2020-10-25 01:00:12,283 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.9 |Anaconda, Inc.| (default, Jul 30 2019, 19:07:31) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-4) PyTorch: 1.1.0 PyTorch compiling details: PyTorch built with: - GCC 4.9 - Intel(R) Math Kernel Library Version 2018.0.1 Product Build 20171007 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.18.1 (Git Hash 7de7e5d02bf687f971e7668963649728356e0c20) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_35,code=sm_35;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_50,code=compute_50 - CuDNN 7.5.1 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -O2 -fPIC -Wno-narrowing -Wall -Wextra -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math, DISABLE_NUMA=1, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, USE_CUDA=True, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=True, USE_NNPACK=True, USE_OPENMP=ON, TorchVision: 0.3.0 OpenCV: 4.1.0 MMCV: 1.1.4 MMCV Compiler: n/a MMCV CUDA Compiler: n/a MMAction2: 0.7.0+fd729fe ------------------------------------------------------------ 2020-10-25 01:00:12,283 - mmaction - INFO - Distributed training: True 2020-10-25 01:00:12,283 - mmaction - INFO - Config: /mnt/lustre/duanhaodong/mmaction2/configs/omnisource/all/slowonly_8x8_all_half.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/' ggig_root = 'omnisource/' iv_root = 'omnisource/insvideo' ann_file_train = 'data/k200/k200_train_list.txt' ann_file_kraw = 'data/omnisource/kraw_200.json' ann_file_ggig = 'data/omnisource/ggig_top1_wodup.txt' ann_file_iv = 'data/omnisource/iv_top1_wodup.txt' ann_file_val = 'data/k200/k200_val_list.txt' ann_file_test = 'data/k200/k200_val_list.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_kinetics_pipeline = [ dict(type='SampleFrames', clip_len=8, frame_interval=8, num_clips=1), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] train_ggig_pipeline = [ dict(type='ImageDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='PseudoClipBuilder', clip_len=8), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] train_iv_pipeline = [ dict(type='DecordInit', io_backend='memcached', **mc_cfg), dict(type='SampleFrames', clip_len=8, frame_interval=8, num_clips=1), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] 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, 12, 12], train_ratio=[2, 1, 1, 1], workers_per_gpu=1, train=[dict(type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_kinetics_pipeline), dict(type='ImageDataset', ann_file=ann_file_ggig, data_prefix=ggig_root, pipeline=train_ggig_pipeline, num_classes=200, sample_by_class=True, power=0.5), dict(type='VideoDataset', ann_file=ann_file_iv, data_prefix=iv_root, pipeline=train_iv_pipeline, num_classes=200, sample_by_class=True, power=0.5), dict(type='RawVideoDataset', ann_file=ann_file_kraw, data_prefix=kraw_root, pipeline=train_kraw_pipeline, clipname_tmpl='_part_{}.mp4', sampling_strategy='positive')], val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, pipeline=test_pipeline)) # optimizer optimizer = dict( type='SGD', lr=0.45, 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_all_half' load_from = None resume_from = None find_unused_parameters = False 2020-10-25 01:00:44,926 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-36-203, work_dir: /mnt/lustre/duanhaodong/mmaction2/work_dirs/omnisource/slowonly_8x8_all_half 2020-10-25 01:00:44,927 - mmaction - INFO - workflow: [('train', 8)], max: 256 epochs 2020-10-25 01:04:28,158 - mmaction - INFO - Epoch [1][20/264] lr: 4.500e-01, eta: 17:40:03, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.0156, top5_acc: 0.0559, loss_cls: 5.5545, loss: 5.5545, grad_norm: 0.6767, top1_acc/aux0: 0.0163, top5_acc/aux0: 0.0580, loss_cls/aux0: 5.5428, loss/aux0: 5.5428, top1_acc/aux1: 0.0146, top5_acc/aux1: 0.0639, loss_cls/aux1: 5.5412, loss/aux1: 5.5412, top1_acc/aux2: 0.0139, top5_acc/aux2: 0.0542, loss_cls/aux2: 5.6111, loss/aux2: 5.6111 2020-10-25 01:05:15,560 - mmaction - INFO - Epoch [1][40/264] lr: 4.500e-01, eta: 17:45:54, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.0212, top5_acc: 0.0861, loss_cls: 5.0695, loss: 5.0695, grad_norm: 0.4833, top1_acc/aux0: 0.0189, top5_acc/aux0: 0.0781, loss_cls/aux0: 5.3023, loss/aux0: 5.3023, top1_acc/aux1: 0.0189, top5_acc/aux1: 0.0804, loss_cls/aux1: 5.2968, loss/aux1: 5.2968, top1_acc/aux2: 0.0217, top5_acc/aux2: 0.0741, loss_cls/aux2: 5.3483, loss/aux2: 5.3483 2020-10-25 01:06:02,696 - mmaction - INFO - Epoch [1][60/264] lr: 4.500e-01, eta: 17:44:43, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.0243, top5_acc: 0.1031, loss_cls: 4.9849, loss: 4.9849, grad_norm: 0.4660, top1_acc/aux0: 0.0285, top5_acc/aux0: 0.1054, loss_cls/aux0: 4.9937, loss/aux0: 4.9937, top1_acc/aux1: 0.0262, top5_acc/aux1: 0.1036, loss_cls/aux1: 5.0103, loss/aux1: 5.0103, top1_acc/aux2: 0.0253, top5_acc/aux2: 0.0927, loss_cls/aux2: 5.0557, loss/aux2: 5.0557 2020-10-25 01:06:49,753 - mmaction - INFO - Epoch [1][80/264] lr: 4.500e-01, eta: 17:43:29, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.0306, top5_acc: 0.1200, loss_cls: 4.8995, loss: 4.8995, grad_norm: 0.4541, top1_acc/aux0: 0.0347, top5_acc/aux0: 0.1210, loss_cls/aux0: 4.8947, loss/aux0: 4.8947, top1_acc/aux1: 0.0318, top5_acc/aux1: 0.1184, loss_cls/aux1: 4.9233, loss/aux1: 4.9233, top1_acc/aux2: 0.0252, top5_acc/aux2: 0.0990, loss_cls/aux2: 4.9916, loss/aux2: 4.9916 2020-10-25 01:07:37,210 - mmaction - INFO - Epoch [1][100/264] lr: 4.500e-01, eta: 17:44:03, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.0351, top5_acc: 0.1295, loss_cls: 4.8569, loss: 4.8569, grad_norm: 0.4364, top1_acc/aux0: 0.0356, top5_acc/aux0: 0.1332, loss_cls/aux0: 4.8626, loss/aux0: 4.8626, top1_acc/aux1: 0.0378, top5_acc/aux1: 0.1311, loss_cls/aux1: 4.8567, loss/aux1: 4.8567, top1_acc/aux2: 0.0311, top5_acc/aux2: 0.1089, loss_cls/aux2: 4.9445, loss/aux2: 4.9445 2020-10-25 01:08:24,791 - mmaction - INFO - Epoch [1][120/264] lr: 4.500e-01, eta: 17:44:38, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.0405, top5_acc: 0.1439, loss_cls: 4.8053, loss: 4.8053, grad_norm: 0.4359, top1_acc/aux0: 0.0401, top5_acc/aux0: 0.1427, loss_cls/aux0: 4.8376, loss/aux0: 4.8376, top1_acc/aux1: 0.0439, top5_acc/aux1: 0.1477, loss_cls/aux1: 4.7957, loss/aux1: 4.7957, top1_acc/aux2: 0.0372, top5_acc/aux2: 0.1271, loss_cls/aux2: 4.9030, loss/aux2: 4.9030 2020-10-25 01:09:12,275 - mmaction - INFO - Epoch [1][140/264] lr: 4.500e-01, eta: 17:44:41, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.0450, top5_acc: 0.1554, loss_cls: 4.7627, loss: 4.7627, grad_norm: 0.4896, top1_acc/aux0: 0.0474, top5_acc/aux0: 0.1582, loss_cls/aux0: 4.7698, loss/aux0: 4.7698, top1_acc/aux1: 0.0476, top5_acc/aux1: 0.1630, loss_cls/aux1: 4.7285, loss/aux1: 4.7285, top1_acc/aux2: 0.0413, top5_acc/aux2: 0.1441, loss_cls/aux2: 4.8352, loss/aux2: 4.8352 2020-10-25 01:09:59,858 - mmaction - INFO - Epoch [1][160/264] lr: 4.500e-01, eta: 17:45:52, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.0521, top5_acc: 0.1715, loss_cls: 4.6859, loss: 4.6859, grad_norm: 0.4775, top1_acc/aux0: 0.0547, top5_acc/aux0: 0.1773, loss_cls/aux0: 4.6976, loss/aux0: 4.6976, top1_acc/aux1: 0.0483, top5_acc/aux1: 0.1731, loss_cls/aux1: 4.6802, loss/aux1: 4.6802, top1_acc/aux2: 0.0398, top5_acc/aux2: 0.1424, loss_cls/aux2: 4.8007, loss/aux2: 4.8007 2020-10-25 01:10:47,411 - mmaction - INFO - Epoch [1][180/264] lr: 4.500e-01, eta: 17:45:50, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.0535, top5_acc: 0.1788, loss_cls: 4.6482, loss: 4.6482, grad_norm: 0.4952, top1_acc/aux0: 0.0580, top5_acc/aux0: 0.1892, loss_cls/aux0: 4.6585, loss/aux0: 4.6585, top1_acc/aux1: 0.0510, top5_acc/aux1: 0.1816, loss_cls/aux1: 4.6375, loss/aux1: 4.6375, top1_acc/aux2: 0.0469, top5_acc/aux2: 0.1514, loss_cls/aux2: 4.7489, loss/aux2: 4.7489 2020-10-25 01:11:35,254 - mmaction - INFO - Epoch [1][200/264] lr: 4.500e-01, eta: 17:45:47, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.0582, top5_acc: 0.1984, loss_cls: 4.5924, loss: 4.5924, grad_norm: 0.5069, top1_acc/aux0: 0.0606, top5_acc/aux0: 0.1936, loss_cls/aux0: 4.6304, loss/aux0: 4.6304, top1_acc/aux1: 0.0595, top5_acc/aux1: 0.2003, loss_cls/aux1: 4.5651, loss/aux1: 4.5651, top1_acc/aux2: 0.0604, top5_acc/aux2: 0.1753, loss_cls/aux2: 4.6600, loss/aux2: 4.6600 2020-10-25 01:12:22,911 - mmaction - INFO - Epoch [1][220/264] lr: 4.500e-01, eta: 17:45:50, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.0648, top5_acc: 0.2016, loss_cls: 4.5344, loss: 4.5344, grad_norm: 0.5444, top1_acc/aux0: 0.0632, top5_acc/aux0: 0.2068, loss_cls/aux0: 4.5851, loss/aux0: 4.5851, top1_acc/aux1: 0.0646, top5_acc/aux1: 0.2165, loss_cls/aux1: 4.5128, loss/aux1: 4.5128, top1_acc/aux2: 0.0623, top5_acc/aux2: 0.1908, loss_cls/aux2: 4.6048, loss/aux2: 4.6048 2020-10-25 01:13:10,213 - mmaction - INFO - Epoch [1][240/264] lr: 4.500e-01, eta: 17:44:53, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.0734, top5_acc: 0.2214, loss_cls: 4.4735, loss: 4.4735, grad_norm: 0.5442, top1_acc/aux0: 0.0688, top5_acc/aux0: 0.2163, loss_cls/aux0: 4.5488, loss/aux0: 4.5488, top1_acc/aux1: 0.0696, top5_acc/aux1: 0.2257, loss_cls/aux1: 4.4729, loss/aux1: 4.4729, top1_acc/aux2: 0.0661, top5_acc/aux2: 0.2033, loss_cls/aux2: 4.5478, loss/aux2: 4.5478 2020-10-25 01:13:57,551 - mmaction - INFO - Epoch [1][260/264] lr: 4.500e-01, eta: 17:44:02, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.0773, top5_acc: 0.2326, loss_cls: 4.4088, loss: 4.4088, grad_norm: 0.5497, top1_acc/aux0: 0.0734, top5_acc/aux0: 0.2234, loss_cls/aux0: 4.5133, loss/aux0: 4.5133, top1_acc/aux1: 0.0773, top5_acc/aux1: 0.2389, loss_cls/aux1: 4.4317, loss/aux1: 4.4317, top1_acc/aux2: 0.0656, top5_acc/aux2: 0.2122, loss_cls/aux2: 4.5252, loss/aux2: 4.5252 2020-10-25 01:17:27,129 - mmaction - INFO - Epoch [2][20/264] lr: 4.500e-01, eta: 17:28:06, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.0800, top5_acc: 0.2399, loss_cls: 4.3993, loss: 4.3993, grad_norm: 0.5553, top1_acc/aux0: 0.0781, top5_acc/aux0: 0.2490, loss_cls/aux0: 4.4648, loss/aux0: 4.4648, top1_acc/aux1: 0.0819, top5_acc/aux1: 0.2681, loss_cls/aux1: 4.3133, loss/aux1: 4.3133, top1_acc/aux2: 0.0698, top5_acc/aux2: 0.2097, loss_cls/aux2: 4.4817, loss/aux2: 4.4817 2020-10-25 01:18:14,418 - mmaction - INFO - Epoch [2][40/264] lr: 4.500e-01, eta: 17:28:50, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.0894, top5_acc: 0.2538, loss_cls: 4.3288, loss: 4.3288, grad_norm: 0.5801, top1_acc/aux0: 0.0802, top5_acc/aux0: 0.2422, loss_cls/aux0: 4.4529, loss/aux0: 4.4529, top1_acc/aux1: 0.0898, top5_acc/aux1: 0.2686, loss_cls/aux1: 4.3143, loss/aux1: 4.3143, top1_acc/aux2: 0.0729, top5_acc/aux2: 0.2181, loss_cls/aux2: 4.4653, loss/aux2: 4.4653 2020-10-25 01:19:01,845 - mmaction - INFO - Epoch [2][60/264] lr: 4.500e-01, eta: 17:29:03, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.0932, top5_acc: 0.2571, loss_cls: 4.2972, loss: 4.2972, grad_norm: 0.5886, top1_acc/aux0: 0.0863, top5_acc/aux0: 0.2439, loss_cls/aux0: 4.4032, loss/aux0: 4.4032, top1_acc/aux1: 0.0972, top5_acc/aux1: 0.2771, loss_cls/aux1: 4.2897, loss/aux1: 4.2897, top1_acc/aux2: 0.0818, top5_acc/aux2: 0.2405, loss_cls/aux2: 4.4105, loss/aux2: 4.4105 2020-10-25 01:19:49,320 - mmaction - INFO - Epoch [2][80/264] lr: 4.500e-01, eta: 17:29:18, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.0972, top5_acc: 0.2637, loss_cls: 4.2811, loss: 4.2811, grad_norm: 0.5841, top1_acc/aux0: 0.0944, top5_acc/aux0: 0.2644, loss_cls/aux0: 4.3480, loss/aux0: 4.3480, top1_acc/aux1: 0.0969, top5_acc/aux1: 0.2858, loss_cls/aux1: 4.2519, loss/aux1: 4.2519, top1_acc/aux2: 0.0865, top5_acc/aux2: 0.2563, loss_cls/aux2: 4.3586, loss/aux2: 4.3586 2020-10-25 01:20:36,780 - mmaction - INFO - Epoch [2][100/264] lr: 4.500e-01, eta: 17:29:33, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.0993, top5_acc: 0.2726, loss_cls: 4.2433, loss: 4.2433, grad_norm: 0.5859, top1_acc/aux0: 0.1017, top5_acc/aux0: 0.2833, loss_cls/aux0: 4.3154, loss/aux0: 4.3154, top1_acc/aux1: 0.1031, top5_acc/aux1: 0.2939, loss_cls/aux1: 4.2060, loss/aux1: 4.2060, top1_acc/aux2: 0.0892, top5_acc/aux2: 0.2630, loss_cls/aux2: 4.3305, loss/aux2: 4.3305 2020-10-25 01:21:24,267 - mmaction - INFO - Epoch [2][120/264] lr: 4.500e-01, eta: 17:29:55, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.0957, top5_acc: 0.2745, loss_cls: 4.2585, loss: 4.2585, grad_norm: 0.5863, top1_acc/aux0: 0.1031, top5_acc/aux0: 0.2830, loss_cls/aux0: 4.2830, loss/aux0: 4.2830, top1_acc/aux1: 0.1026, top5_acc/aux1: 0.2986, loss_cls/aux1: 4.1962, loss/aux1: 4.1962, top1_acc/aux2: 0.0918, top5_acc/aux2: 0.2677, loss_cls/aux2: 4.3099, loss/aux2: 4.3099 2020-10-25 01:22:11,954 - mmaction - INFO - Epoch [2][140/264] lr: 4.500e-01, eta: 17:30:15, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.1030, top5_acc: 0.2953, loss_cls: 4.1969, loss: 4.1969, grad_norm: 0.5906, top1_acc/aux0: 0.1059, top5_acc/aux0: 0.2889, loss_cls/aux0: 4.2430, loss/aux0: 4.2430, top1_acc/aux1: 0.1024, top5_acc/aux1: 0.2983, loss_cls/aux1: 4.1771, loss/aux1: 4.1771, top1_acc/aux2: 0.0905, top5_acc/aux2: 0.2634, loss_cls/aux2: 4.3062, loss/aux2: 4.3062 2020-10-25 01:22:59,575 - mmaction - INFO - Epoch [2][160/264] lr: 4.500e-01, eta: 17:30:17, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.1061, top5_acc: 0.2983, loss_cls: 4.1714, loss: 4.1714, grad_norm: 0.6087, top1_acc/aux0: 0.1080, top5_acc/aux0: 0.2934, loss_cls/aux0: 4.2303, loss/aux0: 4.2303, top1_acc/aux1: 0.1106, top5_acc/aux1: 0.3054, loss_cls/aux1: 4.1159, loss/aux1: 4.1159, top1_acc/aux2: 0.1009, top5_acc/aux2: 0.2738, loss_cls/aux2: 4.2664, loss/aux2: 4.2664 2020-10-25 01:23:47,323 - mmaction - INFO - Epoch [2][180/264] lr: 4.500e-01, eta: 17:31:01, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.1144, top5_acc: 0.3109, loss_cls: 4.1153, loss: 4.1153, grad_norm: 0.5991, top1_acc/aux0: 0.1061, top5_acc/aux0: 0.2924, loss_cls/aux0: 4.2221, loss/aux0: 4.2221, top1_acc/aux1: 0.1135, top5_acc/aux1: 0.3101, loss_cls/aux1: 4.1074, loss/aux1: 4.1074, top1_acc/aux2: 0.1064, top5_acc/aux2: 0.2845, loss_cls/aux2: 4.2356, loss/aux2: 4.2356 2020-10-25 01:24:34,796 - mmaction - INFO - Epoch [2][200/264] lr: 4.500e-01, eta: 17:31:22, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.1069, top5_acc: 0.2997, loss_cls: 4.1609, loss: 4.1609, grad_norm: 0.6026, top1_acc/aux0: 0.1090, top5_acc/aux0: 0.3078, loss_cls/aux0: 4.1905, loss/aux0: 4.1905, top1_acc/aux1: 0.1224, top5_acc/aux1: 0.3241, loss_cls/aux1: 4.0822, loss/aux1: 4.0822, top1_acc/aux2: 0.0972, top5_acc/aux2: 0.2800, loss_cls/aux2: 4.2571, loss/aux2: 4.2571 2020-10-25 01:25:22,524 - mmaction - INFO - Epoch [2][220/264] lr: 4.500e-01, eta: 17:31:29, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.1134, top5_acc: 0.3203, loss_cls: 4.1037, loss: 4.1037, grad_norm: 0.6239, top1_acc/aux0: 0.1151, top5_acc/aux0: 0.3155, loss_cls/aux0: 4.1493, loss/aux0: 4.1493, top1_acc/aux1: 0.1250, top5_acc/aux1: 0.3299, loss_cls/aux1: 4.0713, loss/aux1: 4.0713, top1_acc/aux2: 0.1031, top5_acc/aux2: 0.2884, loss_cls/aux2: 4.2050, loss/aux2: 4.2050 2020-10-25 01:26:10,137 - mmaction - INFO - Epoch [2][240/264] lr: 4.500e-01, eta: 17:31:36, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.1139, top5_acc: 0.3064, loss_cls: 4.1057, loss: 4.1057, grad_norm: 0.6284, top1_acc/aux0: 0.1156, top5_acc/aux0: 0.3153, loss_cls/aux0: 4.1265, loss/aux0: 4.1265, top1_acc/aux1: 0.1198, top5_acc/aux1: 0.3250, loss_cls/aux1: 4.0774, loss/aux1: 4.0774, top1_acc/aux2: 0.1061, top5_acc/aux2: 0.2941, loss_cls/aux2: 4.1692, loss/aux2: 4.1692 2020-10-25 01:26:57,583 - mmaction - INFO - Epoch [2][260/264] lr: 4.500e-01, eta: 17:31:33, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.1222, top5_acc: 0.3170, loss_cls: 4.0688, loss: 4.0688, grad_norm: 0.6337, top1_acc/aux0: 0.1193, top5_acc/aux0: 0.3247, loss_cls/aux0: 4.1127, loss/aux0: 4.1127, top1_acc/aux1: 0.1207, top5_acc/aux1: 0.3373, loss_cls/aux1: 4.0236, loss/aux1: 4.0236, top1_acc/aux2: 0.1047, top5_acc/aux2: 0.3014, loss_cls/aux2: 4.1650, loss/aux2: 4.1650 2020-10-25 01:31:19,085 - mmaction - INFO - Epoch [3][20/264] lr: 4.499e-01, eta: 17:23:22, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.1304, top5_acc: 0.3366, loss_cls: 4.0116, loss: 4.0116, grad_norm: 0.6415, top1_acc/aux0: 0.1177, top5_acc/aux0: 0.3219, loss_cls/aux0: 4.0599, loss/aux0: 4.0599, top1_acc/aux1: 0.1181, top5_acc/aux1: 0.3313, loss_cls/aux1: 4.0127, loss/aux1: 4.0127, top1_acc/aux2: 0.1003, top5_acc/aux2: 0.3045, loss_cls/aux2: 4.1389, loss/aux2: 4.1389 2020-10-25 01:32:06,457 - mmaction - INFO - Epoch [3][40/264] lr: 4.499e-01, eta: 17:23:31, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.1328, top5_acc: 0.3351, loss_cls: 3.9884, loss: 3.9884, grad_norm: 0.6576, top1_acc/aux0: 0.1240, top5_acc/aux0: 0.3299, loss_cls/aux0: 4.0628, loss/aux0: 4.0628, top1_acc/aux1: 0.1271, top5_acc/aux1: 0.3410, loss_cls/aux1: 3.9919, loss/aux1: 3.9919, top1_acc/aux2: 0.1063, top5_acc/aux2: 0.3111, loss_cls/aux2: 4.1120, loss/aux2: 4.1120 2020-10-25 01:32:54,008 - mmaction - INFO - Epoch [3][60/264] lr: 4.499e-01, eta: 17:23:41, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.1302, top5_acc: 0.3408, loss_cls: 3.9787, loss: 3.9787, grad_norm: 0.6523, top1_acc/aux0: 0.1311, top5_acc/aux0: 0.3455, loss_cls/aux0: 4.0486, loss/aux0: 4.0486, top1_acc/aux1: 0.1365, top5_acc/aux1: 0.3608, loss_cls/aux1: 3.9485, loss/aux1: 3.9485, top1_acc/aux2: 0.1155, top5_acc/aux2: 0.3167, loss_cls/aux2: 4.0947, loss/aux2: 4.0947 2020-10-25 01:33:41,049 - mmaction - INFO - Epoch [3][80/264] lr: 4.499e-01, eta: 17:23:39, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.1358, top5_acc: 0.3535, loss_cls: 3.9319, loss: 3.9319, grad_norm: 0.6634, top1_acc/aux0: 0.1354, top5_acc/aux0: 0.3526, loss_cls/aux0: 3.9993, loss/aux0: 3.9993, top1_acc/aux1: 0.1373, top5_acc/aux1: 0.3602, loss_cls/aux1: 3.9321, loss/aux1: 3.9321, top1_acc/aux2: 0.1182, top5_acc/aux2: 0.3155, loss_cls/aux2: 4.1172, loss/aux2: 4.1172 2020-10-25 01:34:28,312 - mmaction - INFO - Epoch [3][100/264] lr: 4.499e-01, eta: 17:23:41, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.1321, top5_acc: 0.3510, loss_cls: 3.9495, loss: 3.9495, grad_norm: 0.6572, top1_acc/aux0: 0.1398, top5_acc/aux0: 0.3538, loss_cls/aux0: 3.9676, loss/aux0: 3.9676, top1_acc/aux1: 0.1443, top5_acc/aux1: 0.3677, loss_cls/aux1: 3.8945, loss/aux1: 3.8945, top1_acc/aux2: 0.1198, top5_acc/aux2: 0.3189, loss_cls/aux2: 4.1010, loss/aux2: 4.1010 2020-10-25 01:35:16,292 - mmaction - INFO - Epoch [3][120/264] lr: 4.499e-01, eta: 17:24:12, time: 0.959, data_time: 0.001, memory: 8466, top1_acc: 0.1399, top5_acc: 0.3528, loss_cls: 3.9294, loss: 3.9294, grad_norm: 0.6649, top1_acc/aux0: 0.1401, top5_acc/aux0: 0.3646, loss_cls/aux0: 3.9485, loss/aux0: 3.9485, top1_acc/aux1: 0.1465, top5_acc/aux1: 0.3800, loss_cls/aux1: 3.8530, loss/aux1: 3.8530, top1_acc/aux2: 0.1215, top5_acc/aux2: 0.3259, loss_cls/aux2: 4.0611, loss/aux2: 4.0611 2020-10-25 01:36:03,884 - mmaction - INFO - Epoch [3][140/264] lr: 4.499e-01, eta: 17:24:43, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.1432, top5_acc: 0.3703, loss_cls: 3.9009, loss: 3.9009, grad_norm: 0.6789, top1_acc/aux0: 0.1436, top5_acc/aux0: 0.3644, loss_cls/aux0: 3.9595, loss/aux0: 3.9595, top1_acc/aux1: 0.1517, top5_acc/aux1: 0.3878, loss_cls/aux1: 3.8157, loss/aux1: 3.8157, top1_acc/aux2: 0.1224, top5_acc/aux2: 0.3283, loss_cls/aux2: 4.0544, loss/aux2: 4.0544 2020-10-25 01:36:51,324 - mmaction - INFO - Epoch [3][160/264] lr: 4.499e-01, eta: 17:24:45, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.1465, top5_acc: 0.3720, loss_cls: 3.8629, loss: 3.8629, grad_norm: 0.6992, top1_acc/aux0: 0.1438, top5_acc/aux0: 0.3563, loss_cls/aux0: 3.9813, loss/aux0: 3.9813, top1_acc/aux1: 0.1517, top5_acc/aux1: 0.3905, loss_cls/aux1: 3.7945, loss/aux1: 3.7945, top1_acc/aux2: 0.1280, top5_acc/aux2: 0.3319, loss_cls/aux2: 4.0368, loss/aux2: 4.0368 2020-10-25 01:37:39,018 - mmaction - INFO - Epoch [3][180/264] lr: 4.499e-01, eta: 17:24:54, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.1514, top5_acc: 0.3759, loss_cls: 3.8800, loss: 3.8800, grad_norm: 0.6817, top1_acc/aux0: 0.1491, top5_acc/aux0: 0.3714, loss_cls/aux0: 3.9363, loss/aux0: 3.9363, top1_acc/aux1: 0.1497, top5_acc/aux1: 0.3889, loss_cls/aux1: 3.8047, loss/aux1: 3.8047, top1_acc/aux2: 0.1286, top5_acc/aux2: 0.3337, loss_cls/aux2: 4.0272, loss/aux2: 4.0272 2020-10-25 01:38:26,657 - mmaction - INFO - Epoch [3][200/264] lr: 4.499e-01, eta: 17:24:47, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.1429, top5_acc: 0.3604, loss_cls: 3.9007, loss: 3.9007, grad_norm: 0.6733, top1_acc/aux0: 0.1509, top5_acc/aux0: 0.3795, loss_cls/aux0: 3.9086, loss/aux0: 3.9086, top1_acc/aux1: 0.1550, top5_acc/aux1: 0.3974, loss_cls/aux1: 3.8103, loss/aux1: 3.8103, top1_acc/aux2: 0.1326, top5_acc/aux2: 0.3455, loss_cls/aux2: 3.9973, loss/aux2: 3.9973 2020-10-25 01:39:14,276 - mmaction - INFO - Epoch [3][220/264] lr: 4.499e-01, eta: 17:25:10, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.1524, top5_acc: 0.3793, loss_cls: 3.8468, loss: 3.8468, grad_norm: 0.6839, top1_acc/aux0: 0.1484, top5_acc/aux0: 0.3807, loss_cls/aux0: 3.8821, loss/aux0: 3.8821, top1_acc/aux1: 0.1576, top5_acc/aux1: 0.4054, loss_cls/aux1: 3.7693, loss/aux1: 3.7693, top1_acc/aux2: 0.1415, top5_acc/aux2: 0.3606, loss_cls/aux2: 3.9424, loss/aux2: 3.9424 2020-10-25 01:40:01,612 - mmaction - INFO - Epoch [3][240/264] lr: 4.499e-01, eta: 17:25:10, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.1477, top5_acc: 0.3778, loss_cls: 3.8217, loss: 3.8217, grad_norm: 0.6960, top1_acc/aux0: 0.1528, top5_acc/aux0: 0.3854, loss_cls/aux0: 3.8547, loss/aux0: 3.8547, top1_acc/aux1: 0.1656, top5_acc/aux1: 0.4090, loss_cls/aux1: 3.7242, loss/aux1: 3.7242, top1_acc/aux2: 0.1384, top5_acc/aux2: 0.3595, loss_cls/aux2: 3.9409, loss/aux2: 3.9409 2020-10-25 01:40:49,292 - mmaction - INFO - Epoch [3][260/264] lr: 4.499e-01, eta: 17:25:22, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.1594, top5_acc: 0.3776, loss_cls: 3.8073, loss: 3.8073, grad_norm: 0.7122, top1_acc/aux0: 0.1587, top5_acc/aux0: 0.3813, loss_cls/aux0: 3.8580, loss/aux0: 3.8580, top1_acc/aux1: 0.1663, top5_acc/aux1: 0.4125, loss_cls/aux1: 3.7173, loss/aux1: 3.7173, top1_acc/aux2: 0.1406, top5_acc/aux2: 0.3620, loss_cls/aux2: 3.9235, loss/aux2: 3.9235 2020-10-25 01:44:16,478 - mmaction - INFO - Epoch [4][20/264] lr: 4.498e-01, eta: 17:19:47, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.1656, top5_acc: 0.4068, loss_cls: 3.7463, loss: 3.7463, grad_norm: 0.6937, top1_acc/aux0: 0.1681, top5_acc/aux0: 0.4052, loss_cls/aux0: 3.7853, loss/aux0: 3.7853, top1_acc/aux1: 0.1764, top5_acc/aux1: 0.4292, loss_cls/aux1: 3.6570, loss/aux1: 3.6570, top1_acc/aux2: 0.1483, top5_acc/aux2: 0.3701, loss_cls/aux2: 3.9160, loss/aux2: 3.9160 2020-10-25 01:45:03,820 - mmaction - INFO - Epoch [4][40/264] lr: 4.498e-01, eta: 17:20:00, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.1707, top5_acc: 0.3979, loss_cls: 3.7435, loss: 3.7435, grad_norm: 0.7046, top1_acc/aux0: 0.1613, top5_acc/aux0: 0.3957, loss_cls/aux0: 3.8190, loss/aux0: 3.8190, top1_acc/aux1: 0.1757, top5_acc/aux1: 0.4295, loss_cls/aux1: 3.6365, loss/aux1: 3.6365, top1_acc/aux2: 0.1521, top5_acc/aux2: 0.3677, loss_cls/aux2: 3.9037, loss/aux2: 3.9037 2020-10-25 01:45:51,316 - mmaction - INFO - Epoch [4][60/264] lr: 4.498e-01, eta: 17:20:04, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.1653, top5_acc: 0.4047, loss_cls: 3.7534, loss: 3.7534, grad_norm: 0.7021, top1_acc/aux0: 0.1582, top5_acc/aux0: 0.3981, loss_cls/aux0: 3.8320, loss/aux0: 3.8320, top1_acc/aux1: 0.1807, top5_acc/aux1: 0.4333, loss_cls/aux1: 3.6159, loss/aux1: 3.6159, top1_acc/aux2: 0.1557, top5_acc/aux2: 0.3726, loss_cls/aux2: 3.8823, loss/aux2: 3.8823 2020-10-25 01:46:38,854 - mmaction - INFO - Epoch [4][80/264] lr: 4.498e-01, eta: 17:20:13, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.1738, top5_acc: 0.4161, loss_cls: 3.6712, loss: 3.6712, grad_norm: 0.7241, top1_acc/aux0: 0.1641, top5_acc/aux0: 0.4082, loss_cls/aux0: 3.7885, loss/aux0: 3.7885, top1_acc/aux1: 0.1870, top5_acc/aux1: 0.4335, loss_cls/aux1: 3.6201, loss/aux1: 3.6201, top1_acc/aux2: 0.1564, top5_acc/aux2: 0.3828, loss_cls/aux2: 3.8509, loss/aux2: 3.8509 2020-10-25 01:47:26,242 - mmaction - INFO - Epoch [4][100/264] lr: 4.498e-01, eta: 17:20:09, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.1811, top5_acc: 0.4194, loss_cls: 3.6655, loss: 3.6655, grad_norm: 0.7234, top1_acc/aux0: 0.1714, top5_acc/aux0: 0.4099, loss_cls/aux0: 3.7671, loss/aux0: 3.7671, top1_acc/aux1: 0.1858, top5_acc/aux1: 0.4370, loss_cls/aux1: 3.6104, loss/aux1: 3.6104, top1_acc/aux2: 0.1620, top5_acc/aux2: 0.3887, loss_cls/aux2: 3.8115, loss/aux2: 3.8115 2020-10-25 01:48:14,016 - mmaction - INFO - Epoch [4][120/264] lr: 4.498e-01, eta: 17:20:26, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.1764, top5_acc: 0.4184, loss_cls: 3.6741, loss: 3.6741, grad_norm: 0.7155, top1_acc/aux0: 0.1757, top5_acc/aux0: 0.4205, loss_cls/aux0: 3.7426, loss/aux0: 3.7426, top1_acc/aux1: 0.1854, top5_acc/aux1: 0.4444, loss_cls/aux1: 3.5936, loss/aux1: 3.5936, top1_acc/aux2: 0.1660, top5_acc/aux2: 0.3910, loss_cls/aux2: 3.7806, loss/aux2: 3.7806 2020-10-25 01:49:01,926 - mmaction - INFO - Epoch [4][140/264] lr: 4.498e-01, eta: 17:20:17, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.1804, top5_acc: 0.4233, loss_cls: 3.6675, loss: 3.6675, grad_norm: 0.7235, top1_acc/aux0: 0.1745, top5_acc/aux0: 0.4273, loss_cls/aux0: 3.7277, loss/aux0: 3.7277, top1_acc/aux1: 0.1821, top5_acc/aux1: 0.4378, loss_cls/aux1: 3.6054, loss/aux1: 3.6054, top1_acc/aux2: 0.1639, top5_acc/aux2: 0.3870, loss_cls/aux2: 3.7868, loss/aux2: 3.7868 2020-10-25 01:49:49,284 - mmaction - INFO - Epoch [4][160/264] lr: 4.498e-01, eta: 17:20:12, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.1759, top5_acc: 0.4236, loss_cls: 3.6625, loss: 3.6625, grad_norm: 0.7178, top1_acc/aux0: 0.1823, top5_acc/aux0: 0.4262, loss_cls/aux0: 3.7146, loss/aux0: 3.7146, top1_acc/aux1: 0.1887, top5_acc/aux1: 0.4451, loss_cls/aux1: 3.5668, loss/aux1: 3.5668, top1_acc/aux2: 0.1620, top5_acc/aux2: 0.3859, loss_cls/aux2: 3.8090, loss/aux2: 3.8090 2020-10-25 01:50:36,829 - mmaction - INFO - Epoch [4][180/264] lr: 4.498e-01, eta: 17:20:10, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.1807, top5_acc: 0.4264, loss_cls: 3.6698, loss: 3.6698, grad_norm: 0.7319, top1_acc/aux0: 0.1830, top5_acc/aux0: 0.4255, loss_cls/aux0: 3.6977, loss/aux0: 3.6977, top1_acc/aux1: 0.1953, top5_acc/aux1: 0.4550, loss_cls/aux1: 3.5526, loss/aux1: 3.5526, top1_acc/aux2: 0.1648, top5_acc/aux2: 0.3995, loss_cls/aux2: 3.7732, loss/aux2: 3.7732 2020-10-25 01:51:24,452 - mmaction - INFO - Epoch [4][200/264] lr: 4.498e-01, eta: 17:20:01, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.1882, top5_acc: 0.4382, loss_cls: 3.6180, loss: 3.6180, grad_norm: 0.7343, top1_acc/aux0: 0.1776, top5_acc/aux0: 0.4247, loss_cls/aux0: 3.7117, loss/aux0: 3.7117, top1_acc/aux1: 0.1970, top5_acc/aux1: 0.4554, loss_cls/aux1: 3.5588, loss/aux1: 3.5588, top1_acc/aux2: 0.1714, top5_acc/aux2: 0.4108, loss_cls/aux2: 3.7333, loss/aux2: 3.7333 2020-10-25 01:52:12,063 - mmaction - INFO - Epoch [4][220/264] lr: 4.498e-01, eta: 17:19:57, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.1858, top5_acc: 0.4234, loss_cls: 3.6460, loss: 3.6460, grad_norm: 0.7594, top1_acc/aux0: 0.1747, top5_acc/aux0: 0.4273, loss_cls/aux0: 3.7083, loss/aux0: 3.7083, top1_acc/aux1: 0.1984, top5_acc/aux1: 0.4632, loss_cls/aux1: 3.5152, loss/aux1: 3.5152, top1_acc/aux2: 0.1743, top5_acc/aux2: 0.4097, loss_cls/aux2: 3.7302, loss/aux2: 3.7302 2020-10-25 01:52:59,619 - mmaction - INFO - Epoch [4][240/264] lr: 4.498e-01, eta: 17:20:03, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.1892, top5_acc: 0.4370, loss_cls: 3.5953, loss: 3.5953, grad_norm: 0.7333, top1_acc/aux0: 0.1826, top5_acc/aux0: 0.4361, loss_cls/aux0: 3.6578, loss/aux0: 3.6578, top1_acc/aux1: 0.1960, top5_acc/aux1: 0.4628, loss_cls/aux1: 3.5247, loss/aux1: 3.5247, top1_acc/aux2: 0.1719, top5_acc/aux2: 0.4047, loss_cls/aux2: 3.7396, loss/aux2: 3.7396 2020-10-25 01:53:47,272 - mmaction - INFO - Epoch [4][260/264] lr: 4.498e-01, eta: 17:20:03, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.1915, top5_acc: 0.4460, loss_cls: 3.5833, loss: 3.5833, grad_norm: 0.7578, top1_acc/aux0: 0.1892, top5_acc/aux0: 0.4457, loss_cls/aux0: 3.6159, loss/aux0: 3.6159, top1_acc/aux1: 0.2049, top5_acc/aux1: 0.4653, loss_cls/aux1: 3.5295, loss/aux1: 3.5295, top1_acc/aux2: 0.1724, top5_acc/aux2: 0.4109, loss_cls/aux2: 3.7224, loss/aux2: 3.7224 2020-10-25 01:57:16,058 - mmaction - INFO - Epoch [5][20/264] lr: 4.497e-01, eta: 17:16:13, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.2036, top5_acc: 0.4451, loss_cls: 3.5615, loss: 3.5615, grad_norm: 0.7697, top1_acc/aux0: 0.2087, top5_acc/aux0: 0.4517, loss_cls/aux0: 3.5930, loss/aux0: 3.5930, top1_acc/aux1: 0.2083, top5_acc/aux1: 0.4684, loss_cls/aux1: 3.4639, loss/aux1: 3.4639, top1_acc/aux2: 0.1705, top5_acc/aux2: 0.4135, loss_cls/aux2: 3.6928, loss/aux2: 3.6928 2020-10-25 01:58:03,468 - mmaction - INFO - Epoch [5][40/264] lr: 4.497e-01, eta: 17:16:16, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.1997, top5_acc: 0.4394, loss_cls: 3.5861, loss: 3.5861, grad_norm: 0.7412, top1_acc/aux0: 0.2014, top5_acc/aux0: 0.4417, loss_cls/aux0: 3.6120, loss/aux0: 3.6120, top1_acc/aux1: 0.2052, top5_acc/aux1: 0.4646, loss_cls/aux1: 3.4914, loss/aux1: 3.4914, top1_acc/aux2: 0.1747, top5_acc/aux2: 0.4184, loss_cls/aux2: 3.6896, loss/aux2: 3.6896 2020-10-25 01:58:50,799 - mmaction - INFO - Epoch [5][60/264] lr: 4.497e-01, eta: 17:16:13, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.2002, top5_acc: 0.4536, loss_cls: 3.5251, loss: 3.5251, grad_norm: 0.7700, top1_acc/aux0: 0.1988, top5_acc/aux0: 0.4420, loss_cls/aux0: 3.6046, loss/aux0: 3.6046, top1_acc/aux1: 0.2095, top5_acc/aux1: 0.4734, loss_cls/aux1: 3.4723, loss/aux1: 3.4723, top1_acc/aux2: 0.1833, top5_acc/aux2: 0.4283, loss_cls/aux2: 3.6596, loss/aux2: 3.6596 2020-10-25 01:59:38,367 - mmaction - INFO - Epoch [5][80/264] lr: 4.497e-01, eta: 17:16:13, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.2118, top5_acc: 0.4622, loss_cls: 3.5115, loss: 3.5115, grad_norm: 0.7714, top1_acc/aux0: 0.2028, top5_acc/aux0: 0.4573, loss_cls/aux0: 3.5689, loss/aux0: 3.5689, top1_acc/aux1: 0.2215, top5_acc/aux1: 0.4915, loss_cls/aux1: 3.4002, loss/aux1: 3.4002, top1_acc/aux2: 0.1905, top5_acc/aux2: 0.4323, loss_cls/aux2: 3.6331, loss/aux2: 3.6331 2020-10-25 02:00:27,100 - mmaction - INFO - Epoch [5][100/264] lr: 4.497e-01, eta: 17:17:09, time: 1.001, data_time: 0.000, memory: 8466, top1_acc: 0.1951, top5_acc: 0.4549, loss_cls: 3.5462, loss: 3.5462, grad_norm: 0.7653, top1_acc/aux0: 0.1998, top5_acc/aux0: 0.4566, loss_cls/aux0: 3.6009, loss/aux0: 3.6009, top1_acc/aux1: 0.2186, top5_acc/aux1: 0.4938, loss_cls/aux1: 3.4008, loss/aux1: 3.4008, top1_acc/aux2: 0.1896, top5_acc/aux2: 0.4307, loss_cls/aux2: 3.6465, loss/aux2: 3.6465 2020-10-25 02:01:15,019 - mmaction - INFO - Epoch [5][120/264] lr: 4.497e-01, eta: 17:17:26, time: 0.968, data_time: 0.000, memory: 8466, top1_acc: 0.2104, top5_acc: 0.4634, loss_cls: 3.5091, loss: 3.5091, grad_norm: 0.7808, top1_acc/aux0: 0.2035, top5_acc/aux0: 0.4575, loss_cls/aux0: 3.5950, loss/aux0: 3.5950, top1_acc/aux1: 0.2134, top5_acc/aux1: 0.4894, loss_cls/aux1: 3.3942, loss/aux1: 3.3942, top1_acc/aux2: 0.1849, top5_acc/aux2: 0.4316, loss_cls/aux2: 3.6287, loss/aux2: 3.6287 2020-10-25 02:02:02,820 - mmaction - INFO - Epoch [5][140/264] lr: 4.497e-01, eta: 17:17:28, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.2078, top5_acc: 0.4592, loss_cls: 3.5167, loss: 3.5167, grad_norm: 0.7894, top1_acc/aux0: 0.2122, top5_acc/aux0: 0.4655, loss_cls/aux0: 3.5387, loss/aux0: 3.5387, top1_acc/aux1: 0.2148, top5_acc/aux1: 0.4840, loss_cls/aux1: 3.3824, loss/aux1: 3.3824, top1_acc/aux2: 0.1797, top5_acc/aux2: 0.4253, loss_cls/aux2: 3.6300, loss/aux2: 3.6300 2020-10-25 02:02:50,428 - mmaction - INFO - Epoch [5][160/264] lr: 4.497e-01, eta: 17:17:16, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.2134, top5_acc: 0.4771, loss_cls: 3.4743, loss: 3.4743, grad_norm: 0.8047, top1_acc/aux0: 0.2082, top5_acc/aux0: 0.4622, loss_cls/aux0: 3.5471, loss/aux0: 3.5471, top1_acc/aux1: 0.2203, top5_acc/aux1: 0.4941, loss_cls/aux1: 3.3784, loss/aux1: 3.3784, top1_acc/aux2: 0.1769, top5_acc/aux2: 0.4236, loss_cls/aux2: 3.6591, loss/aux2: 3.6591 2020-10-25 02:03:38,065 - mmaction - INFO - Epoch [5][180/264] lr: 4.497e-01, eta: 17:17:15, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.2212, top5_acc: 0.4717, loss_cls: 3.4745, loss: 3.4745, grad_norm: 0.7671, top1_acc/aux0: 0.2028, top5_acc/aux0: 0.4618, loss_cls/aux0: 3.5571, loss/aux0: 3.5571, top1_acc/aux1: 0.2120, top5_acc/aux1: 0.4905, loss_cls/aux1: 3.4121, loss/aux1: 3.4121, top1_acc/aux2: 0.1809, top5_acc/aux2: 0.4285, loss_cls/aux2: 3.6641, loss/aux2: 3.6641 2020-10-25 02:04:25,775 - mmaction - INFO - Epoch [5][200/264] lr: 4.497e-01, eta: 17:17:10, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.2115, top5_acc: 0.4726, loss_cls: 3.4764, loss: 3.4764, grad_norm: 0.7887, top1_acc/aux0: 0.2128, top5_acc/aux0: 0.4714, loss_cls/aux0: 3.5329, loss/aux0: 3.5329, top1_acc/aux1: 0.2168, top5_acc/aux1: 0.4910, loss_cls/aux1: 3.4107, loss/aux1: 3.4107, top1_acc/aux2: 0.1882, top5_acc/aux2: 0.4335, loss_cls/aux2: 3.6432, loss/aux2: 3.6432 2020-10-25 02:05:13,095 - mmaction - INFO - Epoch [5][220/264] lr: 4.497e-01, eta: 17:16:57, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.2012, top5_acc: 0.4620, loss_cls: 3.4962, loss: 3.4962, grad_norm: 0.7919, top1_acc/aux0: 0.2141, top5_acc/aux0: 0.4660, loss_cls/aux0: 3.5519, loss/aux0: 3.5519, top1_acc/aux1: 0.2363, top5_acc/aux1: 0.5061, loss_cls/aux1: 3.3243, loss/aux1: 3.3243, top1_acc/aux2: 0.1941, top5_acc/aux2: 0.4394, loss_cls/aux2: 3.6217, loss/aux2: 3.6217 2020-10-25 02:06:00,644 - mmaction - INFO - Epoch [5][240/264] lr: 4.497e-01, eta: 17:16:44, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.2102, top5_acc: 0.4705, loss_cls: 3.4648, loss: 3.4648, grad_norm: 0.7836, top1_acc/aux0: 0.2149, top5_acc/aux0: 0.4635, loss_cls/aux0: 3.5399, loss/aux0: 3.5399, top1_acc/aux1: 0.2304, top5_acc/aux1: 0.4979, loss_cls/aux1: 3.3336, loss/aux1: 3.3336, top1_acc/aux2: 0.1934, top5_acc/aux2: 0.4349, loss_cls/aux2: 3.6302, loss/aux2: 3.6302 2020-10-25 02:06:48,193 - mmaction - INFO - Epoch [5][260/264] lr: 4.497e-01, eta: 17:16:34, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.2175, top5_acc: 0.4694, loss_cls: 3.4812, loss: 3.4812, grad_norm: 0.7943, top1_acc/aux0: 0.2219, top5_acc/aux0: 0.4720, loss_cls/aux0: 3.5002, loss/aux0: 3.5002, top1_acc/aux1: 0.2321, top5_acc/aux1: 0.5087, loss_cls/aux1: 3.3312, loss/aux1: 3.3312, top1_acc/aux2: 0.1865, top5_acc/aux2: 0.4339, loss_cls/aux2: 3.6253, loss/aux2: 3.6253 2020-10-25 02:10:15,689 - mmaction - INFO - Epoch [6][20/264] lr: 4.496e-01, eta: 17:13:09, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2243, top5_acc: 0.4856, loss_cls: 3.4132, loss: 3.4132, grad_norm: 0.7977, top1_acc/aux0: 0.2160, top5_acc/aux0: 0.4587, loss_cls/aux0: 3.5347, loss/aux0: 3.5347, top1_acc/aux1: 0.2389, top5_acc/aux1: 0.5094, loss_cls/aux1: 3.2971, loss/aux1: 3.2971, top1_acc/aux2: 0.1931, top5_acc/aux2: 0.4424, loss_cls/aux2: 3.5683, loss/aux2: 3.5683 2020-10-25 02:11:02,807 - mmaction - INFO - Epoch [6][40/264] lr: 4.496e-01, eta: 17:12:57, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.2175, top5_acc: 0.4783, loss_cls: 3.4084, loss: 3.4084, grad_norm: 0.8140, top1_acc/aux0: 0.2210, top5_acc/aux0: 0.4701, loss_cls/aux0: 3.5067, loss/aux0: 3.5067, top1_acc/aux1: 0.2450, top5_acc/aux1: 0.5290, loss_cls/aux1: 3.2383, loss/aux1: 3.2383, top1_acc/aux2: 0.2007, top5_acc/aux2: 0.4443, loss_cls/aux2: 3.5581, loss/aux2: 3.5581 2020-10-25 02:11:50,088 - mmaction - INFO - Epoch [6][60/264] lr: 4.496e-01, eta: 17:12:43, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2224, top5_acc: 0.4849, loss_cls: 3.4118, loss: 3.4118, grad_norm: 0.8117, top1_acc/aux0: 0.2243, top5_acc/aux0: 0.4788, loss_cls/aux0: 3.4761, loss/aux0: 3.4761, top1_acc/aux1: 0.2472, top5_acc/aux1: 0.5307, loss_cls/aux1: 3.2299, loss/aux1: 3.2299, top1_acc/aux2: 0.2021, top5_acc/aux2: 0.4495, loss_cls/aux2: 3.5679, loss/aux2: 3.5679 2020-10-25 02:12:37,455 - mmaction - INFO - Epoch [6][80/264] lr: 4.496e-01, eta: 17:12:29, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2335, top5_acc: 0.4910, loss_cls: 3.3853, loss: 3.3853, grad_norm: 0.8083, top1_acc/aux0: 0.2201, top5_acc/aux0: 0.4811, loss_cls/aux0: 3.4736, loss/aux0: 3.4736, top1_acc/aux1: 0.2479, top5_acc/aux1: 0.5253, loss_cls/aux1: 3.2451, loss/aux1: 3.2451, top1_acc/aux2: 0.2023, top5_acc/aux2: 0.4583, loss_cls/aux2: 3.5519, loss/aux2: 3.5519 2020-10-25 02:13:25,276 - mmaction - INFO - Epoch [6][100/264] lr: 4.496e-01, eta: 17:12:35, time: 0.964, data_time: 0.000, memory: 8466, top1_acc: 0.2160, top5_acc: 0.4764, loss_cls: 3.4282, loss: 3.4282, grad_norm: 0.7960, top1_acc/aux0: 0.2186, top5_acc/aux0: 0.4837, loss_cls/aux0: 3.4680, loss/aux0: 3.4680, top1_acc/aux1: 0.2528, top5_acc/aux1: 0.5271, loss_cls/aux1: 3.2331, loss/aux1: 3.2331, top1_acc/aux2: 0.2080, top5_acc/aux2: 0.4597, loss_cls/aux2: 3.5228, loss/aux2: 3.5228 2020-10-25 02:14:12,682 - mmaction - INFO - Epoch [6][120/264] lr: 4.496e-01, eta: 17:12:31, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.2250, top5_acc: 0.4898, loss_cls: 3.3994, loss: 3.3994, grad_norm: 0.8171, top1_acc/aux0: 0.2201, top5_acc/aux0: 0.4792, loss_cls/aux0: 3.4590, loss/aux0: 3.4590, top1_acc/aux1: 0.2448, top5_acc/aux1: 0.5134, loss_cls/aux1: 3.2618, loss/aux1: 3.2618, top1_acc/aux2: 0.2045, top5_acc/aux2: 0.4576, loss_cls/aux2: 3.5318, loss/aux2: 3.5318 2020-10-25 02:15:00,073 - mmaction - INFO - Epoch [6][140/264] lr: 4.496e-01, eta: 17:12:21, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.2224, top5_acc: 0.4922, loss_cls: 3.3809, loss: 3.3809, grad_norm: 0.8095, top1_acc/aux0: 0.2295, top5_acc/aux0: 0.4891, loss_cls/aux0: 3.4241, loss/aux0: 3.4241, top1_acc/aux1: 0.2358, top5_acc/aux1: 0.5106, loss_cls/aux1: 3.2792, loss/aux1: 3.2792, top1_acc/aux2: 0.1995, top5_acc/aux2: 0.4564, loss_cls/aux2: 3.5513, loss/aux2: 3.5513 2020-10-25 02:15:47,772 - mmaction - INFO - Epoch [6][160/264] lr: 4.496e-01, eta: 17:12:15, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.2278, top5_acc: 0.4868, loss_cls: 3.3948, loss: 3.3948, grad_norm: 0.8405, top1_acc/aux0: 0.2314, top5_acc/aux0: 0.4941, loss_cls/aux0: 3.4193, loss/aux0: 3.4193, top1_acc/aux1: 0.2434, top5_acc/aux1: 0.5160, loss_cls/aux1: 3.2693, loss/aux1: 3.2693, top1_acc/aux2: 0.2036, top5_acc/aux2: 0.4597, loss_cls/aux2: 3.5298, loss/aux2: 3.5298 2020-10-25 02:16:35,668 - mmaction - INFO - Epoch [6][180/264] lr: 4.496e-01, eta: 17:12:02, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.2378, top5_acc: 0.5042, loss_cls: 3.3187, loss: 3.3187, grad_norm: 0.8153, top1_acc/aux0: 0.2273, top5_acc/aux0: 0.4839, loss_cls/aux0: 3.4482, loss/aux0: 3.4482, top1_acc/aux1: 0.2526, top5_acc/aux1: 0.5231, loss_cls/aux1: 3.2255, loss/aux1: 3.2255, top1_acc/aux2: 0.2113, top5_acc/aux2: 0.4686, loss_cls/aux2: 3.5014, loss/aux2: 3.5014 2020-10-25 02:17:23,305 - mmaction - INFO - Epoch [6][200/264] lr: 4.496e-01, eta: 17:11:51, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.2288, top5_acc: 0.4951, loss_cls: 3.3708, loss: 3.3708, grad_norm: 0.8104, top1_acc/aux0: 0.2306, top5_acc/aux0: 0.4934, loss_cls/aux0: 3.3971, loss/aux0: 3.3971, top1_acc/aux1: 0.2530, top5_acc/aux1: 0.5267, loss_cls/aux1: 3.2255, loss/aux1: 3.2255, top1_acc/aux2: 0.2137, top5_acc/aux2: 0.4684, loss_cls/aux2: 3.5160, loss/aux2: 3.5160 2020-10-25 02:18:10,646 - mmaction - INFO - Epoch [6][220/264] lr: 4.496e-01, eta: 17:11:45, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.2281, top5_acc: 0.4934, loss_cls: 3.3494, loss: 3.3494, grad_norm: 0.8245, top1_acc/aux0: 0.2335, top5_acc/aux0: 0.4990, loss_cls/aux0: 3.3810, loss/aux0: 3.3810, top1_acc/aux1: 0.2583, top5_acc/aux1: 0.5274, loss_cls/aux1: 3.2276, loss/aux1: 3.2276, top1_acc/aux2: 0.2092, top5_acc/aux2: 0.4660, loss_cls/aux2: 3.5058, loss/aux2: 3.5058 2020-10-25 02:18:58,408 - mmaction - INFO - Epoch [6][240/264] lr: 4.496e-01, eta: 17:11:43, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.2189, top5_acc: 0.4898, loss_cls: 3.3944, loss: 3.3944, grad_norm: 0.8108, top1_acc/aux0: 0.2259, top5_acc/aux0: 0.4882, loss_cls/aux0: 3.4160, loss/aux0: 3.4160, top1_acc/aux1: 0.2604, top5_acc/aux1: 0.5335, loss_cls/aux1: 3.2030, loss/aux1: 3.2030, top1_acc/aux2: 0.2087, top5_acc/aux2: 0.4740, loss_cls/aux2: 3.4769, loss/aux2: 3.4769 2020-10-25 02:19:46,121 - mmaction - INFO - Epoch [6][260/264] lr: 4.496e-01, eta: 17:11:35, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.2306, top5_acc: 0.4958, loss_cls: 3.3650, loss: 3.3650, grad_norm: 0.8267, top1_acc/aux0: 0.2344, top5_acc/aux0: 0.5078, loss_cls/aux0: 3.3398, loss/aux0: 3.3398, top1_acc/aux1: 0.2576, top5_acc/aux1: 0.5368, loss_cls/aux1: 3.1985, loss/aux1: 3.1985, top1_acc/aux2: 0.2170, top5_acc/aux2: 0.4767, loss_cls/aux2: 3.4764, loss/aux2: 3.4764 2020-10-25 02:23:13,788 - mmaction - INFO - Epoch [7][20/264] lr: 4.494e-01, eta: 17:08:48, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.2521, top5_acc: 0.5106, loss_cls: 3.3053, loss: 3.3053, grad_norm: 0.8252, top1_acc/aux0: 0.2271, top5_acc/aux0: 0.4927, loss_cls/aux0: 3.4438, loss/aux0: 3.4438, top1_acc/aux1: 0.2580, top5_acc/aux1: 0.5569, loss_cls/aux1: 3.1602, loss/aux1: 3.1602, top1_acc/aux2: 0.2177, top5_acc/aux2: 0.4677, loss_cls/aux2: 3.4409, loss/aux2: 3.4409 2020-10-25 02:24:01,181 - mmaction - INFO - Epoch [7][40/264] lr: 4.494e-01, eta: 17:08:45, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.2326, top5_acc: 0.5010, loss_cls: 3.3276, loss: 3.3276, grad_norm: 0.8473, top1_acc/aux0: 0.2342, top5_acc/aux0: 0.5038, loss_cls/aux0: 3.3872, loss/aux0: 3.3872, top1_acc/aux1: 0.2649, top5_acc/aux1: 0.5526, loss_cls/aux1: 3.1520, loss/aux1: 3.1520, top1_acc/aux2: 0.2243, top5_acc/aux2: 0.4780, loss_cls/aux2: 3.4030, loss/aux2: 3.4030 2020-10-25 02:24:48,742 - mmaction - INFO - Epoch [7][60/264] lr: 4.494e-01, eta: 17:08:34, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.2425, top5_acc: 0.5095, loss_cls: 3.3032, loss: 3.3032, grad_norm: 0.8392, top1_acc/aux0: 0.2352, top5_acc/aux0: 0.5075, loss_cls/aux0: 3.3590, loss/aux0: 3.3590, top1_acc/aux1: 0.2599, top5_acc/aux1: 0.5476, loss_cls/aux1: 3.1631, loss/aux1: 3.1631, top1_acc/aux2: 0.2250, top5_acc/aux2: 0.4795, loss_cls/aux2: 3.3992, loss/aux2: 3.3992 2020-10-25 02:25:36,660 - mmaction - INFO - Epoch [7][80/264] lr: 4.494e-01, eta: 17:08:27, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.2470, top5_acc: 0.5094, loss_cls: 3.3116, loss: 3.3116, grad_norm: 0.8402, top1_acc/aux0: 0.2356, top5_acc/aux0: 0.5030, loss_cls/aux0: 3.3634, loss/aux0: 3.3634, top1_acc/aux1: 0.2585, top5_acc/aux1: 0.5516, loss_cls/aux1: 3.1573, loss/aux1: 3.1573, top1_acc/aux2: 0.2163, top5_acc/aux2: 0.4698, loss_cls/aux2: 3.4581, loss/aux2: 3.4581 2020-10-25 02:26:23,945 - mmaction - INFO - Epoch [7][100/264] lr: 4.494e-01, eta: 17:08:14, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.2530, top5_acc: 0.5165, loss_cls: 3.2607, loss: 3.2607, grad_norm: 0.8505, top1_acc/aux0: 0.2503, top5_acc/aux0: 0.5094, loss_cls/aux0: 3.3365, loss/aux0: 3.3365, top1_acc/aux1: 0.2599, top5_acc/aux1: 0.5498, loss_cls/aux1: 3.1497, loss/aux1: 3.1497, top1_acc/aux2: 0.2167, top5_acc/aux2: 0.4753, loss_cls/aux2: 3.4690, loss/aux2: 3.4690 2020-10-25 02:27:11,600 - mmaction - INFO - Epoch [7][120/264] lr: 4.494e-01, eta: 17:08:07, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.2344, top5_acc: 0.5153, loss_cls: 3.2909, loss: 3.2909, grad_norm: 0.8552, top1_acc/aux0: 0.2481, top5_acc/aux0: 0.5106, loss_cls/aux0: 3.3391, loss/aux0: 3.3391, top1_acc/aux1: 0.2582, top5_acc/aux1: 0.5436, loss_cls/aux1: 3.1596, loss/aux1: 3.1596, top1_acc/aux2: 0.2250, top5_acc/aux2: 0.4800, loss_cls/aux2: 3.4245, loss/aux2: 3.4245 2020-10-25 02:27:58,927 - mmaction - INFO - Epoch [7][140/264] lr: 4.494e-01, eta: 17:07:57, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.2472, top5_acc: 0.5264, loss_cls: 3.2555, loss: 3.2555, grad_norm: 0.8598, top1_acc/aux0: 0.2377, top5_acc/aux0: 0.5024, loss_cls/aux0: 3.3470, loss/aux0: 3.3470, top1_acc/aux1: 0.2618, top5_acc/aux1: 0.5434, loss_cls/aux1: 3.1706, loss/aux1: 3.1706, top1_acc/aux2: 0.2293, top5_acc/aux2: 0.4813, loss_cls/aux2: 3.4106, loss/aux2: 3.4106 2020-10-25 02:28:46,698 - mmaction - INFO - Epoch [7][160/264] lr: 4.494e-01, eta: 17:07:52, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.2503, top5_acc: 0.5160, loss_cls: 3.2712, loss: 3.2712, grad_norm: 0.8414, top1_acc/aux0: 0.2378, top5_acc/aux0: 0.5030, loss_cls/aux0: 3.3559, loss/aux0: 3.3559, top1_acc/aux1: 0.2582, top5_acc/aux1: 0.5425, loss_cls/aux1: 3.1705, loss/aux1: 3.1705, top1_acc/aux2: 0.2250, top5_acc/aux2: 0.4840, loss_cls/aux2: 3.4387, loss/aux2: 3.4387 2020-10-25 02:29:34,430 - mmaction - INFO - Epoch [7][180/264] lr: 4.494e-01, eta: 17:07:41, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.2470, top5_acc: 0.5135, loss_cls: 3.2939, loss: 3.2939, grad_norm: 0.8225, top1_acc/aux0: 0.2497, top5_acc/aux0: 0.5273, loss_cls/aux0: 3.2900, loss/aux0: 3.2900, top1_acc/aux1: 0.2595, top5_acc/aux1: 0.5444, loss_cls/aux1: 3.1467, loss/aux1: 3.1467, top1_acc/aux2: 0.2262, top5_acc/aux2: 0.4771, loss_cls/aux2: 3.4511, loss/aux2: 3.4511 2020-10-25 02:30:22,823 - mmaction - INFO - Epoch [7][200/264] lr: 4.494e-01, eta: 17:08:10, time: 1.001, data_time: 0.000, memory: 8466, top1_acc: 0.2420, top5_acc: 0.5141, loss_cls: 3.2967, loss: 3.2967, grad_norm: 0.8459, top1_acc/aux0: 0.2493, top5_acc/aux0: 0.5243, loss_cls/aux0: 3.2710, loss/aux0: 3.2710, top1_acc/aux1: 0.2580, top5_acc/aux1: 0.5470, loss_cls/aux1: 3.1425, loss/aux1: 3.1425, top1_acc/aux2: 0.2194, top5_acc/aux2: 0.4681, loss_cls/aux2: 3.4705, loss/aux2: 3.4705 2020-10-25 02:31:10,222 - mmaction - INFO - Epoch [7][220/264] lr: 4.494e-01, eta: 17:07:59, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.2476, top5_acc: 0.5203, loss_cls: 3.2788, loss: 3.2788, grad_norm: 0.8296, top1_acc/aux0: 0.2458, top5_acc/aux0: 0.5115, loss_cls/aux0: 3.3038, loss/aux0: 3.3038, top1_acc/aux1: 0.2625, top5_acc/aux1: 0.5568, loss_cls/aux1: 3.1067, loss/aux1: 3.1067, top1_acc/aux2: 0.2149, top5_acc/aux2: 0.4780, loss_cls/aux2: 3.4557, loss/aux2: 3.4557 2020-10-25 02:31:57,751 - mmaction - INFO - Epoch [7][240/264] lr: 4.494e-01, eta: 17:07:47, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.2450, top5_acc: 0.5122, loss_cls: 3.2839, loss: 3.2839, grad_norm: 0.8649, top1_acc/aux0: 0.2517, top5_acc/aux0: 0.5240, loss_cls/aux0: 3.2753, loss/aux0: 3.2753, top1_acc/aux1: 0.2736, top5_acc/aux1: 0.5594, loss_cls/aux1: 3.0866, loss/aux1: 3.0866, top1_acc/aux2: 0.2205, top5_acc/aux2: 0.4887, loss_cls/aux2: 3.4094, loss/aux2: 3.4094 2020-10-25 02:32:45,503 - mmaction - INFO - Epoch [7][260/264] lr: 4.494e-01, eta: 17:07:40, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.2549, top5_acc: 0.5158, loss_cls: 3.2674, loss: 3.2674, grad_norm: 0.8575, top1_acc/aux0: 0.2505, top5_acc/aux0: 0.5280, loss_cls/aux0: 3.2601, loss/aux0: 3.2601, top1_acc/aux1: 0.2793, top5_acc/aux1: 0.5578, loss_cls/aux1: 3.0982, loss/aux1: 3.0982, top1_acc/aux2: 0.2238, top5_acc/aux2: 0.4903, loss_cls/aux2: 3.4089, loss/aux2: 3.4089 2020-10-25 02:36:13,393 - mmaction - INFO - Epoch [8][20/264] lr: 4.492e-01, eta: 17:05:09, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.2417, top5_acc: 0.5102, loss_cls: 3.2806, loss: 3.2806, grad_norm: 0.8242, top1_acc/aux0: 0.2354, top5_acc/aux0: 0.5170, loss_cls/aux0: 3.3257, loss/aux0: 3.3257, top1_acc/aux1: 0.2771, top5_acc/aux1: 0.5590, loss_cls/aux1: 3.1179, loss/aux1: 3.1179, top1_acc/aux2: 0.2299, top5_acc/aux2: 0.4882, loss_cls/aux2: 3.4130, loss/aux2: 3.4130 2020-10-25 02:37:00,753 - mmaction - INFO - Epoch [8][40/264] lr: 4.492e-01, eta: 17:05:03, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.2592, top5_acc: 0.5210, loss_cls: 3.2346, loss: 3.2346, grad_norm: 0.8772, top1_acc/aux0: 0.2514, top5_acc/aux0: 0.5196, loss_cls/aux0: 3.2759, loss/aux0: 3.2759, top1_acc/aux1: 0.2793, top5_acc/aux1: 0.5559, loss_cls/aux1: 3.1068, loss/aux1: 3.1068, top1_acc/aux2: 0.2373, top5_acc/aux2: 0.4946, loss_cls/aux2: 3.3951, loss/aux2: 3.3951 2020-10-25 02:37:48,171 - mmaction - INFO - Epoch [8][60/264] lr: 4.492e-01, eta: 17:04:54, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.2533, top5_acc: 0.5219, loss_cls: 3.2444, loss: 3.2444, grad_norm: 0.8667, top1_acc/aux0: 0.2500, top5_acc/aux0: 0.5179, loss_cls/aux0: 3.2821, loss/aux0: 3.2821, top1_acc/aux1: 0.2832, top5_acc/aux1: 0.5595, loss_cls/aux1: 3.0803, loss/aux1: 3.0803, top1_acc/aux2: 0.2429, top5_acc/aux2: 0.5043, loss_cls/aux2: 3.3572, loss/aux2: 3.3572 2020-10-25 02:38:35,611 - mmaction - INFO - Epoch [8][80/264] lr: 4.492e-01, eta: 17:04:44, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.2630, top5_acc: 0.5396, loss_cls: 3.1799, loss: 3.1799, grad_norm: 0.8567, top1_acc/aux0: 0.2432, top5_acc/aux0: 0.5203, loss_cls/aux0: 3.2914, loss/aux0: 3.2914, top1_acc/aux1: 0.2839, top5_acc/aux1: 0.5696, loss_cls/aux1: 3.0424, loss/aux1: 3.0424, top1_acc/aux2: 0.2408, top5_acc/aux2: 0.5030, loss_cls/aux2: 3.3326, loss/aux2: 3.3326 2020-10-25 02:39:23,240 - mmaction - INFO - Epoch [8][100/264] lr: 4.492e-01, eta: 17:04:33, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.2528, top5_acc: 0.5241, loss_cls: 3.2229, loss: 3.2229, grad_norm: 0.8602, top1_acc/aux0: 0.2500, top5_acc/aux0: 0.5253, loss_cls/aux0: 3.2577, loss/aux0: 3.2577, top1_acc/aux1: 0.2885, top5_acc/aux1: 0.5755, loss_cls/aux1: 3.0302, loss/aux1: 3.0302, top1_acc/aux2: 0.2378, top5_acc/aux2: 0.4960, loss_cls/aux2: 3.3546, loss/aux2: 3.3546 2020-10-25 02:40:10,694 - mmaction - INFO - Epoch [8][120/264] lr: 4.492e-01, eta: 17:04:20, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.2514, top5_acc: 0.5316, loss_cls: 3.2034, loss: 3.2034, grad_norm: 0.8629, top1_acc/aux0: 0.2543, top5_acc/aux0: 0.5328, loss_cls/aux0: 3.2518, loss/aux0: 3.2518, top1_acc/aux1: 0.2878, top5_acc/aux1: 0.5745, loss_cls/aux1: 3.0569, loss/aux1: 3.0569, top1_acc/aux2: 0.2332, top5_acc/aux2: 0.4964, loss_cls/aux2: 3.3767, loss/aux2: 3.3767 2020-10-25 02:40:58,312 - mmaction - INFO - Epoch [8][140/264] lr: 4.492e-01, eta: 17:04:06, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.2670, top5_acc: 0.5314, loss_cls: 3.2095, loss: 3.2095, grad_norm: 0.8512, top1_acc/aux0: 0.2675, top5_acc/aux0: 0.5365, loss_cls/aux0: 3.2525, loss/aux0: 3.2525, top1_acc/aux1: 0.2766, top5_acc/aux1: 0.5632, loss_cls/aux1: 3.0887, loss/aux1: 3.0887, top1_acc/aux2: 0.2368, top5_acc/aux2: 0.5042, loss_cls/aux2: 3.3494, loss/aux2: 3.3494 2020-10-25 02:41:45,823 - mmaction - INFO - Epoch [8][160/264] lr: 4.492e-01, eta: 17:03:56, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.2571, top5_acc: 0.5290, loss_cls: 3.2260, loss: 3.2260, grad_norm: 0.8558, top1_acc/aux0: 0.2729, top5_acc/aux0: 0.5382, loss_cls/aux0: 3.2271, loss/aux0: 3.2271, top1_acc/aux1: 0.2783, top5_acc/aux1: 0.5684, loss_cls/aux1: 3.0667, loss/aux1: 3.0667, top1_acc/aux2: 0.2398, top5_acc/aux2: 0.4986, loss_cls/aux2: 3.3531, loss/aux2: 3.3531 2020-10-25 02:42:33,344 - mmaction - INFO - Epoch [8][180/264] lr: 4.492e-01, eta: 17:03:43, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.2618, top5_acc: 0.5462, loss_cls: 3.1511, loss: 3.1511, grad_norm: 0.8699, top1_acc/aux0: 0.2769, top5_acc/aux0: 0.5493, loss_cls/aux0: 3.1731, loss/aux0: 3.1731, top1_acc/aux1: 0.2833, top5_acc/aux1: 0.5700, loss_cls/aux1: 3.0582, loss/aux1: 3.0582, top1_acc/aux2: 0.2438, top5_acc/aux2: 0.5028, loss_cls/aux2: 3.3222, loss/aux2: 3.3222 2020-10-25 02:43:21,110 - mmaction - INFO - Epoch [8][200/264] lr: 4.492e-01, eta: 17:03:39, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.2628, top5_acc: 0.5427, loss_cls: 3.1668, loss: 3.1668, grad_norm: 0.8706, top1_acc/aux0: 0.2759, top5_acc/aux0: 0.5431, loss_cls/aux0: 3.1864, loss/aux0: 3.1864, top1_acc/aux1: 0.2715, top5_acc/aux1: 0.5620, loss_cls/aux1: 3.0956, loss/aux1: 3.0956, top1_acc/aux2: 0.2441, top5_acc/aux2: 0.5106, loss_cls/aux2: 3.2924, loss/aux2: 3.2924 2020-10-25 02:44:08,556 - mmaction - INFO - Epoch [8][220/264] lr: 4.492e-01, eta: 17:03:26, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.2623, top5_acc: 0.5365, loss_cls: 3.1846, loss: 3.1846, grad_norm: 0.8729, top1_acc/aux0: 0.2715, top5_acc/aux0: 0.5382, loss_cls/aux0: 3.2166, loss/aux0: 3.2166, top1_acc/aux1: 0.2785, top5_acc/aux1: 0.5767, loss_cls/aux1: 3.0452, loss/aux1: 3.0452, top1_acc/aux2: 0.2396, top5_acc/aux2: 0.4991, loss_cls/aux2: 3.3454, loss/aux2: 3.3454 2020-10-25 02:44:56,070 - mmaction - INFO - Epoch [8][240/264] lr: 4.492e-01, eta: 17:03:16, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.2656, top5_acc: 0.5365, loss_cls: 3.1821, loss: 3.1821, grad_norm: 0.8687, top1_acc/aux0: 0.2762, top5_acc/aux0: 0.5479, loss_cls/aux0: 3.1887, loss/aux0: 3.1887, top1_acc/aux1: 0.2960, top5_acc/aux1: 0.5856, loss_cls/aux1: 2.9897, loss/aux1: 2.9897, top1_acc/aux2: 0.2424, top5_acc/aux2: 0.5036, loss_cls/aux2: 3.3324, loss/aux2: 3.3324 2020-10-25 02:45:43,722 - mmaction - INFO - Epoch [8][260/264] lr: 4.492e-01, eta: 17:03:12, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.2569, top5_acc: 0.5335, loss_cls: 3.2126, loss: 3.2126, grad_norm: 0.8761, top1_acc/aux0: 0.2748, top5_acc/aux0: 0.5443, loss_cls/aux0: 3.1842, loss/aux0: 3.1842, top1_acc/aux1: 0.2878, top5_acc/aux1: 0.5780, loss_cls/aux1: 3.0209, loss/aux1: 3.0209, top1_acc/aux2: 0.2418, top5_acc/aux2: 0.5122, loss_cls/aux2: 3.3005, loss/aux2: 3.3005 2020-10-25 02:45:53,965 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-10-25 02:46:38,292 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-25 02:46:38,449 - mmaction - INFO - top1_acc 0.3524 top5_acc 0.6424 2020-10-25 02:46:38,449 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-25 02:46:38,541 - mmaction - INFO - mean_acc 0.3518 2020-10-25 02:46:38,541 - mmaction - INFO - Now best checkpoint is epoch_8.pth 2020-10-25 02:46:38,560 - mmaction - INFO - Epoch(val) [8][264] top1_acc: 0.3524, top5_acc: 0.6424, mean_class_accuracy: 0.3518 2020-10-25 02:49:54,329 - mmaction - INFO - Epoch [9][20/264] lr: 4.489e-01, eta: 17:00:55, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2726, top5_acc: 0.5431, loss_cls: 3.1726, loss: 3.1726, grad_norm: 0.8617, top1_acc/aux0: 0.2667, top5_acc/aux0: 0.5476, loss_cls/aux0: 3.1776, loss/aux0: 3.1776, top1_acc/aux1: 0.3028, top5_acc/aux1: 0.5889, loss_cls/aux1: 2.9926, loss/aux1: 2.9926, top1_acc/aux2: 0.2694, top5_acc/aux2: 0.5170, loss_cls/aux2: 3.2315, loss/aux2: 3.2315 2020-10-25 02:50:41,945 - mmaction - INFO - Epoch [9][40/264] lr: 4.489e-01, eta: 17:00:49, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.2745, top5_acc: 0.5415, loss_cls: 3.1553, loss: 3.1553, grad_norm: 0.8611, top1_acc/aux0: 0.2660, top5_acc/aux0: 0.5458, loss_cls/aux0: 3.1800, loss/aux0: 3.1800, top1_acc/aux1: 0.2977, top5_acc/aux1: 0.5840, loss_cls/aux1: 2.9923, loss/aux1: 2.9923, top1_acc/aux2: 0.2627, top5_acc/aux2: 0.5215, loss_cls/aux2: 3.2562, loss/aux2: 3.2562 2020-10-25 02:51:29,263 - mmaction - INFO - Epoch [9][60/264] lr: 4.489e-01, eta: 17:00:35, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.2708, top5_acc: 0.5521, loss_cls: 3.1220, loss: 3.1220, grad_norm: 0.9010, top1_acc/aux0: 0.2632, top5_acc/aux0: 0.5432, loss_cls/aux0: 3.1981, loss/aux0: 3.1981, top1_acc/aux1: 0.2993, top5_acc/aux1: 0.5830, loss_cls/aux1: 2.9820, loss/aux1: 2.9820, top1_acc/aux2: 0.2507, top5_acc/aux2: 0.5196, loss_cls/aux2: 3.2805, loss/aux2: 3.2805 2020-10-25 02:52:16,826 - mmaction - INFO - Epoch [9][80/264] lr: 4.489e-01, eta: 17:00:27, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.2658, top5_acc: 0.5405, loss_cls: 3.1479, loss: 3.1479, grad_norm: 0.8833, top1_acc/aux0: 0.2639, top5_acc/aux0: 0.5477, loss_cls/aux0: 3.2041, loss/aux0: 3.2041, top1_acc/aux1: 0.2995, top5_acc/aux1: 0.5752, loss_cls/aux1: 3.0153, loss/aux1: 3.0153, top1_acc/aux2: 0.2458, top5_acc/aux2: 0.5132, loss_cls/aux2: 3.2921, loss/aux2: 3.2921 2020-10-25 02:53:03,987 - mmaction - INFO - Epoch [9][100/264] lr: 4.489e-01, eta: 17:00:12, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.2689, top5_acc: 0.5455, loss_cls: 3.1379, loss: 3.1379, grad_norm: 0.8691, top1_acc/aux0: 0.2710, top5_acc/aux0: 0.5503, loss_cls/aux0: 3.1963, loss/aux0: 3.1963, top1_acc/aux1: 0.2983, top5_acc/aux1: 0.5800, loss_cls/aux1: 2.9950, loss/aux1: 2.9950, top1_acc/aux2: 0.2418, top5_acc/aux2: 0.5122, loss_cls/aux2: 3.3009, loss/aux2: 3.3009 2020-10-25 02:53:51,806 - mmaction - INFO - Epoch [9][120/264] lr: 4.489e-01, eta: 17:00:08, time: 0.962, data_time: 0.000, memory: 8466, top1_acc: 0.2670, top5_acc: 0.5408, loss_cls: 3.1583, loss: 3.1583, grad_norm: 0.8946, top1_acc/aux0: 0.2748, top5_acc/aux0: 0.5441, loss_cls/aux0: 3.1929, loss/aux0: 3.1929, top1_acc/aux1: 0.3002, top5_acc/aux1: 0.5929, loss_cls/aux1: 2.9518, loss/aux1: 2.9518, top1_acc/aux2: 0.2464, top5_acc/aux2: 0.5142, loss_cls/aux2: 3.2757, loss/aux2: 3.2757 2020-10-25 02:54:39,712 - mmaction - INFO - Epoch [9][140/264] lr: 4.489e-01, eta: 16:59:57, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.2762, top5_acc: 0.5410, loss_cls: 3.1563, loss: 3.1563, grad_norm: 0.8849, top1_acc/aux0: 0.2745, top5_acc/aux0: 0.5422, loss_cls/aux0: 3.1808, loss/aux0: 3.1808, top1_acc/aux1: 0.2988, top5_acc/aux1: 0.5910, loss_cls/aux1: 2.9539, loss/aux1: 2.9539, top1_acc/aux2: 0.2509, top5_acc/aux2: 0.5163, loss_cls/aux2: 3.2730, loss/aux2: 3.2730 2020-10-25 02:55:27,294 - mmaction - INFO - Epoch [9][160/264] lr: 4.489e-01, eta: 16:59:49, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.2826, top5_acc: 0.5575, loss_cls: 3.0915, loss: 3.0915, grad_norm: 0.8859, top1_acc/aux0: 0.2722, top5_acc/aux0: 0.5531, loss_cls/aux0: 3.1488, loss/aux0: 3.1488, top1_acc/aux1: 0.3092, top5_acc/aux1: 0.5898, loss_cls/aux1: 2.9572, loss/aux1: 2.9572, top1_acc/aux2: 0.2582, top5_acc/aux2: 0.5201, loss_cls/aux2: 3.2468, loss/aux2: 3.2468 2020-10-25 02:56:14,718 - mmaction - INFO - Epoch [9][180/264] lr: 4.489e-01, eta: 16:59:41, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.2771, top5_acc: 0.5516, loss_cls: 3.1106, loss: 3.1106, grad_norm: 0.8879, top1_acc/aux0: 0.2700, top5_acc/aux0: 0.5531, loss_cls/aux0: 3.1412, loss/aux0: 3.1412, top1_acc/aux1: 0.3120, top5_acc/aux1: 0.5913, loss_cls/aux1: 2.9551, loss/aux1: 2.9551, top1_acc/aux2: 0.2554, top5_acc/aux2: 0.5149, loss_cls/aux2: 3.2413, loss/aux2: 3.2413 2020-10-25 02:57:02,469 - mmaction - INFO - Epoch [9][200/264] lr: 4.489e-01, eta: 16:59:32, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.2694, top5_acc: 0.5470, loss_cls: 3.1512, loss: 3.1512, grad_norm: 0.9164, top1_acc/aux0: 0.2720, top5_acc/aux0: 0.5493, loss_cls/aux0: 3.1606, loss/aux0: 3.1606, top1_acc/aux1: 0.3024, top5_acc/aux1: 0.5899, loss_cls/aux1: 2.9509, loss/aux1: 2.9509, top1_acc/aux2: 0.2457, top5_acc/aux2: 0.5149, loss_cls/aux2: 3.2469, loss/aux2: 3.2469 2020-10-25 02:57:50,116 - mmaction - INFO - Epoch [9][220/264] lr: 4.489e-01, eta: 16:59:23, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.2679, top5_acc: 0.5378, loss_cls: 3.1730, loss: 3.1730, grad_norm: 0.8820, top1_acc/aux0: 0.2764, top5_acc/aux0: 0.5582, loss_cls/aux0: 3.1416, loss/aux0: 3.1416, top1_acc/aux1: 0.2957, top5_acc/aux1: 0.5825, loss_cls/aux1: 2.9830, loss/aux1: 2.9830, top1_acc/aux2: 0.2509, top5_acc/aux2: 0.5243, loss_cls/aux2: 3.2270, loss/aux2: 3.2270 2020-10-25 02:58:37,566 - mmaction - INFO - Epoch [9][240/264] lr: 4.489e-01, eta: 16:59:07, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.2651, top5_acc: 0.5335, loss_cls: 3.1665, loss: 3.1665, grad_norm: 0.8818, top1_acc/aux0: 0.2750, top5_acc/aux0: 0.5597, loss_cls/aux0: 3.1343, loss/aux0: 3.1343, top1_acc/aux1: 0.2931, top5_acc/aux1: 0.5877, loss_cls/aux1: 2.9806, loss/aux1: 2.9806, top1_acc/aux2: 0.2392, top5_acc/aux2: 0.5083, loss_cls/aux2: 3.2982, loss/aux2: 3.2982 2020-10-25 02:59:25,288 - mmaction - INFO - Epoch [9][260/264] lr: 4.489e-01, eta: 16:58:57, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.2720, top5_acc: 0.5479, loss_cls: 3.1256, loss: 3.1256, grad_norm: 0.8957, top1_acc/aux0: 0.2806, top5_acc/aux0: 0.5642, loss_cls/aux0: 3.1151, loss/aux0: 3.1151, top1_acc/aux1: 0.3023, top5_acc/aux1: 0.5976, loss_cls/aux1: 2.9356, loss/aux1: 2.9356, top1_acc/aux2: 0.2470, top5_acc/aux2: 0.5052, loss_cls/aux2: 3.2848, loss/aux2: 3.2848 2020-10-25 03:03:25,124 - mmaction - INFO - Epoch [10][20/264] lr: 4.486e-01, eta: 16:56:52, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2816, top5_acc: 0.5563, loss_cls: 3.0820, loss: 3.0820, grad_norm: 0.9035, top1_acc/aux0: 0.2858, top5_acc/aux0: 0.5688, loss_cls/aux0: 3.0774, loss/aux0: 3.0774, top1_acc/aux1: 0.3080, top5_acc/aux1: 0.5858, loss_cls/aux1: 2.9395, loss/aux1: 2.9395, top1_acc/aux2: 0.2628, top5_acc/aux2: 0.5323, loss_cls/aux2: 3.1902, loss/aux2: 3.1902 2020-10-25 03:04:12,543 - mmaction - INFO - Epoch [10][40/264] lr: 4.486e-01, eta: 16:56:43, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.2861, top5_acc: 0.5550, loss_cls: 3.0992, loss: 3.0992, grad_norm: 0.8811, top1_acc/aux0: 0.2731, top5_acc/aux0: 0.5521, loss_cls/aux0: 3.1366, loss/aux0: 3.1366, top1_acc/aux1: 0.3064, top5_acc/aux1: 0.5894, loss_cls/aux1: 2.9446, loss/aux1: 2.9446, top1_acc/aux2: 0.2576, top5_acc/aux2: 0.5243, loss_cls/aux2: 3.2120, loss/aux2: 3.2120 2020-10-25 03:04:59,799 - mmaction - INFO - Epoch [10][60/264] lr: 4.486e-01, eta: 16:56:26, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2832, top5_acc: 0.5533, loss_cls: 3.0883, loss: 3.0883, grad_norm: 0.9276, top1_acc/aux0: 0.2760, top5_acc/aux0: 0.5535, loss_cls/aux0: 3.1227, loss/aux0: 3.1227, top1_acc/aux1: 0.2993, top5_acc/aux1: 0.5957, loss_cls/aux1: 2.9258, loss/aux1: 2.9258, top1_acc/aux2: 0.2549, top5_acc/aux2: 0.5076, loss_cls/aux2: 3.2492, loss/aux2: 3.2492 2020-10-25 03:05:47,246 - mmaction - INFO - Epoch [10][80/264] lr: 4.486e-01, eta: 16:56:12, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.2802, top5_acc: 0.5505, loss_cls: 3.0943, loss: 3.0943, grad_norm: 0.8772, top1_acc/aux0: 0.2858, top5_acc/aux0: 0.5616, loss_cls/aux0: 3.1049, loss/aux0: 3.1049, top1_acc/aux1: 0.3036, top5_acc/aux1: 0.5997, loss_cls/aux1: 2.9038, loss/aux1: 2.9038, top1_acc/aux2: 0.2675, top5_acc/aux2: 0.5188, loss_cls/aux2: 3.2232, loss/aux2: 3.2232 2020-10-25 03:06:35,021 - mmaction - INFO - Epoch [10][100/264] lr: 4.486e-01, eta: 16:56:01, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.2872, top5_acc: 0.5639, loss_cls: 3.0502, loss: 3.0502, grad_norm: 0.9180, top1_acc/aux0: 0.2802, top5_acc/aux0: 0.5616, loss_cls/aux0: 3.1359, loss/aux0: 3.1359, top1_acc/aux1: 0.3106, top5_acc/aux1: 0.5946, loss_cls/aux1: 2.9322, loss/aux1: 2.9322, top1_acc/aux2: 0.2663, top5_acc/aux2: 0.5318, loss_cls/aux2: 3.2172, loss/aux2: 3.2172 2020-10-25 03:07:22,780 - mmaction - INFO - Epoch [10][120/264] lr: 4.486e-01, eta: 16:55:54, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.2821, top5_acc: 0.5543, loss_cls: 3.0732, loss: 3.0732, grad_norm: 0.9037, top1_acc/aux0: 0.2840, top5_acc/aux0: 0.5793, loss_cls/aux0: 3.0991, loss/aux0: 3.0991, top1_acc/aux1: 0.3035, top5_acc/aux1: 0.5854, loss_cls/aux1: 2.9491, loss/aux1: 2.9491, top1_acc/aux2: 0.2542, top5_acc/aux2: 0.5276, loss_cls/aux2: 3.2392, loss/aux2: 3.2392 2020-10-25 03:08:10,190 - mmaction - INFO - Epoch [10][140/264] lr: 4.486e-01, eta: 16:55:37, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2799, top5_acc: 0.5538, loss_cls: 3.0956, loss: 3.0956, grad_norm: 0.9206, top1_acc/aux0: 0.2859, top5_acc/aux0: 0.5760, loss_cls/aux0: 3.0805, loss/aux0: 3.0805, top1_acc/aux1: 0.3026, top5_acc/aux1: 0.5880, loss_cls/aux1: 2.9262, loss/aux1: 2.9262, top1_acc/aux2: 0.2639, top5_acc/aux2: 0.5300, loss_cls/aux2: 3.2192, loss/aux2: 3.2192 2020-10-25 03:08:57,767 - mmaction - INFO - Epoch [10][160/264] lr: 4.486e-01, eta: 16:55:27, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.2830, top5_acc: 0.5559, loss_cls: 3.1145, loss: 3.1145, grad_norm: 0.9076, top1_acc/aux0: 0.2981, top5_acc/aux0: 0.5747, loss_cls/aux0: 3.0505, loss/aux0: 3.0505, top1_acc/aux1: 0.3066, top5_acc/aux1: 0.5955, loss_cls/aux1: 2.9219, loss/aux1: 2.9219, top1_acc/aux2: 0.2622, top5_acc/aux2: 0.5273, loss_cls/aux2: 3.2261, loss/aux2: 3.2261 2020-10-25 03:09:45,323 - mmaction - INFO - Epoch [10][180/264] lr: 4.486e-01, eta: 16:55:16, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.2849, top5_acc: 0.5495, loss_cls: 3.1050, loss: 3.1050, grad_norm: 0.9014, top1_acc/aux0: 0.2995, top5_acc/aux0: 0.5773, loss_cls/aux0: 3.0685, loss/aux0: 3.0685, top1_acc/aux1: 0.3127, top5_acc/aux1: 0.6031, loss_cls/aux1: 2.9042, loss/aux1: 2.9042, top1_acc/aux2: 0.2563, top5_acc/aux2: 0.5231, loss_cls/aux2: 3.2284, loss/aux2: 3.2284 2020-10-25 03:10:32,975 - mmaction - INFO - Epoch [10][200/264] lr: 4.486e-01, eta: 16:55:01, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.2866, top5_acc: 0.5592, loss_cls: 3.0566, loss: 3.0566, grad_norm: 0.9060, top1_acc/aux0: 0.2852, top5_acc/aux0: 0.5700, loss_cls/aux0: 3.0968, loss/aux0: 3.0968, top1_acc/aux1: 0.3177, top5_acc/aux1: 0.6023, loss_cls/aux1: 2.8949, loss/aux1: 2.8949, top1_acc/aux2: 0.2658, top5_acc/aux2: 0.5293, loss_cls/aux2: 3.2082, loss/aux2: 3.2082 2020-10-25 03:11:20,803 - mmaction - INFO - Epoch [10][220/264] lr: 4.486e-01, eta: 16:54:51, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.2903, top5_acc: 0.5618, loss_cls: 3.0590, loss: 3.0590, grad_norm: 0.9040, top1_acc/aux0: 0.2873, top5_acc/aux0: 0.5707, loss_cls/aux0: 3.0898, loss/aux0: 3.0898, top1_acc/aux1: 0.3101, top5_acc/aux1: 0.5922, loss_cls/aux1: 2.9355, loss/aux1: 2.9355, top1_acc/aux2: 0.2656, top5_acc/aux2: 0.5342, loss_cls/aux2: 3.1986, loss/aux2: 3.1986 2020-10-25 03:12:08,359 - mmaction - INFO - Epoch [10][240/264] lr: 4.486e-01, eta: 16:54:42, time: 0.956, data_time: 0.001, memory: 8466, top1_acc: 0.2880, top5_acc: 0.5502, loss_cls: 3.0918, loss: 3.0918, grad_norm: 0.9058, top1_acc/aux0: 0.2969, top5_acc/aux0: 0.5700, loss_cls/aux0: 3.0785, loss/aux0: 3.0785, top1_acc/aux1: 0.3118, top5_acc/aux1: 0.6036, loss_cls/aux1: 2.9120, loss/aux1: 2.9120, top1_acc/aux2: 0.2674, top5_acc/aux2: 0.5333, loss_cls/aux2: 3.1947, loss/aux2: 3.1947 2020-10-25 03:12:55,880 - mmaction - INFO - Epoch [10][260/264] lr: 4.486e-01, eta: 16:54:31, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.2884, top5_acc: 0.5625, loss_cls: 3.0537, loss: 3.0537, grad_norm: 0.9188, top1_acc/aux0: 0.3007, top5_acc/aux0: 0.5715, loss_cls/aux0: 3.0448, loss/aux0: 3.0448, top1_acc/aux1: 0.3205, top5_acc/aux1: 0.6102, loss_cls/aux1: 2.8808, loss/aux1: 2.8808, top1_acc/aux2: 0.2658, top5_acc/aux2: 0.5311, loss_cls/aux2: 3.2145, loss/aux2: 3.2145 2020-10-25 03:16:21,087 - mmaction - INFO - Epoch [11][20/264] lr: 4.483e-01, eta: 16:52:40, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.2990, top5_acc: 0.5778, loss_cls: 2.9924, loss: 2.9924, grad_norm: 0.9076, top1_acc/aux0: 0.2795, top5_acc/aux0: 0.5809, loss_cls/aux0: 3.0567, loss/aux0: 3.0567, top1_acc/aux1: 0.3115, top5_acc/aux1: 0.6184, loss_cls/aux1: 2.8657, loss/aux1: 2.8657, top1_acc/aux2: 0.2819, top5_acc/aux2: 0.5424, loss_cls/aux2: 3.1541, loss/aux2: 3.1541 2020-10-25 03:17:08,383 - mmaction - INFO - Epoch [11][40/264] lr: 4.483e-01, eta: 16:52:28, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.2899, top5_acc: 0.5691, loss_cls: 3.0383, loss: 3.0383, grad_norm: 0.9353, top1_acc/aux0: 0.2884, top5_acc/aux0: 0.5733, loss_cls/aux0: 3.0611, loss/aux0: 3.0611, top1_acc/aux1: 0.3149, top5_acc/aux1: 0.6120, loss_cls/aux1: 2.8685, loss/aux1: 2.8685, top1_acc/aux2: 0.2788, top5_acc/aux2: 0.5391, loss_cls/aux2: 3.1601, loss/aux2: 3.1601 2020-10-25 03:17:55,977 - mmaction - INFO - Epoch [11][60/264] lr: 4.483e-01, eta: 16:52:16, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.2839, top5_acc: 0.5694, loss_cls: 3.0605, loss: 3.0605, grad_norm: 0.9311, top1_acc/aux0: 0.3010, top5_acc/aux0: 0.5719, loss_cls/aux0: 3.0348, loss/aux0: 3.0348, top1_acc/aux1: 0.3144, top5_acc/aux1: 0.6056, loss_cls/aux1: 2.8897, loss/aux1: 2.8897, top1_acc/aux2: 0.2625, top5_acc/aux2: 0.5266, loss_cls/aux2: 3.2126, loss/aux2: 3.2126 2020-10-25 03:18:43,402 - mmaction - INFO - Epoch [11][80/264] lr: 4.483e-01, eta: 16:52:03, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.2969, top5_acc: 0.5710, loss_cls: 3.0237, loss: 3.0237, grad_norm: 0.9045, top1_acc/aux0: 0.3080, top5_acc/aux0: 0.5788, loss_cls/aux0: 3.0119, loss/aux0: 3.0119, top1_acc/aux1: 0.3179, top5_acc/aux1: 0.6155, loss_cls/aux1: 2.8577, loss/aux1: 2.8577, top1_acc/aux2: 0.2622, top5_acc/aux2: 0.5311, loss_cls/aux2: 3.1932, loss/aux2: 3.1932 2020-10-25 03:19:31,437 - mmaction - INFO - Epoch [11][100/264] lr: 4.483e-01, eta: 16:51:54, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.2934, top5_acc: 0.5675, loss_cls: 3.0378, loss: 3.0378, grad_norm: 0.9196, top1_acc/aux0: 0.3071, top5_acc/aux0: 0.5819, loss_cls/aux0: 3.0220, loss/aux0: 3.0220, top1_acc/aux1: 0.3295, top5_acc/aux1: 0.6161, loss_cls/aux1: 2.8259, loss/aux1: 2.8259, top1_acc/aux2: 0.2606, top5_acc/aux2: 0.5321, loss_cls/aux2: 3.1768, loss/aux2: 3.1768 2020-10-25 03:20:18,812 - mmaction - INFO - Epoch [11][120/264] lr: 4.483e-01, eta: 16:51:40, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.2950, top5_acc: 0.5689, loss_cls: 3.0077, loss: 3.0077, grad_norm: 0.9057, top1_acc/aux0: 0.3083, top5_acc/aux0: 0.5849, loss_cls/aux0: 3.0211, loss/aux0: 3.0211, top1_acc/aux1: 0.3309, top5_acc/aux1: 0.6066, loss_cls/aux1: 2.8526, loss/aux1: 2.8526, top1_acc/aux2: 0.2578, top5_acc/aux2: 0.5302, loss_cls/aux2: 3.1894, loss/aux2: 3.1894 2020-10-25 03:21:06,472 - mmaction - INFO - Epoch [11][140/264] lr: 4.483e-01, eta: 16:51:27, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.2932, top5_acc: 0.5628, loss_cls: 3.0555, loss: 3.0555, grad_norm: 0.9011, top1_acc/aux0: 0.3057, top5_acc/aux0: 0.5785, loss_cls/aux0: 3.0320, loss/aux0: 3.0320, top1_acc/aux1: 0.3250, top5_acc/aux1: 0.6099, loss_cls/aux1: 2.8660, loss/aux1: 2.8660, top1_acc/aux2: 0.2738, top5_acc/aux2: 0.5472, loss_cls/aux2: 3.1292, loss/aux2: 3.1292 2020-10-25 03:21:53,923 - mmaction - INFO - Epoch [11][160/264] lr: 4.483e-01, eta: 16:51:16, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3040, top5_acc: 0.5686, loss_cls: 3.0200, loss: 3.0200, grad_norm: 0.9224, top1_acc/aux0: 0.3035, top5_acc/aux0: 0.5800, loss_cls/aux0: 3.0150, loss/aux0: 3.0150, top1_acc/aux1: 0.3255, top5_acc/aux1: 0.6174, loss_cls/aux1: 2.8449, loss/aux1: 2.8449, top1_acc/aux2: 0.2773, top5_acc/aux2: 0.5545, loss_cls/aux2: 3.1082, loss/aux2: 3.1082 2020-10-25 03:22:41,430 - mmaction - INFO - Epoch [11][180/264] lr: 4.483e-01, eta: 16:51:02, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.2859, top5_acc: 0.5660, loss_cls: 3.0417, loss: 3.0417, grad_norm: 0.9206, top1_acc/aux0: 0.3016, top5_acc/aux0: 0.5894, loss_cls/aux0: 2.9843, loss/aux0: 2.9843, top1_acc/aux1: 0.3248, top5_acc/aux1: 0.6203, loss_cls/aux1: 2.8284, loss/aux1: 2.8284, top1_acc/aux2: 0.2696, top5_acc/aux2: 0.5413, loss_cls/aux2: 3.1511, loss/aux2: 3.1511 2020-10-25 03:23:29,007 - mmaction - INFO - Epoch [11][200/264] lr: 4.483e-01, eta: 16:50:52, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.3010, top5_acc: 0.5783, loss_cls: 2.9905, loss: 2.9905, grad_norm: 0.9337, top1_acc/aux0: 0.2972, top5_acc/aux0: 0.5905, loss_cls/aux0: 2.9918, loss/aux0: 2.9918, top1_acc/aux1: 0.3229, top5_acc/aux1: 0.6264, loss_cls/aux1: 2.8187, loss/aux1: 2.8187, top1_acc/aux2: 0.2660, top5_acc/aux2: 0.5335, loss_cls/aux2: 3.1832, loss/aux2: 3.1832 2020-10-25 03:24:16,806 - mmaction - INFO - Epoch [11][220/264] lr: 4.483e-01, eta: 16:50:39, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3063, top5_acc: 0.5814, loss_cls: 2.9849, loss: 2.9849, grad_norm: 0.9183, top1_acc/aux0: 0.2983, top5_acc/aux0: 0.5819, loss_cls/aux0: 3.0134, loss/aux0: 3.0134, top1_acc/aux1: 0.3250, top5_acc/aux1: 0.6247, loss_cls/aux1: 2.8316, loss/aux1: 2.8316, top1_acc/aux2: 0.2653, top5_acc/aux2: 0.5389, loss_cls/aux2: 3.1837, loss/aux2: 3.1837 2020-10-25 03:25:04,237 - mmaction - INFO - Epoch [11][240/264] lr: 4.483e-01, eta: 16:50:25, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.2932, top5_acc: 0.5736, loss_cls: 2.9878, loss: 2.9878, grad_norm: 0.9248, top1_acc/aux0: 0.3014, top5_acc/aux0: 0.5764, loss_cls/aux0: 3.0080, loss/aux0: 3.0080, top1_acc/aux1: 0.3264, top5_acc/aux1: 0.6167, loss_cls/aux1: 2.8572, loss/aux1: 2.8572, top1_acc/aux2: 0.2632, top5_acc/aux2: 0.5345, loss_cls/aux2: 3.1976, loss/aux2: 3.1976 2020-10-25 03:25:51,986 - mmaction - INFO - Epoch [11][260/264] lr: 4.483e-01, eta: 16:50:10, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.2979, top5_acc: 0.5734, loss_cls: 3.0265, loss: 3.0265, grad_norm: 0.9164, top1_acc/aux0: 0.3033, top5_acc/aux0: 0.5774, loss_cls/aux0: 3.0108, loss/aux0: 3.0108, top1_acc/aux1: 0.3309, top5_acc/aux1: 0.6207, loss_cls/aux1: 2.8189, loss/aux1: 2.8189, top1_acc/aux2: 0.2689, top5_acc/aux2: 0.5321, loss_cls/aux2: 3.1955, loss/aux2: 3.1955 2020-10-25 03:29:16,720 - mmaction - INFO - Epoch [12][20/264] lr: 4.480e-01, eta: 16:48:28, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3090, top5_acc: 0.5826, loss_cls: 2.9422, loss: 2.9422, grad_norm: 0.9155, top1_acc/aux0: 0.3257, top5_acc/aux0: 0.6056, loss_cls/aux0: 2.9175, loss/aux0: 2.9175, top1_acc/aux1: 0.3125, top5_acc/aux1: 0.6108, loss_cls/aux1: 2.8493, loss/aux1: 2.8493, top1_acc/aux2: 0.2771, top5_acc/aux2: 0.5528, loss_cls/aux2: 3.1066, loss/aux2: 3.1066 2020-10-25 03:30:04,271 - mmaction - INFO - Epoch [12][40/264] lr: 4.480e-01, eta: 16:48:16, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3078, top5_acc: 0.5839, loss_cls: 2.9717, loss: 2.9717, grad_norm: 0.9188, top1_acc/aux0: 0.3205, top5_acc/aux0: 0.6036, loss_cls/aux0: 2.9116, loss/aux0: 2.9116, top1_acc/aux1: 0.3207, top5_acc/aux1: 0.6156, loss_cls/aux1: 2.8352, loss/aux1: 2.8352, top1_acc/aux2: 0.2741, top5_acc/aux2: 0.5443, loss_cls/aux2: 3.1240, loss/aux2: 3.1240 2020-10-25 03:30:52,510 - mmaction - INFO - Epoch [12][60/264] lr: 4.480e-01, eta: 16:48:04, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3019, top5_acc: 0.5757, loss_cls: 2.9707, loss: 2.9707, grad_norm: 0.9223, top1_acc/aux0: 0.3066, top5_acc/aux0: 0.5913, loss_cls/aux0: 2.9642, loss/aux0: 2.9642, top1_acc/aux1: 0.3316, top5_acc/aux1: 0.6247, loss_cls/aux1: 2.8066, loss/aux1: 2.8066, top1_acc/aux2: 0.2771, top5_acc/aux2: 0.5427, loss_cls/aux2: 3.1213, loss/aux2: 3.1213 2020-10-25 03:31:40,151 - mmaction - INFO - Epoch [12][80/264] lr: 4.480e-01, eta: 16:47:56, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.3111, top5_acc: 0.5837, loss_cls: 2.9693, loss: 2.9693, grad_norm: 0.9263, top1_acc/aux0: 0.3000, top5_acc/aux0: 0.5797, loss_cls/aux0: 3.0167, loss/aux0: 3.0167, top1_acc/aux1: 0.3339, top5_acc/aux1: 0.6260, loss_cls/aux1: 2.7916, loss/aux1: 2.7916, top1_acc/aux2: 0.2826, top5_acc/aux2: 0.5519, loss_cls/aux2: 3.1034, loss/aux2: 3.1034 2020-10-25 03:32:27,943 - mmaction - INFO - Epoch [12][100/264] lr: 4.480e-01, eta: 16:47:46, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3016, top5_acc: 0.5885, loss_cls: 2.9685, loss: 2.9685, grad_norm: 0.9210, top1_acc/aux0: 0.3073, top5_acc/aux0: 0.5872, loss_cls/aux0: 2.9687, loss/aux0: 2.9687, top1_acc/aux1: 0.3302, top5_acc/aux1: 0.6247, loss_cls/aux1: 2.8147, loss/aux1: 2.8147, top1_acc/aux2: 0.2809, top5_acc/aux2: 0.5509, loss_cls/aux2: 3.1188, loss/aux2: 3.1188 2020-10-25 03:33:15,437 - mmaction - INFO - Epoch [12][120/264] lr: 4.480e-01, eta: 16:47:31, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3023, top5_acc: 0.5819, loss_cls: 2.9767, loss: 2.9767, grad_norm: 0.9322, top1_acc/aux0: 0.3148, top5_acc/aux0: 0.5924, loss_cls/aux0: 2.9454, loss/aux0: 2.9454, top1_acc/aux1: 0.3236, top5_acc/aux1: 0.6200, loss_cls/aux1: 2.8460, loss/aux1: 2.8460, top1_acc/aux2: 0.2781, top5_acc/aux2: 0.5495, loss_cls/aux2: 3.1225, loss/aux2: 3.1225 2020-10-25 03:34:03,189 - mmaction - INFO - Epoch [12][140/264] lr: 4.480e-01, eta: 16:47:21, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.2972, top5_acc: 0.5802, loss_cls: 2.9859, loss: 2.9859, grad_norm: 0.9370, top1_acc/aux0: 0.3057, top5_acc/aux0: 0.5783, loss_cls/aux0: 3.0246, loss/aux0: 3.0246, top1_acc/aux1: 0.3274, top5_acc/aux1: 0.6130, loss_cls/aux1: 2.8368, loss/aux1: 2.8368, top1_acc/aux2: 0.2760, top5_acc/aux2: 0.5486, loss_cls/aux2: 3.1327, loss/aux2: 3.1327 2020-10-25 03:34:50,611 - mmaction - INFO - Epoch [12][160/264] lr: 4.480e-01, eta: 16:47:08, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.2998, top5_acc: 0.5701, loss_cls: 3.0089, loss: 3.0089, grad_norm: 0.9146, top1_acc/aux0: 0.2962, top5_acc/aux0: 0.5710, loss_cls/aux0: 3.0620, loss/aux0: 3.0620, top1_acc/aux1: 0.3259, top5_acc/aux1: 0.6179, loss_cls/aux1: 2.8262, loss/aux1: 2.8262, top1_acc/aux2: 0.2757, top5_acc/aux2: 0.5417, loss_cls/aux2: 3.1669, loss/aux2: 3.1669 2020-10-25 03:35:38,370 - mmaction - INFO - Epoch [12][180/264] lr: 4.480e-01, eta: 16:46:58, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.3106, top5_acc: 0.5839, loss_cls: 2.9793, loss: 2.9793, grad_norm: 0.9436, top1_acc/aux0: 0.2997, top5_acc/aux0: 0.5818, loss_cls/aux0: 3.0061, loss/aux0: 3.0061, top1_acc/aux1: 0.3304, top5_acc/aux1: 0.6227, loss_cls/aux1: 2.8188, loss/aux1: 2.8188, top1_acc/aux2: 0.2807, top5_acc/aux2: 0.5458, loss_cls/aux2: 3.1392, loss/aux2: 3.1392 2020-10-25 03:36:26,027 - mmaction - INFO - Epoch [12][200/264] lr: 4.480e-01, eta: 16:46:48, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.3069, top5_acc: 0.5891, loss_cls: 2.9654, loss: 2.9654, grad_norm: 0.9354, top1_acc/aux0: 0.3087, top5_acc/aux0: 0.5917, loss_cls/aux0: 2.9845, loss/aux0: 2.9845, top1_acc/aux1: 0.3406, top5_acc/aux1: 0.6288, loss_cls/aux1: 2.7797, loss/aux1: 2.7797, top1_acc/aux2: 0.2840, top5_acc/aux2: 0.5512, loss_cls/aux2: 3.1097, loss/aux2: 3.1097 2020-10-25 03:37:13,440 - mmaction - INFO - Epoch [12][220/264] lr: 4.480e-01, eta: 16:46:35, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.2972, top5_acc: 0.5705, loss_cls: 3.0185, loss: 3.0185, grad_norm: 0.9280, top1_acc/aux0: 0.2965, top5_acc/aux0: 0.5856, loss_cls/aux0: 3.0310, loss/aux0: 3.0310, top1_acc/aux1: 0.3337, top5_acc/aux1: 0.6312, loss_cls/aux1: 2.7757, loss/aux1: 2.7757, top1_acc/aux2: 0.2823, top5_acc/aux2: 0.5538, loss_cls/aux2: 3.1056, loss/aux2: 3.1056 2020-10-25 03:38:00,868 - mmaction - INFO - Epoch [12][240/264] lr: 4.480e-01, eta: 16:46:20, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3028, top5_acc: 0.5726, loss_cls: 2.9982, loss: 2.9982, grad_norm: 0.9229, top1_acc/aux0: 0.2920, top5_acc/aux0: 0.5849, loss_cls/aux0: 2.9991, loss/aux0: 2.9991, top1_acc/aux1: 0.3344, top5_acc/aux1: 0.6302, loss_cls/aux1: 2.7756, loss/aux1: 2.7756, top1_acc/aux2: 0.2818, top5_acc/aux2: 0.5538, loss_cls/aux2: 3.1108, loss/aux2: 3.1108 2020-10-25 03:38:48,496 - mmaction - INFO - Epoch [12][260/264] lr: 4.480e-01, eta: 16:46:05, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3108, top5_acc: 0.5877, loss_cls: 2.9550, loss: 2.9550, grad_norm: 0.9379, top1_acc/aux0: 0.3142, top5_acc/aux0: 0.6057, loss_cls/aux0: 2.9212, loss/aux0: 2.9212, top1_acc/aux1: 0.3375, top5_acc/aux1: 0.6344, loss_cls/aux1: 2.7632, loss/aux1: 2.7632, top1_acc/aux2: 0.2873, top5_acc/aux2: 0.5444, loss_cls/aux2: 3.1130, loss/aux2: 3.1130 2020-10-25 03:42:18,158 - mmaction - INFO - Epoch [13][20/264] lr: 4.476e-01, eta: 16:44:28, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3019, top5_acc: 0.5872, loss_cls: 2.9397, loss: 2.9397, grad_norm: 0.9432, top1_acc/aux0: 0.3156, top5_acc/aux0: 0.5743, loss_cls/aux0: 2.9935, loss/aux0: 2.9935, top1_acc/aux1: 0.3406, top5_acc/aux1: 0.6347, loss_cls/aux1: 2.7257, loss/aux1: 2.7257, top1_acc/aux2: 0.2764, top5_acc/aux2: 0.5594, loss_cls/aux2: 3.1180, loss/aux2: 3.1180 2020-10-25 03:43:05,751 - mmaction - INFO - Epoch [13][40/264] lr: 4.476e-01, eta: 16:44:17, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3036, top5_acc: 0.5847, loss_cls: 2.9645, loss: 2.9645, grad_norm: 0.9474, top1_acc/aux0: 0.3095, top5_acc/aux0: 0.5797, loss_cls/aux0: 2.9932, loss/aux0: 2.9932, top1_acc/aux1: 0.3498, top5_acc/aux1: 0.6332, loss_cls/aux1: 2.7292, loss/aux1: 2.7292, top1_acc/aux2: 0.2720, top5_acc/aux2: 0.5547, loss_cls/aux2: 3.1210, loss/aux2: 3.1210 2020-10-25 03:43:53,287 - mmaction - INFO - Epoch [13][60/264] lr: 4.476e-01, eta: 16:44:10, time: 0.965, data_time: 0.000, memory: 8466, top1_acc: 0.3118, top5_acc: 0.5901, loss_cls: 2.9393, loss: 2.9393, grad_norm: 0.9187, top1_acc/aux0: 0.3068, top5_acc/aux0: 0.5873, loss_cls/aux0: 2.9676, loss/aux0: 2.9676, top1_acc/aux1: 0.3439, top5_acc/aux1: 0.6253, loss_cls/aux1: 2.7663, loss/aux1: 2.7663, top1_acc/aux2: 0.2839, top5_acc/aux2: 0.5557, loss_cls/aux2: 3.0909, loss/aux2: 3.0909 2020-10-25 03:44:40,735 - mmaction - INFO - Epoch [13][80/264] lr: 4.476e-01, eta: 16:43:54, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3135, top5_acc: 0.5832, loss_cls: 2.9735, loss: 2.9735, grad_norm: 0.9388, top1_acc/aux0: 0.3125, top5_acc/aux0: 0.5922, loss_cls/aux0: 2.9515, loss/aux0: 2.9515, top1_acc/aux1: 0.3352, top5_acc/aux1: 0.6280, loss_cls/aux1: 2.7586, loss/aux1: 2.7586, top1_acc/aux2: 0.2887, top5_acc/aux2: 0.5550, loss_cls/aux2: 3.0983, loss/aux2: 3.0983 2020-10-25 03:45:28,123 - mmaction - INFO - Epoch [13][100/264] lr: 4.476e-01, eta: 16:43:39, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3193, top5_acc: 0.5906, loss_cls: 2.9239, loss: 2.9239, grad_norm: 0.9384, top1_acc/aux0: 0.3130, top5_acc/aux0: 0.5920, loss_cls/aux0: 2.9419, loss/aux0: 2.9419, top1_acc/aux1: 0.3339, top5_acc/aux1: 0.6307, loss_cls/aux1: 2.7487, loss/aux1: 2.7487, top1_acc/aux2: 0.2762, top5_acc/aux2: 0.5509, loss_cls/aux2: 3.1323, loss/aux2: 3.1323 2020-10-25 03:46:15,659 - mmaction - INFO - Epoch [13][120/264] lr: 4.476e-01, eta: 16:43:26, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3083, top5_acc: 0.5821, loss_cls: 2.9695, loss: 2.9695, grad_norm: 0.9068, top1_acc/aux0: 0.3137, top5_acc/aux0: 0.6036, loss_cls/aux0: 2.9122, loss/aux0: 2.9122, top1_acc/aux1: 0.3351, top5_acc/aux1: 0.6226, loss_cls/aux1: 2.7913, loss/aux1: 2.7913, top1_acc/aux2: 0.2823, top5_acc/aux2: 0.5580, loss_cls/aux2: 3.1001, loss/aux2: 3.1001 2020-10-25 03:47:03,128 - mmaction - INFO - Epoch [13][140/264] lr: 4.476e-01, eta: 16:43:10, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3111, top5_acc: 0.5976, loss_cls: 2.9406, loss: 2.9406, grad_norm: 0.9510, top1_acc/aux0: 0.3186, top5_acc/aux0: 0.6095, loss_cls/aux0: 2.9163, loss/aux0: 2.9163, top1_acc/aux1: 0.3472, top5_acc/aux1: 0.6300, loss_cls/aux1: 2.7646, loss/aux1: 2.7646, top1_acc/aux2: 0.3014, top5_acc/aux2: 0.5694, loss_cls/aux2: 3.0392, loss/aux2: 3.0392 2020-10-25 03:47:50,506 - mmaction - INFO - Epoch [13][160/264] lr: 4.476e-01, eta: 16:42:55, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3132, top5_acc: 0.5922, loss_cls: 2.9237, loss: 2.9237, grad_norm: 0.9556, top1_acc/aux0: 0.3111, top5_acc/aux0: 0.5946, loss_cls/aux0: 2.9660, loss/aux0: 2.9660, top1_acc/aux1: 0.3512, top5_acc/aux1: 0.6392, loss_cls/aux1: 2.7346, loss/aux1: 2.7346, top1_acc/aux2: 0.2899, top5_acc/aux2: 0.5628, loss_cls/aux2: 3.0679, loss/aux2: 3.0679 2020-10-25 03:48:37,987 - mmaction - INFO - Epoch [13][180/264] lr: 4.476e-01, eta: 16:42:40, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3142, top5_acc: 0.5859, loss_cls: 2.9404, loss: 2.9404, grad_norm: 0.9475, top1_acc/aux0: 0.3075, top5_acc/aux0: 0.5937, loss_cls/aux0: 2.9703, loss/aux0: 2.9703, top1_acc/aux1: 0.3361, top5_acc/aux1: 0.6252, loss_cls/aux1: 2.7943, loss/aux1: 2.7943, top1_acc/aux2: 0.2701, top5_acc/aux2: 0.5503, loss_cls/aux2: 3.1374, loss/aux2: 3.1374 2020-10-25 03:49:25,635 - mmaction - INFO - Epoch [13][200/264] lr: 4.476e-01, eta: 16:42:24, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3120, top5_acc: 0.5799, loss_cls: 2.9848, loss: 2.9848, grad_norm: 0.9428, top1_acc/aux0: 0.3142, top5_acc/aux0: 0.5905, loss_cls/aux0: 2.9449, loss/aux0: 2.9449, top1_acc/aux1: 0.3347, top5_acc/aux1: 0.6241, loss_cls/aux1: 2.7999, loss/aux1: 2.7999, top1_acc/aux2: 0.2786, top5_acc/aux2: 0.5573, loss_cls/aux2: 3.1152, loss/aux2: 3.1152 2020-10-25 03:50:12,980 - mmaction - INFO - Epoch [13][220/264] lr: 4.476e-01, eta: 16:42:12, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.3128, top5_acc: 0.5936, loss_cls: 2.9223, loss: 2.9223, grad_norm: 0.9345, top1_acc/aux0: 0.3161, top5_acc/aux0: 0.5901, loss_cls/aux0: 2.9442, loss/aux0: 2.9442, top1_acc/aux1: 0.3464, top5_acc/aux1: 0.6363, loss_cls/aux1: 2.7612, loss/aux1: 2.7612, top1_acc/aux2: 0.2769, top5_acc/aux2: 0.5530, loss_cls/aux2: 3.1159, loss/aux2: 3.1159 2020-10-25 03:51:00,467 - mmaction - INFO - Epoch [13][240/264] lr: 4.476e-01, eta: 16:41:56, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3113, top5_acc: 0.5830, loss_cls: 2.9431, loss: 2.9431, grad_norm: 0.9629, top1_acc/aux0: 0.3248, top5_acc/aux0: 0.6049, loss_cls/aux0: 2.8960, loss/aux0: 2.8960, top1_acc/aux1: 0.3470, top5_acc/aux1: 0.6399, loss_cls/aux1: 2.7447, loss/aux1: 2.7447, top1_acc/aux2: 0.2802, top5_acc/aux2: 0.5599, loss_cls/aux2: 3.1070, loss/aux2: 3.1070 2020-10-25 03:51:48,226 - mmaction - INFO - Epoch [13][260/264] lr: 4.476e-01, eta: 16:41:40, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3130, top5_acc: 0.5936, loss_cls: 2.9243, loss: 2.9243, grad_norm: 0.9610, top1_acc/aux0: 0.3269, top5_acc/aux0: 0.6047, loss_cls/aux0: 2.8964, loss/aux0: 2.8964, top1_acc/aux1: 0.3438, top5_acc/aux1: 0.6363, loss_cls/aux1: 2.7361, loss/aux1: 2.7361, top1_acc/aux2: 0.2950, top5_acc/aux2: 0.5750, loss_cls/aux2: 3.0519, loss/aux2: 3.0519 2020-10-25 03:55:13,794 - mmaction - INFO - Epoch [14][20/264] lr: 4.471e-01, eta: 16:40:10, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3193, top5_acc: 0.5977, loss_cls: 2.9059, loss: 2.9059, grad_norm: 0.9563, top1_acc/aux0: 0.3056, top5_acc/aux0: 0.5931, loss_cls/aux0: 2.9769, loss/aux0: 2.9769, top1_acc/aux1: 0.3500, top5_acc/aux1: 0.6326, loss_cls/aux1: 2.7585, loss/aux1: 2.7585, top1_acc/aux2: 0.2924, top5_acc/aux2: 0.5521, loss_cls/aux2: 3.0846, loss/aux2: 3.0846 2020-10-25 03:56:00,914 - mmaction - INFO - Epoch [14][40/264] lr: 4.471e-01, eta: 16:39:54, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3205, top5_acc: 0.5877, loss_cls: 2.9486, loss: 2.9486, grad_norm: 0.9478, top1_acc/aux0: 0.3036, top5_acc/aux0: 0.5922, loss_cls/aux0: 2.9829, loss/aux0: 2.9829, top1_acc/aux1: 0.3514, top5_acc/aux1: 0.6340, loss_cls/aux1: 2.7285, loss/aux1: 2.7285, top1_acc/aux2: 0.2967, top5_acc/aux2: 0.5655, loss_cls/aux2: 3.0397, loss/aux2: 3.0397 2020-10-25 03:56:48,455 - mmaction - INFO - Epoch [14][60/264] lr: 4.471e-01, eta: 16:39:41, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3033, top5_acc: 0.5915, loss_cls: 2.9474, loss: 2.9474, grad_norm: 0.9520, top1_acc/aux0: 0.3099, top5_acc/aux0: 0.6005, loss_cls/aux0: 2.9402, loss/aux0: 2.9402, top1_acc/aux1: 0.3469, top5_acc/aux1: 0.6342, loss_cls/aux1: 2.7234, loss/aux1: 2.7234, top1_acc/aux2: 0.3030, top5_acc/aux2: 0.5726, loss_cls/aux2: 3.0130, loss/aux2: 3.0130 2020-10-25 03:57:35,582 - mmaction - INFO - Epoch [14][80/264] lr: 4.471e-01, eta: 16:39:23, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2993, top5_acc: 0.5866, loss_cls: 2.9647, loss: 2.9647, grad_norm: 0.9408, top1_acc/aux0: 0.3165, top5_acc/aux0: 0.6068, loss_cls/aux0: 2.9015, loss/aux0: 2.9015, top1_acc/aux1: 0.3474, top5_acc/aux1: 0.6424, loss_cls/aux1: 2.7088, loss/aux1: 2.7088, top1_acc/aux2: 0.2918, top5_acc/aux2: 0.5594, loss_cls/aux2: 3.0748, loss/aux2: 3.0748 2020-10-25 03:58:23,254 - mmaction - INFO - Epoch [14][100/264] lr: 4.471e-01, eta: 16:39:11, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.3214, top5_acc: 0.5950, loss_cls: 2.8985, loss: 2.8985, grad_norm: 0.9400, top1_acc/aux0: 0.3111, top5_acc/aux0: 0.5993, loss_cls/aux0: 2.9200, loss/aux0: 2.9200, top1_acc/aux1: 0.3488, top5_acc/aux1: 0.6490, loss_cls/aux1: 2.7072, loss/aux1: 2.7072, top1_acc/aux2: 0.2858, top5_acc/aux2: 0.5623, loss_cls/aux2: 3.0795, loss/aux2: 3.0795 2020-10-25 03:59:10,765 - mmaction - INFO - Epoch [14][120/264] lr: 4.471e-01, eta: 16:38:57, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3201, top5_acc: 0.5868, loss_cls: 2.9099, loss: 2.9099, grad_norm: 0.9598, top1_acc/aux0: 0.3135, top5_acc/aux0: 0.5938, loss_cls/aux0: 2.9358, loss/aux0: 2.9358, top1_acc/aux1: 0.3486, top5_acc/aux1: 0.6457, loss_cls/aux1: 2.7184, loss/aux1: 2.7184, top1_acc/aux2: 0.2924, top5_acc/aux2: 0.5707, loss_cls/aux2: 3.0413, loss/aux2: 3.0413 2020-10-25 03:59:58,239 - mmaction - INFO - Epoch [14][140/264] lr: 4.471e-01, eta: 16:38:45, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.3134, top5_acc: 0.5800, loss_cls: 2.9535, loss: 2.9535, grad_norm: 0.9536, top1_acc/aux0: 0.3217, top5_acc/aux0: 0.6007, loss_cls/aux0: 2.9160, loss/aux0: 2.9160, top1_acc/aux1: 0.3467, top5_acc/aux1: 0.6372, loss_cls/aux1: 2.7111, loss/aux1: 2.7111, top1_acc/aux2: 0.2903, top5_acc/aux2: 0.5595, loss_cls/aux2: 3.0647, loss/aux2: 3.0647 2020-10-25 04:00:47,010 - mmaction - INFO - Epoch [14][160/264] lr: 4.471e-01, eta: 16:38:34, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.3134, top5_acc: 0.5918, loss_cls: 2.9511, loss: 2.9511, grad_norm: 0.9601, top1_acc/aux0: 0.3233, top5_acc/aux0: 0.6059, loss_cls/aux0: 2.9123, loss/aux0: 2.9123, top1_acc/aux1: 0.3467, top5_acc/aux1: 0.6389, loss_cls/aux1: 2.7290, loss/aux1: 2.7290, top1_acc/aux2: 0.2854, top5_acc/aux2: 0.5502, loss_cls/aux2: 3.0923, loss/aux2: 3.0923 2020-10-25 04:01:34,292 - mmaction - INFO - Epoch [14][180/264] lr: 4.471e-01, eta: 16:38:19, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3002, top5_acc: 0.5852, loss_cls: 2.9547, loss: 2.9547, grad_norm: 0.9539, top1_acc/aux0: 0.3168, top5_acc/aux0: 0.5951, loss_cls/aux0: 2.9433, loss/aux0: 2.9433, top1_acc/aux1: 0.3507, top5_acc/aux1: 0.6472, loss_cls/aux1: 2.7140, loss/aux1: 2.7140, top1_acc/aux2: 0.2842, top5_acc/aux2: 0.5554, loss_cls/aux2: 3.0774, loss/aux2: 3.0774 2020-10-25 04:02:21,756 - mmaction - INFO - Epoch [14][200/264] lr: 4.471e-01, eta: 16:38:05, time: 0.950, data_time: 0.001, memory: 8466, top1_acc: 0.3222, top5_acc: 0.6111, loss_cls: 2.8716, loss: 2.8716, grad_norm: 0.9559, top1_acc/aux0: 0.3189, top5_acc/aux0: 0.5931, loss_cls/aux0: 2.9152, loss/aux0: 2.9152, top1_acc/aux1: 0.3523, top5_acc/aux1: 0.6472, loss_cls/aux1: 2.6991, loss/aux1: 2.6991, top1_acc/aux2: 0.2934, top5_acc/aux2: 0.5625, loss_cls/aux2: 3.0370, loss/aux2: 3.0370 2020-10-25 04:03:09,377 - mmaction - INFO - Epoch [14][220/264] lr: 4.471e-01, eta: 16:37:50, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3149, top5_acc: 0.5927, loss_cls: 2.9165, loss: 2.9165, grad_norm: 0.9473, top1_acc/aux0: 0.3318, top5_acc/aux0: 0.6078, loss_cls/aux0: 2.8640, loss/aux0: 2.8640, top1_acc/aux1: 0.3510, top5_acc/aux1: 0.6417, loss_cls/aux1: 2.7287, loss/aux1: 2.7287, top1_acc/aux2: 0.2868, top5_acc/aux2: 0.5580, loss_cls/aux2: 3.0572, loss/aux2: 3.0572 2020-10-25 04:03:56,910 - mmaction - INFO - Epoch [14][240/264] lr: 4.471e-01, eta: 16:37:34, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3193, top5_acc: 0.5965, loss_cls: 2.9173, loss: 2.9173, grad_norm: 0.9634, top1_acc/aux0: 0.3283, top5_acc/aux0: 0.6082, loss_cls/aux0: 2.8749, loss/aux0: 2.8749, top1_acc/aux1: 0.3564, top5_acc/aux1: 0.6432, loss_cls/aux1: 2.6992, loss/aux1: 2.6992, top1_acc/aux2: 0.2870, top5_acc/aux2: 0.5576, loss_cls/aux2: 3.0662, loss/aux2: 3.0662 2020-10-25 04:04:44,433 - mmaction - INFO - Epoch [14][260/264] lr: 4.471e-01, eta: 16:37:21, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3196, top5_acc: 0.5939, loss_cls: 2.8976, loss: 2.8976, grad_norm: 0.9712, top1_acc/aux0: 0.3267, top5_acc/aux0: 0.6045, loss_cls/aux0: 2.8862, loss/aux0: 2.8862, top1_acc/aux1: 0.3578, top5_acc/aux1: 0.6457, loss_cls/aux1: 2.6973, loss/aux1: 2.6973, top1_acc/aux2: 0.3002, top5_acc/aux2: 0.5682, loss_cls/aux2: 3.0264, loss/aux2: 3.0264 2020-10-25 04:08:09,975 - mmaction - INFO - Epoch [15][20/264] lr: 4.467e-01, eta: 16:35:53, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3207, top5_acc: 0.5929, loss_cls: 2.9075, loss: 2.9075, grad_norm: 0.9761, top1_acc/aux0: 0.3330, top5_acc/aux0: 0.6003, loss_cls/aux0: 2.8611, loss/aux0: 2.8611, top1_acc/aux1: 0.3559, top5_acc/aux1: 0.6510, loss_cls/aux1: 2.6759, loss/aux1: 2.6759, top1_acc/aux2: 0.2830, top5_acc/aux2: 0.5611, loss_cls/aux2: 3.1074, loss/aux2: 3.1074 2020-10-25 04:08:57,297 - mmaction - INFO - Epoch [15][40/264] lr: 4.467e-01, eta: 16:35:39, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3146, top5_acc: 0.5814, loss_cls: 2.9379, loss: 2.9379, grad_norm: 0.9590, top1_acc/aux0: 0.3194, top5_acc/aux0: 0.5891, loss_cls/aux0: 2.9396, loss/aux0: 2.9396, top1_acc/aux1: 0.3531, top5_acc/aux1: 0.6434, loss_cls/aux1: 2.6894, loss/aux1: 2.6894, top1_acc/aux2: 0.2845, top5_acc/aux2: 0.5623, loss_cls/aux2: 3.0859, loss/aux2: 3.0859 2020-10-25 04:09:44,714 - mmaction - INFO - Epoch [15][60/264] lr: 4.467e-01, eta: 16:35:22, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3349, top5_acc: 0.6012, loss_cls: 2.8578, loss: 2.8578, grad_norm: 0.9490, top1_acc/aux0: 0.3177, top5_acc/aux0: 0.5894, loss_cls/aux0: 2.9639, loss/aux0: 2.9639, top1_acc/aux1: 0.3549, top5_acc/aux1: 0.6408, loss_cls/aux1: 2.7090, loss/aux1: 2.7090, top1_acc/aux2: 0.2901, top5_acc/aux2: 0.5660, loss_cls/aux2: 3.0392, loss/aux2: 3.0392 2020-10-25 04:10:31,880 - mmaction - INFO - Epoch [15][80/264] lr: 4.467e-01, eta: 16:35:06, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3248, top5_acc: 0.6023, loss_cls: 2.8741, loss: 2.8741, grad_norm: 0.9638, top1_acc/aux0: 0.3281, top5_acc/aux0: 0.6104, loss_cls/aux0: 2.8811, loss/aux0: 2.8811, top1_acc/aux1: 0.3589, top5_acc/aux1: 0.6484, loss_cls/aux1: 2.6801, loss/aux1: 2.6801, top1_acc/aux2: 0.2908, top5_acc/aux2: 0.5616, loss_cls/aux2: 3.0335, loss/aux2: 3.0335 2020-10-25 04:11:19,371 - mmaction - INFO - Epoch [15][100/264] lr: 4.467e-01, eta: 16:34:53, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.3266, top5_acc: 0.6031, loss_cls: 2.8759, loss: 2.8759, grad_norm: 0.9778, top1_acc/aux0: 0.3224, top5_acc/aux0: 0.6101, loss_cls/aux0: 2.8913, loss/aux0: 2.8913, top1_acc/aux1: 0.3517, top5_acc/aux1: 0.6484, loss_cls/aux1: 2.6855, loss/aux1: 2.6855, top1_acc/aux2: 0.2970, top5_acc/aux2: 0.5651, loss_cls/aux2: 3.0179, loss/aux2: 3.0179 2020-10-25 04:12:06,754 - mmaction - INFO - Epoch [15][120/264] lr: 4.467e-01, eta: 16:34:38, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3234, top5_acc: 0.6038, loss_cls: 2.8584, loss: 2.8584, grad_norm: 0.9760, top1_acc/aux0: 0.3236, top5_acc/aux0: 0.6043, loss_cls/aux0: 2.9085, loss/aux0: 2.9085, top1_acc/aux1: 0.3444, top5_acc/aux1: 0.6394, loss_cls/aux1: 2.7365, loss/aux1: 2.7365, top1_acc/aux2: 0.2972, top5_acc/aux2: 0.5696, loss_cls/aux2: 3.0154, loss/aux2: 3.0154 2020-10-25 04:12:54,419 - mmaction - INFO - Epoch [15][140/264] lr: 4.467e-01, eta: 16:34:22, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3234, top5_acc: 0.6064, loss_cls: 2.8699, loss: 2.8699, grad_norm: 0.9675, top1_acc/aux0: 0.3271, top5_acc/aux0: 0.6092, loss_cls/aux0: 2.8898, loss/aux0: 2.8898, top1_acc/aux1: 0.3497, top5_acc/aux1: 0.6370, loss_cls/aux1: 2.7145, loss/aux1: 2.7145, top1_acc/aux2: 0.2941, top5_acc/aux2: 0.5757, loss_cls/aux2: 3.0007, loss/aux2: 3.0007 2020-10-25 04:13:41,781 - mmaction - INFO - Epoch [15][160/264] lr: 4.467e-01, eta: 16:34:07, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3201, top5_acc: 0.6000, loss_cls: 2.8921, loss: 2.8921, grad_norm: 0.9532, top1_acc/aux0: 0.3307, top5_acc/aux0: 0.6120, loss_cls/aux0: 2.8651, loss/aux0: 2.8651, top1_acc/aux1: 0.3547, top5_acc/aux1: 0.6488, loss_cls/aux1: 2.6601, loss/aux1: 2.6601, top1_acc/aux2: 0.3014, top5_acc/aux2: 0.5785, loss_cls/aux2: 2.9741, loss/aux2: 2.9741 2020-10-25 04:14:29,203 - mmaction - INFO - Epoch [15][180/264] lr: 4.467e-01, eta: 16:33:52, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3222, top5_acc: 0.5950, loss_cls: 2.8862, loss: 2.8862, grad_norm: 0.9625, top1_acc/aux0: 0.3365, top5_acc/aux0: 0.6132, loss_cls/aux0: 2.8369, loss/aux0: 2.8369, top1_acc/aux1: 0.3580, top5_acc/aux1: 0.6498, loss_cls/aux1: 2.6491, loss/aux1: 2.6491, top1_acc/aux2: 0.3083, top5_acc/aux2: 0.5778, loss_cls/aux2: 2.9799, loss/aux2: 2.9799 2020-10-25 04:15:16,740 - mmaction - INFO - Epoch [15][200/264] lr: 4.467e-01, eta: 16:33:37, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3285, top5_acc: 0.6014, loss_cls: 2.8988, loss: 2.8988, grad_norm: 0.9726, top1_acc/aux0: 0.3309, top5_acc/aux0: 0.6167, loss_cls/aux0: 2.8521, loss/aux0: 2.8521, top1_acc/aux1: 0.3521, top5_acc/aux1: 0.6375, loss_cls/aux1: 2.6939, loss/aux1: 2.6939, top1_acc/aux2: 0.2969, top5_acc/aux2: 0.5714, loss_cls/aux2: 3.0297, loss/aux2: 3.0297 2020-10-25 04:16:04,324 - mmaction - INFO - Epoch [15][220/264] lr: 4.467e-01, eta: 16:33:21, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3276, top5_acc: 0.6045, loss_cls: 2.8770, loss: 2.8770, grad_norm: 0.9775, top1_acc/aux0: 0.3352, top5_acc/aux0: 0.6293, loss_cls/aux0: 2.8390, loss/aux0: 2.8390, top1_acc/aux1: 0.3510, top5_acc/aux1: 0.6410, loss_cls/aux1: 2.7020, loss/aux1: 2.7020, top1_acc/aux2: 0.2929, top5_acc/aux2: 0.5589, loss_cls/aux2: 3.0649, loss/aux2: 3.0649 2020-10-25 04:16:52,061 - mmaction - INFO - Epoch [15][240/264] lr: 4.467e-01, eta: 16:33:08, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3335, top5_acc: 0.5960, loss_cls: 2.8700, loss: 2.8700, grad_norm: 0.9778, top1_acc/aux0: 0.3366, top5_acc/aux0: 0.6295, loss_cls/aux0: 2.8264, loss/aux0: 2.8264, top1_acc/aux1: 0.3674, top5_acc/aux1: 0.6536, loss_cls/aux1: 2.6497, loss/aux1: 2.6497, top1_acc/aux2: 0.3057, top5_acc/aux2: 0.5686, loss_cls/aux2: 3.0263, loss/aux2: 3.0263 2020-10-25 04:17:39,874 - mmaction - INFO - Epoch [15][260/264] lr: 4.467e-01, eta: 16:32:52, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3262, top5_acc: 0.6038, loss_cls: 2.8635, loss: 2.8635, grad_norm: 0.9655, top1_acc/aux0: 0.3307, top5_acc/aux0: 0.6186, loss_cls/aux0: 2.8365, loss/aux0: 2.8365, top1_acc/aux1: 0.3693, top5_acc/aux1: 0.6564, loss_cls/aux1: 2.6410, loss/aux1: 2.6410, top1_acc/aux2: 0.2967, top5_acc/aux2: 0.5689, loss_cls/aux2: 3.0533, loss/aux2: 3.0533 2020-10-25 04:21:10,147 - mmaction - INFO - Epoch [16][20/264] lr: 4.462e-01, eta: 16:31:32, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3323, top5_acc: 0.6040, loss_cls: 2.8502, loss: 2.8502, grad_norm: 0.9832, top1_acc/aux0: 0.3215, top5_acc/aux0: 0.6170, loss_cls/aux0: 2.8673, loss/aux0: 2.8673, top1_acc/aux1: 0.3694, top5_acc/aux1: 0.6524, loss_cls/aux1: 2.6307, loss/aux1: 2.6307, top1_acc/aux2: 0.2969, top5_acc/aux2: 0.5642, loss_cls/aux2: 3.0144, loss/aux2: 3.0144 2020-10-25 04:21:57,671 - mmaction - INFO - Epoch [16][40/264] lr: 4.462e-01, eta: 16:31:20, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3387, top5_acc: 0.6130, loss_cls: 2.8182, loss: 2.8182, grad_norm: 0.9908, top1_acc/aux0: 0.3200, top5_acc/aux0: 0.6061, loss_cls/aux0: 2.8784, loss/aux0: 2.8784, top1_acc/aux1: 0.3686, top5_acc/aux1: 0.6562, loss_cls/aux1: 2.6217, loss/aux1: 2.6217, top1_acc/aux2: 0.2941, top5_acc/aux2: 0.5707, loss_cls/aux2: 3.0274, loss/aux2: 3.0274 2020-10-25 04:22:45,087 - mmaction - INFO - Epoch [16][60/264] lr: 4.462e-01, eta: 16:31:04, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3259, top5_acc: 0.6010, loss_cls: 2.8559, loss: 2.8559, grad_norm: 0.9653, top1_acc/aux0: 0.3285, top5_acc/aux0: 0.6064, loss_cls/aux0: 2.8632, loss/aux0: 2.8632, top1_acc/aux1: 0.3585, top5_acc/aux1: 0.6538, loss_cls/aux1: 2.6408, loss/aux1: 2.6408, top1_acc/aux2: 0.3002, top5_acc/aux2: 0.5790, loss_cls/aux2: 3.0047, loss/aux2: 3.0047 2020-10-25 04:23:32,641 - mmaction - INFO - Epoch [16][80/264] lr: 4.462e-01, eta: 16:30:51, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3260, top5_acc: 0.6040, loss_cls: 2.8804, loss: 2.8804, grad_norm: 0.9684, top1_acc/aux0: 0.3321, top5_acc/aux0: 0.6113, loss_cls/aux0: 2.8476, loss/aux0: 2.8476, top1_acc/aux1: 0.3557, top5_acc/aux1: 0.6467, loss_cls/aux1: 2.6676, loss/aux1: 2.6676, top1_acc/aux2: 0.3035, top5_acc/aux2: 0.5861, loss_cls/aux2: 2.9680, loss/aux2: 2.9680 2020-10-25 04:24:20,124 - mmaction - INFO - Epoch [16][100/264] lr: 4.462e-01, eta: 16:30:37, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3286, top5_acc: 0.6094, loss_cls: 2.8647, loss: 2.8647, grad_norm: 0.9813, top1_acc/aux0: 0.3295, top5_acc/aux0: 0.6085, loss_cls/aux0: 2.8606, loss/aux0: 2.8606, top1_acc/aux1: 0.3595, top5_acc/aux1: 0.6458, loss_cls/aux1: 2.6825, loss/aux1: 2.6825, top1_acc/aux2: 0.2984, top5_acc/aux2: 0.5788, loss_cls/aux2: 2.9815, loss/aux2: 2.9815 2020-10-25 04:25:08,111 - mmaction - INFO - Epoch [16][120/264] lr: 4.462e-01, eta: 16:30:24, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3220, top5_acc: 0.6066, loss_cls: 2.8553, loss: 2.8553, grad_norm: 0.9637, top1_acc/aux0: 0.3351, top5_acc/aux0: 0.6189, loss_cls/aux0: 2.8511, loss/aux0: 2.8511, top1_acc/aux1: 0.3561, top5_acc/aux1: 0.6495, loss_cls/aux1: 2.6746, loss/aux1: 2.6746, top1_acc/aux2: 0.2927, top5_acc/aux2: 0.5639, loss_cls/aux2: 3.0171, loss/aux2: 3.0171 2020-10-25 04:25:55,631 - mmaction - INFO - Epoch [16][140/264] lr: 4.462e-01, eta: 16:30:07, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3306, top5_acc: 0.6010, loss_cls: 2.8740, loss: 2.8740, grad_norm: 0.9651, top1_acc/aux0: 0.3378, top5_acc/aux0: 0.6257, loss_cls/aux0: 2.8188, loss/aux0: 2.8188, top1_acc/aux1: 0.3538, top5_acc/aux1: 0.6578, loss_cls/aux1: 2.6601, loss/aux1: 2.6601, top1_acc/aux2: 0.3024, top5_acc/aux2: 0.5724, loss_cls/aux2: 2.9951, loss/aux2: 2.9951 2020-10-25 04:26:43,221 - mmaction - INFO - Epoch [16][160/264] lr: 4.462e-01, eta: 16:29:53, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3141, top5_acc: 0.5925, loss_cls: 2.9098, loss: 2.9098, grad_norm: 0.9649, top1_acc/aux0: 0.3345, top5_acc/aux0: 0.6163, loss_cls/aux0: 2.8355, loss/aux0: 2.8355, top1_acc/aux1: 0.3611, top5_acc/aux1: 0.6583, loss_cls/aux1: 2.6481, loss/aux1: 2.6481, top1_acc/aux2: 0.3097, top5_acc/aux2: 0.5891, loss_cls/aux2: 2.9586, loss/aux2: 2.9586 2020-10-25 04:27:30,704 - mmaction - INFO - Epoch [16][180/264] lr: 4.462e-01, eta: 16:29:39, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3236, top5_acc: 0.6033, loss_cls: 2.8602, loss: 2.8602, grad_norm: 0.9635, top1_acc/aux0: 0.3354, top5_acc/aux0: 0.6224, loss_cls/aux0: 2.8128, loss/aux0: 2.8128, top1_acc/aux1: 0.3682, top5_acc/aux1: 0.6530, loss_cls/aux1: 2.6375, loss/aux1: 2.6375, top1_acc/aux2: 0.3000, top5_acc/aux2: 0.5790, loss_cls/aux2: 2.9915, loss/aux2: 2.9915 2020-10-25 04:28:18,361 - mmaction - INFO - Epoch [16][200/264] lr: 4.462e-01, eta: 16:29:24, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3313, top5_acc: 0.6064, loss_cls: 2.8588, loss: 2.8588, grad_norm: 0.9723, top1_acc/aux0: 0.3425, top5_acc/aux0: 0.6370, loss_cls/aux0: 2.7548, loss/aux0: 2.7548, top1_acc/aux1: 0.3569, top5_acc/aux1: 0.6476, loss_cls/aux1: 2.6807, loss/aux1: 2.6807, top1_acc/aux2: 0.2974, top5_acc/aux2: 0.5684, loss_cls/aux2: 3.0201, loss/aux2: 3.0201 2020-10-25 04:29:06,013 - mmaction - INFO - Epoch [16][220/264] lr: 4.462e-01, eta: 16:29:09, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3203, top5_acc: 0.5979, loss_cls: 2.8890, loss: 2.8890, grad_norm: 0.9644, top1_acc/aux0: 0.3399, top5_acc/aux0: 0.6248, loss_cls/aux0: 2.7997, loss/aux0: 2.7997, top1_acc/aux1: 0.3649, top5_acc/aux1: 0.6531, loss_cls/aux1: 2.6493, loss/aux1: 2.6493, top1_acc/aux2: 0.3057, top5_acc/aux2: 0.5733, loss_cls/aux2: 3.0043, loss/aux2: 3.0043 2020-10-25 04:29:53,739 - mmaction - INFO - Epoch [16][240/264] lr: 4.462e-01, eta: 16:28:56, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.3389, top5_acc: 0.6153, loss_cls: 2.8159, loss: 2.8159, grad_norm: 0.9558, top1_acc/aux0: 0.3406, top5_acc/aux0: 0.6226, loss_cls/aux0: 2.8024, loss/aux0: 2.8024, top1_acc/aux1: 0.3726, top5_acc/aux1: 0.6589, loss_cls/aux1: 2.6178, loss/aux1: 2.6178, top1_acc/aux2: 0.3188, top5_acc/aux2: 0.5750, loss_cls/aux2: 2.9543, loss/aux2: 2.9543 2020-10-25 04:30:42,455 - mmaction - INFO - Epoch [16][260/264] lr: 4.462e-01, eta: 16:28:44, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.3429, top5_acc: 0.6101, loss_cls: 2.8366, loss: 2.8366, grad_norm: 0.9753, top1_acc/aux0: 0.3434, top5_acc/aux0: 0.6262, loss_cls/aux0: 2.7719, loss/aux0: 2.7719, top1_acc/aux1: 0.3667, top5_acc/aux1: 0.6542, loss_cls/aux1: 2.6554, loss/aux1: 2.6554, top1_acc/aux2: 0.3128, top5_acc/aux2: 0.5741, loss_cls/aux2: 2.9575, loss/aux2: 2.9575 2020-10-25 04:30:52,977 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-10-25 04:31:35,513 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-25 04:31:35,652 - mmaction - INFO - top1_acc 0.4033 top5_acc 0.6999 2020-10-25 04:31:35,652 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-25 04:31:35,693 - mmaction - INFO - mean_acc 0.4040 2020-10-25 04:31:35,694 - mmaction - INFO - Now best checkpoint is epoch_16.pth 2020-10-25 04:31:35,710 - mmaction - INFO - Epoch(val) [16][264] top1_acc: 0.4033, top5_acc: 0.6999, mean_class_accuracy: 0.4040 2020-10-25 04:34:48,456 - mmaction - INFO - Epoch [17][20/264] lr: 4.457e-01, eta: 16:27:27, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3401, top5_acc: 0.6122, loss_cls: 2.7963, loss: 2.7963, grad_norm: 0.9793, top1_acc/aux0: 0.3403, top5_acc/aux0: 0.6271, loss_cls/aux0: 2.8241, loss/aux0: 2.8241, top1_acc/aux1: 0.3691, top5_acc/aux1: 0.6354, loss_cls/aux1: 2.6559, loss/aux1: 2.6559, top1_acc/aux2: 0.3073, top5_acc/aux2: 0.5757, loss_cls/aux2: 2.9780, loss/aux2: 2.9780 2020-10-25 04:35:35,839 - mmaction - INFO - Epoch [17][40/264] lr: 4.457e-01, eta: 16:27:13, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3366, top5_acc: 0.6125, loss_cls: 2.8368, loss: 2.8368, grad_norm: 0.9633, top1_acc/aux0: 0.3340, top5_acc/aux0: 0.6212, loss_cls/aux0: 2.8310, loss/aux0: 2.8310, top1_acc/aux1: 0.3682, top5_acc/aux1: 0.6451, loss_cls/aux1: 2.6457, loss/aux1: 2.6457, top1_acc/aux2: 0.3097, top5_acc/aux2: 0.5778, loss_cls/aux2: 2.9702, loss/aux2: 2.9702 2020-10-25 04:36:23,278 - mmaction - INFO - Epoch [17][60/264] lr: 4.457e-01, eta: 16:26:59, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3389, top5_acc: 0.6141, loss_cls: 2.8476, loss: 2.8476, grad_norm: 0.9887, top1_acc/aux0: 0.3335, top5_acc/aux0: 0.6224, loss_cls/aux0: 2.8142, loss/aux0: 2.8142, top1_acc/aux1: 0.3700, top5_acc/aux1: 0.6547, loss_cls/aux1: 2.6305, loss/aux1: 2.6305, top1_acc/aux2: 0.3172, top5_acc/aux2: 0.5845, loss_cls/aux2: 2.9407, loss/aux2: 2.9407 2020-10-25 04:37:10,442 - mmaction - INFO - Epoch [17][80/264] lr: 4.457e-01, eta: 16:26:46, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3476, top5_acc: 0.6132, loss_cls: 2.8201, loss: 2.8201, grad_norm: 0.9680, top1_acc/aux0: 0.3373, top5_acc/aux0: 0.6227, loss_cls/aux0: 2.8059, loss/aux0: 2.8059, top1_acc/aux1: 0.3688, top5_acc/aux1: 0.6538, loss_cls/aux1: 2.6380, loss/aux1: 2.6380, top1_acc/aux2: 0.3132, top5_acc/aux2: 0.5793, loss_cls/aux2: 2.9686, loss/aux2: 2.9686 2020-10-25 04:37:58,210 - mmaction - INFO - Epoch [17][100/264] lr: 4.457e-01, eta: 16:26:31, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3288, top5_acc: 0.6068, loss_cls: 2.8740, loss: 2.8740, grad_norm: 0.9848, top1_acc/aux0: 0.3387, top5_acc/aux0: 0.6215, loss_cls/aux0: 2.8180, loss/aux0: 2.8180, top1_acc/aux1: 0.3597, top5_acc/aux1: 0.6464, loss_cls/aux1: 2.6736, loss/aux1: 2.6736, top1_acc/aux2: 0.3047, top5_acc/aux2: 0.5705, loss_cls/aux2: 2.9908, loss/aux2: 2.9908 2020-10-25 04:38:45,800 - mmaction - INFO - Epoch [17][120/264] lr: 4.457e-01, eta: 16:26:18, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3326, top5_acc: 0.6125, loss_cls: 2.8502, loss: 2.8502, grad_norm: 0.9760, top1_acc/aux0: 0.3344, top5_acc/aux0: 0.6170, loss_cls/aux0: 2.8403, loss/aux0: 2.8403, top1_acc/aux1: 0.3583, top5_acc/aux1: 0.6483, loss_cls/aux1: 2.6655, loss/aux1: 2.6655, top1_acc/aux2: 0.3073, top5_acc/aux2: 0.5738, loss_cls/aux2: 2.9750, loss/aux2: 2.9750 2020-10-25 04:39:33,226 - mmaction - INFO - Epoch [17][140/264] lr: 4.457e-01, eta: 16:26:04, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3387, top5_acc: 0.6158, loss_cls: 2.8051, loss: 2.8051, grad_norm: 0.9650, top1_acc/aux0: 0.3372, top5_acc/aux0: 0.6168, loss_cls/aux0: 2.8400, loss/aux0: 2.8400, top1_acc/aux1: 0.3663, top5_acc/aux1: 0.6602, loss_cls/aux1: 2.6305, loss/aux1: 2.6305, top1_acc/aux2: 0.3108, top5_acc/aux2: 0.5804, loss_cls/aux2: 2.9594, loss/aux2: 2.9594 2020-10-25 04:40:21,138 - mmaction - INFO - Epoch [17][160/264] lr: 4.457e-01, eta: 16:25:51, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.3321, top5_acc: 0.6092, loss_cls: 2.8148, loss: 2.8148, grad_norm: 0.9950, top1_acc/aux0: 0.3469, top5_acc/aux0: 0.6260, loss_cls/aux0: 2.8130, loss/aux0: 2.8130, top1_acc/aux1: 0.3707, top5_acc/aux1: 0.6663, loss_cls/aux1: 2.6056, loss/aux1: 2.6056, top1_acc/aux2: 0.3142, top5_acc/aux2: 0.5814, loss_cls/aux2: 2.9507, loss/aux2: 2.9507 2020-10-25 04:41:08,544 - mmaction - INFO - Epoch [17][180/264] lr: 4.457e-01, eta: 16:25:33, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3380, top5_acc: 0.6151, loss_cls: 2.7936, loss: 2.7936, grad_norm: 0.9697, top1_acc/aux0: 0.3460, top5_acc/aux0: 0.6236, loss_cls/aux0: 2.8112, loss/aux0: 2.8112, top1_acc/aux1: 0.3649, top5_acc/aux1: 0.6568, loss_cls/aux1: 2.6203, loss/aux1: 2.6203, top1_acc/aux2: 0.3120, top5_acc/aux2: 0.5807, loss_cls/aux2: 2.9828, loss/aux2: 2.9828 2020-10-25 04:41:56,043 - mmaction - INFO - Epoch [17][200/264] lr: 4.457e-01, eta: 16:25:17, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3434, top5_acc: 0.6144, loss_cls: 2.8070, loss: 2.8070, grad_norm: 0.9877, top1_acc/aux0: 0.3556, top5_acc/aux0: 0.6278, loss_cls/aux0: 2.7751, loss/aux0: 2.7751, top1_acc/aux1: 0.3608, top5_acc/aux1: 0.6450, loss_cls/aux1: 2.6530, loss/aux1: 2.6530, top1_acc/aux2: 0.3120, top5_acc/aux2: 0.5882, loss_cls/aux2: 2.9694, loss/aux2: 2.9694 2020-10-25 04:42:43,802 - mmaction - INFO - Epoch [17][220/264] lr: 4.457e-01, eta: 16:25:05, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.3363, top5_acc: 0.6073, loss_cls: 2.8603, loss: 2.8603, grad_norm: 0.9791, top1_acc/aux0: 0.3620, top5_acc/aux0: 0.6363, loss_cls/aux0: 2.7549, loss/aux0: 2.7549, top1_acc/aux1: 0.3747, top5_acc/aux1: 0.6608, loss_cls/aux1: 2.5906, loss/aux1: 2.5906, top1_acc/aux2: 0.3184, top5_acc/aux2: 0.5941, loss_cls/aux2: 2.9260, loss/aux2: 2.9260 2020-10-25 04:43:31,379 - mmaction - INFO - Epoch [17][240/264] lr: 4.457e-01, eta: 16:24:48, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3385, top5_acc: 0.6071, loss_cls: 2.8428, loss: 2.8428, grad_norm: 0.9761, top1_acc/aux0: 0.3490, top5_acc/aux0: 0.6281, loss_cls/aux0: 2.7914, loss/aux0: 2.7914, top1_acc/aux1: 0.3800, top5_acc/aux1: 0.6595, loss_cls/aux1: 2.5876, loss/aux1: 2.5876, top1_acc/aux2: 0.3194, top5_acc/aux2: 0.5819, loss_cls/aux2: 2.9455, loss/aux2: 2.9455 2020-10-25 04:44:18,641 - mmaction - INFO - Epoch [17][260/264] lr: 4.457e-01, eta: 16:24:33, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3318, top5_acc: 0.6130, loss_cls: 2.8365, loss: 2.8365, grad_norm: 0.9652, top1_acc/aux0: 0.3330, top5_acc/aux0: 0.6208, loss_cls/aux0: 2.8451, loss/aux0: 2.8451, top1_acc/aux1: 0.3719, top5_acc/aux1: 0.6474, loss_cls/aux1: 2.6448, loss/aux1: 2.6448, top1_acc/aux2: 0.3116, top5_acc/aux2: 0.5773, loss_cls/aux2: 2.9648, loss/aux2: 2.9648 2020-10-25 04:47:42,959 - mmaction - INFO - Epoch [18][20/264] lr: 4.451e-01, eta: 16:23:22, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3490, top5_acc: 0.6217, loss_cls: 2.7609, loss: 2.7609, grad_norm: 0.9870, top1_acc/aux0: 0.3517, top5_acc/aux0: 0.6365, loss_cls/aux0: 2.7588, loss/aux0: 2.7588, top1_acc/aux1: 0.3795, top5_acc/aux1: 0.6719, loss_cls/aux1: 2.5575, loss/aux1: 2.5575, top1_acc/aux2: 0.3003, top5_acc/aux2: 0.5788, loss_cls/aux2: 2.9500, loss/aux2: 2.9500 2020-10-25 04:48:30,550 - mmaction - INFO - Epoch [18][40/264] lr: 4.451e-01, eta: 16:23:08, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3378, top5_acc: 0.6156, loss_cls: 2.8154, loss: 2.8154, grad_norm: 0.9857, top1_acc/aux0: 0.3392, top5_acc/aux0: 0.6224, loss_cls/aux0: 2.8099, loss/aux0: 2.8099, top1_acc/aux1: 0.3691, top5_acc/aux1: 0.6642, loss_cls/aux1: 2.6007, loss/aux1: 2.6007, top1_acc/aux2: 0.3076, top5_acc/aux2: 0.5837, loss_cls/aux2: 2.9476, loss/aux2: 2.9476 2020-10-25 04:49:17,979 - mmaction - INFO - Epoch [18][60/264] lr: 4.451e-01, eta: 16:22:54, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3455, top5_acc: 0.6076, loss_cls: 2.8391, loss: 2.8391, grad_norm: 0.9647, top1_acc/aux0: 0.3285, top5_acc/aux0: 0.6146, loss_cls/aux0: 2.8375, loss/aux0: 2.8375, top1_acc/aux1: 0.3672, top5_acc/aux1: 0.6540, loss_cls/aux1: 2.6484, loss/aux1: 2.6484, top1_acc/aux2: 0.3207, top5_acc/aux2: 0.5865, loss_cls/aux2: 2.9341, loss/aux2: 2.9341 2020-10-25 04:50:05,365 - mmaction - INFO - Epoch [18][80/264] lr: 4.451e-01, eta: 16:22:36, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3332, top5_acc: 0.6104, loss_cls: 2.8160, loss: 2.8160, grad_norm: 0.9747, top1_acc/aux0: 0.3351, top5_acc/aux0: 0.6156, loss_cls/aux0: 2.8122, loss/aux0: 2.8122, top1_acc/aux1: 0.3760, top5_acc/aux1: 0.6566, loss_cls/aux1: 2.6134, loss/aux1: 2.6134, top1_acc/aux2: 0.3122, top5_acc/aux2: 0.5792, loss_cls/aux2: 2.9704, loss/aux2: 2.9704 2020-10-25 04:50:52,900 - mmaction - INFO - Epoch [18][100/264] lr: 4.451e-01, eta: 16:22:20, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3361, top5_acc: 0.6194, loss_cls: 2.8029, loss: 2.8029, grad_norm: 0.9696, top1_acc/aux0: 0.3483, top5_acc/aux0: 0.6222, loss_cls/aux0: 2.7806, loss/aux0: 2.7806, top1_acc/aux1: 0.3788, top5_acc/aux1: 0.6615, loss_cls/aux1: 2.5749, loss/aux1: 2.5749, top1_acc/aux2: 0.3078, top5_acc/aux2: 0.5839, loss_cls/aux2: 2.9740, loss/aux2: 2.9740 2020-10-25 04:51:40,641 - mmaction - INFO - Epoch [18][120/264] lr: 4.451e-01, eta: 16:22:05, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3330, top5_acc: 0.6089, loss_cls: 2.8360, loss: 2.8360, grad_norm: 0.9772, top1_acc/aux0: 0.3543, top5_acc/aux0: 0.6349, loss_cls/aux0: 2.7510, loss/aux0: 2.7510, top1_acc/aux1: 0.3759, top5_acc/aux1: 0.6564, loss_cls/aux1: 2.6025, loss/aux1: 2.6025, top1_acc/aux2: 0.3167, top5_acc/aux2: 0.5927, loss_cls/aux2: 2.9262, loss/aux2: 2.9262 2020-10-25 04:52:28,037 - mmaction - INFO - Epoch [18][140/264] lr: 4.451e-01, eta: 16:21:48, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3342, top5_acc: 0.6123, loss_cls: 2.8202, loss: 2.8202, grad_norm: 0.9840, top1_acc/aux0: 0.3392, top5_acc/aux0: 0.6191, loss_cls/aux0: 2.7991, loss/aux0: 2.7991, top1_acc/aux1: 0.3774, top5_acc/aux1: 0.6582, loss_cls/aux1: 2.6070, loss/aux1: 2.6070, top1_acc/aux2: 0.3101, top5_acc/aux2: 0.5889, loss_cls/aux2: 2.9600, loss/aux2: 2.9600 2020-10-25 04:53:15,792 - mmaction - INFO - Epoch [18][160/264] lr: 4.451e-01, eta: 16:21:34, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3481, top5_acc: 0.6163, loss_cls: 2.8003, loss: 2.8003, grad_norm: 0.9979, top1_acc/aux0: 0.3503, top5_acc/aux0: 0.6241, loss_cls/aux0: 2.7693, loss/aux0: 2.7693, top1_acc/aux1: 0.3840, top5_acc/aux1: 0.6658, loss_cls/aux1: 2.5900, loss/aux1: 2.5900, top1_acc/aux2: 0.3097, top5_acc/aux2: 0.5899, loss_cls/aux2: 2.9545, loss/aux2: 2.9545 2020-10-25 04:54:03,427 - mmaction - INFO - Epoch [18][180/264] lr: 4.451e-01, eta: 16:21:17, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3252, top5_acc: 0.5918, loss_cls: 2.8922, loss: 2.8922, grad_norm: 0.9795, top1_acc/aux0: 0.3609, top5_acc/aux0: 0.6366, loss_cls/aux0: 2.7465, loss/aux0: 2.7465, top1_acc/aux1: 0.3729, top5_acc/aux1: 0.6634, loss_cls/aux1: 2.6156, loss/aux1: 2.6156, top1_acc/aux2: 0.3108, top5_acc/aux2: 0.5854, loss_cls/aux2: 2.9404, loss/aux2: 2.9404 2020-10-25 04:54:51,210 - mmaction - INFO - Epoch [18][200/264] lr: 4.451e-01, eta: 16:21:05, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.3438, top5_acc: 0.6236, loss_cls: 2.7799, loss: 2.7799, grad_norm: 0.9966, top1_acc/aux0: 0.3481, top5_acc/aux0: 0.6255, loss_cls/aux0: 2.7930, loss/aux0: 2.7930, top1_acc/aux1: 0.3649, top5_acc/aux1: 0.6580, loss_cls/aux1: 2.6303, loss/aux1: 2.6303, top1_acc/aux2: 0.3089, top5_acc/aux2: 0.5799, loss_cls/aux2: 2.9779, loss/aux2: 2.9779 2020-10-25 04:55:38,675 - mmaction - INFO - Epoch [18][220/264] lr: 4.451e-01, eta: 16:20:51, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.3391, top5_acc: 0.6191, loss_cls: 2.7902, loss: 2.7902, grad_norm: 0.9929, top1_acc/aux0: 0.3405, top5_acc/aux0: 0.6215, loss_cls/aux0: 2.7976, loss/aux0: 2.7976, top1_acc/aux1: 0.3736, top5_acc/aux1: 0.6637, loss_cls/aux1: 2.6049, loss/aux1: 2.6049, top1_acc/aux2: 0.3085, top5_acc/aux2: 0.5809, loss_cls/aux2: 2.9810, loss/aux2: 2.9810 2020-10-25 04:56:26,232 - mmaction - INFO - Epoch [18][240/264] lr: 4.451e-01, eta: 16:20:35, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3345, top5_acc: 0.6210, loss_cls: 2.8116, loss: 2.8116, grad_norm: 1.0183, top1_acc/aux0: 0.3427, top5_acc/aux0: 0.6220, loss_cls/aux0: 2.7881, loss/aux0: 2.7881, top1_acc/aux1: 0.3816, top5_acc/aux1: 0.6724, loss_cls/aux1: 2.5830, loss/aux1: 2.5830, top1_acc/aux2: 0.3155, top5_acc/aux2: 0.5873, loss_cls/aux2: 2.9419, loss/aux2: 2.9419 2020-10-25 04:57:13,555 - mmaction - INFO - Epoch [18][260/264] lr: 4.451e-01, eta: 16:20:17, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3398, top5_acc: 0.6153, loss_cls: 2.8142, loss: 2.8142, grad_norm: 0.9744, top1_acc/aux0: 0.3552, top5_acc/aux0: 0.6248, loss_cls/aux0: 2.7744, loss/aux0: 2.7744, top1_acc/aux1: 0.3849, top5_acc/aux1: 0.6641, loss_cls/aux1: 2.5961, loss/aux1: 2.5961, top1_acc/aux2: 0.3163, top5_acc/aux2: 0.5990, loss_cls/aux2: 2.9427, loss/aux2: 2.9427 2020-10-25 05:00:42,624 - mmaction - INFO - Epoch [19][20/264] lr: 4.445e-01, eta: 16:19:12, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.3439, top5_acc: 0.6139, loss_cls: 2.7952, loss: 2.7952, grad_norm: 0.9803, top1_acc/aux0: 0.3531, top5_acc/aux0: 0.6431, loss_cls/aux0: 2.7314, loss/aux0: 2.7314, top1_acc/aux1: 0.3868, top5_acc/aux1: 0.6729, loss_cls/aux1: 2.5311, loss/aux1: 2.5311, top1_acc/aux2: 0.3247, top5_acc/aux2: 0.5924, loss_cls/aux2: 2.9276, loss/aux2: 2.9276 2020-10-25 05:01:30,069 - mmaction - INFO - Epoch [19][40/264] lr: 4.445e-01, eta: 16:18:58, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3431, top5_acc: 0.6253, loss_cls: 2.7750, loss: 2.7750, grad_norm: 0.9997, top1_acc/aux0: 0.3533, top5_acc/aux0: 0.6413, loss_cls/aux0: 2.7373, loss/aux0: 2.7373, top1_acc/aux1: 0.3757, top5_acc/aux1: 0.6649, loss_cls/aux1: 2.5862, loss/aux1: 2.5862, top1_acc/aux2: 0.3222, top5_acc/aux2: 0.5979, loss_cls/aux2: 2.9179, loss/aux2: 2.9179 2020-10-25 05:02:17,375 - mmaction - INFO - Epoch [19][60/264] lr: 4.445e-01, eta: 16:18:43, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3450, top5_acc: 0.6248, loss_cls: 2.7647, loss: 2.7647, grad_norm: 0.9991, top1_acc/aux0: 0.3495, top5_acc/aux0: 0.6391, loss_cls/aux0: 2.7355, loss/aux0: 2.7355, top1_acc/aux1: 0.3788, top5_acc/aux1: 0.6635, loss_cls/aux1: 2.6026, loss/aux1: 2.6026, top1_acc/aux2: 0.3155, top5_acc/aux2: 0.5983, loss_cls/aux2: 2.9376, loss/aux2: 2.9376 2020-10-25 05:03:05,395 - mmaction - INFO - Epoch [19][80/264] lr: 4.445e-01, eta: 16:18:32, time: 0.966, data_time: 0.000, memory: 8466, top1_acc: 0.3491, top5_acc: 0.6179, loss_cls: 2.7870, loss: 2.7870, grad_norm: 1.0046, top1_acc/aux0: 0.3438, top5_acc/aux0: 0.6302, loss_cls/aux0: 2.7564, loss/aux0: 2.7564, top1_acc/aux1: 0.3830, top5_acc/aux1: 0.6675, loss_cls/aux1: 2.5805, loss/aux1: 2.5805, top1_acc/aux2: 0.3123, top5_acc/aux2: 0.5934, loss_cls/aux2: 2.9554, loss/aux2: 2.9554 2020-10-25 05:03:52,922 - mmaction - INFO - Epoch [19][100/264] lr: 4.445e-01, eta: 16:18:20, time: 0.963, data_time: 0.000, memory: 8466, top1_acc: 0.3505, top5_acc: 0.6250, loss_cls: 2.7554, loss: 2.7554, grad_norm: 0.9928, top1_acc/aux0: 0.3368, top5_acc/aux0: 0.6259, loss_cls/aux0: 2.7878, loss/aux0: 2.7878, top1_acc/aux1: 0.3719, top5_acc/aux1: 0.6615, loss_cls/aux1: 2.5975, loss/aux1: 2.5975, top1_acc/aux2: 0.3201, top5_acc/aux2: 0.5981, loss_cls/aux2: 2.9260, loss/aux2: 2.9260 2020-10-25 05:04:40,342 - mmaction - INFO - Epoch [19][120/264] lr: 4.445e-01, eta: 16:18:05, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3432, top5_acc: 0.6189, loss_cls: 2.7815, loss: 2.7815, grad_norm: 0.9877, top1_acc/aux0: 0.3490, top5_acc/aux0: 0.6325, loss_cls/aux0: 2.7557, loss/aux0: 2.7557, top1_acc/aux1: 0.3731, top5_acc/aux1: 0.6595, loss_cls/aux1: 2.5826, loss/aux1: 2.5826, top1_acc/aux2: 0.3217, top5_acc/aux2: 0.5965, loss_cls/aux2: 2.9254, loss/aux2: 2.9254 2020-10-25 05:05:28,076 - mmaction - INFO - Epoch [19][140/264] lr: 4.445e-01, eta: 16:17:51, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3413, top5_acc: 0.6151, loss_cls: 2.7862, loss: 2.7862, grad_norm: 1.0022, top1_acc/aux0: 0.3535, top5_acc/aux0: 0.6280, loss_cls/aux0: 2.7713, loss/aux0: 2.7713, top1_acc/aux1: 0.3833, top5_acc/aux1: 0.6646, loss_cls/aux1: 2.5864, loss/aux1: 2.5864, top1_acc/aux2: 0.3163, top5_acc/aux2: 0.5887, loss_cls/aux2: 2.9364, loss/aux2: 2.9364 2020-10-25 05:06:15,355 - mmaction - INFO - Epoch [19][160/264] lr: 4.445e-01, eta: 16:17:36, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3394, top5_acc: 0.6153, loss_cls: 2.8261, loss: 2.8261, grad_norm: 0.9943, top1_acc/aux0: 0.3465, top5_acc/aux0: 0.6253, loss_cls/aux0: 2.7949, loss/aux0: 2.7949, top1_acc/aux1: 0.3832, top5_acc/aux1: 0.6656, loss_cls/aux1: 2.5979, loss/aux1: 2.5979, top1_acc/aux2: 0.3122, top5_acc/aux2: 0.5875, loss_cls/aux2: 2.9459, loss/aux2: 2.9459 2020-10-25 05:07:02,748 - mmaction - INFO - Epoch [19][180/264] lr: 4.445e-01, eta: 16:17:20, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3370, top5_acc: 0.6188, loss_cls: 2.8245, loss: 2.8245, grad_norm: 1.0181, top1_acc/aux0: 0.3481, top5_acc/aux0: 0.6273, loss_cls/aux0: 2.7844, loss/aux0: 2.7844, top1_acc/aux1: 0.3738, top5_acc/aux1: 0.6627, loss_cls/aux1: 2.5882, loss/aux1: 2.5882, top1_acc/aux2: 0.3109, top5_acc/aux2: 0.5840, loss_cls/aux2: 2.9616, loss/aux2: 2.9616 2020-10-25 05:07:50,430 - mmaction - INFO - Epoch [19][200/264] lr: 4.445e-01, eta: 16:17:07, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.3384, top5_acc: 0.6217, loss_cls: 2.7698, loss: 2.7698, grad_norm: 1.0002, top1_acc/aux0: 0.3533, top5_acc/aux0: 0.6266, loss_cls/aux0: 2.7675, loss/aux0: 2.7675, top1_acc/aux1: 0.3755, top5_acc/aux1: 0.6573, loss_cls/aux1: 2.6053, loss/aux1: 2.6053, top1_acc/aux2: 0.3188, top5_acc/aux2: 0.5859, loss_cls/aux2: 2.9410, loss/aux2: 2.9410 2020-10-25 05:08:37,906 - mmaction - INFO - Epoch [19][220/264] lr: 4.445e-01, eta: 16:16:53, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3403, top5_acc: 0.6104, loss_cls: 2.8269, loss: 2.8269, grad_norm: 0.9764, top1_acc/aux0: 0.3611, top5_acc/aux0: 0.6300, loss_cls/aux0: 2.7437, loss/aux0: 2.7437, top1_acc/aux1: 0.3814, top5_acc/aux1: 0.6562, loss_cls/aux1: 2.5992, loss/aux1: 2.5992, top1_acc/aux2: 0.3170, top5_acc/aux2: 0.5873, loss_cls/aux2: 2.9445, loss/aux2: 2.9445 2020-10-25 05:09:25,312 - mmaction - INFO - Epoch [19][240/264] lr: 4.445e-01, eta: 16:16:38, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3368, top5_acc: 0.6142, loss_cls: 2.8015, loss: 2.8015, grad_norm: 0.9908, top1_acc/aux0: 0.3535, top5_acc/aux0: 0.6326, loss_cls/aux0: 2.7455, loss/aux0: 2.7455, top1_acc/aux1: 0.3825, top5_acc/aux1: 0.6681, loss_cls/aux1: 2.5577, loss/aux1: 2.5577, top1_acc/aux2: 0.3104, top5_acc/aux2: 0.5866, loss_cls/aux2: 2.9394, loss/aux2: 2.9394 2020-10-25 05:10:12,824 - mmaction - INFO - Epoch [19][260/264] lr: 4.445e-01, eta: 16:16:21, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3342, top5_acc: 0.6125, loss_cls: 2.8086, loss: 2.8086, grad_norm: 0.9676, top1_acc/aux0: 0.3493, top5_acc/aux0: 0.6247, loss_cls/aux0: 2.7788, loss/aux0: 2.7788, top1_acc/aux1: 0.3762, top5_acc/aux1: 0.6681, loss_cls/aux1: 2.5837, loss/aux1: 2.5837, top1_acc/aux2: 0.3134, top5_acc/aux2: 0.5913, loss_cls/aux2: 2.9128, loss/aux2: 2.9128 2020-10-25 05:13:38,313 - mmaction - INFO - Epoch [20][20/264] lr: 4.439e-01, eta: 16:15:13, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3403, top5_acc: 0.6184, loss_cls: 2.8123, loss: 2.8123, grad_norm: 0.9974, top1_acc/aux0: 0.3458, top5_acc/aux0: 0.6306, loss_cls/aux0: 2.8044, loss/aux0: 2.8044, top1_acc/aux1: 0.3806, top5_acc/aux1: 0.6733, loss_cls/aux1: 2.5808, loss/aux1: 2.5808, top1_acc/aux2: 0.3090, top5_acc/aux2: 0.5868, loss_cls/aux2: 2.9438, loss/aux2: 2.9438 2020-10-25 05:14:25,623 - mmaction - INFO - Epoch [20][40/264] lr: 4.439e-01, eta: 16:14:58, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3486, top5_acc: 0.6292, loss_cls: 2.7417, loss: 2.7417, grad_norm: 1.0003, top1_acc/aux0: 0.3514, top5_acc/aux0: 0.6378, loss_cls/aux0: 2.7646, loss/aux0: 2.7646, top1_acc/aux1: 0.3819, top5_acc/aux1: 0.6731, loss_cls/aux1: 2.5807, loss/aux1: 2.5807, top1_acc/aux2: 0.3146, top5_acc/aux2: 0.5875, loss_cls/aux2: 2.9522, loss/aux2: 2.9522 2020-10-25 05:15:12,915 - mmaction - INFO - Epoch [20][60/264] lr: 4.439e-01, eta: 16:14:43, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3493, top5_acc: 0.6406, loss_cls: 2.7147, loss: 2.7147, grad_norm: 0.9951, top1_acc/aux0: 0.3575, top5_acc/aux0: 0.6431, loss_cls/aux0: 2.7281, loss/aux0: 2.7281, top1_acc/aux1: 0.3844, top5_acc/aux1: 0.6736, loss_cls/aux1: 2.5530, loss/aux1: 2.5530, top1_acc/aux2: 0.3158, top5_acc/aux2: 0.5878, loss_cls/aux2: 2.9610, loss/aux2: 2.9610 2020-10-25 05:16:00,033 - mmaction - INFO - Epoch [20][80/264] lr: 4.439e-01, eta: 16:14:25, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3358, top5_acc: 0.6250, loss_cls: 2.7924, loss: 2.7924, grad_norm: 1.0103, top1_acc/aux0: 0.3576, top5_acc/aux0: 0.6384, loss_cls/aux0: 2.7331, loss/aux0: 2.7331, top1_acc/aux1: 0.3806, top5_acc/aux1: 0.6670, loss_cls/aux1: 2.5611, loss/aux1: 2.5611, top1_acc/aux2: 0.3132, top5_acc/aux2: 0.5925, loss_cls/aux2: 2.9434, loss/aux2: 2.9434 2020-10-25 05:16:47,649 - mmaction - INFO - Epoch [20][100/264] lr: 4.439e-01, eta: 16:14:10, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3420, top5_acc: 0.6158, loss_cls: 2.7997, loss: 2.7997, grad_norm: 1.0043, top1_acc/aux0: 0.3528, top5_acc/aux0: 0.6281, loss_cls/aux0: 2.7664, loss/aux0: 2.7664, top1_acc/aux1: 0.3811, top5_acc/aux1: 0.6679, loss_cls/aux1: 2.5626, loss/aux1: 2.5626, top1_acc/aux2: 0.3135, top5_acc/aux2: 0.5950, loss_cls/aux2: 2.9337, loss/aux2: 2.9337 2020-10-25 05:17:34,982 - mmaction - INFO - Epoch [20][120/264] lr: 4.439e-01, eta: 16:13:55, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3420, top5_acc: 0.6288, loss_cls: 2.7737, loss: 2.7737, grad_norm: 1.0378, top1_acc/aux0: 0.3481, top5_acc/aux0: 0.6250, loss_cls/aux0: 2.7742, loss/aux0: 2.7742, top1_acc/aux1: 0.3833, top5_acc/aux1: 0.6769, loss_cls/aux1: 2.5335, loss/aux1: 2.5335, top1_acc/aux2: 0.3238, top5_acc/aux2: 0.5995, loss_cls/aux2: 2.8837, loss/aux2: 2.8837 2020-10-25 05:18:22,471 - mmaction - INFO - Epoch [20][140/264] lr: 4.439e-01, eta: 16:13:39, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3533, top5_acc: 0.6302, loss_cls: 2.7416, loss: 2.7416, grad_norm: 1.0125, top1_acc/aux0: 0.3571, top5_acc/aux0: 0.6387, loss_cls/aux0: 2.7302, loss/aux0: 2.7302, top1_acc/aux1: 0.3891, top5_acc/aux1: 0.6785, loss_cls/aux1: 2.5150, loss/aux1: 2.5150, top1_acc/aux2: 0.3290, top5_acc/aux2: 0.5964, loss_cls/aux2: 2.8781, loss/aux2: 2.8781 2020-10-25 05:19:10,458 - mmaction - INFO - Epoch [20][160/264] lr: 4.439e-01, eta: 16:13:24, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3491, top5_acc: 0.6210, loss_cls: 2.7871, loss: 2.7871, grad_norm: 1.0039, top1_acc/aux0: 0.3616, top5_acc/aux0: 0.6464, loss_cls/aux0: 2.7210, loss/aux0: 2.7210, top1_acc/aux1: 0.3936, top5_acc/aux1: 0.6722, loss_cls/aux1: 2.5209, loss/aux1: 2.5209, top1_acc/aux2: 0.3179, top5_acc/aux2: 0.5870, loss_cls/aux2: 2.9476, loss/aux2: 2.9476 2020-10-25 05:19:58,044 - mmaction - INFO - Epoch [20][180/264] lr: 4.439e-01, eta: 16:13:09, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3446, top5_acc: 0.6189, loss_cls: 2.7817, loss: 2.7817, grad_norm: 0.9999, top1_acc/aux0: 0.3472, top5_acc/aux0: 0.6391, loss_cls/aux0: 2.7620, loss/aux0: 2.7620, top1_acc/aux1: 0.3854, top5_acc/aux1: 0.6670, loss_cls/aux1: 2.5566, loss/aux1: 2.5566, top1_acc/aux2: 0.3148, top5_acc/aux2: 0.5870, loss_cls/aux2: 2.9523, loss/aux2: 2.9523 2020-10-25 05:20:45,641 - mmaction - INFO - Epoch [20][200/264] lr: 4.439e-01, eta: 16:12:54, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3613, top5_acc: 0.6326, loss_cls: 2.7344, loss: 2.7344, grad_norm: 1.0050, top1_acc/aux0: 0.3451, top5_acc/aux0: 0.6368, loss_cls/aux0: 2.7525, loss/aux0: 2.7525, top1_acc/aux1: 0.3870, top5_acc/aux1: 0.6679, loss_cls/aux1: 2.5407, loss/aux1: 2.5407, top1_acc/aux2: 0.3219, top5_acc/aux2: 0.5970, loss_cls/aux2: 2.8948, loss/aux2: 2.8948 2020-10-25 05:21:33,130 - mmaction - INFO - Epoch [20][220/264] lr: 4.439e-01, eta: 16:12:37, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3542, top5_acc: 0.6345, loss_cls: 2.6922, loss: 2.6922, grad_norm: 1.0100, top1_acc/aux0: 0.3505, top5_acc/aux0: 0.6321, loss_cls/aux0: 2.7589, loss/aux0: 2.7589, top1_acc/aux1: 0.3891, top5_acc/aux1: 0.6689, loss_cls/aux1: 2.5428, loss/aux1: 2.5428, top1_acc/aux2: 0.3266, top5_acc/aux2: 0.5981, loss_cls/aux2: 2.8807, loss/aux2: 2.8807 2020-10-25 05:22:21,028 - mmaction - INFO - Epoch [20][240/264] lr: 4.439e-01, eta: 16:12:25, time: 0.964, data_time: 0.000, memory: 8466, top1_acc: 0.3503, top5_acc: 0.6234, loss_cls: 2.7785, loss: 2.7785, grad_norm: 1.0062, top1_acc/aux0: 0.3545, top5_acc/aux0: 0.6314, loss_cls/aux0: 2.7697, loss/aux0: 2.7697, top1_acc/aux1: 0.3826, top5_acc/aux1: 0.6635, loss_cls/aux1: 2.5807, loss/aux1: 2.5807, top1_acc/aux2: 0.3227, top5_acc/aux2: 0.5918, loss_cls/aux2: 2.9029, loss/aux2: 2.9029 2020-10-25 05:23:08,465 - mmaction - INFO - Epoch [20][260/264] lr: 4.439e-01, eta: 16:12:10, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3438, top5_acc: 0.6208, loss_cls: 2.7753, loss: 2.7753, grad_norm: 0.9939, top1_acc/aux0: 0.3582, top5_acc/aux0: 0.6365, loss_cls/aux0: 2.7378, loss/aux0: 2.7378, top1_acc/aux1: 0.3819, top5_acc/aux1: 0.6644, loss_cls/aux1: 2.5816, loss/aux1: 2.5816, top1_acc/aux2: 0.3175, top5_acc/aux2: 0.5948, loss_cls/aux2: 2.9073, loss/aux2: 2.9073 2020-10-25 05:26:31,397 - mmaction - INFO - Epoch [21][20/264] lr: 4.433e-01, eta: 16:11:05, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3622, top5_acc: 0.6391, loss_cls: 2.6998, loss: 2.6998, grad_norm: 1.0063, top1_acc/aux0: 0.3611, top5_acc/aux0: 0.6257, loss_cls/aux0: 2.7656, loss/aux0: 2.7656, top1_acc/aux1: 0.3785, top5_acc/aux1: 0.6667, loss_cls/aux1: 2.5668, loss/aux1: 2.5668, top1_acc/aux2: 0.3233, top5_acc/aux2: 0.5941, loss_cls/aux2: 2.9055, loss/aux2: 2.9055 2020-10-25 05:27:18,844 - mmaction - INFO - Epoch [21][40/264] lr: 4.433e-01, eta: 16:10:52, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3524, top5_acc: 0.6240, loss_cls: 2.7586, loss: 2.7586, grad_norm: 1.0233, top1_acc/aux0: 0.3564, top5_acc/aux0: 0.6295, loss_cls/aux0: 2.7574, loss/aux0: 2.7574, top1_acc/aux1: 0.3814, top5_acc/aux1: 0.6689, loss_cls/aux1: 2.5651, loss/aux1: 2.5651, top1_acc/aux2: 0.3120, top5_acc/aux2: 0.5865, loss_cls/aux2: 2.9309, loss/aux2: 2.9309 2020-10-25 05:28:06,253 - mmaction - INFO - Epoch [21][60/264] lr: 4.433e-01, eta: 16:10:36, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3450, top5_acc: 0.6271, loss_cls: 2.7798, loss: 2.7798, grad_norm: 1.0109, top1_acc/aux0: 0.3543, top5_acc/aux0: 0.6380, loss_cls/aux0: 2.7337, loss/aux0: 2.7337, top1_acc/aux1: 0.3852, top5_acc/aux1: 0.6734, loss_cls/aux1: 2.5305, loss/aux1: 2.5305, top1_acc/aux2: 0.3108, top5_acc/aux2: 0.5878, loss_cls/aux2: 2.9274, loss/aux2: 2.9274 2020-10-25 05:28:53,827 - mmaction - INFO - Epoch [21][80/264] lr: 4.433e-01, eta: 16:10:20, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3439, top5_acc: 0.6236, loss_cls: 2.7426, loss: 2.7426, grad_norm: 0.9962, top1_acc/aux0: 0.3686, top5_acc/aux0: 0.6479, loss_cls/aux0: 2.6860, loss/aux0: 2.6860, top1_acc/aux1: 0.3872, top5_acc/aux1: 0.6681, loss_cls/aux1: 2.5306, loss/aux1: 2.5306, top1_acc/aux2: 0.3236, top5_acc/aux2: 0.6056, loss_cls/aux2: 2.8802, loss/aux2: 2.8802 2020-10-25 05:29:41,623 - mmaction - INFO - Epoch [21][100/264] lr: 4.433e-01, eta: 16:10:07, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.3503, top5_acc: 0.6231, loss_cls: 2.7630, loss: 2.7630, grad_norm: 1.0099, top1_acc/aux0: 0.3719, top5_acc/aux0: 0.6523, loss_cls/aux0: 2.6667, loss/aux0: 2.6667, top1_acc/aux1: 0.3873, top5_acc/aux1: 0.6682, loss_cls/aux1: 2.5370, loss/aux1: 2.5370, top1_acc/aux2: 0.3186, top5_acc/aux2: 0.6050, loss_cls/aux2: 2.8886, loss/aux2: 2.8886 2020-10-25 05:30:29,994 - mmaction - INFO - Epoch [21][120/264] lr: 4.433e-01, eta: 16:09:52, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3554, top5_acc: 0.6229, loss_cls: 2.7540, loss: 2.7540, grad_norm: 1.0068, top1_acc/aux0: 0.3660, top5_acc/aux0: 0.6488, loss_cls/aux0: 2.6971, loss/aux0: 2.6971, top1_acc/aux1: 0.3896, top5_acc/aux1: 0.6806, loss_cls/aux1: 2.5047, loss/aux1: 2.5047, top1_acc/aux2: 0.3127, top5_acc/aux2: 0.5903, loss_cls/aux2: 2.9174, loss/aux2: 2.9174 2020-10-25 05:31:17,370 - mmaction - INFO - Epoch [21][140/264] lr: 4.433e-01, eta: 16:09:36, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3377, top5_acc: 0.6217, loss_cls: 2.7898, loss: 2.7898, grad_norm: 1.0196, top1_acc/aux0: 0.3500, top5_acc/aux0: 0.6325, loss_cls/aux0: 2.7641, loss/aux0: 2.7641, top1_acc/aux1: 0.3922, top5_acc/aux1: 0.6785, loss_cls/aux1: 2.5203, loss/aux1: 2.5203, top1_acc/aux2: 0.3222, top5_acc/aux2: 0.5974, loss_cls/aux2: 2.8989, loss/aux2: 2.8989 2020-10-25 05:32:04,987 - mmaction - INFO - Epoch [21][160/264] lr: 4.433e-01, eta: 16:09:20, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3455, top5_acc: 0.6179, loss_cls: 2.7785, loss: 2.7785, grad_norm: 0.9930, top1_acc/aux0: 0.3549, top5_acc/aux0: 0.6352, loss_cls/aux0: 2.7390, loss/aux0: 2.7390, top1_acc/aux1: 0.3920, top5_acc/aux1: 0.6753, loss_cls/aux1: 2.5211, loss/aux1: 2.5211, top1_acc/aux2: 0.3290, top5_acc/aux2: 0.6118, loss_cls/aux2: 2.8620, loss/aux2: 2.8620 2020-10-25 05:32:52,519 - mmaction - INFO - Epoch [21][180/264] lr: 4.433e-01, eta: 16:09:05, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.3519, top5_acc: 0.6255, loss_cls: 2.7360, loss: 2.7360, grad_norm: 1.0157, top1_acc/aux0: 0.3668, top5_acc/aux0: 0.6444, loss_cls/aux0: 2.6839, loss/aux0: 2.6839, top1_acc/aux1: 0.3918, top5_acc/aux1: 0.6800, loss_cls/aux1: 2.5062, loss/aux1: 2.5062, top1_acc/aux2: 0.3306, top5_acc/aux2: 0.6113, loss_cls/aux2: 2.8559, loss/aux2: 2.8559 2020-10-25 05:33:40,128 - mmaction - INFO - Epoch [21][200/264] lr: 4.433e-01, eta: 16:08:50, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3540, top5_acc: 0.6295, loss_cls: 2.7580, loss: 2.7580, grad_norm: 0.9961, top1_acc/aux0: 0.3658, top5_acc/aux0: 0.6491, loss_cls/aux0: 2.6696, loss/aux0: 2.6696, top1_acc/aux1: 0.3939, top5_acc/aux1: 0.6750, loss_cls/aux1: 2.5306, loss/aux1: 2.5306, top1_acc/aux2: 0.3306, top5_acc/aux2: 0.6057, loss_cls/aux2: 2.8648, loss/aux2: 2.8648 2020-10-25 05:34:27,579 - mmaction - INFO - Epoch [21][220/264] lr: 4.433e-01, eta: 16:08:34, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3630, top5_acc: 0.6300, loss_cls: 2.6893, loss: 2.6893, grad_norm: 1.0149, top1_acc/aux0: 0.3630, top5_acc/aux0: 0.6526, loss_cls/aux0: 2.6824, loss/aux0: 2.6824, top1_acc/aux1: 0.3960, top5_acc/aux1: 0.6710, loss_cls/aux1: 2.5377, loss/aux1: 2.5377, top1_acc/aux2: 0.3250, top5_acc/aux2: 0.6082, loss_cls/aux2: 2.8596, loss/aux2: 2.8596 2020-10-25 05:35:15,308 - mmaction - INFO - Epoch [21][240/264] lr: 4.433e-01, eta: 16:08:21, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.3604, top5_acc: 0.6349, loss_cls: 2.7137, loss: 2.7137, grad_norm: 1.0194, top1_acc/aux0: 0.3550, top5_acc/aux0: 0.6481, loss_cls/aux0: 2.7113, loss/aux0: 2.7113, top1_acc/aux1: 0.3981, top5_acc/aux1: 0.6755, loss_cls/aux1: 2.5310, loss/aux1: 2.5310, top1_acc/aux2: 0.3233, top5_acc/aux2: 0.6108, loss_cls/aux2: 2.8496, loss/aux2: 2.8496 2020-10-25 05:36:02,843 - mmaction - INFO - Epoch [21][260/264] lr: 4.433e-01, eta: 16:08:08, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.3450, top5_acc: 0.6201, loss_cls: 2.7859, loss: 2.7859, grad_norm: 1.0177, top1_acc/aux0: 0.3587, top5_acc/aux0: 0.6462, loss_cls/aux0: 2.7040, loss/aux0: 2.7040, top1_acc/aux1: 0.4003, top5_acc/aux1: 0.6774, loss_cls/aux1: 2.5205, loss/aux1: 2.5205, top1_acc/aux2: 0.3222, top5_acc/aux2: 0.5990, loss_cls/aux2: 2.8777, loss/aux2: 2.8777 2020-10-25 05:39:26,408 - mmaction - INFO - Epoch [22][20/264] lr: 4.426e-01, eta: 16:07:05, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3519, top5_acc: 0.6300, loss_cls: 2.7333, loss: 2.7333, grad_norm: 0.9963, top1_acc/aux0: 0.3712, top5_acc/aux0: 0.6594, loss_cls/aux0: 2.6683, loss/aux0: 2.6683, top1_acc/aux1: 0.3861, top5_acc/aux1: 0.6622, loss_cls/aux1: 2.5456, loss/aux1: 2.5456, top1_acc/aux2: 0.3337, top5_acc/aux2: 0.5983, loss_cls/aux2: 2.8892, loss/aux2: 2.8892 2020-10-25 05:40:13,953 - mmaction - INFO - Epoch [22][40/264] lr: 4.426e-01, eta: 16:06:49, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3523, top5_acc: 0.6196, loss_cls: 2.7763, loss: 2.7763, grad_norm: 1.0246, top1_acc/aux0: 0.3689, top5_acc/aux0: 0.6549, loss_cls/aux0: 2.6696, loss/aux0: 2.6696, top1_acc/aux1: 0.3821, top5_acc/aux1: 0.6566, loss_cls/aux1: 2.5971, loss/aux1: 2.5971, top1_acc/aux2: 0.3250, top5_acc/aux2: 0.6016, loss_cls/aux2: 2.8784, loss/aux2: 2.8784 2020-10-25 05:41:01,483 - mmaction - INFO - Epoch [22][60/264] lr: 4.426e-01, eta: 16:06:35, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.3519, top5_acc: 0.6316, loss_cls: 2.7516, loss: 2.7516, grad_norm: 0.9872, top1_acc/aux0: 0.3616, top5_acc/aux0: 0.6465, loss_cls/aux0: 2.7021, loss/aux0: 2.7021, top1_acc/aux1: 0.3818, top5_acc/aux1: 0.6627, loss_cls/aux1: 2.6066, loss/aux1: 2.6066, top1_acc/aux2: 0.3127, top5_acc/aux2: 0.5873, loss_cls/aux2: 2.8979, loss/aux2: 2.8979 2020-10-25 05:41:49,171 - mmaction - INFO - Epoch [22][80/264] lr: 4.426e-01, eta: 16:06:20, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3561, top5_acc: 0.6318, loss_cls: 2.7336, loss: 2.7336, grad_norm: 1.0140, top1_acc/aux0: 0.3665, top5_acc/aux0: 0.6516, loss_cls/aux0: 2.6649, loss/aux0: 2.6649, top1_acc/aux1: 0.3957, top5_acc/aux1: 0.6788, loss_cls/aux1: 2.5424, loss/aux1: 2.5424, top1_acc/aux2: 0.3227, top5_acc/aux2: 0.5849, loss_cls/aux2: 2.8832, loss/aux2: 2.8832 2020-10-25 05:42:36,838 - mmaction - INFO - Epoch [22][100/264] lr: 4.426e-01, eta: 16:06:06, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.3575, top5_acc: 0.6372, loss_cls: 2.7219, loss: 2.7219, grad_norm: 1.0020, top1_acc/aux0: 0.3641, top5_acc/aux0: 0.6500, loss_cls/aux0: 2.6657, loss/aux0: 2.6657, top1_acc/aux1: 0.3918, top5_acc/aux1: 0.6741, loss_cls/aux1: 2.5365, loss/aux1: 2.5365, top1_acc/aux2: 0.3323, top5_acc/aux2: 0.5993, loss_cls/aux2: 2.8687, loss/aux2: 2.8687 2020-10-25 05:43:24,414 - mmaction - INFO - Epoch [22][120/264] lr: 4.426e-01, eta: 16:05:50, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3472, top5_acc: 0.6264, loss_cls: 2.7335, loss: 2.7335, grad_norm: 1.0098, top1_acc/aux0: 0.3569, top5_acc/aux0: 0.6460, loss_cls/aux0: 2.7068, loss/aux0: 2.7068, top1_acc/aux1: 0.3797, top5_acc/aux1: 0.6651, loss_cls/aux1: 2.5785, loss/aux1: 2.5785, top1_acc/aux2: 0.3262, top5_acc/aux2: 0.6012, loss_cls/aux2: 2.8778, loss/aux2: 2.8778 2020-10-25 05:44:11,850 - mmaction - INFO - Epoch [22][140/264] lr: 4.426e-01, eta: 16:05:34, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3585, top5_acc: 0.6297, loss_cls: 2.7208, loss: 2.7208, grad_norm: 1.0123, top1_acc/aux0: 0.3681, top5_acc/aux0: 0.6503, loss_cls/aux0: 2.6705, loss/aux0: 2.6705, top1_acc/aux1: 0.3918, top5_acc/aux1: 0.6727, loss_cls/aux1: 2.5523, loss/aux1: 2.5523, top1_acc/aux2: 0.3205, top5_acc/aux2: 0.5917, loss_cls/aux2: 2.9064, loss/aux2: 2.9064 2020-10-25 05:44:59,462 - mmaction - INFO - Epoch [22][160/264] lr: 4.426e-01, eta: 16:05:17, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3556, top5_acc: 0.6337, loss_cls: 2.7390, loss: 2.7390, grad_norm: 1.0157, top1_acc/aux0: 0.3660, top5_acc/aux0: 0.6394, loss_cls/aux0: 2.6969, loss/aux0: 2.6969, top1_acc/aux1: 0.3970, top5_acc/aux1: 0.6802, loss_cls/aux1: 2.5124, loss/aux1: 2.5124, top1_acc/aux2: 0.3184, top5_acc/aux2: 0.5918, loss_cls/aux2: 2.9241, loss/aux2: 2.9241 2020-10-25 05:45:47,124 - mmaction - INFO - Epoch [22][180/264] lr: 4.426e-01, eta: 16:05:03, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3500, top5_acc: 0.6224, loss_cls: 2.7616, loss: 2.7616, grad_norm: 1.0034, top1_acc/aux0: 0.3625, top5_acc/aux0: 0.6363, loss_cls/aux0: 2.7218, loss/aux0: 2.7218, top1_acc/aux1: 0.3960, top5_acc/aux1: 0.6797, loss_cls/aux1: 2.5240, loss/aux1: 2.5240, top1_acc/aux2: 0.3229, top5_acc/aux2: 0.6078, loss_cls/aux2: 2.8716, loss/aux2: 2.8716 2020-10-25 05:46:34,635 - mmaction - INFO - Epoch [22][200/264] lr: 4.426e-01, eta: 16:04:47, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3455, top5_acc: 0.6274, loss_cls: 2.7592, loss: 2.7592, grad_norm: 1.0146, top1_acc/aux0: 0.3592, top5_acc/aux0: 0.6405, loss_cls/aux0: 2.7245, loss/aux0: 2.7245, top1_acc/aux1: 0.3979, top5_acc/aux1: 0.6736, loss_cls/aux1: 2.5309, loss/aux1: 2.5309, top1_acc/aux2: 0.3236, top5_acc/aux2: 0.6026, loss_cls/aux2: 2.8818, loss/aux2: 2.8818 2020-10-25 05:47:22,081 - mmaction - INFO - Epoch [22][220/264] lr: 4.426e-01, eta: 16:04:30, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3503, top5_acc: 0.6198, loss_cls: 2.7616, loss: 2.7616, grad_norm: 0.9889, top1_acc/aux0: 0.3622, top5_acc/aux0: 0.6484, loss_cls/aux0: 2.6998, loss/aux0: 2.6998, top1_acc/aux1: 0.3976, top5_acc/aux1: 0.6693, loss_cls/aux1: 2.5432, loss/aux1: 2.5432, top1_acc/aux2: 0.3347, top5_acc/aux2: 0.6016, loss_cls/aux2: 2.8601, loss/aux2: 2.8601 2020-10-25 05:48:09,494 - mmaction - INFO - Epoch [22][240/264] lr: 4.426e-01, eta: 16:04:15, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.3592, top5_acc: 0.6288, loss_cls: 2.7199, loss: 2.7199, grad_norm: 1.0299, top1_acc/aux0: 0.3677, top5_acc/aux0: 0.6615, loss_cls/aux0: 2.6581, loss/aux0: 2.6581, top1_acc/aux1: 0.3946, top5_acc/aux1: 0.6809, loss_cls/aux1: 2.5110, loss/aux1: 2.5110, top1_acc/aux2: 0.3345, top5_acc/aux2: 0.6023, loss_cls/aux2: 2.8423, loss/aux2: 2.8423 2020-10-25 05:48:57,102 - mmaction - INFO - Epoch [22][260/264] lr: 4.426e-01, eta: 16:03:59, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3491, top5_acc: 0.6252, loss_cls: 2.7588, loss: 2.7588, grad_norm: 1.0007, top1_acc/aux0: 0.3622, top5_acc/aux0: 0.6578, loss_cls/aux0: 2.6552, loss/aux0: 2.6552, top1_acc/aux1: 0.3799, top5_acc/aux1: 0.6788, loss_cls/aux1: 2.5380, loss/aux1: 2.5380, top1_acc/aux2: 0.3201, top5_acc/aux2: 0.5991, loss_cls/aux2: 2.8777, loss/aux2: 2.8777 2020-10-25 05:52:26,652 - mmaction - INFO - Epoch [23][20/264] lr: 4.418e-01, eta: 16:02:58, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3464, top5_acc: 0.6276, loss_cls: 2.7499, loss: 2.7499, grad_norm: 1.0247, top1_acc/aux0: 0.3639, top5_acc/aux0: 0.6486, loss_cls/aux0: 2.6680, loss/aux0: 2.6680, top1_acc/aux1: 0.4208, top5_acc/aux1: 0.6799, loss_cls/aux1: 2.4836, loss/aux1: 2.4836, top1_acc/aux2: 0.3285, top5_acc/aux2: 0.6059, loss_cls/aux2: 2.8648, loss/aux2: 2.8648 2020-10-25 05:53:13,930 - mmaction - INFO - Epoch [23][40/264] lr: 4.418e-01, eta: 16:02:43, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3566, top5_acc: 0.6288, loss_cls: 2.7477, loss: 2.7477, grad_norm: 1.0075, top1_acc/aux0: 0.3670, top5_acc/aux0: 0.6476, loss_cls/aux0: 2.6858, loss/aux0: 2.6858, top1_acc/aux1: 0.4101, top5_acc/aux1: 0.6766, loss_cls/aux1: 2.4979, loss/aux1: 2.4979, top1_acc/aux2: 0.3292, top5_acc/aux2: 0.6040, loss_cls/aux2: 2.8690, loss/aux2: 2.8690 2020-10-25 05:54:01,465 - mmaction - INFO - Epoch [23][60/264] lr: 4.418e-01, eta: 16:02:26, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3582, top5_acc: 0.6392, loss_cls: 2.6790, loss: 2.6790, grad_norm: 0.9924, top1_acc/aux0: 0.3741, top5_acc/aux0: 0.6545, loss_cls/aux0: 2.6726, loss/aux0: 2.6726, top1_acc/aux1: 0.3960, top5_acc/aux1: 0.6700, loss_cls/aux1: 2.5368, loss/aux1: 2.5368, top1_acc/aux2: 0.3368, top5_acc/aux2: 0.6080, loss_cls/aux2: 2.8334, loss/aux2: 2.8334 2020-10-25 05:54:48,825 - mmaction - INFO - Epoch [23][80/264] lr: 4.418e-01, eta: 16:02:08, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3566, top5_acc: 0.6257, loss_cls: 2.7460, loss: 2.7460, grad_norm: 0.9946, top1_acc/aux0: 0.3755, top5_acc/aux0: 0.6545, loss_cls/aux0: 2.6692, loss/aux0: 2.6692, top1_acc/aux1: 0.3950, top5_acc/aux1: 0.6720, loss_cls/aux1: 2.5425, loss/aux1: 2.5425, top1_acc/aux2: 0.3309, top5_acc/aux2: 0.6030, loss_cls/aux2: 2.8609, loss/aux2: 2.8609 2020-10-25 05:55:36,682 - mmaction - INFO - Epoch [23][100/264] lr: 4.418e-01, eta: 16:01:53, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.3535, top5_acc: 0.6243, loss_cls: 2.7368, loss: 2.7368, grad_norm: 1.0240, top1_acc/aux0: 0.3727, top5_acc/aux0: 0.6457, loss_cls/aux0: 2.6933, loss/aux0: 2.6933, top1_acc/aux1: 0.3964, top5_acc/aux1: 0.6833, loss_cls/aux1: 2.5114, loss/aux1: 2.5114, top1_acc/aux2: 0.3295, top5_acc/aux2: 0.6014, loss_cls/aux2: 2.8819, loss/aux2: 2.8819 2020-10-25 05:56:24,092 - mmaction - INFO - Epoch [23][120/264] lr: 4.418e-01, eta: 16:01:38, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3658, top5_acc: 0.6288, loss_cls: 2.7137, loss: 2.7137, grad_norm: 1.0081, top1_acc/aux0: 0.3710, top5_acc/aux0: 0.6389, loss_cls/aux0: 2.7060, loss/aux0: 2.7060, top1_acc/aux1: 0.3889, top5_acc/aux1: 0.6804, loss_cls/aux1: 2.5248, loss/aux1: 2.5248, top1_acc/aux2: 0.3342, top5_acc/aux2: 0.6089, loss_cls/aux2: 2.8464, loss/aux2: 2.8464 2020-10-25 05:57:11,711 - mmaction - INFO - Epoch [23][140/264] lr: 4.418e-01, eta: 16:01:21, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3547, top5_acc: 0.6306, loss_cls: 2.7325, loss: 2.7325, grad_norm: 1.0051, top1_acc/aux0: 0.3684, top5_acc/aux0: 0.6363, loss_cls/aux0: 2.6935, loss/aux0: 2.6935, top1_acc/aux1: 0.3833, top5_acc/aux1: 0.6743, loss_cls/aux1: 2.5431, loss/aux1: 2.5431, top1_acc/aux2: 0.3274, top5_acc/aux2: 0.6014, loss_cls/aux2: 2.8958, loss/aux2: 2.8958 2020-10-25 05:57:59,358 - mmaction - INFO - Epoch [23][160/264] lr: 4.418e-01, eta: 16:01:07, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3401, top5_acc: 0.6201, loss_cls: 2.7845, loss: 2.7845, grad_norm: 1.0082, top1_acc/aux0: 0.3641, top5_acc/aux0: 0.6460, loss_cls/aux0: 2.6759, loss/aux0: 2.6759, top1_acc/aux1: 0.3922, top5_acc/aux1: 0.6828, loss_cls/aux1: 2.5219, loss/aux1: 2.5219, top1_acc/aux2: 0.3266, top5_acc/aux2: 0.5910, loss_cls/aux2: 2.9297, loss/aux2: 2.9297 2020-10-25 05:58:46,820 - mmaction - INFO - Epoch [23][180/264] lr: 4.418e-01, eta: 16:00:51, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3575, top5_acc: 0.6281, loss_cls: 2.7415, loss: 2.7415, grad_norm: 1.0073, top1_acc/aux0: 0.3585, top5_acc/aux0: 0.6460, loss_cls/aux0: 2.7167, loss/aux0: 2.7167, top1_acc/aux1: 0.4026, top5_acc/aux1: 0.6847, loss_cls/aux1: 2.4906, loss/aux1: 2.4906, top1_acc/aux2: 0.3286, top5_acc/aux2: 0.5894, loss_cls/aux2: 2.9150, loss/aux2: 2.9150 2020-10-25 05:59:34,261 - mmaction - INFO - Epoch [23][200/264] lr: 4.418e-01, eta: 16:00:34, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3592, top5_acc: 0.6356, loss_cls: 2.7013, loss: 2.7013, grad_norm: 1.0153, top1_acc/aux0: 0.3625, top5_acc/aux0: 0.6429, loss_cls/aux0: 2.7139, loss/aux0: 2.7139, top1_acc/aux1: 0.4043, top5_acc/aux1: 0.6868, loss_cls/aux1: 2.4641, loss/aux1: 2.4641, top1_acc/aux2: 0.3241, top5_acc/aux2: 0.5887, loss_cls/aux2: 2.9115, loss/aux2: 2.9115 2020-10-25 06:00:28,379 - mmaction - INFO - Epoch [23][220/264] lr: 4.418e-01, eta: 16:01:24, time: 1.271, data_time: 0.000, memory: 8466, top1_acc: 0.3623, top5_acc: 0.6321, loss_cls: 2.7345, loss: 2.7345, grad_norm: 0.9914, top1_acc/aux0: 0.3700, top5_acc/aux0: 0.6448, loss_cls/aux0: 2.6773, loss/aux0: 2.6773, top1_acc/aux1: 0.3929, top5_acc/aux1: 0.6885, loss_cls/aux1: 2.4867, loss/aux1: 2.4867, top1_acc/aux2: 0.3313, top5_acc/aux2: 0.5873, loss_cls/aux2: 2.8967, loss/aux2: 2.8967 2020-10-25 06:01:15,828 - mmaction - INFO - Epoch [23][240/264] lr: 4.418e-01, eta: 16:01:08, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3663, top5_acc: 0.6295, loss_cls: 2.7209, loss: 2.7209, grad_norm: 1.0230, top1_acc/aux0: 0.3741, top5_acc/aux0: 0.6490, loss_cls/aux0: 2.6657, loss/aux0: 2.6657, top1_acc/aux1: 0.3913, top5_acc/aux1: 0.6814, loss_cls/aux1: 2.5002, loss/aux1: 2.5002, top1_acc/aux2: 0.3410, top5_acc/aux2: 0.6049, loss_cls/aux2: 2.8386, loss/aux2: 2.8386 2020-10-25 06:02:03,468 - mmaction - INFO - Epoch [23][260/264] lr: 4.418e-01, eta: 16:00:54, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.3545, top5_acc: 0.6304, loss_cls: 2.7628, loss: 2.7628, grad_norm: 1.0406, top1_acc/aux0: 0.3622, top5_acc/aux0: 0.6483, loss_cls/aux0: 2.7002, loss/aux0: 2.7002, top1_acc/aux1: 0.4090, top5_acc/aux1: 0.6884, loss_cls/aux1: 2.4495, loss/aux1: 2.4495, top1_acc/aux2: 0.3313, top5_acc/aux2: 0.6155, loss_cls/aux2: 2.8179, loss/aux2: 2.8179 2020-10-25 06:05:53,645 - mmaction - INFO - Epoch [24][20/264] lr: 4.411e-01, eta: 15:59:54, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3595, top5_acc: 0.6332, loss_cls: 2.6937, loss: 2.6937, grad_norm: 0.9970, top1_acc/aux0: 0.3729, top5_acc/aux0: 0.6510, loss_cls/aux0: 2.6567, loss/aux0: 2.6567, top1_acc/aux1: 0.3899, top5_acc/aux1: 0.6785, loss_cls/aux1: 2.5030, loss/aux1: 2.5030, top1_acc/aux2: 0.3347, top5_acc/aux2: 0.6038, loss_cls/aux2: 2.8799, loss/aux2: 2.8799 2020-10-25 06:06:41,425 - mmaction - INFO - Epoch [24][40/264] lr: 4.411e-01, eta: 15:59:38, time: 0.951, data_time: 0.001, memory: 8466, top1_acc: 0.3583, top5_acc: 0.6356, loss_cls: 2.7282, loss: 2.7282, grad_norm: 1.0134, top1_acc/aux0: 0.3688, top5_acc/aux0: 0.6503, loss_cls/aux0: 2.6724, loss/aux0: 2.6724, top1_acc/aux1: 0.3965, top5_acc/aux1: 0.6847, loss_cls/aux1: 2.4884, loss/aux1: 2.4884, top1_acc/aux2: 0.3290, top5_acc/aux2: 0.6049, loss_cls/aux2: 2.8668, loss/aux2: 2.8668 2020-10-25 06:07:28,694 - mmaction - INFO - Epoch [24][60/264] lr: 4.411e-01, eta: 15:59:20, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3519, top5_acc: 0.6323, loss_cls: 2.7260, loss: 2.7260, grad_norm: 1.0222, top1_acc/aux0: 0.3759, top5_acc/aux0: 0.6523, loss_cls/aux0: 2.6611, loss/aux0: 2.6611, top1_acc/aux1: 0.4050, top5_acc/aux1: 0.6929, loss_cls/aux1: 2.4490, loss/aux1: 2.4490, top1_acc/aux2: 0.3257, top5_acc/aux2: 0.6043, loss_cls/aux2: 2.8670, loss/aux2: 2.8670 2020-10-25 06:08:16,153 - mmaction - INFO - Epoch [24][80/264] lr: 4.411e-01, eta: 15:59:02, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3578, top5_acc: 0.6380, loss_cls: 2.7042, loss: 2.7042, grad_norm: 0.9889, top1_acc/aux0: 0.3778, top5_acc/aux0: 0.6500, loss_cls/aux0: 2.6626, loss/aux0: 2.6626, top1_acc/aux1: 0.4007, top5_acc/aux1: 0.6837, loss_cls/aux1: 2.4803, loss/aux1: 2.4803, top1_acc/aux2: 0.3281, top5_acc/aux2: 0.6113, loss_cls/aux2: 2.8532, loss/aux2: 2.8532 2020-10-25 06:09:03,567 - mmaction - INFO - Epoch [24][100/264] lr: 4.411e-01, eta: 15:58:44, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3576, top5_acc: 0.6306, loss_cls: 2.7284, loss: 2.7284, grad_norm: 1.0381, top1_acc/aux0: 0.3677, top5_acc/aux0: 0.6510, loss_cls/aux0: 2.6775, loss/aux0: 2.6775, top1_acc/aux1: 0.3877, top5_acc/aux1: 0.6649, loss_cls/aux1: 2.5539, loss/aux1: 2.5539, top1_acc/aux2: 0.3365, top5_acc/aux2: 0.6247, loss_cls/aux2: 2.8039, loss/aux2: 2.8039 2020-10-25 06:09:51,077 - mmaction - INFO - Epoch [24][120/264] lr: 4.411e-01, eta: 15:58:28, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3620, top5_acc: 0.6399, loss_cls: 2.6973, loss: 2.6973, grad_norm: 1.0393, top1_acc/aux0: 0.3609, top5_acc/aux0: 0.6498, loss_cls/aux0: 2.6992, loss/aux0: 2.6992, top1_acc/aux1: 0.3807, top5_acc/aux1: 0.6635, loss_cls/aux1: 2.5556, loss/aux1: 2.5556, top1_acc/aux2: 0.3366, top5_acc/aux2: 0.6257, loss_cls/aux2: 2.8089, loss/aux2: 2.8089 2020-10-25 06:10:38,609 - mmaction - INFO - Epoch [24][140/264] lr: 4.411e-01, eta: 15:58:11, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3630, top5_acc: 0.6398, loss_cls: 2.6856, loss: 2.6856, grad_norm: 1.0296, top1_acc/aux0: 0.3609, top5_acc/aux0: 0.6439, loss_cls/aux0: 2.6973, loss/aux0: 2.6973, top1_acc/aux1: 0.3932, top5_acc/aux1: 0.6786, loss_cls/aux1: 2.5146, loss/aux1: 2.5146, top1_acc/aux2: 0.3314, top5_acc/aux2: 0.6141, loss_cls/aux2: 2.8556, loss/aux2: 2.8556 2020-10-25 06:11:26,226 - mmaction - INFO - Epoch [24][160/264] lr: 4.411e-01, eta: 15:57:55, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3589, top5_acc: 0.6278, loss_cls: 2.7505, loss: 2.7505, grad_norm: 0.9972, top1_acc/aux0: 0.3720, top5_acc/aux0: 0.6425, loss_cls/aux0: 2.6622, loss/aux0: 2.6622, top1_acc/aux1: 0.3977, top5_acc/aux1: 0.6795, loss_cls/aux1: 2.5211, loss/aux1: 2.5211, top1_acc/aux2: 0.3266, top5_acc/aux2: 0.5924, loss_cls/aux2: 2.9066, loss/aux2: 2.9066 2020-10-25 06:12:13,600 - mmaction - INFO - Epoch [24][180/264] lr: 4.411e-01, eta: 15:57:37, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3580, top5_acc: 0.6396, loss_cls: 2.6878, loss: 2.6878, grad_norm: 1.0217, top1_acc/aux0: 0.3783, top5_acc/aux0: 0.6543, loss_cls/aux0: 2.6385, loss/aux0: 2.6385, top1_acc/aux1: 0.3967, top5_acc/aux1: 0.6745, loss_cls/aux1: 2.5114, loss/aux1: 2.5114, top1_acc/aux2: 0.3304, top5_acc/aux2: 0.6002, loss_cls/aux2: 2.8760, loss/aux2: 2.8760 2020-10-25 06:13:01,416 - mmaction - INFO - Epoch [24][200/264] lr: 4.411e-01, eta: 15:57:21, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3573, top5_acc: 0.6302, loss_cls: 2.7205, loss: 2.7205, grad_norm: 1.0176, top1_acc/aux0: 0.3745, top5_acc/aux0: 0.6613, loss_cls/aux0: 2.6271, loss/aux0: 2.6271, top1_acc/aux1: 0.3997, top5_acc/aux1: 0.6750, loss_cls/aux1: 2.5038, loss/aux1: 2.5038, top1_acc/aux2: 0.3333, top5_acc/aux2: 0.6102, loss_cls/aux2: 2.8513, loss/aux2: 2.8513 2020-10-25 06:13:48,967 - mmaction - INFO - Epoch [24][220/264] lr: 4.411e-01, eta: 15:57:06, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.3530, top5_acc: 0.6250, loss_cls: 2.7688, loss: 2.7688, grad_norm: 1.0057, top1_acc/aux0: 0.3755, top5_acc/aux0: 0.6573, loss_cls/aux0: 2.6388, loss/aux0: 2.6388, top1_acc/aux1: 0.4047, top5_acc/aux1: 0.6825, loss_cls/aux1: 2.5038, loss/aux1: 2.5038, top1_acc/aux2: 0.3323, top5_acc/aux2: 0.6061, loss_cls/aux2: 2.8616, loss/aux2: 2.8616 2020-10-25 06:14:36,335 - mmaction - INFO - Epoch [24][240/264] lr: 4.411e-01, eta: 15:56:49, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3649, top5_acc: 0.6429, loss_cls: 2.6876, loss: 2.6876, grad_norm: 1.0350, top1_acc/aux0: 0.3786, top5_acc/aux0: 0.6580, loss_cls/aux0: 2.6346, loss/aux0: 2.6346, top1_acc/aux1: 0.4076, top5_acc/aux1: 0.6878, loss_cls/aux1: 2.4686, loss/aux1: 2.4686, top1_acc/aux2: 0.3274, top5_acc/aux2: 0.6028, loss_cls/aux2: 2.8742, loss/aux2: 2.8742 2020-10-25 06:15:23,948 - mmaction - INFO - Epoch [24][260/264] lr: 4.411e-01, eta: 15:56:31, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3675, top5_acc: 0.6399, loss_cls: 2.6919, loss: 2.6919, grad_norm: 1.0236, top1_acc/aux0: 0.3681, top5_acc/aux0: 0.6455, loss_cls/aux0: 2.6687, loss/aux0: 2.6687, top1_acc/aux1: 0.4073, top5_acc/aux1: 0.6866, loss_cls/aux1: 2.4682, loss/aux1: 2.4682, top1_acc/aux2: 0.3181, top5_acc/aux2: 0.5891, loss_cls/aux2: 2.9173, loss/aux2: 2.9173 2020-10-25 06:15:34,709 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-10-25 06:16:17,857 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-25 06:16:18,016 - mmaction - INFO - top1_acc 0.4231 top5_acc 0.7183 2020-10-25 06:16:18,016 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-25 06:16:18,060 - mmaction - INFO - mean_acc 0.4237 2020-10-25 06:16:18,060 - mmaction - INFO - Now best checkpoint is epoch_24.pth 2020-10-25 06:16:18,084 - mmaction - INFO - Epoch(val) [24][264] top1_acc: 0.4231, top5_acc: 0.7183, mean_class_accuracy: 0.4237 2020-10-25 06:19:29,652 - mmaction - INFO - Epoch [25][20/264] lr: 4.403e-01, eta: 15:55:33, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3707, top5_acc: 0.6429, loss_cls: 2.6801, loss: 2.6801, grad_norm: 1.0223, top1_acc/aux0: 0.3747, top5_acc/aux0: 0.6462, loss_cls/aux0: 2.6996, loss/aux0: 2.6996, top1_acc/aux1: 0.3944, top5_acc/aux1: 0.6889, loss_cls/aux1: 2.4655, loss/aux1: 2.4655, top1_acc/aux2: 0.3236, top5_acc/aux2: 0.6038, loss_cls/aux2: 2.8736, loss/aux2: 2.8736 2020-10-25 06:20:17,244 - mmaction - INFO - Epoch [25][40/264] lr: 4.403e-01, eta: 15:55:17, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3628, top5_acc: 0.6418, loss_cls: 2.6779, loss: 2.6779, grad_norm: 1.0240, top1_acc/aux0: 0.3760, top5_acc/aux0: 0.6514, loss_cls/aux0: 2.6922, loss/aux0: 2.6922, top1_acc/aux1: 0.3995, top5_acc/aux1: 0.6854, loss_cls/aux1: 2.4693, loss/aux1: 2.4693, top1_acc/aux2: 0.3354, top5_acc/aux2: 0.6073, loss_cls/aux2: 2.8354, loss/aux2: 2.8354 2020-10-25 06:21:05,016 - mmaction - INFO - Epoch [25][60/264] lr: 4.403e-01, eta: 15:55:03, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.3545, top5_acc: 0.6352, loss_cls: 2.7166, loss: 2.7166, grad_norm: 1.0489, top1_acc/aux0: 0.3750, top5_acc/aux0: 0.6561, loss_cls/aux0: 2.6620, loss/aux0: 2.6620, top1_acc/aux1: 0.4101, top5_acc/aux1: 0.6910, loss_cls/aux1: 2.4669, loss/aux1: 2.4669, top1_acc/aux2: 0.3326, top5_acc/aux2: 0.6017, loss_cls/aux2: 2.8382, loss/aux2: 2.8382 2020-10-25 06:21:52,435 - mmaction - INFO - Epoch [25][80/264] lr: 4.403e-01, eta: 15:54:48, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.3642, top5_acc: 0.6396, loss_cls: 2.6813, loss: 2.6813, grad_norm: 1.0205, top1_acc/aux0: 0.3731, top5_acc/aux0: 0.6497, loss_cls/aux0: 2.6772, loss/aux0: 2.6772, top1_acc/aux1: 0.4090, top5_acc/aux1: 0.6891, loss_cls/aux1: 2.4858, loss/aux1: 2.4858, top1_acc/aux2: 0.3323, top5_acc/aux2: 0.6047, loss_cls/aux2: 2.8480, loss/aux2: 2.8480 2020-10-25 06:22:40,242 - mmaction - INFO - Epoch [25][100/264] lr: 4.403e-01, eta: 15:54:31, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3556, top5_acc: 0.6299, loss_cls: 2.7125, loss: 2.7125, grad_norm: 1.0171, top1_acc/aux0: 0.3764, top5_acc/aux0: 0.6521, loss_cls/aux0: 2.6757, loss/aux0: 2.6757, top1_acc/aux1: 0.4012, top5_acc/aux1: 0.6863, loss_cls/aux1: 2.4921, loss/aux1: 2.4921, top1_acc/aux2: 0.3483, top5_acc/aux2: 0.6127, loss_cls/aux2: 2.8281, loss/aux2: 2.8281 2020-10-25 06:23:27,745 - mmaction - INFO - Epoch [25][120/264] lr: 4.403e-01, eta: 15:54:16, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.3578, top5_acc: 0.6332, loss_cls: 2.7160, loss: 2.7160, grad_norm: 1.0259, top1_acc/aux0: 0.3786, top5_acc/aux0: 0.6667, loss_cls/aux0: 2.6123, loss/aux0: 2.6123, top1_acc/aux1: 0.3965, top5_acc/aux1: 0.6884, loss_cls/aux1: 2.4880, loss/aux1: 2.4880, top1_acc/aux2: 0.3429, top5_acc/aux2: 0.6109, loss_cls/aux2: 2.8443, loss/aux2: 2.8443 2020-10-25 06:24:15,108 - mmaction - INFO - Epoch [25][140/264] lr: 4.403e-01, eta: 15:53:59, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3589, top5_acc: 0.6286, loss_cls: 2.7445, loss: 2.7445, grad_norm: 1.0229, top1_acc/aux0: 0.3800, top5_acc/aux0: 0.6687, loss_cls/aux0: 2.5971, loss/aux0: 2.5971, top1_acc/aux1: 0.3931, top5_acc/aux1: 0.6785, loss_cls/aux1: 2.5099, loss/aux1: 2.5099, top1_acc/aux2: 0.3380, top5_acc/aux2: 0.6123, loss_cls/aux2: 2.8377, loss/aux2: 2.8377 2020-10-25 06:25:02,537 - mmaction - INFO - Epoch [25][160/264] lr: 4.403e-01, eta: 15:53:43, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3686, top5_acc: 0.6446, loss_cls: 2.6417, loss: 2.6417, grad_norm: 1.0139, top1_acc/aux0: 0.3748, top5_acc/aux0: 0.6595, loss_cls/aux0: 2.6429, loss/aux0: 2.6429, top1_acc/aux1: 0.4038, top5_acc/aux1: 0.6915, loss_cls/aux1: 2.4454, loss/aux1: 2.4454, top1_acc/aux2: 0.3352, top5_acc/aux2: 0.6095, loss_cls/aux2: 2.8301, loss/aux2: 2.8301 2020-10-25 06:25:50,160 - mmaction - INFO - Epoch [25][180/264] lr: 4.403e-01, eta: 15:53:27, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3667, top5_acc: 0.6422, loss_cls: 2.6803, loss: 2.6803, grad_norm: 1.0091, top1_acc/aux0: 0.3703, top5_acc/aux0: 0.6550, loss_cls/aux0: 2.6620, loss/aux0: 2.6620, top1_acc/aux1: 0.4125, top5_acc/aux1: 0.7024, loss_cls/aux1: 2.4087, loss/aux1: 2.4087, top1_acc/aux2: 0.3240, top5_acc/aux2: 0.6000, loss_cls/aux2: 2.8742, loss/aux2: 2.8742 2020-10-25 06:26:37,650 - mmaction - INFO - Epoch [25][200/264] lr: 4.403e-01, eta: 15:53:10, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3630, top5_acc: 0.6328, loss_cls: 2.7133, loss: 2.7133, grad_norm: 1.0326, top1_acc/aux0: 0.3740, top5_acc/aux0: 0.6536, loss_cls/aux0: 2.6591, loss/aux0: 2.6591, top1_acc/aux1: 0.4083, top5_acc/aux1: 0.6925, loss_cls/aux1: 2.4618, loss/aux1: 2.4618, top1_acc/aux2: 0.3229, top5_acc/aux2: 0.5965, loss_cls/aux2: 2.8952, loss/aux2: 2.8952 2020-10-25 06:27:25,286 - mmaction - INFO - Epoch [25][220/264] lr: 4.403e-01, eta: 15:52:53, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3587, top5_acc: 0.6307, loss_cls: 2.7298, loss: 2.7298, grad_norm: 1.0444, top1_acc/aux0: 0.3760, top5_acc/aux0: 0.6583, loss_cls/aux0: 2.6510, loss/aux0: 2.6510, top1_acc/aux1: 0.4076, top5_acc/aux1: 0.6929, loss_cls/aux1: 2.4532, loss/aux1: 2.4532, top1_acc/aux2: 0.3359, top5_acc/aux2: 0.6097, loss_cls/aux2: 2.8406, loss/aux2: 2.8406 2020-10-25 06:28:12,870 - mmaction - INFO - Epoch [25][240/264] lr: 4.403e-01, eta: 15:52:37, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3649, top5_acc: 0.6300, loss_cls: 2.7147, loss: 2.7147, grad_norm: 1.0141, top1_acc/aux0: 0.3703, top5_acc/aux0: 0.6571, loss_cls/aux0: 2.6526, loss/aux0: 2.6526, top1_acc/aux1: 0.4010, top5_acc/aux1: 0.6830, loss_cls/aux1: 2.4928, loss/aux1: 2.4928, top1_acc/aux2: 0.3405, top5_acc/aux2: 0.6115, loss_cls/aux2: 2.8344, loss/aux2: 2.8344 2020-10-25 06:29:00,456 - mmaction - INFO - Epoch [25][260/264] lr: 4.403e-01, eta: 15:52:21, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3608, top5_acc: 0.6309, loss_cls: 2.7343, loss: 2.7343, grad_norm: 1.0162, top1_acc/aux0: 0.3696, top5_acc/aux0: 0.6519, loss_cls/aux0: 2.6647, loss/aux0: 2.6647, top1_acc/aux1: 0.3969, top5_acc/aux1: 0.6729, loss_cls/aux1: 2.5477, loss/aux1: 2.5477, top1_acc/aux2: 0.3344, top5_acc/aux2: 0.6050, loss_cls/aux2: 2.8587, loss/aux2: 2.8587 2020-10-25 06:32:31,238 - mmaction - INFO - Epoch [26][20/264] lr: 4.395e-01, eta: 15:51:26, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3571, top5_acc: 0.6446, loss_cls: 2.6877, loss: 2.6877, grad_norm: 1.0283, top1_acc/aux0: 0.3733, top5_acc/aux0: 0.6417, loss_cls/aux0: 2.6830, loss/aux0: 2.6830, top1_acc/aux1: 0.4174, top5_acc/aux1: 0.7031, loss_cls/aux1: 2.4134, loss/aux1: 2.4134, top1_acc/aux2: 0.3462, top5_acc/aux2: 0.6146, loss_cls/aux2: 2.8231, loss/aux2: 2.8231 2020-10-25 06:33:19,051 - mmaction - INFO - Epoch [26][40/264] lr: 4.395e-01, eta: 15:51:15, time: 0.978, data_time: 0.000, memory: 8466, top1_acc: 0.3679, top5_acc: 0.6356, loss_cls: 2.6825, loss: 2.6825, grad_norm: 1.0328, top1_acc/aux0: 0.3773, top5_acc/aux0: 0.6436, loss_cls/aux0: 2.6621, loss/aux0: 2.6621, top1_acc/aux1: 0.4102, top5_acc/aux1: 0.6918, loss_cls/aux1: 2.4700, loss/aux1: 2.4700, top1_acc/aux2: 0.3420, top5_acc/aux2: 0.6175, loss_cls/aux2: 2.8229, loss/aux2: 2.8229 2020-10-25 06:34:06,484 - mmaction - INFO - Epoch [26][60/264] lr: 4.395e-01, eta: 15:50:59, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3606, top5_acc: 0.6299, loss_cls: 2.7284, loss: 2.7284, grad_norm: 1.0178, top1_acc/aux0: 0.3826, top5_acc/aux0: 0.6488, loss_cls/aux0: 2.6339, loss/aux0: 2.6339, top1_acc/aux1: 0.4024, top5_acc/aux1: 0.6802, loss_cls/aux1: 2.5175, loss/aux1: 2.5175, top1_acc/aux2: 0.3328, top5_acc/aux2: 0.6142, loss_cls/aux2: 2.8208, loss/aux2: 2.8208 2020-10-25 06:35:36,144 - mmaction - INFO - Epoch [26][80/264] lr: 4.395e-01, eta: 15:50:41, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3660, top5_acc: 0.6462, loss_cls: 2.6578, loss: 2.6578, grad_norm: 1.0217, top1_acc/aux0: 0.3753, top5_acc/aux0: 0.6479, loss_cls/aux0: 2.6574, loss/aux0: 2.6574, top1_acc/aux1: 0.4021, top5_acc/aux1: 0.6887, loss_cls/aux1: 2.4768, loss/aux1: 2.4768, top1_acc/aux2: 0.3422, top5_acc/aux2: 0.6158, loss_cls/aux2: 2.8037, loss/aux2: 2.8037 2020-10-25 06:36:23,538 - mmaction - INFO - Epoch [26][100/264] lr: 4.395e-01, eta: 15:50:24, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3649, top5_acc: 0.6444, loss_cls: 2.6798, loss: 2.6798, grad_norm: 1.0163, top1_acc/aux0: 0.3714, top5_acc/aux0: 0.6477, loss_cls/aux0: 2.6849, loss/aux0: 2.6849, top1_acc/aux1: 0.4038, top5_acc/aux1: 0.6901, loss_cls/aux1: 2.4627, loss/aux1: 2.4627, top1_acc/aux2: 0.3528, top5_acc/aux2: 0.6248, loss_cls/aux2: 2.7962, loss/aux2: 2.7962 2020-10-25 06:37:12,125 - mmaction - INFO - Epoch [26][120/264] lr: 4.395e-01, eta: 15:50:18, time: 1.010, data_time: 0.000, memory: 8466, top1_acc: 0.3592, top5_acc: 0.6313, loss_cls: 2.7220, loss: 2.7220, grad_norm: 1.0312, top1_acc/aux0: 0.3781, top5_acc/aux0: 0.6632, loss_cls/aux0: 2.6303, loss/aux0: 2.6303, top1_acc/aux1: 0.4012, top5_acc/aux1: 0.6840, loss_cls/aux1: 2.4913, loss/aux1: 2.4913, top1_acc/aux2: 0.3519, top5_acc/aux2: 0.6229, loss_cls/aux2: 2.7741, loss/aux2: 2.7741 2020-10-25 06:37:59,736 - mmaction - INFO - Epoch [26][140/264] lr: 4.395e-01, eta: 15:50:03, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.3665, top5_acc: 0.6457, loss_cls: 2.6739, loss: 2.6739, grad_norm: 1.0090, top1_acc/aux0: 0.3844, top5_acc/aux0: 0.6667, loss_cls/aux0: 2.6071, loss/aux0: 2.6071, top1_acc/aux1: 0.3962, top5_acc/aux1: 0.6830, loss_cls/aux1: 2.5143, loss/aux1: 2.5143, top1_acc/aux2: 0.3432, top5_acc/aux2: 0.6108, loss_cls/aux2: 2.7822, loss/aux2: 2.7822 2020-10-25 06:38:47,206 - mmaction - INFO - Epoch [26][160/264] lr: 4.395e-01, eta: 15:49:46, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3594, top5_acc: 0.6365, loss_cls: 2.7056, loss: 2.7056, grad_norm: 1.0296, top1_acc/aux0: 0.3842, top5_acc/aux0: 0.6583, loss_cls/aux0: 2.6356, loss/aux0: 2.6356, top1_acc/aux1: 0.3986, top5_acc/aux1: 0.6814, loss_cls/aux1: 2.5158, loss/aux1: 2.5158, top1_acc/aux2: 0.3349, top5_acc/aux2: 0.6021, loss_cls/aux2: 2.8439, loss/aux2: 2.8439 2020-10-25 06:39:34,844 - mmaction - INFO - Epoch [26][180/264] lr: 4.395e-01, eta: 15:49:30, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3729, top5_acc: 0.6436, loss_cls: 2.6539, loss: 2.6539, grad_norm: 1.0228, top1_acc/aux0: 0.3773, top5_acc/aux0: 0.6550, loss_cls/aux0: 2.6417, loss/aux0: 2.6417, top1_acc/aux1: 0.4033, top5_acc/aux1: 0.6887, loss_cls/aux1: 2.4968, loss/aux1: 2.4968, top1_acc/aux2: 0.3384, top5_acc/aux2: 0.6033, loss_cls/aux2: 2.8616, loss/aux2: 2.8616 2020-10-25 06:40:22,318 - mmaction - INFO - Epoch [26][200/264] lr: 4.395e-01, eta: 15:49:12, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6352, loss_cls: 2.7024, loss: 2.7024, grad_norm: 1.0418, top1_acc/aux0: 0.3759, top5_acc/aux0: 0.6516, loss_cls/aux0: 2.6366, loss/aux0: 2.6366, top1_acc/aux1: 0.4071, top5_acc/aux1: 0.6908, loss_cls/aux1: 2.4759, loss/aux1: 2.4759, top1_acc/aux2: 0.3342, top5_acc/aux2: 0.6092, loss_cls/aux2: 2.8419, loss/aux2: 2.8419 2020-10-25 06:41:10,088 - mmaction - INFO - Epoch [26][220/264] lr: 4.395e-01, eta: 15:48:56, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3656, top5_acc: 0.6464, loss_cls: 2.6696, loss: 2.6696, grad_norm: 1.0497, top1_acc/aux0: 0.3847, top5_acc/aux0: 0.6602, loss_cls/aux0: 2.6286, loss/aux0: 2.6286, top1_acc/aux1: 0.4047, top5_acc/aux1: 0.6847, loss_cls/aux1: 2.4844, loss/aux1: 2.4844, top1_acc/aux2: 0.3339, top5_acc/aux2: 0.6123, loss_cls/aux2: 2.8305, loss/aux2: 2.8305 2020-10-25 06:41:57,807 - mmaction - INFO - Epoch [26][240/264] lr: 4.395e-01, eta: 15:48:39, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3738, top5_acc: 0.6436, loss_cls: 2.6704, loss: 2.6704, grad_norm: 1.0414, top1_acc/aux0: 0.3844, top5_acc/aux0: 0.6635, loss_cls/aux0: 2.6228, loss/aux0: 2.6228, top1_acc/aux1: 0.4014, top5_acc/aux1: 0.6818, loss_cls/aux1: 2.5012, loss/aux1: 2.5012, top1_acc/aux2: 0.3382, top5_acc/aux2: 0.6111, loss_cls/aux2: 2.8169, loss/aux2: 2.8169 2020-10-25 06:42:45,233 - mmaction - INFO - Epoch [26][260/264] lr: 4.395e-01, eta: 15:48:21, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3571, top5_acc: 0.6325, loss_cls: 2.6844, loss: 2.6844, grad_norm: 1.0234, top1_acc/aux0: 0.3691, top5_acc/aux0: 0.6543, loss_cls/aux0: 2.6510, loss/aux0: 2.6510, top1_acc/aux1: 0.3977, top5_acc/aux1: 0.6799, loss_cls/aux1: 2.4986, loss/aux1: 2.4986, top1_acc/aux2: 0.3363, top5_acc/aux2: 0.6045, loss_cls/aux2: 2.8392, loss/aux2: 2.8392 2020-10-25 06:46:20,461 - mmaction - INFO - Epoch [27][20/264] lr: 4.386e-01, eta: 15:47:27, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3665, top5_acc: 0.6391, loss_cls: 2.6783, loss: 2.6783, grad_norm: 1.0287, top1_acc/aux0: 0.3899, top5_acc/aux0: 0.6611, loss_cls/aux0: 2.6213, loss/aux0: 2.6213, top1_acc/aux1: 0.4045, top5_acc/aux1: 0.6851, loss_cls/aux1: 2.4582, loss/aux1: 2.4582, top1_acc/aux2: 0.3267, top5_acc/aux2: 0.5983, loss_cls/aux2: 2.8608, loss/aux2: 2.8608 2020-10-25 06:47:07,575 - mmaction - INFO - Epoch [27][40/264] lr: 4.386e-01, eta: 15:47:09, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3686, top5_acc: 0.6392, loss_cls: 2.6638, loss: 2.6638, grad_norm: 1.0371, top1_acc/aux0: 0.3858, top5_acc/aux0: 0.6602, loss_cls/aux0: 2.6218, loss/aux0: 2.6218, top1_acc/aux1: 0.4052, top5_acc/aux1: 0.6889, loss_cls/aux1: 2.4691, loss/aux1: 2.4691, top1_acc/aux2: 0.3354, top5_acc/aux2: 0.6023, loss_cls/aux2: 2.8345, loss/aux2: 2.8345 2020-10-25 06:47:55,141 - mmaction - INFO - Epoch [27][60/264] lr: 4.386e-01, eta: 15:46:53, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.3708, top5_acc: 0.6392, loss_cls: 2.6703, loss: 2.6703, grad_norm: 1.0340, top1_acc/aux0: 0.3807, top5_acc/aux0: 0.6635, loss_cls/aux0: 2.6111, loss/aux0: 2.6111, top1_acc/aux1: 0.4063, top5_acc/aux1: 0.6849, loss_cls/aux1: 2.4903, loss/aux1: 2.4903, top1_acc/aux2: 0.3510, top5_acc/aux2: 0.6151, loss_cls/aux2: 2.7853, loss/aux2: 2.7853 2020-10-25 06:48:43,024 - mmaction - INFO - Epoch [27][80/264] lr: 4.386e-01, eta: 15:46:39, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.3540, top5_acc: 0.6410, loss_cls: 2.6974, loss: 2.6974, grad_norm: 1.0548, top1_acc/aux0: 0.3793, top5_acc/aux0: 0.6609, loss_cls/aux0: 2.6258, loss/aux0: 2.6258, top1_acc/aux1: 0.4031, top5_acc/aux1: 0.6863, loss_cls/aux1: 2.4813, loss/aux1: 2.4813, top1_acc/aux2: 0.3450, top5_acc/aux2: 0.6142, loss_cls/aux2: 2.8089, loss/aux2: 2.8089 2020-10-25 06:49:30,474 - mmaction - INFO - Epoch [27][100/264] lr: 4.386e-01, eta: 15:46:22, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3696, top5_acc: 0.6385, loss_cls: 2.6874, loss: 2.6874, grad_norm: 1.0381, top1_acc/aux0: 0.3766, top5_acc/aux0: 0.6524, loss_cls/aux0: 2.6506, loss/aux0: 2.6506, top1_acc/aux1: 0.4083, top5_acc/aux1: 0.6924, loss_cls/aux1: 2.4527, loss/aux1: 2.4527, top1_acc/aux2: 0.3448, top5_acc/aux2: 0.6101, loss_cls/aux2: 2.8246, loss/aux2: 2.8246 2020-10-25 06:50:18,275 - mmaction - INFO - Epoch [27][120/264] lr: 4.386e-01, eta: 15:46:07, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.3557, top5_acc: 0.6384, loss_cls: 2.7104, loss: 2.7104, grad_norm: 1.0061, top1_acc/aux0: 0.3748, top5_acc/aux0: 0.6519, loss_cls/aux0: 2.6318, loss/aux0: 2.6318, top1_acc/aux1: 0.4113, top5_acc/aux1: 0.6899, loss_cls/aux1: 2.4527, loss/aux1: 2.4527, top1_acc/aux2: 0.3503, top5_acc/aux2: 0.6146, loss_cls/aux2: 2.7908, loss/aux2: 2.7908 2020-10-25 06:51:05,594 - mmaction - INFO - Epoch [27][140/264] lr: 4.386e-01, eta: 15:45:51, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3622, top5_acc: 0.6444, loss_cls: 2.6668, loss: 2.6668, grad_norm: 1.0108, top1_acc/aux0: 0.3891, top5_acc/aux0: 0.6674, loss_cls/aux0: 2.5810, loss/aux0: 2.5810, top1_acc/aux1: 0.4056, top5_acc/aux1: 0.6880, loss_cls/aux1: 2.4565, loss/aux1: 2.4565, top1_acc/aux2: 0.3424, top5_acc/aux2: 0.6101, loss_cls/aux2: 2.8100, loss/aux2: 2.8100 2020-10-25 06:51:53,117 - mmaction - INFO - Epoch [27][160/264] lr: 4.386e-01, eta: 15:45:34, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3762, top5_acc: 0.6420, loss_cls: 2.6507, loss: 2.6507, grad_norm: 1.0460, top1_acc/aux0: 0.4002, top5_acc/aux0: 0.6738, loss_cls/aux0: 2.5735, loss/aux0: 2.5735, top1_acc/aux1: 0.4151, top5_acc/aux1: 0.6863, loss_cls/aux1: 2.4290, loss/aux1: 2.4290, top1_acc/aux2: 0.3391, top5_acc/aux2: 0.6149, loss_cls/aux2: 2.7967, loss/aux2: 2.7967 2020-10-25 06:52:40,718 - mmaction - INFO - Epoch [27][180/264] lr: 4.386e-01, eta: 15:45:19, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.3686, top5_acc: 0.6347, loss_cls: 2.6854, loss: 2.6854, grad_norm: 1.0350, top1_acc/aux0: 0.3873, top5_acc/aux0: 0.6620, loss_cls/aux0: 2.6213, loss/aux0: 2.6213, top1_acc/aux1: 0.4125, top5_acc/aux1: 0.6854, loss_cls/aux1: 2.4492, loss/aux1: 2.4492, top1_acc/aux2: 0.3398, top5_acc/aux2: 0.6212, loss_cls/aux2: 2.7768, loss/aux2: 2.7768 2020-10-25 06:53:28,415 - mmaction - INFO - Epoch [27][200/264] lr: 4.386e-01, eta: 15:45:03, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.3582, top5_acc: 0.6380, loss_cls: 2.6902, loss: 2.6902, grad_norm: 1.0449, top1_acc/aux0: 0.3757, top5_acc/aux0: 0.6576, loss_cls/aux0: 2.6567, loss/aux0: 2.6567, top1_acc/aux1: 0.4083, top5_acc/aux1: 0.6818, loss_cls/aux1: 2.4753, loss/aux1: 2.4753, top1_acc/aux2: 0.3458, top5_acc/aux2: 0.6200, loss_cls/aux2: 2.8002, loss/aux2: 2.8002 2020-10-25 06:54:16,027 - mmaction - INFO - Epoch [27][220/264] lr: 4.386e-01, eta: 15:44:48, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6330, loss_cls: 2.7006, loss: 2.7006, grad_norm: 1.0350, top1_acc/aux0: 0.3771, top5_acc/aux0: 0.6582, loss_cls/aux0: 2.6347, loss/aux0: 2.6347, top1_acc/aux1: 0.4128, top5_acc/aux1: 0.6877, loss_cls/aux1: 2.4480, loss/aux1: 2.4480, top1_acc/aux2: 0.3446, top5_acc/aux2: 0.6116, loss_cls/aux2: 2.8248, loss/aux2: 2.8248 2020-10-25 06:55:03,357 - mmaction - INFO - Epoch [27][240/264] lr: 4.386e-01, eta: 15:44:30, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6531, loss_cls: 2.6283, loss: 2.6283, grad_norm: 1.0274, top1_acc/aux0: 0.3759, top5_acc/aux0: 0.6455, loss_cls/aux0: 2.6498, loss/aux0: 2.6498, top1_acc/aux1: 0.4115, top5_acc/aux1: 0.6958, loss_cls/aux1: 2.4299, loss/aux1: 2.4299, top1_acc/aux2: 0.3300, top5_acc/aux2: 0.5936, loss_cls/aux2: 2.8731, loss/aux2: 2.8731 2020-10-25 06:55:50,764 - mmaction - INFO - Epoch [27][260/264] lr: 4.386e-01, eta: 15:44:13, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3655, top5_acc: 0.6431, loss_cls: 2.6774, loss: 2.6774, grad_norm: 1.0428, top1_acc/aux0: 0.3792, top5_acc/aux0: 0.6528, loss_cls/aux0: 2.6357, loss/aux0: 2.6357, top1_acc/aux1: 0.4052, top5_acc/aux1: 0.6929, loss_cls/aux1: 2.4522, loss/aux1: 2.4522, top1_acc/aux2: 0.3267, top5_acc/aux2: 0.5977, loss_cls/aux2: 2.8573, loss/aux2: 2.8573 2020-10-25 06:59:48,473 - mmaction - INFO - Epoch [28][20/264] lr: 4.378e-01, eta: 15:43:22, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.3655, top5_acc: 0.6418, loss_cls: 2.6860, loss: 2.6860, grad_norm: 1.0280, top1_acc/aux0: 0.3938, top5_acc/aux0: 0.6774, loss_cls/aux0: 2.5597, loss/aux0: 2.5597, top1_acc/aux1: 0.4132, top5_acc/aux1: 0.6812, loss_cls/aux1: 2.4781, loss/aux1: 2.4781, top1_acc/aux2: 0.3378, top5_acc/aux2: 0.6201, loss_cls/aux2: 2.7617, loss/aux2: 2.7617 2020-10-25 07:00:37,171 - mmaction - INFO - Epoch [28][40/264] lr: 4.378e-01, eta: 15:43:07, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.3611, top5_acc: 0.6325, loss_cls: 2.6755, loss: 2.6755, grad_norm: 1.0661, top1_acc/aux0: 0.3837, top5_acc/aux0: 0.6691, loss_cls/aux0: 2.5842, loss/aux0: 2.5842, top1_acc/aux1: 0.4130, top5_acc/aux1: 0.6889, loss_cls/aux1: 2.4535, loss/aux1: 2.4535, top1_acc/aux2: 0.3373, top5_acc/aux2: 0.6210, loss_cls/aux2: 2.7835, loss/aux2: 2.7835 2020-10-25 07:01:24,553 - mmaction - INFO - Epoch [28][60/264] lr: 4.378e-01, eta: 15:42:51, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3597, top5_acc: 0.6481, loss_cls: 2.6719, loss: 2.6719, grad_norm: 1.0391, top1_acc/aux0: 0.3681, top5_acc/aux0: 0.6573, loss_cls/aux0: 2.6439, loss/aux0: 2.6439, top1_acc/aux1: 0.4063, top5_acc/aux1: 0.6856, loss_cls/aux1: 2.4680, loss/aux1: 2.4680, top1_acc/aux2: 0.3389, top5_acc/aux2: 0.6165, loss_cls/aux2: 2.8167, loss/aux2: 2.8167 2020-10-25 07:02:12,279 - mmaction - INFO - Epoch [28][80/264] lr: 4.378e-01, eta: 15:42:34, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3649, top5_acc: 0.6413, loss_cls: 2.6838, loss: 2.6838, grad_norm: 1.0404, top1_acc/aux0: 0.3748, top5_acc/aux0: 0.6568, loss_cls/aux0: 2.6528, loss/aux0: 2.6528, top1_acc/aux1: 0.4102, top5_acc/aux1: 0.6785, loss_cls/aux1: 2.4734, loss/aux1: 2.4734, top1_acc/aux2: 0.3368, top5_acc/aux2: 0.6122, loss_cls/aux2: 2.8264, loss/aux2: 2.8264 2020-10-25 07:02:59,894 - mmaction - INFO - Epoch [28][100/264] lr: 4.378e-01, eta: 15:42:18, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6517, loss_cls: 2.6469, loss: 2.6469, grad_norm: 1.0162, top1_acc/aux0: 0.3873, top5_acc/aux0: 0.6540, loss_cls/aux0: 2.6329, loss/aux0: 2.6329, top1_acc/aux1: 0.4238, top5_acc/aux1: 0.6851, loss_cls/aux1: 2.4315, loss/aux1: 2.4315, top1_acc/aux2: 0.3372, top5_acc/aux2: 0.6158, loss_cls/aux2: 2.8077, loss/aux2: 2.8077 2020-10-25 07:03:47,399 - mmaction - INFO - Epoch [28][120/264] lr: 4.378e-01, eta: 15:42:02, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3734, top5_acc: 0.6467, loss_cls: 2.6771, loss: 2.6771, grad_norm: 1.0210, top1_acc/aux0: 0.3837, top5_acc/aux0: 0.6535, loss_cls/aux0: 2.6320, loss/aux0: 2.6320, top1_acc/aux1: 0.4155, top5_acc/aux1: 0.6833, loss_cls/aux1: 2.4583, loss/aux1: 2.4583, top1_acc/aux2: 0.3382, top5_acc/aux2: 0.6184, loss_cls/aux2: 2.7898, loss/aux2: 2.7898 2020-10-25 07:04:35,126 - mmaction - INFO - Epoch [28][140/264] lr: 4.378e-01, eta: 15:41:46, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3594, top5_acc: 0.6422, loss_cls: 2.6751, loss: 2.6751, grad_norm: 1.0375, top1_acc/aux0: 0.3842, top5_acc/aux0: 0.6597, loss_cls/aux0: 2.6145, loss/aux0: 2.6145, top1_acc/aux1: 0.4033, top5_acc/aux1: 0.6826, loss_cls/aux1: 2.4741, loss/aux1: 2.4741, top1_acc/aux2: 0.3380, top5_acc/aux2: 0.6089, loss_cls/aux2: 2.8398, loss/aux2: 2.8398 2020-10-25 07:05:22,695 - mmaction - INFO - Epoch [28][160/264] lr: 4.378e-01, eta: 15:41:30, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.3597, top5_acc: 0.6330, loss_cls: 2.7048, loss: 2.7048, grad_norm: 1.0402, top1_acc/aux0: 0.3804, top5_acc/aux0: 0.6644, loss_cls/aux0: 2.6181, loss/aux0: 2.6181, top1_acc/aux1: 0.4052, top5_acc/aux1: 0.6898, loss_cls/aux1: 2.4438, loss/aux1: 2.4438, top1_acc/aux2: 0.3469, top5_acc/aux2: 0.6174, loss_cls/aux2: 2.8170, loss/aux2: 2.8170 2020-10-25 07:06:10,057 - mmaction - INFO - Epoch [28][180/264] lr: 4.378e-01, eta: 15:41:14, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3759, top5_acc: 0.6465, loss_cls: 2.6373, loss: 2.6373, grad_norm: 1.0502, top1_acc/aux0: 0.3762, top5_acc/aux0: 0.6651, loss_cls/aux0: 2.6079, loss/aux0: 2.6079, top1_acc/aux1: 0.4148, top5_acc/aux1: 0.6910, loss_cls/aux1: 2.4381, loss/aux1: 2.4381, top1_acc/aux2: 0.3497, top5_acc/aux2: 0.6281, loss_cls/aux2: 2.7771, loss/aux2: 2.7771 2020-10-25 07:06:57,471 - mmaction - INFO - Epoch [28][200/264] lr: 4.378e-01, eta: 15:40:56, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3800, top5_acc: 0.6422, loss_cls: 2.6400, loss: 2.6400, grad_norm: 1.0415, top1_acc/aux0: 0.3830, top5_acc/aux0: 0.6700, loss_cls/aux0: 2.5853, loss/aux0: 2.5853, top1_acc/aux1: 0.4196, top5_acc/aux1: 0.6903, loss_cls/aux1: 2.4435, loss/aux1: 2.4435, top1_acc/aux2: 0.3495, top5_acc/aux2: 0.6182, loss_cls/aux2: 2.7952, loss/aux2: 2.7952 2020-10-25 07:07:44,998 - mmaction - INFO - Epoch [28][220/264] lr: 4.378e-01, eta: 15:40:40, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.3675, top5_acc: 0.6398, loss_cls: 2.6924, loss: 2.6924, grad_norm: 1.0461, top1_acc/aux0: 0.3873, top5_acc/aux0: 0.6712, loss_cls/aux0: 2.5855, loss/aux0: 2.5855, top1_acc/aux1: 0.4095, top5_acc/aux1: 0.6861, loss_cls/aux1: 2.4693, loss/aux1: 2.4693, top1_acc/aux2: 0.3439, top5_acc/aux2: 0.6155, loss_cls/aux2: 2.8012, loss/aux2: 2.8012 2020-10-25 07:08:32,773 - mmaction - INFO - Epoch [28][240/264] lr: 4.378e-01, eta: 15:40:25, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3696, top5_acc: 0.6389, loss_cls: 2.6762, loss: 2.6762, grad_norm: 1.0519, top1_acc/aux0: 0.3878, top5_acc/aux0: 0.6665, loss_cls/aux0: 2.5843, loss/aux0: 2.5843, top1_acc/aux1: 0.4073, top5_acc/aux1: 0.6892, loss_cls/aux1: 2.4687, loss/aux1: 2.4687, top1_acc/aux2: 0.3403, top5_acc/aux2: 0.6184, loss_cls/aux2: 2.8065, loss/aux2: 2.8065 2020-10-25 07:09:20,457 - mmaction - INFO - Epoch [28][260/264] lr: 4.378e-01, eta: 15:40:07, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3557, top5_acc: 0.6384, loss_cls: 2.7002, loss: 2.7002, grad_norm: 1.0175, top1_acc/aux0: 0.3780, top5_acc/aux0: 0.6585, loss_cls/aux0: 2.6308, loss/aux0: 2.6308, top1_acc/aux1: 0.4139, top5_acc/aux1: 0.6976, loss_cls/aux1: 2.4472, loss/aux1: 2.4472, top1_acc/aux2: 0.3396, top5_acc/aux2: 0.6128, loss_cls/aux2: 2.8226, loss/aux2: 2.8226 2020-10-25 07:12:48,841 - mmaction - INFO - Epoch [29][20/264] lr: 4.368e-01, eta: 15:39:15, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3639, top5_acc: 0.6418, loss_cls: 2.7008, loss: 2.7008, grad_norm: 1.0432, top1_acc/aux0: 0.3743, top5_acc/aux0: 0.6615, loss_cls/aux0: 2.6428, loss/aux0: 2.6428, top1_acc/aux1: 0.4066, top5_acc/aux1: 0.6910, loss_cls/aux1: 2.4392, loss/aux1: 2.4392, top1_acc/aux2: 0.3444, top5_acc/aux2: 0.6167, loss_cls/aux2: 2.7964, loss/aux2: 2.7964 2020-10-25 07:13:36,107 - mmaction - INFO - Epoch [29][40/264] lr: 4.368e-01, eta: 15:38:57, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3726, top5_acc: 0.6437, loss_cls: 2.6555, loss: 2.6555, grad_norm: 1.0351, top1_acc/aux0: 0.3769, top5_acc/aux0: 0.6566, loss_cls/aux0: 2.6489, loss/aux0: 2.6489, top1_acc/aux1: 0.4085, top5_acc/aux1: 0.6866, loss_cls/aux1: 2.4552, loss/aux1: 2.4552, top1_acc/aux2: 0.3427, top5_acc/aux2: 0.6118, loss_cls/aux2: 2.8223, loss/aux2: 2.8223 2020-10-25 07:14:23,549 - mmaction - INFO - Epoch [29][60/264] lr: 4.368e-01, eta: 15:38:40, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3714, top5_acc: 0.6464, loss_cls: 2.6707, loss: 2.6707, grad_norm: 1.0247, top1_acc/aux0: 0.3830, top5_acc/aux0: 0.6620, loss_cls/aux0: 2.6060, loss/aux0: 2.6060, top1_acc/aux1: 0.4071, top5_acc/aux1: 0.6932, loss_cls/aux1: 2.4334, loss/aux1: 2.4334, top1_acc/aux2: 0.3455, top5_acc/aux2: 0.6095, loss_cls/aux2: 2.8228, loss/aux2: 2.8228 2020-10-25 07:15:10,886 - mmaction - INFO - Epoch [29][80/264] lr: 4.368e-01, eta: 15:38:23, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6434, loss_cls: 2.6731, loss: 2.6731, grad_norm: 1.0385, top1_acc/aux0: 0.3898, top5_acc/aux0: 0.6694, loss_cls/aux0: 2.5785, loss/aux0: 2.5785, top1_acc/aux1: 0.4087, top5_acc/aux1: 0.6972, loss_cls/aux1: 2.4230, loss/aux1: 2.4230, top1_acc/aux2: 0.3415, top5_acc/aux2: 0.6097, loss_cls/aux2: 2.8162, loss/aux2: 2.8162 2020-10-25 07:15:58,644 - mmaction - INFO - Epoch [29][100/264] lr: 4.368e-01, eta: 15:38:08, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6458, loss_cls: 2.6550, loss: 2.6550, grad_norm: 1.0467, top1_acc/aux0: 0.3896, top5_acc/aux0: 0.6646, loss_cls/aux0: 2.6073, loss/aux0: 2.6073, top1_acc/aux1: 0.4200, top5_acc/aux1: 0.6906, loss_cls/aux1: 2.4294, loss/aux1: 2.4294, top1_acc/aux2: 0.3307, top5_acc/aux2: 0.6040, loss_cls/aux2: 2.8275, loss/aux2: 2.8275 2020-10-25 07:16:46,429 - mmaction - INFO - Epoch [29][120/264] lr: 4.368e-01, eta: 15:37:52, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.3813, top5_acc: 0.6505, loss_cls: 2.6426, loss: 2.6426, grad_norm: 1.0528, top1_acc/aux0: 0.3863, top5_acc/aux0: 0.6622, loss_cls/aux0: 2.6078, loss/aux0: 2.6078, top1_acc/aux1: 0.4203, top5_acc/aux1: 0.6951, loss_cls/aux1: 2.4160, loss/aux1: 2.4160, top1_acc/aux2: 0.3446, top5_acc/aux2: 0.6115, loss_cls/aux2: 2.7966, loss/aux2: 2.7966 2020-10-25 07:17:34,007 - mmaction - INFO - Epoch [29][140/264] lr: 4.368e-01, eta: 15:37:35, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3696, top5_acc: 0.6450, loss_cls: 2.6474, loss: 2.6474, grad_norm: 1.0204, top1_acc/aux0: 0.3861, top5_acc/aux0: 0.6597, loss_cls/aux0: 2.6029, loss/aux0: 2.6029, top1_acc/aux1: 0.4049, top5_acc/aux1: 0.6951, loss_cls/aux1: 2.4546, loss/aux1: 2.4546, top1_acc/aux2: 0.3439, top5_acc/aux2: 0.6111, loss_cls/aux2: 2.8160, loss/aux2: 2.8160 2020-10-25 07:18:21,860 - mmaction - INFO - Epoch [29][160/264] lr: 4.368e-01, eta: 15:37:19, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.3627, top5_acc: 0.6309, loss_cls: 2.6996, loss: 2.6996, grad_norm: 1.0350, top1_acc/aux0: 0.3830, top5_acc/aux0: 0.6590, loss_cls/aux0: 2.6170, loss/aux0: 2.6170, top1_acc/aux1: 0.4063, top5_acc/aux1: 0.6884, loss_cls/aux1: 2.4536, loss/aux1: 2.4536, top1_acc/aux2: 0.3396, top5_acc/aux2: 0.6087, loss_cls/aux2: 2.8157, loss/aux2: 2.8157 2020-10-25 07:19:09,311 - mmaction - INFO - Epoch [29][180/264] lr: 4.368e-01, eta: 15:37:01, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3592, top5_acc: 0.6359, loss_cls: 2.6883, loss: 2.6883, grad_norm: 1.0319, top1_acc/aux0: 0.3786, top5_acc/aux0: 0.6616, loss_cls/aux0: 2.6320, loss/aux0: 2.6320, top1_acc/aux1: 0.4217, top5_acc/aux1: 0.6908, loss_cls/aux1: 2.4093, loss/aux1: 2.4093, top1_acc/aux2: 0.3413, top5_acc/aux2: 0.6076, loss_cls/aux2: 2.8300, loss/aux2: 2.8300 2020-10-25 07:19:56,893 - mmaction - INFO - Epoch [29][200/264] lr: 4.368e-01, eta: 15:36:44, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3797, top5_acc: 0.6474, loss_cls: 2.6417, loss: 2.6417, grad_norm: 1.0276, top1_acc/aux0: 0.3835, top5_acc/aux0: 0.6682, loss_cls/aux0: 2.6073, loss/aux0: 2.6073, top1_acc/aux1: 0.4184, top5_acc/aux1: 0.6997, loss_cls/aux1: 2.4041, loss/aux1: 2.4041, top1_acc/aux2: 0.3309, top5_acc/aux2: 0.6016, loss_cls/aux2: 2.8694, loss/aux2: 2.8694 2020-10-25 07:20:44,244 - mmaction - INFO - Epoch [29][220/264] lr: 4.368e-01, eta: 15:36:26, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3786, top5_acc: 0.6434, loss_cls: 2.6326, loss: 2.6326, grad_norm: 1.0507, top1_acc/aux0: 0.3899, top5_acc/aux0: 0.6740, loss_cls/aux0: 2.5685, loss/aux0: 2.5685, top1_acc/aux1: 0.4200, top5_acc/aux1: 0.6993, loss_cls/aux1: 2.3992, loss/aux1: 2.3992, top1_acc/aux2: 0.3319, top5_acc/aux2: 0.6071, loss_cls/aux2: 2.8401, loss/aux2: 2.8401 2020-10-25 07:21:31,886 - mmaction - INFO - Epoch [29][240/264] lr: 4.368e-01, eta: 15:36:10, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3816, top5_acc: 0.6497, loss_cls: 2.6231, loss: 2.6231, grad_norm: 1.0583, top1_acc/aux0: 0.3783, top5_acc/aux0: 0.6668, loss_cls/aux0: 2.5898, loss/aux0: 2.5898, top1_acc/aux1: 0.4182, top5_acc/aux1: 0.6884, loss_cls/aux1: 2.4294, loss/aux1: 2.4294, top1_acc/aux2: 0.3444, top5_acc/aux2: 0.6170, loss_cls/aux2: 2.7826, loss/aux2: 2.7826 2020-10-25 07:22:19,745 - mmaction - INFO - Epoch [29][260/264] lr: 4.368e-01, eta: 15:35:55, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.3609, top5_acc: 0.6347, loss_cls: 2.6993, loss: 2.6993, grad_norm: 1.0566, top1_acc/aux0: 0.3762, top5_acc/aux0: 0.6602, loss_cls/aux0: 2.6144, loss/aux0: 2.6144, top1_acc/aux1: 0.4099, top5_acc/aux1: 0.6875, loss_cls/aux1: 2.4640, loss/aux1: 2.4640, top1_acc/aux2: 0.3549, top5_acc/aux2: 0.6219, loss_cls/aux2: 2.7561, loss/aux2: 2.7561 2020-10-25 07:25:45,479 - mmaction - INFO - Epoch [30][20/264] lr: 4.359e-01, eta: 15:35:04, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3694, top5_acc: 0.6462, loss_cls: 2.6718, loss: 2.6718, grad_norm: 1.0595, top1_acc/aux0: 0.3670, top5_acc/aux0: 0.6479, loss_cls/aux0: 2.6697, loss/aux0: 2.6697, top1_acc/aux1: 0.4111, top5_acc/aux1: 0.6830, loss_cls/aux1: 2.4596, loss/aux1: 2.4596, top1_acc/aux2: 0.3403, top5_acc/aux2: 0.6160, loss_cls/aux2: 2.7957, loss/aux2: 2.7957 2020-10-25 07:26:33,251 - mmaction - INFO - Epoch [30][40/264] lr: 4.359e-01, eta: 15:34:48, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.3661, top5_acc: 0.6486, loss_cls: 2.6499, loss: 2.6499, grad_norm: 1.0323, top1_acc/aux0: 0.3722, top5_acc/aux0: 0.6460, loss_cls/aux0: 2.6690, loss/aux0: 2.6690, top1_acc/aux1: 0.4201, top5_acc/aux1: 0.6922, loss_cls/aux1: 2.3981, loss/aux1: 2.3981, top1_acc/aux2: 0.3406, top5_acc/aux2: 0.6212, loss_cls/aux2: 2.7776, loss/aux2: 2.7776 2020-10-25 07:27:20,884 - mmaction - INFO - Epoch [30][60/264] lr: 4.359e-01, eta: 15:34:32, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3661, top5_acc: 0.6413, loss_cls: 2.6414, loss: 2.6414, grad_norm: 1.0412, top1_acc/aux0: 0.3845, top5_acc/aux0: 0.6582, loss_cls/aux0: 2.6105, loss/aux0: 2.6105, top1_acc/aux1: 0.4205, top5_acc/aux1: 0.7054, loss_cls/aux1: 2.3612, loss/aux1: 2.3612, top1_acc/aux2: 0.3422, top5_acc/aux2: 0.6153, loss_cls/aux2: 2.7874, loss/aux2: 2.7874 2020-10-25 07:28:08,255 - mmaction - INFO - Epoch [30][80/264] lr: 4.359e-01, eta: 15:34:15, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3696, top5_acc: 0.6483, loss_cls: 2.6531, loss: 2.6531, grad_norm: 1.0417, top1_acc/aux0: 0.3889, top5_acc/aux0: 0.6674, loss_cls/aux0: 2.5792, loss/aux0: 2.5792, top1_acc/aux1: 0.4156, top5_acc/aux1: 0.7071, loss_cls/aux1: 2.3887, loss/aux1: 2.3887, top1_acc/aux2: 0.3398, top5_acc/aux2: 0.6064, loss_cls/aux2: 2.8447, loss/aux2: 2.8447 2020-10-25 07:28:56,019 - mmaction - INFO - Epoch [30][100/264] lr: 4.359e-01, eta: 15:33:58, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3780, top5_acc: 0.6477, loss_cls: 2.6485, loss: 2.6485, grad_norm: 1.0476, top1_acc/aux0: 0.3958, top5_acc/aux0: 0.6675, loss_cls/aux0: 2.5697, loss/aux0: 2.5697, top1_acc/aux1: 0.4095, top5_acc/aux1: 0.6953, loss_cls/aux1: 2.4297, loss/aux1: 2.4297, top1_acc/aux2: 0.3345, top5_acc/aux2: 0.6059, loss_cls/aux2: 2.8699, loss/aux2: 2.8699 2020-10-25 07:29:43,715 - mmaction - INFO - Epoch [30][120/264] lr: 4.359e-01, eta: 15:33:42, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.3738, top5_acc: 0.6391, loss_cls: 2.6705, loss: 2.6705, grad_norm: 1.0458, top1_acc/aux0: 0.3960, top5_acc/aux0: 0.6693, loss_cls/aux0: 2.5832, loss/aux0: 2.5832, top1_acc/aux1: 0.4069, top5_acc/aux1: 0.6920, loss_cls/aux1: 2.4355, loss/aux1: 2.4355, top1_acc/aux2: 0.3349, top5_acc/aux2: 0.6054, loss_cls/aux2: 2.8445, loss/aux2: 2.8445 2020-10-25 07:30:32,093 - mmaction - INFO - Epoch [30][140/264] lr: 4.359e-01, eta: 15:33:25, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3646, top5_acc: 0.6351, loss_cls: 2.6978, loss: 2.6978, grad_norm: 1.0349, top1_acc/aux0: 0.3915, top5_acc/aux0: 0.6694, loss_cls/aux0: 2.6106, loss/aux0: 2.6106, top1_acc/aux1: 0.4104, top5_acc/aux1: 0.6979, loss_cls/aux1: 2.4120, loss/aux1: 2.4120, top1_acc/aux2: 0.3422, top5_acc/aux2: 0.6193, loss_cls/aux2: 2.7911, loss/aux2: 2.7911 2020-10-25 07:31:19,451 - mmaction - INFO - Epoch [30][160/264] lr: 4.359e-01, eta: 15:33:07, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3710, top5_acc: 0.6462, loss_cls: 2.6643, loss: 2.6643, grad_norm: 1.0704, top1_acc/aux0: 0.3939, top5_acc/aux0: 0.6668, loss_cls/aux0: 2.5961, loss/aux0: 2.5961, top1_acc/aux1: 0.4125, top5_acc/aux1: 0.6948, loss_cls/aux1: 2.4221, loss/aux1: 2.4221, top1_acc/aux2: 0.3490, top5_acc/aux2: 0.6290, loss_cls/aux2: 2.7686, loss/aux2: 2.7686 2020-10-25 07:32:07,030 - mmaction - INFO - Epoch [30][180/264] lr: 4.359e-01, eta: 15:32:51, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3616, top5_acc: 0.6439, loss_cls: 2.6904, loss: 2.6904, grad_norm: 1.0624, top1_acc/aux0: 0.3840, top5_acc/aux0: 0.6583, loss_cls/aux0: 2.6375, loss/aux0: 2.6375, top1_acc/aux1: 0.4085, top5_acc/aux1: 0.6868, loss_cls/aux1: 2.4664, loss/aux1: 2.4664, top1_acc/aux2: 0.3399, top5_acc/aux2: 0.6134, loss_cls/aux2: 2.8408, loss/aux2: 2.8408 2020-10-25 07:32:54,626 - mmaction - INFO - Epoch [30][200/264] lr: 4.359e-01, eta: 15:32:33, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3745, top5_acc: 0.6415, loss_cls: 2.6511, loss: 2.6511, grad_norm: 1.0321, top1_acc/aux0: 0.3809, top5_acc/aux0: 0.6644, loss_cls/aux0: 2.6335, loss/aux0: 2.6335, top1_acc/aux1: 0.4063, top5_acc/aux1: 0.6901, loss_cls/aux1: 2.4661, loss/aux1: 2.4661, top1_acc/aux2: 0.3378, top5_acc/aux2: 0.6045, loss_cls/aux2: 2.8631, loss/aux2: 2.8631 2020-10-25 07:33:42,148 - mmaction - INFO - Epoch [30][220/264] lr: 4.359e-01, eta: 15:32:16, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3797, top5_acc: 0.6467, loss_cls: 2.6310, loss: 2.6310, grad_norm: 1.0368, top1_acc/aux0: 0.3842, top5_acc/aux0: 0.6681, loss_cls/aux0: 2.6018, loss/aux0: 2.6018, top1_acc/aux1: 0.4132, top5_acc/aux1: 0.7050, loss_cls/aux1: 2.4037, loss/aux1: 2.4037, top1_acc/aux2: 0.3491, top5_acc/aux2: 0.6118, loss_cls/aux2: 2.8054, loss/aux2: 2.8054 2020-10-25 07:34:29,485 - mmaction - INFO - Epoch [30][240/264] lr: 4.359e-01, eta: 15:31:58, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3771, top5_acc: 0.6403, loss_cls: 2.6558, loss: 2.6558, grad_norm: 1.0350, top1_acc/aux0: 0.3908, top5_acc/aux0: 0.6720, loss_cls/aux0: 2.5724, loss/aux0: 2.5724, top1_acc/aux1: 0.4125, top5_acc/aux1: 0.7030, loss_cls/aux1: 2.3939, loss/aux1: 2.3939, top1_acc/aux2: 0.3493, top5_acc/aux2: 0.6142, loss_cls/aux2: 2.7869, loss/aux2: 2.7869 2020-10-25 07:35:17,202 - mmaction - INFO - Epoch [30][260/264] lr: 4.359e-01, eta: 15:31:41, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3667, top5_acc: 0.6554, loss_cls: 2.6435, loss: 2.6435, grad_norm: 1.0336, top1_acc/aux0: 0.3884, top5_acc/aux0: 0.6710, loss_cls/aux0: 2.5621, loss/aux0: 2.5621, top1_acc/aux1: 0.4189, top5_acc/aux1: 0.7049, loss_cls/aux1: 2.3802, loss/aux1: 2.3802, top1_acc/aux2: 0.3465, top5_acc/aux2: 0.6170, loss_cls/aux2: 2.7821, loss/aux2: 2.7821 2020-10-25 07:39:01,533 - mmaction - INFO - Epoch [31][20/264] lr: 4.349e-01, eta: 15:30:52, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3644, top5_acc: 0.6372, loss_cls: 2.6709, loss: 2.6709, grad_norm: 1.0640, top1_acc/aux0: 0.3858, top5_acc/aux0: 0.6712, loss_cls/aux0: 2.5954, loss/aux0: 2.5954, top1_acc/aux1: 0.4132, top5_acc/aux1: 0.6924, loss_cls/aux1: 2.4438, loss/aux1: 2.4438, top1_acc/aux2: 0.3375, top5_acc/aux2: 0.6080, loss_cls/aux2: 2.8428, loss/aux2: 2.8428 2020-10-25 07:39:48,975 - mmaction - INFO - Epoch [31][40/264] lr: 4.349e-01, eta: 15:30:35, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3660, top5_acc: 0.6483, loss_cls: 2.6438, loss: 2.6438, grad_norm: 1.0455, top1_acc/aux0: 0.3844, top5_acc/aux0: 0.6701, loss_cls/aux0: 2.6002, loss/aux0: 2.6002, top1_acc/aux1: 0.4115, top5_acc/aux1: 0.6983, loss_cls/aux1: 2.4187, loss/aux1: 2.4187, top1_acc/aux2: 0.3479, top5_acc/aux2: 0.6200, loss_cls/aux2: 2.7876, loss/aux2: 2.7876 2020-10-25 07:40:36,491 - mmaction - INFO - Epoch [31][60/264] lr: 4.349e-01, eta: 15:30:19, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6477, loss_cls: 2.6340, loss: 2.6340, grad_norm: 1.0435, top1_acc/aux0: 0.3816, top5_acc/aux0: 0.6668, loss_cls/aux0: 2.5940, loss/aux0: 2.5940, top1_acc/aux1: 0.4137, top5_acc/aux1: 0.6955, loss_cls/aux1: 2.4185, loss/aux1: 2.4185, top1_acc/aux2: 0.3521, top5_acc/aux2: 0.6241, loss_cls/aux2: 2.7641, loss/aux2: 2.7641 2020-10-25 07:41:23,952 - mmaction - INFO - Epoch [31][80/264] lr: 4.349e-01, eta: 15:30:02, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3780, top5_acc: 0.6540, loss_cls: 2.6057, loss: 2.6057, grad_norm: 1.0209, top1_acc/aux0: 0.3771, top5_acc/aux0: 0.6616, loss_cls/aux0: 2.6032, loss/aux0: 2.6032, top1_acc/aux1: 0.4160, top5_acc/aux1: 0.6858, loss_cls/aux1: 2.4443, loss/aux1: 2.4443, top1_acc/aux2: 0.3387, top5_acc/aux2: 0.6167, loss_cls/aux2: 2.8073, loss/aux2: 2.8073 2020-10-25 07:42:11,715 - mmaction - INFO - Epoch [31][100/264] lr: 4.349e-01, eta: 15:29:45, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3771, top5_acc: 0.6495, loss_cls: 2.6335, loss: 2.6335, grad_norm: 1.0466, top1_acc/aux0: 0.3818, top5_acc/aux0: 0.6634, loss_cls/aux0: 2.5929, loss/aux0: 2.5929, top1_acc/aux1: 0.4142, top5_acc/aux1: 0.6901, loss_cls/aux1: 2.4367, loss/aux1: 2.4367, top1_acc/aux2: 0.3380, top5_acc/aux2: 0.6137, loss_cls/aux2: 2.8142, loss/aux2: 2.8142 2020-10-25 07:42:59,229 - mmaction - INFO - Epoch [31][120/264] lr: 4.349e-01, eta: 15:29:28, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3686, top5_acc: 0.6507, loss_cls: 2.6564, loss: 2.6564, grad_norm: 1.0512, top1_acc/aux0: 0.3918, top5_acc/aux0: 0.6783, loss_cls/aux0: 2.5485, loss/aux0: 2.5485, top1_acc/aux1: 0.4163, top5_acc/aux1: 0.7007, loss_cls/aux1: 2.4093, loss/aux1: 2.4093, top1_acc/aux2: 0.3543, top5_acc/aux2: 0.6160, loss_cls/aux2: 2.7804, loss/aux2: 2.7804 2020-10-25 07:43:46,994 - mmaction - INFO - Epoch [31][140/264] lr: 4.349e-01, eta: 15:29:13, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.3766, top5_acc: 0.6474, loss_cls: 2.6469, loss: 2.6469, grad_norm: 1.0321, top1_acc/aux0: 0.3852, top5_acc/aux0: 0.6729, loss_cls/aux0: 2.5801, loss/aux0: 2.5801, top1_acc/aux1: 0.4080, top5_acc/aux1: 0.6981, loss_cls/aux1: 2.4088, loss/aux1: 2.4088, top1_acc/aux2: 0.3597, top5_acc/aux2: 0.6214, loss_cls/aux2: 2.7520, loss/aux2: 2.7520 2020-10-25 07:44:34,480 - mmaction - INFO - Epoch [31][160/264] lr: 4.349e-01, eta: 15:28:55, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3701, top5_acc: 0.6450, loss_cls: 2.6652, loss: 2.6652, grad_norm: 1.0527, top1_acc/aux0: 0.3813, top5_acc/aux0: 0.6589, loss_cls/aux0: 2.6150, loss/aux0: 2.6150, top1_acc/aux1: 0.4010, top5_acc/aux1: 0.6901, loss_cls/aux1: 2.4509, loss/aux1: 2.4509, top1_acc/aux2: 0.3434, top5_acc/aux2: 0.6196, loss_cls/aux2: 2.7769, loss/aux2: 2.7769 2020-10-25 07:45:22,299 - mmaction - INFO - Epoch [31][180/264] lr: 4.349e-01, eta: 15:28:39, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3714, top5_acc: 0.6538, loss_cls: 2.6459, loss: 2.6459, grad_norm: 1.0683, top1_acc/aux0: 0.3948, top5_acc/aux0: 0.6726, loss_cls/aux0: 2.5600, loss/aux0: 2.5600, top1_acc/aux1: 0.4047, top5_acc/aux1: 0.6906, loss_cls/aux1: 2.4617, loss/aux1: 2.4617, top1_acc/aux2: 0.3373, top5_acc/aux2: 0.6238, loss_cls/aux2: 2.7931, loss/aux2: 2.7931 2020-10-25 07:46:09,972 - mmaction - INFO - Epoch [31][200/264] lr: 4.349e-01, eta: 15:28:23, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6394, loss_cls: 2.6974, loss: 2.6974, grad_norm: 1.0443, top1_acc/aux0: 0.4054, top5_acc/aux0: 0.6767, loss_cls/aux0: 2.5293, loss/aux0: 2.5293, top1_acc/aux1: 0.4005, top5_acc/aux1: 0.6884, loss_cls/aux1: 2.4690, loss/aux1: 2.4690, top1_acc/aux2: 0.3443, top5_acc/aux2: 0.6318, loss_cls/aux2: 2.7593, loss/aux2: 2.7593 2020-10-25 07:46:57,683 - mmaction - INFO - Epoch [31][220/264] lr: 4.349e-01, eta: 15:28:06, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6401, loss_cls: 2.6740, loss: 2.6740, grad_norm: 1.0557, top1_acc/aux0: 0.4031, top5_acc/aux0: 0.6710, loss_cls/aux0: 2.5513, loss/aux0: 2.5513, top1_acc/aux1: 0.4101, top5_acc/aux1: 0.6951, loss_cls/aux1: 2.4300, loss/aux1: 2.4300, top1_acc/aux2: 0.3503, top5_acc/aux2: 0.6347, loss_cls/aux2: 2.7408, loss/aux2: 2.7408 2020-10-25 07:47:45,152 - mmaction - INFO - Epoch [31][240/264] lr: 4.349e-01, eta: 15:27:49, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3736, top5_acc: 0.6543, loss_cls: 2.6340, loss: 2.6340, grad_norm: 1.0258, top1_acc/aux0: 0.3929, top5_acc/aux0: 0.6694, loss_cls/aux0: 2.5878, loss/aux0: 2.5878, top1_acc/aux1: 0.4278, top5_acc/aux1: 0.7064, loss_cls/aux1: 2.3587, loss/aux1: 2.3587, top1_acc/aux2: 0.3519, top5_acc/aux2: 0.6332, loss_cls/aux2: 2.7436, loss/aux2: 2.7436 2020-10-25 07:48:32,739 - mmaction - INFO - Epoch [31][260/264] lr: 4.349e-01, eta: 15:27:32, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3668, top5_acc: 0.6403, loss_cls: 2.6612, loss: 2.6612, grad_norm: 1.0363, top1_acc/aux0: 0.3861, top5_acc/aux0: 0.6658, loss_cls/aux0: 2.6007, loss/aux0: 2.6007, top1_acc/aux1: 0.4313, top5_acc/aux1: 0.7108, loss_cls/aux1: 2.3504, loss/aux1: 2.3504, top1_acc/aux2: 0.3519, top5_acc/aux2: 0.6306, loss_cls/aux2: 2.7456, loss/aux2: 2.7456 2020-10-25 07:51:59,778 - mmaction - INFO - Epoch [32][20/264] lr: 4.339e-01, eta: 15:26:42, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3648, top5_acc: 0.6462, loss_cls: 2.6578, loss: 2.6578, grad_norm: 1.0372, top1_acc/aux0: 0.3913, top5_acc/aux0: 0.6597, loss_cls/aux0: 2.6047, loss/aux0: 2.6047, top1_acc/aux1: 0.4368, top5_acc/aux1: 0.7069, loss_cls/aux1: 2.3538, loss/aux1: 2.3538, top1_acc/aux2: 0.3566, top5_acc/aux2: 0.6372, loss_cls/aux2: 2.7007, loss/aux2: 2.7007 2020-10-25 07:52:47,086 - mmaction - INFO - Epoch [32][40/264] lr: 4.339e-01, eta: 15:26:26, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3833, top5_acc: 0.6590, loss_cls: 2.6041, loss: 2.6041, grad_norm: 1.0432, top1_acc/aux0: 0.3905, top5_acc/aux0: 0.6648, loss_cls/aux0: 2.5901, loss/aux0: 2.5901, top1_acc/aux1: 0.4316, top5_acc/aux1: 0.7003, loss_cls/aux1: 2.3885, loss/aux1: 2.3885, top1_acc/aux2: 0.3554, top5_acc/aux2: 0.6306, loss_cls/aux2: 2.7332, loss/aux2: 2.7332 2020-10-25 07:53:34,469 - mmaction - INFO - Epoch [32][60/264] lr: 4.339e-01, eta: 15:26:08, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3715, top5_acc: 0.6432, loss_cls: 2.6588, loss: 2.6588, grad_norm: 1.0627, top1_acc/aux0: 0.3922, top5_acc/aux0: 0.6707, loss_cls/aux0: 2.5728, loss/aux0: 2.5728, top1_acc/aux1: 0.4201, top5_acc/aux1: 0.6903, loss_cls/aux1: 2.4457, loss/aux1: 2.4457, top1_acc/aux2: 0.3517, top5_acc/aux2: 0.6231, loss_cls/aux2: 2.7774, loss/aux2: 2.7774 2020-10-25 07:54:22,138 - mmaction - INFO - Epoch [32][80/264] lr: 4.339e-01, eta: 15:25:51, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3745, top5_acc: 0.6469, loss_cls: 2.6553, loss: 2.6553, grad_norm: 1.0611, top1_acc/aux0: 0.3875, top5_acc/aux0: 0.6707, loss_cls/aux0: 2.5796, loss/aux0: 2.5796, top1_acc/aux1: 0.4163, top5_acc/aux1: 0.6953, loss_cls/aux1: 2.4322, loss/aux1: 2.4322, top1_acc/aux2: 0.3533, top5_acc/aux2: 0.6222, loss_cls/aux2: 2.7728, loss/aux2: 2.7728 2020-10-25 07:55:09,778 - mmaction - INFO - Epoch [32][100/264] lr: 4.339e-01, eta: 15:25:35, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.3731, top5_acc: 0.6530, loss_cls: 2.6411, loss: 2.6411, grad_norm: 1.0513, top1_acc/aux0: 0.3819, top5_acc/aux0: 0.6625, loss_cls/aux0: 2.6120, loss/aux0: 2.6120, top1_acc/aux1: 0.4116, top5_acc/aux1: 0.7024, loss_cls/aux1: 2.3943, loss/aux1: 2.3943, top1_acc/aux2: 0.3552, top5_acc/aux2: 0.6253, loss_cls/aux2: 2.7532, loss/aux2: 2.7532 2020-10-25 07:55:57,309 - mmaction - INFO - Epoch [32][120/264] lr: 4.339e-01, eta: 15:25:17, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3767, top5_acc: 0.6465, loss_cls: 2.6287, loss: 2.6287, grad_norm: 1.0470, top1_acc/aux0: 0.3880, top5_acc/aux0: 0.6597, loss_cls/aux0: 2.6077, loss/aux0: 2.6077, top1_acc/aux1: 0.4193, top5_acc/aux1: 0.7036, loss_cls/aux1: 2.3753, loss/aux1: 2.3753, top1_acc/aux2: 0.3523, top5_acc/aux2: 0.6274, loss_cls/aux2: 2.7624, loss/aux2: 2.7624 2020-10-25 07:56:44,961 - mmaction - INFO - Epoch [32][140/264] lr: 4.339e-01, eta: 15:25:00, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3668, top5_acc: 0.6438, loss_cls: 2.6692, loss: 2.6692, grad_norm: 1.0240, top1_acc/aux0: 0.3870, top5_acc/aux0: 0.6615, loss_cls/aux0: 2.5901, loss/aux0: 2.5901, top1_acc/aux1: 0.4224, top5_acc/aux1: 0.7000, loss_cls/aux1: 2.4001, loss/aux1: 2.4001, top1_acc/aux2: 0.3486, top5_acc/aux2: 0.6184, loss_cls/aux2: 2.7769, loss/aux2: 2.7769 2020-10-25 07:57:32,492 - mmaction - INFO - Epoch [32][160/264] lr: 4.339e-01, eta: 15:24:44, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3720, top5_acc: 0.6415, loss_cls: 2.6557, loss: 2.6557, grad_norm: 1.0680, top1_acc/aux0: 0.3845, top5_acc/aux0: 0.6597, loss_cls/aux0: 2.5903, loss/aux0: 2.5903, top1_acc/aux1: 0.4181, top5_acc/aux1: 0.6917, loss_cls/aux1: 2.4346, loss/aux1: 2.4346, top1_acc/aux2: 0.3450, top5_acc/aux2: 0.6108, loss_cls/aux2: 2.7830, loss/aux2: 2.7830 2020-10-25 07:58:19,938 - mmaction - INFO - Epoch [32][180/264] lr: 4.339e-01, eta: 15:24:27, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3797, top5_acc: 0.6566, loss_cls: 2.6140, loss: 2.6140, grad_norm: 1.0451, top1_acc/aux0: 0.3932, top5_acc/aux0: 0.6648, loss_cls/aux0: 2.5807, loss/aux0: 2.5807, top1_acc/aux1: 0.4248, top5_acc/aux1: 0.6896, loss_cls/aux1: 2.4324, loss/aux1: 2.4324, top1_acc/aux2: 0.3417, top5_acc/aux2: 0.6016, loss_cls/aux2: 2.8282, loss/aux2: 2.8282 2020-10-25 07:59:07,285 - mmaction - INFO - Epoch [32][200/264] lr: 4.339e-01, eta: 15:24:09, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3790, top5_acc: 0.6498, loss_cls: 2.6267, loss: 2.6267, grad_norm: 1.0462, top1_acc/aux0: 0.4003, top5_acc/aux0: 0.6757, loss_cls/aux0: 2.5494, loss/aux0: 2.5494, top1_acc/aux1: 0.4198, top5_acc/aux1: 0.6965, loss_cls/aux1: 2.4254, loss/aux1: 2.4254, top1_acc/aux2: 0.3415, top5_acc/aux2: 0.6123, loss_cls/aux2: 2.8032, loss/aux2: 2.8032 2020-10-25 07:59:54,910 - mmaction - INFO - Epoch [32][220/264] lr: 4.339e-01, eta: 15:23:52, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6477, loss_cls: 2.6252, loss: 2.6252, grad_norm: 1.0584, top1_acc/aux0: 0.3903, top5_acc/aux0: 0.6689, loss_cls/aux0: 2.5700, loss/aux0: 2.5700, top1_acc/aux1: 0.4158, top5_acc/aux1: 0.7017, loss_cls/aux1: 2.4102, loss/aux1: 2.4102, top1_acc/aux2: 0.3365, top5_acc/aux2: 0.6175, loss_cls/aux2: 2.7977, loss/aux2: 2.7977 2020-10-25 08:00:43,708 - mmaction - INFO - Epoch [32][240/264] lr: 4.339e-01, eta: 15:23:36, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.3769, top5_acc: 0.6523, loss_cls: 2.6202, loss: 2.6202, grad_norm: 1.0675, top1_acc/aux0: 0.3759, top5_acc/aux0: 0.6578, loss_cls/aux0: 2.6333, loss/aux0: 2.6333, top1_acc/aux1: 0.4125, top5_acc/aux1: 0.6965, loss_cls/aux1: 2.4201, loss/aux1: 2.4201, top1_acc/aux2: 0.3378, top5_acc/aux2: 0.6106, loss_cls/aux2: 2.8172, loss/aux2: 2.8172 2020-10-25 08:01:31,111 - mmaction - INFO - Epoch [32][260/264] lr: 4.339e-01, eta: 15:23:20, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3726, top5_acc: 0.6427, loss_cls: 2.6708, loss: 2.6708, grad_norm: 1.0386, top1_acc/aux0: 0.3811, top5_acc/aux0: 0.6649, loss_cls/aux0: 2.6106, loss/aux0: 2.6106, top1_acc/aux1: 0.4168, top5_acc/aux1: 0.7016, loss_cls/aux1: 2.4083, loss/aux1: 2.4083, top1_acc/aux2: 0.3394, top5_acc/aux2: 0.6097, loss_cls/aux2: 2.8227, loss/aux2: 2.8227 2020-10-25 08:01:41,871 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-10-25 08:02:31,289 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-25 08:02:31,481 - mmaction - INFO - top1_acc 0.4487 top5_acc 0.7352 2020-10-25 08:02:31,482 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-25 08:02:31,530 - mmaction - INFO - mean_acc 0.4486 2020-10-25 08:02:31,531 - mmaction - INFO - Now best checkpoint is epoch_32.pth 2020-10-25 08:02:31,538 - mmaction - INFO - Epoch(val) [32][264] top1_acc: 0.4487, top5_acc: 0.7352, mean_class_accuracy: 0.4486 2020-10-25 08:06:12,749 - mmaction - INFO - Epoch [33][20/264] lr: 4.329e-01, eta: 15:22:33, time: 0.951, data_time: 0.001, memory: 8466, top1_acc: 0.3856, top5_acc: 0.6615, loss_cls: 2.5957, loss: 2.5957, grad_norm: 1.0763, top1_acc/aux0: 0.3851, top5_acc/aux0: 0.6795, loss_cls/aux0: 2.5612, loss/aux0: 2.5612, top1_acc/aux1: 0.4160, top5_acc/aux1: 0.7014, loss_cls/aux1: 2.3935, loss/aux1: 2.3935, top1_acc/aux2: 0.3538, top5_acc/aux2: 0.6128, loss_cls/aux2: 2.7567, loss/aux2: 2.7567 2020-10-25 08:06:59,981 - mmaction - INFO - Epoch [33][40/264] lr: 4.329e-01, eta: 15:22:15, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3668, top5_acc: 0.6462, loss_cls: 2.6532, loss: 2.6532, grad_norm: 1.0471, top1_acc/aux0: 0.3924, top5_acc/aux0: 0.6750, loss_cls/aux0: 2.5668, loss/aux0: 2.5668, top1_acc/aux1: 0.4132, top5_acc/aux1: 0.6970, loss_cls/aux1: 2.4174, loss/aux1: 2.4174, top1_acc/aux2: 0.3483, top5_acc/aux2: 0.6153, loss_cls/aux2: 2.7774, loss/aux2: 2.7774 2020-10-25 08:07:47,391 - mmaction - INFO - Epoch [33][60/264] lr: 4.329e-01, eta: 15:21:58, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6583, loss_cls: 2.6078, loss: 2.6078, grad_norm: 1.0508, top1_acc/aux0: 0.3943, top5_acc/aux0: 0.6675, loss_cls/aux0: 2.5828, loss/aux0: 2.5828, top1_acc/aux1: 0.4102, top5_acc/aux1: 0.6951, loss_cls/aux1: 2.4285, loss/aux1: 2.4285, top1_acc/aux2: 0.3450, top5_acc/aux2: 0.6191, loss_cls/aux2: 2.7909, loss/aux2: 2.7909 2020-10-25 08:08:35,014 - mmaction - INFO - Epoch [33][80/264] lr: 4.329e-01, eta: 15:21:41, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3736, top5_acc: 0.6438, loss_cls: 2.6367, loss: 2.6367, grad_norm: 1.0540, top1_acc/aux0: 0.3948, top5_acc/aux0: 0.6655, loss_cls/aux0: 2.5675, loss/aux0: 2.5675, top1_acc/aux1: 0.4144, top5_acc/aux1: 0.6948, loss_cls/aux1: 2.4208, loss/aux1: 2.4208, top1_acc/aux2: 0.3432, top5_acc/aux2: 0.6168, loss_cls/aux2: 2.8113, loss/aux2: 2.8113 2020-10-25 08:09:22,609 - mmaction - INFO - Epoch [33][100/264] lr: 4.329e-01, eta: 15:21:24, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3753, top5_acc: 0.6467, loss_cls: 2.6572, loss: 2.6572, grad_norm: 1.0837, top1_acc/aux0: 0.3962, top5_acc/aux0: 0.6653, loss_cls/aux0: 2.5580, loss/aux0: 2.5580, top1_acc/aux1: 0.4139, top5_acc/aux1: 0.6894, loss_cls/aux1: 2.4360, loss/aux1: 2.4360, top1_acc/aux2: 0.3514, top5_acc/aux2: 0.6259, loss_cls/aux2: 2.7683, loss/aux2: 2.7683 2020-10-25 08:10:10,194 - mmaction - INFO - Epoch [33][120/264] lr: 4.329e-01, eta: 15:21:07, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3793, top5_acc: 0.6484, loss_cls: 2.6189, loss: 2.6189, grad_norm: 1.0475, top1_acc/aux0: 0.3955, top5_acc/aux0: 0.6660, loss_cls/aux0: 2.5674, loss/aux0: 2.5674, top1_acc/aux1: 0.4201, top5_acc/aux1: 0.6970, loss_cls/aux1: 2.4056, loss/aux1: 2.4056, top1_acc/aux2: 0.3655, top5_acc/aux2: 0.6398, loss_cls/aux2: 2.6869, loss/aux2: 2.6869 2020-10-25 08:10:58,027 - mmaction - INFO - Epoch [33][140/264] lr: 4.329e-01, eta: 15:20:51, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.3675, top5_acc: 0.6474, loss_cls: 2.6557, loss: 2.6557, grad_norm: 1.0380, top1_acc/aux0: 0.3953, top5_acc/aux0: 0.6693, loss_cls/aux0: 2.5593, loss/aux0: 2.5593, top1_acc/aux1: 0.4243, top5_acc/aux1: 0.7003, loss_cls/aux1: 2.3944, loss/aux1: 2.3944, top1_acc/aux2: 0.3528, top5_acc/aux2: 0.6207, loss_cls/aux2: 2.7605, loss/aux2: 2.7605 2020-10-25 08:11:45,464 - mmaction - INFO - Epoch [33][160/264] lr: 4.329e-01, eta: 15:20:34, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6444, loss_cls: 2.6865, loss: 2.6865, grad_norm: 1.0550, top1_acc/aux0: 0.3905, top5_acc/aux0: 0.6722, loss_cls/aux0: 2.5608, loss/aux0: 2.5608, top1_acc/aux1: 0.4168, top5_acc/aux1: 0.6957, loss_cls/aux1: 2.4322, loss/aux1: 2.4322, top1_acc/aux2: 0.3373, top5_acc/aux2: 0.6062, loss_cls/aux2: 2.8242, loss/aux2: 2.8242 2020-10-25 08:12:33,101 - mmaction - INFO - Epoch [33][180/264] lr: 4.329e-01, eta: 15:20:17, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3727, top5_acc: 0.6326, loss_cls: 2.6719, loss: 2.6719, grad_norm: 1.0269, top1_acc/aux0: 0.3896, top5_acc/aux0: 0.6686, loss_cls/aux0: 2.5888, loss/aux0: 2.5888, top1_acc/aux1: 0.4160, top5_acc/aux1: 0.7030, loss_cls/aux1: 2.4129, loss/aux1: 2.4129, top1_acc/aux2: 0.3470, top5_acc/aux2: 0.6172, loss_cls/aux2: 2.7756, loss/aux2: 2.7756 2020-10-25 08:13:20,694 - mmaction - INFO - Epoch [33][200/264] lr: 4.329e-01, eta: 15:20:01, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.3766, top5_acc: 0.6479, loss_cls: 2.6352, loss: 2.6352, grad_norm: 1.0489, top1_acc/aux0: 0.3953, top5_acc/aux0: 0.6693, loss_cls/aux0: 2.5759, loss/aux0: 2.5759, top1_acc/aux1: 0.4170, top5_acc/aux1: 0.7054, loss_cls/aux1: 2.3922, loss/aux1: 2.3922, top1_acc/aux2: 0.3564, top5_acc/aux2: 0.6255, loss_cls/aux2: 2.7396, loss/aux2: 2.7396 2020-10-25 08:14:08,279 - mmaction - INFO - Epoch [33][220/264] lr: 4.329e-01, eta: 15:19:45, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3731, top5_acc: 0.6464, loss_cls: 2.6570, loss: 2.6570, grad_norm: 1.0430, top1_acc/aux0: 0.3983, top5_acc/aux0: 0.6762, loss_cls/aux0: 2.5407, loss/aux0: 2.5407, top1_acc/aux1: 0.4122, top5_acc/aux1: 0.6984, loss_cls/aux1: 2.4238, loss/aux1: 2.4238, top1_acc/aux2: 0.3448, top5_acc/aux2: 0.6217, loss_cls/aux2: 2.7785, loss/aux2: 2.7785 2020-10-25 08:14:55,647 - mmaction - INFO - Epoch [33][240/264] lr: 4.329e-01, eta: 15:19:27, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3786, top5_acc: 0.6368, loss_cls: 2.6491, loss: 2.6491, grad_norm: 1.0703, top1_acc/aux0: 0.3906, top5_acc/aux0: 0.6696, loss_cls/aux0: 2.5762, loss/aux0: 2.5762, top1_acc/aux1: 0.4142, top5_acc/aux1: 0.7009, loss_cls/aux1: 2.4091, loss/aux1: 2.4091, top1_acc/aux2: 0.3382, top5_acc/aux2: 0.6163, loss_cls/aux2: 2.8082, loss/aux2: 2.8082 2020-10-25 08:15:43,221 - mmaction - INFO - Epoch [33][260/264] lr: 4.329e-01, eta: 15:19:10, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6413, loss_cls: 2.6343, loss: 2.6343, grad_norm: 1.0291, top1_acc/aux0: 0.3908, top5_acc/aux0: 0.6689, loss_cls/aux0: 2.5742, loss/aux0: 2.5742, top1_acc/aux1: 0.4184, top5_acc/aux1: 0.7000, loss_cls/aux1: 2.4136, loss/aux1: 2.4136, top1_acc/aux2: 0.3479, top5_acc/aux2: 0.6207, loss_cls/aux2: 2.7774, loss/aux2: 2.7774 2020-10-25 08:19:12,599 - mmaction - INFO - Epoch [34][20/264] lr: 4.318e-01, eta: 15:18:23, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3753, top5_acc: 0.6462, loss_cls: 2.6409, loss: 2.6409, grad_norm: 1.0455, top1_acc/aux0: 0.3917, top5_acc/aux0: 0.6649, loss_cls/aux0: 2.5940, loss/aux0: 2.5940, top1_acc/aux1: 0.4188, top5_acc/aux1: 0.7017, loss_cls/aux1: 2.3996, loss/aux1: 2.3996, top1_acc/aux2: 0.3340, top5_acc/aux2: 0.6174, loss_cls/aux2: 2.7938, loss/aux2: 2.7938 2020-10-25 08:20:00,136 - mmaction - INFO - Epoch [34][40/264] lr: 4.318e-01, eta: 15:18:07, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6533, loss_cls: 2.6097, loss: 2.6097, grad_norm: 1.0503, top1_acc/aux0: 0.3908, top5_acc/aux0: 0.6665, loss_cls/aux0: 2.5951, loss/aux0: 2.5951, top1_acc/aux1: 0.4181, top5_acc/aux1: 0.6977, loss_cls/aux1: 2.4103, loss/aux1: 2.4103, top1_acc/aux2: 0.3375, top5_acc/aux2: 0.6210, loss_cls/aux2: 2.7740, loss/aux2: 2.7740 2020-10-25 08:20:47,503 - mmaction - INFO - Epoch [34][60/264] lr: 4.318e-01, eta: 15:17:50, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3814, top5_acc: 0.6641, loss_cls: 2.5962, loss: 2.5962, grad_norm: 1.0635, top1_acc/aux0: 0.3957, top5_acc/aux0: 0.6707, loss_cls/aux0: 2.5765, loss/aux0: 2.5765, top1_acc/aux1: 0.4194, top5_acc/aux1: 0.6849, loss_cls/aux1: 2.4266, loss/aux1: 2.4266, top1_acc/aux2: 0.3455, top5_acc/aux2: 0.6212, loss_cls/aux2: 2.7618, loss/aux2: 2.7618 2020-10-25 08:21:34,762 - mmaction - INFO - Epoch [34][80/264] lr: 4.318e-01, eta: 15:17:32, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3793, top5_acc: 0.6519, loss_cls: 2.5947, loss: 2.5947, grad_norm: 1.0620, top1_acc/aux0: 0.3877, top5_acc/aux0: 0.6604, loss_cls/aux0: 2.5995, loss/aux0: 2.5995, top1_acc/aux1: 0.4267, top5_acc/aux1: 0.6899, loss_cls/aux1: 2.4090, loss/aux1: 2.4090, top1_acc/aux2: 0.3503, top5_acc/aux2: 0.6193, loss_cls/aux2: 2.7708, loss/aux2: 2.7708 2020-10-25 08:22:22,614 - mmaction - INFO - Epoch [34][100/264] lr: 4.318e-01, eta: 15:17:17, time: 0.966, data_time: 0.001, memory: 8466, top1_acc: 0.3762, top5_acc: 0.6530, loss_cls: 2.6103, loss: 2.6103, grad_norm: 1.0620, top1_acc/aux0: 0.3788, top5_acc/aux0: 0.6595, loss_cls/aux0: 2.6170, loss/aux0: 2.6170, top1_acc/aux1: 0.4198, top5_acc/aux1: 0.6988, loss_cls/aux1: 2.4139, loss/aux1: 2.4139, top1_acc/aux2: 0.3547, top5_acc/aux2: 0.6224, loss_cls/aux2: 2.7591, loss/aux2: 2.7591 2020-10-25 08:23:10,036 - mmaction - INFO - Epoch [34][120/264] lr: 4.318e-01, eta: 15:17:01, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3813, top5_acc: 0.6486, loss_cls: 2.6225, loss: 2.6225, grad_norm: 1.0472, top1_acc/aux0: 0.3929, top5_acc/aux0: 0.6717, loss_cls/aux0: 2.5708, loss/aux0: 2.5708, top1_acc/aux1: 0.4181, top5_acc/aux1: 0.7017, loss_cls/aux1: 2.4011, loss/aux1: 2.4011, top1_acc/aux2: 0.3531, top5_acc/aux2: 0.6207, loss_cls/aux2: 2.7631, loss/aux2: 2.7631 2020-10-25 08:23:57,599 - mmaction - INFO - Epoch [34][140/264] lr: 4.318e-01, eta: 15:16:43, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3847, top5_acc: 0.6547, loss_cls: 2.5824, loss: 2.5824, grad_norm: 1.0473, top1_acc/aux0: 0.3894, top5_acc/aux0: 0.6679, loss_cls/aux0: 2.5709, loss/aux0: 2.5709, top1_acc/aux1: 0.4245, top5_acc/aux1: 0.7073, loss_cls/aux1: 2.3827, loss/aux1: 2.3827, top1_acc/aux2: 0.3465, top5_acc/aux2: 0.6137, loss_cls/aux2: 2.8027, loss/aux2: 2.8027 2020-10-25 08:24:45,102 - mmaction - INFO - Epoch [34][160/264] lr: 4.318e-01, eta: 15:16:26, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3648, top5_acc: 0.6514, loss_cls: 2.6403, loss: 2.6403, grad_norm: 1.0764, top1_acc/aux0: 0.3898, top5_acc/aux0: 0.6687, loss_cls/aux0: 2.5685, loss/aux0: 2.5685, top1_acc/aux1: 0.4233, top5_acc/aux1: 0.7085, loss_cls/aux1: 2.3881, loss/aux1: 2.3881, top1_acc/aux2: 0.3479, top5_acc/aux2: 0.6156, loss_cls/aux2: 2.7836, loss/aux2: 2.7836 2020-10-25 08:25:32,620 - mmaction - INFO - Epoch [34][180/264] lr: 4.318e-01, eta: 15:16:09, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3785, top5_acc: 0.6488, loss_cls: 2.6445, loss: 2.6445, grad_norm: 1.0708, top1_acc/aux0: 0.4009, top5_acc/aux0: 0.6726, loss_cls/aux0: 2.5538, loss/aux0: 2.5538, top1_acc/aux1: 0.4292, top5_acc/aux1: 0.7120, loss_cls/aux1: 2.3662, loss/aux1: 2.3662, top1_acc/aux2: 0.3498, top5_acc/aux2: 0.6134, loss_cls/aux2: 2.7800, loss/aux2: 2.7800 2020-10-25 08:26:20,393 - mmaction - INFO - Epoch [34][200/264] lr: 4.318e-01, eta: 15:15:54, time: 0.970, data_time: 0.000, memory: 8466, top1_acc: 0.3891, top5_acc: 0.6538, loss_cls: 2.5993, loss: 2.5993, grad_norm: 1.0512, top1_acc/aux0: 0.3944, top5_acc/aux0: 0.6677, loss_cls/aux0: 2.5748, loss/aux0: 2.5748, top1_acc/aux1: 0.4293, top5_acc/aux1: 0.7066, loss_cls/aux1: 2.3726, loss/aux1: 2.3726, top1_acc/aux2: 0.3474, top5_acc/aux2: 0.6092, loss_cls/aux2: 2.8056, loss/aux2: 2.8056 2020-10-25 08:27:08,042 - mmaction - INFO - Epoch [34][220/264] lr: 4.318e-01, eta: 15:15:39, time: 0.963, data_time: 0.000, memory: 8466, top1_acc: 0.3734, top5_acc: 0.6554, loss_cls: 2.6291, loss: 2.6291, grad_norm: 1.0794, top1_acc/aux0: 0.3910, top5_acc/aux0: 0.6653, loss_cls/aux0: 2.5885, loss/aux0: 2.5885, top1_acc/aux1: 0.4247, top5_acc/aux1: 0.7005, loss_cls/aux1: 2.3955, loss/aux1: 2.3955, top1_acc/aux2: 0.3441, top5_acc/aux2: 0.6208, loss_cls/aux2: 2.7619, loss/aux2: 2.7619 2020-10-25 08:27:55,605 - mmaction - INFO - Epoch [34][240/264] lr: 4.318e-01, eta: 15:15:23, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.3806, top5_acc: 0.6488, loss_cls: 2.6403, loss: 2.6403, grad_norm: 1.0573, top1_acc/aux0: 0.3932, top5_acc/aux0: 0.6781, loss_cls/aux0: 2.5641, loss/aux0: 2.5641, top1_acc/aux1: 0.4267, top5_acc/aux1: 0.7030, loss_cls/aux1: 2.3984, loss/aux1: 2.3984, top1_acc/aux2: 0.3413, top5_acc/aux2: 0.6208, loss_cls/aux2: 2.7612, loss/aux2: 2.7612 2020-10-25 08:28:43,283 - mmaction - INFO - Epoch [34][260/264] lr: 4.318e-01, eta: 15:15:06, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3894, top5_acc: 0.6575, loss_cls: 2.5957, loss: 2.5957, grad_norm: 1.0473, top1_acc/aux0: 0.3998, top5_acc/aux0: 0.6835, loss_cls/aux0: 2.5340, loss/aux0: 2.5340, top1_acc/aux1: 0.4330, top5_acc/aux1: 0.7054, loss_cls/aux1: 2.3880, loss/aux1: 2.3880, top1_acc/aux2: 0.3477, top5_acc/aux2: 0.6227, loss_cls/aux2: 2.7741, loss/aux2: 2.7741 2020-10-25 08:32:14,618 - mmaction - INFO - Epoch [35][20/264] lr: 4.307e-01, eta: 15:14:21, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3790, top5_acc: 0.6547, loss_cls: 2.6144, loss: 2.6144, grad_norm: 1.0692, top1_acc/aux0: 0.3708, top5_acc/aux0: 0.6646, loss_cls/aux0: 2.6034, loss/aux0: 2.6034, top1_acc/aux1: 0.4257, top5_acc/aux1: 0.6962, loss_cls/aux1: 2.4207, loss/aux1: 2.4207, top1_acc/aux2: 0.3521, top5_acc/aux2: 0.6191, loss_cls/aux2: 2.7618, loss/aux2: 2.7618 2020-10-25 08:33:01,907 - mmaction - INFO - Epoch [35][40/264] lr: 4.307e-01, eta: 15:14:04, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3823, top5_acc: 0.6601, loss_cls: 2.5976, loss: 2.5976, grad_norm: 1.0647, top1_acc/aux0: 0.3745, top5_acc/aux0: 0.6687, loss_cls/aux0: 2.5891, loss/aux0: 2.5891, top1_acc/aux1: 0.4168, top5_acc/aux1: 0.6918, loss_cls/aux1: 2.4197, loss/aux1: 2.4197, top1_acc/aux2: 0.3516, top5_acc/aux2: 0.6184, loss_cls/aux2: 2.7569, loss/aux2: 2.7569 2020-10-25 08:33:49,267 - mmaction - INFO - Epoch [35][60/264] lr: 4.307e-01, eta: 15:13:47, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3780, top5_acc: 0.6576, loss_cls: 2.5951, loss: 2.5951, grad_norm: 1.0692, top1_acc/aux0: 0.3884, top5_acc/aux0: 0.6752, loss_cls/aux0: 2.5574, loss/aux0: 2.5574, top1_acc/aux1: 0.4193, top5_acc/aux1: 0.7023, loss_cls/aux1: 2.3847, loss/aux1: 2.3847, top1_acc/aux2: 0.3535, top5_acc/aux2: 0.6241, loss_cls/aux2: 2.7459, loss/aux2: 2.7459 2020-10-25 08:34:36,738 - mmaction - INFO - Epoch [35][80/264] lr: 4.307e-01, eta: 15:13:29, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6585, loss_cls: 2.6125, loss: 2.6125, grad_norm: 1.0601, top1_acc/aux0: 0.3951, top5_acc/aux0: 0.6783, loss_cls/aux0: 2.5648, loss/aux0: 2.5648, top1_acc/aux1: 0.4295, top5_acc/aux1: 0.7118, loss_cls/aux1: 2.3680, loss/aux1: 2.3680, top1_acc/aux2: 0.3519, top5_acc/aux2: 0.6285, loss_cls/aux2: 2.7500, loss/aux2: 2.7500 2020-10-25 08:35:24,225 - mmaction - INFO - Epoch [35][100/264] lr: 4.307e-01, eta: 15:13:12, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3641, top5_acc: 0.6587, loss_cls: 2.6279, loss: 2.6279, grad_norm: 1.0327, top1_acc/aux0: 0.3920, top5_acc/aux0: 0.6700, loss_cls/aux0: 2.5757, loss/aux0: 2.5757, top1_acc/aux1: 0.4259, top5_acc/aux1: 0.7016, loss_cls/aux1: 2.3981, loss/aux1: 2.3981, top1_acc/aux2: 0.3424, top5_acc/aux2: 0.6168, loss_cls/aux2: 2.7940, loss/aux2: 2.7940 2020-10-25 08:36:11,809 - mmaction - INFO - Epoch [35][120/264] lr: 4.307e-01, eta: 15:12:55, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3731, top5_acc: 0.6373, loss_cls: 2.6442, loss: 2.6442, grad_norm: 1.0459, top1_acc/aux0: 0.3825, top5_acc/aux0: 0.6601, loss_cls/aux0: 2.5883, loss/aux0: 2.5883, top1_acc/aux1: 0.4161, top5_acc/aux1: 0.6906, loss_cls/aux1: 2.4252, loss/aux1: 2.4252, top1_acc/aux2: 0.3422, top5_acc/aux2: 0.6203, loss_cls/aux2: 2.7789, loss/aux2: 2.7789 2020-10-25 08:36:59,492 - mmaction - INFO - Epoch [35][140/264] lr: 4.307e-01, eta: 15:12:38, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3908, top5_acc: 0.6517, loss_cls: 2.6027, loss: 2.6027, grad_norm: 1.0536, top1_acc/aux0: 0.3842, top5_acc/aux0: 0.6691, loss_cls/aux0: 2.5808, loss/aux0: 2.5808, top1_acc/aux1: 0.4142, top5_acc/aux1: 0.6934, loss_cls/aux1: 2.4151, loss/aux1: 2.4151, top1_acc/aux2: 0.3523, top5_acc/aux2: 0.6280, loss_cls/aux2: 2.7408, loss/aux2: 2.7408 2020-10-25 08:37:47,033 - mmaction - INFO - Epoch [35][160/264] lr: 4.307e-01, eta: 15:12:21, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3748, top5_acc: 0.6453, loss_cls: 2.6511, loss: 2.6511, grad_norm: 1.0650, top1_acc/aux0: 0.3932, top5_acc/aux0: 0.6767, loss_cls/aux0: 2.5422, loss/aux0: 2.5422, top1_acc/aux1: 0.4236, top5_acc/aux1: 0.6993, loss_cls/aux1: 2.3883, loss/aux1: 2.3883, top1_acc/aux2: 0.3587, top5_acc/aux2: 0.6227, loss_cls/aux2: 2.7437, loss/aux2: 2.7437 2020-10-25 08:38:34,327 - mmaction - INFO - Epoch [35][180/264] lr: 4.307e-01, eta: 15:12:04, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3609, top5_acc: 0.6437, loss_cls: 2.6799, loss: 2.6799, grad_norm: 1.0524, top1_acc/aux0: 0.3917, top5_acc/aux0: 0.6717, loss_cls/aux0: 2.5430, loss/aux0: 2.5430, top1_acc/aux1: 0.4196, top5_acc/aux1: 0.6936, loss_cls/aux1: 2.4185, loss/aux1: 2.4185, top1_acc/aux2: 0.3491, top5_acc/aux2: 0.6248, loss_cls/aux2: 2.7535, loss/aux2: 2.7535 2020-10-25 08:39:21,904 - mmaction - INFO - Epoch [35][200/264] lr: 4.307e-01, eta: 15:11:47, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3752, top5_acc: 0.6517, loss_cls: 2.6129, loss: 2.6129, grad_norm: 1.0650, top1_acc/aux0: 0.3920, top5_acc/aux0: 0.6736, loss_cls/aux0: 2.5530, loss/aux0: 2.5530, top1_acc/aux1: 0.4182, top5_acc/aux1: 0.6986, loss_cls/aux1: 2.3966, loss/aux1: 2.3966, top1_acc/aux2: 0.3517, top5_acc/aux2: 0.6309, loss_cls/aux2: 2.7469, loss/aux2: 2.7469 2020-10-25 08:40:09,698 - mmaction - INFO - Epoch [35][220/264] lr: 4.307e-01, eta: 15:11:31, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6540, loss_cls: 2.6025, loss: 2.6025, grad_norm: 1.0558, top1_acc/aux0: 0.3887, top5_acc/aux0: 0.6797, loss_cls/aux0: 2.5545, loss/aux0: 2.5545, top1_acc/aux1: 0.4219, top5_acc/aux1: 0.7054, loss_cls/aux1: 2.3690, loss/aux1: 2.3690, top1_acc/aux2: 0.3672, top5_acc/aux2: 0.6328, loss_cls/aux2: 2.7126, loss/aux2: 2.7126 2020-10-25 08:40:57,094 - mmaction - INFO - Epoch [35][240/264] lr: 4.307e-01, eta: 15:11:13, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3710, top5_acc: 0.6460, loss_cls: 2.6662, loss: 2.6662, grad_norm: 1.0695, top1_acc/aux0: 0.3932, top5_acc/aux0: 0.6825, loss_cls/aux0: 2.5331, loss/aux0: 2.5331, top1_acc/aux1: 0.4220, top5_acc/aux1: 0.7014, loss_cls/aux1: 2.3908, loss/aux1: 2.3908, top1_acc/aux2: 0.3530, top5_acc/aux2: 0.6220, loss_cls/aux2: 2.7686, loss/aux2: 2.7686 2020-10-25 08:41:44,653 - mmaction - INFO - Epoch [35][260/264] lr: 4.307e-01, eta: 15:10:57, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.3727, top5_acc: 0.6528, loss_cls: 2.6372, loss: 2.6372, grad_norm: 1.0423, top1_acc/aux0: 0.4023, top5_acc/aux0: 0.6870, loss_cls/aux0: 2.4948, loss/aux0: 2.4948, top1_acc/aux1: 0.4149, top5_acc/aux1: 0.7064, loss_cls/aux1: 2.3884, loss/aux1: 2.3884, top1_acc/aux2: 0.3389, top5_acc/aux2: 0.6142, loss_cls/aux2: 2.8225, loss/aux2: 2.8225 2020-10-25 08:45:15,156 - mmaction - INFO - Epoch [36][20/264] lr: 4.296e-01, eta: 15:10:12, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3856, top5_acc: 0.6632, loss_cls: 2.5714, loss: 2.5714, grad_norm: 1.0589, top1_acc/aux0: 0.4038, top5_acc/aux0: 0.6833, loss_cls/aux0: 2.5113, loss/aux0: 2.5113, top1_acc/aux1: 0.4316, top5_acc/aux1: 0.6962, loss_cls/aux1: 2.3714, loss/aux1: 2.3714, top1_acc/aux2: 0.3535, top5_acc/aux2: 0.6253, loss_cls/aux2: 2.7443, loss/aux2: 2.7443 2020-10-25 08:46:02,945 - mmaction - INFO - Epoch [36][40/264] lr: 4.296e-01, eta: 15:09:56, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.3783, top5_acc: 0.6519, loss_cls: 2.6274, loss: 2.6274, grad_norm: 1.0548, top1_acc/aux0: 0.3953, top5_acc/aux0: 0.6786, loss_cls/aux0: 2.5484, loss/aux0: 2.5484, top1_acc/aux1: 0.4214, top5_acc/aux1: 0.7030, loss_cls/aux1: 2.3891, loss/aux1: 2.3891, top1_acc/aux2: 0.3528, top5_acc/aux2: 0.6234, loss_cls/aux2: 2.7446, loss/aux2: 2.7446 2020-10-25 08:46:50,455 - mmaction - INFO - Epoch [36][60/264] lr: 4.296e-01, eta: 15:09:39, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6615, loss_cls: 2.5972, loss: 2.5972, grad_norm: 1.0719, top1_acc/aux0: 0.3894, top5_acc/aux0: 0.6740, loss_cls/aux0: 2.5686, loss/aux0: 2.5686, top1_acc/aux1: 0.4111, top5_acc/aux1: 0.7063, loss_cls/aux1: 2.4057, loss/aux1: 2.4057, top1_acc/aux2: 0.3486, top5_acc/aux2: 0.6215, loss_cls/aux2: 2.7410, loss/aux2: 2.7410 2020-10-25 08:47:38,384 - mmaction - INFO - Epoch [36][80/264] lr: 4.296e-01, eta: 15:09:23, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3790, top5_acc: 0.6536, loss_cls: 2.6219, loss: 2.6219, grad_norm: 1.0544, top1_acc/aux0: 0.4056, top5_acc/aux0: 0.6819, loss_cls/aux0: 2.4999, loss/aux0: 2.4999, top1_acc/aux1: 0.4189, top5_acc/aux1: 0.7030, loss_cls/aux1: 2.3882, loss/aux1: 2.3882, top1_acc/aux2: 0.3509, top5_acc/aux2: 0.6226, loss_cls/aux2: 2.7535, loss/aux2: 2.7535 2020-10-25 08:48:25,831 - mmaction - INFO - Epoch [36][100/264] lr: 4.296e-01, eta: 15:09:07, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6519, loss_cls: 2.5963, loss: 2.5963, grad_norm: 1.0638, top1_acc/aux0: 0.4028, top5_acc/aux0: 0.6783, loss_cls/aux0: 2.5067, loss/aux0: 2.5067, top1_acc/aux1: 0.4318, top5_acc/aux1: 0.7019, loss_cls/aux1: 2.3620, loss/aux1: 2.3620, top1_acc/aux2: 0.3530, top5_acc/aux2: 0.6203, loss_cls/aux2: 2.7672, loss/aux2: 2.7672 2020-10-25 08:49:13,350 - mmaction - INFO - Epoch [36][120/264] lr: 4.296e-01, eta: 15:08:50, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3788, top5_acc: 0.6517, loss_cls: 2.6094, loss: 2.6094, grad_norm: 1.0761, top1_acc/aux0: 0.3837, top5_acc/aux0: 0.6628, loss_cls/aux0: 2.5803, loss/aux0: 2.5803, top1_acc/aux1: 0.4313, top5_acc/aux1: 0.7017, loss_cls/aux1: 2.3728, loss/aux1: 2.3728, top1_acc/aux2: 0.3523, top5_acc/aux2: 0.6227, loss_cls/aux2: 2.7600, loss/aux2: 2.7600 2020-10-25 08:50:01,076 - mmaction - INFO - Epoch [36][140/264] lr: 4.296e-01, eta: 15:08:33, time: 0.951, data_time: 0.001, memory: 8466, top1_acc: 0.3769, top5_acc: 0.6469, loss_cls: 2.6472, loss: 2.6472, grad_norm: 1.0655, top1_acc/aux0: 0.3891, top5_acc/aux0: 0.6601, loss_cls/aux0: 2.5840, loss/aux0: 2.5840, top1_acc/aux1: 0.4238, top5_acc/aux1: 0.7012, loss_cls/aux1: 2.3945, loss/aux1: 2.3945, top1_acc/aux2: 0.3540, top5_acc/aux2: 0.6259, loss_cls/aux2: 2.7597, loss/aux2: 2.7597 2020-10-25 08:50:48,603 - mmaction - INFO - Epoch [36][160/264] lr: 4.296e-01, eta: 15:08:16, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.3795, top5_acc: 0.6530, loss_cls: 2.6083, loss: 2.6083, grad_norm: 1.0605, top1_acc/aux0: 0.3899, top5_acc/aux0: 0.6651, loss_cls/aux0: 2.5733, loss/aux0: 2.5733, top1_acc/aux1: 0.4226, top5_acc/aux1: 0.6970, loss_cls/aux1: 2.4091, loss/aux1: 2.4091, top1_acc/aux2: 0.3540, top5_acc/aux2: 0.6299, loss_cls/aux2: 2.7346, loss/aux2: 2.7346 2020-10-25 08:51:36,110 - mmaction - INFO - Epoch [36][180/264] lr: 4.296e-01, eta: 15:08:00, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3903, top5_acc: 0.6634, loss_cls: 2.5786, loss: 2.5786, grad_norm: 1.0806, top1_acc/aux0: 0.3882, top5_acc/aux0: 0.6743, loss_cls/aux0: 2.5521, loss/aux0: 2.5521, top1_acc/aux1: 0.4177, top5_acc/aux1: 0.6948, loss_cls/aux1: 2.4144, loss/aux1: 2.4144, top1_acc/aux2: 0.3448, top5_acc/aux2: 0.6243, loss_cls/aux2: 2.7707, loss/aux2: 2.7707 2020-10-25 08:52:23,505 - mmaction - INFO - Epoch [36][200/264] lr: 4.296e-01, eta: 15:07:42, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3778, top5_acc: 0.6528, loss_cls: 2.6405, loss: 2.6405, grad_norm: 1.0437, top1_acc/aux0: 0.3941, top5_acc/aux0: 0.6747, loss_cls/aux0: 2.5521, loss/aux0: 2.5521, top1_acc/aux1: 0.4104, top5_acc/aux1: 0.6969, loss_cls/aux1: 2.4092, loss/aux1: 2.4092, top1_acc/aux2: 0.3410, top5_acc/aux2: 0.6165, loss_cls/aux2: 2.8081, loss/aux2: 2.8081 2020-10-25 08:53:10,889 - mmaction - INFO - Epoch [36][220/264] lr: 4.296e-01, eta: 15:07:25, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3863, top5_acc: 0.6576, loss_cls: 2.5877, loss: 2.5877, grad_norm: 1.0751, top1_acc/aux0: 0.3946, top5_acc/aux0: 0.6767, loss_cls/aux0: 2.5520, loss/aux0: 2.5520, top1_acc/aux1: 0.4146, top5_acc/aux1: 0.7038, loss_cls/aux1: 2.3907, loss/aux1: 2.3907, top1_acc/aux2: 0.3498, top5_acc/aux2: 0.6208, loss_cls/aux2: 2.7712, loss/aux2: 2.7712 2020-10-25 08:53:58,544 - mmaction - INFO - Epoch [36][240/264] lr: 4.296e-01, eta: 15:07:07, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3865, top5_acc: 0.6514, loss_cls: 2.6110, loss: 2.6110, grad_norm: 1.0835, top1_acc/aux0: 0.3889, top5_acc/aux0: 0.6769, loss_cls/aux0: 2.5749, loss/aux0: 2.5749, top1_acc/aux1: 0.4231, top5_acc/aux1: 0.7075, loss_cls/aux1: 2.3699, loss/aux1: 2.3699, top1_acc/aux2: 0.3500, top5_acc/aux2: 0.6187, loss_cls/aux2: 2.7480, loss/aux2: 2.7480 2020-10-25 08:54:46,110 - mmaction - INFO - Epoch [36][260/264] lr: 4.296e-01, eta: 15:06:51, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.3809, top5_acc: 0.6521, loss_cls: 2.6131, loss: 2.6131, grad_norm: 1.0532, top1_acc/aux0: 0.4012, top5_acc/aux0: 0.6807, loss_cls/aux0: 2.5420, loss/aux0: 2.5420, top1_acc/aux1: 0.4280, top5_acc/aux1: 0.7038, loss_cls/aux1: 2.3891, loss/aux1: 2.3891, top1_acc/aux2: 0.3429, top5_acc/aux2: 0.6132, loss_cls/aux2: 2.7809, loss/aux2: 2.7809 2020-10-25 08:58:17,800 - mmaction - INFO - Epoch [37][20/264] lr: 4.284e-01, eta: 15:06:05, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3741, top5_acc: 0.6429, loss_cls: 2.6416, loss: 2.6416, grad_norm: 1.0594, top1_acc/aux0: 0.4014, top5_acc/aux0: 0.6698, loss_cls/aux0: 2.5403, loss/aux0: 2.5403, top1_acc/aux1: 0.4101, top5_acc/aux1: 0.6896, loss_cls/aux1: 2.4151, loss/aux1: 2.4151, top1_acc/aux2: 0.3413, top5_acc/aux2: 0.6108, loss_cls/aux2: 2.8234, loss/aux2: 2.8234 2020-10-25 08:59:05,668 - mmaction - INFO - Epoch [37][40/264] lr: 4.284e-01, eta: 15:05:48, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.3863, top5_acc: 0.6653, loss_cls: 2.5760, loss: 2.5760, grad_norm: 1.0859, top1_acc/aux0: 0.4050, top5_acc/aux0: 0.6655, loss_cls/aux0: 2.5608, loss/aux0: 2.5608, top1_acc/aux1: 0.4198, top5_acc/aux1: 0.6976, loss_cls/aux1: 2.3949, loss/aux1: 2.3949, top1_acc/aux2: 0.3467, top5_acc/aux2: 0.6155, loss_cls/aux2: 2.7921, loss/aux2: 2.7921 2020-10-25 08:59:53,173 - mmaction - INFO - Epoch [37][60/264] lr: 4.284e-01, eta: 15:05:31, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6660, loss_cls: 2.5592, loss: 2.5592, grad_norm: 1.0700, top1_acc/aux0: 0.3969, top5_acc/aux0: 0.6682, loss_cls/aux0: 2.5673, loss/aux0: 2.5673, top1_acc/aux1: 0.4274, top5_acc/aux1: 0.7043, loss_cls/aux1: 2.3634, loss/aux1: 2.3634, top1_acc/aux2: 0.3443, top5_acc/aux2: 0.6194, loss_cls/aux2: 2.7696, loss/aux2: 2.7696 2020-10-25 09:00:49,590 - mmaction - INFO - Epoch [37][80/264] lr: 4.284e-01, eta: 15:05:14, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3707, top5_acc: 0.6566, loss_cls: 2.6005, loss: 2.6005, grad_norm: 1.0724, top1_acc/aux0: 0.3825, top5_acc/aux0: 0.6776, loss_cls/aux0: 2.5601, loss/aux0: 2.5601, top1_acc/aux1: 0.4247, top5_acc/aux1: 0.7069, loss_cls/aux1: 2.3504, loss/aux1: 2.3504, top1_acc/aux2: 0.3363, top5_acc/aux2: 0.6177, loss_cls/aux2: 2.7828, loss/aux2: 2.7828 2020-10-25 09:01:37,289 - mmaction - INFO - Epoch [37][100/264] lr: 4.284e-01, eta: 15:04:56, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3894, top5_acc: 0.6592, loss_cls: 2.5855, loss: 2.5855, grad_norm: 1.0568, top1_acc/aux0: 0.3842, top5_acc/aux0: 0.6693, loss_cls/aux0: 2.5596, loss/aux0: 2.5596, top1_acc/aux1: 0.4248, top5_acc/aux1: 0.7040, loss_cls/aux1: 2.3720, loss/aux1: 2.3720, top1_acc/aux2: 0.3446, top5_acc/aux2: 0.6193, loss_cls/aux2: 2.7804, loss/aux2: 2.7804 2020-10-25 09:02:25,046 - mmaction - INFO - Epoch [37][120/264] lr: 4.284e-01, eta: 15:04:40, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3743, top5_acc: 0.6516, loss_cls: 2.6274, loss: 2.6274, grad_norm: 1.0726, top1_acc/aux0: 0.3941, top5_acc/aux0: 0.6674, loss_cls/aux0: 2.5406, loss/aux0: 2.5406, top1_acc/aux1: 0.4278, top5_acc/aux1: 0.7049, loss_cls/aux1: 2.3668, loss/aux1: 2.3668, top1_acc/aux2: 0.3569, top5_acc/aux2: 0.6264, loss_cls/aux2: 2.7416, loss/aux2: 2.7416 2020-10-25 09:03:12,684 - mmaction - INFO - Epoch [37][140/264] lr: 4.284e-01, eta: 15:04:24, time: 0.963, data_time: 0.000, memory: 8466, top1_acc: 0.3814, top5_acc: 0.6490, loss_cls: 2.6359, loss: 2.6359, grad_norm: 1.0643, top1_acc/aux0: 0.4007, top5_acc/aux0: 0.6741, loss_cls/aux0: 2.5363, loss/aux0: 2.5363, top1_acc/aux1: 0.4273, top5_acc/aux1: 0.7019, loss_cls/aux1: 2.3840, loss/aux1: 2.3840, top1_acc/aux2: 0.3580, top5_acc/aux2: 0.6318, loss_cls/aux2: 2.7100, loss/aux2: 2.7100 2020-10-25 09:04:00,422 - mmaction - INFO - Epoch [37][160/264] lr: 4.284e-01, eta: 15:04:07, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6630, loss_cls: 2.5720, loss: 2.5720, grad_norm: 1.0636, top1_acc/aux0: 0.4047, top5_acc/aux0: 0.6769, loss_cls/aux0: 2.5234, loss/aux0: 2.5234, top1_acc/aux1: 0.4219, top5_acc/aux1: 0.6927, loss_cls/aux1: 2.4114, loss/aux1: 2.4114, top1_acc/aux2: 0.3604, top5_acc/aux2: 0.6396, loss_cls/aux2: 2.6908, loss/aux2: 2.6908 2020-10-25 09:04:48,092 - mmaction - INFO - Epoch [37][180/264] lr: 4.284e-01, eta: 15:03:50, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3733, top5_acc: 0.6559, loss_cls: 2.6121, loss: 2.6121, grad_norm: 1.0599, top1_acc/aux0: 0.4045, top5_acc/aux0: 0.6797, loss_cls/aux0: 2.5138, loss/aux0: 2.5138, top1_acc/aux1: 0.4253, top5_acc/aux1: 0.6972, loss_cls/aux1: 2.3913, loss/aux1: 2.3913, top1_acc/aux2: 0.3554, top5_acc/aux2: 0.6325, loss_cls/aux2: 2.7273, loss/aux2: 2.7273 2020-10-25 09:05:35,553 - mmaction - INFO - Epoch [37][200/264] lr: 4.284e-01, eta: 15:03:33, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3823, top5_acc: 0.6514, loss_cls: 2.6267, loss: 2.6267, grad_norm: 1.0550, top1_acc/aux0: 0.3983, top5_acc/aux0: 0.6793, loss_cls/aux0: 2.5229, loss/aux0: 2.5229, top1_acc/aux1: 0.4266, top5_acc/aux1: 0.6983, loss_cls/aux1: 2.3982, loss/aux1: 2.3982, top1_acc/aux2: 0.3467, top5_acc/aux2: 0.6241, loss_cls/aux2: 2.7622, loss/aux2: 2.7622 2020-10-25 09:06:23,189 - mmaction - INFO - Epoch [37][220/264] lr: 4.284e-01, eta: 15:03:16, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3944, top5_acc: 0.6540, loss_cls: 2.5853, loss: 2.5853, grad_norm: 1.0439, top1_acc/aux0: 0.3917, top5_acc/aux0: 0.6712, loss_cls/aux0: 2.5595, loss/aux0: 2.5595, top1_acc/aux1: 0.4224, top5_acc/aux1: 0.7010, loss_cls/aux1: 2.4019, loss/aux1: 2.4019, top1_acc/aux2: 0.3540, top5_acc/aux2: 0.6300, loss_cls/aux2: 2.7477, loss/aux2: 2.7477 2020-10-25 09:07:10,787 - mmaction - INFO - Epoch [37][240/264] lr: 4.284e-01, eta: 15:02:59, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3845, top5_acc: 0.6618, loss_cls: 2.5843, loss: 2.5843, grad_norm: 1.0734, top1_acc/aux0: 0.3969, top5_acc/aux0: 0.6724, loss_cls/aux0: 2.5469, loss/aux0: 2.5469, top1_acc/aux1: 0.4236, top5_acc/aux1: 0.7038, loss_cls/aux1: 2.3848, loss/aux1: 2.3848, top1_acc/aux2: 0.3505, top5_acc/aux2: 0.6222, loss_cls/aux2: 2.7664, loss/aux2: 2.7664 2020-10-25 09:07:58,159 - mmaction - INFO - Epoch [37][260/264] lr: 4.284e-01, eta: 15:02:41, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3785, top5_acc: 0.6481, loss_cls: 2.6115, loss: 2.6115, grad_norm: 1.0458, top1_acc/aux0: 0.4009, top5_acc/aux0: 0.6799, loss_cls/aux0: 2.5168, loss/aux0: 2.5168, top1_acc/aux1: 0.4193, top5_acc/aux1: 0.6967, loss_cls/aux1: 2.3911, loss/aux1: 2.3911, top1_acc/aux2: 0.3484, top5_acc/aux2: 0.6172, loss_cls/aux2: 2.7653, loss/aux2: 2.7653 2020-10-25 09:11:51,135 - mmaction - INFO - Epoch [38][20/264] lr: 4.272e-01, eta: 15:01:57, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6661, loss_cls: 2.5587, loss: 2.5587, grad_norm: 1.0736, top1_acc/aux0: 0.3965, top5_acc/aux0: 0.6795, loss_cls/aux0: 2.5223, loss/aux0: 2.5223, top1_acc/aux1: 0.4240, top5_acc/aux1: 0.6990, loss_cls/aux1: 2.3674, loss/aux1: 2.3674, top1_acc/aux2: 0.3660, top5_acc/aux2: 0.6378, loss_cls/aux2: 2.6737, loss/aux2: 2.6737 2020-10-25 09:12:38,559 - mmaction - INFO - Epoch [38][40/264] lr: 4.272e-01, eta: 15:01:40, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6549, loss_cls: 2.6052, loss: 2.6052, grad_norm: 1.0653, top1_acc/aux0: 0.4030, top5_acc/aux0: 0.6769, loss_cls/aux0: 2.5198, loss/aux0: 2.5198, top1_acc/aux1: 0.4283, top5_acc/aux1: 0.7047, loss_cls/aux1: 2.3395, loss/aux1: 2.3395, top1_acc/aux2: 0.3743, top5_acc/aux2: 0.6441, loss_cls/aux2: 2.6395, loss/aux2: 2.6395 2020-10-25 09:13:25,951 - mmaction - INFO - Epoch [38][60/264] lr: 4.272e-01, eta: 15:01:22, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3882, top5_acc: 0.6622, loss_cls: 2.5834, loss: 2.5834, grad_norm: 1.0974, top1_acc/aux0: 0.4005, top5_acc/aux0: 0.6717, loss_cls/aux0: 2.5437, loss/aux0: 2.5437, top1_acc/aux1: 0.4439, top5_acc/aux1: 0.7179, loss_cls/aux1: 2.2856, loss/aux1: 2.2856, top1_acc/aux2: 0.3675, top5_acc/aux2: 0.6335, loss_cls/aux2: 2.6970, loss/aux2: 2.6970 2020-10-25 09:14:13,739 - mmaction - INFO - Epoch [38][80/264] lr: 4.272e-01, eta: 15:01:06, time: 0.962, data_time: 0.000, memory: 8466, top1_acc: 0.3785, top5_acc: 0.6516, loss_cls: 2.6240, loss: 2.6240, grad_norm: 1.0792, top1_acc/aux0: 0.3884, top5_acc/aux0: 0.6753, loss_cls/aux0: 2.5626, loss/aux0: 2.5626, top1_acc/aux1: 0.4398, top5_acc/aux1: 0.7142, loss_cls/aux1: 2.3126, loss/aux1: 2.3126, top1_acc/aux2: 0.3576, top5_acc/aux2: 0.6288, loss_cls/aux2: 2.7593, loss/aux2: 2.7593 2020-10-25 09:15:01,412 - mmaction - INFO - Epoch [38][100/264] lr: 4.272e-01, eta: 15:00:50, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6656, loss_cls: 2.5798, loss: 2.5798, grad_norm: 1.0571, top1_acc/aux0: 0.3884, top5_acc/aux0: 0.6788, loss_cls/aux0: 2.5764, loss/aux0: 2.5764, top1_acc/aux1: 0.4200, top5_acc/aux1: 0.6998, loss_cls/aux1: 2.4005, loss/aux1: 2.4005, top1_acc/aux2: 0.3592, top5_acc/aux2: 0.6333, loss_cls/aux2: 2.7437, loss/aux2: 2.7437 2020-10-25 09:15:48,949 - mmaction - INFO - Epoch [38][120/264] lr: 4.272e-01, eta: 15:00:34, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.3884, top5_acc: 0.6611, loss_cls: 2.5956, loss: 2.5956, grad_norm: 1.0583, top1_acc/aux0: 0.3944, top5_acc/aux0: 0.6814, loss_cls/aux0: 2.5443, loss/aux0: 2.5443, top1_acc/aux1: 0.4163, top5_acc/aux1: 0.6986, loss_cls/aux1: 2.4162, loss/aux1: 2.4162, top1_acc/aux2: 0.3500, top5_acc/aux2: 0.6217, loss_cls/aux2: 2.7786, loss/aux2: 2.7786 2020-10-25 09:16:36,476 - mmaction - INFO - Epoch [38][140/264] lr: 4.272e-01, eta: 15:00:17, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.3953, top5_acc: 0.6660, loss_cls: 2.5439, loss: 2.5439, grad_norm: 1.0818, top1_acc/aux0: 0.4036, top5_acc/aux0: 0.6866, loss_cls/aux0: 2.4848, loss/aux0: 2.4848, top1_acc/aux1: 0.4194, top5_acc/aux1: 0.7043, loss_cls/aux1: 2.3943, loss/aux1: 2.3943, top1_acc/aux2: 0.3493, top5_acc/aux2: 0.6241, loss_cls/aux2: 2.7653, loss/aux2: 2.7653 2020-10-25 09:17:24,390 - mmaction - INFO - Epoch [38][160/264] lr: 4.272e-01, eta: 15:00:01, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6444, loss_cls: 2.6362, loss: 2.6362, grad_norm: 1.0551, top1_acc/aux0: 0.4019, top5_acc/aux0: 0.6780, loss_cls/aux0: 2.5262, loss/aux0: 2.5262, top1_acc/aux1: 0.4273, top5_acc/aux1: 0.7092, loss_cls/aux1: 2.3704, loss/aux1: 2.3704, top1_acc/aux2: 0.3540, top5_acc/aux2: 0.6250, loss_cls/aux2: 2.7531, loss/aux2: 2.7531 2020-10-25 09:18:11,952 - mmaction - INFO - Epoch [38][180/264] lr: 4.272e-01, eta: 14:59:44, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3823, top5_acc: 0.6597, loss_cls: 2.6150, loss: 2.6150, grad_norm: 1.0640, top1_acc/aux0: 0.3938, top5_acc/aux0: 0.6755, loss_cls/aux0: 2.5625, loss/aux0: 2.5625, top1_acc/aux1: 0.4245, top5_acc/aux1: 0.7101, loss_cls/aux1: 2.3584, loss/aux1: 2.3584, top1_acc/aux2: 0.3592, top5_acc/aux2: 0.6295, loss_cls/aux2: 2.7477, loss/aux2: 2.7477 2020-10-25 09:18:59,397 - mmaction - INFO - Epoch [38][200/264] lr: 4.272e-01, eta: 14:59:26, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3845, top5_acc: 0.6601, loss_cls: 2.5725, loss: 2.5725, grad_norm: 1.0708, top1_acc/aux0: 0.3910, top5_acc/aux0: 0.6773, loss_cls/aux0: 2.5390, loss/aux0: 2.5390, top1_acc/aux1: 0.4182, top5_acc/aux1: 0.7035, loss_cls/aux1: 2.3672, loss/aux1: 2.3672, top1_acc/aux2: 0.3576, top5_acc/aux2: 0.6295, loss_cls/aux2: 2.7407, loss/aux2: 2.7407 2020-10-25 09:19:46,936 - mmaction - INFO - Epoch [38][220/264] lr: 4.272e-01, eta: 14:59:09, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3780, top5_acc: 0.6573, loss_cls: 2.6318, loss: 2.6318, grad_norm: 1.0691, top1_acc/aux0: 0.3845, top5_acc/aux0: 0.6686, loss_cls/aux0: 2.5711, loss/aux0: 2.5711, top1_acc/aux1: 0.4306, top5_acc/aux1: 0.7101, loss_cls/aux1: 2.3289, loss/aux1: 2.3289, top1_acc/aux2: 0.3559, top5_acc/aux2: 0.6309, loss_cls/aux2: 2.7139, loss/aux2: 2.7139 2020-10-25 09:20:34,343 - mmaction - INFO - Epoch [38][240/264] lr: 4.272e-01, eta: 14:58:51, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6507, loss_cls: 2.6221, loss: 2.6221, grad_norm: 1.0732, top1_acc/aux0: 0.3955, top5_acc/aux0: 0.6733, loss_cls/aux0: 2.5725, loss/aux0: 2.5725, top1_acc/aux1: 0.4304, top5_acc/aux1: 0.7094, loss_cls/aux1: 2.3373, loss/aux1: 2.3373, top1_acc/aux2: 0.3564, top5_acc/aux2: 0.6326, loss_cls/aux2: 2.7154, loss/aux2: 2.7154 2020-10-25 09:21:21,743 - mmaction - INFO - Epoch [38][260/264] lr: 4.272e-01, eta: 14:58:33, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6550, loss_cls: 2.6035, loss: 2.6035, grad_norm: 1.0708, top1_acc/aux0: 0.4028, top5_acc/aux0: 0.6804, loss_cls/aux0: 2.5416, loss/aux0: 2.5416, top1_acc/aux1: 0.4278, top5_acc/aux1: 0.7078, loss_cls/aux1: 2.3414, loss/aux1: 2.3414, top1_acc/aux2: 0.3583, top5_acc/aux2: 0.6240, loss_cls/aux2: 2.7535, loss/aux2: 2.7535 2020-10-25 09:25:08,558 - mmaction - INFO - Epoch [39][20/264] lr: 4.260e-01, eta: 14:57:50, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3826, top5_acc: 0.6418, loss_cls: 2.6415, loss: 2.6415, grad_norm: 1.0784, top1_acc/aux0: 0.3965, top5_acc/aux0: 0.6767, loss_cls/aux0: 2.5290, loss/aux0: 2.5290, top1_acc/aux1: 0.4229, top5_acc/aux1: 0.7069, loss_cls/aux1: 2.3659, loss/aux1: 2.3659, top1_acc/aux2: 0.3507, top5_acc/aux2: 0.6267, loss_cls/aux2: 2.7672, loss/aux2: 2.7672 2020-10-25 09:25:55,724 - mmaction - INFO - Epoch [39][40/264] lr: 4.260e-01, eta: 14:57:32, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6615, loss_cls: 2.5926, loss: 2.5926, grad_norm: 1.0580, top1_acc/aux0: 0.3946, top5_acc/aux0: 0.6720, loss_cls/aux0: 2.5499, loss/aux0: 2.5499, top1_acc/aux1: 0.4189, top5_acc/aux1: 0.7080, loss_cls/aux1: 2.3784, loss/aux1: 2.3784, top1_acc/aux2: 0.3526, top5_acc/aux2: 0.6210, loss_cls/aux2: 2.7795, loss/aux2: 2.7795 2020-10-25 09:26:43,457 - mmaction - INFO - Epoch [39][60/264] lr: 4.260e-01, eta: 14:57:15, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6615, loss_cls: 2.5672, loss: 2.5672, grad_norm: 1.0669, top1_acc/aux0: 0.3939, top5_acc/aux0: 0.6661, loss_cls/aux0: 2.5603, loss/aux0: 2.5603, top1_acc/aux1: 0.4217, top5_acc/aux1: 0.7102, loss_cls/aux1: 2.3706, loss/aux1: 2.3706, top1_acc/aux2: 0.3580, top5_acc/aux2: 0.6266, loss_cls/aux2: 2.7437, loss/aux2: 2.7437 2020-10-25 09:27:30,865 - mmaction - INFO - Epoch [39][80/264] lr: 4.260e-01, eta: 14:56:58, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3877, top5_acc: 0.6594, loss_cls: 2.6088, loss: 2.6088, grad_norm: 1.0712, top1_acc/aux0: 0.3918, top5_acc/aux0: 0.6759, loss_cls/aux0: 2.5308, loss/aux0: 2.5308, top1_acc/aux1: 0.4220, top5_acc/aux1: 0.7104, loss_cls/aux1: 2.3609, loss/aux1: 2.3609, top1_acc/aux2: 0.3519, top5_acc/aux2: 0.6288, loss_cls/aux2: 2.7322, loss/aux2: 2.7322 2020-10-25 09:28:18,385 - mmaction - INFO - Epoch [39][100/264] lr: 4.260e-01, eta: 14:56:41, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3970, top5_acc: 0.6602, loss_cls: 2.5378, loss: 2.5378, grad_norm: 1.0796, top1_acc/aux0: 0.3922, top5_acc/aux0: 0.6866, loss_cls/aux0: 2.5017, loss/aux0: 2.5017, top1_acc/aux1: 0.4234, top5_acc/aux1: 0.7069, loss_cls/aux1: 2.3678, loss/aux1: 2.3678, top1_acc/aux2: 0.3490, top5_acc/aux2: 0.6231, loss_cls/aux2: 2.7498, loss/aux2: 2.7498 2020-10-25 09:29:06,008 - mmaction - INFO - Epoch [39][120/264] lr: 4.260e-01, eta: 14:56:23, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3882, top5_acc: 0.6564, loss_cls: 2.5806, loss: 2.5806, grad_norm: 1.0618, top1_acc/aux0: 0.4009, top5_acc/aux0: 0.6868, loss_cls/aux0: 2.4954, loss/aux0: 2.4954, top1_acc/aux1: 0.4229, top5_acc/aux1: 0.6965, loss_cls/aux1: 2.3992, loss/aux1: 2.3992, top1_acc/aux2: 0.3530, top5_acc/aux2: 0.6229, loss_cls/aux2: 2.7342, loss/aux2: 2.7342 2020-10-25 09:29:53,670 - mmaction - INFO - Epoch [39][140/264] lr: 4.260e-01, eta: 14:56:06, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6585, loss_cls: 2.5709, loss: 2.5709, grad_norm: 1.0937, top1_acc/aux0: 0.4082, top5_acc/aux0: 0.6856, loss_cls/aux0: 2.4857, loss/aux0: 2.4857, top1_acc/aux1: 0.4222, top5_acc/aux1: 0.6931, loss_cls/aux1: 2.4089, loss/aux1: 2.4089, top1_acc/aux2: 0.3507, top5_acc/aux2: 0.6241, loss_cls/aux2: 2.7566, loss/aux2: 2.7566 2020-10-25 09:30:42,181 - mmaction - INFO - Epoch [39][160/264] lr: 4.260e-01, eta: 14:55:49, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3835, top5_acc: 0.6538, loss_cls: 2.6014, loss: 2.6014, grad_norm: 1.0588, top1_acc/aux0: 0.4097, top5_acc/aux0: 0.6825, loss_cls/aux0: 2.4897, loss/aux0: 2.4897, top1_acc/aux1: 0.4304, top5_acc/aux1: 0.7017, loss_cls/aux1: 2.3657, loss/aux1: 2.3657, top1_acc/aux2: 0.3599, top5_acc/aux2: 0.6335, loss_cls/aux2: 2.7302, loss/aux2: 2.7302 2020-10-25 09:31:29,922 - mmaction - INFO - Epoch [39][180/264] lr: 4.260e-01, eta: 14:55:32, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3792, top5_acc: 0.6531, loss_cls: 2.6014, loss: 2.6014, grad_norm: 1.0804, top1_acc/aux0: 0.4021, top5_acc/aux0: 0.6757, loss_cls/aux0: 2.5165, loss/aux0: 2.5165, top1_acc/aux1: 0.4288, top5_acc/aux1: 0.7019, loss_cls/aux1: 2.3716, loss/aux1: 2.3716, top1_acc/aux2: 0.3623, top5_acc/aux2: 0.6392, loss_cls/aux2: 2.6865, loss/aux2: 2.6865 2020-10-25 09:32:17,730 - mmaction - INFO - Epoch [39][200/264] lr: 4.260e-01, eta: 14:55:16, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.3856, top5_acc: 0.6592, loss_cls: 2.5876, loss: 2.5876, grad_norm: 1.0761, top1_acc/aux0: 0.4030, top5_acc/aux0: 0.6759, loss_cls/aux0: 2.5206, loss/aux0: 2.5206, top1_acc/aux1: 0.4278, top5_acc/aux1: 0.7092, loss_cls/aux1: 2.3600, loss/aux1: 2.3600, top1_acc/aux2: 0.3524, top5_acc/aux2: 0.6351, loss_cls/aux2: 2.7264, loss/aux2: 2.7264 2020-10-25 09:33:05,275 - mmaction - INFO - Epoch [39][220/264] lr: 4.260e-01, eta: 14:54:59, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.3788, top5_acc: 0.6462, loss_cls: 2.6274, loss: 2.6274, grad_norm: 1.0677, top1_acc/aux0: 0.4026, top5_acc/aux0: 0.6813, loss_cls/aux0: 2.5239, loss/aux0: 2.5239, top1_acc/aux1: 0.4274, top5_acc/aux1: 0.7158, loss_cls/aux1: 2.3475, loss/aux1: 2.3475, top1_acc/aux2: 0.3535, top5_acc/aux2: 0.6321, loss_cls/aux2: 2.7390, loss/aux2: 2.7390 2020-10-25 09:33:52,855 - mmaction - INFO - Epoch [39][240/264] lr: 4.260e-01, eta: 14:54:42, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3965, top5_acc: 0.6523, loss_cls: 2.6146, loss: 2.6146, grad_norm: 1.0586, top1_acc/aux0: 0.4000, top5_acc/aux0: 0.6745, loss_cls/aux0: 2.5307, loss/aux0: 2.5307, top1_acc/aux1: 0.4290, top5_acc/aux1: 0.7010, loss_cls/aux1: 2.3877, loss/aux1: 2.3877, top1_acc/aux2: 0.3616, top5_acc/aux2: 0.6286, loss_cls/aux2: 2.7256, loss/aux2: 2.7256 2020-10-25 09:34:40,539 - mmaction - INFO - Epoch [39][260/264] lr: 4.260e-01, eta: 14:54:26, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6602, loss_cls: 2.5666, loss: 2.5666, grad_norm: 1.0389, top1_acc/aux0: 0.4024, top5_acc/aux0: 0.6646, loss_cls/aux0: 2.5408, loss/aux0: 2.5408, top1_acc/aux1: 0.4339, top5_acc/aux1: 0.7033, loss_cls/aux1: 2.3629, loss/aux1: 2.3629, top1_acc/aux2: 0.3615, top5_acc/aux2: 0.6231, loss_cls/aux2: 2.7316, loss/aux2: 2.7316 2020-10-25 09:38:08,604 - mmaction - INFO - Epoch [40][20/264] lr: 4.247e-01, eta: 14:53:43, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3953, top5_acc: 0.6731, loss_cls: 2.5245, loss: 2.5245, grad_norm: 1.0789, top1_acc/aux0: 0.4146, top5_acc/aux0: 0.6917, loss_cls/aux0: 2.4714, loss/aux0: 2.4714, top1_acc/aux1: 0.4497, top5_acc/aux1: 0.7222, loss_cls/aux1: 2.2563, loss/aux1: 2.2563, top1_acc/aux2: 0.3618, top5_acc/aux2: 0.6378, loss_cls/aux2: 2.6934, loss/aux2: 2.6934 2020-10-25 09:38:56,146 - mmaction - INFO - Epoch [40][40/264] lr: 4.247e-01, eta: 14:53:25, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3767, top5_acc: 0.6507, loss_cls: 2.6296, loss: 2.6296, grad_norm: 1.1037, top1_acc/aux0: 0.4023, top5_acc/aux0: 0.6845, loss_cls/aux0: 2.4983, loss/aux0: 2.4983, top1_acc/aux1: 0.4387, top5_acc/aux1: 0.7148, loss_cls/aux1: 2.3092, loss/aux1: 2.3092, top1_acc/aux2: 0.3714, top5_acc/aux2: 0.6359, loss_cls/aux2: 2.6865, loss/aux2: 2.6865 2020-10-25 09:39:43,929 - mmaction - INFO - Epoch [40][60/264] lr: 4.247e-01, eta: 14:53:08, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6627, loss_cls: 2.5673, loss: 2.5673, grad_norm: 1.0707, top1_acc/aux0: 0.3852, top5_acc/aux0: 0.6769, loss_cls/aux0: 2.5466, loss/aux0: 2.5466, top1_acc/aux1: 0.4250, top5_acc/aux1: 0.7056, loss_cls/aux1: 2.3709, loss/aux1: 2.3709, top1_acc/aux2: 0.3694, top5_acc/aux2: 0.6200, loss_cls/aux2: 2.7322, loss/aux2: 2.7322 2020-10-25 09:40:31,538 - mmaction - INFO - Epoch [40][80/264] lr: 4.247e-01, eta: 14:52:51, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3769, top5_acc: 0.6510, loss_cls: 2.6282, loss: 2.6282, grad_norm: 1.0780, top1_acc/aux0: 0.3901, top5_acc/aux0: 0.6785, loss_cls/aux0: 2.5401, loss/aux0: 2.5401, top1_acc/aux1: 0.4226, top5_acc/aux1: 0.6960, loss_cls/aux1: 2.3988, loss/aux1: 2.3988, top1_acc/aux2: 0.3604, top5_acc/aux2: 0.6214, loss_cls/aux2: 2.7353, loss/aux2: 2.7353 2020-10-25 09:41:19,042 - mmaction - INFO - Epoch [40][100/264] lr: 4.247e-01, eta: 14:52:32, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3847, top5_acc: 0.6464, loss_cls: 2.6118, loss: 2.6118, grad_norm: 1.0753, top1_acc/aux0: 0.3983, top5_acc/aux0: 0.6804, loss_cls/aux0: 2.5197, loss/aux0: 2.5197, top1_acc/aux1: 0.4245, top5_acc/aux1: 0.7003, loss_cls/aux1: 2.3786, loss/aux1: 2.3786, top1_acc/aux2: 0.3674, top5_acc/aux2: 0.6391, loss_cls/aux2: 2.6693, loss/aux2: 2.6693 2020-10-25 09:42:06,459 - mmaction - INFO - Epoch [40][120/264] lr: 4.247e-01, eta: 14:52:15, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3840, top5_acc: 0.6628, loss_cls: 2.5849, loss: 2.5849, grad_norm: 1.0390, top1_acc/aux0: 0.3988, top5_acc/aux0: 0.6786, loss_cls/aux0: 2.5218, loss/aux0: 2.5218, top1_acc/aux1: 0.4307, top5_acc/aux1: 0.7095, loss_cls/aux1: 2.3564, loss/aux1: 2.3564, top1_acc/aux2: 0.3693, top5_acc/aux2: 0.6375, loss_cls/aux2: 2.6666, loss/aux2: 2.6666 2020-10-25 09:42:54,137 - mmaction - INFO - Epoch [40][140/264] lr: 4.247e-01, eta: 14:51:57, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3957, top5_acc: 0.6639, loss_cls: 2.5521, loss: 2.5521, grad_norm: 1.0818, top1_acc/aux0: 0.4063, top5_acc/aux0: 0.6788, loss_cls/aux0: 2.5115, loss/aux0: 2.5115, top1_acc/aux1: 0.4337, top5_acc/aux1: 0.7130, loss_cls/aux1: 2.3479, loss/aux1: 2.3479, top1_acc/aux2: 0.3542, top5_acc/aux2: 0.6177, loss_cls/aux2: 2.7487, loss/aux2: 2.7487 2020-10-25 09:43:41,676 - mmaction - INFO - Epoch [40][160/264] lr: 4.247e-01, eta: 14:51:40, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3800, top5_acc: 0.6481, loss_cls: 2.5839, loss: 2.5839, grad_norm: 1.0605, top1_acc/aux0: 0.4097, top5_acc/aux0: 0.6830, loss_cls/aux0: 2.4990, loss/aux0: 2.4990, top1_acc/aux1: 0.4359, top5_acc/aux1: 0.7109, loss_cls/aux1: 2.3356, loss/aux1: 2.3356, top1_acc/aux2: 0.3538, top5_acc/aux2: 0.6208, loss_cls/aux2: 2.7636, loss/aux2: 2.7636 2020-10-25 09:44:29,356 - mmaction - INFO - Epoch [40][180/264] lr: 4.247e-01, eta: 14:51:23, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6601, loss_cls: 2.5710, loss: 2.5710, grad_norm: 1.0641, top1_acc/aux0: 0.4132, top5_acc/aux0: 0.6877, loss_cls/aux0: 2.4853, loss/aux0: 2.4853, top1_acc/aux1: 0.4323, top5_acc/aux1: 0.7061, loss_cls/aux1: 2.3510, loss/aux1: 2.3510, top1_acc/aux2: 0.3708, top5_acc/aux2: 0.6464, loss_cls/aux2: 2.6802, loss/aux2: 2.6802 2020-10-25 09:45:16,967 - mmaction - INFO - Epoch [40][200/264] lr: 4.247e-01, eta: 14:51:05, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3891, top5_acc: 0.6550, loss_cls: 2.5701, loss: 2.5701, grad_norm: 1.0800, top1_acc/aux0: 0.4142, top5_acc/aux0: 0.6917, loss_cls/aux0: 2.4754, loss/aux0: 2.4754, top1_acc/aux1: 0.4326, top5_acc/aux1: 0.7116, loss_cls/aux1: 2.3435, loss/aux1: 2.3435, top1_acc/aux2: 0.3681, top5_acc/aux2: 0.6439, loss_cls/aux2: 2.6672, loss/aux2: 2.6672 2020-10-25 09:46:04,472 - mmaction - INFO - Epoch [40][220/264] lr: 4.247e-01, eta: 14:50:48, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3903, top5_acc: 0.6547, loss_cls: 2.5966, loss: 2.5966, grad_norm: 1.0786, top1_acc/aux0: 0.4099, top5_acc/aux0: 0.6932, loss_cls/aux0: 2.4971, loss/aux0: 2.4971, top1_acc/aux1: 0.4328, top5_acc/aux1: 0.7057, loss_cls/aux1: 2.3683, loss/aux1: 2.3683, top1_acc/aux2: 0.3444, top5_acc/aux2: 0.6332, loss_cls/aux2: 2.7139, loss/aux2: 2.7139 2020-10-25 09:46:52,053 - mmaction - INFO - Epoch [40][240/264] lr: 4.247e-01, eta: 14:50:31, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3955, top5_acc: 0.6557, loss_cls: 2.5792, loss: 2.5792, grad_norm: 1.0902, top1_acc/aux0: 0.3990, top5_acc/aux0: 0.6905, loss_cls/aux0: 2.5460, loss/aux0: 2.5460, top1_acc/aux1: 0.4316, top5_acc/aux1: 0.7095, loss_cls/aux1: 2.3509, loss/aux1: 2.3509, top1_acc/aux2: 0.3474, top5_acc/aux2: 0.6280, loss_cls/aux2: 2.7229, loss/aux2: 2.7229 2020-10-25 09:47:39,722 - mmaction - INFO - Epoch [40][260/264] lr: 4.247e-01, eta: 14:50:14, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.3819, top5_acc: 0.6550, loss_cls: 2.6031, loss: 2.6031, grad_norm: 1.0605, top1_acc/aux0: 0.4019, top5_acc/aux0: 0.6896, loss_cls/aux0: 2.5160, loss/aux0: 2.5160, top1_acc/aux1: 0.4278, top5_acc/aux1: 0.7083, loss_cls/aux1: 2.3412, loss/aux1: 2.3412, top1_acc/aux2: 0.3622, top5_acc/aux2: 0.6300, loss_cls/aux2: 2.7229, loss/aux2: 2.7229 2020-10-25 09:47:50,014 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-10-25 09:48:33,048 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-25 09:48:33,203 - mmaction - INFO - top1_acc 0.4785 top5_acc 0.7451 2020-10-25 09:48:33,203 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-25 09:48:33,235 - mmaction - INFO - mean_acc 0.4780 2020-10-25 09:48:33,235 - mmaction - INFO - Now best checkpoint is epoch_40.pth 2020-10-25 09:48:33,256 - mmaction - INFO - Epoch(val) [40][264] top1_acc: 0.4785, top5_acc: 0.7451, mean_class_accuracy: 0.4780 2020-10-25 09:51:52,398 - mmaction - INFO - Epoch [41][20/264] lr: 4.234e-01, eta: 14:49:33, time: 0.953, data_time: 0.001, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6649, loss_cls: 2.5626, loss: 2.5626, grad_norm: 1.0862, top1_acc/aux0: 0.4094, top5_acc/aux0: 0.6861, loss_cls/aux0: 2.4277, loss/aux0: 2.4277, top1_acc/aux1: 0.4299, top5_acc/aux1: 0.7118, loss_cls/aux1: 2.3656, loss/aux1: 2.3656, top1_acc/aux2: 0.3503, top5_acc/aux2: 0.6149, loss_cls/aux2: 2.8035, loss/aux2: 2.8035 2020-10-25 09:52:39,543 - mmaction - INFO - Epoch [41][40/264] lr: 4.234e-01, eta: 14:49:15, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3903, top5_acc: 0.6672, loss_cls: 2.5338, loss: 2.5338, grad_norm: 1.0831, top1_acc/aux0: 0.4043, top5_acc/aux0: 0.6859, loss_cls/aux0: 2.4746, loss/aux0: 2.4746, top1_acc/aux1: 0.4224, top5_acc/aux1: 0.7014, loss_cls/aux1: 2.3933, loss/aux1: 2.3933, top1_acc/aux2: 0.3618, top5_acc/aux2: 0.6269, loss_cls/aux2: 2.7407, loss/aux2: 2.7407 2020-10-25 09:53:27,117 - mmaction - INFO - Epoch [41][60/264] lr: 4.234e-01, eta: 14:48:59, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.3877, top5_acc: 0.6639, loss_cls: 2.5993, loss: 2.5993, grad_norm: 1.0747, top1_acc/aux0: 0.4052, top5_acc/aux0: 0.6908, loss_cls/aux0: 2.5118, loss/aux0: 2.5118, top1_acc/aux1: 0.4212, top5_acc/aux1: 0.6997, loss_cls/aux1: 2.4070, loss/aux1: 2.4070, top1_acc/aux2: 0.3745, top5_acc/aux2: 0.6417, loss_cls/aux2: 2.6915, loss/aux2: 2.6915 2020-10-25 09:54:15,345 - mmaction - INFO - Epoch [41][80/264] lr: 4.234e-01, eta: 14:48:45, time: 0.982, data_time: 0.000, memory: 8466, top1_acc: 0.3790, top5_acc: 0.6530, loss_cls: 2.6156, loss: 2.6156, grad_norm: 1.0758, top1_acc/aux0: 0.3991, top5_acc/aux0: 0.6823, loss_cls/aux0: 2.5427, loss/aux0: 2.5427, top1_acc/aux1: 0.4260, top5_acc/aux1: 0.7075, loss_cls/aux1: 2.3756, loss/aux1: 2.3756, top1_acc/aux2: 0.3712, top5_acc/aux2: 0.6415, loss_cls/aux2: 2.6989, loss/aux2: 2.6989 2020-10-25 09:55:02,781 - mmaction - INFO - Epoch [41][100/264] lr: 4.234e-01, eta: 14:48:28, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3913, top5_acc: 0.6665, loss_cls: 2.5588, loss: 2.5588, grad_norm: 1.0697, top1_acc/aux0: 0.3965, top5_acc/aux0: 0.6764, loss_cls/aux0: 2.5572, loss/aux0: 2.5572, top1_acc/aux1: 0.4201, top5_acc/aux1: 0.6988, loss_cls/aux1: 2.3936, loss/aux1: 2.3936, top1_acc/aux2: 0.3609, top5_acc/aux2: 0.6340, loss_cls/aux2: 2.7018, loss/aux2: 2.7018 2020-10-25 09:55:50,407 - mmaction - INFO - Epoch [41][120/264] lr: 4.234e-01, eta: 14:48:11, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3955, top5_acc: 0.6703, loss_cls: 2.5456, loss: 2.5456, grad_norm: 1.0779, top1_acc/aux0: 0.4123, top5_acc/aux0: 0.6870, loss_cls/aux0: 2.4893, loss/aux0: 2.4893, top1_acc/aux1: 0.4274, top5_acc/aux1: 0.7059, loss_cls/aux1: 2.3556, loss/aux1: 2.3556, top1_acc/aux2: 0.3592, top5_acc/aux2: 0.6387, loss_cls/aux2: 2.6948, loss/aux2: 2.6948 2020-10-25 09:56:38,092 - mmaction - INFO - Epoch [41][140/264] lr: 4.234e-01, eta: 14:47:54, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3929, top5_acc: 0.6538, loss_cls: 2.5701, loss: 2.5701, grad_norm: 1.0737, top1_acc/aux0: 0.4163, top5_acc/aux0: 0.6882, loss_cls/aux0: 2.4631, loss/aux0: 2.4631, top1_acc/aux1: 0.4309, top5_acc/aux1: 0.7113, loss_cls/aux1: 2.3226, loss/aux1: 2.3226, top1_acc/aux2: 0.3653, top5_acc/aux2: 0.6389, loss_cls/aux2: 2.6856, loss/aux2: 2.6856 2020-10-25 09:57:25,539 - mmaction - INFO - Epoch [41][160/264] lr: 4.234e-01, eta: 14:47:37, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6602, loss_cls: 2.5966, loss: 2.5966, grad_norm: 1.0748, top1_acc/aux0: 0.4063, top5_acc/aux0: 0.6807, loss_cls/aux0: 2.5077, loss/aux0: 2.5077, top1_acc/aux1: 0.4306, top5_acc/aux1: 0.7063, loss_cls/aux1: 2.3546, loss/aux1: 2.3546, top1_acc/aux2: 0.3623, top5_acc/aux2: 0.6318, loss_cls/aux2: 2.7017, loss/aux2: 2.7017 2020-10-25 09:58:13,063 - mmaction - INFO - Epoch [41][180/264] lr: 4.234e-01, eta: 14:47:19, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3972, top5_acc: 0.6510, loss_cls: 2.5846, loss: 2.5846, grad_norm: 1.0777, top1_acc/aux0: 0.4085, top5_acc/aux0: 0.6786, loss_cls/aux0: 2.5080, loss/aux0: 2.5080, top1_acc/aux1: 0.4345, top5_acc/aux1: 0.7031, loss_cls/aux1: 2.3546, loss/aux1: 2.3546, top1_acc/aux2: 0.3592, top5_acc/aux2: 0.6328, loss_cls/aux2: 2.7186, loss/aux2: 2.7186 2020-10-25 09:59:00,636 - mmaction - INFO - Epoch [41][200/264] lr: 4.234e-01, eta: 14:47:02, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.3891, top5_acc: 0.6566, loss_cls: 2.5769, loss: 2.5769, grad_norm: 1.1105, top1_acc/aux0: 0.4042, top5_acc/aux0: 0.6806, loss_cls/aux0: 2.5157, loss/aux0: 2.5157, top1_acc/aux1: 0.4286, top5_acc/aux1: 0.7010, loss_cls/aux1: 2.3729, loss/aux1: 2.3729, top1_acc/aux2: 0.3689, top5_acc/aux2: 0.6333, loss_cls/aux2: 2.7035, loss/aux2: 2.7035 2020-10-25 09:59:48,255 - mmaction - INFO - Epoch [41][220/264] lr: 4.234e-01, eta: 14:46:45, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6524, loss_cls: 2.6224, loss: 2.6224, grad_norm: 1.0814, top1_acc/aux0: 0.4007, top5_acc/aux0: 0.6809, loss_cls/aux0: 2.5263, loss/aux0: 2.5263, top1_acc/aux1: 0.4224, top5_acc/aux1: 0.7061, loss_cls/aux1: 2.3843, loss/aux1: 2.3843, top1_acc/aux2: 0.3609, top5_acc/aux2: 0.6358, loss_cls/aux2: 2.7089, loss/aux2: 2.7089 2020-10-25 10:00:40,390 - mmaction - INFO - Epoch [41][240/264] lr: 4.234e-01, eta: 14:46:29, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.3891, top5_acc: 0.6550, loss_cls: 2.5643, loss: 2.5643, grad_norm: 1.0912, top1_acc/aux0: 0.4021, top5_acc/aux0: 0.6762, loss_cls/aux0: 2.5340, loss/aux0: 2.5340, top1_acc/aux1: 0.4193, top5_acc/aux1: 0.6981, loss_cls/aux1: 2.4032, loss/aux1: 2.4032, top1_acc/aux2: 0.3512, top5_acc/aux2: 0.6363, loss_cls/aux2: 2.7166, loss/aux2: 2.7166 2020-10-25 10:01:27,811 - mmaction - INFO - Epoch [41][260/264] lr: 4.234e-01, eta: 14:46:11, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6460, loss_cls: 2.6208, loss: 2.6208, grad_norm: 1.0788, top1_acc/aux0: 0.4012, top5_acc/aux0: 0.6752, loss_cls/aux0: 2.5406, loss/aux0: 2.5406, top1_acc/aux1: 0.4281, top5_acc/aux1: 0.6981, loss_cls/aux1: 2.3833, loss/aux1: 2.3833, top1_acc/aux2: 0.3601, top5_acc/aux2: 0.6307, loss_cls/aux2: 2.7211, loss/aux2: 2.7211 2020-10-25 10:04:56,448 - mmaction - INFO - Epoch [42][20/264] lr: 4.221e-01, eta: 14:45:30, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3856, top5_acc: 0.6677, loss_cls: 2.5635, loss: 2.5635, grad_norm: 1.0747, top1_acc/aux0: 0.4035, top5_acc/aux0: 0.6788, loss_cls/aux0: 2.5136, loss/aux0: 2.5136, top1_acc/aux1: 0.4337, top5_acc/aux1: 0.7122, loss_cls/aux1: 2.3215, loss/aux1: 2.3215, top1_acc/aux2: 0.3583, top5_acc/aux2: 0.6170, loss_cls/aux2: 2.7190, loss/aux2: 2.7190 2020-10-25 10:05:44,077 - mmaction - INFO - Epoch [42][40/264] lr: 4.221e-01, eta: 14:45:13, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.3726, top5_acc: 0.6542, loss_cls: 2.6068, loss: 2.6068, grad_norm: 1.0611, top1_acc/aux0: 0.4050, top5_acc/aux0: 0.6797, loss_cls/aux0: 2.5128, loss/aux0: 2.5128, top1_acc/aux1: 0.4359, top5_acc/aux1: 0.7116, loss_cls/aux1: 2.3413, loss/aux1: 2.3413, top1_acc/aux2: 0.3599, top5_acc/aux2: 0.6243, loss_cls/aux2: 2.7225, loss/aux2: 2.7225 2020-10-25 10:06:31,540 - mmaction - INFO - Epoch [42][60/264] lr: 4.221e-01, eta: 14:44:57, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.3859, top5_acc: 0.6675, loss_cls: 2.5688, loss: 2.5688, grad_norm: 1.0871, top1_acc/aux0: 0.4009, top5_acc/aux0: 0.6774, loss_cls/aux0: 2.5270, loss/aux0: 2.5270, top1_acc/aux1: 0.4335, top5_acc/aux1: 0.7054, loss_cls/aux1: 2.3730, loss/aux1: 2.3730, top1_acc/aux2: 0.3700, top5_acc/aux2: 0.6389, loss_cls/aux2: 2.7030, loss/aux2: 2.7030 2020-10-25 10:07:18,847 - mmaction - INFO - Epoch [42][80/264] lr: 4.221e-01, eta: 14:44:39, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6609, loss_cls: 2.5810, loss: 2.5810, grad_norm: 1.0781, top1_acc/aux0: 0.3965, top5_acc/aux0: 0.6792, loss_cls/aux0: 2.5248, loss/aux0: 2.5248, top1_acc/aux1: 0.4266, top5_acc/aux1: 0.6990, loss_cls/aux1: 2.3856, loss/aux1: 2.3856, top1_acc/aux2: 0.3658, top5_acc/aux2: 0.6330, loss_cls/aux2: 2.7025, loss/aux2: 2.7025 2020-10-25 10:08:06,329 - mmaction - INFO - Epoch [42][100/264] lr: 4.221e-01, eta: 14:44:21, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6639, loss_cls: 2.5744, loss: 2.5744, grad_norm: 1.0694, top1_acc/aux0: 0.3931, top5_acc/aux0: 0.6804, loss_cls/aux0: 2.5186, loss/aux0: 2.5186, top1_acc/aux1: 0.4262, top5_acc/aux1: 0.7040, loss_cls/aux1: 2.3737, loss/aux1: 2.3737, top1_acc/aux2: 0.3646, top5_acc/aux2: 0.6281, loss_cls/aux2: 2.6988, loss/aux2: 2.6988 2020-10-25 10:08:53,868 - mmaction - INFO - Epoch [42][120/264] lr: 4.221e-01, eta: 14:44:04, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3833, top5_acc: 0.6592, loss_cls: 2.5791, loss: 2.5791, grad_norm: 1.0612, top1_acc/aux0: 0.4030, top5_acc/aux0: 0.6870, loss_cls/aux0: 2.4778, loss/aux0: 2.4778, top1_acc/aux1: 0.4208, top5_acc/aux1: 0.7005, loss_cls/aux1: 2.4011, loss/aux1: 2.4011, top1_acc/aux2: 0.3795, top5_acc/aux2: 0.6359, loss_cls/aux2: 2.6908, loss/aux2: 2.6908 2020-10-25 10:09:41,417 - mmaction - INFO - Epoch [42][140/264] lr: 4.221e-01, eta: 14:43:47, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3750, top5_acc: 0.6510, loss_cls: 2.6169, loss: 2.6169, grad_norm: 1.0515, top1_acc/aux0: 0.4021, top5_acc/aux0: 0.6839, loss_cls/aux0: 2.4992, loss/aux0: 2.4992, top1_acc/aux1: 0.4220, top5_acc/aux1: 0.6950, loss_cls/aux1: 2.4208, loss/aux1: 2.4208, top1_acc/aux2: 0.3675, top5_acc/aux2: 0.6319, loss_cls/aux2: 2.7401, loss/aux2: 2.7401 2020-10-25 10:10:29,251 - mmaction - INFO - Epoch [42][160/264] lr: 4.221e-01, eta: 14:43:30, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.3842, top5_acc: 0.6606, loss_cls: 2.5695, loss: 2.5695, grad_norm: 1.0740, top1_acc/aux0: 0.3950, top5_acc/aux0: 0.6816, loss_cls/aux0: 2.5369, loss/aux0: 2.5369, top1_acc/aux1: 0.4314, top5_acc/aux1: 0.7030, loss_cls/aux1: 2.3645, loss/aux1: 2.3645, top1_acc/aux2: 0.3547, top5_acc/aux2: 0.6238, loss_cls/aux2: 2.7678, loss/aux2: 2.7678 2020-10-25 10:11:16,673 - mmaction - INFO - Epoch [42][180/264] lr: 4.221e-01, eta: 14:43:13, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3861, top5_acc: 0.6595, loss_cls: 2.5603, loss: 2.5603, grad_norm: 1.0930, top1_acc/aux0: 0.4002, top5_acc/aux0: 0.6878, loss_cls/aux0: 2.5057, loss/aux0: 2.5057, top1_acc/aux1: 0.4340, top5_acc/aux1: 0.7078, loss_cls/aux1: 2.3285, loss/aux1: 2.3285, top1_acc/aux2: 0.3595, top5_acc/aux2: 0.6290, loss_cls/aux2: 2.7198, loss/aux2: 2.7198 2020-10-25 10:12:03,935 - mmaction - INFO - Epoch [42][200/264] lr: 4.221e-01, eta: 14:42:54, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3814, top5_acc: 0.6486, loss_cls: 2.6355, loss: 2.6355, grad_norm: 1.0494, top1_acc/aux0: 0.4090, top5_acc/aux0: 0.6847, loss_cls/aux0: 2.5028, loss/aux0: 2.5028, top1_acc/aux1: 0.4365, top5_acc/aux1: 0.7144, loss_cls/aux1: 2.3105, loss/aux1: 2.3105, top1_acc/aux2: 0.3594, top5_acc/aux2: 0.6372, loss_cls/aux2: 2.6793, loss/aux2: 2.6793 2020-10-25 10:12:51,379 - mmaction - INFO - Epoch [42][220/264] lr: 4.221e-01, eta: 14:42:37, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6615, loss_cls: 2.5808, loss: 2.5808, grad_norm: 1.0658, top1_acc/aux0: 0.4144, top5_acc/aux0: 0.6800, loss_cls/aux0: 2.5126, loss/aux0: 2.5126, top1_acc/aux1: 0.4302, top5_acc/aux1: 0.7153, loss_cls/aux1: 2.3243, loss/aux1: 2.3243, top1_acc/aux2: 0.3681, top5_acc/aux2: 0.6389, loss_cls/aux2: 2.6729, loss/aux2: 2.6729 2020-10-25 10:13:38,828 - mmaction - INFO - Epoch [42][240/264] lr: 4.221e-01, eta: 14:42:19, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3998, top5_acc: 0.6651, loss_cls: 2.5418, loss: 2.5418, grad_norm: 1.1084, top1_acc/aux0: 0.4031, top5_acc/aux0: 0.6778, loss_cls/aux0: 2.5360, loss/aux0: 2.5360, top1_acc/aux1: 0.4321, top5_acc/aux1: 0.7097, loss_cls/aux1: 2.3357, loss/aux1: 2.3357, top1_acc/aux2: 0.3681, top5_acc/aux2: 0.6391, loss_cls/aux2: 2.6869, loss/aux2: 2.6869 2020-10-25 10:14:26,400 - mmaction - INFO - Epoch [42][260/264] lr: 4.221e-01, eta: 14:42:01, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3887, top5_acc: 0.6611, loss_cls: 2.5507, loss: 2.5507, grad_norm: 1.0821, top1_acc/aux0: 0.4045, top5_acc/aux0: 0.6806, loss_cls/aux0: 2.5199, loss/aux0: 2.5199, top1_acc/aux1: 0.4321, top5_acc/aux1: 0.7054, loss_cls/aux1: 2.3353, loss/aux1: 2.3353, top1_acc/aux2: 0.3563, top5_acc/aux2: 0.6332, loss_cls/aux2: 2.7112, loss/aux2: 2.7112 2020-10-25 10:18:16,671 - mmaction - INFO - Epoch [43][20/264] lr: 4.208e-01, eta: 14:41:20, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3816, top5_acc: 0.6528, loss_cls: 2.5756, loss: 2.5756, grad_norm: 1.0975, top1_acc/aux0: 0.4208, top5_acc/aux0: 0.6892, loss_cls/aux0: 2.4633, loss/aux0: 2.4633, top1_acc/aux1: 0.4361, top5_acc/aux1: 0.7188, loss_cls/aux1: 2.3025, loss/aux1: 2.3025, top1_acc/aux2: 0.3587, top5_acc/aux2: 0.6424, loss_cls/aux2: 2.7031, loss/aux2: 2.7031 2020-10-25 10:19:03,976 - mmaction - INFO - Epoch [43][40/264] lr: 4.208e-01, eta: 14:41:01, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6693, loss_cls: 2.5515, loss: 2.5515, grad_norm: 1.0879, top1_acc/aux0: 0.4078, top5_acc/aux0: 0.6806, loss_cls/aux0: 2.4978, loss/aux0: 2.4978, top1_acc/aux1: 0.4295, top5_acc/aux1: 0.7149, loss_cls/aux1: 2.3272, loss/aux1: 2.3272, top1_acc/aux2: 0.3559, top5_acc/aux2: 0.6352, loss_cls/aux2: 2.7112, loss/aux2: 2.7112 2020-10-25 10:19:51,211 - mmaction - INFO - Epoch [43][60/264] lr: 4.208e-01, eta: 14:40:44, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3970, top5_acc: 0.6653, loss_cls: 2.5314, loss: 2.5314, grad_norm: 1.0903, top1_acc/aux0: 0.3981, top5_acc/aux0: 0.6773, loss_cls/aux0: 2.5301, loss/aux0: 2.5301, top1_acc/aux1: 0.4319, top5_acc/aux1: 0.7193, loss_cls/aux1: 2.3269, loss/aux1: 2.3269, top1_acc/aux2: 0.3542, top5_acc/aux2: 0.6318, loss_cls/aux2: 2.7172, loss/aux2: 2.7172 2020-10-25 10:20:38,553 - mmaction - INFO - Epoch [43][80/264] lr: 4.208e-01, eta: 14:40:26, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6682, loss_cls: 2.5395, loss: 2.5395, grad_norm: 1.0965, top1_acc/aux0: 0.3998, top5_acc/aux0: 0.6839, loss_cls/aux0: 2.5251, loss/aux0: 2.5251, top1_acc/aux1: 0.4370, top5_acc/aux1: 0.7189, loss_cls/aux1: 2.3240, loss/aux1: 2.3240, top1_acc/aux2: 0.3578, top5_acc/aux2: 0.6384, loss_cls/aux2: 2.7054, loss/aux2: 2.7054 2020-10-25 10:21:26,556 - mmaction - INFO - Epoch [43][100/264] lr: 4.208e-01, eta: 14:40:09, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6554, loss_cls: 2.6006, loss: 2.6006, grad_norm: 1.0886, top1_acc/aux0: 0.4066, top5_acc/aux0: 0.6818, loss_cls/aux0: 2.5202, loss/aux0: 2.5202, top1_acc/aux1: 0.4354, top5_acc/aux1: 0.7139, loss_cls/aux1: 2.3284, loss/aux1: 2.3284, top1_acc/aux2: 0.3720, top5_acc/aux2: 0.6439, loss_cls/aux2: 2.6711, loss/aux2: 2.6711 2020-10-25 10:22:13,939 - mmaction - INFO - Epoch [43][120/264] lr: 4.208e-01, eta: 14:39:52, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3899, top5_acc: 0.6745, loss_cls: 2.5403, loss: 2.5403, grad_norm: 1.0707, top1_acc/aux0: 0.4083, top5_acc/aux0: 0.6778, loss_cls/aux0: 2.5137, loss/aux0: 2.5137, top1_acc/aux1: 0.4278, top5_acc/aux1: 0.7082, loss_cls/aux1: 2.3467, loss/aux1: 2.3467, top1_acc/aux2: 0.3757, top5_acc/aux2: 0.6490, loss_cls/aux2: 2.6477, loss/aux2: 2.6477 2020-10-25 10:23:01,363 - mmaction - INFO - Epoch [43][140/264] lr: 4.208e-01, eta: 14:39:34, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3821, top5_acc: 0.6630, loss_cls: 2.5918, loss: 2.5918, grad_norm: 1.0806, top1_acc/aux0: 0.4038, top5_acc/aux0: 0.6785, loss_cls/aux0: 2.5180, loss/aux0: 2.5180, top1_acc/aux1: 0.4212, top5_acc/aux1: 0.7030, loss_cls/aux1: 2.3685, loss/aux1: 2.3685, top1_acc/aux2: 0.3708, top5_acc/aux2: 0.6462, loss_cls/aux2: 2.6716, loss/aux2: 2.6716 2020-10-25 10:23:48,852 - mmaction - INFO - Epoch [43][160/264] lr: 4.208e-01, eta: 14:39:16, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3944, top5_acc: 0.6639, loss_cls: 2.5576, loss: 2.5576, grad_norm: 1.0804, top1_acc/aux0: 0.4052, top5_acc/aux0: 0.6840, loss_cls/aux0: 2.5036, loss/aux0: 2.5036, top1_acc/aux1: 0.4325, top5_acc/aux1: 0.7127, loss_cls/aux1: 2.3254, loss/aux1: 2.3254, top1_acc/aux2: 0.3750, top5_acc/aux2: 0.6420, loss_cls/aux2: 2.6791, loss/aux2: 2.6791 2020-10-25 10:24:36,655 - mmaction - INFO - Epoch [43][180/264] lr: 4.208e-01, eta: 14:39:00, time: 0.962, data_time: 0.000, memory: 8466, top1_acc: 0.3845, top5_acc: 0.6689, loss_cls: 2.5548, loss: 2.5548, grad_norm: 1.0735, top1_acc/aux0: 0.4028, top5_acc/aux0: 0.6858, loss_cls/aux0: 2.5038, loss/aux0: 2.5038, top1_acc/aux1: 0.4352, top5_acc/aux1: 0.7144, loss_cls/aux1: 2.3128, loss/aux1: 2.3128, top1_acc/aux2: 0.3661, top5_acc/aux2: 0.6347, loss_cls/aux2: 2.6982, loss/aux2: 2.6982 2020-10-25 10:25:24,231 - mmaction - INFO - Epoch [43][200/264] lr: 4.208e-01, eta: 14:38:43, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.3873, top5_acc: 0.6550, loss_cls: 2.5649, loss: 2.5649, grad_norm: 1.1034, top1_acc/aux0: 0.4120, top5_acc/aux0: 0.6870, loss_cls/aux0: 2.4991, loss/aux0: 2.4991, top1_acc/aux1: 0.4344, top5_acc/aux1: 0.7045, loss_cls/aux1: 2.3409, loss/aux1: 2.3409, top1_acc/aux2: 0.3616, top5_acc/aux2: 0.6299, loss_cls/aux2: 2.7093, loss/aux2: 2.7093 2020-10-25 10:26:11,826 - mmaction - INFO - Epoch [43][220/264] lr: 4.208e-01, eta: 14:38:25, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3910, top5_acc: 0.6571, loss_cls: 2.5617, loss: 2.5617, grad_norm: 1.0783, top1_acc/aux0: 0.4135, top5_acc/aux0: 0.6800, loss_cls/aux0: 2.4979, loss/aux0: 2.4979, top1_acc/aux1: 0.4365, top5_acc/aux1: 0.7106, loss_cls/aux1: 2.3298, loss/aux1: 2.3298, top1_acc/aux2: 0.3641, top5_acc/aux2: 0.6309, loss_cls/aux2: 2.7035, loss/aux2: 2.7035 2020-10-25 10:26:59,229 - mmaction - INFO - Epoch [43][240/264] lr: 4.208e-01, eta: 14:38:07, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6641, loss_cls: 2.5912, loss: 2.5912, grad_norm: 1.0623, top1_acc/aux0: 0.4050, top5_acc/aux0: 0.6771, loss_cls/aux0: 2.4985, loss/aux0: 2.4985, top1_acc/aux1: 0.4313, top5_acc/aux1: 0.7134, loss_cls/aux1: 2.3581, loss/aux1: 2.3581, top1_acc/aux2: 0.3615, top5_acc/aux2: 0.6325, loss_cls/aux2: 2.7157, loss/aux2: 2.7157 2020-10-25 10:27:46,601 - mmaction - INFO - Epoch [43][260/264] lr: 4.208e-01, eta: 14:37:50, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3976, top5_acc: 0.6715, loss_cls: 2.5378, loss: 2.5378, grad_norm: 1.0863, top1_acc/aux0: 0.4168, top5_acc/aux0: 0.6932, loss_cls/aux0: 2.4610, loss/aux0: 2.4610, top1_acc/aux1: 0.4281, top5_acc/aux1: 0.7040, loss_cls/aux1: 2.3959, loss/aux1: 2.3959, top1_acc/aux2: 0.3622, top5_acc/aux2: 0.6361, loss_cls/aux2: 2.6928, loss/aux2: 2.6928 2020-10-25 10:31:42,290 - mmaction - INFO - Epoch [44][20/264] lr: 4.194e-01, eta: 14:37:10, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6707, loss_cls: 2.4921, loss: 2.4921, grad_norm: 1.0978, top1_acc/aux0: 0.4038, top5_acc/aux0: 0.6826, loss_cls/aux0: 2.5186, loss/aux0: 2.5186, top1_acc/aux1: 0.4326, top5_acc/aux1: 0.7063, loss_cls/aux1: 2.3370, loss/aux1: 2.3370, top1_acc/aux2: 0.3694, top5_acc/aux2: 0.6396, loss_cls/aux2: 2.6698, loss/aux2: 2.6698 2020-10-25 10:32:29,652 - mmaction - INFO - Epoch [44][40/264] lr: 4.194e-01, eta: 14:36:53, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3955, top5_acc: 0.6660, loss_cls: 2.5356, loss: 2.5356, grad_norm: 1.0771, top1_acc/aux0: 0.4038, top5_acc/aux0: 0.6899, loss_cls/aux0: 2.5120, loss/aux0: 2.5120, top1_acc/aux1: 0.4271, top5_acc/aux1: 0.7068, loss_cls/aux1: 2.3597, loss/aux1: 2.3597, top1_acc/aux2: 0.3587, top5_acc/aux2: 0.6340, loss_cls/aux2: 2.7048, loss/aux2: 2.7048 2020-10-25 10:33:17,414 - mmaction - INFO - Epoch [44][60/264] lr: 4.194e-01, eta: 14:36:36, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.3894, top5_acc: 0.6630, loss_cls: 2.5679, loss: 2.5679, grad_norm: 1.0799, top1_acc/aux0: 0.3958, top5_acc/aux0: 0.6821, loss_cls/aux0: 2.5551, loss/aux0: 2.5551, top1_acc/aux1: 0.4278, top5_acc/aux1: 0.7130, loss_cls/aux1: 2.3361, loss/aux1: 2.3361, top1_acc/aux2: 0.3502, top5_acc/aux2: 0.6299, loss_cls/aux2: 2.7511, loss/aux2: 2.7511 2020-10-25 10:34:04,800 - mmaction - INFO - Epoch [44][80/264] lr: 4.194e-01, eta: 14:36:18, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6668, loss_cls: 2.5441, loss: 2.5441, grad_norm: 1.0911, top1_acc/aux0: 0.3976, top5_acc/aux0: 0.6799, loss_cls/aux0: 2.5577, loss/aux0: 2.5577, top1_acc/aux1: 0.4359, top5_acc/aux1: 0.7142, loss_cls/aux1: 2.3256, loss/aux1: 2.3256, top1_acc/aux2: 0.3615, top5_acc/aux2: 0.6392, loss_cls/aux2: 2.7251, loss/aux2: 2.7251 2020-10-25 10:34:52,263 - mmaction - INFO - Epoch [44][100/264] lr: 4.194e-01, eta: 14:36:01, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3802, top5_acc: 0.6646, loss_cls: 2.5860, loss: 2.5860, grad_norm: 1.0815, top1_acc/aux0: 0.3986, top5_acc/aux0: 0.6859, loss_cls/aux0: 2.5106, loss/aux0: 2.5106, top1_acc/aux1: 0.4337, top5_acc/aux1: 0.7056, loss_cls/aux1: 2.3581, loss/aux1: 2.3581, top1_acc/aux2: 0.3724, top5_acc/aux2: 0.6523, loss_cls/aux2: 2.6635, loss/aux2: 2.6635 2020-10-25 10:35:39,945 - mmaction - INFO - Epoch [44][120/264] lr: 4.194e-01, eta: 14:35:44, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.3946, top5_acc: 0.6632, loss_cls: 2.5624, loss: 2.5624, grad_norm: 1.0815, top1_acc/aux0: 0.4038, top5_acc/aux0: 0.6755, loss_cls/aux0: 2.5325, loss/aux0: 2.5325, top1_acc/aux1: 0.4247, top5_acc/aux1: 0.7003, loss_cls/aux1: 2.3740, loss/aux1: 2.3740, top1_acc/aux2: 0.3705, top5_acc/aux2: 0.6505, loss_cls/aux2: 2.6509, loss/aux2: 2.6509 2020-10-25 10:36:27,771 - mmaction - INFO - Epoch [44][140/264] lr: 4.194e-01, eta: 14:35:27, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.3960, top5_acc: 0.6675, loss_cls: 2.5459, loss: 2.5459, grad_norm: 1.0839, top1_acc/aux0: 0.4120, top5_acc/aux0: 0.6708, loss_cls/aux0: 2.5426, loss/aux0: 2.5426, top1_acc/aux1: 0.4262, top5_acc/aux1: 0.7026, loss_cls/aux1: 2.3685, loss/aux1: 2.3685, top1_acc/aux2: 0.3651, top5_acc/aux2: 0.6384, loss_cls/aux2: 2.6856, loss/aux2: 2.6856 2020-10-25 10:37:15,276 - mmaction - INFO - Epoch [44][160/264] lr: 4.194e-01, eta: 14:35:10, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3976, top5_acc: 0.6722, loss_cls: 2.5196, loss: 2.5196, grad_norm: 1.0518, top1_acc/aux0: 0.4106, top5_acc/aux0: 0.6830, loss_cls/aux0: 2.5024, loss/aux0: 2.5024, top1_acc/aux1: 0.4257, top5_acc/aux1: 0.6993, loss_cls/aux1: 2.3600, loss/aux1: 2.3600, top1_acc/aux2: 0.3578, top5_acc/aux2: 0.6332, loss_cls/aux2: 2.7220, loss/aux2: 2.7220 2020-10-25 10:38:02,748 - mmaction - INFO - Epoch [44][180/264] lr: 4.194e-01, eta: 14:34:52, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3899, top5_acc: 0.6530, loss_cls: 2.5879, loss: 2.5879, grad_norm: 1.0687, top1_acc/aux0: 0.4148, top5_acc/aux0: 0.6870, loss_cls/aux0: 2.4894, loss/aux0: 2.4894, top1_acc/aux1: 0.4283, top5_acc/aux1: 0.7063, loss_cls/aux1: 2.3465, loss/aux1: 2.3465, top1_acc/aux2: 0.3519, top5_acc/aux2: 0.6304, loss_cls/aux2: 2.7416, loss/aux2: 2.7416 2020-10-25 10:38:50,148 - mmaction - INFO - Epoch [44][200/264] lr: 4.194e-01, eta: 14:34:35, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.3898, top5_acc: 0.6609, loss_cls: 2.5785, loss: 2.5785, grad_norm: 1.0832, top1_acc/aux0: 0.4128, top5_acc/aux0: 0.6837, loss_cls/aux0: 2.4849, loss/aux0: 2.4849, top1_acc/aux1: 0.4363, top5_acc/aux1: 0.7128, loss_cls/aux1: 2.3162, loss/aux1: 2.3162, top1_acc/aux2: 0.3503, top5_acc/aux2: 0.6214, loss_cls/aux2: 2.7682, loss/aux2: 2.7682 2020-10-25 10:39:37,600 - mmaction - INFO - Epoch [44][220/264] lr: 4.194e-01, eta: 14:34:18, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3920, top5_acc: 0.6538, loss_cls: 2.5665, loss: 2.5665, grad_norm: 1.0832, top1_acc/aux0: 0.4123, top5_acc/aux0: 0.6906, loss_cls/aux0: 2.4597, loss/aux0: 2.4597, top1_acc/aux1: 0.4253, top5_acc/aux1: 0.7026, loss_cls/aux1: 2.3491, loss/aux1: 2.3491, top1_acc/aux2: 0.3484, top5_acc/aux2: 0.6188, loss_cls/aux2: 2.7688, loss/aux2: 2.7688 2020-10-25 10:40:25,292 - mmaction - INFO - Epoch [44][240/264] lr: 4.194e-01, eta: 14:34:01, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4012, top5_acc: 0.6637, loss_cls: 2.5535, loss: 2.5535, grad_norm: 1.0895, top1_acc/aux0: 0.4064, top5_acc/aux0: 0.6826, loss_cls/aux0: 2.5203, loss/aux0: 2.5203, top1_acc/aux1: 0.4207, top5_acc/aux1: 0.6993, loss_cls/aux1: 2.3904, loss/aux1: 2.3904, top1_acc/aux2: 0.3592, top5_acc/aux2: 0.6295, loss_cls/aux2: 2.7022, loss/aux2: 2.7022 2020-10-25 10:41:13,054 - mmaction - INFO - Epoch [44][260/264] lr: 4.194e-01, eta: 14:33:44, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.3800, top5_acc: 0.6576, loss_cls: 2.6115, loss: 2.6115, grad_norm: 1.0758, top1_acc/aux0: 0.4042, top5_acc/aux0: 0.6755, loss_cls/aux0: 2.5314, loss/aux0: 2.5314, top1_acc/aux1: 0.4276, top5_acc/aux1: 0.7047, loss_cls/aux1: 2.3671, loss/aux1: 2.3671, top1_acc/aux2: 0.3639, top5_acc/aux2: 0.6313, loss_cls/aux2: 2.6917, loss/aux2: 2.6917 2020-10-25 10:44:40,893 - mmaction - INFO - Epoch [45][20/264] lr: 4.180e-01, eta: 14:33:04, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3835, top5_acc: 0.6526, loss_cls: 2.5904, loss: 2.5904, grad_norm: 1.0622, top1_acc/aux0: 0.4108, top5_acc/aux0: 0.6795, loss_cls/aux0: 2.4966, loss/aux0: 2.4966, top1_acc/aux1: 0.4424, top5_acc/aux1: 0.7181, loss_cls/aux1: 2.3093, loss/aux1: 2.3093, top1_acc/aux2: 0.3712, top5_acc/aux2: 0.6337, loss_cls/aux2: 2.6874, loss/aux2: 2.6874 2020-10-25 10:45:28,267 - mmaction - INFO - Epoch [45][40/264] lr: 4.180e-01, eta: 14:32:47, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4024, top5_acc: 0.6722, loss_cls: 2.5426, loss: 2.5426, grad_norm: 1.0984, top1_acc/aux0: 0.4054, top5_acc/aux0: 0.6773, loss_cls/aux0: 2.5039, loss/aux0: 2.5039, top1_acc/aux1: 0.4413, top5_acc/aux1: 0.7174, loss_cls/aux1: 2.3150, loss/aux1: 2.3150, top1_acc/aux2: 0.3679, top5_acc/aux2: 0.6286, loss_cls/aux2: 2.7121, loss/aux2: 2.7121 2020-10-25 10:46:15,633 - mmaction - INFO - Epoch [45][60/264] lr: 4.180e-01, eta: 14:32:29, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3863, top5_acc: 0.6595, loss_cls: 2.5924, loss: 2.5924, grad_norm: 1.0974, top1_acc/aux0: 0.4030, top5_acc/aux0: 0.6757, loss_cls/aux0: 2.5281, loss/aux0: 2.5281, top1_acc/aux1: 0.4333, top5_acc/aux1: 0.7130, loss_cls/aux1: 2.3379, loss/aux1: 2.3379, top1_acc/aux2: 0.3594, top5_acc/aux2: 0.6318, loss_cls/aux2: 2.7088, loss/aux2: 2.7088 2020-10-25 10:47:02,981 - mmaction - INFO - Epoch [45][80/264] lr: 4.180e-01, eta: 14:32:11, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4002, top5_acc: 0.6668, loss_cls: 2.5313, loss: 2.5313, grad_norm: 1.0672, top1_acc/aux0: 0.4063, top5_acc/aux0: 0.6816, loss_cls/aux0: 2.5111, loss/aux0: 2.5111, top1_acc/aux1: 0.4283, top5_acc/aux1: 0.7108, loss_cls/aux1: 2.3501, loss/aux1: 2.3501, top1_acc/aux2: 0.3575, top5_acc/aux2: 0.6396, loss_cls/aux2: 2.6869, loss/aux2: 2.6869 2020-10-25 10:47:50,456 - mmaction - INFO - Epoch [45][100/264] lr: 4.180e-01, eta: 14:31:52, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4069, top5_acc: 0.6759, loss_cls: 2.4922, loss: 2.4922, grad_norm: 1.0623, top1_acc/aux0: 0.4099, top5_acc/aux0: 0.6839, loss_cls/aux0: 2.4833, loss/aux0: 2.4833, top1_acc/aux1: 0.4347, top5_acc/aux1: 0.7120, loss_cls/aux1: 2.3370, loss/aux1: 2.3370, top1_acc/aux2: 0.3595, top5_acc/aux2: 0.6269, loss_cls/aux2: 2.7231, loss/aux2: 2.7231 2020-10-25 10:48:38,009 - mmaction - INFO - Epoch [45][120/264] lr: 4.180e-01, eta: 14:31:35, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3981, top5_acc: 0.6637, loss_cls: 2.5328, loss: 2.5328, grad_norm: 1.0977, top1_acc/aux0: 0.4196, top5_acc/aux0: 0.6807, loss_cls/aux0: 2.4719, loss/aux0: 2.4719, top1_acc/aux1: 0.4340, top5_acc/aux1: 0.7076, loss_cls/aux1: 2.3420, loss/aux1: 2.3420, top1_acc/aux2: 0.3641, top5_acc/aux2: 0.6299, loss_cls/aux2: 2.7131, loss/aux2: 2.7131 2020-10-25 10:49:25,536 - mmaction - INFO - Epoch [45][140/264] lr: 4.180e-01, eta: 14:31:17, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3799, top5_acc: 0.6644, loss_cls: 2.5592, loss: 2.5592, grad_norm: 1.0883, top1_acc/aux0: 0.4111, top5_acc/aux0: 0.6792, loss_cls/aux0: 2.4892, loss/aux0: 2.4892, top1_acc/aux1: 0.4340, top5_acc/aux1: 0.7090, loss_cls/aux1: 2.3263, loss/aux1: 2.3263, top1_acc/aux2: 0.3628, top5_acc/aux2: 0.6384, loss_cls/aux2: 2.6817, loss/aux2: 2.6817 2020-10-25 10:50:13,004 - mmaction - INFO - Epoch [45][160/264] lr: 4.180e-01, eta: 14:31:00, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3795, top5_acc: 0.6628, loss_cls: 2.6144, loss: 2.6144, grad_norm: 1.0788, top1_acc/aux0: 0.3951, top5_acc/aux0: 0.6710, loss_cls/aux0: 2.5565, loss/aux0: 2.5565, top1_acc/aux1: 0.4330, top5_acc/aux1: 0.7130, loss_cls/aux1: 2.3315, loss/aux1: 2.3315, top1_acc/aux2: 0.3694, top5_acc/aux2: 0.6396, loss_cls/aux2: 2.6554, loss/aux2: 2.6554 2020-10-25 10:51:00,607 - mmaction - INFO - Epoch [45][180/264] lr: 4.180e-01, eta: 14:30:42, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3939, top5_acc: 0.6556, loss_cls: 2.5794, loss: 2.5794, grad_norm: 1.0709, top1_acc/aux0: 0.4056, top5_acc/aux0: 0.6724, loss_cls/aux0: 2.5456, loss/aux0: 2.5456, top1_acc/aux1: 0.4283, top5_acc/aux1: 0.7036, loss_cls/aux1: 2.3749, loss/aux1: 2.3749, top1_acc/aux2: 0.3762, top5_acc/aux2: 0.6408, loss_cls/aux2: 2.6622, loss/aux2: 2.6622 2020-10-25 10:51:48,130 - mmaction - INFO - Epoch [45][200/264] lr: 4.180e-01, eta: 14:30:24, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4019, top5_acc: 0.6634, loss_cls: 2.5405, loss: 2.5405, grad_norm: 1.0980, top1_acc/aux0: 0.4146, top5_acc/aux0: 0.6786, loss_cls/aux0: 2.5078, loss/aux0: 2.5078, top1_acc/aux1: 0.4370, top5_acc/aux1: 0.7080, loss_cls/aux1: 2.3367, loss/aux1: 2.3367, top1_acc/aux2: 0.3644, top5_acc/aux2: 0.6365, loss_cls/aux2: 2.6944, loss/aux2: 2.6944 2020-10-25 10:52:35,594 - mmaction - INFO - Epoch [45][220/264] lr: 4.180e-01, eta: 14:30:07, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6583, loss_cls: 2.5931, loss: 2.5931, grad_norm: 1.1018, top1_acc/aux0: 0.4061, top5_acc/aux0: 0.6773, loss_cls/aux0: 2.5209, loss/aux0: 2.5209, top1_acc/aux1: 0.4375, top5_acc/aux1: 0.7175, loss_cls/aux1: 2.3235, loss/aux1: 2.3235, top1_acc/aux2: 0.3663, top5_acc/aux2: 0.6359, loss_cls/aux2: 2.6808, loss/aux2: 2.6808 2020-10-25 10:53:23,310 - mmaction - INFO - Epoch [45][240/264] lr: 4.180e-01, eta: 14:29:50, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3995, top5_acc: 0.6655, loss_cls: 2.5584, loss: 2.5584, grad_norm: 1.0718, top1_acc/aux0: 0.4089, top5_acc/aux0: 0.6828, loss_cls/aux0: 2.5107, loss/aux0: 2.5107, top1_acc/aux1: 0.4352, top5_acc/aux1: 0.7179, loss_cls/aux1: 2.3316, loss/aux1: 2.3316, top1_acc/aux2: 0.3679, top5_acc/aux2: 0.6332, loss_cls/aux2: 2.6911, loss/aux2: 2.6911 2020-10-25 10:54:10,719 - mmaction - INFO - Epoch [45][260/264] lr: 4.180e-01, eta: 14:29:32, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6564, loss_cls: 2.5614, loss: 2.5614, grad_norm: 1.0880, top1_acc/aux0: 0.4203, top5_acc/aux0: 0.6873, loss_cls/aux0: 2.4663, loss/aux0: 2.4663, top1_acc/aux1: 0.4366, top5_acc/aux1: 0.7167, loss_cls/aux1: 2.3120, loss/aux1: 2.3120, top1_acc/aux2: 0.3715, top5_acc/aux2: 0.6377, loss_cls/aux2: 2.6827, loss/aux2: 2.6827 2020-10-25 10:57:33,870 - mmaction - INFO - Epoch [46][20/264] lr: 4.166e-01, eta: 14:28:52, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6670, loss_cls: 2.5269, loss: 2.5269, grad_norm: 1.1122, top1_acc/aux0: 0.4010, top5_acc/aux0: 0.6743, loss_cls/aux0: 2.5087, loss/aux0: 2.5087, top1_acc/aux1: 0.4271, top5_acc/aux1: 0.7163, loss_cls/aux1: 2.2977, loss/aux1: 2.2977, top1_acc/aux2: 0.3632, top5_acc/aux2: 0.6399, loss_cls/aux2: 2.6709, loss/aux2: 2.6709 2020-10-25 10:58:21,140 - mmaction - INFO - Epoch [46][40/264] lr: 4.166e-01, eta: 14:28:35, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3990, top5_acc: 0.6583, loss_cls: 2.5601, loss: 2.5601, grad_norm: 1.1024, top1_acc/aux0: 0.3993, top5_acc/aux0: 0.6781, loss_cls/aux0: 2.5005, loss/aux0: 2.5005, top1_acc/aux1: 0.4356, top5_acc/aux1: 0.7188, loss_cls/aux1: 2.2914, loss/aux1: 2.2914, top1_acc/aux2: 0.3675, top5_acc/aux2: 0.6410, loss_cls/aux2: 2.6725, loss/aux2: 2.6725 2020-10-25 10:59:08,816 - mmaction - INFO - Epoch [46][60/264] lr: 4.166e-01, eta: 14:28:18, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6679, loss_cls: 2.5241, loss: 2.5241, grad_norm: 1.0928, top1_acc/aux0: 0.3920, top5_acc/aux0: 0.6781, loss_cls/aux0: 2.5283, loss/aux0: 2.5283, top1_acc/aux1: 0.4384, top5_acc/aux1: 0.7130, loss_cls/aux1: 2.3181, loss/aux1: 2.3181, top1_acc/aux2: 0.3649, top5_acc/aux2: 0.6354, loss_cls/aux2: 2.6922, loss/aux2: 2.6922 2020-10-25 10:59:56,453 - mmaction - INFO - Epoch [46][80/264] lr: 4.166e-01, eta: 14:28:00, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3892, top5_acc: 0.6613, loss_cls: 2.5837, loss: 2.5837, grad_norm: 1.0997, top1_acc/aux0: 0.3962, top5_acc/aux0: 0.6795, loss_cls/aux0: 2.5293, loss/aux0: 2.5293, top1_acc/aux1: 0.4434, top5_acc/aux1: 0.7184, loss_cls/aux1: 2.2822, loss/aux1: 2.2822, top1_acc/aux2: 0.3639, top5_acc/aux2: 0.6339, loss_cls/aux2: 2.6947, loss/aux2: 2.6947 2020-10-25 11:00:44,844 - mmaction - INFO - Epoch [46][100/264] lr: 4.166e-01, eta: 14:27:42, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4059, top5_acc: 0.6700, loss_cls: 2.4886, loss: 2.4886, grad_norm: 1.0984, top1_acc/aux0: 0.4092, top5_acc/aux0: 0.6901, loss_cls/aux0: 2.4795, loss/aux0: 2.4795, top1_acc/aux1: 0.4439, top5_acc/aux1: 0.7194, loss_cls/aux1: 2.2551, loss/aux1: 2.2551, top1_acc/aux2: 0.3653, top5_acc/aux2: 0.6375, loss_cls/aux2: 2.6923, loss/aux2: 2.6923 2020-10-25 11:01:32,422 - mmaction - INFO - Epoch [46][120/264] lr: 4.166e-01, eta: 14:27:24, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4056, top5_acc: 0.6667, loss_cls: 2.5530, loss: 2.5530, grad_norm: 1.1116, top1_acc/aux0: 0.4054, top5_acc/aux0: 0.6891, loss_cls/aux0: 2.4876, loss/aux0: 2.4876, top1_acc/aux1: 0.4335, top5_acc/aux1: 0.7085, loss_cls/aux1: 2.3209, loss/aux1: 2.3209, top1_acc/aux2: 0.3625, top5_acc/aux2: 0.6311, loss_cls/aux2: 2.7102, loss/aux2: 2.7102 2020-10-25 11:02:20,024 - mmaction - INFO - Epoch [46][140/264] lr: 4.166e-01, eta: 14:27:07, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3889, top5_acc: 0.6578, loss_cls: 2.6015, loss: 2.6015, grad_norm: 1.0864, top1_acc/aux0: 0.3974, top5_acc/aux0: 0.6804, loss_cls/aux0: 2.5086, loss/aux0: 2.5086, top1_acc/aux1: 0.4330, top5_acc/aux1: 0.7059, loss_cls/aux1: 2.3463, loss/aux1: 2.3463, top1_acc/aux2: 0.3653, top5_acc/aux2: 0.6226, loss_cls/aux2: 2.7316, loss/aux2: 2.7316 2020-10-25 11:03:07,626 - mmaction - INFO - Epoch [46][160/264] lr: 4.166e-01, eta: 14:26:50, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.3976, top5_acc: 0.6613, loss_cls: 2.5552, loss: 2.5552, grad_norm: 1.1079, top1_acc/aux0: 0.4059, top5_acc/aux0: 0.6892, loss_cls/aux0: 2.4723, loss/aux0: 2.4723, top1_acc/aux1: 0.4330, top5_acc/aux1: 0.7095, loss_cls/aux1: 2.3395, loss/aux1: 2.3395, top1_acc/aux2: 0.3675, top5_acc/aux2: 0.6288, loss_cls/aux2: 2.7307, loss/aux2: 2.7307 2020-10-25 11:03:55,574 - mmaction - INFO - Epoch [46][180/264] lr: 4.166e-01, eta: 14:26:34, time: 0.970, data_time: 0.000, memory: 8466, top1_acc: 0.3927, top5_acc: 0.6616, loss_cls: 2.5579, loss: 2.5579, grad_norm: 1.0984, top1_acc/aux0: 0.4089, top5_acc/aux0: 0.6931, loss_cls/aux0: 2.4701, loss/aux0: 2.4701, top1_acc/aux1: 0.4316, top5_acc/aux1: 0.7134, loss_cls/aux1: 2.3371, loss/aux1: 2.3371, top1_acc/aux2: 0.3677, top5_acc/aux2: 0.6385, loss_cls/aux2: 2.6954, loss/aux2: 2.6954 2020-10-25 11:04:42,899 - mmaction - INFO - Epoch [46][200/264] lr: 4.166e-01, eta: 14:26:16, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3849, top5_acc: 0.6630, loss_cls: 2.5635, loss: 2.5635, grad_norm: 1.1082, top1_acc/aux0: 0.4102, top5_acc/aux0: 0.6863, loss_cls/aux0: 2.4871, loss/aux0: 2.4871, top1_acc/aux1: 0.4363, top5_acc/aux1: 0.7127, loss_cls/aux1: 2.3286, loss/aux1: 2.3286, top1_acc/aux2: 0.3658, top5_acc/aux2: 0.6328, loss_cls/aux2: 2.7034, loss/aux2: 2.7034 2020-10-25 11:05:30,530 - mmaction - INFO - Epoch [46][220/264] lr: 4.166e-01, eta: 14:25:59, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.3887, top5_acc: 0.6609, loss_cls: 2.5732, loss: 2.5732, grad_norm: 1.0801, top1_acc/aux0: 0.4158, top5_acc/aux0: 0.6872, loss_cls/aux0: 2.4820, loss/aux0: 2.4820, top1_acc/aux1: 0.4373, top5_acc/aux1: 0.7170, loss_cls/aux1: 2.3066, loss/aux1: 2.3066, top1_acc/aux2: 0.3700, top5_acc/aux2: 0.6340, loss_cls/aux2: 2.7025, loss/aux2: 2.7025 2020-10-25 11:06:17,803 - mmaction - INFO - Epoch [46][240/264] lr: 4.166e-01, eta: 14:25:41, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3972, top5_acc: 0.6644, loss_cls: 2.5626, loss: 2.5626, grad_norm: 1.0845, top1_acc/aux0: 0.4064, top5_acc/aux0: 0.6899, loss_cls/aux0: 2.4842, loss/aux0: 2.4842, top1_acc/aux1: 0.4347, top5_acc/aux1: 0.7163, loss_cls/aux1: 2.3071, loss/aux1: 2.3071, top1_acc/aux2: 0.3667, top5_acc/aux2: 0.6328, loss_cls/aux2: 2.7073, loss/aux2: 2.7073 2020-10-25 11:07:05,516 - mmaction - INFO - Epoch [46][260/264] lr: 4.166e-01, eta: 14:25:24, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.3955, top5_acc: 0.6698, loss_cls: 2.5381, loss: 2.5381, grad_norm: 1.0934, top1_acc/aux0: 0.4106, top5_acc/aux0: 0.6927, loss_cls/aux0: 2.4622, loss/aux0: 2.4622, top1_acc/aux1: 0.4319, top5_acc/aux1: 0.7064, loss_cls/aux1: 2.3534, loss/aux1: 2.3534, top1_acc/aux2: 0.3510, top5_acc/aux2: 0.6271, loss_cls/aux2: 2.7310, loss/aux2: 2.7310 2020-10-25 11:10:31,515 - mmaction - INFO - Epoch [47][20/264] lr: 4.151e-01, eta: 14:24:44, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3960, top5_acc: 0.6726, loss_cls: 2.5334, loss: 2.5334, grad_norm: 1.0616, top1_acc/aux0: 0.4031, top5_acc/aux0: 0.6795, loss_cls/aux0: 2.5226, loss/aux0: 2.5226, top1_acc/aux1: 0.4368, top5_acc/aux1: 0.7118, loss_cls/aux1: 2.3502, loss/aux1: 2.3502, top1_acc/aux2: 0.3684, top5_acc/aux2: 0.6351, loss_cls/aux2: 2.6383, loss/aux2: 2.6383 2020-10-25 11:11:18,905 - mmaction - INFO - Epoch [47][40/264] lr: 4.151e-01, eta: 14:24:26, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4017, top5_acc: 0.6675, loss_cls: 2.5376, loss: 2.5376, grad_norm: 1.0909, top1_acc/aux0: 0.4052, top5_acc/aux0: 0.6752, loss_cls/aux0: 2.5139, loss/aux0: 2.5139, top1_acc/aux1: 0.4281, top5_acc/aux1: 0.7068, loss_cls/aux1: 2.3634, loss/aux1: 2.3634, top1_acc/aux2: 0.3648, top5_acc/aux2: 0.6337, loss_cls/aux2: 2.6839, loss/aux2: 2.6839 2020-10-25 11:12:06,586 - mmaction - INFO - Epoch [47][60/264] lr: 4.151e-01, eta: 14:24:09, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3878, top5_acc: 0.6569, loss_cls: 2.5784, loss: 2.5784, grad_norm: 1.0872, top1_acc/aux0: 0.4167, top5_acc/aux0: 0.6863, loss_cls/aux0: 2.4694, loss/aux0: 2.4694, top1_acc/aux1: 0.4217, top5_acc/aux1: 0.7021, loss_cls/aux1: 2.3627, loss/aux1: 2.3627, top1_acc/aux2: 0.3667, top5_acc/aux2: 0.6344, loss_cls/aux2: 2.7058, loss/aux2: 2.7058 2020-10-25 11:12:54,122 - mmaction - INFO - Epoch [47][80/264] lr: 4.151e-01, eta: 14:23:53, time: 0.962, data_time: 0.000, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6604, loss_cls: 2.5627, loss: 2.5627, grad_norm: 1.0642, top1_acc/aux0: 0.4245, top5_acc/aux0: 0.7000, loss_cls/aux0: 2.4259, loss/aux0: 2.4259, top1_acc/aux1: 0.4382, top5_acc/aux1: 0.7078, loss_cls/aux1: 2.3071, loss/aux1: 2.3071, top1_acc/aux2: 0.3750, top5_acc/aux2: 0.6330, loss_cls/aux2: 2.6967, loss/aux2: 2.6967 2020-10-25 11:13:41,615 - mmaction - INFO - Epoch [47][100/264] lr: 4.151e-01, eta: 14:23:36, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6670, loss_cls: 2.5404, loss: 2.5404, grad_norm: 1.0998, top1_acc/aux0: 0.4189, top5_acc/aux0: 0.6905, loss_cls/aux0: 2.4594, loss/aux0: 2.4594, top1_acc/aux1: 0.4484, top5_acc/aux1: 0.7181, loss_cls/aux1: 2.2803, loss/aux1: 2.2803, top1_acc/aux2: 0.3747, top5_acc/aux2: 0.6316, loss_cls/aux2: 2.6922, loss/aux2: 2.6922 2020-10-25 11:14:28,822 - mmaction - INFO - Epoch [47][120/264] lr: 4.151e-01, eta: 14:23:18, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3917, top5_acc: 0.6644, loss_cls: 2.5763, loss: 2.5763, grad_norm: 1.0927, top1_acc/aux0: 0.4099, top5_acc/aux0: 0.6767, loss_cls/aux0: 2.4984, loss/aux0: 2.4984, top1_acc/aux1: 0.4413, top5_acc/aux1: 0.7226, loss_cls/aux1: 2.3027, loss/aux1: 2.3027, top1_acc/aux2: 0.3630, top5_acc/aux2: 0.6328, loss_cls/aux2: 2.6982, loss/aux2: 2.6982 2020-10-25 11:15:16,244 - mmaction - INFO - Epoch [47][140/264] lr: 4.151e-01, eta: 14:23:00, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3889, top5_acc: 0.6641, loss_cls: 2.5795, loss: 2.5795, grad_norm: 1.0830, top1_acc/aux0: 0.4010, top5_acc/aux0: 0.6757, loss_cls/aux0: 2.5154, loss/aux0: 2.5154, top1_acc/aux1: 0.4370, top5_acc/aux1: 0.7122, loss_cls/aux1: 2.3288, loss/aux1: 2.3288, top1_acc/aux2: 0.3526, top5_acc/aux2: 0.6259, loss_cls/aux2: 2.7449, loss/aux2: 2.7449 2020-10-25 11:16:03,547 - mmaction - INFO - Epoch [47][160/264] lr: 4.151e-01, eta: 14:22:42, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3910, top5_acc: 0.6559, loss_cls: 2.5958, loss: 2.5958, grad_norm: 1.0922, top1_acc/aux0: 0.4033, top5_acc/aux0: 0.6849, loss_cls/aux0: 2.5034, loss/aux0: 2.5034, top1_acc/aux1: 0.4377, top5_acc/aux1: 0.7059, loss_cls/aux1: 2.3356, loss/aux1: 2.3356, top1_acc/aux2: 0.3625, top5_acc/aux2: 0.6309, loss_cls/aux2: 2.7224, loss/aux2: 2.7224 2020-10-25 11:16:51,037 - mmaction - INFO - Epoch [47][180/264] lr: 4.151e-01, eta: 14:22:25, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6724, loss_cls: 2.5281, loss: 2.5281, grad_norm: 1.0750, top1_acc/aux0: 0.4052, top5_acc/aux0: 0.6847, loss_cls/aux0: 2.4928, loss/aux0: 2.4928, top1_acc/aux1: 0.4361, top5_acc/aux1: 0.7139, loss_cls/aux1: 2.3349, loss/aux1: 2.3349, top1_acc/aux2: 0.3734, top5_acc/aux2: 0.6387, loss_cls/aux2: 2.6677, loss/aux2: 2.6677 2020-10-25 11:17:38,130 - mmaction - INFO - Epoch [47][200/264] lr: 4.151e-01, eta: 14:22:07, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3884, top5_acc: 0.6616, loss_cls: 2.5557, loss: 2.5557, grad_norm: 1.1087, top1_acc/aux0: 0.4007, top5_acc/aux0: 0.6722, loss_cls/aux0: 2.5316, loss/aux0: 2.5316, top1_acc/aux1: 0.4352, top5_acc/aux1: 0.7139, loss_cls/aux1: 2.3411, loss/aux1: 2.3411, top1_acc/aux2: 0.3712, top5_acc/aux2: 0.6377, loss_cls/aux2: 2.6723, loss/aux2: 2.6723 2020-10-25 11:18:25,443 - mmaction - INFO - Epoch [47][220/264] lr: 4.151e-01, eta: 14:21:49, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6707, loss_cls: 2.5268, loss: 2.5268, grad_norm: 1.0798, top1_acc/aux0: 0.4104, top5_acc/aux0: 0.6712, loss_cls/aux0: 2.5070, loss/aux0: 2.5070, top1_acc/aux1: 0.4325, top5_acc/aux1: 0.7056, loss_cls/aux1: 2.3340, loss/aux1: 2.3340, top1_acc/aux2: 0.3700, top5_acc/aux2: 0.6405, loss_cls/aux2: 2.6716, loss/aux2: 2.6716 2020-10-25 11:19:12,934 - mmaction - INFO - Epoch [47][240/264] lr: 4.151e-01, eta: 14:21:31, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3799, top5_acc: 0.6609, loss_cls: 2.5797, loss: 2.5797, grad_norm: 1.0991, top1_acc/aux0: 0.4201, top5_acc/aux0: 0.6839, loss_cls/aux0: 2.4483, loss/aux0: 2.4483, top1_acc/aux1: 0.4373, top5_acc/aux1: 0.7095, loss_cls/aux1: 2.3055, loss/aux1: 2.3055, top1_acc/aux2: 0.3736, top5_acc/aux2: 0.6429, loss_cls/aux2: 2.6414, loss/aux2: 2.6414 2020-10-25 11:20:00,473 - mmaction - INFO - Epoch [47][260/264] lr: 4.151e-01, eta: 14:21:14, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3955, top5_acc: 0.6783, loss_cls: 2.5238, loss: 2.5238, grad_norm: 1.0866, top1_acc/aux0: 0.4090, top5_acc/aux0: 0.6920, loss_cls/aux0: 2.4533, loss/aux0: 2.4533, top1_acc/aux1: 0.4370, top5_acc/aux1: 0.7149, loss_cls/aux1: 2.3197, loss/aux1: 2.3197, top1_acc/aux2: 0.3759, top5_acc/aux2: 0.6354, loss_cls/aux2: 2.6762, loss/aux2: 2.6762 2020-10-25 11:23:29,024 - mmaction - INFO - Epoch [48][20/264] lr: 4.136e-01, eta: 14:20:35, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3835, top5_acc: 0.6590, loss_cls: 2.5660, loss: 2.5660, grad_norm: 1.0935, top1_acc/aux0: 0.3965, top5_acc/aux0: 0.6878, loss_cls/aux0: 2.4901, loss/aux0: 2.4901, top1_acc/aux1: 0.4392, top5_acc/aux1: 0.7142, loss_cls/aux1: 2.3263, loss/aux1: 2.3263, top1_acc/aux2: 0.3580, top5_acc/aux2: 0.6226, loss_cls/aux2: 2.7081, loss/aux2: 2.7081 2020-10-25 11:24:16,137 - mmaction - INFO - Epoch [48][40/264] lr: 4.136e-01, eta: 14:20:17, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3936, top5_acc: 0.6639, loss_cls: 2.5520, loss: 2.5520, grad_norm: 1.0766, top1_acc/aux0: 0.4076, top5_acc/aux0: 0.6903, loss_cls/aux0: 2.4694, loss/aux0: 2.4694, top1_acc/aux1: 0.4439, top5_acc/aux1: 0.7127, loss_cls/aux1: 2.3377, loss/aux1: 2.3377, top1_acc/aux2: 0.3587, top5_acc/aux2: 0.6319, loss_cls/aux2: 2.7041, loss/aux2: 2.7041 2020-10-25 11:25:03,789 - mmaction - INFO - Epoch [48][60/264] lr: 4.136e-01, eta: 14:20:00, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6700, loss_cls: 2.5202, loss: 2.5202, grad_norm: 1.1271, top1_acc/aux0: 0.4085, top5_acc/aux0: 0.6905, loss_cls/aux0: 2.4804, loss/aux0: 2.4804, top1_acc/aux1: 0.4352, top5_acc/aux1: 0.7076, loss_cls/aux1: 2.3689, loss/aux1: 2.3689, top1_acc/aux2: 0.3615, top5_acc/aux2: 0.6446, loss_cls/aux2: 2.6803, loss/aux2: 2.6803 2020-10-25 11:25:51,126 - mmaction - INFO - Epoch [48][80/264] lr: 4.136e-01, eta: 14:19:42, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3903, top5_acc: 0.6622, loss_cls: 2.5408, loss: 2.5408, grad_norm: 1.0743, top1_acc/aux0: 0.4047, top5_acc/aux0: 0.6891, loss_cls/aux0: 2.4934, loss/aux0: 2.4934, top1_acc/aux1: 0.4323, top5_acc/aux1: 0.7101, loss_cls/aux1: 2.3493, loss/aux1: 2.3493, top1_acc/aux2: 0.3648, top5_acc/aux2: 0.6460, loss_cls/aux2: 2.6751, loss/aux2: 2.6751 2020-10-25 11:26:38,672 - mmaction - INFO - Epoch [48][100/264] lr: 4.136e-01, eta: 14:19:25, time: 0.956, data_time: 0.001, memory: 8466, top1_acc: 0.3967, top5_acc: 0.6674, loss_cls: 2.5585, loss: 2.5585, grad_norm: 1.0906, top1_acc/aux0: 0.4144, top5_acc/aux0: 0.6911, loss_cls/aux0: 2.4597, loss/aux0: 2.4597, top1_acc/aux1: 0.4398, top5_acc/aux1: 0.7146, loss_cls/aux1: 2.3319, loss/aux1: 2.3319, top1_acc/aux2: 0.3696, top5_acc/aux2: 0.6399, loss_cls/aux2: 2.6807, loss/aux2: 2.6807 2020-10-25 11:27:26,339 - mmaction - INFO - Epoch [48][120/264] lr: 4.136e-01, eta: 14:19:08, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.3925, top5_acc: 0.6639, loss_cls: 2.5317, loss: 2.5317, grad_norm: 1.0838, top1_acc/aux0: 0.4116, top5_acc/aux0: 0.6910, loss_cls/aux0: 2.4773, loss/aux0: 2.4773, top1_acc/aux1: 0.4333, top5_acc/aux1: 0.7158, loss_cls/aux1: 2.3242, loss/aux1: 2.3242, top1_acc/aux2: 0.3712, top5_acc/aux2: 0.6450, loss_cls/aux2: 2.6744, loss/aux2: 2.6744 2020-10-25 11:28:13,694 - mmaction - INFO - Epoch [48][140/264] lr: 4.136e-01, eta: 14:18:50, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3925, top5_acc: 0.6613, loss_cls: 2.5763, loss: 2.5763, grad_norm: 1.1069, top1_acc/aux0: 0.4134, top5_acc/aux0: 0.6932, loss_cls/aux0: 2.4813, loss/aux0: 2.4813, top1_acc/aux1: 0.4340, top5_acc/aux1: 0.7127, loss_cls/aux1: 2.3184, loss/aux1: 2.3184, top1_acc/aux2: 0.3701, top5_acc/aux2: 0.6512, loss_cls/aux2: 2.6668, loss/aux2: 2.6668 2020-10-25 11:29:01,303 - mmaction - INFO - Epoch [48][160/264] lr: 4.136e-01, eta: 14:18:33, time: 0.952, data_time: 0.001, memory: 8466, top1_acc: 0.3927, top5_acc: 0.6701, loss_cls: 2.5434, loss: 2.5434, grad_norm: 1.0967, top1_acc/aux0: 0.4125, top5_acc/aux0: 0.6955, loss_cls/aux0: 2.4539, loss/aux0: 2.4539, top1_acc/aux1: 0.4366, top5_acc/aux1: 0.7045, loss_cls/aux1: 2.3585, loss/aux1: 2.3585, top1_acc/aux2: 0.3689, top5_acc/aux2: 0.6420, loss_cls/aux2: 2.6734, loss/aux2: 2.6734 2020-10-25 11:29:48,776 - mmaction - INFO - Epoch [48][180/264] lr: 4.136e-01, eta: 14:18:15, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4003, top5_acc: 0.6689, loss_cls: 2.5354, loss: 2.5354, grad_norm: 1.0753, top1_acc/aux0: 0.4066, top5_acc/aux0: 0.6932, loss_cls/aux0: 2.4611, loss/aux0: 2.4611, top1_acc/aux1: 0.4332, top5_acc/aux1: 0.7024, loss_cls/aux1: 2.3718, loss/aux1: 2.3718, top1_acc/aux2: 0.3715, top5_acc/aux2: 0.6427, loss_cls/aux2: 2.6685, loss/aux2: 2.6685 2020-10-25 11:30:37,331 - mmaction - INFO - Epoch [48][200/264] lr: 4.136e-01, eta: 14:17:57, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3957, top5_acc: 0.6613, loss_cls: 2.5679, loss: 2.5679, grad_norm: 1.1040, top1_acc/aux0: 0.4148, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.4333, loss/aux0: 2.4333, top1_acc/aux1: 0.4306, top5_acc/aux1: 0.7045, loss_cls/aux1: 2.3693, loss/aux1: 2.3693, top1_acc/aux2: 0.3762, top5_acc/aux2: 0.6448, loss_cls/aux2: 2.6437, loss/aux2: 2.6437 2020-10-25 11:31:24,698 - mmaction - INFO - Epoch [48][220/264] lr: 4.136e-01, eta: 14:17:39, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3861, top5_acc: 0.6509, loss_cls: 2.5901, loss: 2.5901, grad_norm: 1.1198, top1_acc/aux0: 0.4193, top5_acc/aux0: 0.6960, loss_cls/aux0: 2.4384, loss/aux0: 2.4384, top1_acc/aux1: 0.4337, top5_acc/aux1: 0.7160, loss_cls/aux1: 2.3283, loss/aux1: 2.3283, top1_acc/aux2: 0.3736, top5_acc/aux2: 0.6387, loss_cls/aux2: 2.6707, loss/aux2: 2.6707 2020-10-25 11:32:12,311 - mmaction - INFO - Epoch [48][240/264] lr: 4.136e-01, eta: 14:17:21, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6738, loss_cls: 2.5190, loss: 2.5190, grad_norm: 1.0909, top1_acc/aux0: 0.4123, top5_acc/aux0: 0.6894, loss_cls/aux0: 2.4708, loss/aux0: 2.4708, top1_acc/aux1: 0.4378, top5_acc/aux1: 0.7104, loss_cls/aux1: 2.3089, loss/aux1: 2.3089, top1_acc/aux2: 0.3688, top5_acc/aux2: 0.6392, loss_cls/aux2: 2.6797, loss/aux2: 2.6797 2020-10-25 11:32:59,621 - mmaction - INFO - Epoch [48][260/264] lr: 4.136e-01, eta: 14:17:03, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3962, top5_acc: 0.6667, loss_cls: 2.5178, loss: 2.5178, grad_norm: 1.0670, top1_acc/aux0: 0.4082, top5_acc/aux0: 0.6918, loss_cls/aux0: 2.4599, loss/aux0: 2.4599, top1_acc/aux1: 0.4439, top5_acc/aux1: 0.7167, loss_cls/aux1: 2.2887, loss/aux1: 2.2887, top1_acc/aux2: 0.3691, top5_acc/aux2: 0.6389, loss_cls/aux2: 2.6815, loss/aux2: 2.6815 2020-10-25 11:33:10,013 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-10-25 11:33:52,128 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-25 11:33:52,230 - mmaction - INFO - top1_acc 0.4884 top5_acc 0.7615 2020-10-25 11:33:52,231 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-25 11:33:52,240 - mmaction - INFO - mean_acc 0.4894 2020-10-25 11:33:52,240 - mmaction - INFO - Now best checkpoint is epoch_48.pth 2020-10-25 11:33:52,245 - mmaction - INFO - Epoch(val) [48][264] top1_acc: 0.4884, top5_acc: 0.7615, mean_class_accuracy: 0.4894 2020-10-25 11:37:05,776 - mmaction - INFO - Epoch [49][20/264] lr: 4.121e-01, eta: 14:16:25, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3995, top5_acc: 0.6696, loss_cls: 2.5141, loss: 2.5141, grad_norm: 1.0665, top1_acc/aux0: 0.4302, top5_acc/aux0: 0.6899, loss_cls/aux0: 2.4376, loss/aux0: 2.4376, top1_acc/aux1: 0.4340, top5_acc/aux1: 0.7170, loss_cls/aux1: 2.3225, loss/aux1: 2.3225, top1_acc/aux2: 0.3684, top5_acc/aux2: 0.6490, loss_cls/aux2: 2.6993, loss/aux2: 2.6993 2020-10-25 11:37:53,014 - mmaction - INFO - Epoch [49][40/264] lr: 4.121e-01, eta: 14:16:06, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4002, top5_acc: 0.6710, loss_cls: 2.5120, loss: 2.5120, grad_norm: 1.1146, top1_acc/aux0: 0.4208, top5_acc/aux0: 0.6906, loss_cls/aux0: 2.4421, loss/aux0: 2.4421, top1_acc/aux1: 0.4339, top5_acc/aux1: 0.7092, loss_cls/aux1: 2.3337, loss/aux1: 2.3337, top1_acc/aux2: 0.3651, top5_acc/aux2: 0.6427, loss_cls/aux2: 2.7084, loss/aux2: 2.7084 2020-10-25 11:38:40,320 - mmaction - INFO - Epoch [49][60/264] lr: 4.121e-01, eta: 14:15:49, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6767, loss_cls: 2.5027, loss: 2.5027, grad_norm: 1.1152, top1_acc/aux0: 0.4007, top5_acc/aux0: 0.6828, loss_cls/aux0: 2.4812, loss/aux0: 2.4812, top1_acc/aux1: 0.4344, top5_acc/aux1: 0.7071, loss_cls/aux1: 2.3339, loss/aux1: 2.3339, top1_acc/aux2: 0.3635, top5_acc/aux2: 0.6337, loss_cls/aux2: 2.7205, loss/aux2: 2.7205 2020-10-25 11:39:27,647 - mmaction - INFO - Epoch [49][80/264] lr: 4.121e-01, eta: 14:15:31, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6741, loss_cls: 2.5282, loss: 2.5282, grad_norm: 1.0987, top1_acc/aux0: 0.4047, top5_acc/aux0: 0.6771, loss_cls/aux0: 2.4900, loss/aux0: 2.4900, top1_acc/aux1: 0.4368, top5_acc/aux1: 0.7163, loss_cls/aux1: 2.3090, loss/aux1: 2.3090, top1_acc/aux2: 0.3616, top5_acc/aux2: 0.6299, loss_cls/aux2: 2.7233, loss/aux2: 2.7233 2020-10-25 11:40:15,440 - mmaction - INFO - Epoch [49][100/264] lr: 4.121e-01, eta: 14:15:13, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6705, loss_cls: 2.5085, loss: 2.5085, grad_norm: 1.0958, top1_acc/aux0: 0.4177, top5_acc/aux0: 0.6799, loss_cls/aux0: 2.4663, loss/aux0: 2.4663, top1_acc/aux1: 0.4354, top5_acc/aux1: 0.7181, loss_cls/aux1: 2.3075, loss/aux1: 2.3075, top1_acc/aux2: 0.3625, top5_acc/aux2: 0.6377, loss_cls/aux2: 2.7058, loss/aux2: 2.7058 2020-10-25 11:41:03,114 - mmaction - INFO - Epoch [49][120/264] lr: 4.121e-01, eta: 14:14:56, time: 0.956, data_time: 0.001, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6653, loss_cls: 2.5228, loss: 2.5228, grad_norm: 1.0913, top1_acc/aux0: 0.4118, top5_acc/aux0: 0.6910, loss_cls/aux0: 2.4474, loss/aux0: 2.4474, top1_acc/aux1: 0.4356, top5_acc/aux1: 0.7212, loss_cls/aux1: 2.2934, loss/aux1: 2.2934, top1_acc/aux2: 0.3688, top5_acc/aux2: 0.6444, loss_cls/aux2: 2.6902, loss/aux2: 2.6902 2020-10-25 11:41:50,351 - mmaction - INFO - Epoch [49][140/264] lr: 4.121e-01, eta: 14:14:39, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3891, top5_acc: 0.6601, loss_cls: 2.5782, loss: 2.5782, grad_norm: 1.0807, top1_acc/aux0: 0.4099, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.4581, loss/aux0: 2.4581, top1_acc/aux1: 0.4384, top5_acc/aux1: 0.7252, loss_cls/aux1: 2.2682, loss/aux1: 2.2682, top1_acc/aux2: 0.3679, top5_acc/aux2: 0.6403, loss_cls/aux2: 2.6905, loss/aux2: 2.6905 2020-10-25 11:42:38,182 - mmaction - INFO - Epoch [49][160/264] lr: 4.121e-01, eta: 14:14:22, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3811, top5_acc: 0.6597, loss_cls: 2.6080, loss: 2.6080, grad_norm: 1.0924, top1_acc/aux0: 0.4085, top5_acc/aux0: 0.6908, loss_cls/aux0: 2.4811, loss/aux0: 2.4811, top1_acc/aux1: 0.4365, top5_acc/aux1: 0.7203, loss_cls/aux1: 2.2918, loss/aux1: 2.2918, top1_acc/aux2: 0.3665, top5_acc/aux2: 0.6464, loss_cls/aux2: 2.6714, loss/aux2: 2.6714 2020-10-25 11:43:25,928 - mmaction - INFO - Epoch [49][180/264] lr: 4.121e-01, eta: 14:14:05, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.3825, top5_acc: 0.6578, loss_cls: 2.5730, loss: 2.5730, grad_norm: 1.1253, top1_acc/aux0: 0.4057, top5_acc/aux0: 0.6870, loss_cls/aux0: 2.4837, loss/aux0: 2.4837, top1_acc/aux1: 0.4424, top5_acc/aux1: 0.7170, loss_cls/aux1: 2.2866, loss/aux1: 2.2866, top1_acc/aux2: 0.3627, top5_acc/aux2: 0.6441, loss_cls/aux2: 2.6758, loss/aux2: 2.6758 2020-10-25 11:44:13,835 - mmaction - INFO - Epoch [49][200/264] lr: 4.121e-01, eta: 14:13:49, time: 0.967, data_time: 0.000, memory: 8466, top1_acc: 0.3955, top5_acc: 0.6660, loss_cls: 2.5407, loss: 2.5407, grad_norm: 1.1041, top1_acc/aux0: 0.4056, top5_acc/aux0: 0.6797, loss_cls/aux0: 2.5016, loss/aux0: 2.5016, top1_acc/aux1: 0.4462, top5_acc/aux1: 0.7148, loss_cls/aux1: 2.2854, loss/aux1: 2.2854, top1_acc/aux2: 0.3578, top5_acc/aux2: 0.6358, loss_cls/aux2: 2.7099, loss/aux2: 2.7099 2020-10-25 11:45:01,624 - mmaction - INFO - Epoch [49][220/264] lr: 4.121e-01, eta: 14:13:32, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.3960, top5_acc: 0.6672, loss_cls: 2.5238, loss: 2.5238, grad_norm: 1.0817, top1_acc/aux0: 0.4068, top5_acc/aux0: 0.6866, loss_cls/aux0: 2.4658, loss/aux0: 2.4658, top1_acc/aux1: 0.4493, top5_acc/aux1: 0.7186, loss_cls/aux1: 2.2873, loss/aux1: 2.2873, top1_acc/aux2: 0.3589, top5_acc/aux2: 0.6365, loss_cls/aux2: 2.7192, loss/aux2: 2.7192 2020-10-25 11:45:49,093 - mmaction - INFO - Epoch [49][240/264] lr: 4.121e-01, eta: 14:13:15, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3972, top5_acc: 0.6641, loss_cls: 2.5534, loss: 2.5534, grad_norm: 1.1024, top1_acc/aux0: 0.4139, top5_acc/aux0: 0.6922, loss_cls/aux0: 2.4310, loss/aux0: 2.4310, top1_acc/aux1: 0.4498, top5_acc/aux1: 0.7163, loss_cls/aux1: 2.2894, loss/aux1: 2.2894, top1_acc/aux2: 0.3682, top5_acc/aux2: 0.6326, loss_cls/aux2: 2.7096, loss/aux2: 2.7096 2020-10-25 11:46:36,553 - mmaction - INFO - Epoch [49][260/264] lr: 4.121e-01, eta: 14:12:56, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3800, top5_acc: 0.6516, loss_cls: 2.6037, loss: 2.6037, grad_norm: 1.1017, top1_acc/aux0: 0.4113, top5_acc/aux0: 0.6922, loss_cls/aux0: 2.4436, loss/aux0: 2.4436, top1_acc/aux1: 0.4306, top5_acc/aux1: 0.7040, loss_cls/aux1: 2.3425, loss/aux1: 2.3425, top1_acc/aux2: 0.3684, top5_acc/aux2: 0.6365, loss_cls/aux2: 2.6849, loss/aux2: 2.6849 2020-10-25 11:50:07,686 - mmaction - INFO - Epoch [50][20/264] lr: 4.105e-01, eta: 14:12:18, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4052, top5_acc: 0.6714, loss_cls: 2.5113, loss: 2.5113, grad_norm: 1.0966, top1_acc/aux0: 0.4038, top5_acc/aux0: 0.6868, loss_cls/aux0: 2.4958, loss/aux0: 2.4958, top1_acc/aux1: 0.4500, top5_acc/aux1: 0.6962, loss_cls/aux1: 2.3304, loss/aux1: 2.3304, top1_acc/aux2: 0.3889, top5_acc/aux2: 0.6521, loss_cls/aux2: 2.5767, loss/aux2: 2.5767 2020-10-25 11:50:55,144 - mmaction - INFO - Epoch [50][40/264] lr: 4.105e-01, eta: 14:12:00, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6865, loss_cls: 2.4681, loss: 2.4681, grad_norm: 1.1287, top1_acc/aux0: 0.4063, top5_acc/aux0: 0.6929, loss_cls/aux0: 2.4704, loss/aux0: 2.4704, top1_acc/aux1: 0.4479, top5_acc/aux1: 0.6998, loss_cls/aux1: 2.3370, loss/aux1: 2.3370, top1_acc/aux2: 0.3842, top5_acc/aux2: 0.6491, loss_cls/aux2: 2.6028, loss/aux2: 2.6028 2020-10-25 11:51:42,614 - mmaction - INFO - Epoch [50][60/264] lr: 4.105e-01, eta: 14:11:43, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6710, loss_cls: 2.5360, loss: 2.5360, grad_norm: 1.0844, top1_acc/aux0: 0.4069, top5_acc/aux0: 0.6939, loss_cls/aux0: 2.4679, loss/aux0: 2.4679, top1_acc/aux1: 0.4385, top5_acc/aux1: 0.7061, loss_cls/aux1: 2.3468, loss/aux1: 2.3468, top1_acc/aux2: 0.3701, top5_acc/aux2: 0.6389, loss_cls/aux2: 2.6660, loss/aux2: 2.6660 2020-10-25 11:52:29,917 - mmaction - INFO - Epoch [50][80/264] lr: 4.105e-01, eta: 14:11:26, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6743, loss_cls: 2.5213, loss: 2.5213, grad_norm: 1.1212, top1_acc/aux0: 0.4064, top5_acc/aux0: 0.6913, loss_cls/aux0: 2.4876, loss/aux0: 2.4876, top1_acc/aux1: 0.4323, top5_acc/aux1: 0.7078, loss_cls/aux1: 2.3602, loss/aux1: 2.3602, top1_acc/aux2: 0.3686, top5_acc/aux2: 0.6417, loss_cls/aux2: 2.6787, loss/aux2: 2.6787 2020-10-25 11:53:17,167 - mmaction - INFO - Epoch [50][100/264] lr: 4.105e-01, eta: 14:11:08, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3870, top5_acc: 0.6563, loss_cls: 2.5587, loss: 2.5587, grad_norm: 1.0999, top1_acc/aux0: 0.4097, top5_acc/aux0: 0.6918, loss_cls/aux0: 2.4862, loss/aux0: 2.4862, top1_acc/aux1: 0.4398, top5_acc/aux1: 0.7135, loss_cls/aux1: 2.3356, loss/aux1: 2.3356, top1_acc/aux2: 0.3736, top5_acc/aux2: 0.6439, loss_cls/aux2: 2.6766, loss/aux2: 2.6766 2020-10-25 11:54:04,447 - mmaction - INFO - Epoch [50][120/264] lr: 4.105e-01, eta: 14:10:50, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3946, top5_acc: 0.6660, loss_cls: 2.5556, loss: 2.5556, grad_norm: 1.1292, top1_acc/aux0: 0.4099, top5_acc/aux0: 0.6929, loss_cls/aux0: 2.4683, loss/aux0: 2.4683, top1_acc/aux1: 0.4517, top5_acc/aux1: 0.7247, loss_cls/aux1: 2.2782, loss/aux1: 2.2782, top1_acc/aux2: 0.3694, top5_acc/aux2: 0.6349, loss_cls/aux2: 2.7166, loss/aux2: 2.7166 2020-10-25 11:54:51,881 - mmaction - INFO - Epoch [50][140/264] lr: 4.105e-01, eta: 14:10:32, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6672, loss_cls: 2.5525, loss: 2.5525, grad_norm: 1.1068, top1_acc/aux0: 0.4179, top5_acc/aux0: 0.6977, loss_cls/aux0: 2.4403, loss/aux0: 2.4403, top1_acc/aux1: 0.4441, top5_acc/aux1: 0.7184, loss_cls/aux1: 2.3102, loss/aux1: 2.3102, top1_acc/aux2: 0.3663, top5_acc/aux2: 0.6387, loss_cls/aux2: 2.6993, loss/aux2: 2.6993 2020-10-25 11:55:39,868 - mmaction - INFO - Epoch [50][160/264] lr: 4.105e-01, eta: 14:10:14, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3924, top5_acc: 0.6587, loss_cls: 2.5773, loss: 2.5773, grad_norm: 1.1026, top1_acc/aux0: 0.4200, top5_acc/aux0: 0.6960, loss_cls/aux0: 2.4414, loss/aux0: 2.4414, top1_acc/aux1: 0.4344, top5_acc/aux1: 0.7184, loss_cls/aux1: 2.3254, loss/aux1: 2.3254, top1_acc/aux2: 0.3679, top5_acc/aux2: 0.6391, loss_cls/aux2: 2.6756, loss/aux2: 2.6756 2020-10-25 11:56:27,051 - mmaction - INFO - Epoch [50][180/264] lr: 4.105e-01, eta: 14:09:56, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4030, top5_acc: 0.6783, loss_cls: 2.4730, loss: 2.4730, grad_norm: 1.1265, top1_acc/aux0: 0.4207, top5_acc/aux0: 0.6957, loss_cls/aux0: 2.4351, loss/aux0: 2.4351, top1_acc/aux1: 0.4410, top5_acc/aux1: 0.7248, loss_cls/aux1: 2.2927, loss/aux1: 2.2927, top1_acc/aux2: 0.3635, top5_acc/aux2: 0.6335, loss_cls/aux2: 2.7131, loss/aux2: 2.7131 2020-10-25 11:57:14,542 - mmaction - INFO - Epoch [50][200/264] lr: 4.105e-01, eta: 14:09:38, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3861, top5_acc: 0.6556, loss_cls: 2.5878, loss: 2.5878, grad_norm: 1.0850, top1_acc/aux0: 0.4196, top5_acc/aux0: 0.6924, loss_cls/aux0: 2.4614, loss/aux0: 2.4614, top1_acc/aux1: 0.4370, top5_acc/aux1: 0.7168, loss_cls/aux1: 2.3317, loss/aux1: 2.3317, top1_acc/aux2: 0.3634, top5_acc/aux2: 0.6354, loss_cls/aux2: 2.6924, loss/aux2: 2.6924 2020-10-25 11:58:04,057 - mmaction - INFO - Epoch [50][220/264] lr: 4.105e-01, eta: 14:09:27, time: 1.031, data_time: 0.000, memory: 8466, top1_acc: 0.3948, top5_acc: 0.6601, loss_cls: 2.5559, loss: 2.5559, grad_norm: 1.0960, top1_acc/aux0: 0.4132, top5_acc/aux0: 0.6866, loss_cls/aux0: 2.4804, loss/aux0: 2.4804, top1_acc/aux1: 0.4411, top5_acc/aux1: 0.7233, loss_cls/aux1: 2.3004, loss/aux1: 2.3004, top1_acc/aux2: 0.3707, top5_acc/aux2: 0.6387, loss_cls/aux2: 2.6484, loss/aux2: 2.6484 2020-10-25 11:58:51,708 - mmaction - INFO - Epoch [50][240/264] lr: 4.105e-01, eta: 14:09:10, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3955, top5_acc: 0.6611, loss_cls: 2.5459, loss: 2.5459, grad_norm: 1.0961, top1_acc/aux0: 0.4177, top5_acc/aux0: 0.6908, loss_cls/aux0: 2.4502, loss/aux0: 2.4502, top1_acc/aux1: 0.4451, top5_acc/aux1: 0.7226, loss_cls/aux1: 2.2832, loss/aux1: 2.2832, top1_acc/aux2: 0.3715, top5_acc/aux2: 0.6420, loss_cls/aux2: 2.6554, loss/aux2: 2.6554 2020-10-25 11:59:39,217 - mmaction - INFO - Epoch [50][260/264] lr: 4.105e-01, eta: 14:08:52, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3967, top5_acc: 0.6722, loss_cls: 2.5181, loss: 2.5181, grad_norm: 1.1006, top1_acc/aux0: 0.4132, top5_acc/aux0: 0.6908, loss_cls/aux0: 2.4562, loss/aux0: 2.4562, top1_acc/aux1: 0.4311, top5_acc/aux1: 0.7095, loss_cls/aux1: 2.3438, loss/aux1: 2.3438, top1_acc/aux2: 0.3710, top5_acc/aux2: 0.6448, loss_cls/aux2: 2.6655, loss/aux2: 2.6655 2020-10-25 12:03:34,131 - mmaction - INFO - Epoch [51][20/264] lr: 4.090e-01, eta: 14:08:14, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4108, top5_acc: 0.6774, loss_cls: 2.4741, loss: 2.4741, grad_norm: 1.0934, top1_acc/aux0: 0.4073, top5_acc/aux0: 0.6878, loss_cls/aux0: 2.4833, loss/aux0: 2.4833, top1_acc/aux1: 0.4545, top5_acc/aux1: 0.7142, loss_cls/aux1: 2.2994, loss/aux1: 2.2994, top1_acc/aux2: 0.3576, top5_acc/aux2: 0.6319, loss_cls/aux2: 2.7270, loss/aux2: 2.7270 2020-10-25 12:04:21,657 - mmaction - INFO - Epoch [51][40/264] lr: 4.090e-01, eta: 14:07:57, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3988, top5_acc: 0.6727, loss_cls: 2.5098, loss: 2.5098, grad_norm: 1.0993, top1_acc/aux0: 0.4092, top5_acc/aux0: 0.6929, loss_cls/aux0: 2.4444, loss/aux0: 2.4444, top1_acc/aux1: 0.4502, top5_acc/aux1: 0.7149, loss_cls/aux1: 2.2878, loss/aux1: 2.2878, top1_acc/aux2: 0.3604, top5_acc/aux2: 0.6398, loss_cls/aux2: 2.6939, loss/aux2: 2.6939 2020-10-25 12:05:09,006 - mmaction - INFO - Epoch [51][60/264] lr: 4.090e-01, eta: 14:07:39, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3899, top5_acc: 0.6663, loss_cls: 2.5433, loss: 2.5433, grad_norm: 1.1106, top1_acc/aux0: 0.4132, top5_acc/aux0: 0.6941, loss_cls/aux0: 2.4373, loss/aux0: 2.4373, top1_acc/aux1: 0.4457, top5_acc/aux1: 0.7161, loss_cls/aux1: 2.2887, loss/aux1: 2.2887, top1_acc/aux2: 0.3665, top5_acc/aux2: 0.6429, loss_cls/aux2: 2.6658, loss/aux2: 2.6658 2020-10-25 12:05:56,421 - mmaction - INFO - Epoch [51][80/264] lr: 4.090e-01, eta: 14:07:21, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6590, loss_cls: 2.5856, loss: 2.5856, grad_norm: 1.1087, top1_acc/aux0: 0.4161, top5_acc/aux0: 0.6847, loss_cls/aux0: 2.4823, loss/aux0: 2.4823, top1_acc/aux1: 0.4514, top5_acc/aux1: 0.7226, loss_cls/aux1: 2.2857, loss/aux1: 2.2857, top1_acc/aux2: 0.3785, top5_acc/aux2: 0.6372, loss_cls/aux2: 2.6542, loss/aux2: 2.6542 2020-10-25 12:06:43,898 - mmaction - INFO - Epoch [51][100/264] lr: 4.090e-01, eta: 14:07:04, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3965, top5_acc: 0.6736, loss_cls: 2.5159, loss: 2.5159, grad_norm: 1.1175, top1_acc/aux0: 0.4146, top5_acc/aux0: 0.6894, loss_cls/aux0: 2.4610, loss/aux0: 2.4610, top1_acc/aux1: 0.4481, top5_acc/aux1: 0.7283, loss_cls/aux1: 2.2668, loss/aux1: 2.2668, top1_acc/aux2: 0.3826, top5_acc/aux2: 0.6384, loss_cls/aux2: 2.6416, loss/aux2: 2.6416 2020-10-25 12:07:31,341 - mmaction - INFO - Epoch [51][120/264] lr: 4.090e-01, eta: 14:06:46, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3962, top5_acc: 0.6644, loss_cls: 2.5545, loss: 2.5545, grad_norm: 1.1205, top1_acc/aux0: 0.4127, top5_acc/aux0: 0.6983, loss_cls/aux0: 2.4297, loss/aux0: 2.4297, top1_acc/aux1: 0.4438, top5_acc/aux1: 0.7214, loss_cls/aux1: 2.2632, loss/aux1: 2.2632, top1_acc/aux2: 0.3773, top5_acc/aux2: 0.6441, loss_cls/aux2: 2.6487, loss/aux2: 2.6487 2020-10-25 12:08:18,715 - mmaction - INFO - Epoch [51][140/264] lr: 4.090e-01, eta: 14:06:28, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3939, top5_acc: 0.6604, loss_cls: 2.5436, loss: 2.5436, grad_norm: 1.1040, top1_acc/aux0: 0.4090, top5_acc/aux0: 0.6955, loss_cls/aux0: 2.4604, loss/aux0: 2.4604, top1_acc/aux1: 0.4365, top5_acc/aux1: 0.7090, loss_cls/aux1: 2.3173, loss/aux1: 2.3173, top1_acc/aux2: 0.3719, top5_acc/aux2: 0.6469, loss_cls/aux2: 2.6653, loss/aux2: 2.6653 2020-10-25 12:09:06,465 - mmaction - INFO - Epoch [51][160/264] lr: 4.090e-01, eta: 14:06:10, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3950, top5_acc: 0.6774, loss_cls: 2.5058, loss: 2.5058, grad_norm: 1.1444, top1_acc/aux0: 0.4092, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.4743, loss/aux0: 2.4743, top1_acc/aux1: 0.4285, top5_acc/aux1: 0.7108, loss_cls/aux1: 2.3547, loss/aux1: 2.3547, top1_acc/aux2: 0.3627, top5_acc/aux2: 0.6403, loss_cls/aux2: 2.6893, loss/aux2: 2.6893 2020-10-25 12:09:53,985 - mmaction - INFO - Epoch [51][180/264] lr: 4.090e-01, eta: 14:05:53, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3906, top5_acc: 0.6590, loss_cls: 2.5692, loss: 2.5692, grad_norm: 1.0990, top1_acc/aux0: 0.4139, top5_acc/aux0: 0.6915, loss_cls/aux0: 2.4594, loss/aux0: 2.4594, top1_acc/aux1: 0.4394, top5_acc/aux1: 0.7181, loss_cls/aux1: 2.3229, loss/aux1: 2.3229, top1_acc/aux2: 0.3672, top5_acc/aux2: 0.6370, loss_cls/aux2: 2.6870, loss/aux2: 2.6870 2020-10-25 12:10:41,407 - mmaction - INFO - Epoch [51][200/264] lr: 4.090e-01, eta: 14:05:35, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6509, loss_cls: 2.6220, loss: 2.6220, grad_norm: 1.1048, top1_acc/aux0: 0.4212, top5_acc/aux0: 0.6842, loss_cls/aux0: 2.4434, loss/aux0: 2.4434, top1_acc/aux1: 0.4427, top5_acc/aux1: 0.7132, loss_cls/aux1: 2.3194, loss/aux1: 2.3194, top1_acc/aux2: 0.3663, top5_acc/aux2: 0.6345, loss_cls/aux2: 2.6910, loss/aux2: 2.6910 2020-10-25 12:11:29,263 - mmaction - INFO - Epoch [51][220/264] lr: 4.090e-01, eta: 14:05:17, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3903, top5_acc: 0.6700, loss_cls: 2.5450, loss: 2.5450, grad_norm: 1.0563, top1_acc/aux0: 0.4172, top5_acc/aux0: 0.6833, loss_cls/aux0: 2.4639, loss/aux0: 2.4639, top1_acc/aux1: 0.4344, top5_acc/aux1: 0.7026, loss_cls/aux1: 2.3547, loss/aux1: 2.3547, top1_acc/aux2: 0.3660, top5_acc/aux2: 0.6356, loss_cls/aux2: 2.6765, loss/aux2: 2.6765 2020-10-25 12:12:16,949 - mmaction - INFO - Epoch [51][240/264] lr: 4.090e-01, eta: 14:05:00, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6637, loss_cls: 2.5488, loss: 2.5488, grad_norm: 1.0974, top1_acc/aux0: 0.4002, top5_acc/aux0: 0.6866, loss_cls/aux0: 2.4940, loss/aux0: 2.4940, top1_acc/aux1: 0.4313, top5_acc/aux1: 0.7071, loss_cls/aux1: 2.3360, loss/aux1: 2.3360, top1_acc/aux2: 0.3719, top5_acc/aux2: 0.6422, loss_cls/aux2: 2.6520, loss/aux2: 2.6520 2020-10-25 12:13:04,505 - mmaction - INFO - Epoch [51][260/264] lr: 4.090e-01, eta: 14:04:43, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3905, top5_acc: 0.6720, loss_cls: 2.5399, loss: 2.5399, grad_norm: 1.0762, top1_acc/aux0: 0.4054, top5_acc/aux0: 0.6859, loss_cls/aux0: 2.4827, loss/aux0: 2.4827, top1_acc/aux1: 0.4389, top5_acc/aux1: 0.7181, loss_cls/aux1: 2.2943, loss/aux1: 2.2943, top1_acc/aux2: 0.3727, top5_acc/aux2: 0.6438, loss_cls/aux2: 2.6589, loss/aux2: 2.6589 2020-10-25 12:16:57,545 - mmaction - INFO - Epoch [52][20/264] lr: 4.074e-01, eta: 14:04:05, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6759, loss_cls: 2.5199, loss: 2.5199, grad_norm: 1.0947, top1_acc/aux0: 0.4274, top5_acc/aux0: 0.7045, loss_cls/aux0: 2.4084, loss/aux0: 2.4084, top1_acc/aux1: 0.4368, top5_acc/aux1: 0.7035, loss_cls/aux1: 2.3188, loss/aux1: 2.3188, top1_acc/aux2: 0.3677, top5_acc/aux2: 0.6583, loss_cls/aux2: 2.6410, loss/aux2: 2.6410 2020-10-25 12:17:44,970 - mmaction - INFO - Epoch [52][40/264] lr: 4.074e-01, eta: 14:03:48, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6611, loss_cls: 2.5486, loss: 2.5486, grad_norm: 1.0955, top1_acc/aux0: 0.4139, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.4416, loss/aux0: 2.4416, top1_acc/aux1: 0.4417, top5_acc/aux1: 0.7139, loss_cls/aux1: 2.2906, loss/aux1: 2.2906, top1_acc/aux2: 0.3691, top5_acc/aux2: 0.6477, loss_cls/aux2: 2.6611, loss/aux2: 2.6611 2020-10-25 12:18:32,429 - mmaction - INFO - Epoch [52][60/264] lr: 4.074e-01, eta: 14:03:30, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4056, top5_acc: 0.6736, loss_cls: 2.5053, loss: 2.5053, grad_norm: 1.0980, top1_acc/aux0: 0.4125, top5_acc/aux0: 0.6918, loss_cls/aux0: 2.4421, loss/aux0: 2.4421, top1_acc/aux1: 0.4438, top5_acc/aux1: 0.7234, loss_cls/aux1: 2.2737, loss/aux1: 2.2737, top1_acc/aux2: 0.3712, top5_acc/aux2: 0.6458, loss_cls/aux2: 2.6568, loss/aux2: 2.6568 2020-10-25 12:19:20,353 - mmaction - INFO - Epoch [52][80/264] lr: 4.074e-01, eta: 14:03:14, time: 0.969, data_time: 0.000, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6670, loss_cls: 2.5147, loss: 2.5147, grad_norm: 1.0713, top1_acc/aux0: 0.4122, top5_acc/aux0: 0.6899, loss_cls/aux0: 2.4440, loss/aux0: 2.4440, top1_acc/aux1: 0.4385, top5_acc/aux1: 0.7104, loss_cls/aux1: 2.3179, loss/aux1: 2.3179, top1_acc/aux2: 0.3741, top5_acc/aux2: 0.6514, loss_cls/aux2: 2.6330, loss/aux2: 2.6330 2020-10-25 12:20:07,932 - mmaction - INFO - Epoch [52][100/264] lr: 4.074e-01, eta: 14:02:57, time: 0.962, data_time: 0.000, memory: 8466, top1_acc: 0.3948, top5_acc: 0.6625, loss_cls: 2.5440, loss: 2.5440, grad_norm: 1.1327, top1_acc/aux0: 0.4116, top5_acc/aux0: 0.6951, loss_cls/aux0: 2.4366, loss/aux0: 2.4366, top1_acc/aux1: 0.4509, top5_acc/aux1: 0.7125, loss_cls/aux1: 2.2964, loss/aux1: 2.2964, top1_acc/aux2: 0.3776, top5_acc/aux2: 0.6425, loss_cls/aux2: 2.6434, loss/aux2: 2.6434 2020-10-25 12:20:55,602 - mmaction - INFO - Epoch [52][120/264] lr: 4.074e-01, eta: 14:02:40, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6753, loss_cls: 2.5228, loss: 2.5228, grad_norm: 1.0842, top1_acc/aux0: 0.4214, top5_acc/aux0: 0.7033, loss_cls/aux0: 2.4118, loss/aux0: 2.4118, top1_acc/aux1: 0.4516, top5_acc/aux1: 0.7208, loss_cls/aux1: 2.2764, loss/aux1: 2.2764, top1_acc/aux2: 0.3759, top5_acc/aux2: 0.6387, loss_cls/aux2: 2.6558, loss/aux2: 2.6558 2020-10-25 12:21:43,305 - mmaction - INFO - Epoch [52][140/264] lr: 4.074e-01, eta: 14:02:22, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4066, top5_acc: 0.6762, loss_cls: 2.4980, loss: 2.4980, grad_norm: 1.0906, top1_acc/aux0: 0.4177, top5_acc/aux0: 0.6932, loss_cls/aux0: 2.4574, loss/aux0: 2.4574, top1_acc/aux1: 0.4384, top5_acc/aux1: 0.7194, loss_cls/aux1: 2.3107, loss/aux1: 2.3107, top1_acc/aux2: 0.3719, top5_acc/aux2: 0.6391, loss_cls/aux2: 2.6751, loss/aux2: 2.6751 2020-10-25 12:22:30,720 - mmaction - INFO - Epoch [52][160/264] lr: 4.074e-01, eta: 14:02:04, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3965, top5_acc: 0.6717, loss_cls: 2.5258, loss: 2.5258, grad_norm: 1.0753, top1_acc/aux0: 0.4184, top5_acc/aux0: 0.6917, loss_cls/aux0: 2.4705, loss/aux0: 2.4705, top1_acc/aux1: 0.4311, top5_acc/aux1: 0.7156, loss_cls/aux1: 2.3441, loss/aux1: 2.3441, top1_acc/aux2: 0.3731, top5_acc/aux2: 0.6411, loss_cls/aux2: 2.6674, loss/aux2: 2.6674 2020-10-25 12:23:18,090 - mmaction - INFO - Epoch [52][180/264] lr: 4.074e-01, eta: 14:01:46, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3957, top5_acc: 0.6628, loss_cls: 2.5578, loss: 2.5578, grad_norm: 1.1022, top1_acc/aux0: 0.4165, top5_acc/aux0: 0.6924, loss_cls/aux0: 2.4743, loss/aux0: 2.4743, top1_acc/aux1: 0.4313, top5_acc/aux1: 0.7125, loss_cls/aux1: 2.3431, loss/aux1: 2.3431, top1_acc/aux2: 0.3741, top5_acc/aux2: 0.6443, loss_cls/aux2: 2.6377, loss/aux2: 2.6377 2020-10-25 12:24:05,877 - mmaction - INFO - Epoch [52][200/264] lr: 4.074e-01, eta: 14:01:29, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4014, top5_acc: 0.6691, loss_cls: 2.5486, loss: 2.5486, grad_norm: 1.1040, top1_acc/aux0: 0.4083, top5_acc/aux0: 0.6832, loss_cls/aux0: 2.4942, loss/aux0: 2.4942, top1_acc/aux1: 0.4438, top5_acc/aux1: 0.7215, loss_cls/aux1: 2.2793, loss/aux1: 2.2793, top1_acc/aux2: 0.3717, top5_acc/aux2: 0.6408, loss_cls/aux2: 2.6679, loss/aux2: 2.6679 2020-10-25 12:24:53,397 - mmaction - INFO - Epoch [52][220/264] lr: 4.074e-01, eta: 14:01:11, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3847, top5_acc: 0.6592, loss_cls: 2.5966, loss: 2.5966, grad_norm: 1.1052, top1_acc/aux0: 0.4122, top5_acc/aux0: 0.6811, loss_cls/aux0: 2.4836, loss/aux0: 2.4836, top1_acc/aux1: 0.4411, top5_acc/aux1: 0.7205, loss_cls/aux1: 2.2719, loss/aux1: 2.2719, top1_acc/aux2: 0.3759, top5_acc/aux2: 0.6425, loss_cls/aux2: 2.6659, loss/aux2: 2.6659 2020-10-25 12:25:41,078 - mmaction - INFO - Epoch [52][240/264] lr: 4.074e-01, eta: 14:00:55, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6556, loss_cls: 2.5741, loss: 2.5741, grad_norm: 1.1165, top1_acc/aux0: 0.4168, top5_acc/aux0: 0.6830, loss_cls/aux0: 2.4935, loss/aux0: 2.4935, top1_acc/aux1: 0.4415, top5_acc/aux1: 0.7215, loss_cls/aux1: 2.2840, loss/aux1: 2.2840, top1_acc/aux2: 0.3780, top5_acc/aux2: 0.6451, loss_cls/aux2: 2.6431, loss/aux2: 2.6431 2020-10-25 12:26:28,734 - mmaction - INFO - Epoch [52][260/264] lr: 4.074e-01, eta: 14:00:37, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.3988, top5_acc: 0.6708, loss_cls: 2.5395, loss: 2.5395, grad_norm: 1.1063, top1_acc/aux0: 0.4196, top5_acc/aux0: 0.6920, loss_cls/aux0: 2.4629, loss/aux0: 2.4629, top1_acc/aux1: 0.4531, top5_acc/aux1: 0.7321, loss_cls/aux1: 2.2559, loss/aux1: 2.2559, top1_acc/aux2: 0.3734, top5_acc/aux2: 0.6425, loss_cls/aux2: 2.6550, loss/aux2: 2.6550 2020-10-25 12:30:23,821 - mmaction - INFO - Epoch [53][20/264] lr: 4.057e-01, eta: 14:00:05, time: 0.992, data_time: 0.000, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6719, loss_cls: 2.5249, loss: 2.5249, grad_norm: 1.0828, top1_acc/aux0: 0.4194, top5_acc/aux0: 0.6889, loss_cls/aux0: 2.4719, loss/aux0: 2.4719, top1_acc/aux1: 0.4375, top5_acc/aux1: 0.7028, loss_cls/aux1: 2.3369, loss/aux1: 2.3369, top1_acc/aux2: 0.3892, top5_acc/aux2: 0.6441, loss_cls/aux2: 2.6060, loss/aux2: 2.6060 2020-10-25 12:31:11,282 - mmaction - INFO - Epoch [53][40/264] lr: 4.057e-01, eta: 13:59:47, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4113, top5_acc: 0.6852, loss_cls: 2.4688, loss: 2.4688, grad_norm: 1.1169, top1_acc/aux0: 0.4148, top5_acc/aux0: 0.6929, loss_cls/aux0: 2.4730, loss/aux0: 2.4730, top1_acc/aux1: 0.4418, top5_acc/aux1: 0.7116, loss_cls/aux1: 2.2978, loss/aux1: 2.2978, top1_acc/aux2: 0.3807, top5_acc/aux2: 0.6392, loss_cls/aux2: 2.6368, loss/aux2: 2.6368 2020-10-25 12:31:58,701 - mmaction - INFO - Epoch [53][60/264] lr: 4.057e-01, eta: 13:59:29, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3946, top5_acc: 0.6708, loss_cls: 2.5278, loss: 2.5278, grad_norm: 1.1105, top1_acc/aux0: 0.4193, top5_acc/aux0: 0.7016, loss_cls/aux0: 2.4497, loss/aux0: 2.4497, top1_acc/aux1: 0.4470, top5_acc/aux1: 0.7201, loss_cls/aux1: 2.2692, loss/aux1: 2.2692, top1_acc/aux2: 0.3769, top5_acc/aux2: 0.6424, loss_cls/aux2: 2.6590, loss/aux2: 2.6590 2020-10-25 12:32:46,158 - mmaction - INFO - Epoch [53][80/264] lr: 4.057e-01, eta: 13:59:11, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6660, loss_cls: 2.5808, loss: 2.5808, grad_norm: 1.0788, top1_acc/aux0: 0.4174, top5_acc/aux0: 0.6908, loss_cls/aux0: 2.4724, loss/aux0: 2.4724, top1_acc/aux1: 0.4495, top5_acc/aux1: 0.7189, loss_cls/aux1: 2.2885, loss/aux1: 2.2885, top1_acc/aux2: 0.3819, top5_acc/aux2: 0.6490, loss_cls/aux2: 2.6532, loss/aux2: 2.6532 2020-10-25 12:33:33,712 - mmaction - INFO - Epoch [53][100/264] lr: 4.057e-01, eta: 13:58:53, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4071, top5_acc: 0.6769, loss_cls: 2.4730, loss: 2.4730, grad_norm: 1.1250, top1_acc/aux0: 0.4189, top5_acc/aux0: 0.6877, loss_cls/aux0: 2.4650, loss/aux0: 2.4650, top1_acc/aux1: 0.4444, top5_acc/aux1: 0.7165, loss_cls/aux1: 2.2978, loss/aux1: 2.2978, top1_acc/aux2: 0.3797, top5_acc/aux2: 0.6509, loss_cls/aux2: 2.6536, loss/aux2: 2.6536 2020-10-25 12:34:21,222 - mmaction - INFO - Epoch [53][120/264] lr: 4.057e-01, eta: 13:58:35, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3938, top5_acc: 0.6780, loss_cls: 2.5289, loss: 2.5289, grad_norm: 1.1018, top1_acc/aux0: 0.4290, top5_acc/aux0: 0.6993, loss_cls/aux0: 2.4109, loss/aux0: 2.4109, top1_acc/aux1: 0.4387, top5_acc/aux1: 0.7134, loss_cls/aux1: 2.3052, loss/aux1: 2.3052, top1_acc/aux2: 0.3738, top5_acc/aux2: 0.6455, loss_cls/aux2: 2.6729, loss/aux2: 2.6729 2020-10-25 12:35:08,659 - mmaction - INFO - Epoch [53][140/264] lr: 4.057e-01, eta: 13:58:17, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4075, top5_acc: 0.6727, loss_cls: 2.5084, loss: 2.5084, grad_norm: 1.1209, top1_acc/aux0: 0.4181, top5_acc/aux0: 0.6970, loss_cls/aux0: 2.4371, loss/aux0: 2.4371, top1_acc/aux1: 0.4410, top5_acc/aux1: 0.7170, loss_cls/aux1: 2.2996, loss/aux1: 2.2996, top1_acc/aux2: 0.3668, top5_acc/aux2: 0.6358, loss_cls/aux2: 2.7029, loss/aux2: 2.7029 2020-10-25 12:35:56,184 - mmaction - INFO - Epoch [53][160/264] lr: 4.057e-01, eta: 13:58:00, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6651, loss_cls: 2.5464, loss: 2.5464, grad_norm: 1.1055, top1_acc/aux0: 0.4123, top5_acc/aux0: 0.6934, loss_cls/aux0: 2.4578, loss/aux0: 2.4578, top1_acc/aux1: 0.4384, top5_acc/aux1: 0.7238, loss_cls/aux1: 2.3092, loss/aux1: 2.3092, top1_acc/aux2: 0.3750, top5_acc/aux2: 0.6439, loss_cls/aux2: 2.6579, loss/aux2: 2.6579 2020-10-25 12:36:43,620 - mmaction - INFO - Epoch [53][180/264] lr: 4.057e-01, eta: 13:57:41, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4080, top5_acc: 0.6708, loss_cls: 2.5137, loss: 2.5137, grad_norm: 1.0984, top1_acc/aux0: 0.4139, top5_acc/aux0: 0.6906, loss_cls/aux0: 2.4606, loss/aux0: 2.4606, top1_acc/aux1: 0.4462, top5_acc/aux1: 0.7319, loss_cls/aux1: 2.2743, loss/aux1: 2.2743, top1_acc/aux2: 0.3833, top5_acc/aux2: 0.6462, loss_cls/aux2: 2.6148, loss/aux2: 2.6148 2020-10-25 12:37:31,149 - mmaction - INFO - Epoch [53][200/264] lr: 4.057e-01, eta: 13:57:24, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3953, top5_acc: 0.6712, loss_cls: 2.5154, loss: 2.5154, grad_norm: 1.1204, top1_acc/aux0: 0.4155, top5_acc/aux0: 0.6924, loss_cls/aux0: 2.4621, loss/aux0: 2.4621, top1_acc/aux1: 0.4538, top5_acc/aux1: 0.7309, loss_cls/aux1: 2.2452, loss/aux1: 2.2452, top1_acc/aux2: 0.3694, top5_acc/aux2: 0.6382, loss_cls/aux2: 2.6448, loss/aux2: 2.6448 2020-10-25 12:38:18,637 - mmaction - INFO - Epoch [53][220/264] lr: 4.057e-01, eta: 13:57:06, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3943, top5_acc: 0.6639, loss_cls: 2.5696, loss: 2.5696, grad_norm: 1.1219, top1_acc/aux0: 0.4163, top5_acc/aux0: 0.6941, loss_cls/aux0: 2.4603, loss/aux0: 2.4603, top1_acc/aux1: 0.4424, top5_acc/aux1: 0.7184, loss_cls/aux1: 2.3055, loss/aux1: 2.3055, top1_acc/aux2: 0.3675, top5_acc/aux2: 0.6399, loss_cls/aux2: 2.6537, loss/aux2: 2.6537 2020-10-25 12:39:06,780 - mmaction - INFO - Epoch [53][240/264] lr: 4.057e-01, eta: 13:56:51, time: 0.988, data_time: 0.000, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6689, loss_cls: 2.5340, loss: 2.5340, grad_norm: 1.0850, top1_acc/aux0: 0.4212, top5_acc/aux0: 0.6910, loss_cls/aux0: 2.4432, loss/aux0: 2.4432, top1_acc/aux1: 0.4358, top5_acc/aux1: 0.7174, loss_cls/aux1: 2.3091, loss/aux1: 2.3091, top1_acc/aux2: 0.3729, top5_acc/aux2: 0.6469, loss_cls/aux2: 2.6421, loss/aux2: 2.6421 2020-10-25 12:39:54,578 - mmaction - INFO - Epoch [53][260/264] lr: 4.057e-01, eta: 13:56:34, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.3913, top5_acc: 0.6590, loss_cls: 2.5500, loss: 2.5500, grad_norm: 1.1014, top1_acc/aux0: 0.4278, top5_acc/aux0: 0.6896, loss_cls/aux0: 2.4139, loss/aux0: 2.4139, top1_acc/aux1: 0.4448, top5_acc/aux1: 0.7215, loss_cls/aux1: 2.2788, loss/aux1: 2.2788, top1_acc/aux2: 0.3703, top5_acc/aux2: 0.6484, loss_cls/aux2: 2.6584, loss/aux2: 2.6584 2020-10-25 12:43:19,330 - mmaction - INFO - Epoch [54][20/264] lr: 4.041e-01, eta: 13:55:57, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3974, top5_acc: 0.6762, loss_cls: 2.5335, loss: 2.5335, grad_norm: 1.1231, top1_acc/aux0: 0.4069, top5_acc/aux0: 0.7014, loss_cls/aux0: 2.4624, loss/aux0: 2.4624, top1_acc/aux1: 0.4563, top5_acc/aux1: 0.7205, loss_cls/aux1: 2.2895, loss/aux1: 2.2895, top1_acc/aux2: 0.3823, top5_acc/aux2: 0.6573, loss_cls/aux2: 2.6092, loss/aux2: 2.6092 2020-10-25 12:44:06,733 - mmaction - INFO - Epoch [54][40/264] lr: 4.041e-01, eta: 13:55:39, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6753, loss_cls: 2.5007, loss: 2.5007, grad_norm: 1.1005, top1_acc/aux0: 0.4109, top5_acc/aux0: 0.6925, loss_cls/aux0: 2.4735, loss/aux0: 2.4735, top1_acc/aux1: 0.4486, top5_acc/aux1: 0.7182, loss_cls/aux1: 2.3088, loss/aux1: 2.3088, top1_acc/aux2: 0.3878, top5_acc/aux2: 0.6554, loss_cls/aux2: 2.5924, loss/aux2: 2.5924 2020-10-25 12:44:54,149 - mmaction - INFO - Epoch [54][60/264] lr: 4.041e-01, eta: 13:55:21, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4080, top5_acc: 0.6731, loss_cls: 2.5227, loss: 2.5227, grad_norm: 1.1435, top1_acc/aux0: 0.4212, top5_acc/aux0: 0.6946, loss_cls/aux0: 2.4346, loss/aux0: 2.4346, top1_acc/aux1: 0.4422, top5_acc/aux1: 0.7198, loss_cls/aux1: 2.3008, loss/aux1: 2.3008, top1_acc/aux2: 0.3845, top5_acc/aux2: 0.6550, loss_cls/aux2: 2.5895, loss/aux2: 2.5895 2020-10-25 12:45:41,389 - mmaction - INFO - Epoch [54][80/264] lr: 4.041e-01, eta: 13:55:03, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6710, loss_cls: 2.5246, loss: 2.5246, grad_norm: 1.1267, top1_acc/aux0: 0.4288, top5_acc/aux0: 0.7003, loss_cls/aux0: 2.4071, loss/aux0: 2.4071, top1_acc/aux1: 0.4462, top5_acc/aux1: 0.7210, loss_cls/aux1: 2.2759, loss/aux1: 2.2759, top1_acc/aux2: 0.3766, top5_acc/aux2: 0.6562, loss_cls/aux2: 2.6175, loss/aux2: 2.6175 2020-10-25 12:46:28,822 - mmaction - INFO - Epoch [54][100/264] lr: 4.041e-01, eta: 13:54:45, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6653, loss_cls: 2.5172, loss: 2.5172, grad_norm: 1.0971, top1_acc/aux0: 0.4198, top5_acc/aux0: 0.6948, loss_cls/aux0: 2.4500, loss/aux0: 2.4500, top1_acc/aux1: 0.4505, top5_acc/aux1: 0.7255, loss_cls/aux1: 2.2507, loss/aux1: 2.2507, top1_acc/aux2: 0.3755, top5_acc/aux2: 0.6516, loss_cls/aux2: 2.6321, loss/aux2: 2.6321 2020-10-25 12:47:16,458 - mmaction - INFO - Epoch [54][120/264] lr: 4.041e-01, eta: 13:54:28, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6670, loss_cls: 2.5151, loss: 2.5151, grad_norm: 1.1014, top1_acc/aux0: 0.4085, top5_acc/aux0: 0.6889, loss_cls/aux0: 2.4804, loss/aux0: 2.4804, top1_acc/aux1: 0.4479, top5_acc/aux1: 0.7240, loss_cls/aux1: 2.2503, loss/aux1: 2.2503, top1_acc/aux2: 0.3698, top5_acc/aux2: 0.6476, loss_cls/aux2: 2.6376, loss/aux2: 2.6376 2020-10-25 12:48:04,092 - mmaction - INFO - Epoch [54][140/264] lr: 4.041e-01, eta: 13:54:10, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4109, top5_acc: 0.6727, loss_cls: 2.5081, loss: 2.5081, grad_norm: 1.1141, top1_acc/aux0: 0.4278, top5_acc/aux0: 0.6941, loss_cls/aux0: 2.4378, loss/aux0: 2.4378, top1_acc/aux1: 0.4411, top5_acc/aux1: 0.7160, loss_cls/aux1: 2.2973, loss/aux1: 2.2973, top1_acc/aux2: 0.3693, top5_acc/aux2: 0.6431, loss_cls/aux2: 2.6474, loss/aux2: 2.6474 2020-10-25 12:48:51,778 - mmaction - INFO - Epoch [54][160/264] lr: 4.041e-01, eta: 13:53:52, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6734, loss_cls: 2.4953, loss: 2.4953, grad_norm: 1.1218, top1_acc/aux0: 0.4286, top5_acc/aux0: 0.6984, loss_cls/aux0: 2.4167, loss/aux0: 2.4167, top1_acc/aux1: 0.4422, top5_acc/aux1: 0.7128, loss_cls/aux1: 2.3145, loss/aux1: 2.3145, top1_acc/aux2: 0.3819, top5_acc/aux2: 0.6460, loss_cls/aux2: 2.6295, loss/aux2: 2.6295 2020-10-25 12:49:39,278 - mmaction - INFO - Epoch [54][180/264] lr: 4.041e-01, eta: 13:53:34, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4007, top5_acc: 0.6661, loss_cls: 2.5155, loss: 2.5155, grad_norm: 1.0727, top1_acc/aux0: 0.4233, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.4309, loss/aux0: 2.4309, top1_acc/aux1: 0.4502, top5_acc/aux1: 0.7155, loss_cls/aux1: 2.2794, loss/aux1: 2.2794, top1_acc/aux2: 0.3807, top5_acc/aux2: 0.6531, loss_cls/aux2: 2.6195, loss/aux2: 2.6195 2020-10-25 12:50:26,908 - mmaction - INFO - Epoch [54][200/264] lr: 4.041e-01, eta: 13:53:16, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6778, loss_cls: 2.5150, loss: 2.5150, grad_norm: 1.1119, top1_acc/aux0: 0.4337, top5_acc/aux0: 0.7003, loss_cls/aux0: 2.4044, loss/aux0: 2.4044, top1_acc/aux1: 0.4535, top5_acc/aux1: 0.7203, loss_cls/aux1: 2.2600, loss/aux1: 2.2600, top1_acc/aux2: 0.3668, top5_acc/aux2: 0.6535, loss_cls/aux2: 2.6374, loss/aux2: 2.6374 2020-10-25 12:51:14,604 - mmaction - INFO - Epoch [54][220/264] lr: 4.041e-01, eta: 13:52:58, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4038, top5_acc: 0.6700, loss_cls: 2.5129, loss: 2.5129, grad_norm: 1.1059, top1_acc/aux0: 0.4356, top5_acc/aux0: 0.7061, loss_cls/aux0: 2.3597, loss/aux0: 2.3597, top1_acc/aux1: 0.4521, top5_acc/aux1: 0.7182, loss_cls/aux1: 2.2738, loss/aux1: 2.2738, top1_acc/aux2: 0.3722, top5_acc/aux2: 0.6510, loss_cls/aux2: 2.6420, loss/aux2: 2.6420 2020-10-25 12:52:02,057 - mmaction - INFO - Epoch [54][240/264] lr: 4.041e-01, eta: 13:52:40, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6679, loss_cls: 2.5498, loss: 2.5498, grad_norm: 1.1046, top1_acc/aux0: 0.4375, top5_acc/aux0: 0.7092, loss_cls/aux0: 2.3580, loss/aux0: 2.3580, top1_acc/aux1: 0.4405, top5_acc/aux1: 0.7125, loss_cls/aux1: 2.3175, loss/aux1: 2.3175, top1_acc/aux2: 0.3811, top5_acc/aux2: 0.6552, loss_cls/aux2: 2.6212, loss/aux2: 2.6212 2020-10-25 12:52:49,557 - mmaction - INFO - Epoch [54][260/264] lr: 4.041e-01, eta: 13:52:23, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3988, top5_acc: 0.6634, loss_cls: 2.5314, loss: 2.5314, grad_norm: 1.1108, top1_acc/aux0: 0.4255, top5_acc/aux0: 0.7111, loss_cls/aux0: 2.3859, loss/aux0: 2.3859, top1_acc/aux1: 0.4344, top5_acc/aux1: 0.7101, loss_cls/aux1: 2.3378, loss/aux1: 2.3378, top1_acc/aux2: 0.3738, top5_acc/aux2: 0.6491, loss_cls/aux2: 2.6455, loss/aux2: 2.6455 2020-10-25 12:56:15,315 - mmaction - INFO - Epoch [55][20/264] lr: 4.024e-01, eta: 13:51:46, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6712, loss_cls: 2.5132, loss: 2.5132, grad_norm: 1.1162, top1_acc/aux0: 0.4295, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.3851, loss/aux0: 2.3851, top1_acc/aux1: 0.4573, top5_acc/aux1: 0.7316, loss_cls/aux1: 2.2224, loss/aux1: 2.2224, top1_acc/aux2: 0.3656, top5_acc/aux2: 0.6455, loss_cls/aux2: 2.6376, loss/aux2: 2.6376 2020-10-25 12:57:02,792 - mmaction - INFO - Epoch [55][40/264] lr: 4.024e-01, eta: 13:51:28, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4118, top5_acc: 0.6802, loss_cls: 2.4548, loss: 2.4548, grad_norm: 1.1131, top1_acc/aux0: 0.4240, top5_acc/aux0: 0.7031, loss_cls/aux0: 2.4178, loss/aux0: 2.4178, top1_acc/aux1: 0.4554, top5_acc/aux1: 0.7231, loss_cls/aux1: 2.2447, loss/aux1: 2.2447, top1_acc/aux2: 0.3734, top5_acc/aux2: 0.6517, loss_cls/aux2: 2.6173, loss/aux2: 2.6173 2020-10-25 12:57:49,992 - mmaction - INFO - Epoch [55][60/264] lr: 4.024e-01, eta: 13:51:10, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4108, top5_acc: 0.6849, loss_cls: 2.4681, loss: 2.4681, grad_norm: 1.0883, top1_acc/aux0: 0.4139, top5_acc/aux0: 0.6951, loss_cls/aux0: 2.4547, loss/aux0: 2.4547, top1_acc/aux1: 0.4470, top5_acc/aux1: 0.7120, loss_cls/aux1: 2.2935, loss/aux1: 2.2935, top1_acc/aux2: 0.3766, top5_acc/aux2: 0.6484, loss_cls/aux2: 2.6357, loss/aux2: 2.6357 2020-10-25 12:58:37,569 - mmaction - INFO - Epoch [55][80/264] lr: 4.024e-01, eta: 13:50:53, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6715, loss_cls: 2.5274, loss: 2.5274, grad_norm: 1.1463, top1_acc/aux0: 0.4066, top5_acc/aux0: 0.6892, loss_cls/aux0: 2.4620, loss/aux0: 2.4620, top1_acc/aux1: 0.4446, top5_acc/aux1: 0.7066, loss_cls/aux1: 2.3067, loss/aux1: 2.3067, top1_acc/aux2: 0.3672, top5_acc/aux2: 0.6370, loss_cls/aux2: 2.6934, loss/aux2: 2.6934 2020-10-25 12:59:25,029 - mmaction - INFO - Epoch [55][100/264] lr: 4.024e-01, eta: 13:50:34, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4028, top5_acc: 0.6778, loss_cls: 2.5190, loss: 2.5190, grad_norm: 1.1000, top1_acc/aux0: 0.4083, top5_acc/aux0: 0.6885, loss_cls/aux0: 2.4697, loss/aux0: 2.4697, top1_acc/aux1: 0.4470, top5_acc/aux1: 0.7125, loss_cls/aux1: 2.2747, loss/aux1: 2.2747, top1_acc/aux2: 0.3708, top5_acc/aux2: 0.6392, loss_cls/aux2: 2.6869, loss/aux2: 2.6869 2020-10-25 13:00:13,479 - mmaction - INFO - Epoch [55][120/264] lr: 4.024e-01, eta: 13:50:20, time: 0.991, data_time: 0.000, memory: 8466, top1_acc: 0.3960, top5_acc: 0.6531, loss_cls: 2.5701, loss: 2.5701, grad_norm: 1.1165, top1_acc/aux0: 0.4141, top5_acc/aux0: 0.6931, loss_cls/aux0: 2.4488, loss/aux0: 2.4488, top1_acc/aux1: 0.4387, top5_acc/aux1: 0.7097, loss_cls/aux1: 2.3119, loss/aux1: 2.3119, top1_acc/aux2: 0.3844, top5_acc/aux2: 0.6505, loss_cls/aux2: 2.6261, loss/aux2: 2.6261 2020-10-25 13:01:01,036 - mmaction - INFO - Epoch [55][140/264] lr: 4.024e-01, eta: 13:50:02, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4007, top5_acc: 0.6701, loss_cls: 2.5271, loss: 2.5271, grad_norm: 1.1237, top1_acc/aux0: 0.4170, top5_acc/aux0: 0.6937, loss_cls/aux0: 2.4345, loss/aux0: 2.4345, top1_acc/aux1: 0.4417, top5_acc/aux1: 0.7094, loss_cls/aux1: 2.3343, loss/aux1: 2.3343, top1_acc/aux2: 0.3740, top5_acc/aux2: 0.6429, loss_cls/aux2: 2.6624, loss/aux2: 2.6624 2020-10-25 13:01:48,575 - mmaction - INFO - Epoch [55][160/264] lr: 4.024e-01, eta: 13:49:44, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6667, loss_cls: 2.5325, loss: 2.5325, grad_norm: 1.1124, top1_acc/aux0: 0.4139, top5_acc/aux0: 0.6905, loss_cls/aux0: 2.4616, loss/aux0: 2.4616, top1_acc/aux1: 0.4512, top5_acc/aux1: 0.7259, loss_cls/aux1: 2.2646, loss/aux1: 2.2646, top1_acc/aux2: 0.3722, top5_acc/aux2: 0.6345, loss_cls/aux2: 2.6738, loss/aux2: 2.6738 2020-10-25 13:02:36,245 - mmaction - INFO - Epoch [55][180/264] lr: 4.024e-01, eta: 13:49:26, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4002, top5_acc: 0.6651, loss_cls: 2.5074, loss: 2.5074, grad_norm: 1.1139, top1_acc/aux0: 0.4148, top5_acc/aux0: 0.6967, loss_cls/aux0: 2.4408, loss/aux0: 2.4408, top1_acc/aux1: 0.4462, top5_acc/aux1: 0.7278, loss_cls/aux1: 2.2670, loss/aux1: 2.2670, top1_acc/aux2: 0.3865, top5_acc/aux2: 0.6420, loss_cls/aux2: 2.6100, loss/aux2: 2.6100 2020-10-25 13:03:23,940 - mmaction - INFO - Epoch [55][200/264] lr: 4.024e-01, eta: 13:49:08, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3938, top5_acc: 0.6592, loss_cls: 2.5667, loss: 2.5667, grad_norm: 1.1219, top1_acc/aux0: 0.4163, top5_acc/aux0: 0.6983, loss_cls/aux0: 2.4427, loss/aux0: 2.4427, top1_acc/aux1: 0.4479, top5_acc/aux1: 0.7252, loss_cls/aux1: 2.2795, loss/aux1: 2.2795, top1_acc/aux2: 0.3736, top5_acc/aux2: 0.6352, loss_cls/aux2: 2.6973, loss/aux2: 2.6973 2020-10-25 13:04:11,417 - mmaction - INFO - Epoch [55][220/264] lr: 4.024e-01, eta: 13:48:50, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6667, loss_cls: 2.5372, loss: 2.5372, grad_norm: 1.1028, top1_acc/aux0: 0.4134, top5_acc/aux0: 0.6908, loss_cls/aux0: 2.4666, loss/aux0: 2.4666, top1_acc/aux1: 0.4514, top5_acc/aux1: 0.7203, loss_cls/aux1: 2.2698, loss/aux1: 2.2698, top1_acc/aux2: 0.3734, top5_acc/aux2: 0.6410, loss_cls/aux2: 2.7023, loss/aux2: 2.7023 2020-10-25 13:04:58,940 - mmaction - INFO - Epoch [55][240/264] lr: 4.024e-01, eta: 13:48:31, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4010, top5_acc: 0.6726, loss_cls: 2.5096, loss: 2.5096, grad_norm: 1.1262, top1_acc/aux0: 0.4095, top5_acc/aux0: 0.6842, loss_cls/aux0: 2.4860, loss/aux0: 2.4860, top1_acc/aux1: 0.4517, top5_acc/aux1: 0.7201, loss_cls/aux1: 2.2699, loss/aux1: 2.2699, top1_acc/aux2: 0.3821, top5_acc/aux2: 0.6512, loss_cls/aux2: 2.6307, loss/aux2: 2.6307 2020-10-25 13:05:46,495 - mmaction - INFO - Epoch [55][260/264] lr: 4.024e-01, eta: 13:48:14, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4101, top5_acc: 0.6821, loss_cls: 2.4992, loss: 2.4992, grad_norm: 1.0879, top1_acc/aux0: 0.4085, top5_acc/aux0: 0.6845, loss_cls/aux0: 2.4840, loss/aux0: 2.4840, top1_acc/aux1: 0.4563, top5_acc/aux1: 0.7167, loss_cls/aux1: 2.2600, loss/aux1: 2.2600, top1_acc/aux2: 0.3720, top5_acc/aux2: 0.6427, loss_cls/aux2: 2.6616, loss/aux2: 2.6616 2020-10-25 13:09:16,308 - mmaction - INFO - Epoch [56][20/264] lr: 4.007e-01, eta: 13:47:38, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3983, top5_acc: 0.6712, loss_cls: 2.5248, loss: 2.5248, grad_norm: 1.1248, top1_acc/aux0: 0.3938, top5_acc/aux0: 0.6809, loss_cls/aux0: 2.5139, loss/aux0: 2.5139, top1_acc/aux1: 0.4503, top5_acc/aux1: 0.7292, loss_cls/aux1: 2.2536, loss/aux1: 2.2536, top1_acc/aux2: 0.3788, top5_acc/aux2: 0.6375, loss_cls/aux2: 2.6696, loss/aux2: 2.6696 2020-10-25 13:10:03,682 - mmaction - INFO - Epoch [56][40/264] lr: 4.007e-01, eta: 13:47:21, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4003, top5_acc: 0.6800, loss_cls: 2.4839, loss: 2.4839, grad_norm: 1.1151, top1_acc/aux0: 0.4078, top5_acc/aux0: 0.6837, loss_cls/aux0: 2.4752, loss/aux0: 2.4752, top1_acc/aux1: 0.4462, top5_acc/aux1: 0.7236, loss_cls/aux1: 2.2841, loss/aux1: 2.2841, top1_acc/aux2: 0.3745, top5_acc/aux2: 0.6358, loss_cls/aux2: 2.6687, loss/aux2: 2.6687 2020-10-25 13:10:51,085 - mmaction - INFO - Epoch [56][60/264] lr: 4.007e-01, eta: 13:47:03, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6814, loss_cls: 2.4672, loss: 2.4672, grad_norm: 1.1200, top1_acc/aux0: 0.4210, top5_acc/aux0: 0.6925, loss_cls/aux0: 2.4345, loss/aux0: 2.4345, top1_acc/aux1: 0.4431, top5_acc/aux1: 0.7113, loss_cls/aux1: 2.3197, loss/aux1: 2.3197, top1_acc/aux2: 0.3750, top5_acc/aux2: 0.6325, loss_cls/aux2: 2.6725, loss/aux2: 2.6725 2020-10-25 13:11:38,389 - mmaction - INFO - Epoch [56][80/264] lr: 4.007e-01, eta: 13:46:45, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4097, top5_acc: 0.6814, loss_cls: 2.4731, loss: 2.4731, grad_norm: 1.1039, top1_acc/aux0: 0.4234, top5_acc/aux0: 0.7002, loss_cls/aux0: 2.4287, loss/aux0: 2.4287, top1_acc/aux1: 0.4476, top5_acc/aux1: 0.7118, loss_cls/aux1: 2.2952, loss/aux1: 2.2952, top1_acc/aux2: 0.3814, top5_acc/aux2: 0.6358, loss_cls/aux2: 2.6602, loss/aux2: 2.6602 2020-10-25 13:12:26,051 - mmaction - INFO - Epoch [56][100/264] lr: 4.007e-01, eta: 13:46:28, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.4115, top5_acc: 0.6807, loss_cls: 2.4947, loss: 2.4947, grad_norm: 1.0981, top1_acc/aux0: 0.4278, top5_acc/aux0: 0.7030, loss_cls/aux0: 2.4149, loss/aux0: 2.4149, top1_acc/aux1: 0.4365, top5_acc/aux1: 0.7146, loss_cls/aux1: 2.3137, loss/aux1: 2.3137, top1_acc/aux2: 0.3851, top5_acc/aux2: 0.6450, loss_cls/aux2: 2.6280, loss/aux2: 2.6280 2020-10-25 13:13:13,539 - mmaction - INFO - Epoch [56][120/264] lr: 4.007e-01, eta: 13:46:10, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4090, top5_acc: 0.6769, loss_cls: 2.4897, loss: 2.4897, grad_norm: 1.1207, top1_acc/aux0: 0.4247, top5_acc/aux0: 0.7009, loss_cls/aux0: 2.4234, loss/aux0: 2.4234, top1_acc/aux1: 0.4396, top5_acc/aux1: 0.7208, loss_cls/aux1: 2.2941, loss/aux1: 2.2941, top1_acc/aux2: 0.3811, top5_acc/aux2: 0.6483, loss_cls/aux2: 2.6351, loss/aux2: 2.6351 2020-10-25 13:14:02,212 - mmaction - INFO - Epoch [56][140/264] lr: 4.007e-01, eta: 13:45:56, time: 1.008, data_time: 0.000, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6668, loss_cls: 2.5528, loss: 2.5528, grad_norm: 1.1139, top1_acc/aux0: 0.4253, top5_acc/aux0: 0.6965, loss_cls/aux0: 2.4205, loss/aux0: 2.4205, top1_acc/aux1: 0.4491, top5_acc/aux1: 0.7257, loss_cls/aux1: 2.2492, loss/aux1: 2.2492, top1_acc/aux2: 0.3703, top5_acc/aux2: 0.6455, loss_cls/aux2: 2.6538, loss/aux2: 2.6538 2020-10-25 13:14:49,803 - mmaction - INFO - Epoch [56][160/264] lr: 4.007e-01, eta: 13:45:38, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4050, top5_acc: 0.6719, loss_cls: 2.5251, loss: 2.5251, grad_norm: 1.1257, top1_acc/aux0: 0.4266, top5_acc/aux0: 0.6950, loss_cls/aux0: 2.4216, loss/aux0: 2.4216, top1_acc/aux1: 0.4455, top5_acc/aux1: 0.7214, loss_cls/aux1: 2.2643, loss/aux1: 2.2643, top1_acc/aux2: 0.3682, top5_acc/aux2: 0.6446, loss_cls/aux2: 2.6478, loss/aux2: 2.6478 2020-10-25 13:15:37,497 - mmaction - INFO - Epoch [56][180/264] lr: 4.007e-01, eta: 13:45:20, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3957, top5_acc: 0.6703, loss_cls: 2.5275, loss: 2.5275, grad_norm: 1.1093, top1_acc/aux0: 0.4149, top5_acc/aux0: 0.6880, loss_cls/aux0: 2.4730, loss/aux0: 2.4730, top1_acc/aux1: 0.4523, top5_acc/aux1: 0.7278, loss_cls/aux1: 2.2489, loss/aux1: 2.2489, top1_acc/aux2: 0.3717, top5_acc/aux2: 0.6443, loss_cls/aux2: 2.6600, loss/aux2: 2.6600 2020-10-25 13:16:24,964 - mmaction - INFO - Epoch [56][200/264] lr: 4.007e-01, eta: 13:45:02, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4115, top5_acc: 0.6755, loss_cls: 2.4883, loss: 2.4883, grad_norm: 1.1074, top1_acc/aux0: 0.4141, top5_acc/aux0: 0.6818, loss_cls/aux0: 2.5015, loss/aux0: 2.5015, top1_acc/aux1: 0.4564, top5_acc/aux1: 0.7271, loss_cls/aux1: 2.2454, loss/aux1: 2.2454, top1_acc/aux2: 0.3773, top5_acc/aux2: 0.6425, loss_cls/aux2: 2.6564, loss/aux2: 2.6564 2020-10-25 13:17:12,380 - mmaction - INFO - Epoch [56][220/264] lr: 4.007e-01, eta: 13:44:43, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3955, top5_acc: 0.6628, loss_cls: 2.5627, loss: 2.5627, grad_norm: 1.1386, top1_acc/aux0: 0.4120, top5_acc/aux0: 0.6809, loss_cls/aux0: 2.5034, loss/aux0: 2.5034, top1_acc/aux1: 0.4479, top5_acc/aux1: 0.7184, loss_cls/aux1: 2.2840, loss/aux1: 2.2840, top1_acc/aux2: 0.3863, top5_acc/aux2: 0.6453, loss_cls/aux2: 2.6316, loss/aux2: 2.6316 2020-10-25 13:17:59,783 - mmaction - INFO - Epoch [56][240/264] lr: 4.007e-01, eta: 13:44:26, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6686, loss_cls: 2.5150, loss: 2.5150, grad_norm: 1.1166, top1_acc/aux0: 0.4009, top5_acc/aux0: 0.6755, loss_cls/aux0: 2.5217, loss/aux0: 2.5217, top1_acc/aux1: 0.4372, top5_acc/aux1: 0.7165, loss_cls/aux1: 2.3159, loss/aux1: 2.3159, top1_acc/aux2: 0.3839, top5_acc/aux2: 0.6465, loss_cls/aux2: 2.6484, loss/aux2: 2.6484 2020-10-25 13:18:47,310 - mmaction - INFO - Epoch [56][260/264] lr: 4.007e-01, eta: 13:44:08, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4056, top5_acc: 0.6613, loss_cls: 2.5383, loss: 2.5383, grad_norm: 1.1228, top1_acc/aux0: 0.4111, top5_acc/aux0: 0.6778, loss_cls/aux0: 2.4889, loss/aux0: 2.4889, top1_acc/aux1: 0.4458, top5_acc/aux1: 0.7241, loss_cls/aux1: 2.2766, loss/aux1: 2.2766, top1_acc/aux2: 0.3707, top5_acc/aux2: 0.6415, loss_cls/aux2: 2.6809, loss/aux2: 2.6809 2020-10-25 13:18:58,433 - mmaction - INFO - Saving checkpoint at 56 epochs 2020-10-25 13:19:58,867 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-25 13:19:59,007 - mmaction - INFO - top1_acc 0.5002 top5_acc 0.7642 2020-10-25 13:19:59,007 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-25 13:19:59,047 - mmaction - INFO - mean_acc 0.5005 2020-10-25 13:19:59,047 - mmaction - INFO - Now best checkpoint is epoch_56.pth 2020-10-25 13:19:59,055 - mmaction - INFO - Epoch(val) [56][264] top1_acc: 0.5002, top5_acc: 0.7642, mean_class_accuracy: 0.5005 2020-10-25 13:23:28,267 - mmaction - INFO - Epoch [57][20/264] lr: 3.989e-01, eta: 13:43:33, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3990, top5_acc: 0.6691, loss_cls: 2.5151, loss: 2.5151, grad_norm: 1.1198, top1_acc/aux0: 0.4101, top5_acc/aux0: 0.6986, loss_cls/aux0: 2.4815, loss/aux0: 2.4815, top1_acc/aux1: 0.4500, top5_acc/aux1: 0.7142, loss_cls/aux1: 2.2836, loss/aux1: 2.2836, top1_acc/aux2: 0.3760, top5_acc/aux2: 0.6413, loss_cls/aux2: 2.6830, loss/aux2: 2.6830 2020-10-25 13:24:15,554 - mmaction - INFO - Epoch [57][40/264] lr: 3.989e-01, eta: 13:43:15, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4063, top5_acc: 0.6674, loss_cls: 2.5193, loss: 2.5193, grad_norm: 1.1289, top1_acc/aux0: 0.4141, top5_acc/aux0: 0.6972, loss_cls/aux0: 2.4613, loss/aux0: 2.4613, top1_acc/aux1: 0.4500, top5_acc/aux1: 0.7175, loss_cls/aux1: 2.2890, loss/aux1: 2.2890, top1_acc/aux2: 0.3753, top5_acc/aux2: 0.6420, loss_cls/aux2: 2.6648, loss/aux2: 2.6648 2020-10-25 13:25:03,085 - mmaction - INFO - Epoch [57][60/264] lr: 3.989e-01, eta: 13:42:58, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.4049, top5_acc: 0.6745, loss_cls: 2.4894, loss: 2.4894, grad_norm: 1.1234, top1_acc/aux0: 0.4210, top5_acc/aux0: 0.7009, loss_cls/aux0: 2.4300, loss/aux0: 2.4300, top1_acc/aux1: 0.4399, top5_acc/aux1: 0.7125, loss_cls/aux1: 2.3108, loss/aux1: 2.3108, top1_acc/aux2: 0.3849, top5_acc/aux2: 0.6533, loss_cls/aux2: 2.6016, loss/aux2: 2.6016 2020-10-25 13:25:50,398 - mmaction - INFO - Epoch [57][80/264] lr: 3.989e-01, eta: 13:42:40, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4095, top5_acc: 0.6747, loss_cls: 2.4981, loss: 2.4981, grad_norm: 1.0934, top1_acc/aux0: 0.4189, top5_acc/aux0: 0.6979, loss_cls/aux0: 2.4462, loss/aux0: 2.4462, top1_acc/aux1: 0.4405, top5_acc/aux1: 0.7160, loss_cls/aux1: 2.2898, loss/aux1: 2.2898, top1_acc/aux2: 0.3910, top5_acc/aux2: 0.6597, loss_cls/aux2: 2.5781, loss/aux2: 2.5781 2020-10-25 13:26:37,844 - mmaction - INFO - Epoch [57][100/264] lr: 3.989e-01, eta: 13:42:22, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4165, top5_acc: 0.6729, loss_cls: 2.4813, loss: 2.4813, grad_norm: 1.1013, top1_acc/aux0: 0.4181, top5_acc/aux0: 0.6951, loss_cls/aux0: 2.4501, loss/aux0: 2.4501, top1_acc/aux1: 0.4457, top5_acc/aux1: 0.7227, loss_cls/aux1: 2.2837, loss/aux1: 2.2837, top1_acc/aux2: 0.3767, top5_acc/aux2: 0.6477, loss_cls/aux2: 2.6471, loss/aux2: 2.6471 2020-10-25 13:27:24,951 - mmaction - INFO - Epoch [57][120/264] lr: 3.989e-01, eta: 13:42:04, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3934, top5_acc: 0.6681, loss_cls: 2.5414, loss: 2.5414, grad_norm: 1.1624, top1_acc/aux0: 0.4142, top5_acc/aux0: 0.7002, loss_cls/aux0: 2.4221, loss/aux0: 2.4221, top1_acc/aux1: 0.4458, top5_acc/aux1: 0.7151, loss_cls/aux1: 2.2942, loss/aux1: 2.2942, top1_acc/aux2: 0.3691, top5_acc/aux2: 0.6413, loss_cls/aux2: 2.6857, loss/aux2: 2.6857 2020-10-25 13:28:12,519 - mmaction - INFO - Epoch [57][140/264] lr: 3.989e-01, eta: 13:41:46, time: 0.947, data_time: 0.001, memory: 8466, top1_acc: 0.4101, top5_acc: 0.6681, loss_cls: 2.4996, loss: 2.4996, grad_norm: 1.1261, top1_acc/aux0: 0.4052, top5_acc/aux0: 0.6995, loss_cls/aux0: 2.4308, loss/aux0: 2.4308, top1_acc/aux1: 0.4455, top5_acc/aux1: 0.7207, loss_cls/aux1: 2.2790, loss/aux1: 2.2790, top1_acc/aux2: 0.3700, top5_acc/aux2: 0.6427, loss_cls/aux2: 2.6669, loss/aux2: 2.6669 2020-10-25 13:28:59,705 - mmaction - INFO - Epoch [57][160/264] lr: 3.989e-01, eta: 13:41:27, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6655, loss_cls: 2.5455, loss: 2.5455, grad_norm: 1.0950, top1_acc/aux0: 0.4082, top5_acc/aux0: 0.6939, loss_cls/aux0: 2.4634, loss/aux0: 2.4634, top1_acc/aux1: 0.4373, top5_acc/aux1: 0.7229, loss_cls/aux1: 2.2961, loss/aux1: 2.2961, top1_acc/aux2: 0.3639, top5_acc/aux2: 0.6408, loss_cls/aux2: 2.6669, loss/aux2: 2.6669 2020-10-25 13:29:47,171 - mmaction - INFO - Epoch [57][180/264] lr: 3.989e-01, eta: 13:41:09, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3993, top5_acc: 0.6627, loss_cls: 2.5305, loss: 2.5305, grad_norm: 1.1244, top1_acc/aux0: 0.4134, top5_acc/aux0: 0.6891, loss_cls/aux0: 2.4671, loss/aux0: 2.4671, top1_acc/aux1: 0.4363, top5_acc/aux1: 0.7142, loss_cls/aux1: 2.3203, loss/aux1: 2.3203, top1_acc/aux2: 0.3642, top5_acc/aux2: 0.6366, loss_cls/aux2: 2.6864, loss/aux2: 2.6864 2020-10-25 13:30:35,437 - mmaction - INFO - Epoch [57][200/264] lr: 3.989e-01, eta: 13:40:52, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4043, top5_acc: 0.6776, loss_cls: 2.5013, loss: 2.5013, grad_norm: 1.1266, top1_acc/aux0: 0.4188, top5_acc/aux0: 0.6951, loss_cls/aux0: 2.4497, loss/aux0: 2.4497, top1_acc/aux1: 0.4399, top5_acc/aux1: 0.7155, loss_cls/aux1: 2.3118, loss/aux1: 2.3118, top1_acc/aux2: 0.3705, top5_acc/aux2: 0.6436, loss_cls/aux2: 2.6692, loss/aux2: 2.6692 2020-10-25 13:31:23,044 - mmaction - INFO - Epoch [57][220/264] lr: 3.989e-01, eta: 13:40:33, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3970, top5_acc: 0.6712, loss_cls: 2.5042, loss: 2.5042, grad_norm: 1.0891, top1_acc/aux0: 0.4123, top5_acc/aux0: 0.6924, loss_cls/aux0: 2.4757, loss/aux0: 2.4757, top1_acc/aux1: 0.4523, top5_acc/aux1: 0.7252, loss_cls/aux1: 2.2611, loss/aux1: 2.2611, top1_acc/aux2: 0.3719, top5_acc/aux2: 0.6451, loss_cls/aux2: 2.6650, loss/aux2: 2.6650 2020-10-25 13:32:10,692 - mmaction - INFO - Epoch [57][240/264] lr: 3.989e-01, eta: 13:40:15, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4089, top5_acc: 0.6693, loss_cls: 2.5128, loss: 2.5128, grad_norm: 1.0992, top1_acc/aux0: 0.4063, top5_acc/aux0: 0.6915, loss_cls/aux0: 2.4615, loss/aux0: 2.4615, top1_acc/aux1: 0.4608, top5_acc/aux1: 0.7297, loss_cls/aux1: 2.2353, loss/aux1: 2.2353, top1_acc/aux2: 0.3840, top5_acc/aux2: 0.6470, loss_cls/aux2: 2.6323, loss/aux2: 2.6323 2020-10-25 13:32:58,304 - mmaction - INFO - Epoch [57][260/264] lr: 3.989e-01, eta: 13:39:57, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3995, top5_acc: 0.6726, loss_cls: 2.4998, loss: 2.4998, grad_norm: 1.1133, top1_acc/aux0: 0.4193, top5_acc/aux0: 0.7007, loss_cls/aux0: 2.4050, loss/aux0: 2.4050, top1_acc/aux1: 0.4533, top5_acc/aux1: 0.7271, loss_cls/aux1: 2.2439, loss/aux1: 2.2439, top1_acc/aux2: 0.3755, top5_acc/aux2: 0.6472, loss_cls/aux2: 2.6410, loss/aux2: 2.6410 2020-10-25 13:36:33,797 - mmaction - INFO - Epoch [58][20/264] lr: 3.972e-01, eta: 13:39:22, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4056, top5_acc: 0.6806, loss_cls: 2.4806, loss: 2.4806, grad_norm: 1.1386, top1_acc/aux0: 0.4233, top5_acc/aux0: 0.6993, loss_cls/aux0: 2.4132, loss/aux0: 2.4132, top1_acc/aux1: 0.4514, top5_acc/aux1: 0.7132, loss_cls/aux1: 2.2853, loss/aux1: 2.2853, top1_acc/aux2: 0.3938, top5_acc/aux2: 0.6524, loss_cls/aux2: 2.6230, loss/aux2: 2.6230 2020-10-25 13:37:21,123 - mmaction - INFO - Epoch [58][40/264] lr: 3.972e-01, eta: 13:39:04, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4035, top5_acc: 0.6837, loss_cls: 2.4734, loss: 2.4734, grad_norm: 1.1176, top1_acc/aux0: 0.4309, top5_acc/aux0: 0.7050, loss_cls/aux0: 2.3792, loss/aux0: 2.3792, top1_acc/aux1: 0.4519, top5_acc/aux1: 0.7191, loss_cls/aux1: 2.2913, loss/aux1: 2.2913, top1_acc/aux2: 0.3872, top5_acc/aux2: 0.6536, loss_cls/aux2: 2.6143, loss/aux2: 2.6143 2020-10-25 13:38:08,381 - mmaction - INFO - Epoch [58][60/264] lr: 3.972e-01, eta: 13:38:46, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4212, top5_acc: 0.6861, loss_cls: 2.4244, loss: 2.4244, grad_norm: 1.0992, top1_acc/aux0: 0.4245, top5_acc/aux0: 0.7056, loss_cls/aux0: 2.3900, loss/aux0: 2.3900, top1_acc/aux1: 0.4524, top5_acc/aux1: 0.7307, loss_cls/aux1: 2.2469, loss/aux1: 2.2469, top1_acc/aux2: 0.3785, top5_acc/aux2: 0.6490, loss_cls/aux2: 2.6289, loss/aux2: 2.6289 2020-10-25 13:38:55,465 - mmaction - INFO - Epoch [58][80/264] lr: 3.972e-01, eta: 13:38:27, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6872, loss_cls: 2.4747, loss: 2.4747, grad_norm: 1.1062, top1_acc/aux0: 0.4168, top5_acc/aux0: 0.6967, loss_cls/aux0: 2.4292, loss/aux0: 2.4292, top1_acc/aux1: 0.4477, top5_acc/aux1: 0.7306, loss_cls/aux1: 2.2383, loss/aux1: 2.2383, top1_acc/aux2: 0.3759, top5_acc/aux2: 0.6455, loss_cls/aux2: 2.6427, loss/aux2: 2.6427 2020-10-25 13:39:43,171 - mmaction - INFO - Epoch [58][100/264] lr: 3.972e-01, eta: 13:38:10, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.4075, top5_acc: 0.6747, loss_cls: 2.4884, loss: 2.4884, grad_norm: 1.1227, top1_acc/aux0: 0.4172, top5_acc/aux0: 0.6920, loss_cls/aux0: 2.4455, loss/aux0: 2.4455, top1_acc/aux1: 0.4549, top5_acc/aux1: 0.7326, loss_cls/aux1: 2.2326, loss/aux1: 2.2326, top1_acc/aux2: 0.3757, top5_acc/aux2: 0.6486, loss_cls/aux2: 2.6294, loss/aux2: 2.6294 2020-10-25 13:40:30,492 - mmaction - INFO - Epoch [58][120/264] lr: 3.972e-01, eta: 13:37:52, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4003, top5_acc: 0.6773, loss_cls: 2.5119, loss: 2.5119, grad_norm: 1.1314, top1_acc/aux0: 0.4130, top5_acc/aux0: 0.6918, loss_cls/aux0: 2.4680, loss/aux0: 2.4680, top1_acc/aux1: 0.4576, top5_acc/aux1: 0.7262, loss_cls/aux1: 2.2478, loss/aux1: 2.2478, top1_acc/aux2: 0.3672, top5_acc/aux2: 0.6408, loss_cls/aux2: 2.6826, loss/aux2: 2.6826 2020-10-25 13:41:17,782 - mmaction - INFO - Epoch [58][140/264] lr: 3.972e-01, eta: 13:37:34, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4080, top5_acc: 0.6733, loss_cls: 2.5163, loss: 2.5163, grad_norm: 1.1402, top1_acc/aux0: 0.4274, top5_acc/aux0: 0.6972, loss_cls/aux0: 2.4205, loss/aux0: 2.4205, top1_acc/aux1: 0.4564, top5_acc/aux1: 0.7160, loss_cls/aux1: 2.2767, loss/aux1: 2.2767, top1_acc/aux2: 0.3748, top5_acc/aux2: 0.6405, loss_cls/aux2: 2.6784, loss/aux2: 2.6784 2020-10-25 13:42:05,452 - mmaction - INFO - Epoch [58][160/264] lr: 3.972e-01, eta: 13:37:17, time: 0.968, data_time: 0.001, memory: 8466, top1_acc: 0.4090, top5_acc: 0.6762, loss_cls: 2.4811, loss: 2.4811, grad_norm: 1.1065, top1_acc/aux0: 0.4319, top5_acc/aux0: 0.6927, loss_cls/aux0: 2.4084, loss/aux0: 2.4084, top1_acc/aux1: 0.4559, top5_acc/aux1: 0.7250, loss_cls/aux1: 2.2519, loss/aux1: 2.2519, top1_acc/aux2: 0.3877, top5_acc/aux2: 0.6476, loss_cls/aux2: 2.6197, loss/aux2: 2.6197 2020-10-25 13:42:52,593 - mmaction - INFO - Epoch [58][180/264] lr: 3.972e-01, eta: 13:36:59, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4024, top5_acc: 0.6708, loss_cls: 2.4977, loss: 2.4977, grad_norm: 1.1301, top1_acc/aux0: 0.4234, top5_acc/aux0: 0.6896, loss_cls/aux0: 2.4347, loss/aux0: 2.4347, top1_acc/aux1: 0.4516, top5_acc/aux1: 0.7266, loss_cls/aux1: 2.2557, loss/aux1: 2.2557, top1_acc/aux2: 0.3792, top5_acc/aux2: 0.6509, loss_cls/aux2: 2.6189, loss/aux2: 2.6189 2020-10-25 13:43:40,241 - mmaction - INFO - Epoch [58][200/264] lr: 3.972e-01, eta: 13:36:42, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6694, loss_cls: 2.5087, loss: 2.5087, grad_norm: 1.1279, top1_acc/aux0: 0.4184, top5_acc/aux0: 0.6878, loss_cls/aux0: 2.4575, loss/aux0: 2.4575, top1_acc/aux1: 0.4549, top5_acc/aux1: 0.7224, loss_cls/aux1: 2.2636, loss/aux1: 2.2636, top1_acc/aux2: 0.3656, top5_acc/aux2: 0.6446, loss_cls/aux2: 2.6757, loss/aux2: 2.6757 2020-10-25 13:44:27,565 - mmaction - INFO - Epoch [58][220/264] lr: 3.972e-01, eta: 13:36:24, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4043, top5_acc: 0.6726, loss_cls: 2.5277, loss: 2.5277, grad_norm: 1.1088, top1_acc/aux0: 0.4142, top5_acc/aux0: 0.6821, loss_cls/aux0: 2.4869, loss/aux0: 2.4869, top1_acc/aux1: 0.4446, top5_acc/aux1: 0.7227, loss_cls/aux1: 2.2847, loss/aux1: 2.2847, top1_acc/aux2: 0.3571, top5_acc/aux2: 0.6418, loss_cls/aux2: 2.7110, loss/aux2: 2.7110 2020-10-25 13:45:15,031 - mmaction - INFO - Epoch [58][240/264] lr: 3.972e-01, eta: 13:36:06, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.3965, top5_acc: 0.6667, loss_cls: 2.5300, loss: 2.5300, grad_norm: 1.1111, top1_acc/aux0: 0.4229, top5_acc/aux0: 0.6924, loss_cls/aux0: 2.4321, loss/aux0: 2.4321, top1_acc/aux1: 0.4464, top5_acc/aux1: 0.7252, loss_cls/aux1: 2.2588, loss/aux1: 2.2588, top1_acc/aux2: 0.3658, top5_acc/aux2: 0.6415, loss_cls/aux2: 2.6761, loss/aux2: 2.6761 2020-10-25 13:46:02,545 - mmaction - INFO - Epoch [58][260/264] lr: 3.972e-01, eta: 13:35:48, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3891, top5_acc: 0.6602, loss_cls: 2.5712, loss: 2.5712, grad_norm: 1.1249, top1_acc/aux0: 0.4188, top5_acc/aux0: 0.6962, loss_cls/aux0: 2.4269, loss/aux0: 2.4269, top1_acc/aux1: 0.4543, top5_acc/aux1: 0.7240, loss_cls/aux1: 2.2356, loss/aux1: 2.2356, top1_acc/aux2: 0.3740, top5_acc/aux2: 0.6335, loss_cls/aux2: 2.6928, loss/aux2: 2.6928 2020-10-25 13:50:09,259 - mmaction - INFO - Epoch [59][20/264] lr: 3.954e-01, eta: 13:35:14, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4035, top5_acc: 0.6740, loss_cls: 2.5184, loss: 2.5184, grad_norm: 1.1178, top1_acc/aux0: 0.4233, top5_acc/aux0: 0.6979, loss_cls/aux0: 2.4354, loss/aux0: 2.4354, top1_acc/aux1: 0.4545, top5_acc/aux1: 0.7389, loss_cls/aux1: 2.2154, loss/aux1: 2.2154, top1_acc/aux2: 0.3885, top5_acc/aux2: 0.6493, loss_cls/aux2: 2.5916, loss/aux2: 2.5916 2020-10-25 13:50:56,218 - mmaction - INFO - Epoch [59][40/264] lr: 3.954e-01, eta: 13:34:55, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6717, loss_cls: 2.5099, loss: 2.5099, grad_norm: 1.1332, top1_acc/aux0: 0.4240, top5_acc/aux0: 0.6983, loss_cls/aux0: 2.4200, loss/aux0: 2.4200, top1_acc/aux1: 0.4571, top5_acc/aux1: 0.7306, loss_cls/aux1: 2.2240, loss/aux1: 2.2240, top1_acc/aux2: 0.3715, top5_acc/aux2: 0.6392, loss_cls/aux2: 2.6473, loss/aux2: 2.6473 2020-10-25 13:51:43,767 - mmaction - INFO - Epoch [59][60/264] lr: 3.954e-01, eta: 13:34:37, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4066, top5_acc: 0.6726, loss_cls: 2.5116, loss: 2.5116, grad_norm: 1.1144, top1_acc/aux0: 0.4175, top5_acc/aux0: 0.6965, loss_cls/aux0: 2.4560, loss/aux0: 2.4560, top1_acc/aux1: 0.4469, top5_acc/aux1: 0.7149, loss_cls/aux1: 2.2940, loss/aux1: 2.2940, top1_acc/aux2: 0.3635, top5_acc/aux2: 0.6335, loss_cls/aux2: 2.6731, loss/aux2: 2.6731 2020-10-25 13:52:30,875 - mmaction - INFO - Epoch [59][80/264] lr: 3.954e-01, eta: 13:34:19, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4130, top5_acc: 0.6745, loss_cls: 2.4912, loss: 2.4912, grad_norm: 1.1027, top1_acc/aux0: 0.4125, top5_acc/aux0: 0.6983, loss_cls/aux0: 2.4689, loss/aux0: 2.4689, top1_acc/aux1: 0.4385, top5_acc/aux1: 0.7146, loss_cls/aux1: 2.3077, loss/aux1: 2.3077, top1_acc/aux2: 0.3674, top5_acc/aux2: 0.6443, loss_cls/aux2: 2.6498, loss/aux2: 2.6498 2020-10-25 13:53:18,309 - mmaction - INFO - Epoch [59][100/264] lr: 3.954e-01, eta: 13:34:01, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4003, top5_acc: 0.6858, loss_cls: 2.4598, loss: 2.4598, grad_norm: 1.1219, top1_acc/aux0: 0.4220, top5_acc/aux0: 0.7003, loss_cls/aux0: 2.4191, loss/aux0: 2.4191, top1_acc/aux1: 0.4464, top5_acc/aux1: 0.7194, loss_cls/aux1: 2.2602, loss/aux1: 2.2602, top1_acc/aux2: 0.3637, top5_acc/aux2: 0.6474, loss_cls/aux2: 2.6689, loss/aux2: 2.6689 2020-10-25 13:54:05,369 - mmaction - INFO - Epoch [59][120/264] lr: 3.954e-01, eta: 13:33:42, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4038, top5_acc: 0.6727, loss_cls: 2.5029, loss: 2.5029, grad_norm: 1.1423, top1_acc/aux0: 0.4286, top5_acc/aux0: 0.6998, loss_cls/aux0: 2.3985, loss/aux0: 2.3985, top1_acc/aux1: 0.4519, top5_acc/aux1: 0.7181, loss_cls/aux1: 2.2748, loss/aux1: 2.2748, top1_acc/aux2: 0.3747, top5_acc/aux2: 0.6469, loss_cls/aux2: 2.6558, loss/aux2: 2.6558 2020-10-25 13:54:52,746 - mmaction - INFO - Epoch [59][140/264] lr: 3.954e-01, eta: 13:33:24, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4021, top5_acc: 0.6780, loss_cls: 2.5123, loss: 2.5123, grad_norm: 1.1178, top1_acc/aux0: 0.4280, top5_acc/aux0: 0.6967, loss_cls/aux0: 2.4118, loss/aux0: 2.4118, top1_acc/aux1: 0.4479, top5_acc/aux1: 0.7128, loss_cls/aux1: 2.2934, loss/aux1: 2.2934, top1_acc/aux2: 0.3700, top5_acc/aux2: 0.6401, loss_cls/aux2: 2.6647, loss/aux2: 2.6647 2020-10-25 13:55:40,300 - mmaction - INFO - Epoch [59][160/264] lr: 3.954e-01, eta: 13:33:06, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4080, top5_acc: 0.6774, loss_cls: 2.5104, loss: 2.5104, grad_norm: 1.1250, top1_acc/aux0: 0.4259, top5_acc/aux0: 0.6960, loss_cls/aux0: 2.4003, loss/aux0: 2.4003, top1_acc/aux1: 0.4417, top5_acc/aux1: 0.7092, loss_cls/aux1: 2.3066, loss/aux1: 2.3066, top1_acc/aux2: 0.3653, top5_acc/aux2: 0.6339, loss_cls/aux2: 2.6838, loss/aux2: 2.6838 2020-10-25 13:56:27,889 - mmaction - INFO - Epoch [59][180/264] lr: 3.954e-01, eta: 13:32:49, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6734, loss_cls: 2.4979, loss: 2.4979, grad_norm: 1.1117, top1_acc/aux0: 0.4236, top5_acc/aux0: 0.7014, loss_cls/aux0: 2.3839, loss/aux0: 2.3839, top1_acc/aux1: 0.4385, top5_acc/aux1: 0.7149, loss_cls/aux1: 2.3198, loss/aux1: 2.3198, top1_acc/aux2: 0.3785, top5_acc/aux2: 0.6420, loss_cls/aux2: 2.6381, loss/aux2: 2.6381 2020-10-25 13:57:15,408 - mmaction - INFO - Epoch [59][200/264] lr: 3.954e-01, eta: 13:32:31, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4113, top5_acc: 0.6766, loss_cls: 2.4918, loss: 2.4918, grad_norm: 1.1082, top1_acc/aux0: 0.4205, top5_acc/aux0: 0.7040, loss_cls/aux0: 2.4010, loss/aux0: 2.4010, top1_acc/aux1: 0.4453, top5_acc/aux1: 0.7132, loss_cls/aux1: 2.3086, loss/aux1: 2.3086, top1_acc/aux2: 0.3786, top5_acc/aux2: 0.6479, loss_cls/aux2: 2.6372, loss/aux2: 2.6372 2020-10-25 13:58:02,836 - mmaction - INFO - Epoch [59][220/264] lr: 3.954e-01, eta: 13:32:13, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4043, top5_acc: 0.6714, loss_cls: 2.4936, loss: 2.4936, grad_norm: 1.1145, top1_acc/aux0: 0.4229, top5_acc/aux0: 0.6965, loss_cls/aux0: 2.4296, loss/aux0: 2.4296, top1_acc/aux1: 0.4575, top5_acc/aux1: 0.7144, loss_cls/aux1: 2.2755, loss/aux1: 2.2755, top1_acc/aux2: 0.3743, top5_acc/aux2: 0.6488, loss_cls/aux2: 2.6512, loss/aux2: 2.6512 2020-10-25 13:58:50,533 - mmaction - INFO - Epoch [59][240/264] lr: 3.954e-01, eta: 13:31:55, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.4085, top5_acc: 0.6781, loss_cls: 2.4888, loss: 2.4888, grad_norm: 1.1223, top1_acc/aux0: 0.4255, top5_acc/aux0: 0.6974, loss_cls/aux0: 2.4410, loss/aux0: 2.4410, top1_acc/aux1: 0.4538, top5_acc/aux1: 0.7167, loss_cls/aux1: 2.2563, loss/aux1: 2.2563, top1_acc/aux2: 0.3774, top5_acc/aux2: 0.6448, loss_cls/aux2: 2.6420, loss/aux2: 2.6420 2020-10-25 13:59:59,879 - mmaction - INFO - Epoch [59][260/264] lr: 3.954e-01, eta: 13:32:18, time: 1.554, data_time: 0.000, memory: 8466, top1_acc: 0.4040, top5_acc: 0.6698, loss_cls: 2.5115, loss: 2.5115, grad_norm: 1.1220, top1_acc/aux0: 0.4276, top5_acc/aux0: 0.7007, loss_cls/aux0: 2.4188, loss/aux0: 2.4188, top1_acc/aux1: 0.4448, top5_acc/aux1: 0.7153, loss_cls/aux1: 2.2785, loss/aux1: 2.2785, top1_acc/aux2: 0.3806, top5_acc/aux2: 0.6424, loss_cls/aux2: 2.6362, loss/aux2: 2.6362 2020-10-25 14:04:48,841 - mmaction - INFO - Epoch [60][20/264] lr: 3.936e-01, eta: 13:31:43, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4172, top5_acc: 0.6792, loss_cls: 2.4602, loss: 2.4602, grad_norm: 1.1305, top1_acc/aux0: 0.4108, top5_acc/aux0: 0.6938, loss_cls/aux0: 2.4872, loss/aux0: 2.4872, top1_acc/aux1: 0.4552, top5_acc/aux1: 0.7146, loss_cls/aux1: 2.2678, loss/aux1: 2.2678, top1_acc/aux2: 0.3750, top5_acc/aux2: 0.6476, loss_cls/aux2: 2.6328, loss/aux2: 2.6328 2020-10-25 14:05:35,906 - mmaction - INFO - Epoch [60][40/264] lr: 3.936e-01, eta: 13:31:25, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4066, top5_acc: 0.6769, loss_cls: 2.4779, loss: 2.4779, grad_norm: 1.1198, top1_acc/aux0: 0.4092, top5_acc/aux0: 0.6851, loss_cls/aux0: 2.4974, loss/aux0: 2.4974, top1_acc/aux1: 0.4530, top5_acc/aux1: 0.7174, loss_cls/aux1: 2.2758, loss/aux1: 2.2758, top1_acc/aux2: 0.3780, top5_acc/aux2: 0.6486, loss_cls/aux2: 2.6134, loss/aux2: 2.6134 2020-10-25 14:06:23,613 - mmaction - INFO - Epoch [60][60/264] lr: 3.936e-01, eta: 13:31:08, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.4064, top5_acc: 0.6696, loss_cls: 2.5065, loss: 2.5065, grad_norm: 1.1200, top1_acc/aux0: 0.4170, top5_acc/aux0: 0.6880, loss_cls/aux0: 2.4390, loss/aux0: 2.4390, top1_acc/aux1: 0.4547, top5_acc/aux1: 0.7240, loss_cls/aux1: 2.2554, loss/aux1: 2.2554, top1_acc/aux2: 0.3821, top5_acc/aux2: 0.6443, loss_cls/aux2: 2.6206, loss/aux2: 2.6206 2020-10-25 14:07:11,056 - mmaction - INFO - Epoch [60][80/264] lr: 3.936e-01, eta: 13:30:50, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6625, loss_cls: 2.5192, loss: 2.5192, grad_norm: 1.1137, top1_acc/aux0: 0.4137, top5_acc/aux0: 0.6948, loss_cls/aux0: 2.4285, loss/aux0: 2.4285, top1_acc/aux1: 0.4519, top5_acc/aux1: 0.7236, loss_cls/aux1: 2.2582, loss/aux1: 2.2582, top1_acc/aux2: 0.3814, top5_acc/aux2: 0.6385, loss_cls/aux2: 2.6437, loss/aux2: 2.6437 2020-10-25 14:07:58,692 - mmaction - INFO - Epoch [60][100/264] lr: 3.936e-01, eta: 13:30:33, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.3920, top5_acc: 0.6597, loss_cls: 2.5464, loss: 2.5464, grad_norm: 1.1015, top1_acc/aux0: 0.4038, top5_acc/aux0: 0.6901, loss_cls/aux0: 2.4605, loss/aux0: 2.4605, top1_acc/aux1: 0.4488, top5_acc/aux1: 0.7217, loss_cls/aux1: 2.2809, loss/aux1: 2.2809, top1_acc/aux2: 0.3811, top5_acc/aux2: 0.6464, loss_cls/aux2: 2.6207, loss/aux2: 2.6207 2020-10-25 14:08:46,032 - mmaction - INFO - Epoch [60][120/264] lr: 3.936e-01, eta: 13:30:15, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4210, top5_acc: 0.6745, loss_cls: 2.4523, loss: 2.4523, grad_norm: 1.1137, top1_acc/aux0: 0.4207, top5_acc/aux0: 0.7017, loss_cls/aux0: 2.4097, loss/aux0: 2.4097, top1_acc/aux1: 0.4533, top5_acc/aux1: 0.7266, loss_cls/aux1: 2.2606, loss/aux1: 2.2606, top1_acc/aux2: 0.3833, top5_acc/aux2: 0.6516, loss_cls/aux2: 2.6011, loss/aux2: 2.6011 2020-10-25 14:09:33,500 - mmaction - INFO - Epoch [60][140/264] lr: 3.936e-01, eta: 13:29:57, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.4040, top5_acc: 0.6785, loss_cls: 2.4973, loss: 2.4973, grad_norm: 1.1136, top1_acc/aux0: 0.4253, top5_acc/aux0: 0.7050, loss_cls/aux0: 2.4163, loss/aux0: 2.4163, top1_acc/aux1: 0.4500, top5_acc/aux1: 0.7260, loss_cls/aux1: 2.2552, loss/aux1: 2.2552, top1_acc/aux2: 0.3825, top5_acc/aux2: 0.6500, loss_cls/aux2: 2.6211, loss/aux2: 2.6211 2020-10-25 14:10:21,034 - mmaction - INFO - Epoch [60][160/264] lr: 3.936e-01, eta: 13:29:39, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4066, top5_acc: 0.6710, loss_cls: 2.5154, loss: 2.5154, grad_norm: 1.1779, top1_acc/aux0: 0.4222, top5_acc/aux0: 0.7056, loss_cls/aux0: 2.4168, loss/aux0: 2.4168, top1_acc/aux1: 0.4458, top5_acc/aux1: 0.7224, loss_cls/aux1: 2.2710, loss/aux1: 2.2710, top1_acc/aux2: 0.3809, top5_acc/aux2: 0.6528, loss_cls/aux2: 2.6328, loss/aux2: 2.6328 2020-10-25 14:11:08,526 - mmaction - INFO - Epoch [60][180/264] lr: 3.936e-01, eta: 13:29:21, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4111, top5_acc: 0.6788, loss_cls: 2.4884, loss: 2.4884, grad_norm: 1.1272, top1_acc/aux0: 0.4201, top5_acc/aux0: 0.7014, loss_cls/aux0: 2.4267, loss/aux0: 2.4267, top1_acc/aux1: 0.4474, top5_acc/aux1: 0.7160, loss_cls/aux1: 2.2926, loss/aux1: 2.2926, top1_acc/aux2: 0.3722, top5_acc/aux2: 0.6462, loss_cls/aux2: 2.6637, loss/aux2: 2.6637 2020-10-25 14:11:55,851 - mmaction - INFO - Epoch [60][200/264] lr: 3.936e-01, eta: 13:29:03, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3920, top5_acc: 0.6681, loss_cls: 2.5352, loss: 2.5352, grad_norm: 1.1289, top1_acc/aux0: 0.4068, top5_acc/aux0: 0.6840, loss_cls/aux0: 2.4822, loss/aux0: 2.4822, top1_acc/aux1: 0.4427, top5_acc/aux1: 0.7160, loss_cls/aux1: 2.3043, loss/aux1: 2.3043, top1_acc/aux2: 0.3693, top5_acc/aux2: 0.6401, loss_cls/aux2: 2.6797, loss/aux2: 2.6797 2020-10-25 14:12:43,193 - mmaction - INFO - Epoch [60][220/264] lr: 3.936e-01, eta: 13:28:45, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3995, top5_acc: 0.6701, loss_cls: 2.5052, loss: 2.5052, grad_norm: 1.1184, top1_acc/aux0: 0.4115, top5_acc/aux0: 0.6970, loss_cls/aux0: 2.4212, loss/aux0: 2.4212, top1_acc/aux1: 0.4575, top5_acc/aux1: 0.7319, loss_cls/aux1: 2.2380, loss/aux1: 2.2380, top1_acc/aux2: 0.3753, top5_acc/aux2: 0.6519, loss_cls/aux2: 2.6455, loss/aux2: 2.6455 2020-10-25 14:13:30,887 - mmaction - INFO - Epoch [60][240/264] lr: 3.936e-01, eta: 13:28:27, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4061, top5_acc: 0.6755, loss_cls: 2.4960, loss: 2.4960, grad_norm: 1.1183, top1_acc/aux0: 0.4163, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.3733, loss/aux0: 2.3733, top1_acc/aux1: 0.4653, top5_acc/aux1: 0.7363, loss_cls/aux1: 2.2017, loss/aux1: 2.2017, top1_acc/aux2: 0.3753, top5_acc/aux2: 0.6505, loss_cls/aux2: 2.6467, loss/aux2: 2.6467 2020-10-25 14:14:18,003 - mmaction - INFO - Epoch [60][260/264] lr: 3.936e-01, eta: 13:28:08, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4066, top5_acc: 0.6800, loss_cls: 2.4872, loss: 2.4872, grad_norm: 1.1174, top1_acc/aux0: 0.4220, top5_acc/aux0: 0.6990, loss_cls/aux0: 2.3978, loss/aux0: 2.3978, top1_acc/aux1: 0.4543, top5_acc/aux1: 0.7351, loss_cls/aux1: 2.2303, loss/aux1: 2.2303, top1_acc/aux2: 0.3623, top5_acc/aux2: 0.6359, loss_cls/aux2: 2.7074, loss/aux2: 2.7074 2020-10-25 14:18:23,153 - mmaction - INFO - Epoch [61][20/264] lr: 3.917e-01, eta: 13:27:34, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4200, top5_acc: 0.6825, loss_cls: 2.4348, loss: 2.4348, grad_norm: 1.1096, top1_acc/aux0: 0.4299, top5_acc/aux0: 0.7087, loss_cls/aux0: 2.3950, loss/aux0: 2.3950, top1_acc/aux1: 0.4569, top5_acc/aux1: 0.7188, loss_cls/aux1: 2.2608, loss/aux1: 2.2608, top1_acc/aux2: 0.3674, top5_acc/aux2: 0.6483, loss_cls/aux2: 2.6583, loss/aux2: 2.6583 2020-10-25 14:19:10,456 - mmaction - INFO - Epoch [61][40/264] lr: 3.917e-01, eta: 13:27:15, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3943, top5_acc: 0.6668, loss_cls: 2.5162, loss: 2.5162, grad_norm: 1.1252, top1_acc/aux0: 0.4217, top5_acc/aux0: 0.7036, loss_cls/aux0: 2.4027, loss/aux0: 2.4027, top1_acc/aux1: 0.4481, top5_acc/aux1: 0.7214, loss_cls/aux1: 2.2702, loss/aux1: 2.2702, top1_acc/aux2: 0.3731, top5_acc/aux2: 0.6505, loss_cls/aux2: 2.6294, loss/aux2: 2.6294 2020-10-25 14:19:58,040 - mmaction - INFO - Epoch [61][60/264] lr: 3.917e-01, eta: 13:26:58, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4052, top5_acc: 0.6813, loss_cls: 2.4859, loss: 2.4859, grad_norm: 1.1267, top1_acc/aux0: 0.4160, top5_acc/aux0: 0.6955, loss_cls/aux0: 2.4327, loss/aux0: 2.4327, top1_acc/aux1: 0.4401, top5_acc/aux1: 0.7259, loss_cls/aux1: 2.2703, loss/aux1: 2.2703, top1_acc/aux2: 0.3809, top5_acc/aux2: 0.6524, loss_cls/aux2: 2.6063, loss/aux2: 2.6063 2020-10-25 14:20:45,164 - mmaction - INFO - Epoch [61][80/264] lr: 3.917e-01, eta: 13:26:39, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4019, top5_acc: 0.6747, loss_cls: 2.4963, loss: 2.4963, grad_norm: 1.1059, top1_acc/aux0: 0.4276, top5_acc/aux0: 0.6986, loss_cls/aux0: 2.4112, loss/aux0: 2.4112, top1_acc/aux1: 0.4481, top5_acc/aux1: 0.7243, loss_cls/aux1: 2.2503, loss/aux1: 2.2503, top1_acc/aux2: 0.3896, top5_acc/aux2: 0.6583, loss_cls/aux2: 2.5858, loss/aux2: 2.5858 2020-10-25 14:21:32,627 - mmaction - INFO - Epoch [61][100/264] lr: 3.917e-01, eta: 13:26:22, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6799, loss_cls: 2.5258, loss: 2.5258, grad_norm: 1.1395, top1_acc/aux0: 0.4280, top5_acc/aux0: 0.7010, loss_cls/aux0: 2.3954, loss/aux0: 2.3954, top1_acc/aux1: 0.4604, top5_acc/aux1: 0.7259, loss_cls/aux1: 2.2195, loss/aux1: 2.2195, top1_acc/aux2: 0.3922, top5_acc/aux2: 0.6575, loss_cls/aux2: 2.5906, loss/aux2: 2.5906 2020-10-25 14:22:20,429 - mmaction - INFO - Epoch [61][120/264] lr: 3.917e-01, eta: 13:26:04, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4108, top5_acc: 0.6828, loss_cls: 2.4895, loss: 2.4895, grad_norm: 1.1182, top1_acc/aux0: 0.4172, top5_acc/aux0: 0.6984, loss_cls/aux0: 2.4193, loss/aux0: 2.4193, top1_acc/aux1: 0.4573, top5_acc/aux1: 0.7220, loss_cls/aux1: 2.2548, loss/aux1: 2.2548, top1_acc/aux2: 0.3885, top5_acc/aux2: 0.6536, loss_cls/aux2: 2.5995, loss/aux2: 2.5995 2020-10-25 14:23:07,755 - mmaction - INFO - Epoch [61][140/264] lr: 3.917e-01, eta: 13:25:46, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4090, top5_acc: 0.6755, loss_cls: 2.4854, loss: 2.4854, grad_norm: 1.1031, top1_acc/aux0: 0.4172, top5_acc/aux0: 0.6991, loss_cls/aux0: 2.4137, loss/aux0: 2.4137, top1_acc/aux1: 0.4434, top5_acc/aux1: 0.7161, loss_cls/aux1: 2.3027, loss/aux1: 2.3027, top1_acc/aux2: 0.3910, top5_acc/aux2: 0.6573, loss_cls/aux2: 2.5794, loss/aux2: 2.5794 2020-10-25 14:23:55,203 - mmaction - INFO - Epoch [61][160/264] lr: 3.917e-01, eta: 13:25:27, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4071, top5_acc: 0.6738, loss_cls: 2.4948, loss: 2.4948, grad_norm: 1.1194, top1_acc/aux0: 0.4214, top5_acc/aux0: 0.6984, loss_cls/aux0: 2.4047, loss/aux0: 2.4047, top1_acc/aux1: 0.4401, top5_acc/aux1: 0.7158, loss_cls/aux1: 2.3006, loss/aux1: 2.3006, top1_acc/aux2: 0.3840, top5_acc/aux2: 0.6477, loss_cls/aux2: 2.6164, loss/aux2: 2.6164 2020-10-25 14:24:42,718 - mmaction - INFO - Epoch [61][180/264] lr: 3.917e-01, eta: 13:25:10, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4082, top5_acc: 0.6788, loss_cls: 2.4693, loss: 2.4693, grad_norm: 1.1075, top1_acc/aux0: 0.4297, top5_acc/aux0: 0.7042, loss_cls/aux0: 2.3875, loss/aux0: 2.3875, top1_acc/aux1: 0.4535, top5_acc/aux1: 0.7212, loss_cls/aux1: 2.2543, loss/aux1: 2.2543, top1_acc/aux2: 0.3773, top5_acc/aux2: 0.6464, loss_cls/aux2: 2.6319, loss/aux2: 2.6319 2020-10-25 14:25:30,170 - mmaction - INFO - Epoch [61][200/264] lr: 3.917e-01, eta: 13:24:52, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3998, top5_acc: 0.6642, loss_cls: 2.5476, loss: 2.5476, grad_norm: 1.1154, top1_acc/aux0: 0.4283, top5_acc/aux0: 0.7080, loss_cls/aux0: 2.3927, loss/aux0: 2.3927, top1_acc/aux1: 0.4608, top5_acc/aux1: 0.7252, loss_cls/aux1: 2.2165, loss/aux1: 2.2165, top1_acc/aux2: 0.3792, top5_acc/aux2: 0.6523, loss_cls/aux2: 2.6138, loss/aux2: 2.6138 2020-10-25 14:26:17,724 - mmaction - INFO - Epoch [61][220/264] lr: 3.917e-01, eta: 13:24:34, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3991, top5_acc: 0.6707, loss_cls: 2.5057, loss: 2.5057, grad_norm: 1.1302, top1_acc/aux0: 0.4257, top5_acc/aux0: 0.7080, loss_cls/aux0: 2.3839, loss/aux0: 2.3839, top1_acc/aux1: 0.4470, top5_acc/aux1: 0.7158, loss_cls/aux1: 2.2855, loss/aux1: 2.2855, top1_acc/aux2: 0.3835, top5_acc/aux2: 0.6509, loss_cls/aux2: 2.6081, loss/aux2: 2.6081 2020-10-25 14:27:05,472 - mmaction - INFO - Epoch [61][240/264] lr: 3.917e-01, eta: 13:24:16, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4071, top5_acc: 0.6781, loss_cls: 2.4938, loss: 2.4938, grad_norm: 1.1315, top1_acc/aux0: 0.4274, top5_acc/aux0: 0.7050, loss_cls/aux0: 2.3782, loss/aux0: 2.3782, top1_acc/aux1: 0.4502, top5_acc/aux1: 0.7238, loss_cls/aux1: 2.2696, loss/aux1: 2.2696, top1_acc/aux2: 0.3844, top5_acc/aux2: 0.6507, loss_cls/aux2: 2.6051, loss/aux2: 2.6051 2020-10-25 14:27:53,025 - mmaction - INFO - Epoch [61][260/264] lr: 3.917e-01, eta: 13:23:57, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4031, top5_acc: 0.6764, loss_cls: 2.4692, loss: 2.4692, grad_norm: 1.1206, top1_acc/aux0: 0.4231, top5_acc/aux0: 0.6951, loss_cls/aux0: 2.4205, loss/aux0: 2.4205, top1_acc/aux1: 0.4616, top5_acc/aux1: 0.7300, loss_cls/aux1: 2.2286, loss/aux1: 2.2286, top1_acc/aux2: 0.3748, top5_acc/aux2: 0.6503, loss_cls/aux2: 2.6413, loss/aux2: 2.6413 2020-10-25 14:31:55,873 - mmaction - INFO - Epoch [62][20/264] lr: 3.898e-01, eta: 13:23:23, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4194, top5_acc: 0.6832, loss_cls: 2.4397, loss: 2.4397, grad_norm: 1.1330, top1_acc/aux0: 0.4333, top5_acc/aux0: 0.7017, loss_cls/aux0: 2.3903, loss/aux0: 2.3903, top1_acc/aux1: 0.4514, top5_acc/aux1: 0.7389, loss_cls/aux1: 2.2311, loss/aux1: 2.2311, top1_acc/aux2: 0.3885, top5_acc/aux2: 0.6528, loss_cls/aux2: 2.5947, loss/aux2: 2.5947 2020-10-25 14:32:42,909 - mmaction - INFO - Epoch [62][40/264] lr: 3.898e-01, eta: 13:23:04, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4161, top5_acc: 0.6819, loss_cls: 2.4520, loss: 2.4520, grad_norm: 1.1405, top1_acc/aux0: 0.4290, top5_acc/aux0: 0.6977, loss_cls/aux0: 2.3983, loss/aux0: 2.3983, top1_acc/aux1: 0.4424, top5_acc/aux1: 0.7215, loss_cls/aux1: 2.2932, loss/aux1: 2.2932, top1_acc/aux2: 0.3818, top5_acc/aux2: 0.6545, loss_cls/aux2: 2.6146, loss/aux2: 2.6146 2020-10-25 14:33:30,240 - mmaction - INFO - Epoch [62][60/264] lr: 3.898e-01, eta: 13:22:46, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4217, top5_acc: 0.6840, loss_cls: 2.4299, loss: 2.4299, grad_norm: 1.1449, top1_acc/aux0: 0.4264, top5_acc/aux0: 0.6995, loss_cls/aux0: 2.3969, loss/aux0: 2.3969, top1_acc/aux1: 0.4378, top5_acc/aux1: 0.7075, loss_cls/aux1: 2.3206, loss/aux1: 2.3206, top1_acc/aux2: 0.3764, top5_acc/aux2: 0.6502, loss_cls/aux2: 2.6428, loss/aux2: 2.6428 2020-10-25 14:34:17,575 - mmaction - INFO - Epoch [62][80/264] lr: 3.898e-01, eta: 13:22:28, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4182, top5_acc: 0.6854, loss_cls: 2.4369, loss: 2.4369, grad_norm: 1.1467, top1_acc/aux0: 0.4292, top5_acc/aux0: 0.7057, loss_cls/aux0: 2.3833, loss/aux0: 2.3833, top1_acc/aux1: 0.4436, top5_acc/aux1: 0.7134, loss_cls/aux1: 2.2698, loss/aux1: 2.2698, top1_acc/aux2: 0.3802, top5_acc/aux2: 0.6470, loss_cls/aux2: 2.6383, loss/aux2: 2.6383 2020-10-25 14:35:05,078 - mmaction - INFO - Epoch [62][100/264] lr: 3.898e-01, eta: 13:22:10, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6714, loss_cls: 2.4969, loss: 2.4969, grad_norm: 1.1282, top1_acc/aux0: 0.4361, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.3450, loss/aux0: 2.3450, top1_acc/aux1: 0.4509, top5_acc/aux1: 0.7227, loss_cls/aux1: 2.2556, loss/aux1: 2.2556, top1_acc/aux2: 0.3741, top5_acc/aux2: 0.6411, loss_cls/aux2: 2.6560, loss/aux2: 2.6560 2020-10-25 14:35:52,321 - mmaction - INFO - Epoch [62][120/264] lr: 3.898e-01, eta: 13:21:52, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4095, top5_acc: 0.6785, loss_cls: 2.4780, loss: 2.4780, grad_norm: 1.1376, top1_acc/aux0: 0.4345, top5_acc/aux0: 0.7101, loss_cls/aux0: 2.3702, loss/aux0: 2.3702, top1_acc/aux1: 0.4523, top5_acc/aux1: 0.7233, loss_cls/aux1: 2.2658, loss/aux1: 2.2658, top1_acc/aux2: 0.3780, top5_acc/aux2: 0.6429, loss_cls/aux2: 2.6426, loss/aux2: 2.6426 2020-10-25 14:36:39,619 - mmaction - INFO - Epoch [62][140/264] lr: 3.898e-01, eta: 13:21:34, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3960, top5_acc: 0.6691, loss_cls: 2.5145, loss: 2.5145, grad_norm: 1.1358, top1_acc/aux0: 0.4201, top5_acc/aux0: 0.6967, loss_cls/aux0: 2.4436, loss/aux0: 2.4436, top1_acc/aux1: 0.4484, top5_acc/aux1: 0.7191, loss_cls/aux1: 2.2725, loss/aux1: 2.2725, top1_acc/aux2: 0.3840, top5_acc/aux2: 0.6517, loss_cls/aux2: 2.6193, loss/aux2: 2.6193 2020-10-25 14:37:27,035 - mmaction - INFO - Epoch [62][160/264] lr: 3.898e-01, eta: 13:21:16, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4127, top5_acc: 0.6776, loss_cls: 2.4934, loss: 2.4934, grad_norm: 1.1098, top1_acc/aux0: 0.4172, top5_acc/aux0: 0.6969, loss_cls/aux0: 2.4297, loss/aux0: 2.4297, top1_acc/aux1: 0.4503, top5_acc/aux1: 0.7278, loss_cls/aux1: 2.2531, loss/aux1: 2.2531, top1_acc/aux2: 0.3714, top5_acc/aux2: 0.6417, loss_cls/aux2: 2.6504, loss/aux2: 2.6504 2020-10-25 14:38:14,490 - mmaction - INFO - Epoch [62][180/264] lr: 3.898e-01, eta: 13:20:58, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4160, top5_acc: 0.6856, loss_cls: 2.4407, loss: 2.4407, grad_norm: 1.0943, top1_acc/aux0: 0.4306, top5_acc/aux0: 0.7016, loss_cls/aux0: 2.4059, loss/aux0: 2.4059, top1_acc/aux1: 0.4484, top5_acc/aux1: 0.7306, loss_cls/aux1: 2.2439, loss/aux1: 2.2439, top1_acc/aux2: 0.3736, top5_acc/aux2: 0.6410, loss_cls/aux2: 2.6429, loss/aux2: 2.6429 2020-10-25 14:39:02,131 - mmaction - INFO - Epoch [62][200/264] lr: 3.898e-01, eta: 13:20:41, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4090, top5_acc: 0.6778, loss_cls: 2.4700, loss: 2.4700, grad_norm: 1.1120, top1_acc/aux0: 0.4347, top5_acc/aux0: 0.6990, loss_cls/aux0: 2.4038, loss/aux0: 2.4038, top1_acc/aux1: 0.4535, top5_acc/aux1: 0.7280, loss_cls/aux1: 2.2519, loss/aux1: 2.2519, top1_acc/aux2: 0.3727, top5_acc/aux2: 0.6469, loss_cls/aux2: 2.6231, loss/aux2: 2.6231 2020-10-25 14:39:49,281 - mmaction - INFO - Epoch [62][220/264] lr: 3.898e-01, eta: 13:20:22, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4116, top5_acc: 0.6750, loss_cls: 2.4796, loss: 2.4796, grad_norm: 1.1312, top1_acc/aux0: 0.4295, top5_acc/aux0: 0.6946, loss_cls/aux0: 2.4044, loss/aux0: 2.4044, top1_acc/aux1: 0.4576, top5_acc/aux1: 0.7241, loss_cls/aux1: 2.2681, loss/aux1: 2.2681, top1_acc/aux2: 0.3686, top5_acc/aux2: 0.6493, loss_cls/aux2: 2.6378, loss/aux2: 2.6378 2020-10-25 14:40:36,835 - mmaction - INFO - Epoch [62][240/264] lr: 3.898e-01, eta: 13:20:04, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4116, top5_acc: 0.6776, loss_cls: 2.4818, loss: 2.4818, grad_norm: 1.1588, top1_acc/aux0: 0.4262, top5_acc/aux0: 0.7003, loss_cls/aux0: 2.3887, loss/aux0: 2.3887, top1_acc/aux1: 0.4429, top5_acc/aux1: 0.7172, loss_cls/aux1: 2.3077, loss/aux1: 2.3077, top1_acc/aux2: 0.3686, top5_acc/aux2: 0.6444, loss_cls/aux2: 2.6529, loss/aux2: 2.6529 2020-10-25 14:41:24,227 - mmaction - INFO - Epoch [62][260/264] lr: 3.898e-01, eta: 13:19:46, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3943, top5_acc: 0.6720, loss_cls: 2.5250, loss: 2.5250, grad_norm: 1.1208, top1_acc/aux0: 0.4201, top5_acc/aux0: 0.7009, loss_cls/aux0: 2.4067, loss/aux0: 2.4067, top1_acc/aux1: 0.4347, top5_acc/aux1: 0.7161, loss_cls/aux1: 2.3306, loss/aux1: 2.3306, top1_acc/aux2: 0.3668, top5_acc/aux2: 0.6378, loss_cls/aux2: 2.6579, loss/aux2: 2.6579 2020-10-25 14:45:25,540 - mmaction - INFO - Epoch [63][20/264] lr: 3.880e-01, eta: 13:19:12, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4108, top5_acc: 0.6786, loss_cls: 2.4806, loss: 2.4806, grad_norm: 1.1034, top1_acc/aux0: 0.4406, top5_acc/aux0: 0.7063, loss_cls/aux0: 2.3384, loss/aux0: 2.3384, top1_acc/aux1: 0.4462, top5_acc/aux1: 0.7233, loss_cls/aux1: 2.2844, loss/aux1: 2.2844, top1_acc/aux2: 0.3774, top5_acc/aux2: 0.6604, loss_cls/aux2: 2.5817, loss/aux2: 2.5817 2020-10-25 14:46:12,535 - mmaction - INFO - Epoch [63][40/264] lr: 3.880e-01, eta: 13:18:53, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4104, top5_acc: 0.6795, loss_cls: 2.4720, loss: 2.4720, grad_norm: 1.1050, top1_acc/aux0: 0.4325, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.3675, loss/aux0: 2.3675, top1_acc/aux1: 0.4469, top5_acc/aux1: 0.7240, loss_cls/aux1: 2.2874, loss/aux1: 2.2874, top1_acc/aux2: 0.3814, top5_acc/aux2: 0.6616, loss_cls/aux2: 2.5837, loss/aux2: 2.5837 2020-10-25 14:46:59,717 - mmaction - INFO - Epoch [63][60/264] lr: 3.880e-01, eta: 13:18:35, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3995, top5_acc: 0.6745, loss_cls: 2.5100, loss: 2.5100, grad_norm: 1.1371, top1_acc/aux0: 0.4181, top5_acc/aux0: 0.7016, loss_cls/aux0: 2.4291, loss/aux0: 2.4291, top1_acc/aux1: 0.4446, top5_acc/aux1: 0.7253, loss_cls/aux1: 2.2824, loss/aux1: 2.2824, top1_acc/aux2: 0.3825, top5_acc/aux2: 0.6587, loss_cls/aux2: 2.6076, loss/aux2: 2.6076 2020-10-25 14:47:47,339 - mmaction - INFO - Epoch [63][80/264] lr: 3.880e-01, eta: 13:18:18, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.4106, top5_acc: 0.6802, loss_cls: 2.4670, loss: 2.4670, grad_norm: 1.1315, top1_acc/aux0: 0.4280, top5_acc/aux0: 0.7082, loss_cls/aux0: 2.4010, loss/aux0: 2.4010, top1_acc/aux1: 0.4486, top5_acc/aux1: 0.7247, loss_cls/aux1: 2.2700, loss/aux1: 2.2700, top1_acc/aux2: 0.3755, top5_acc/aux2: 0.6519, loss_cls/aux2: 2.6385, loss/aux2: 2.6385 2020-10-25 14:48:35,020 - mmaction - INFO - Epoch [63][100/264] lr: 3.880e-01, eta: 13:18:00, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4222, top5_acc: 0.6818, loss_cls: 2.4506, loss: 2.4506, grad_norm: 1.1118, top1_acc/aux0: 0.4342, top5_acc/aux0: 0.7149, loss_cls/aux0: 2.3641, loss/aux0: 2.3641, top1_acc/aux1: 0.4528, top5_acc/aux1: 0.7245, loss_cls/aux1: 2.2526, loss/aux1: 2.2526, top1_acc/aux2: 0.3759, top5_acc/aux2: 0.6514, loss_cls/aux2: 2.6201, loss/aux2: 2.6201 2020-10-25 14:49:22,390 - mmaction - INFO - Epoch [63][120/264] lr: 3.880e-01, eta: 13:17:42, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4108, top5_acc: 0.6792, loss_cls: 2.4700, loss: 2.4700, grad_norm: 1.1472, top1_acc/aux0: 0.4274, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3704, loss/aux0: 2.3704, top1_acc/aux1: 0.4557, top5_acc/aux1: 0.7290, loss_cls/aux1: 2.2316, loss/aux1: 2.2316, top1_acc/aux2: 0.3814, top5_acc/aux2: 0.6531, loss_cls/aux2: 2.6082, loss/aux2: 2.6082 2020-10-25 14:50:09,788 - mmaction - INFO - Epoch [63][140/264] lr: 3.880e-01, eta: 13:17:23, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4188, top5_acc: 0.6799, loss_cls: 2.4498, loss: 2.4498, grad_norm: 1.1208, top1_acc/aux0: 0.4302, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3691, loss/aux0: 2.3691, top1_acc/aux1: 0.4601, top5_acc/aux1: 0.7352, loss_cls/aux1: 2.2083, loss/aux1: 2.2083, top1_acc/aux2: 0.3788, top5_acc/aux2: 0.6535, loss_cls/aux2: 2.6249, loss/aux2: 2.6249 2020-10-25 14:50:57,527 - mmaction - INFO - Epoch [63][160/264] lr: 3.880e-01, eta: 13:17:05, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6670, loss_cls: 2.5148, loss: 2.5148, grad_norm: 1.1094, top1_acc/aux0: 0.4248, top5_acc/aux0: 0.7043, loss_cls/aux0: 2.3946, loss/aux0: 2.3946, top1_acc/aux1: 0.4571, top5_acc/aux1: 0.7266, loss_cls/aux1: 2.2241, loss/aux1: 2.2241, top1_acc/aux2: 0.3717, top5_acc/aux2: 0.6441, loss_cls/aux2: 2.6518, loss/aux2: 2.6518 2020-10-25 14:51:44,765 - mmaction - INFO - Epoch [63][180/264] lr: 3.880e-01, eta: 13:16:47, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4127, top5_acc: 0.6774, loss_cls: 2.4774, loss: 2.4774, grad_norm: 1.1000, top1_acc/aux0: 0.4267, top5_acc/aux0: 0.7043, loss_cls/aux0: 2.3780, loss/aux0: 2.3780, top1_acc/aux1: 0.4545, top5_acc/aux1: 0.7170, loss_cls/aux1: 2.2627, loss/aux1: 2.2627, top1_acc/aux2: 0.3852, top5_acc/aux2: 0.6483, loss_cls/aux2: 2.6184, loss/aux2: 2.6184 2020-10-25 14:52:32,276 - mmaction - INFO - Epoch [63][200/264] lr: 3.880e-01, eta: 13:16:29, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4089, top5_acc: 0.6714, loss_cls: 2.4828, loss: 2.4828, grad_norm: 1.1229, top1_acc/aux0: 0.4349, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3544, loss/aux0: 2.3544, top1_acc/aux1: 0.4521, top5_acc/aux1: 0.7208, loss_cls/aux1: 2.2602, loss/aux1: 2.2602, top1_acc/aux2: 0.3896, top5_acc/aux2: 0.6535, loss_cls/aux2: 2.6081, loss/aux2: 2.6081 2020-10-25 14:53:19,742 - mmaction - INFO - Epoch [63][220/264] lr: 3.880e-01, eta: 13:16:12, time: 0.967, data_time: 0.000, memory: 8466, top1_acc: 0.4052, top5_acc: 0.6767, loss_cls: 2.4803, loss: 2.4803, grad_norm: 1.1318, top1_acc/aux0: 0.4391, top5_acc/aux0: 0.7174, loss_cls/aux0: 2.3394, loss/aux0: 2.3394, top1_acc/aux1: 0.4568, top5_acc/aux1: 0.7248, loss_cls/aux1: 2.2504, loss/aux1: 2.2504, top1_acc/aux2: 0.3835, top5_acc/aux2: 0.6467, loss_cls/aux2: 2.6275, loss/aux2: 2.6275 2020-10-25 14:54:07,091 - mmaction - INFO - Epoch [63][240/264] lr: 3.880e-01, eta: 13:15:54, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3946, top5_acc: 0.6686, loss_cls: 2.5229, loss: 2.5229, grad_norm: 1.1060, top1_acc/aux0: 0.4311, top5_acc/aux0: 0.7061, loss_cls/aux0: 2.3797, loss/aux0: 2.3797, top1_acc/aux1: 0.4622, top5_acc/aux1: 0.7280, loss_cls/aux1: 2.2488, loss/aux1: 2.2488, top1_acc/aux2: 0.3899, top5_acc/aux2: 0.6559, loss_cls/aux2: 2.5753, loss/aux2: 2.5753 2020-10-25 14:54:55,862 - mmaction - INFO - Epoch [63][260/264] lr: 3.880e-01, eta: 13:15:40, time: 1.014, data_time: 0.000, memory: 8466, top1_acc: 0.4082, top5_acc: 0.6752, loss_cls: 2.5056, loss: 2.5056, grad_norm: 1.1196, top1_acc/aux0: 0.4250, top5_acc/aux0: 0.7021, loss_cls/aux0: 2.4179, loss/aux0: 2.4179, top1_acc/aux1: 0.4608, top5_acc/aux1: 0.7290, loss_cls/aux1: 2.2422, loss/aux1: 2.2422, top1_acc/aux2: 0.3781, top5_acc/aux2: 0.6552, loss_cls/aux2: 2.6054, loss/aux2: 2.6054 2020-10-25 14:59:05,353 - mmaction - INFO - Epoch [64][20/264] lr: 3.860e-01, eta: 13:15:07, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4188, top5_acc: 0.6840, loss_cls: 2.4322, loss: 2.4322, grad_norm: 1.1200, top1_acc/aux0: 0.4236, top5_acc/aux0: 0.7003, loss_cls/aux0: 2.4220, loss/aux0: 2.4220, top1_acc/aux1: 0.4615, top5_acc/aux1: 0.7316, loss_cls/aux1: 2.2208, loss/aux1: 2.2208, top1_acc/aux2: 0.3691, top5_acc/aux2: 0.6427, loss_cls/aux2: 2.6732, loss/aux2: 2.6732 2020-10-25 14:59:52,451 - mmaction - INFO - Epoch [64][40/264] lr: 3.860e-01, eta: 13:14:49, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4075, top5_acc: 0.6717, loss_cls: 2.4958, loss: 2.4958, grad_norm: 1.1390, top1_acc/aux0: 0.4295, top5_acc/aux0: 0.7016, loss_cls/aux0: 2.4089, loss/aux0: 2.4089, top1_acc/aux1: 0.4592, top5_acc/aux1: 0.7304, loss_cls/aux1: 2.2271, loss/aux1: 2.2271, top1_acc/aux2: 0.3804, top5_acc/aux2: 0.6472, loss_cls/aux2: 2.6298, loss/aux2: 2.6298 2020-10-25 15:00:45,773 - mmaction - INFO - Epoch [64][60/264] lr: 3.860e-01, eta: 13:14:30, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4170, top5_acc: 0.6839, loss_cls: 2.4429, loss: 2.4429, grad_norm: 1.1415, top1_acc/aux0: 0.4396, top5_acc/aux0: 0.7033, loss_cls/aux0: 2.3716, loss/aux0: 2.3716, top1_acc/aux1: 0.4583, top5_acc/aux1: 0.7304, loss_cls/aux1: 2.2287, loss/aux1: 2.2287, top1_acc/aux2: 0.3818, top5_acc/aux2: 0.6524, loss_cls/aux2: 2.6142, loss/aux2: 2.6142 2020-10-25 15:01:33,094 - mmaction - INFO - Epoch [64][80/264] lr: 3.860e-01, eta: 13:14:12, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4149, top5_acc: 0.6877, loss_cls: 2.4293, loss: 2.4293, grad_norm: 1.1162, top1_acc/aux0: 0.4309, top5_acc/aux0: 0.7024, loss_cls/aux0: 2.3759, loss/aux0: 2.3759, top1_acc/aux1: 0.4646, top5_acc/aux1: 0.7325, loss_cls/aux1: 2.2253, loss/aux1: 2.2253, top1_acc/aux2: 0.3793, top5_acc/aux2: 0.6538, loss_cls/aux2: 2.6243, loss/aux2: 2.6243 2020-10-25 15:02:20,702 - mmaction - INFO - Epoch [64][100/264] lr: 3.860e-01, eta: 13:13:54, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6759, loss_cls: 2.4926, loss: 2.4926, grad_norm: 1.1410, top1_acc/aux0: 0.4203, top5_acc/aux0: 0.7040, loss_cls/aux0: 2.4111, loss/aux0: 2.4111, top1_acc/aux1: 0.4682, top5_acc/aux1: 0.7286, loss_cls/aux1: 2.2232, loss/aux1: 2.2232, top1_acc/aux2: 0.3816, top5_acc/aux2: 0.6500, loss_cls/aux2: 2.6327, loss/aux2: 2.6327 2020-10-25 15:03:08,024 - mmaction - INFO - Epoch [64][120/264] lr: 3.860e-01, eta: 13:13:36, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6738, loss_cls: 2.4950, loss: 2.4950, grad_norm: 1.1610, top1_acc/aux0: 0.4236, top5_acc/aux0: 0.7047, loss_cls/aux0: 2.4083, loss/aux0: 2.4083, top1_acc/aux1: 0.4498, top5_acc/aux1: 0.7191, loss_cls/aux1: 2.2754, loss/aux1: 2.2754, top1_acc/aux2: 0.3649, top5_acc/aux2: 0.6470, loss_cls/aux2: 2.6762, loss/aux2: 2.6762 2020-10-25 15:03:55,707 - mmaction - INFO - Epoch [64][140/264] lr: 3.860e-01, eta: 13:13:18, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4125, top5_acc: 0.6849, loss_cls: 2.4559, loss: 2.4559, grad_norm: 1.1442, top1_acc/aux0: 0.4222, top5_acc/aux0: 0.7042, loss_cls/aux0: 2.3991, loss/aux0: 2.3991, top1_acc/aux1: 0.4429, top5_acc/aux1: 0.7172, loss_cls/aux1: 2.2980, loss/aux1: 2.2980, top1_acc/aux2: 0.3609, top5_acc/aux2: 0.6436, loss_cls/aux2: 2.6798, loss/aux2: 2.6798 2020-10-25 15:04:43,603 - mmaction - INFO - Epoch [64][160/264] lr: 3.860e-01, eta: 13:13:02, time: 0.977, data_time: 0.000, memory: 8466, top1_acc: 0.4132, top5_acc: 0.6948, loss_cls: 2.4598, loss: 2.4598, grad_norm: 1.1385, top1_acc/aux0: 0.4233, top5_acc/aux0: 0.7033, loss_cls/aux0: 2.3896, loss/aux0: 2.3896, top1_acc/aux1: 0.4458, top5_acc/aux1: 0.7243, loss_cls/aux1: 2.2515, loss/aux1: 2.2515, top1_acc/aux2: 0.3748, top5_acc/aux2: 0.6392, loss_cls/aux2: 2.6662, loss/aux2: 2.6662 2020-10-25 15:05:31,179 - mmaction - INFO - Epoch [64][180/264] lr: 3.860e-01, eta: 13:12:43, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4168, top5_acc: 0.6776, loss_cls: 2.4617, loss: 2.4617, grad_norm: 1.1156, top1_acc/aux0: 0.4286, top5_acc/aux0: 0.7024, loss_cls/aux0: 2.3902, loss/aux0: 2.3902, top1_acc/aux1: 0.4521, top5_acc/aux1: 0.7347, loss_cls/aux1: 2.2257, loss/aux1: 2.2257, top1_acc/aux2: 0.3781, top5_acc/aux2: 0.6401, loss_cls/aux2: 2.6662, loss/aux2: 2.6662 2020-10-25 15:06:18,917 - mmaction - INFO - Epoch [64][200/264] lr: 3.860e-01, eta: 13:12:26, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.4068, top5_acc: 0.6748, loss_cls: 2.4878, loss: 2.4878, grad_norm: 1.1226, top1_acc/aux0: 0.4252, top5_acc/aux0: 0.6983, loss_cls/aux0: 2.4110, loss/aux0: 2.4110, top1_acc/aux1: 0.4516, top5_acc/aux1: 0.7274, loss_cls/aux1: 2.2632, loss/aux1: 2.2632, top1_acc/aux2: 0.3696, top5_acc/aux2: 0.6380, loss_cls/aux2: 2.6682, loss/aux2: 2.6682 2020-10-25 15:07:06,291 - mmaction - INFO - Epoch [64][220/264] lr: 3.860e-01, eta: 13:12:08, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6748, loss_cls: 2.4826, loss: 2.4826, grad_norm: 1.1335, top1_acc/aux0: 0.4186, top5_acc/aux0: 0.6990, loss_cls/aux0: 2.4079, loss/aux0: 2.4079, top1_acc/aux1: 0.4469, top5_acc/aux1: 0.7165, loss_cls/aux1: 2.2963, loss/aux1: 2.2963, top1_acc/aux2: 0.3774, top5_acc/aux2: 0.6460, loss_cls/aux2: 2.6231, loss/aux2: 2.6231 2020-10-25 15:07:53,806 - mmaction - INFO - Epoch [64][240/264] lr: 3.860e-01, eta: 13:11:50, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4109, top5_acc: 0.6839, loss_cls: 2.4650, loss: 2.4650, grad_norm: 1.1255, top1_acc/aux0: 0.4259, top5_acc/aux0: 0.7080, loss_cls/aux0: 2.3895, loss/aux0: 2.3895, top1_acc/aux1: 0.4566, top5_acc/aux1: 0.7259, loss_cls/aux1: 2.2509, loss/aux1: 2.2509, top1_acc/aux2: 0.3941, top5_acc/aux2: 0.6559, loss_cls/aux2: 2.5834, loss/aux2: 2.5834 2020-10-25 15:08:41,228 - mmaction - INFO - Epoch [64][260/264] lr: 3.860e-01, eta: 13:11:33, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4054, top5_acc: 0.6727, loss_cls: 2.4868, loss: 2.4868, grad_norm: 1.1398, top1_acc/aux0: 0.4344, top5_acc/aux0: 0.7064, loss_cls/aux0: 2.3737, loss/aux0: 2.3737, top1_acc/aux1: 0.4622, top5_acc/aux1: 0.7363, loss_cls/aux1: 2.2120, loss/aux1: 2.2120, top1_acc/aux2: 0.3814, top5_acc/aux2: 0.6519, loss_cls/aux2: 2.6240, loss/aux2: 2.6240 2020-10-25 15:08:58,684 - mmaction - INFO - Saving checkpoint at 64 epochs 2020-10-25 15:10:07,557 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-25 15:10:07,660 - mmaction - INFO - top1_acc 0.5008 top5_acc 0.7704 2020-10-25 15:10:07,660 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-25 15:10:07,670 - mmaction - INFO - mean_acc 0.5016 2020-10-25 15:10:07,670 - mmaction - INFO - Now best checkpoint is epoch_64.pth 2020-10-25 15:10:07,674 - mmaction - INFO - Epoch(val) [64][264] top1_acc: 0.5008, top5_acc: 0.7704, mean_class_accuracy: 0.5016 2020-10-25 15:13:42,317 - mmaction - INFO - Epoch [65][20/264] lr: 3.841e-01, eta: 13:10:59, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4186, top5_acc: 0.6812, loss_cls: 2.4266, loss: 2.4266, grad_norm: 1.1516, top1_acc/aux0: 0.4306, top5_acc/aux0: 0.6997, loss_cls/aux0: 2.3854, loss/aux0: 2.3854, top1_acc/aux1: 0.4517, top5_acc/aux1: 0.7330, loss_cls/aux1: 2.2472, loss/aux1: 2.2472, top1_acc/aux2: 0.3837, top5_acc/aux2: 0.6556, loss_cls/aux2: 2.5857, loss/aux2: 2.5857 2020-10-25 15:14:29,543 - mmaction - INFO - Epoch [65][40/264] lr: 3.841e-01, eta: 13:10:41, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4066, top5_acc: 0.6705, loss_cls: 2.4649, loss: 2.4649, grad_norm: 1.1474, top1_acc/aux0: 0.4313, top5_acc/aux0: 0.7101, loss_cls/aux0: 2.3631, loss/aux0: 2.3631, top1_acc/aux1: 0.4569, top5_acc/aux1: 0.7269, loss_cls/aux1: 2.2541, loss/aux1: 2.2541, top1_acc/aux2: 0.3849, top5_acc/aux2: 0.6523, loss_cls/aux2: 2.6166, loss/aux2: 2.6166 2020-10-25 15:15:16,985 - mmaction - INFO - Epoch [65][60/264] lr: 3.841e-01, eta: 13:10:23, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4090, top5_acc: 0.6766, loss_cls: 2.4985, loss: 2.4985, grad_norm: 1.1405, top1_acc/aux0: 0.4330, top5_acc/aux0: 0.7134, loss_cls/aux0: 2.3579, loss/aux0: 2.3579, top1_acc/aux1: 0.4523, top5_acc/aux1: 0.7220, loss_cls/aux1: 2.2665, loss/aux1: 2.2665, top1_acc/aux2: 0.3910, top5_acc/aux2: 0.6521, loss_cls/aux2: 2.6176, loss/aux2: 2.6176 2020-10-25 15:16:04,713 - mmaction - INFO - Epoch [65][80/264] lr: 3.841e-01, eta: 13:10:06, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.4135, top5_acc: 0.6844, loss_cls: 2.4556, loss: 2.4556, grad_norm: 1.1187, top1_acc/aux0: 0.4300, top5_acc/aux0: 0.7052, loss_cls/aux0: 2.3763, loss/aux0: 2.3763, top1_acc/aux1: 0.4450, top5_acc/aux1: 0.7194, loss_cls/aux1: 2.2764, loss/aux1: 2.2764, top1_acc/aux2: 0.3873, top5_acc/aux2: 0.6498, loss_cls/aux2: 2.6211, loss/aux2: 2.6211 2020-10-25 15:16:52,012 - mmaction - INFO - Epoch [65][100/264] lr: 3.841e-01, eta: 13:09:48, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4161, top5_acc: 0.6892, loss_cls: 2.4454, loss: 2.4454, grad_norm: 1.1477, top1_acc/aux0: 0.4280, top5_acc/aux0: 0.7054, loss_cls/aux0: 2.3803, loss/aux0: 2.3803, top1_acc/aux1: 0.4536, top5_acc/aux1: 0.7250, loss_cls/aux1: 2.2434, loss/aux1: 2.2434, top1_acc/aux2: 0.3823, top5_acc/aux2: 0.6441, loss_cls/aux2: 2.6363, loss/aux2: 2.6363 2020-10-25 15:17:39,584 - mmaction - INFO - Epoch [65][120/264] lr: 3.841e-01, eta: 13:09:30, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4130, top5_acc: 0.6847, loss_cls: 2.4597, loss: 2.4597, grad_norm: 1.1280, top1_acc/aux0: 0.4247, top5_acc/aux0: 0.6983, loss_cls/aux0: 2.4147, loss/aux0: 2.4147, top1_acc/aux1: 0.4523, top5_acc/aux1: 0.7299, loss_cls/aux1: 2.2392, loss/aux1: 2.2392, top1_acc/aux2: 0.3833, top5_acc/aux2: 0.6469, loss_cls/aux2: 2.6243, loss/aux2: 2.6243 2020-10-25 15:18:27,221 - mmaction - INFO - Epoch [65][140/264] lr: 3.841e-01, eta: 13:09:12, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4082, top5_acc: 0.6816, loss_cls: 2.4693, loss: 2.4693, grad_norm: 1.1376, top1_acc/aux0: 0.4184, top5_acc/aux0: 0.6967, loss_cls/aux0: 2.4402, loss/aux0: 2.4402, top1_acc/aux1: 0.4427, top5_acc/aux1: 0.7229, loss_cls/aux1: 2.2695, loss/aux1: 2.2695, top1_acc/aux2: 0.3847, top5_acc/aux2: 0.6495, loss_cls/aux2: 2.6196, loss/aux2: 2.6196 2020-10-25 15:19:14,450 - mmaction - INFO - Epoch [65][160/264] lr: 3.841e-01, eta: 13:08:53, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4196, top5_acc: 0.6781, loss_cls: 2.4662, loss: 2.4662, grad_norm: 1.1200, top1_acc/aux0: 0.4229, top5_acc/aux0: 0.7063, loss_cls/aux0: 2.4072, loss/aux0: 2.4072, top1_acc/aux1: 0.4431, top5_acc/aux1: 0.7229, loss_cls/aux1: 2.2758, loss/aux1: 2.2758, top1_acc/aux2: 0.3814, top5_acc/aux2: 0.6396, loss_cls/aux2: 2.6401, loss/aux2: 2.6401 2020-10-25 15:20:02,031 - mmaction - INFO - Epoch [65][180/264] lr: 3.841e-01, eta: 13:08:35, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4010, top5_acc: 0.6806, loss_cls: 2.4817, loss: 2.4817, grad_norm: 1.1294, top1_acc/aux0: 0.4307, top5_acc/aux0: 0.7066, loss_cls/aux0: 2.3693, loss/aux0: 2.3693, top1_acc/aux1: 0.4587, top5_acc/aux1: 0.7309, loss_cls/aux1: 2.2489, loss/aux1: 2.2489, top1_acc/aux2: 0.3786, top5_acc/aux2: 0.6444, loss_cls/aux2: 2.6355, loss/aux2: 2.6355 2020-10-25 15:20:49,373 - mmaction - INFO - Epoch [65][200/264] lr: 3.841e-01, eta: 13:08:17, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4017, top5_acc: 0.6701, loss_cls: 2.5223, loss: 2.5223, grad_norm: 1.1475, top1_acc/aux0: 0.4398, top5_acc/aux0: 0.7099, loss_cls/aux0: 2.3396, loss/aux0: 2.3396, top1_acc/aux1: 0.4622, top5_acc/aux1: 0.7339, loss_cls/aux1: 2.2131, loss/aux1: 2.2131, top1_acc/aux2: 0.3875, top5_acc/aux2: 0.6609, loss_cls/aux2: 2.5768, loss/aux2: 2.5768 2020-10-25 15:21:36,977 - mmaction - INFO - Epoch [65][220/264] lr: 3.841e-01, eta: 13:07:59, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4295, top5_acc: 0.6977, loss_cls: 2.4001, loss: 2.4001, grad_norm: 1.1417, top1_acc/aux0: 0.4387, top5_acc/aux0: 0.7095, loss_cls/aux0: 2.3520, loss/aux0: 2.3520, top1_acc/aux1: 0.4549, top5_acc/aux1: 0.7340, loss_cls/aux1: 2.2106, loss/aux1: 2.2106, top1_acc/aux2: 0.3852, top5_acc/aux2: 0.6547, loss_cls/aux2: 2.6106, loss/aux2: 2.6106 2020-10-25 15:22:24,461 - mmaction - INFO - Epoch [65][240/264] lr: 3.841e-01, eta: 13:07:41, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4125, top5_acc: 0.6788, loss_cls: 2.4872, loss: 2.4872, grad_norm: 1.1198, top1_acc/aux0: 0.4356, top5_acc/aux0: 0.7047, loss_cls/aux0: 2.3736, loss/aux0: 2.3736, top1_acc/aux1: 0.4595, top5_acc/aux1: 0.7352, loss_cls/aux1: 2.2153, loss/aux1: 2.2153, top1_acc/aux2: 0.3793, top5_acc/aux2: 0.6500, loss_cls/aux2: 2.6318, loss/aux2: 2.6318 2020-10-25 15:23:12,146 - mmaction - INFO - Epoch [65][260/264] lr: 3.841e-01, eta: 13:07:23, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4262, top5_acc: 0.6799, loss_cls: 2.4333, loss: 2.4333, grad_norm: 1.1321, top1_acc/aux0: 0.4314, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.3707, loss/aux0: 2.3707, top1_acc/aux1: 0.4585, top5_acc/aux1: 0.7285, loss_cls/aux1: 2.2320, loss/aux1: 2.2320, top1_acc/aux2: 0.3734, top5_acc/aux2: 0.6453, loss_cls/aux2: 2.6290, loss/aux2: 2.6290 2020-10-25 15:27:18,706 - mmaction - INFO - Epoch [66][20/264] lr: 3.821e-01, eta: 13:06:50, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4189, top5_acc: 0.6844, loss_cls: 2.4326, loss: 2.4326, grad_norm: 1.1354, top1_acc/aux0: 0.4382, top5_acc/aux0: 0.7167, loss_cls/aux0: 2.3367, loss/aux0: 2.3367, top1_acc/aux1: 0.4500, top5_acc/aux1: 0.7142, loss_cls/aux1: 2.2968, loss/aux1: 2.2968, top1_acc/aux2: 0.3962, top5_acc/aux2: 0.6528, loss_cls/aux2: 2.5999, loss/aux2: 2.5999 2020-10-25 15:28:05,523 - mmaction - INFO - Epoch [66][40/264] lr: 3.821e-01, eta: 13:06:31, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4135, top5_acc: 0.6809, loss_cls: 2.4838, loss: 2.4838, grad_norm: 1.1370, top1_acc/aux0: 0.4375, top5_acc/aux0: 0.7130, loss_cls/aux0: 2.3502, loss/aux0: 2.3502, top1_acc/aux1: 0.4483, top5_acc/aux1: 0.7179, loss_cls/aux1: 2.2788, loss/aux1: 2.2788, top1_acc/aux2: 0.3894, top5_acc/aux2: 0.6559, loss_cls/aux2: 2.5990, loss/aux2: 2.5990 2020-10-25 15:28:53,024 - mmaction - INFO - Epoch [66][60/264] lr: 3.821e-01, eta: 13:06:14, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6811, loss_cls: 2.4790, loss: 2.4790, grad_norm: 1.1561, top1_acc/aux0: 0.4398, top5_acc/aux0: 0.7139, loss_cls/aux0: 2.3487, loss/aux0: 2.3487, top1_acc/aux1: 0.4476, top5_acc/aux1: 0.7191, loss_cls/aux1: 2.2823, loss/aux1: 2.2823, top1_acc/aux2: 0.3905, top5_acc/aux2: 0.6595, loss_cls/aux2: 2.5772, loss/aux2: 2.5772 2020-10-25 15:29:40,399 - mmaction - INFO - Epoch [66][80/264] lr: 3.821e-01, eta: 13:05:56, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4123, top5_acc: 0.6809, loss_cls: 2.4551, loss: 2.4551, grad_norm: 1.1288, top1_acc/aux0: 0.4325, top5_acc/aux0: 0.7104, loss_cls/aux0: 2.3851, loss/aux0: 2.3851, top1_acc/aux1: 0.4531, top5_acc/aux1: 0.7179, loss_cls/aux1: 2.2798, loss/aux1: 2.2798, top1_acc/aux2: 0.3932, top5_acc/aux2: 0.6595, loss_cls/aux2: 2.5625, loss/aux2: 2.5625 2020-10-25 15:30:29,089 - mmaction - INFO - Epoch [66][100/264] lr: 3.821e-01, eta: 13:05:38, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4097, top5_acc: 0.6849, loss_cls: 2.4706, loss: 2.4706, grad_norm: 1.1281, top1_acc/aux0: 0.4241, top5_acc/aux0: 0.6948, loss_cls/aux0: 2.4415, loss/aux0: 2.4415, top1_acc/aux1: 0.4517, top5_acc/aux1: 0.7191, loss_cls/aux1: 2.2689, loss/aux1: 2.2689, top1_acc/aux2: 0.3906, top5_acc/aux2: 0.6576, loss_cls/aux2: 2.5796, loss/aux2: 2.5796 2020-10-25 15:31:16,789 - mmaction - INFO - Epoch [66][120/264] lr: 3.821e-01, eta: 13:05:20, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4217, top5_acc: 0.6884, loss_cls: 2.3956, loss: 2.3956, grad_norm: 1.1382, top1_acc/aux0: 0.4250, top5_acc/aux0: 0.6929, loss_cls/aux0: 2.4243, loss/aux0: 2.4243, top1_acc/aux1: 0.4497, top5_acc/aux1: 0.7214, loss_cls/aux1: 2.2753, loss/aux1: 2.2753, top1_acc/aux2: 0.3844, top5_acc/aux2: 0.6578, loss_cls/aux2: 2.6082, loss/aux2: 2.6082 2020-10-25 15:32:04,071 - mmaction - INFO - Epoch [66][140/264] lr: 3.821e-01, eta: 13:05:02, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4203, top5_acc: 0.6863, loss_cls: 2.4507, loss: 2.4507, grad_norm: 1.1312, top1_acc/aux0: 0.4271, top5_acc/aux0: 0.7035, loss_cls/aux0: 2.3948, loss/aux0: 2.3948, top1_acc/aux1: 0.4474, top5_acc/aux1: 0.7144, loss_cls/aux1: 2.2780, loss/aux1: 2.2780, top1_acc/aux2: 0.3710, top5_acc/aux2: 0.6486, loss_cls/aux2: 2.6461, loss/aux2: 2.6461 2020-10-25 15:32:51,866 - mmaction - INFO - Epoch [66][160/264] lr: 3.821e-01, eta: 13:04:45, time: 0.965, data_time: 0.000, memory: 8466, top1_acc: 0.4050, top5_acc: 0.6797, loss_cls: 2.4848, loss: 2.4848, grad_norm: 1.1636, top1_acc/aux0: 0.4363, top5_acc/aux0: 0.7092, loss_cls/aux0: 2.3808, loss/aux0: 2.3808, top1_acc/aux1: 0.4503, top5_acc/aux1: 0.7151, loss_cls/aux1: 2.2598, loss/aux1: 2.2598, top1_acc/aux2: 0.3764, top5_acc/aux2: 0.6415, loss_cls/aux2: 2.6382, loss/aux2: 2.6382 2020-10-25 15:33:39,589 - mmaction - INFO - Epoch [66][180/264] lr: 3.821e-01, eta: 13:04:27, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.3946, top5_acc: 0.6760, loss_cls: 2.5306, loss: 2.5306, grad_norm: 1.0998, top1_acc/aux0: 0.4325, top5_acc/aux0: 0.7030, loss_cls/aux0: 2.3815, loss/aux0: 2.3815, top1_acc/aux1: 0.4590, top5_acc/aux1: 0.7179, loss_cls/aux1: 2.2458, loss/aux1: 2.2458, top1_acc/aux2: 0.3814, top5_acc/aux2: 0.6465, loss_cls/aux2: 2.6229, loss/aux2: 2.6229 2020-10-25 15:34:27,150 - mmaction - INFO - Epoch [66][200/264] lr: 3.821e-01, eta: 13:04:09, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6705, loss_cls: 2.4914, loss: 2.4914, grad_norm: 1.1364, top1_acc/aux0: 0.4259, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.4050, loss/aux0: 2.4050, top1_acc/aux1: 0.4613, top5_acc/aux1: 0.7109, loss_cls/aux1: 2.2497, loss/aux1: 2.2497, top1_acc/aux2: 0.3729, top5_acc/aux2: 0.6528, loss_cls/aux2: 2.6204, loss/aux2: 2.6204 2020-10-25 15:35:14,639 - mmaction - INFO - Epoch [66][220/264] lr: 3.821e-01, eta: 13:03:50, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4175, top5_acc: 0.6771, loss_cls: 2.4793, loss: 2.4793, grad_norm: 1.1336, top1_acc/aux0: 0.4387, top5_acc/aux0: 0.7042, loss_cls/aux0: 2.3680, loss/aux0: 2.3680, top1_acc/aux1: 0.4604, top5_acc/aux1: 0.7203, loss_cls/aux1: 2.2356, loss/aux1: 2.2356, top1_acc/aux2: 0.3682, top5_acc/aux2: 0.6521, loss_cls/aux2: 2.6333, loss/aux2: 2.6333 2020-10-25 15:36:01,847 - mmaction - INFO - Epoch [66][240/264] lr: 3.821e-01, eta: 13:03:32, time: 0.946, data_time: 0.001, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6760, loss_cls: 2.4632, loss: 2.4632, grad_norm: 1.1435, top1_acc/aux0: 0.4351, top5_acc/aux0: 0.7063, loss_cls/aux0: 2.3749, loss/aux0: 2.3749, top1_acc/aux1: 0.4594, top5_acc/aux1: 0.7330, loss_cls/aux1: 2.2052, loss/aux1: 2.2052, top1_acc/aux2: 0.3731, top5_acc/aux2: 0.6465, loss_cls/aux2: 2.6633, loss/aux2: 2.6633 2020-10-25 15:36:49,325 - mmaction - INFO - Epoch [66][260/264] lr: 3.821e-01, eta: 13:03:14, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4085, top5_acc: 0.6776, loss_cls: 2.4620, loss: 2.4620, grad_norm: 1.1403, top1_acc/aux0: 0.4207, top5_acc/aux0: 0.7014, loss_cls/aux0: 2.4194, loss/aux0: 2.4194, top1_acc/aux1: 0.4587, top5_acc/aux1: 0.7271, loss_cls/aux1: 2.2181, loss/aux1: 2.2181, top1_acc/aux2: 0.3828, top5_acc/aux2: 0.6510, loss_cls/aux2: 2.6323, loss/aux2: 2.6323 2020-10-25 15:40:51,841 - mmaction - INFO - Epoch [67][20/264] lr: 3.801e-01, eta: 13:02:41, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4132, top5_acc: 0.6918, loss_cls: 2.4237, loss: 2.4237, grad_norm: 1.1381, top1_acc/aux0: 0.4201, top5_acc/aux0: 0.6976, loss_cls/aux0: 2.4209, loss/aux0: 2.4209, top1_acc/aux1: 0.4545, top5_acc/aux1: 0.7417, loss_cls/aux1: 2.1992, loss/aux1: 2.1992, top1_acc/aux2: 0.3774, top5_acc/aux2: 0.6583, loss_cls/aux2: 2.5821, loss/aux2: 2.5821 2020-10-25 15:41:39,047 - mmaction - INFO - Epoch [67][40/264] lr: 3.801e-01, eta: 13:02:22, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4035, top5_acc: 0.6780, loss_cls: 2.4971, loss: 2.4971, grad_norm: 1.1571, top1_acc/aux0: 0.4240, top5_acc/aux0: 0.7021, loss_cls/aux0: 2.3964, loss/aux0: 2.3964, top1_acc/aux1: 0.4458, top5_acc/aux1: 0.7375, loss_cls/aux1: 2.2107, loss/aux1: 2.2107, top1_acc/aux2: 0.3752, top5_acc/aux2: 0.6536, loss_cls/aux2: 2.6111, loss/aux2: 2.6111 2020-10-25 15:42:26,236 - mmaction - INFO - Epoch [67][60/264] lr: 3.801e-01, eta: 13:02:04, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4132, top5_acc: 0.6776, loss_cls: 2.4713, loss: 2.4713, grad_norm: 1.1455, top1_acc/aux0: 0.4372, top5_acc/aux0: 0.7080, loss_cls/aux0: 2.3668, loss/aux0: 2.3668, top1_acc/aux1: 0.4493, top5_acc/aux1: 0.7281, loss_cls/aux1: 2.2335, loss/aux1: 2.2335, top1_acc/aux2: 0.3769, top5_acc/aux2: 0.6500, loss_cls/aux2: 2.6193, loss/aux2: 2.6193 2020-10-25 15:43:13,908 - mmaction - INFO - Epoch [67][80/264] lr: 3.801e-01, eta: 13:01:46, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4155, top5_acc: 0.6783, loss_cls: 2.4727, loss: 2.4727, grad_norm: 1.1331, top1_acc/aux0: 0.4356, top5_acc/aux0: 0.7069, loss_cls/aux0: 2.3840, loss/aux0: 2.3840, top1_acc/aux1: 0.4613, top5_acc/aux1: 0.7210, loss_cls/aux1: 2.2588, loss/aux1: 2.2588, top1_acc/aux2: 0.3901, top5_acc/aux2: 0.6549, loss_cls/aux2: 2.5905, loss/aux2: 2.5905 2020-10-25 15:44:01,713 - mmaction - INFO - Epoch [67][100/264] lr: 3.801e-01, eta: 13:01:28, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.4123, top5_acc: 0.6835, loss_cls: 2.4624, loss: 2.4624, grad_norm: 1.1419, top1_acc/aux0: 0.4226, top5_acc/aux0: 0.6986, loss_cls/aux0: 2.3965, loss/aux0: 2.3965, top1_acc/aux1: 0.4566, top5_acc/aux1: 0.7188, loss_cls/aux1: 2.2737, loss/aux1: 2.2737, top1_acc/aux2: 0.3944, top5_acc/aux2: 0.6535, loss_cls/aux2: 2.5994, loss/aux2: 2.5994 2020-10-25 15:44:49,189 - mmaction - INFO - Epoch [67][120/264] lr: 3.801e-01, eta: 13:01:10, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4194, top5_acc: 0.6826, loss_cls: 2.4459, loss: 2.4459, grad_norm: 1.1310, top1_acc/aux0: 0.4309, top5_acc/aux0: 0.7049, loss_cls/aux0: 2.3501, loss/aux0: 2.3501, top1_acc/aux1: 0.4556, top5_acc/aux1: 0.7238, loss_cls/aux1: 2.2646, loss/aux1: 2.2646, top1_acc/aux2: 0.3892, top5_acc/aux2: 0.6516, loss_cls/aux2: 2.6001, loss/aux2: 2.6001 2020-10-25 15:45:36,864 - mmaction - INFO - Epoch [67][140/264] lr: 3.801e-01, eta: 13:00:52, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4016, top5_acc: 0.6760, loss_cls: 2.4857, loss: 2.4857, grad_norm: 1.1351, top1_acc/aux0: 0.4420, top5_acc/aux0: 0.7172, loss_cls/aux0: 2.3188, loss/aux0: 2.3188, top1_acc/aux1: 0.4665, top5_acc/aux1: 0.7295, loss_cls/aux1: 2.2249, loss/aux1: 2.2249, top1_acc/aux2: 0.3911, top5_acc/aux2: 0.6509, loss_cls/aux2: 2.5831, loss/aux2: 2.5831 2020-10-25 15:46:23,980 - mmaction - INFO - Epoch [67][160/264] lr: 3.801e-01, eta: 13:00:34, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4064, top5_acc: 0.6715, loss_cls: 2.5034, loss: 2.5034, grad_norm: 1.1361, top1_acc/aux0: 0.4403, top5_acc/aux0: 0.7097, loss_cls/aux0: 2.3491, loss/aux0: 2.3491, top1_acc/aux1: 0.4620, top5_acc/aux1: 0.7267, loss_cls/aux1: 2.2215, loss/aux1: 2.2215, top1_acc/aux2: 0.3929, top5_acc/aux2: 0.6526, loss_cls/aux2: 2.5914, loss/aux2: 2.5914 2020-10-25 15:47:11,417 - mmaction - INFO - Epoch [67][180/264] lr: 3.801e-01, eta: 13:00:16, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.4165, top5_acc: 0.6835, loss_cls: 2.4485, loss: 2.4485, grad_norm: 1.1365, top1_acc/aux0: 0.4332, top5_acc/aux0: 0.7024, loss_cls/aux0: 2.3788, loss/aux0: 2.3788, top1_acc/aux1: 0.4602, top5_acc/aux1: 0.7302, loss_cls/aux1: 2.2098, loss/aux1: 2.2098, top1_acc/aux2: 0.3950, top5_acc/aux2: 0.6602, loss_cls/aux2: 2.5728, loss/aux2: 2.5728 2020-10-25 15:47:58,757 - mmaction - INFO - Epoch [67][200/264] lr: 3.801e-01, eta: 12:59:58, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4142, top5_acc: 0.6852, loss_cls: 2.4374, loss: 2.4374, grad_norm: 1.1356, top1_acc/aux0: 0.4262, top5_acc/aux0: 0.7049, loss_cls/aux0: 2.3986, loss/aux0: 2.3986, top1_acc/aux1: 0.4602, top5_acc/aux1: 0.7269, loss_cls/aux1: 2.2364, loss/aux1: 2.2364, top1_acc/aux2: 0.3849, top5_acc/aux2: 0.6509, loss_cls/aux2: 2.6224, loss/aux2: 2.6224 2020-10-25 15:48:46,223 - mmaction - INFO - Epoch [67][220/264] lr: 3.801e-01, eta: 12:59:40, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4059, top5_acc: 0.6767, loss_cls: 2.4799, loss: 2.4799, grad_norm: 1.1449, top1_acc/aux0: 0.4255, top5_acc/aux0: 0.7073, loss_cls/aux0: 2.3785, loss/aux0: 2.3785, top1_acc/aux1: 0.4582, top5_acc/aux1: 0.7205, loss_cls/aux1: 2.2567, loss/aux1: 2.2567, top1_acc/aux2: 0.3762, top5_acc/aux2: 0.6403, loss_cls/aux2: 2.6610, loss/aux2: 2.6610 2020-10-25 15:49:33,676 - mmaction - INFO - Epoch [67][240/264] lr: 3.801e-01, eta: 12:59:22, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4142, top5_acc: 0.6861, loss_cls: 2.4335, loss: 2.4335, grad_norm: 1.1360, top1_acc/aux0: 0.4333, top5_acc/aux0: 0.7090, loss_cls/aux0: 2.3418, loss/aux0: 2.3418, top1_acc/aux1: 0.4550, top5_acc/aux1: 0.7316, loss_cls/aux1: 2.2265, loss/aux1: 2.2265, top1_acc/aux2: 0.3778, top5_acc/aux2: 0.6424, loss_cls/aux2: 2.6394, loss/aux2: 2.6394 2020-10-25 15:50:21,118 - mmaction - INFO - Epoch [67][260/264] lr: 3.801e-01, eta: 12:59:04, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4210, top5_acc: 0.6882, loss_cls: 2.4267, loss: 2.4267, grad_norm: 1.1485, top1_acc/aux0: 0.4309, top5_acc/aux0: 0.7064, loss_cls/aux0: 2.3894, loss/aux0: 2.3894, top1_acc/aux1: 0.4495, top5_acc/aux1: 0.7339, loss_cls/aux1: 2.2350, loss/aux1: 2.2350, top1_acc/aux2: 0.3783, top5_acc/aux2: 0.6434, loss_cls/aux2: 2.6536, loss/aux2: 2.6536 2020-10-25 15:53:58,476 - mmaction - INFO - Epoch [68][20/264] lr: 3.781e-01, eta: 12:58:30, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4226, top5_acc: 0.6806, loss_cls: 2.4472, loss: 2.4472, grad_norm: 1.1153, top1_acc/aux0: 0.4236, top5_acc/aux0: 0.7128, loss_cls/aux0: 2.3946, loss/aux0: 2.3946, top1_acc/aux1: 0.4594, top5_acc/aux1: 0.7271, loss_cls/aux1: 2.2562, loss/aux1: 2.2562, top1_acc/aux2: 0.3729, top5_acc/aux2: 0.6354, loss_cls/aux2: 2.6630, loss/aux2: 2.6630 2020-10-25 15:54:45,740 - mmaction - INFO - Epoch [68][40/264] lr: 3.781e-01, eta: 12:58:13, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4220, top5_acc: 0.6861, loss_cls: 2.4112, loss: 2.4112, grad_norm: 1.1457, top1_acc/aux0: 0.4253, top5_acc/aux0: 0.7122, loss_cls/aux0: 2.3951, loss/aux0: 2.3951, top1_acc/aux1: 0.4549, top5_acc/aux1: 0.7240, loss_cls/aux1: 2.2514, loss/aux1: 2.2514, top1_acc/aux2: 0.3781, top5_acc/aux2: 0.6493, loss_cls/aux2: 2.6363, loss/aux2: 2.6363 2020-10-25 15:55:33,211 - mmaction - INFO - Epoch [68][60/264] lr: 3.781e-01, eta: 12:57:55, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4142, top5_acc: 0.6804, loss_cls: 2.4768, loss: 2.4768, grad_norm: 1.1593, top1_acc/aux0: 0.4194, top5_acc/aux0: 0.7049, loss_cls/aux0: 2.4142, loss/aux0: 2.4142, top1_acc/aux1: 0.4634, top5_acc/aux1: 0.7321, loss_cls/aux1: 2.2025, loss/aux1: 2.2025, top1_acc/aux2: 0.3825, top5_acc/aux2: 0.6580, loss_cls/aux2: 2.6042, loss/aux2: 2.6042 2020-10-25 15:56:20,721 - mmaction - INFO - Epoch [68][80/264] lr: 3.781e-01, eta: 12:57:36, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4111, top5_acc: 0.6785, loss_cls: 2.4902, loss: 2.4902, grad_norm: 1.1393, top1_acc/aux0: 0.4193, top5_acc/aux0: 0.7003, loss_cls/aux0: 2.4104, loss/aux0: 2.4104, top1_acc/aux1: 0.4597, top5_acc/aux1: 0.7340, loss_cls/aux1: 2.2178, loss/aux1: 2.2178, top1_acc/aux2: 0.3825, top5_acc/aux2: 0.6505, loss_cls/aux2: 2.6165, loss/aux2: 2.6165 2020-10-25 15:57:08,397 - mmaction - INFO - Epoch [68][100/264] lr: 3.781e-01, eta: 12:57:18, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4184, top5_acc: 0.6799, loss_cls: 2.4385, loss: 2.4385, grad_norm: 1.1617, top1_acc/aux0: 0.4236, top5_acc/aux0: 0.6988, loss_cls/aux0: 2.4072, loss/aux0: 2.4072, top1_acc/aux1: 0.4484, top5_acc/aux1: 0.7274, loss_cls/aux1: 2.2495, loss/aux1: 2.2495, top1_acc/aux2: 0.3839, top5_acc/aux2: 0.6568, loss_cls/aux2: 2.6023, loss/aux2: 2.6023 2020-10-25 15:57:55,739 - mmaction - INFO - Epoch [68][120/264] lr: 3.781e-01, eta: 12:57:00, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4115, top5_acc: 0.6764, loss_cls: 2.4537, loss: 2.4537, grad_norm: 1.1505, top1_acc/aux0: 0.4250, top5_acc/aux0: 0.6981, loss_cls/aux0: 2.4162, loss/aux0: 2.4162, top1_acc/aux1: 0.4563, top5_acc/aux1: 0.7257, loss_cls/aux1: 2.2452, loss/aux1: 2.2452, top1_acc/aux2: 0.3858, top5_acc/aux2: 0.6625, loss_cls/aux2: 2.5857, loss/aux2: 2.5857 2020-10-25 15:58:43,112 - mmaction - INFO - Epoch [68][140/264] lr: 3.781e-01, eta: 12:56:42, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6760, loss_cls: 2.4623, loss: 2.4623, grad_norm: 1.1413, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7101, loss_cls/aux0: 2.3535, loss/aux0: 2.3535, top1_acc/aux1: 0.4547, top5_acc/aux1: 0.7210, loss_cls/aux1: 2.2768, loss/aux1: 2.2768, top1_acc/aux2: 0.3905, top5_acc/aux2: 0.6590, loss_cls/aux2: 2.5980, loss/aux2: 2.5980 2020-10-25 15:59:30,351 - mmaction - INFO - Epoch [68][160/264] lr: 3.781e-01, eta: 12:56:23, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6778, loss_cls: 2.4829, loss: 2.4829, grad_norm: 1.1255, top1_acc/aux0: 0.4415, top5_acc/aux0: 0.7132, loss_cls/aux0: 2.3502, loss/aux0: 2.3502, top1_acc/aux1: 0.4498, top5_acc/aux1: 0.7253, loss_cls/aux1: 2.2520, loss/aux1: 2.2520, top1_acc/aux2: 0.3884, top5_acc/aux2: 0.6585, loss_cls/aux2: 2.5858, loss/aux2: 2.5858 2020-10-25 16:00:18,922 - mmaction - INFO - Epoch [68][180/264] lr: 3.781e-01, eta: 12:56:08, time: 0.991, data_time: 0.000, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6806, loss_cls: 2.4467, loss: 2.4467, grad_norm: 1.1430, top1_acc/aux0: 0.4377, top5_acc/aux0: 0.7135, loss_cls/aux0: 2.3532, loss/aux0: 2.3532, top1_acc/aux1: 0.4519, top5_acc/aux1: 0.7288, loss_cls/aux1: 2.2151, loss/aux1: 2.2151, top1_acc/aux2: 0.3873, top5_acc/aux2: 0.6622, loss_cls/aux2: 2.5559, loss/aux2: 2.5559 2020-10-25 16:01:06,316 - mmaction - INFO - Epoch [68][200/264] lr: 3.781e-01, eta: 12:55:50, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6780, loss_cls: 2.4461, loss: 2.4461, grad_norm: 1.1316, top1_acc/aux0: 0.4434, top5_acc/aux0: 0.7139, loss_cls/aux0: 2.3372, loss/aux0: 2.3372, top1_acc/aux1: 0.4550, top5_acc/aux1: 0.7234, loss_cls/aux1: 2.2383, loss/aux1: 2.2383, top1_acc/aux2: 0.3875, top5_acc/aux2: 0.6670, loss_cls/aux2: 2.5433, loss/aux2: 2.5433 2020-10-25 16:01:53,792 - mmaction - INFO - Epoch [68][220/264] lr: 3.781e-01, eta: 12:55:32, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4210, top5_acc: 0.6870, loss_cls: 2.4321, loss: 2.4321, grad_norm: 1.1200, top1_acc/aux0: 0.4413, top5_acc/aux0: 0.7057, loss_cls/aux0: 2.3662, loss/aux0: 2.3662, top1_acc/aux1: 0.4545, top5_acc/aux1: 0.7196, loss_cls/aux1: 2.2645, loss/aux1: 2.2645, top1_acc/aux2: 0.3811, top5_acc/aux2: 0.6613, loss_cls/aux2: 2.5846, loss/aux2: 2.5846 2020-10-25 16:02:41,082 - mmaction - INFO - Epoch [68][240/264] lr: 3.781e-01, eta: 12:55:14, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4082, top5_acc: 0.6698, loss_cls: 2.4811, loss: 2.4811, grad_norm: 1.1536, top1_acc/aux0: 0.4321, top5_acc/aux0: 0.6969, loss_cls/aux0: 2.3809, loss/aux0: 2.3809, top1_acc/aux1: 0.4564, top5_acc/aux1: 0.7323, loss_cls/aux1: 2.2354, loss/aux1: 2.2354, top1_acc/aux2: 0.3845, top5_acc/aux2: 0.6563, loss_cls/aux2: 2.6014, loss/aux2: 2.6014 2020-10-25 16:03:28,487 - mmaction - INFO - Epoch [68][260/264] lr: 3.781e-01, eta: 12:54:56, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4092, top5_acc: 0.6771, loss_cls: 2.4715, loss: 2.4715, grad_norm: 1.1488, top1_acc/aux0: 0.4241, top5_acc/aux0: 0.6983, loss_cls/aux0: 2.3927, loss/aux0: 2.3927, top1_acc/aux1: 0.4568, top5_acc/aux1: 0.7441, loss_cls/aux1: 2.2072, loss/aux1: 2.2072, top1_acc/aux2: 0.3861, top5_acc/aux2: 0.6587, loss_cls/aux2: 2.5818, loss/aux2: 2.5818 2020-10-25 16:07:36,855 - mmaction - INFO - Epoch [69][20/264] lr: 3.761e-01, eta: 12:54:23, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4205, top5_acc: 0.6970, loss_cls: 2.3981, loss: 2.3981, grad_norm: 1.1603, top1_acc/aux0: 0.4483, top5_acc/aux0: 0.7191, loss_cls/aux0: 2.2773, loss/aux0: 2.2773, top1_acc/aux1: 0.4708, top5_acc/aux1: 0.7476, loss_cls/aux1: 2.1699, loss/aux1: 2.1699, top1_acc/aux2: 0.3854, top5_acc/aux2: 0.6458, loss_cls/aux2: 2.6241, loss/aux2: 2.6241 2020-10-25 16:08:23,836 - mmaction - INFO - Epoch [69][40/264] lr: 3.761e-01, eta: 12:54:05, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6814, loss_cls: 2.4637, loss: 2.4637, grad_norm: 1.1472, top1_acc/aux0: 0.4481, top5_acc/aux0: 0.7168, loss_cls/aux0: 2.3009, loss/aux0: 2.3009, top1_acc/aux1: 0.4608, top5_acc/aux1: 0.7405, loss_cls/aux1: 2.1910, loss/aux1: 2.1910, top1_acc/aux2: 0.3788, top5_acc/aux2: 0.6516, loss_cls/aux2: 2.6207, loss/aux2: 2.6207 2020-10-25 16:09:10,948 - mmaction - INFO - Epoch [69][60/264] lr: 3.761e-01, eta: 12:53:47, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4155, top5_acc: 0.6884, loss_cls: 2.4503, loss: 2.4503, grad_norm: 1.1438, top1_acc/aux0: 0.4401, top5_acc/aux0: 0.7035, loss_cls/aux0: 2.3720, loss/aux0: 2.3720, top1_acc/aux1: 0.4608, top5_acc/aux1: 0.7328, loss_cls/aux1: 2.1979, loss/aux1: 2.1979, top1_acc/aux2: 0.3776, top5_acc/aux2: 0.6535, loss_cls/aux2: 2.6171, loss/aux2: 2.6171 2020-10-25 16:09:58,521 - mmaction - INFO - Epoch [69][80/264] lr: 3.761e-01, eta: 12:53:29, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4302, top5_acc: 0.6891, loss_cls: 2.4140, loss: 2.4140, grad_norm: 1.1499, top1_acc/aux0: 0.4337, top5_acc/aux0: 0.7056, loss_cls/aux0: 2.3962, loss/aux0: 2.3962, top1_acc/aux1: 0.4656, top5_acc/aux1: 0.7358, loss_cls/aux1: 2.1919, loss/aux1: 2.1919, top1_acc/aux2: 0.3835, top5_acc/aux2: 0.6536, loss_cls/aux2: 2.6037, loss/aux2: 2.6037 2020-10-25 16:10:45,802 - mmaction - INFO - Epoch [69][100/264] lr: 3.761e-01, eta: 12:53:10, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4165, top5_acc: 0.6852, loss_cls: 2.4308, loss: 2.4308, grad_norm: 1.1314, top1_acc/aux0: 0.4288, top5_acc/aux0: 0.7099, loss_cls/aux0: 2.3929, loss/aux0: 2.3929, top1_acc/aux1: 0.4538, top5_acc/aux1: 0.7323, loss_cls/aux1: 2.2309, loss/aux1: 2.2309, top1_acc/aux2: 0.3814, top5_acc/aux2: 0.6608, loss_cls/aux2: 2.5895, loss/aux2: 2.5895 2020-10-25 16:11:33,328 - mmaction - INFO - Epoch [69][120/264] lr: 3.761e-01, eta: 12:52:52, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4222, top5_acc: 0.6797, loss_cls: 2.4434, loss: 2.4434, grad_norm: 1.1568, top1_acc/aux0: 0.4318, top5_acc/aux0: 0.7075, loss_cls/aux0: 2.3600, loss/aux0: 2.3600, top1_acc/aux1: 0.4538, top5_acc/aux1: 0.7257, loss_cls/aux1: 2.2602, loss/aux1: 2.2602, top1_acc/aux2: 0.3849, top5_acc/aux2: 0.6615, loss_cls/aux2: 2.5709, loss/aux2: 2.5709 2020-10-25 16:12:20,628 - mmaction - INFO - Epoch [69][140/264] lr: 3.761e-01, eta: 12:52:34, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6575, loss_cls: 2.5822, loss: 2.5822, grad_norm: 1.1472, top1_acc/aux0: 0.4278, top5_acc/aux0: 0.7040, loss_cls/aux0: 2.3986, loss/aux0: 2.3986, top1_acc/aux1: 0.4545, top5_acc/aux1: 0.7219, loss_cls/aux1: 2.2706, loss/aux1: 2.2706, top1_acc/aux2: 0.3797, top5_acc/aux2: 0.6503, loss_cls/aux2: 2.5920, loss/aux2: 2.5920 2020-10-25 16:13:08,012 - mmaction - INFO - Epoch [69][160/264] lr: 3.761e-01, eta: 12:52:15, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4113, top5_acc: 0.6747, loss_cls: 2.4716, loss: 2.4716, grad_norm: 1.1542, top1_acc/aux0: 0.4262, top5_acc/aux0: 0.6983, loss_cls/aux0: 2.4330, loss/aux0: 2.4330, top1_acc/aux1: 0.4509, top5_acc/aux1: 0.7236, loss_cls/aux1: 2.2490, loss/aux1: 2.2490, top1_acc/aux2: 0.3764, top5_acc/aux2: 0.6538, loss_cls/aux2: 2.5926, loss/aux2: 2.5926 2020-10-25 16:13:55,743 - mmaction - INFO - Epoch [69][180/264] lr: 3.761e-01, eta: 12:51:58, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4092, top5_acc: 0.6766, loss_cls: 2.4818, loss: 2.4818, grad_norm: 1.1378, top1_acc/aux0: 0.4255, top5_acc/aux0: 0.6960, loss_cls/aux0: 2.4195, loss/aux0: 2.4195, top1_acc/aux1: 0.4589, top5_acc/aux1: 0.7332, loss_cls/aux1: 2.2144, loss/aux1: 2.2144, top1_acc/aux2: 0.3849, top5_acc/aux2: 0.6582, loss_cls/aux2: 2.5746, loss/aux2: 2.5746 2020-10-25 16:14:43,227 - mmaction - INFO - Epoch [69][200/264] lr: 3.761e-01, eta: 12:51:40, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4035, top5_acc: 0.6684, loss_cls: 2.5077, loss: 2.5077, grad_norm: 1.1235, top1_acc/aux0: 0.4222, top5_acc/aux0: 0.6932, loss_cls/aux0: 2.4454, loss/aux0: 2.4454, top1_acc/aux1: 0.4608, top5_acc/aux1: 0.7377, loss_cls/aux1: 2.2222, loss/aux1: 2.2222, top1_acc/aux2: 0.3913, top5_acc/aux2: 0.6561, loss_cls/aux2: 2.5559, loss/aux2: 2.5559 2020-10-25 16:15:30,504 - mmaction - INFO - Epoch [69][220/264] lr: 3.761e-01, eta: 12:51:21, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4095, top5_acc: 0.6785, loss_cls: 2.4728, loss: 2.4728, grad_norm: 1.1512, top1_acc/aux0: 0.4332, top5_acc/aux0: 0.7050, loss_cls/aux0: 2.4004, loss/aux0: 2.4004, top1_acc/aux1: 0.4549, top5_acc/aux1: 0.7378, loss_cls/aux1: 2.2255, loss/aux1: 2.2255, top1_acc/aux2: 0.3970, top5_acc/aux2: 0.6599, loss_cls/aux2: 2.5384, loss/aux2: 2.5384 2020-10-25 16:16:18,073 - mmaction - INFO - Epoch [69][240/264] lr: 3.761e-01, eta: 12:51:03, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4137, top5_acc: 0.6773, loss_cls: 2.4898, loss: 2.4898, grad_norm: 1.1249, top1_acc/aux0: 0.4326, top5_acc/aux0: 0.7045, loss_cls/aux0: 2.3800, loss/aux0: 2.3800, top1_acc/aux1: 0.4589, top5_acc/aux1: 0.7325, loss_cls/aux1: 2.2128, loss/aux1: 2.2128, top1_acc/aux2: 0.3932, top5_acc/aux2: 0.6580, loss_cls/aux2: 2.5623, loss/aux2: 2.5623 2020-10-25 16:17:05,516 - mmaction - INFO - Epoch [69][260/264] lr: 3.761e-01, eta: 12:50:44, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4155, top5_acc: 0.6780, loss_cls: 2.4696, loss: 2.4696, grad_norm: 1.1283, top1_acc/aux0: 0.4333, top5_acc/aux0: 0.7024, loss_cls/aux0: 2.3761, loss/aux0: 2.3761, top1_acc/aux1: 0.4634, top5_acc/aux1: 0.7260, loss_cls/aux1: 2.2354, loss/aux1: 2.2354, top1_acc/aux2: 0.3799, top5_acc/aux2: 0.6484, loss_cls/aux2: 2.6067, loss/aux2: 2.6067 2020-10-25 16:20:36,718 - mmaction - INFO - Epoch [70][20/264] lr: 3.740e-01, eta: 12:50:12, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4231, top5_acc: 0.6910, loss_cls: 2.4152, loss: 2.4152, grad_norm: 1.1343, top1_acc/aux0: 0.4323, top5_acc/aux0: 0.6958, loss_cls/aux0: 2.3916, loss/aux0: 2.3916, top1_acc/aux1: 0.4632, top5_acc/aux1: 0.7247, loss_cls/aux1: 2.2464, loss/aux1: 2.2464, top1_acc/aux2: 0.3802, top5_acc/aux2: 0.6597, loss_cls/aux2: 2.5665, loss/aux2: 2.5665 2020-10-25 16:21:23,988 - mmaction - INFO - Epoch [70][40/264] lr: 3.740e-01, eta: 12:49:54, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6892, loss_cls: 2.4364, loss: 2.4364, grad_norm: 1.1349, top1_acc/aux0: 0.4358, top5_acc/aux0: 0.7049, loss_cls/aux0: 2.3478, loss/aux0: 2.3478, top1_acc/aux1: 0.4616, top5_acc/aux1: 0.7292, loss_cls/aux1: 2.2328, loss/aux1: 2.2328, top1_acc/aux2: 0.3795, top5_acc/aux2: 0.6531, loss_cls/aux2: 2.5830, loss/aux2: 2.5830 2020-10-25 16:22:11,486 - mmaction - INFO - Epoch [70][60/264] lr: 3.740e-01, eta: 12:49:36, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6759, loss_cls: 2.4777, loss: 2.4777, grad_norm: 1.1181, top1_acc/aux0: 0.4266, top5_acc/aux0: 0.7047, loss_cls/aux0: 2.3564, loss/aux0: 2.3564, top1_acc/aux1: 0.4564, top5_acc/aux1: 0.7267, loss_cls/aux1: 2.2491, loss/aux1: 2.2491, top1_acc/aux2: 0.3852, top5_acc/aux2: 0.6512, loss_cls/aux2: 2.5857, loss/aux2: 2.5857 2020-10-25 16:22:58,700 - mmaction - INFO - Epoch [70][80/264] lr: 3.740e-01, eta: 12:49:17, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.4233, top5_acc: 0.6828, loss_cls: 2.4266, loss: 2.4266, grad_norm: 1.1508, top1_acc/aux0: 0.4304, top5_acc/aux0: 0.7040, loss_cls/aux0: 2.3773, loss/aux0: 2.3773, top1_acc/aux1: 0.4514, top5_acc/aux1: 0.7201, loss_cls/aux1: 2.2803, loss/aux1: 2.2803, top1_acc/aux2: 0.3877, top5_acc/aux2: 0.6642, loss_cls/aux2: 2.5542, loss/aux2: 2.5542 2020-10-25 16:23:46,396 - mmaction - INFO - Epoch [70][100/264] lr: 3.740e-01, eta: 12:49:00, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4210, top5_acc: 0.6925, loss_cls: 2.4071, loss: 2.4071, grad_norm: 1.1740, top1_acc/aux0: 0.4462, top5_acc/aux0: 0.7090, loss_cls/aux0: 2.3630, loss/aux0: 2.3630, top1_acc/aux1: 0.4540, top5_acc/aux1: 0.7300, loss_cls/aux1: 2.2601, loss/aux1: 2.2601, top1_acc/aux2: 0.3922, top5_acc/aux2: 0.6686, loss_cls/aux2: 2.5416, loss/aux2: 2.5416 2020-10-25 16:24:33,807 - mmaction - INFO - Epoch [70][120/264] lr: 3.740e-01, eta: 12:48:42, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4087, top5_acc: 0.6780, loss_cls: 2.4718, loss: 2.4718, grad_norm: 1.1572, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7148, loss_cls/aux0: 2.3476, loss/aux0: 2.3476, top1_acc/aux1: 0.4615, top5_acc/aux1: 0.7344, loss_cls/aux1: 2.2215, loss/aux1: 2.2215, top1_acc/aux2: 0.3906, top5_acc/aux2: 0.6592, loss_cls/aux2: 2.5636, loss/aux2: 2.5636 2020-10-25 16:25:21,407 - mmaction - INFO - Epoch [70][140/264] lr: 3.740e-01, eta: 12:48:24, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4111, top5_acc: 0.6825, loss_cls: 2.4572, loss: 2.4572, grad_norm: 1.1651, top1_acc/aux0: 0.4488, top5_acc/aux0: 0.7158, loss_cls/aux0: 2.3319, loss/aux0: 2.3319, top1_acc/aux1: 0.4628, top5_acc/aux1: 0.7260, loss_cls/aux1: 2.2260, loss/aux1: 2.2260, top1_acc/aux2: 0.3830, top5_acc/aux2: 0.6554, loss_cls/aux2: 2.5720, loss/aux2: 2.5720 2020-10-25 16:26:08,875 - mmaction - INFO - Epoch [70][160/264] lr: 3.740e-01, eta: 12:48:06, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4222, top5_acc: 0.6852, loss_cls: 2.4661, loss: 2.4661, grad_norm: 1.1379, top1_acc/aux0: 0.4373, top5_acc/aux0: 0.7040, loss_cls/aux0: 2.3769, loss/aux0: 2.3769, top1_acc/aux1: 0.4547, top5_acc/aux1: 0.7266, loss_cls/aux1: 2.2566, loss/aux1: 2.2566, top1_acc/aux2: 0.3722, top5_acc/aux2: 0.6472, loss_cls/aux2: 2.6294, loss/aux2: 2.6294 2020-10-25 16:26:56,258 - mmaction - INFO - Epoch [70][180/264] lr: 3.740e-01, eta: 12:47:47, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6773, loss_cls: 2.4605, loss: 2.4605, grad_norm: 1.1446, top1_acc/aux0: 0.4219, top5_acc/aux0: 0.6998, loss_cls/aux0: 2.4170, loss/aux0: 2.4170, top1_acc/aux1: 0.4542, top5_acc/aux1: 0.7328, loss_cls/aux1: 2.2430, loss/aux1: 2.2430, top1_acc/aux2: 0.3688, top5_acc/aux2: 0.6438, loss_cls/aux2: 2.6540, loss/aux2: 2.6540 2020-10-25 16:27:43,928 - mmaction - INFO - Epoch [70][200/264] lr: 3.740e-01, eta: 12:47:29, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4257, top5_acc: 0.6847, loss_cls: 2.4364, loss: 2.4364, grad_norm: 1.1365, top1_acc/aux0: 0.4267, top5_acc/aux0: 0.7026, loss_cls/aux0: 2.4037, loss/aux0: 2.4037, top1_acc/aux1: 0.4573, top5_acc/aux1: 0.7316, loss_cls/aux1: 2.2298, loss/aux1: 2.2298, top1_acc/aux2: 0.3851, top5_acc/aux2: 0.6531, loss_cls/aux2: 2.6137, loss/aux2: 2.6137 2020-10-25 16:28:31,402 - mmaction - INFO - Epoch [70][220/264] lr: 3.740e-01, eta: 12:47:11, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6840, loss_cls: 2.4885, loss: 2.4885, grad_norm: 1.1468, top1_acc/aux0: 0.4276, top5_acc/aux0: 0.7061, loss_cls/aux0: 2.3931, loss/aux0: 2.3931, top1_acc/aux1: 0.4540, top5_acc/aux1: 0.7229, loss_cls/aux1: 2.2498, loss/aux1: 2.2498, top1_acc/aux2: 0.3847, top5_acc/aux2: 0.6443, loss_cls/aux2: 2.6488, loss/aux2: 2.6488 2020-10-25 16:29:18,884 - mmaction - INFO - Epoch [70][240/264] lr: 3.740e-01, eta: 12:46:52, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6766, loss_cls: 2.4859, loss: 2.4859, grad_norm: 1.1136, top1_acc/aux0: 0.4227, top5_acc/aux0: 0.7087, loss_cls/aux0: 2.3949, loss/aux0: 2.3949, top1_acc/aux1: 0.4526, top5_acc/aux1: 0.7233, loss_cls/aux1: 2.2448, loss/aux1: 2.2448, top1_acc/aux2: 0.3818, top5_acc/aux2: 0.6418, loss_cls/aux2: 2.6450, loss/aux2: 2.6450 2020-10-25 16:30:06,187 - mmaction - INFO - Epoch [70][260/264] lr: 3.740e-01, eta: 12:46:34, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6859, loss_cls: 2.4345, loss: 2.4345, grad_norm: 1.1480, top1_acc/aux0: 0.4307, top5_acc/aux0: 0.7085, loss_cls/aux0: 2.3882, loss/aux0: 2.3882, top1_acc/aux1: 0.4622, top5_acc/aux1: 0.7347, loss_cls/aux1: 2.2022, loss/aux1: 2.2022, top1_acc/aux2: 0.3927, top5_acc/aux2: 0.6550, loss_cls/aux2: 2.5881, loss/aux2: 2.5881 2020-10-25 16:34:14,794 - mmaction - INFO - Epoch [71][20/264] lr: 3.720e-01, eta: 12:46:01, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4170, top5_acc: 0.6783, loss_cls: 2.4539, loss: 2.4539, grad_norm: 1.1207, top1_acc/aux0: 0.4278, top5_acc/aux0: 0.7052, loss_cls/aux0: 2.4112, loss/aux0: 2.4112, top1_acc/aux1: 0.4712, top5_acc/aux1: 0.7427, loss_cls/aux1: 2.1462, loss/aux1: 2.1462, top1_acc/aux2: 0.3899, top5_acc/aux2: 0.6587, loss_cls/aux2: 2.5586, loss/aux2: 2.5586 2020-10-25 16:35:02,112 - mmaction - INFO - Epoch [71][40/264] lr: 3.720e-01, eta: 12:45:43, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4167, top5_acc: 0.6792, loss_cls: 2.4534, loss: 2.4534, grad_norm: 1.1513, top1_acc/aux0: 0.4358, top5_acc/aux0: 0.7075, loss_cls/aux0: 2.3659, loss/aux0: 2.3659, top1_acc/aux1: 0.4700, top5_acc/aux1: 0.7354, loss_cls/aux1: 2.1932, loss/aux1: 2.1932, top1_acc/aux2: 0.3828, top5_acc/aux2: 0.6509, loss_cls/aux2: 2.5983, loss/aux2: 2.5983 2020-10-25 16:35:49,527 - mmaction - INFO - Epoch [71][60/264] lr: 3.720e-01, eta: 12:45:26, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.4116, top5_acc: 0.6870, loss_cls: 2.4094, loss: 2.4094, grad_norm: 1.1658, top1_acc/aux0: 0.4460, top5_acc/aux0: 0.7137, loss_cls/aux0: 2.3192, loss/aux0: 2.3192, top1_acc/aux1: 0.4642, top5_acc/aux1: 0.7283, loss_cls/aux1: 2.2349, loss/aux1: 2.2349, top1_acc/aux2: 0.3818, top5_acc/aux2: 0.6503, loss_cls/aux2: 2.6041, loss/aux2: 2.6041 2020-10-25 16:36:36,855 - mmaction - INFO - Epoch [71][80/264] lr: 3.720e-01, eta: 12:45:07, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4274, top5_acc: 0.6889, loss_cls: 2.4147, loss: 2.4147, grad_norm: 1.1597, top1_acc/aux0: 0.4358, top5_acc/aux0: 0.7097, loss_cls/aux0: 2.3625, loss/aux0: 2.3625, top1_acc/aux1: 0.4526, top5_acc/aux1: 0.7271, loss_cls/aux1: 2.2523, loss/aux1: 2.2523, top1_acc/aux2: 0.3861, top5_acc/aux2: 0.6611, loss_cls/aux2: 2.5682, loss/aux2: 2.5682 2020-10-25 16:37:24,198 - mmaction - INFO - Epoch [71][100/264] lr: 3.720e-01, eta: 12:44:49, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4241, top5_acc: 0.6823, loss_cls: 2.4346, loss: 2.4346, grad_norm: 1.1272, top1_acc/aux0: 0.4366, top5_acc/aux0: 0.7073, loss_cls/aux0: 2.3735, loss/aux0: 2.3735, top1_acc/aux1: 0.4509, top5_acc/aux1: 0.7307, loss_cls/aux1: 2.2208, loss/aux1: 2.2208, top1_acc/aux2: 0.3892, top5_acc/aux2: 0.6641, loss_cls/aux2: 2.5572, loss/aux2: 2.5572 2020-10-25 16:38:11,494 - mmaction - INFO - Epoch [71][120/264] lr: 3.720e-01, eta: 12:44:31, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4214, top5_acc: 0.6969, loss_cls: 2.4033, loss: 2.4033, grad_norm: 1.1816, top1_acc/aux0: 0.4432, top5_acc/aux0: 0.7106, loss_cls/aux0: 2.3470, loss/aux0: 2.3470, top1_acc/aux1: 0.4599, top5_acc/aux1: 0.7344, loss_cls/aux1: 2.1927, loss/aux1: 2.1927, top1_acc/aux2: 0.3899, top5_acc/aux2: 0.6597, loss_cls/aux2: 2.5693, loss/aux2: 2.5693 2020-10-25 16:38:58,942 - mmaction - INFO - Epoch [71][140/264] lr: 3.720e-01, eta: 12:44:13, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.4227, top5_acc: 0.6802, loss_cls: 2.4508, loss: 2.4508, grad_norm: 1.1450, top1_acc/aux0: 0.4358, top5_acc/aux0: 0.7108, loss_cls/aux0: 2.3449, loss/aux0: 2.3449, top1_acc/aux1: 0.4632, top5_acc/aux1: 0.7316, loss_cls/aux1: 2.2146, loss/aux1: 2.2146, top1_acc/aux2: 0.3892, top5_acc/aux2: 0.6568, loss_cls/aux2: 2.5813, loss/aux2: 2.5813 2020-10-25 16:39:46,474 - mmaction - INFO - Epoch [71][160/264] lr: 3.720e-01, eta: 12:43:56, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.4227, top5_acc: 0.6776, loss_cls: 2.4638, loss: 2.4638, grad_norm: 1.1445, top1_acc/aux0: 0.4286, top5_acc/aux0: 0.7043, loss_cls/aux0: 2.3796, loss/aux0: 2.3796, top1_acc/aux1: 0.4604, top5_acc/aux1: 0.7366, loss_cls/aux1: 2.2180, loss/aux1: 2.2180, top1_acc/aux2: 0.3891, top5_acc/aux2: 0.6568, loss_cls/aux2: 2.5949, loss/aux2: 2.5949 2020-10-25 16:40:34,255 - mmaction - INFO - Epoch [71][180/264] lr: 3.720e-01, eta: 12:43:38, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4243, top5_acc: 0.6915, loss_cls: 2.4033, loss: 2.4033, grad_norm: 1.1452, top1_acc/aux0: 0.4280, top5_acc/aux0: 0.6962, loss_cls/aux0: 2.4045, loss/aux0: 2.4045, top1_acc/aux1: 0.4582, top5_acc/aux1: 0.7410, loss_cls/aux1: 2.2150, loss/aux1: 2.2150, top1_acc/aux2: 0.3840, top5_acc/aux2: 0.6510, loss_cls/aux2: 2.6244, loss/aux2: 2.6244 2020-10-25 16:41:21,658 - mmaction - INFO - Epoch [71][200/264] lr: 3.720e-01, eta: 12:43:19, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4137, top5_acc: 0.6774, loss_cls: 2.4703, loss: 2.4703, grad_norm: 1.1359, top1_acc/aux0: 0.4431, top5_acc/aux0: 0.6995, loss_cls/aux0: 2.3726, loss/aux0: 2.3726, top1_acc/aux1: 0.4592, top5_acc/aux1: 0.7391, loss_cls/aux1: 2.2026, loss/aux1: 2.2026, top1_acc/aux2: 0.3826, top5_acc/aux2: 0.6497, loss_cls/aux2: 2.6242, loss/aux2: 2.6242 2020-10-25 16:42:09,126 - mmaction - INFO - Epoch [71][220/264] lr: 3.720e-01, eta: 12:43:01, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4101, top5_acc: 0.6785, loss_cls: 2.4611, loss: 2.4611, grad_norm: 1.1617, top1_acc/aux0: 0.4358, top5_acc/aux0: 0.6997, loss_cls/aux0: 2.3817, loss/aux0: 2.3817, top1_acc/aux1: 0.4616, top5_acc/aux1: 0.7328, loss_cls/aux1: 2.2072, loss/aux1: 2.2072, top1_acc/aux2: 0.3826, top5_acc/aux2: 0.6523, loss_cls/aux2: 2.6117, loss/aux2: 2.6117 2020-10-25 16:42:56,859 - mmaction - INFO - Epoch [71][240/264] lr: 3.720e-01, eta: 12:42:43, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6748, loss_cls: 2.4986, loss: 2.4986, grad_norm: 1.1635, top1_acc/aux0: 0.4227, top5_acc/aux0: 0.7087, loss_cls/aux0: 2.3800, loss/aux0: 2.3800, top1_acc/aux1: 0.4587, top5_acc/aux1: 0.7274, loss_cls/aux1: 2.2363, loss/aux1: 2.2363, top1_acc/aux2: 0.3875, top5_acc/aux2: 0.6543, loss_cls/aux2: 2.5844, loss/aux2: 2.5844 2020-10-25 16:43:44,340 - mmaction - INFO - Epoch [71][260/264] lr: 3.720e-01, eta: 12:42:25, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4167, top5_acc: 0.6773, loss_cls: 2.4792, loss: 2.4792, grad_norm: 1.1344, top1_acc/aux0: 0.4231, top5_acc/aux0: 0.7156, loss_cls/aux0: 2.3546, loss/aux0: 2.3546, top1_acc/aux1: 0.4571, top5_acc/aux1: 0.7311, loss_cls/aux1: 2.2299, loss/aux1: 2.2299, top1_acc/aux2: 0.3979, top5_acc/aux2: 0.6550, loss_cls/aux2: 2.5503, loss/aux2: 2.5503 2020-10-25 16:47:35,183 - mmaction - INFO - Epoch [72][20/264] lr: 3.699e-01, eta: 12:41:53, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6875, loss_cls: 2.4395, loss: 2.4395, grad_norm: 1.1229, top1_acc/aux0: 0.4385, top5_acc/aux0: 0.7149, loss_cls/aux0: 2.3445, loss/aux0: 2.3445, top1_acc/aux1: 0.4660, top5_acc/aux1: 0.7354, loss_cls/aux1: 2.2244, loss/aux1: 2.2244, top1_acc/aux2: 0.3781, top5_acc/aux2: 0.6448, loss_cls/aux2: 2.6242, loss/aux2: 2.6242 2020-10-25 16:48:22,377 - mmaction - INFO - Epoch [72][40/264] lr: 3.699e-01, eta: 12:41:34, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6906, loss_cls: 2.4312, loss: 2.4312, grad_norm: 1.1382, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.7144, loss_cls/aux0: 2.3383, loss/aux0: 2.3383, top1_acc/aux1: 0.4693, top5_acc/aux1: 0.7358, loss_cls/aux1: 2.2106, loss/aux1: 2.2106, top1_acc/aux2: 0.3811, top5_acc/aux2: 0.6483, loss_cls/aux2: 2.6025, loss/aux2: 2.6025 2020-10-25 16:49:09,913 - mmaction - INFO - Epoch [72][60/264] lr: 3.699e-01, eta: 12:41:16, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4142, top5_acc: 0.6875, loss_cls: 2.4503, loss: 2.4503, grad_norm: 1.1489, top1_acc/aux0: 0.4436, top5_acc/aux0: 0.7137, loss_cls/aux0: 2.3272, loss/aux0: 2.3272, top1_acc/aux1: 0.4660, top5_acc/aux1: 0.7368, loss_cls/aux1: 2.1898, loss/aux1: 2.1898, top1_acc/aux2: 0.3826, top5_acc/aux2: 0.6556, loss_cls/aux2: 2.5785, loss/aux2: 2.5785 2020-10-25 16:49:57,219 - mmaction - INFO - Epoch [72][80/264] lr: 3.699e-01, eta: 12:40:58, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4188, top5_acc: 0.6845, loss_cls: 2.4283, loss: 2.4283, grad_norm: 1.1737, top1_acc/aux0: 0.4340, top5_acc/aux0: 0.7061, loss_cls/aux0: 2.3606, loss/aux0: 2.3606, top1_acc/aux1: 0.4566, top5_acc/aux1: 0.7328, loss_cls/aux1: 2.2075, loss/aux1: 2.2075, top1_acc/aux2: 0.3774, top5_acc/aux2: 0.6615, loss_cls/aux2: 2.5967, loss/aux2: 2.5967 2020-10-25 16:50:44,697 - mmaction - INFO - Epoch [72][100/264] lr: 3.699e-01, eta: 12:40:40, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4231, top5_acc: 0.6795, loss_cls: 2.4428, loss: 2.4428, grad_norm: 1.1643, top1_acc/aux0: 0.4227, top5_acc/aux0: 0.6941, loss_cls/aux0: 2.4218, loss/aux0: 2.4218, top1_acc/aux1: 0.4561, top5_acc/aux1: 0.7299, loss_cls/aux1: 2.2212, loss/aux1: 2.2212, top1_acc/aux2: 0.3814, top5_acc/aux2: 0.6566, loss_cls/aux2: 2.5945, loss/aux2: 2.5945 2020-10-25 16:51:32,223 - mmaction - INFO - Epoch [72][120/264] lr: 3.699e-01, eta: 12:40:22, time: 0.962, data_time: 0.000, memory: 8466, top1_acc: 0.4179, top5_acc: 0.6891, loss_cls: 2.4343, loss: 2.4343, grad_norm: 1.1387, top1_acc/aux0: 0.4274, top5_acc/aux0: 0.7104, loss_cls/aux0: 2.3604, loss/aux0: 2.3604, top1_acc/aux1: 0.4653, top5_acc/aux1: 0.7307, loss_cls/aux1: 2.1950, loss/aux1: 2.1950, top1_acc/aux2: 0.3868, top5_acc/aux2: 0.6484, loss_cls/aux2: 2.5888, loss/aux2: 2.5888 2020-10-25 16:52:19,516 - mmaction - INFO - Epoch [72][140/264] lr: 3.699e-01, eta: 12:40:04, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6741, loss_cls: 2.4657, loss: 2.4657, grad_norm: 1.1539, top1_acc/aux0: 0.4399, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.2744, loss/aux0: 2.2744, top1_acc/aux1: 0.4632, top5_acc/aux1: 0.7307, loss_cls/aux1: 2.2146, loss/aux1: 2.2146, top1_acc/aux2: 0.3837, top5_acc/aux2: 0.6491, loss_cls/aux2: 2.6018, loss/aux2: 2.6018 2020-10-25 16:53:06,669 - mmaction - INFO - Epoch [72][160/264] lr: 3.699e-01, eta: 12:39:46, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6795, loss_cls: 2.4840, loss: 2.4840, grad_norm: 1.1685, top1_acc/aux0: 0.4432, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.3042, loss/aux0: 2.3042, top1_acc/aux1: 0.4517, top5_acc/aux1: 0.7269, loss_cls/aux1: 2.2573, loss/aux1: 2.2573, top1_acc/aux2: 0.3835, top5_acc/aux2: 0.6550, loss_cls/aux2: 2.5840, loss/aux2: 2.5840 2020-10-25 16:53:54,073 - mmaction - INFO - Epoch [72][180/264] lr: 3.699e-01, eta: 12:39:27, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4260, top5_acc: 0.6823, loss_cls: 2.4437, loss: 2.4437, grad_norm: 1.1529, top1_acc/aux0: 0.4299, top5_acc/aux0: 0.7149, loss_cls/aux0: 2.3611, loss/aux0: 2.3611, top1_acc/aux1: 0.4569, top5_acc/aux1: 0.7280, loss_cls/aux1: 2.2418, loss/aux1: 2.2418, top1_acc/aux2: 0.3898, top5_acc/aux2: 0.6540, loss_cls/aux2: 2.5775, loss/aux2: 2.5775 2020-10-25 16:54:41,764 - mmaction - INFO - Epoch [72][200/264] lr: 3.699e-01, eta: 12:39:10, time: 0.964, data_time: 0.000, memory: 8466, top1_acc: 0.4113, top5_acc: 0.6795, loss_cls: 2.4811, loss: 2.4811, grad_norm: 1.1292, top1_acc/aux0: 0.4248, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3812, loss/aux0: 2.3812, top1_acc/aux1: 0.4658, top5_acc/aux1: 0.7321, loss_cls/aux1: 2.2192, loss/aux1: 2.2192, top1_acc/aux2: 0.3955, top5_acc/aux2: 0.6549, loss_cls/aux2: 2.5625, loss/aux2: 2.5625 2020-10-25 16:55:29,608 - mmaction - INFO - Epoch [72][220/264] lr: 3.699e-01, eta: 12:38:52, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4194, top5_acc: 0.6795, loss_cls: 2.4595, loss: 2.4595, grad_norm: 1.1621, top1_acc/aux0: 0.4323, top5_acc/aux0: 0.7080, loss_cls/aux0: 2.3605, loss/aux0: 2.3605, top1_acc/aux1: 0.4653, top5_acc/aux1: 0.7311, loss_cls/aux1: 2.2269, loss/aux1: 2.2269, top1_acc/aux2: 0.3870, top5_acc/aux2: 0.6533, loss_cls/aux2: 2.5757, loss/aux2: 2.5757 2020-10-25 16:56:17,111 - mmaction - INFO - Epoch [72][240/264] lr: 3.699e-01, eta: 12:38:34, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4179, top5_acc: 0.6819, loss_cls: 2.4481, loss: 2.4481, grad_norm: 1.1567, top1_acc/aux0: 0.4286, top5_acc/aux0: 0.7049, loss_cls/aux0: 2.3725, loss/aux0: 2.3725, top1_acc/aux1: 0.4597, top5_acc/aux1: 0.7337, loss_cls/aux1: 2.2079, loss/aux1: 2.2079, top1_acc/aux2: 0.3743, top5_acc/aux2: 0.6458, loss_cls/aux2: 2.6268, loss/aux2: 2.6268 2020-10-25 16:57:04,616 - mmaction - INFO - Epoch [72][260/264] lr: 3.699e-01, eta: 12:38:16, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4264, top5_acc: 0.6957, loss_cls: 2.3756, loss: 2.3756, grad_norm: 1.1482, top1_acc/aux0: 0.4359, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.3592, loss/aux0: 2.3592, top1_acc/aux1: 0.4550, top5_acc/aux1: 0.7314, loss_cls/aux1: 2.2116, loss/aux1: 2.2116, top1_acc/aux2: 0.3852, top5_acc/aux2: 0.6545, loss_cls/aux2: 2.5828, loss/aux2: 2.5828 2020-10-25 16:57:19,715 - mmaction - INFO - Saving checkpoint at 72 epochs 2020-10-25 16:58:19,774 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-25 16:58:19,908 - mmaction - INFO - top1_acc 0.5033 top5_acc 0.7656 2020-10-25 16:58:19,908 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-25 16:58:19,973 - mmaction - INFO - mean_acc 0.5043 2020-10-25 16:58:19,974 - mmaction - INFO - Now best checkpoint is epoch_72.pth 2020-10-25 16:58:20,284 - mmaction - INFO - Epoch(val) [72][264] top1_acc: 0.5033, top5_acc: 0.7656, mean_class_accuracy: 0.5043 2020-10-25 17:01:52,098 - mmaction - INFO - Epoch [73][20/264] lr: 3.677e-01, eta: 12:37:44, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6927, loss_cls: 2.4076, loss: 2.4076, grad_norm: 1.1550, top1_acc/aux0: 0.4486, top5_acc/aux0: 0.7184, loss_cls/aux0: 2.3302, loss/aux0: 2.3302, top1_acc/aux1: 0.4691, top5_acc/aux1: 0.7354, loss_cls/aux1: 2.2021, loss/aux1: 2.2021, top1_acc/aux2: 0.3958, top5_acc/aux2: 0.6663, loss_cls/aux2: 2.5614, loss/aux2: 2.5614 2020-10-25 17:02:39,479 - mmaction - INFO - Epoch [73][40/264] lr: 3.677e-01, eta: 12:37:26, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4193, top5_acc: 0.6870, loss_cls: 2.4359, loss: 2.4359, grad_norm: 1.1540, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7142, loss_cls/aux0: 2.3315, loss/aux0: 2.3315, top1_acc/aux1: 0.4689, top5_acc/aux1: 0.7316, loss_cls/aux1: 2.1990, loss/aux1: 2.1990, top1_acc/aux2: 0.3877, top5_acc/aux2: 0.6609, loss_cls/aux2: 2.5819, loss/aux2: 2.5819 2020-10-25 17:03:26,833 - mmaction - INFO - Epoch [73][60/264] lr: 3.677e-01, eta: 12:37:08, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4300, top5_acc: 0.6929, loss_cls: 2.3997, loss: 2.3997, grad_norm: 1.1662, top1_acc/aux0: 0.4394, top5_acc/aux0: 0.7120, loss_cls/aux0: 2.3419, loss/aux0: 2.3419, top1_acc/aux1: 0.4670, top5_acc/aux1: 0.7309, loss_cls/aux1: 2.2097, loss/aux1: 2.2097, top1_acc/aux2: 0.3885, top5_acc/aux2: 0.6611, loss_cls/aux2: 2.5874, loss/aux2: 2.5874 2020-10-25 17:04:13,991 - mmaction - INFO - Epoch [73][80/264] lr: 3.677e-01, eta: 12:36:49, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4179, top5_acc: 0.6896, loss_cls: 2.4348, loss: 2.4348, grad_norm: 1.1481, top1_acc/aux0: 0.4422, top5_acc/aux0: 0.7122, loss_cls/aux0: 2.3486, loss/aux0: 2.3486, top1_acc/aux1: 0.4668, top5_acc/aux1: 0.7370, loss_cls/aux1: 2.1963, loss/aux1: 2.1963, top1_acc/aux2: 0.3931, top5_acc/aux2: 0.6615, loss_cls/aux2: 2.5879, loss/aux2: 2.5879 2020-10-25 17:05:01,627 - mmaction - INFO - Epoch [73][100/264] lr: 3.677e-01, eta: 12:36:32, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.4175, top5_acc: 0.6865, loss_cls: 2.4361, loss: 2.4361, grad_norm: 1.1359, top1_acc/aux0: 0.4403, top5_acc/aux0: 0.7090, loss_cls/aux0: 2.3587, loss/aux0: 2.3587, top1_acc/aux1: 0.4594, top5_acc/aux1: 0.7328, loss_cls/aux1: 2.2064, loss/aux1: 2.2064, top1_acc/aux2: 0.3873, top5_acc/aux2: 0.6602, loss_cls/aux2: 2.5878, loss/aux2: 2.5878 2020-10-25 17:05:49,067 - mmaction - INFO - Epoch [73][120/264] lr: 3.677e-01, eta: 12:36:14, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.4155, top5_acc: 0.6854, loss_cls: 2.4649, loss: 2.4649, grad_norm: 1.1480, top1_acc/aux0: 0.4394, top5_acc/aux0: 0.7134, loss_cls/aux0: 2.3464, loss/aux0: 2.3464, top1_acc/aux1: 0.4455, top5_acc/aux1: 0.7269, loss_cls/aux1: 2.2598, loss/aux1: 2.2598, top1_acc/aux2: 0.3825, top5_acc/aux2: 0.6592, loss_cls/aux2: 2.5817, loss/aux2: 2.5817 2020-10-25 17:06:36,606 - mmaction - INFO - Epoch [73][140/264] lr: 3.677e-01, eta: 12:35:56, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4142, top5_acc: 0.6880, loss_cls: 2.4526, loss: 2.4526, grad_norm: 1.1549, top1_acc/aux0: 0.4465, top5_acc/aux0: 0.7200, loss_cls/aux0: 2.3167, loss/aux0: 2.3167, top1_acc/aux1: 0.4536, top5_acc/aux1: 0.7285, loss_cls/aux1: 2.2337, loss/aux1: 2.2337, top1_acc/aux2: 0.3858, top5_acc/aux2: 0.6568, loss_cls/aux2: 2.5715, loss/aux2: 2.5715 2020-10-25 17:07:23,700 - mmaction - INFO - Epoch [73][160/264] lr: 3.677e-01, eta: 12:35:37, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6833, loss_cls: 2.4721, loss: 2.4721, grad_norm: 1.1599, top1_acc/aux0: 0.4378, top5_acc/aux0: 0.7165, loss_cls/aux0: 2.3358, loss/aux0: 2.3358, top1_acc/aux1: 0.4679, top5_acc/aux1: 0.7321, loss_cls/aux1: 2.1990, loss/aux1: 2.1990, top1_acc/aux2: 0.3957, top5_acc/aux2: 0.6653, loss_cls/aux2: 2.5331, loss/aux2: 2.5331 2020-10-25 17:08:11,326 - mmaction - INFO - Epoch [73][180/264] lr: 3.677e-01, eta: 12:35:19, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.4170, top5_acc: 0.6748, loss_cls: 2.4626, loss: 2.4626, grad_norm: 1.1644, top1_acc/aux0: 0.4337, top5_acc/aux0: 0.7148, loss_cls/aux0: 2.3426, loss/aux0: 2.3426, top1_acc/aux1: 0.4767, top5_acc/aux1: 0.7484, loss_cls/aux1: 2.1473, loss/aux1: 2.1473, top1_acc/aux2: 0.3976, top5_acc/aux2: 0.6694, loss_cls/aux2: 2.5102, loss/aux2: 2.5102 2020-10-25 17:08:59,478 - mmaction - INFO - Epoch [73][200/264] lr: 3.677e-01, eta: 12:35:03, time: 0.976, data_time: 0.000, memory: 8466, top1_acc: 0.4188, top5_acc: 0.6818, loss_cls: 2.4572, loss: 2.4572, grad_norm: 1.1616, top1_acc/aux0: 0.4431, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.3420, loss/aux0: 2.3420, top1_acc/aux1: 0.4651, top5_acc/aux1: 0.7434, loss_cls/aux1: 2.1676, loss/aux1: 2.1676, top1_acc/aux2: 0.4057, top5_acc/aux2: 0.6701, loss_cls/aux2: 2.5005, loss/aux2: 2.5005 2020-10-25 17:09:46,687 - mmaction - INFO - Epoch [73][220/264] lr: 3.677e-01, eta: 12:34:44, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4153, top5_acc: 0.6847, loss_cls: 2.4574, loss: 2.4574, grad_norm: 1.1593, top1_acc/aux0: 0.4366, top5_acc/aux0: 0.7057, loss_cls/aux0: 2.3570, loss/aux0: 2.3570, top1_acc/aux1: 0.4531, top5_acc/aux1: 0.7255, loss_cls/aux1: 2.2543, loss/aux1: 2.2543, top1_acc/aux2: 0.4069, top5_acc/aux2: 0.6637, loss_cls/aux2: 2.5122, loss/aux2: 2.5122 2020-10-25 17:10:33,829 - mmaction - INFO - Epoch [73][240/264] lr: 3.677e-01, eta: 12:34:25, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4241, top5_acc: 0.6970, loss_cls: 2.3987, loss: 2.3987, grad_norm: 1.1636, top1_acc/aux0: 0.4359, top5_acc/aux0: 0.7128, loss_cls/aux0: 2.3452, loss/aux0: 2.3452, top1_acc/aux1: 0.4651, top5_acc/aux1: 0.7347, loss_cls/aux1: 2.2009, loss/aux1: 2.2009, top1_acc/aux2: 0.3998, top5_acc/aux2: 0.6583, loss_cls/aux2: 2.5468, loss/aux2: 2.5468 2020-10-25 17:11:21,110 - mmaction - INFO - Epoch [73][260/264] lr: 3.677e-01, eta: 12:34:07, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4101, top5_acc: 0.6809, loss_cls: 2.4574, loss: 2.4574, grad_norm: 1.1771, top1_acc/aux0: 0.4385, top5_acc/aux0: 0.7132, loss_cls/aux0: 2.3373, loss/aux0: 2.3373, top1_acc/aux1: 0.4674, top5_acc/aux1: 0.7340, loss_cls/aux1: 2.1782, loss/aux1: 2.1782, top1_acc/aux2: 0.3957, top5_acc/aux2: 0.6592, loss_cls/aux2: 2.5712, loss/aux2: 2.5712 2020-10-25 17:15:30,966 - mmaction - INFO - Epoch [74][20/264] lr: 3.656e-01, eta: 12:33:36, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6898, loss_cls: 2.4048, loss: 2.4048, grad_norm: 1.1859, top1_acc/aux0: 0.4483, top5_acc/aux0: 0.7135, loss_cls/aux0: 2.3242, loss/aux0: 2.3242, top1_acc/aux1: 0.4476, top5_acc/aux1: 0.7319, loss_cls/aux1: 2.2153, loss/aux1: 2.2153, top1_acc/aux2: 0.4017, top5_acc/aux2: 0.6615, loss_cls/aux2: 2.5519, loss/aux2: 2.5519 2020-10-25 17:16:18,139 - mmaction - INFO - Epoch [74][40/264] lr: 3.656e-01, eta: 12:33:18, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6849, loss_cls: 2.4366, loss: 2.4366, grad_norm: 1.1592, top1_acc/aux0: 0.4396, top5_acc/aux0: 0.7082, loss_cls/aux0: 2.3519, loss/aux0: 2.3519, top1_acc/aux1: 0.4545, top5_acc/aux1: 0.7319, loss_cls/aux1: 2.2055, loss/aux1: 2.2055, top1_acc/aux2: 0.3911, top5_acc/aux2: 0.6550, loss_cls/aux2: 2.5968, loss/aux2: 2.5968 2020-10-25 17:17:05,444 - mmaction - INFO - Epoch [74][60/264] lr: 3.656e-01, eta: 12:32:59, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6826, loss_cls: 2.4403, loss: 2.4403, grad_norm: 1.1667, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.7156, loss_cls/aux0: 2.3258, loss/aux0: 2.3258, top1_acc/aux1: 0.4625, top5_acc/aux1: 0.7330, loss_cls/aux1: 2.2029, loss/aux1: 2.2029, top1_acc/aux2: 0.3941, top5_acc/aux2: 0.6563, loss_cls/aux2: 2.5914, loss/aux2: 2.5914 2020-10-25 17:17:52,985 - mmaction - INFO - Epoch [74][80/264] lr: 3.656e-01, eta: 12:32:41, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4142, top5_acc: 0.6833, loss_cls: 2.4332, loss: 2.4332, grad_norm: 1.1854, top1_acc/aux0: 0.4458, top5_acc/aux0: 0.7165, loss_cls/aux0: 2.3182, loss/aux0: 2.3182, top1_acc/aux1: 0.4559, top5_acc/aux1: 0.7372, loss_cls/aux1: 2.2067, loss/aux1: 2.2067, top1_acc/aux2: 0.3950, top5_acc/aux2: 0.6530, loss_cls/aux2: 2.5838, loss/aux2: 2.5838 2020-10-25 17:18:40,210 - mmaction - INFO - Epoch [74][100/264] lr: 3.656e-01, eta: 12:32:23, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4184, top5_acc: 0.6802, loss_cls: 2.4648, loss: 2.4648, grad_norm: 1.1814, top1_acc/aux0: 0.4399, top5_acc/aux0: 0.7111, loss_cls/aux0: 2.3333, loss/aux0: 2.3333, top1_acc/aux1: 0.4602, top5_acc/aux1: 0.7455, loss_cls/aux1: 2.1753, loss/aux1: 2.1753, top1_acc/aux2: 0.3910, top5_acc/aux2: 0.6549, loss_cls/aux2: 2.5893, loss/aux2: 2.5893 2020-10-25 17:19:27,735 - mmaction - INFO - Epoch [74][120/264] lr: 3.656e-01, eta: 12:32:05, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6830, loss_cls: 2.4447, loss: 2.4447, grad_norm: 1.1462, top1_acc/aux0: 0.4455, top5_acc/aux0: 0.7175, loss_cls/aux0: 2.2992, loss/aux0: 2.2992, top1_acc/aux1: 0.4733, top5_acc/aux1: 0.7415, loss_cls/aux1: 2.1746, loss/aux1: 2.1746, top1_acc/aux2: 0.3892, top5_acc/aux2: 0.6575, loss_cls/aux2: 2.5799, loss/aux2: 2.5799 2020-10-25 17:20:15,303 - mmaction - INFO - Epoch [74][140/264] lr: 3.656e-01, eta: 12:31:47, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4010, top5_acc: 0.6826, loss_cls: 2.4984, loss: 2.4984, grad_norm: 1.1749, top1_acc/aux0: 0.4415, top5_acc/aux0: 0.7148, loss_cls/aux0: 2.3426, loss/aux0: 2.3426, top1_acc/aux1: 0.4733, top5_acc/aux1: 0.7373, loss_cls/aux1: 2.1906, loss/aux1: 2.1906, top1_acc/aux2: 0.3814, top5_acc/aux2: 0.6547, loss_cls/aux2: 2.5854, loss/aux2: 2.5854 2020-10-25 17:21:02,865 - mmaction - INFO - Epoch [74][160/264] lr: 3.656e-01, eta: 12:31:29, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4189, top5_acc: 0.6802, loss_cls: 2.4523, loss: 2.4523, grad_norm: 1.1871, top1_acc/aux0: 0.4352, top5_acc/aux0: 0.7089, loss_cls/aux0: 2.3784, loss/aux0: 2.3784, top1_acc/aux1: 0.4700, top5_acc/aux1: 0.7391, loss_cls/aux1: 2.1854, loss/aux1: 2.1854, top1_acc/aux2: 0.3825, top5_acc/aux2: 0.6576, loss_cls/aux2: 2.5970, loss/aux2: 2.5970 2020-10-25 17:21:50,600 - mmaction - INFO - Epoch [74][180/264] lr: 3.656e-01, eta: 12:31:11, time: 0.960, data_time: 0.001, memory: 8466, top1_acc: 0.4118, top5_acc: 0.6875, loss_cls: 2.4561, loss: 2.4561, grad_norm: 1.1639, top1_acc/aux0: 0.4415, top5_acc/aux0: 0.7097, loss_cls/aux0: 2.3513, loss/aux0: 2.3513, top1_acc/aux1: 0.4616, top5_acc/aux1: 0.7292, loss_cls/aux1: 2.2148, loss/aux1: 2.2148, top1_acc/aux2: 0.3870, top5_acc/aux2: 0.6582, loss_cls/aux2: 2.6003, loss/aux2: 2.6003 2020-10-25 17:22:38,348 - mmaction - INFO - Epoch [74][200/264] lr: 3.656e-01, eta: 12:30:54, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.4196, top5_acc: 0.6887, loss_cls: 2.4121, loss: 2.4121, grad_norm: 1.1200, top1_acc/aux0: 0.4441, top5_acc/aux0: 0.7139, loss_cls/aux0: 2.3351, loss/aux0: 2.3351, top1_acc/aux1: 0.4653, top5_acc/aux1: 0.7269, loss_cls/aux1: 2.1966, loss/aux1: 2.1966, top1_acc/aux2: 0.3802, top5_acc/aux2: 0.6557, loss_cls/aux2: 2.6190, loss/aux2: 2.6190 2020-10-25 17:23:25,760 - mmaction - INFO - Epoch [74][220/264] lr: 3.656e-01, eta: 12:30:36, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4092, top5_acc: 0.6733, loss_cls: 2.4700, loss: 2.4700, grad_norm: 1.1612, top1_acc/aux0: 0.4436, top5_acc/aux0: 0.7109, loss_cls/aux0: 2.3475, loss/aux0: 2.3475, top1_acc/aux1: 0.4743, top5_acc/aux1: 0.7340, loss_cls/aux1: 2.1635, loss/aux1: 2.1635, top1_acc/aux2: 0.3793, top5_acc/aux2: 0.6549, loss_cls/aux2: 2.6321, loss/aux2: 2.6321 2020-10-25 17:24:13,108 - mmaction - INFO - Epoch [74][240/264] lr: 3.656e-01, eta: 12:30:18, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4262, top5_acc: 0.6877, loss_cls: 2.4251, loss: 2.4251, grad_norm: 1.1662, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7104, loss_cls/aux0: 2.3405, loss/aux0: 2.3405, top1_acc/aux1: 0.4705, top5_acc/aux1: 0.7394, loss_cls/aux1: 2.1657, loss/aux1: 2.1657, top1_acc/aux2: 0.3984, top5_acc/aux2: 0.6623, loss_cls/aux2: 2.5643, loss/aux2: 2.5643 2020-10-25 17:25:00,465 - mmaction - INFO - Epoch [74][260/264] lr: 3.656e-01, eta: 12:30:00, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6835, loss_cls: 2.4746, loss: 2.4746, grad_norm: 1.1843, top1_acc/aux0: 0.4481, top5_acc/aux0: 0.7151, loss_cls/aux0: 2.3301, loss/aux0: 2.3301, top1_acc/aux1: 0.4620, top5_acc/aux1: 0.7278, loss_cls/aux1: 2.2318, loss/aux1: 2.2318, top1_acc/aux2: 0.3892, top5_acc/aux2: 0.6536, loss_cls/aux2: 2.5877, loss/aux2: 2.5877 2020-10-25 17:29:12,907 - mmaction - INFO - Epoch [75][20/264] lr: 3.634e-01, eta: 12:29:28, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4142, top5_acc: 0.6911, loss_cls: 2.4263, loss: 2.4263, grad_norm: 1.1525, top1_acc/aux0: 0.4319, top5_acc/aux0: 0.6944, loss_cls/aux0: 2.3978, loss/aux0: 2.3978, top1_acc/aux1: 0.4479, top5_acc/aux1: 0.7219, loss_cls/aux1: 2.2454, loss/aux1: 2.2454, top1_acc/aux2: 0.3913, top5_acc/aux2: 0.6583, loss_cls/aux2: 2.5678, loss/aux2: 2.5678 2020-10-25 17:30:00,356 - mmaction - INFO - Epoch [75][40/264] lr: 3.634e-01, eta: 12:29:10, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4226, top5_acc: 0.6953, loss_cls: 2.3837, loss: 2.3837, grad_norm: 1.1865, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.7042, loss_cls/aux0: 2.3539, loss/aux0: 2.3539, top1_acc/aux1: 0.4564, top5_acc/aux1: 0.7281, loss_cls/aux1: 2.2092, loss/aux1: 2.2092, top1_acc/aux2: 0.3878, top5_acc/aux2: 0.6536, loss_cls/aux2: 2.5761, loss/aux2: 2.5761 2020-10-25 17:30:48,642 - mmaction - INFO - Epoch [75][60/264] lr: 3.634e-01, eta: 12:28:52, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4196, top5_acc: 0.6950, loss_cls: 2.4074, loss: 2.4074, grad_norm: 1.1652, top1_acc/aux0: 0.4418, top5_acc/aux0: 0.7198, loss_cls/aux0: 2.3257, loss/aux0: 2.3257, top1_acc/aux1: 0.4658, top5_acc/aux1: 0.7387, loss_cls/aux1: 2.1569, loss/aux1: 2.1569, top1_acc/aux2: 0.3887, top5_acc/aux2: 0.6543, loss_cls/aux2: 2.5865, loss/aux2: 2.5865 2020-10-25 17:31:36,002 - mmaction - INFO - Epoch [75][80/264] lr: 3.634e-01, eta: 12:28:34, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4090, top5_acc: 0.6795, loss_cls: 2.4419, loss: 2.4419, grad_norm: 1.1422, top1_acc/aux0: 0.4380, top5_acc/aux0: 0.7248, loss_cls/aux0: 2.3214, loss/aux0: 2.3214, top1_acc/aux1: 0.4630, top5_acc/aux1: 0.7434, loss_cls/aux1: 2.1518, loss/aux1: 2.1518, top1_acc/aux2: 0.3894, top5_acc/aux2: 0.6609, loss_cls/aux2: 2.5818, loss/aux2: 2.5818 2020-10-25 17:32:23,621 - mmaction - INFO - Epoch [75][100/264] lr: 3.634e-01, eta: 12:28:16, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6825, loss_cls: 2.4541, loss: 2.4541, grad_norm: 1.1751, top1_acc/aux0: 0.4408, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.3279, loss/aux0: 2.3279, top1_acc/aux1: 0.4618, top5_acc/aux1: 0.7417, loss_cls/aux1: 2.1757, loss/aux1: 2.1757, top1_acc/aux2: 0.3929, top5_acc/aux2: 0.6677, loss_cls/aux2: 2.5726, loss/aux2: 2.5726 2020-10-25 17:33:11,251 - mmaction - INFO - Epoch [75][120/264] lr: 3.634e-01, eta: 12:27:58, time: 0.963, data_time: 0.000, memory: 8466, top1_acc: 0.4247, top5_acc: 0.6908, loss_cls: 2.4216, loss: 2.4216, grad_norm: 1.1604, top1_acc/aux0: 0.4358, top5_acc/aux0: 0.7149, loss_cls/aux0: 2.3395, loss/aux0: 2.3395, top1_acc/aux1: 0.4649, top5_acc/aux1: 0.7394, loss_cls/aux1: 2.1859, loss/aux1: 2.1859, top1_acc/aux2: 0.3859, top5_acc/aux2: 0.6670, loss_cls/aux2: 2.6064, loss/aux2: 2.6064 2020-10-25 17:33:58,680 - mmaction - INFO - Epoch [75][140/264] lr: 3.634e-01, eta: 12:27:40, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6835, loss_cls: 2.4366, loss: 2.4366, grad_norm: 1.1685, top1_acc/aux0: 0.4425, top5_acc/aux0: 0.7132, loss_cls/aux0: 2.3298, loss/aux0: 2.3298, top1_acc/aux1: 0.4665, top5_acc/aux1: 0.7392, loss_cls/aux1: 2.2017, loss/aux1: 2.2017, top1_acc/aux2: 0.3866, top5_acc/aux2: 0.6578, loss_cls/aux2: 2.6032, loss/aux2: 2.6032 2020-10-25 17:34:46,123 - mmaction - INFO - Epoch [75][160/264] lr: 3.634e-01, eta: 12:27:22, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4175, top5_acc: 0.6858, loss_cls: 2.4332, loss: 2.4332, grad_norm: 1.1607, top1_acc/aux0: 0.4332, top5_acc/aux0: 0.7064, loss_cls/aux0: 2.3850, loss/aux0: 2.3850, top1_acc/aux1: 0.4738, top5_acc/aux1: 0.7422, loss_cls/aux1: 2.1929, loss/aux1: 2.1929, top1_acc/aux2: 0.3991, top5_acc/aux2: 0.6601, loss_cls/aux2: 2.5494, loss/aux2: 2.5494 2020-10-25 17:35:33,272 - mmaction - INFO - Epoch [75][180/264] lr: 3.634e-01, eta: 12:27:04, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4158, top5_acc: 0.6911, loss_cls: 2.4160, loss: 2.4160, grad_norm: 1.1595, top1_acc/aux0: 0.4201, top5_acc/aux0: 0.6979, loss_cls/aux0: 2.4185, loss/aux0: 2.4185, top1_acc/aux1: 0.4740, top5_acc/aux1: 0.7394, loss_cls/aux1: 2.1866, loss/aux1: 2.1866, top1_acc/aux2: 0.3976, top5_acc/aux2: 0.6658, loss_cls/aux2: 2.5327, loss/aux2: 2.5327 2020-10-25 17:36:20,680 - mmaction - INFO - Epoch [75][200/264] lr: 3.634e-01, eta: 12:26:45, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4264, top5_acc: 0.6809, loss_cls: 2.4349, loss: 2.4349, grad_norm: 1.1496, top1_acc/aux0: 0.4351, top5_acc/aux0: 0.7068, loss_cls/aux0: 2.3553, loss/aux0: 2.3553, top1_acc/aux1: 0.4620, top5_acc/aux1: 0.7356, loss_cls/aux1: 2.1960, loss/aux1: 2.1960, top1_acc/aux2: 0.3986, top5_acc/aux2: 0.6703, loss_cls/aux2: 2.5224, loss/aux2: 2.5224 2020-10-25 17:37:08,088 - mmaction - INFO - Epoch [75][220/264] lr: 3.634e-01, eta: 12:26:27, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4181, top5_acc: 0.6901, loss_cls: 2.4310, loss: 2.4310, grad_norm: 1.1572, top1_acc/aux0: 0.4332, top5_acc/aux0: 0.7122, loss_cls/aux0: 2.3388, loss/aux0: 2.3388, top1_acc/aux1: 0.4575, top5_acc/aux1: 0.7290, loss_cls/aux1: 2.2160, loss/aux1: 2.2160, top1_acc/aux2: 0.3854, top5_acc/aux2: 0.6620, loss_cls/aux2: 2.5696, loss/aux2: 2.5696 2020-10-25 17:37:55,426 - mmaction - INFO - Epoch [75][240/264] lr: 3.634e-01, eta: 12:26:09, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4182, top5_acc: 0.6776, loss_cls: 2.4370, loss: 2.4370, grad_norm: 1.1177, top1_acc/aux0: 0.4302, top5_acc/aux0: 0.6993, loss_cls/aux0: 2.3823, loss/aux0: 2.3823, top1_acc/aux1: 0.4656, top5_acc/aux1: 0.7243, loss_cls/aux1: 2.2137, loss/aux1: 2.2137, top1_acc/aux2: 0.3800, top5_acc/aux2: 0.6528, loss_cls/aux2: 2.6192, loss/aux2: 2.6192 2020-10-25 17:38:43,277 - mmaction - INFO - Epoch [75][260/264] lr: 3.634e-01, eta: 12:25:52, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.4194, top5_acc: 0.6802, loss_cls: 2.4508, loss: 2.4508, grad_norm: 1.1290, top1_acc/aux0: 0.4314, top5_acc/aux0: 0.6905, loss_cls/aux0: 2.4009, loss/aux0: 2.4009, top1_acc/aux1: 0.4613, top5_acc/aux1: 0.7266, loss_cls/aux1: 2.2112, loss/aux1: 2.2112, top1_acc/aux2: 0.3920, top5_acc/aux2: 0.6604, loss_cls/aux2: 2.5756, loss/aux2: 2.5756 2020-10-25 17:42:13,503 - mmaction - INFO - Epoch [76][20/264] lr: 3.612e-01, eta: 12:25:20, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4269, top5_acc: 0.6887, loss_cls: 2.4035, loss: 2.4035, grad_norm: 1.1426, top1_acc/aux0: 0.4524, top5_acc/aux0: 0.7080, loss_cls/aux0: 2.2993, loss/aux0: 2.2993, top1_acc/aux1: 0.4469, top5_acc/aux1: 0.7212, loss_cls/aux1: 2.2714, loss/aux1: 2.2714, top1_acc/aux2: 0.3931, top5_acc/aux2: 0.6611, loss_cls/aux2: 2.5413, loss/aux2: 2.5413 2020-10-25 17:43:00,750 - mmaction - INFO - Epoch [76][40/264] lr: 3.612e-01, eta: 12:25:02, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4181, top5_acc: 0.6830, loss_cls: 2.4504, loss: 2.4504, grad_norm: 1.1600, top1_acc/aux0: 0.4408, top5_acc/aux0: 0.7095, loss_cls/aux0: 2.3292, loss/aux0: 2.3292, top1_acc/aux1: 0.4615, top5_acc/aux1: 0.7283, loss_cls/aux1: 2.2402, loss/aux1: 2.2402, top1_acc/aux2: 0.3977, top5_acc/aux2: 0.6698, loss_cls/aux2: 2.5405, loss/aux2: 2.5405 2020-10-25 17:43:48,078 - mmaction - INFO - Epoch [76][60/264] lr: 3.612e-01, eta: 12:24:44, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4193, top5_acc: 0.6899, loss_cls: 2.4267, loss: 2.4267, grad_norm: 1.1585, top1_acc/aux0: 0.4273, top5_acc/aux0: 0.7026, loss_cls/aux0: 2.3784, loss/aux0: 2.3784, top1_acc/aux1: 0.4672, top5_acc/aux1: 0.7325, loss_cls/aux1: 2.2090, loss/aux1: 2.2090, top1_acc/aux2: 0.4003, top5_acc/aux2: 0.6760, loss_cls/aux2: 2.5300, loss/aux2: 2.5300 2020-10-25 17:44:35,533 - mmaction - INFO - Epoch [76][80/264] lr: 3.612e-01, eta: 12:24:25, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4194, top5_acc: 0.6972, loss_cls: 2.4104, loss: 2.4104, grad_norm: 1.1305, top1_acc/aux0: 0.4356, top5_acc/aux0: 0.7030, loss_cls/aux0: 2.3636, loss/aux0: 2.3636, top1_acc/aux1: 0.4592, top5_acc/aux1: 0.7351, loss_cls/aux1: 2.2032, loss/aux1: 2.2032, top1_acc/aux2: 0.3983, top5_acc/aux2: 0.6681, loss_cls/aux2: 2.5318, loss/aux2: 2.5318 2020-10-25 17:45:22,890 - mmaction - INFO - Epoch [76][100/264] lr: 3.612e-01, eta: 12:24:07, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4205, top5_acc: 0.6865, loss_cls: 2.4263, loss: 2.4263, grad_norm: 1.1655, top1_acc/aux0: 0.4434, top5_acc/aux0: 0.7156, loss_cls/aux0: 2.3293, loss/aux0: 2.3293, top1_acc/aux1: 0.4604, top5_acc/aux1: 0.7389, loss_cls/aux1: 2.1946, loss/aux1: 2.1946, top1_acc/aux2: 0.3938, top5_acc/aux2: 0.6585, loss_cls/aux2: 2.5584, loss/aux2: 2.5584 2020-10-25 17:46:09,987 - mmaction - INFO - Epoch [76][120/264] lr: 3.612e-01, eta: 12:23:49, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4179, top5_acc: 0.6845, loss_cls: 2.4284, loss: 2.4284, grad_norm: 1.1465, top1_acc/aux0: 0.4389, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.3441, loss/aux0: 2.3441, top1_acc/aux1: 0.4679, top5_acc/aux1: 0.7398, loss_cls/aux1: 2.1959, loss/aux1: 2.1959, top1_acc/aux2: 0.3957, top5_acc/aux2: 0.6681, loss_cls/aux2: 2.5416, loss/aux2: 2.5416 2020-10-25 17:46:57,591 - mmaction - INFO - Epoch [76][140/264] lr: 3.612e-01, eta: 12:23:31, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4165, top5_acc: 0.6882, loss_cls: 2.3976, loss: 2.3976, grad_norm: 1.1499, top1_acc/aux0: 0.4462, top5_acc/aux0: 0.7123, loss_cls/aux0: 2.3205, loss/aux0: 2.3205, top1_acc/aux1: 0.4717, top5_acc/aux1: 0.7378, loss_cls/aux1: 2.2018, loss/aux1: 2.2018, top1_acc/aux2: 0.4031, top5_acc/aux2: 0.6720, loss_cls/aux2: 2.5218, loss/aux2: 2.5218 2020-10-25 17:47:45,084 - mmaction - INFO - Epoch [76][160/264] lr: 3.612e-01, eta: 12:23:12, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4292, top5_acc: 0.6887, loss_cls: 2.4109, loss: 2.4109, grad_norm: 1.1610, top1_acc/aux0: 0.4457, top5_acc/aux0: 0.7179, loss_cls/aux0: 2.3101, loss/aux0: 2.3101, top1_acc/aux1: 0.4712, top5_acc/aux1: 0.7411, loss_cls/aux1: 2.1705, loss/aux1: 2.1705, top1_acc/aux2: 0.4014, top5_acc/aux2: 0.6660, loss_cls/aux2: 2.5403, loss/aux2: 2.5403 2020-10-25 17:48:32,656 - mmaction - INFO - Epoch [76][180/264] lr: 3.612e-01, eta: 12:22:54, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4276, top5_acc: 0.6906, loss_cls: 2.4007, loss: 2.4007, grad_norm: 1.1670, top1_acc/aux0: 0.4401, top5_acc/aux0: 0.7148, loss_cls/aux0: 2.3170, loss/aux0: 2.3170, top1_acc/aux1: 0.4698, top5_acc/aux1: 0.7500, loss_cls/aux1: 2.1482, loss/aux1: 2.1482, top1_acc/aux2: 0.3880, top5_acc/aux2: 0.6601, loss_cls/aux2: 2.5919, loss/aux2: 2.5919 2020-10-25 17:49:19,679 - mmaction - INFO - Epoch [76][200/264] lr: 3.612e-01, eta: 12:22:36, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4227, top5_acc: 0.6854, loss_cls: 2.4329, loss: 2.4329, grad_norm: 1.1775, top1_acc/aux0: 0.4358, top5_acc/aux0: 0.7186, loss_cls/aux0: 2.3178, loss/aux0: 2.3178, top1_acc/aux1: 0.4639, top5_acc/aux1: 0.7448, loss_cls/aux1: 2.1813, loss/aux1: 2.1813, top1_acc/aux2: 0.3866, top5_acc/aux2: 0.6538, loss_cls/aux2: 2.6144, loss/aux2: 2.6144 2020-10-25 17:50:06,931 - mmaction - INFO - Epoch [76][220/264] lr: 3.612e-01, eta: 12:22:17, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4233, top5_acc: 0.6918, loss_cls: 2.4054, loss: 2.4054, grad_norm: 1.1488, top1_acc/aux0: 0.4335, top5_acc/aux0: 0.7108, loss_cls/aux0: 2.3490, loss/aux0: 2.3490, top1_acc/aux1: 0.4552, top5_acc/aux1: 0.7311, loss_cls/aux1: 2.2337, loss/aux1: 2.2337, top1_acc/aux2: 0.3852, top5_acc/aux2: 0.6486, loss_cls/aux2: 2.6054, loss/aux2: 2.6054 2020-10-25 17:50:54,425 - mmaction - INFO - Epoch [76][240/264] lr: 3.612e-01, eta: 12:21:59, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4203, top5_acc: 0.6852, loss_cls: 2.4211, loss: 2.4211, grad_norm: 1.1788, top1_acc/aux0: 0.4424, top5_acc/aux0: 0.7148, loss_cls/aux0: 2.3262, loss/aux0: 2.3262, top1_acc/aux1: 0.4590, top5_acc/aux1: 0.7325, loss_cls/aux1: 2.2092, loss/aux1: 2.2092, top1_acc/aux2: 0.3920, top5_acc/aux2: 0.6552, loss_cls/aux2: 2.5653, loss/aux2: 2.5653 2020-10-25 17:51:41,992 - mmaction - INFO - Epoch [76][260/264] lr: 3.612e-01, eta: 12:21:42, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.4168, top5_acc: 0.6835, loss_cls: 2.4361, loss: 2.4361, grad_norm: 1.1556, top1_acc/aux0: 0.4441, top5_acc/aux0: 0.7205, loss_cls/aux0: 2.3194, loss/aux0: 2.3194, top1_acc/aux1: 0.4583, top5_acc/aux1: 0.7266, loss_cls/aux1: 2.2126, loss/aux1: 2.2126, top1_acc/aux2: 0.3967, top5_acc/aux2: 0.6597, loss_cls/aux2: 2.5534, loss/aux2: 2.5534 2020-10-25 17:55:50,507 - mmaction - INFO - Epoch [77][20/264] lr: 3.590e-01, eta: 12:21:10, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4179, top5_acc: 0.6880, loss_cls: 2.4493, loss: 2.4493, grad_norm: 1.1619, top1_acc/aux0: 0.4365, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.3630, loss/aux0: 2.3630, top1_acc/aux1: 0.4698, top5_acc/aux1: 0.7260, loss_cls/aux1: 2.2035, loss/aux1: 2.2035, top1_acc/aux2: 0.3969, top5_acc/aux2: 0.6660, loss_cls/aux2: 2.5501, loss/aux2: 2.5501 2020-10-25 17:56:37,742 - mmaction - INFO - Epoch [77][40/264] lr: 3.590e-01, eta: 12:20:52, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4220, top5_acc: 0.6868, loss_cls: 2.4159, loss: 2.4159, grad_norm: 1.1669, top1_acc/aux0: 0.4465, top5_acc/aux0: 0.7146, loss_cls/aux0: 2.3355, loss/aux0: 2.3355, top1_acc/aux1: 0.4682, top5_acc/aux1: 0.7281, loss_cls/aux1: 2.1865, loss/aux1: 2.1865, top1_acc/aux2: 0.3922, top5_acc/aux2: 0.6670, loss_cls/aux2: 2.5523, loss/aux2: 2.5523 2020-10-25 17:57:24,989 - mmaction - INFO - Epoch [77][60/264] lr: 3.590e-01, eta: 12:20:34, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4335, top5_acc: 0.6943, loss_cls: 2.3757, loss: 2.3757, grad_norm: 1.1572, top1_acc/aux0: 0.4549, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.3000, loss/aux0: 2.3000, top1_acc/aux1: 0.4672, top5_acc/aux1: 0.7304, loss_cls/aux1: 2.1892, loss/aux1: 2.1892, top1_acc/aux2: 0.3859, top5_acc/aux2: 0.6658, loss_cls/aux2: 2.5574, loss/aux2: 2.5574 2020-10-25 17:58:12,552 - mmaction - INFO - Epoch [77][80/264] lr: 3.590e-01, eta: 12:20:16, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4214, top5_acc: 0.6953, loss_cls: 2.4021, loss: 2.4021, grad_norm: 1.1519, top1_acc/aux0: 0.4462, top5_acc/aux0: 0.7151, loss_cls/aux0: 2.3210, loss/aux0: 2.3210, top1_acc/aux1: 0.4665, top5_acc/aux1: 0.7340, loss_cls/aux1: 2.1911, loss/aux1: 2.1911, top1_acc/aux2: 0.3878, top5_acc/aux2: 0.6580, loss_cls/aux2: 2.5708, loss/aux2: 2.5708 2020-10-25 17:58:59,999 - mmaction - INFO - Epoch [77][100/264] lr: 3.590e-01, eta: 12:19:58, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.4243, top5_acc: 0.6967, loss_cls: 2.3922, loss: 2.3922, grad_norm: 1.1523, top1_acc/aux0: 0.4415, top5_acc/aux0: 0.7127, loss_cls/aux0: 2.3219, loss/aux0: 2.3219, top1_acc/aux1: 0.4712, top5_acc/aux1: 0.7361, loss_cls/aux1: 2.1710, loss/aux1: 2.1710, top1_acc/aux2: 0.3918, top5_acc/aux2: 0.6566, loss_cls/aux2: 2.5701, loss/aux2: 2.5701 2020-10-25 17:59:47,433 - mmaction - INFO - Epoch [77][120/264] lr: 3.590e-01, eta: 12:19:40, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4212, top5_acc: 0.6936, loss_cls: 2.4241, loss: 2.4241, grad_norm: 1.1726, top1_acc/aux0: 0.4441, top5_acc/aux0: 0.7155, loss_cls/aux0: 2.3076, loss/aux0: 2.3076, top1_acc/aux1: 0.4731, top5_acc/aux1: 0.7278, loss_cls/aux1: 2.2027, loss/aux1: 2.2027, top1_acc/aux2: 0.3906, top5_acc/aux2: 0.6589, loss_cls/aux2: 2.5790, loss/aux2: 2.5790 2020-10-25 18:00:41,514 - mmaction - INFO - Epoch [77][140/264] lr: 3.590e-01, eta: 12:19:21, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4269, top5_acc: 0.6908, loss_cls: 2.4290, loss: 2.4290, grad_norm: 1.1522, top1_acc/aux0: 0.4384, top5_acc/aux0: 0.7047, loss_cls/aux0: 2.3557, loss/aux0: 2.3557, top1_acc/aux1: 0.4731, top5_acc/aux1: 0.7286, loss_cls/aux1: 2.2016, loss/aux1: 2.2016, top1_acc/aux2: 0.3828, top5_acc/aux2: 0.6538, loss_cls/aux2: 2.5994, loss/aux2: 2.5994 2020-10-25 18:01:28,822 - mmaction - INFO - Epoch [77][160/264] lr: 3.590e-01, eta: 12:19:03, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4276, top5_acc: 0.6877, loss_cls: 2.3984, loss: 2.3984, grad_norm: 1.1408, top1_acc/aux0: 0.4432, top5_acc/aux0: 0.7071, loss_cls/aux0: 2.3496, loss/aux0: 2.3496, top1_acc/aux1: 0.4682, top5_acc/aux1: 0.7285, loss_cls/aux1: 2.1897, loss/aux1: 2.1897, top1_acc/aux2: 0.3875, top5_acc/aux2: 0.6543, loss_cls/aux2: 2.5836, loss/aux2: 2.5836 2020-10-25 18:02:16,092 - mmaction - INFO - Epoch [77][180/264] lr: 3.590e-01, eta: 12:18:45, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4219, top5_acc: 0.6944, loss_cls: 2.4072, loss: 2.4072, grad_norm: 1.1365, top1_acc/aux0: 0.4491, top5_acc/aux0: 0.7130, loss_cls/aux0: 2.3377, loss/aux0: 2.3377, top1_acc/aux1: 0.4700, top5_acc/aux1: 0.7309, loss_cls/aux1: 2.1751, loss/aux1: 2.1751, top1_acc/aux2: 0.3967, top5_acc/aux2: 0.6628, loss_cls/aux2: 2.5569, loss/aux2: 2.5569 2020-10-25 18:03:03,728 - mmaction - INFO - Epoch [77][200/264] lr: 3.590e-01, eta: 12:18:26, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4118, top5_acc: 0.6839, loss_cls: 2.4199, loss: 2.4199, grad_norm: 1.1848, top1_acc/aux0: 0.4392, top5_acc/aux0: 0.7111, loss_cls/aux0: 2.3555, loss/aux0: 2.3555, top1_acc/aux1: 0.4766, top5_acc/aux1: 0.7396, loss_cls/aux1: 2.1583, loss/aux1: 2.1583, top1_acc/aux2: 0.3953, top5_acc/aux2: 0.6708, loss_cls/aux2: 2.5387, loss/aux2: 2.5387 2020-10-25 18:03:51,189 - mmaction - INFO - Epoch [77][220/264] lr: 3.590e-01, eta: 12:18:08, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6877, loss_cls: 2.4205, loss: 2.4205, grad_norm: 1.1826, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7137, loss_cls/aux0: 2.3207, loss/aux0: 2.3207, top1_acc/aux1: 0.4646, top5_acc/aux1: 0.7319, loss_cls/aux1: 2.2037, loss/aux1: 2.2037, top1_acc/aux2: 0.3932, top5_acc/aux2: 0.6656, loss_cls/aux2: 2.5548, loss/aux2: 2.5548 2020-10-25 18:04:39,014 - mmaction - INFO - Epoch [77][240/264] lr: 3.590e-01, eta: 12:17:50, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6811, loss_cls: 2.4380, loss: 2.4380, grad_norm: 1.1795, top1_acc/aux0: 0.4516, top5_acc/aux0: 0.7217, loss_cls/aux0: 2.2812, loss/aux0: 2.2812, top1_acc/aux1: 0.4580, top5_acc/aux1: 0.7245, loss_cls/aux1: 2.2424, loss/aux1: 2.2424, top1_acc/aux2: 0.3882, top5_acc/aux2: 0.6576, loss_cls/aux2: 2.5798, loss/aux2: 2.5798 2020-10-25 18:05:26,366 - mmaction - INFO - Epoch [77][260/264] lr: 3.590e-01, eta: 12:17:32, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4186, top5_acc: 0.6957, loss_cls: 2.4087, loss: 2.4087, grad_norm: 1.2007, top1_acc/aux0: 0.4498, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2834, loss/aux0: 2.2834, top1_acc/aux1: 0.4615, top5_acc/aux1: 0.7300, loss_cls/aux1: 2.2355, loss/aux1: 2.2355, top1_acc/aux2: 0.3807, top5_acc/aux2: 0.6543, loss_cls/aux2: 2.6042, loss/aux2: 2.6042 2020-10-25 18:09:46,209 - mmaction - INFO - Epoch [78][20/264] lr: 3.568e-01, eta: 12:17:01, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4325, top5_acc: 0.6903, loss_cls: 2.3852, loss: 2.3852, grad_norm: 1.1636, top1_acc/aux0: 0.4476, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.3481, loss/aux0: 2.3481, top1_acc/aux1: 0.4639, top5_acc/aux1: 0.7205, loss_cls/aux1: 2.2311, loss/aux1: 2.2311, top1_acc/aux2: 0.3844, top5_acc/aux2: 0.6563, loss_cls/aux2: 2.5644, loss/aux2: 2.5644 2020-10-25 18:10:33,012 - mmaction - INFO - Epoch [78][40/264] lr: 3.568e-01, eta: 12:16:42, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6955, loss_cls: 2.3944, loss: 2.3944, grad_norm: 1.1820, top1_acc/aux0: 0.4481, top5_acc/aux0: 0.7174, loss_cls/aux0: 2.3120, loss/aux0: 2.3120, top1_acc/aux1: 0.4622, top5_acc/aux1: 0.7214, loss_cls/aux1: 2.2336, loss/aux1: 2.2336, top1_acc/aux2: 0.3951, top5_acc/aux2: 0.6642, loss_cls/aux2: 2.5241, loss/aux2: 2.5241 2020-10-25 18:11:20,188 - mmaction - INFO - Epoch [78][60/264] lr: 3.568e-01, eta: 12:16:24, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4238, top5_acc: 0.6929, loss_cls: 2.3783, loss: 2.3783, grad_norm: 1.1504, top1_acc/aux0: 0.4491, top5_acc/aux0: 0.7226, loss_cls/aux0: 2.2860, loss/aux0: 2.2860, top1_acc/aux1: 0.4622, top5_acc/aux1: 0.7241, loss_cls/aux1: 2.2178, loss/aux1: 2.2178, top1_acc/aux2: 0.3993, top5_acc/aux2: 0.6635, loss_cls/aux2: 2.5332, loss/aux2: 2.5332 2020-10-25 18:12:07,719 - mmaction - INFO - Epoch [78][80/264] lr: 3.568e-01, eta: 12:16:06, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4137, top5_acc: 0.6917, loss_cls: 2.4371, loss: 2.4371, grad_norm: 1.1849, top1_acc/aux0: 0.4446, top5_acc/aux0: 0.7158, loss_cls/aux0: 2.3191, loss/aux0: 2.3191, top1_acc/aux1: 0.4625, top5_acc/aux1: 0.7286, loss_cls/aux1: 2.1975, loss/aux1: 2.1975, top1_acc/aux2: 0.3889, top5_acc/aux2: 0.6568, loss_cls/aux2: 2.5788, loss/aux2: 2.5788 2020-10-25 18:12:55,374 - mmaction - INFO - Epoch [78][100/264] lr: 3.568e-01, eta: 12:15:48, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4252, top5_acc: 0.6873, loss_cls: 2.4269, loss: 2.4269, grad_norm: 1.1678, top1_acc/aux0: 0.4380, top5_acc/aux0: 0.7144, loss_cls/aux0: 2.3382, loss/aux0: 2.3382, top1_acc/aux1: 0.4637, top5_acc/aux1: 0.7311, loss_cls/aux1: 2.2021, loss/aux1: 2.2021, top1_acc/aux2: 0.3918, top5_acc/aux2: 0.6585, loss_cls/aux2: 2.5703, loss/aux2: 2.5703 2020-10-25 18:13:42,933 - mmaction - INFO - Epoch [78][120/264] lr: 3.568e-01, eta: 12:15:30, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6872, loss_cls: 2.4327, loss: 2.4327, grad_norm: 1.1590, top1_acc/aux0: 0.4398, top5_acc/aux0: 0.7153, loss_cls/aux0: 2.3425, loss/aux0: 2.3425, top1_acc/aux1: 0.4668, top5_acc/aux1: 0.7337, loss_cls/aux1: 2.1923, loss/aux1: 2.1923, top1_acc/aux2: 0.4010, top5_acc/aux2: 0.6653, loss_cls/aux2: 2.5309, loss/aux2: 2.5309 2020-10-25 18:14:30,274 - mmaction - INFO - Epoch [78][140/264] lr: 3.568e-01, eta: 12:15:11, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6938, loss_cls: 2.4179, loss: 2.4179, grad_norm: 1.1822, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.3609, loss/aux0: 2.3609, top1_acc/aux1: 0.4589, top5_acc/aux1: 0.7316, loss_cls/aux1: 2.2123, loss/aux1: 2.2123, top1_acc/aux2: 0.3877, top5_acc/aux2: 0.6615, loss_cls/aux2: 2.5538, loss/aux2: 2.5538 2020-10-25 18:15:17,769 - mmaction - INFO - Epoch [78][160/264] lr: 3.568e-01, eta: 12:14:53, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4175, top5_acc: 0.6859, loss_cls: 2.4216, loss: 2.4216, grad_norm: 1.1290, top1_acc/aux0: 0.4448, top5_acc/aux0: 0.7127, loss_cls/aux0: 2.3357, loss/aux0: 2.3357, top1_acc/aux1: 0.4594, top5_acc/aux1: 0.7365, loss_cls/aux1: 2.1870, loss/aux1: 2.1870, top1_acc/aux2: 0.3780, top5_acc/aux2: 0.6535, loss_cls/aux2: 2.5955, loss/aux2: 2.5955 2020-10-25 18:16:05,226 - mmaction - INFO - Epoch [78][180/264] lr: 3.568e-01, eta: 12:14:35, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4200, top5_acc: 0.6849, loss_cls: 2.4527, loss: 2.4527, grad_norm: 1.1602, top1_acc/aux0: 0.4455, top5_acc/aux0: 0.7217, loss_cls/aux0: 2.2984, loss/aux0: 2.2984, top1_acc/aux1: 0.4661, top5_acc/aux1: 0.7365, loss_cls/aux1: 2.1721, loss/aux1: 2.1721, top1_acc/aux2: 0.3892, top5_acc/aux2: 0.6563, loss_cls/aux2: 2.5694, loss/aux2: 2.5694 2020-10-25 18:16:52,862 - mmaction - INFO - Epoch [78][200/264] lr: 3.568e-01, eta: 12:14:17, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4212, top5_acc: 0.6901, loss_cls: 2.4279, loss: 2.4279, grad_norm: 1.1840, top1_acc/aux0: 0.4413, top5_acc/aux0: 0.7146, loss_cls/aux0: 2.3110, loss/aux0: 2.3110, top1_acc/aux1: 0.4599, top5_acc/aux1: 0.7328, loss_cls/aux1: 2.2095, loss/aux1: 2.2095, top1_acc/aux2: 0.3872, top5_acc/aux2: 0.6519, loss_cls/aux2: 2.5880, loss/aux2: 2.5880 2020-10-25 18:17:40,094 - mmaction - INFO - Epoch [78][220/264] lr: 3.568e-01, eta: 12:13:58, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4266, top5_acc: 0.6845, loss_cls: 2.4133, loss: 2.4133, grad_norm: 1.1782, top1_acc/aux0: 0.4290, top5_acc/aux0: 0.7017, loss_cls/aux0: 2.3707, loss/aux0: 2.3707, top1_acc/aux1: 0.4667, top5_acc/aux1: 0.7418, loss_cls/aux1: 2.1697, loss/aux1: 2.1697, top1_acc/aux2: 0.3799, top5_acc/aux2: 0.6530, loss_cls/aux2: 2.5993, loss/aux2: 2.5993 2020-10-25 18:18:27,821 - mmaction - INFO - Epoch [78][240/264] lr: 3.568e-01, eta: 12:13:41, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.4300, top5_acc: 0.6915, loss_cls: 2.3789, loss: 2.3789, grad_norm: 1.1514, top1_acc/aux0: 0.4274, top5_acc/aux0: 0.7000, loss_cls/aux0: 2.3808, loss/aux0: 2.3808, top1_acc/aux1: 0.4661, top5_acc/aux1: 0.7356, loss_cls/aux1: 2.1652, loss/aux1: 2.1652, top1_acc/aux2: 0.3898, top5_acc/aux2: 0.6592, loss_cls/aux2: 2.5648, loss/aux2: 2.5648 2020-10-25 18:19:15,344 - mmaction - INFO - Epoch [78][260/264] lr: 3.568e-01, eta: 12:13:22, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4342, top5_acc: 0.6918, loss_cls: 2.4090, loss: 2.4090, grad_norm: 1.1730, top1_acc/aux0: 0.4375, top5_acc/aux0: 0.7090, loss_cls/aux0: 2.3417, loss/aux0: 2.3417, top1_acc/aux1: 0.4595, top5_acc/aux1: 0.7314, loss_cls/aux1: 2.1860, loss/aux1: 2.1860, top1_acc/aux2: 0.3915, top5_acc/aux2: 0.6601, loss_cls/aux2: 2.5642, loss/aux2: 2.5642 2020-10-25 18:23:14,725 - mmaction - INFO - Epoch [79][20/264] lr: 3.546e-01, eta: 12:12:51, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4377, top5_acc: 0.6969, loss_cls: 2.3656, loss: 2.3656, grad_norm: 1.1689, top1_acc/aux0: 0.4319, top5_acc/aux0: 0.7128, loss_cls/aux0: 2.3667, loss/aux0: 2.3667, top1_acc/aux1: 0.4656, top5_acc/aux1: 0.7396, loss_cls/aux1: 2.1862, loss/aux1: 2.1862, top1_acc/aux2: 0.3958, top5_acc/aux2: 0.6528, loss_cls/aux2: 2.5847, loss/aux2: 2.5847 2020-10-25 18:24:01,699 - mmaction - INFO - Epoch [79][40/264] lr: 3.546e-01, eta: 12:12:33, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4123, top5_acc: 0.6741, loss_cls: 2.4808, loss: 2.4808, grad_norm: 1.1904, top1_acc/aux0: 0.4332, top5_acc/aux0: 0.7168, loss_cls/aux0: 2.3436, loss/aux0: 2.3436, top1_acc/aux1: 0.4606, top5_acc/aux1: 0.7450, loss_cls/aux1: 2.1734, loss/aux1: 2.1734, top1_acc/aux2: 0.3997, top5_acc/aux2: 0.6587, loss_cls/aux2: 2.5590, loss/aux2: 2.5590 2020-10-25 18:24:48,993 - mmaction - INFO - Epoch [79][60/264] lr: 3.546e-01, eta: 12:12:14, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4115, top5_acc: 0.6778, loss_cls: 2.4623, loss: 2.4623, grad_norm: 1.1728, top1_acc/aux0: 0.4384, top5_acc/aux0: 0.7191, loss_cls/aux0: 2.3040, loss/aux0: 2.3040, top1_acc/aux1: 0.4733, top5_acc/aux1: 0.7477, loss_cls/aux1: 2.1416, loss/aux1: 2.1416, top1_acc/aux2: 0.4014, top5_acc/aux2: 0.6648, loss_cls/aux2: 2.5183, loss/aux2: 2.5183 2020-10-25 18:25:36,236 - mmaction - INFO - Epoch [79][80/264] lr: 3.546e-01, eta: 12:11:56, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4245, top5_acc: 0.6847, loss_cls: 2.4238, loss: 2.4238, grad_norm: 1.1831, top1_acc/aux0: 0.4307, top5_acc/aux0: 0.7142, loss_cls/aux0: 2.3243, loss/aux0: 2.3243, top1_acc/aux1: 0.4753, top5_acc/aux1: 0.7366, loss_cls/aux1: 2.1707, loss/aux1: 2.1707, top1_acc/aux2: 0.3939, top5_acc/aux2: 0.6533, loss_cls/aux2: 2.5480, loss/aux2: 2.5480 2020-10-25 18:26:23,777 - mmaction - INFO - Epoch [79][100/264] lr: 3.546e-01, eta: 12:11:38, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4264, top5_acc: 0.6882, loss_cls: 2.4319, loss: 2.4319, grad_norm: 1.1873, top1_acc/aux0: 0.4363, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3352, loss/aux0: 2.3352, top1_acc/aux1: 0.4618, top5_acc/aux1: 0.7309, loss_cls/aux1: 2.2037, loss/aux1: 2.2037, top1_acc/aux2: 0.3863, top5_acc/aux2: 0.6450, loss_cls/aux2: 2.6012, loss/aux2: 2.6012 2020-10-25 18:27:11,275 - mmaction - INFO - Epoch [79][120/264] lr: 3.546e-01, eta: 12:11:20, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4323, top5_acc: 0.6981, loss_cls: 2.3975, loss: 2.3975, grad_norm: 1.1752, top1_acc/aux0: 0.4455, top5_acc/aux0: 0.7158, loss_cls/aux0: 2.3309, loss/aux0: 2.3309, top1_acc/aux1: 0.4663, top5_acc/aux1: 0.7391, loss_cls/aux1: 2.1612, loss/aux1: 2.1612, top1_acc/aux2: 0.3866, top5_acc/aux2: 0.6580, loss_cls/aux2: 2.5716, loss/aux2: 2.5716 2020-10-25 18:27:58,588 - mmaction - INFO - Epoch [79][140/264] lr: 3.546e-01, eta: 12:11:01, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4283, top5_acc: 0.6924, loss_cls: 2.3950, loss: 2.3950, grad_norm: 1.1660, top1_acc/aux0: 0.4488, top5_acc/aux0: 0.7252, loss_cls/aux0: 2.2937, loss/aux0: 2.2937, top1_acc/aux1: 0.4769, top5_acc/aux1: 0.7385, loss_cls/aux1: 2.1534, loss/aux1: 2.1534, top1_acc/aux2: 0.3898, top5_acc/aux2: 0.6637, loss_cls/aux2: 2.5366, loss/aux2: 2.5366 2020-10-25 18:28:45,885 - mmaction - INFO - Epoch [79][160/264] lr: 3.546e-01, eta: 12:10:43, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4125, top5_acc: 0.6833, loss_cls: 2.4890, loss: 2.4890, grad_norm: 1.1952, top1_acc/aux0: 0.4609, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.2225, loss/aux0: 2.2225, top1_acc/aux1: 0.4700, top5_acc/aux1: 0.7252, loss_cls/aux1: 2.2126, loss/aux1: 2.2126, top1_acc/aux2: 0.3991, top5_acc/aux2: 0.6665, loss_cls/aux2: 2.5349, loss/aux2: 2.5349 2020-10-25 18:29:33,217 - mmaction - INFO - Epoch [79][180/264] lr: 3.546e-01, eta: 12:10:25, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4321, top5_acc: 0.7026, loss_cls: 2.3676, loss: 2.3676, grad_norm: 1.1609, top1_acc/aux0: 0.4519, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.2317, loss/aux0: 2.2317, top1_acc/aux1: 0.4686, top5_acc/aux1: 0.7264, loss_cls/aux1: 2.2101, loss/aux1: 2.2101, top1_acc/aux2: 0.4030, top5_acc/aux2: 0.6649, loss_cls/aux2: 2.5347, loss/aux2: 2.5347 2020-10-25 18:30:22,086 - mmaction - INFO - Epoch [79][200/264] lr: 3.546e-01, eta: 12:10:08, time: 0.988, data_time: 0.000, memory: 8466, top1_acc: 0.4231, top5_acc: 0.6880, loss_cls: 2.4244, loss: 2.4244, grad_norm: 1.1568, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7283, loss_cls/aux0: 2.2764, loss/aux0: 2.2764, top1_acc/aux1: 0.4701, top5_acc/aux1: 0.7389, loss_cls/aux1: 2.1818, loss/aux1: 2.1818, top1_acc/aux2: 0.3993, top5_acc/aux2: 0.6642, loss_cls/aux2: 2.5333, loss/aux2: 2.5333 2020-10-25 18:31:09,958 - mmaction - INFO - Epoch [79][220/264] lr: 3.546e-01, eta: 12:09:50, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4288, top5_acc: 0.7052, loss_cls: 2.3852, loss: 2.3852, grad_norm: 1.1609, top1_acc/aux0: 0.4422, top5_acc/aux0: 0.7217, loss_cls/aux0: 2.3120, loss/aux0: 2.3120, top1_acc/aux1: 0.4606, top5_acc/aux1: 0.7415, loss_cls/aux1: 2.1889, loss/aux1: 2.1889, top1_acc/aux2: 0.4031, top5_acc/aux2: 0.6694, loss_cls/aux2: 2.5213, loss/aux2: 2.5213 2020-10-25 18:31:58,046 - mmaction - INFO - Epoch [79][240/264] lr: 3.546e-01, eta: 12:09:33, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.4290, top5_acc: 0.6957, loss_cls: 2.3770, loss: 2.3770, grad_norm: 1.1972, top1_acc/aux0: 0.4392, top5_acc/aux0: 0.7191, loss_cls/aux0: 2.3262, loss/aux0: 2.3262, top1_acc/aux1: 0.4618, top5_acc/aux1: 0.7384, loss_cls/aux1: 2.1967, loss/aux1: 2.1967, top1_acc/aux2: 0.4095, top5_acc/aux2: 0.6682, loss_cls/aux2: 2.5217, loss/aux2: 2.5217 2020-10-25 18:32:45,176 - mmaction - INFO - Epoch [79][260/264] lr: 3.546e-01, eta: 12:09:14, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4132, top5_acc: 0.6802, loss_cls: 2.4527, loss: 2.4527, grad_norm: 1.1738, top1_acc/aux0: 0.4467, top5_acc/aux0: 0.7184, loss_cls/aux0: 2.3217, loss/aux0: 2.3217, top1_acc/aux1: 0.4632, top5_acc/aux1: 0.7347, loss_cls/aux1: 2.2005, loss/aux1: 2.2005, top1_acc/aux2: 0.4135, top5_acc/aux2: 0.6738, loss_cls/aux2: 2.5044, loss/aux2: 2.5044 2020-10-25 18:36:32,766 - mmaction - INFO - Epoch [80][20/264] lr: 3.523e-01, eta: 12:08:44, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4262, top5_acc: 0.7061, loss_cls: 2.3537, loss: 2.3537, grad_norm: 1.1890, top1_acc/aux0: 0.4403, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.3224, loss/aux0: 2.3224, top1_acc/aux1: 0.4767, top5_acc/aux1: 0.7451, loss_cls/aux1: 2.1460, loss/aux1: 2.1460, top1_acc/aux2: 0.3854, top5_acc/aux2: 0.6667, loss_cls/aux2: 2.5964, loss/aux2: 2.5964 2020-10-25 18:37:20,014 - mmaction - INFO - Epoch [80][40/264] lr: 3.523e-01, eta: 12:08:25, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4264, top5_acc: 0.6845, loss_cls: 2.4068, loss: 2.4068, grad_norm: 1.1732, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7222, loss_cls/aux0: 2.3073, loss/aux0: 2.3073, top1_acc/aux1: 0.4736, top5_acc/aux1: 0.7427, loss_cls/aux1: 2.1411, loss/aux1: 2.1411, top1_acc/aux2: 0.3856, top5_acc/aux2: 0.6601, loss_cls/aux2: 2.5895, loss/aux2: 2.5895 2020-10-25 18:38:07,165 - mmaction - INFO - Epoch [80][60/264] lr: 3.523e-01, eta: 12:08:07, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4205, top5_acc: 0.6931, loss_cls: 2.4045, loss: 2.4045, grad_norm: 1.1794, top1_acc/aux0: 0.4524, top5_acc/aux0: 0.7214, loss_cls/aux0: 2.2930, loss/aux0: 2.2930, top1_acc/aux1: 0.4623, top5_acc/aux1: 0.7314, loss_cls/aux1: 2.1864, loss/aux1: 2.1864, top1_acc/aux2: 0.3898, top5_acc/aux2: 0.6623, loss_cls/aux2: 2.5574, loss/aux2: 2.5574 2020-10-25 18:38:54,425 - mmaction - INFO - Epoch [80][80/264] lr: 3.523e-01, eta: 12:07:48, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4219, top5_acc: 0.6950, loss_cls: 2.3910, loss: 2.3910, grad_norm: 1.1670, top1_acc/aux0: 0.4602, top5_acc/aux0: 0.7278, loss_cls/aux0: 2.2621, loss/aux0: 2.2621, top1_acc/aux1: 0.4634, top5_acc/aux1: 0.7292, loss_cls/aux1: 2.2151, loss/aux1: 2.2151, top1_acc/aux2: 0.3899, top5_acc/aux2: 0.6693, loss_cls/aux2: 2.5462, loss/aux2: 2.5462 2020-10-25 18:39:42,049 - mmaction - INFO - Epoch [80][100/264] lr: 3.523e-01, eta: 12:07:30, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4288, top5_acc: 0.6932, loss_cls: 2.3936, loss: 2.3936, grad_norm: 1.1748, top1_acc/aux0: 0.4582, top5_acc/aux0: 0.7262, loss_cls/aux0: 2.2520, loss/aux0: 2.2520, top1_acc/aux1: 0.4738, top5_acc/aux1: 0.7410, loss_cls/aux1: 2.1651, loss/aux1: 2.1651, top1_acc/aux2: 0.3861, top5_acc/aux2: 0.6578, loss_cls/aux2: 2.5753, loss/aux2: 2.5753 2020-10-25 18:40:29,522 - mmaction - INFO - Epoch [80][120/264] lr: 3.523e-01, eta: 12:07:12, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4302, top5_acc: 0.6960, loss_cls: 2.3839, loss: 2.3839, grad_norm: 1.1921, top1_acc/aux0: 0.4524, top5_acc/aux0: 0.7236, loss_cls/aux0: 2.2710, loss/aux0: 2.2710, top1_acc/aux1: 0.4701, top5_acc/aux1: 0.7358, loss_cls/aux1: 2.1747, loss/aux1: 2.1747, top1_acc/aux2: 0.3795, top5_acc/aux2: 0.6491, loss_cls/aux2: 2.6098, loss/aux2: 2.6098 2020-10-25 18:41:16,804 - mmaction - INFO - Epoch [80][140/264] lr: 3.523e-01, eta: 12:06:54, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4241, top5_acc: 0.6849, loss_cls: 2.4094, loss: 2.4094, grad_norm: 1.1860, top1_acc/aux0: 0.4495, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2753, loss/aux0: 2.2753, top1_acc/aux1: 0.4653, top5_acc/aux1: 0.7292, loss_cls/aux1: 2.2037, loss/aux1: 2.2037, top1_acc/aux2: 0.3839, top5_acc/aux2: 0.6563, loss_cls/aux2: 2.5926, loss/aux2: 2.5926 2020-10-25 18:42:04,432 - mmaction - INFO - Epoch [80][160/264] lr: 3.523e-01, eta: 12:06:36, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4229, top5_acc: 0.6967, loss_cls: 2.3891, loss: 2.3891, grad_norm: 1.1855, top1_acc/aux0: 0.4439, top5_acc/aux0: 0.7198, loss_cls/aux0: 2.2962, loss/aux0: 2.2962, top1_acc/aux1: 0.4747, top5_acc/aux1: 0.7358, loss_cls/aux1: 2.1573, loss/aux1: 2.1573, top1_acc/aux2: 0.3958, top5_acc/aux2: 0.6635, loss_cls/aux2: 2.5337, loss/aux2: 2.5337 2020-10-25 18:42:51,995 - mmaction - INFO - Epoch [80][180/264] lr: 3.523e-01, eta: 12:06:17, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4382, top5_acc: 0.7003, loss_cls: 2.3533, loss: 2.3533, grad_norm: 1.1916, top1_acc/aux0: 0.4569, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.2664, loss/aux0: 2.2664, top1_acc/aux1: 0.4778, top5_acc/aux1: 0.7422, loss_cls/aux1: 2.1477, loss/aux1: 2.1477, top1_acc/aux2: 0.4024, top5_acc/aux2: 0.6710, loss_cls/aux2: 2.5003, loss/aux2: 2.5003 2020-10-25 18:43:39,630 - mmaction - INFO - Epoch [80][200/264] lr: 3.523e-01, eta: 12:05:59, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4186, top5_acc: 0.6899, loss_cls: 2.4407, loss: 2.4407, grad_norm: 1.1771, top1_acc/aux0: 0.4627, top5_acc/aux0: 0.7342, loss_cls/aux0: 2.2519, loss/aux0: 2.2519, top1_acc/aux1: 0.4740, top5_acc/aux1: 0.7431, loss_cls/aux1: 2.1820, loss/aux1: 2.1820, top1_acc/aux2: 0.4026, top5_acc/aux2: 0.6743, loss_cls/aux2: 2.5139, loss/aux2: 2.5139 2020-10-25 18:44:27,280 - mmaction - INFO - Epoch [80][220/264] lr: 3.523e-01, eta: 12:05:41, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4286, top5_acc: 0.6885, loss_cls: 2.4155, loss: 2.4155, grad_norm: 1.1634, top1_acc/aux0: 0.4568, top5_acc/aux0: 0.7262, loss_cls/aux0: 2.2924, loss/aux0: 2.2924, top1_acc/aux1: 0.4764, top5_acc/aux1: 0.7405, loss_cls/aux1: 2.1795, loss/aux1: 2.1795, top1_acc/aux2: 0.3995, top5_acc/aux2: 0.6698, loss_cls/aux2: 2.5444, loss/aux2: 2.5444 2020-10-25 18:45:14,935 - mmaction - INFO - Epoch [80][240/264] lr: 3.523e-01, eta: 12:05:23, time: 0.963, data_time: 0.000, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6880, loss_cls: 2.4312, loss: 2.4312, grad_norm: 1.1928, top1_acc/aux0: 0.4497, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.3089, loss/aux0: 2.3089, top1_acc/aux1: 0.4649, top5_acc/aux1: 0.7354, loss_cls/aux1: 2.1958, loss/aux1: 2.1958, top1_acc/aux2: 0.3988, top5_acc/aux2: 0.6582, loss_cls/aux2: 2.5784, loss/aux2: 2.5784 2020-10-25 18:46:02,061 - mmaction - INFO - Epoch [80][260/264] lr: 3.523e-01, eta: 12:05:05, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4220, top5_acc: 0.6899, loss_cls: 2.4073, loss: 2.4073, grad_norm: 1.1523, top1_acc/aux0: 0.4483, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2979, loss/aux0: 2.2979, top1_acc/aux1: 0.4582, top5_acc/aux1: 0.7311, loss_cls/aux1: 2.2035, loss/aux1: 2.2035, top1_acc/aux2: 0.3974, top5_acc/aux2: 0.6486, loss_cls/aux2: 2.5782, loss/aux2: 2.5782 2020-10-25 18:46:13,968 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-10-25 18:47:14,838 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-25 18:47:14,987 - mmaction - INFO - top1_acc 0.5182 top5_acc 0.7801 2020-10-25 18:47:14,987 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-25 18:47:15,019 - mmaction - INFO - mean_acc 0.5181 2020-10-25 18:47:15,019 - mmaction - INFO - Now best checkpoint is epoch_80.pth 2020-10-25 18:47:15,027 - mmaction - INFO - Epoch(val) [80][264] top1_acc: 0.5182, top5_acc: 0.7801, mean_class_accuracy: 0.5181 2020-10-25 18:50:52,182 - mmaction - INFO - Epoch [81][20/264] lr: 3.500e-01, eta: 12:04:34, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4314, top5_acc: 0.6979, loss_cls: 2.3774, loss: 2.3774, grad_norm: 1.1988, top1_acc/aux0: 0.4545, top5_acc/aux0: 0.7264, loss_cls/aux0: 2.2826, loss/aux0: 2.2826, top1_acc/aux1: 0.4705, top5_acc/aux1: 0.7361, loss_cls/aux1: 2.1850, loss/aux1: 2.1850, top1_acc/aux2: 0.4038, top5_acc/aux2: 0.6747, loss_cls/aux2: 2.5294, loss/aux2: 2.5294 2020-10-25 18:51:39,590 - mmaction - INFO - Epoch [81][40/264] lr: 3.500e-01, eta: 12:04:16, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4375, top5_acc: 0.6986, loss_cls: 2.3606, loss: 2.3606, grad_norm: 1.1939, top1_acc/aux0: 0.4526, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2987, loss/aux0: 2.2987, top1_acc/aux1: 0.4686, top5_acc/aux1: 0.7335, loss_cls/aux1: 2.1800, loss/aux1: 2.1800, top1_acc/aux2: 0.3967, top5_acc/aux2: 0.6689, loss_cls/aux2: 2.5422, loss/aux2: 2.5422 2020-10-25 18:52:27,068 - mmaction - INFO - Epoch [81][60/264] lr: 3.500e-01, eta: 12:03:58, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6833, loss_cls: 2.4352, loss: 2.4352, grad_norm: 1.1700, top1_acc/aux0: 0.4502, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.3103, loss/aux0: 2.3103, top1_acc/aux1: 0.4634, top5_acc/aux1: 0.7325, loss_cls/aux1: 2.1966, loss/aux1: 2.1966, top1_acc/aux2: 0.3898, top5_acc/aux2: 0.6606, loss_cls/aux2: 2.5609, loss/aux2: 2.5609 2020-10-25 18:53:14,315 - mmaction - INFO - Epoch [81][80/264] lr: 3.500e-01, eta: 12:03:39, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4342, top5_acc: 0.6972, loss_cls: 2.3414, loss: 2.3414, grad_norm: 1.1870, top1_acc/aux0: 0.4465, top5_acc/aux0: 0.7241, loss_cls/aux0: 2.2921, loss/aux0: 2.2921, top1_acc/aux1: 0.4729, top5_acc/aux1: 0.7457, loss_cls/aux1: 2.1537, loss/aux1: 2.1537, top1_acc/aux2: 0.3872, top5_acc/aux2: 0.6590, loss_cls/aux2: 2.5702, loss/aux2: 2.5702 2020-10-25 18:54:01,812 - mmaction - INFO - Epoch [81][100/264] lr: 3.500e-01, eta: 12:03:21, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4326, top5_acc: 0.6944, loss_cls: 2.3949, loss: 2.3949, grad_norm: 1.1828, top1_acc/aux0: 0.4438, top5_acc/aux0: 0.7274, loss_cls/aux0: 2.2654, loss/aux0: 2.2654, top1_acc/aux1: 0.4748, top5_acc/aux1: 0.7446, loss_cls/aux1: 2.1581, loss/aux1: 2.1581, top1_acc/aux2: 0.3924, top5_acc/aux2: 0.6653, loss_cls/aux2: 2.5405, loss/aux2: 2.5405 2020-10-25 18:54:49,111 - mmaction - INFO - Epoch [81][120/264] lr: 3.500e-01, eta: 12:03:03, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4253, top5_acc: 0.6908, loss_cls: 2.3970, loss: 2.3970, grad_norm: 1.1723, top1_acc/aux0: 0.4509, top5_acc/aux0: 0.7236, loss_cls/aux0: 2.2658, loss/aux0: 2.2658, top1_acc/aux1: 0.4611, top5_acc/aux1: 0.7342, loss_cls/aux1: 2.2145, loss/aux1: 2.2145, top1_acc/aux2: 0.3974, top5_acc/aux2: 0.6667, loss_cls/aux2: 2.5380, loss/aux2: 2.5380 2020-10-25 18:55:36,661 - mmaction - INFO - Epoch [81][140/264] lr: 3.500e-01, eta: 12:02:45, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4222, top5_acc: 0.6858, loss_cls: 2.4267, loss: 2.4267, grad_norm: 1.1539, top1_acc/aux0: 0.4648, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.2599, loss/aux0: 2.2599, top1_acc/aux1: 0.4635, top5_acc/aux1: 0.7408, loss_cls/aux1: 2.1714, loss/aux1: 2.1714, top1_acc/aux2: 0.3938, top5_acc/aux2: 0.6609, loss_cls/aux2: 2.5785, loss/aux2: 2.5785 2020-10-25 18:56:24,221 - mmaction - INFO - Epoch [81][160/264] lr: 3.500e-01, eta: 12:02:27, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4226, top5_acc: 0.6905, loss_cls: 2.4018, loss: 2.4018, grad_norm: 1.1722, top1_acc/aux0: 0.4571, top5_acc/aux0: 0.7151, loss_cls/aux0: 2.2736, loss/aux0: 2.2736, top1_acc/aux1: 0.4655, top5_acc/aux1: 0.7424, loss_cls/aux1: 2.1747, loss/aux1: 2.1747, top1_acc/aux2: 0.3804, top5_acc/aux2: 0.6557, loss_cls/aux2: 2.6053, loss/aux2: 2.6053 2020-10-25 18:57:11,747 - mmaction - INFO - Epoch [81][180/264] lr: 3.500e-01, eta: 12:02:09, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4118, top5_acc: 0.6705, loss_cls: 2.4939, loss: 2.4939, grad_norm: 1.1598, top1_acc/aux0: 0.4474, top5_acc/aux0: 0.7184, loss_cls/aux0: 2.2995, loss/aux0: 2.2995, top1_acc/aux1: 0.4703, top5_acc/aux1: 0.7389, loss_cls/aux1: 2.1799, loss/aux1: 2.1799, top1_acc/aux2: 0.3814, top5_acc/aux2: 0.6547, loss_cls/aux2: 2.5913, loss/aux2: 2.5913 2020-10-25 18:57:59,362 - mmaction - INFO - Epoch [81][200/264] lr: 3.500e-01, eta: 12:01:50, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.7066, loss_cls: 2.3639, loss: 2.3639, grad_norm: 1.1726, top1_acc/aux0: 0.4476, top5_acc/aux0: 0.7184, loss_cls/aux0: 2.3039, loss/aux0: 2.3039, top1_acc/aux1: 0.4703, top5_acc/aux1: 0.7344, loss_cls/aux1: 2.1712, loss/aux1: 2.1712, top1_acc/aux2: 0.3925, top5_acc/aux2: 0.6616, loss_cls/aux2: 2.5434, loss/aux2: 2.5434 2020-10-25 18:58:46,781 - mmaction - INFO - Epoch [81][220/264] lr: 3.500e-01, eta: 12:01:33, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6870, loss_cls: 2.4178, loss: 2.4178, grad_norm: 1.1738, top1_acc/aux0: 0.4398, top5_acc/aux0: 0.7118, loss_cls/aux0: 2.3350, loss/aux0: 2.3350, top1_acc/aux1: 0.4594, top5_acc/aux1: 0.7313, loss_cls/aux1: 2.2098, loss/aux1: 2.2098, top1_acc/aux2: 0.3839, top5_acc/aux2: 0.6575, loss_cls/aux2: 2.5628, loss/aux2: 2.5628 2020-10-25 18:59:34,571 - mmaction - INFO - Epoch [81][240/264] lr: 3.500e-01, eta: 12:01:15, time: 0.967, data_time: 0.000, memory: 8466, top1_acc: 0.4181, top5_acc: 0.6819, loss_cls: 2.4304, loss: 2.4304, grad_norm: 1.1654, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.7179, loss_cls/aux0: 2.3180, loss/aux0: 2.3180, top1_acc/aux1: 0.4616, top5_acc/aux1: 0.7375, loss_cls/aux1: 2.1996, loss/aux1: 2.1996, top1_acc/aux2: 0.3929, top5_acc/aux2: 0.6578, loss_cls/aux2: 2.5573, loss/aux2: 2.5573 2020-10-25 19:00:22,752 - mmaction - INFO - Epoch [81][260/264] lr: 3.500e-01, eta: 12:00:59, time: 0.985, data_time: 0.000, memory: 8466, top1_acc: 0.4217, top5_acc: 0.6818, loss_cls: 2.4369, loss: 2.4369, grad_norm: 1.1863, top1_acc/aux0: 0.4448, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.2943, loss/aux0: 2.2943, top1_acc/aux1: 0.4648, top5_acc/aux1: 0.7422, loss_cls/aux1: 2.1696, loss/aux1: 2.1696, top1_acc/aux2: 0.4049, top5_acc/aux2: 0.6661, loss_cls/aux2: 2.5320, loss/aux2: 2.5320 2020-10-25 19:04:24,679 - mmaction - INFO - Epoch [82][20/264] lr: 3.477e-01, eta: 12:00:28, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4191, top5_acc: 0.6833, loss_cls: 2.4207, loss: 2.4207, grad_norm: 1.1836, top1_acc/aux0: 0.4420, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.3155, loss/aux0: 2.3155, top1_acc/aux1: 0.4788, top5_acc/aux1: 0.7344, loss_cls/aux1: 2.1618, loss/aux1: 2.1618, top1_acc/aux2: 0.3979, top5_acc/aux2: 0.6611, loss_cls/aux2: 2.5242, loss/aux2: 2.5242 2020-10-25 19:05:12,032 - mmaction - INFO - Epoch [82][40/264] lr: 3.477e-01, eta: 12:00:10, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4292, top5_acc: 0.6991, loss_cls: 2.3881, loss: 2.3881, grad_norm: 1.1795, top1_acc/aux0: 0.4366, top5_acc/aux0: 0.7181, loss_cls/aux0: 2.3249, loss/aux0: 2.3249, top1_acc/aux1: 0.4649, top5_acc/aux1: 0.7286, loss_cls/aux1: 2.2172, loss/aux1: 2.2172, top1_acc/aux2: 0.4073, top5_acc/aux2: 0.6710, loss_cls/aux2: 2.4982, loss/aux2: 2.4982 2020-10-25 19:05:59,711 - mmaction - INFO - Epoch [82][60/264] lr: 3.477e-01, eta: 11:59:52, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.4347, top5_acc: 0.7071, loss_cls: 2.3415, loss: 2.3415, grad_norm: 1.1891, top1_acc/aux0: 0.4354, top5_acc/aux0: 0.7135, loss_cls/aux0: 2.3329, loss/aux0: 2.3329, top1_acc/aux1: 0.4543, top5_acc/aux1: 0.7250, loss_cls/aux1: 2.2400, loss/aux1: 2.2400, top1_acc/aux2: 0.4085, top5_acc/aux2: 0.6774, loss_cls/aux2: 2.4909, loss/aux2: 2.4909 2020-10-25 19:06:47,081 - mmaction - INFO - Epoch [82][80/264] lr: 3.477e-01, eta: 11:59:34, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4207, top5_acc: 0.6889, loss_cls: 2.4083, loss: 2.4083, grad_norm: 1.2053, top1_acc/aux0: 0.4415, top5_acc/aux0: 0.7165, loss_cls/aux0: 2.3250, loss/aux0: 2.3250, top1_acc/aux1: 0.4594, top5_acc/aux1: 0.7233, loss_cls/aux1: 2.2250, loss/aux1: 2.2250, top1_acc/aux2: 0.4040, top5_acc/aux2: 0.6696, loss_cls/aux2: 2.5271, loss/aux2: 2.5271 2020-10-25 19:07:34,886 - mmaction - INFO - Epoch [82][100/264] lr: 3.477e-01, eta: 11:59:16, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4181, top5_acc: 0.6825, loss_cls: 2.4456, loss: 2.4456, grad_norm: 1.2454, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7153, loss_cls/aux0: 2.3138, loss/aux0: 2.3138, top1_acc/aux1: 0.4627, top5_acc/aux1: 0.7255, loss_cls/aux1: 2.2200, loss/aux1: 2.2200, top1_acc/aux2: 0.4054, top5_acc/aux2: 0.6712, loss_cls/aux2: 2.5276, loss/aux2: 2.5276 2020-10-25 19:08:22,486 - mmaction - INFO - Epoch [82][120/264] lr: 3.477e-01, eta: 11:58:58, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6780, loss_cls: 2.4650, loss: 2.4650, grad_norm: 1.2077, top1_acc/aux0: 0.4384, top5_acc/aux0: 0.7106, loss_cls/aux0: 2.3411, loss/aux0: 2.3411, top1_acc/aux1: 0.4677, top5_acc/aux1: 0.7307, loss_cls/aux1: 2.2020, loss/aux1: 2.2020, top1_acc/aux2: 0.3915, top5_acc/aux2: 0.6670, loss_cls/aux2: 2.5583, loss/aux2: 2.5583 2020-10-25 19:09:09,474 - mmaction - INFO - Epoch [82][140/264] lr: 3.477e-01, eta: 11:58:39, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4385, top5_acc: 0.6936, loss_cls: 2.3633, loss: 2.3633, grad_norm: 1.1586, top1_acc/aux0: 0.4385, top5_acc/aux0: 0.7177, loss_cls/aux0: 2.3254, loss/aux0: 2.3254, top1_acc/aux1: 0.4715, top5_acc/aux1: 0.7318, loss_cls/aux1: 2.1768, loss/aux1: 2.1768, top1_acc/aux2: 0.3964, top5_acc/aux2: 0.6646, loss_cls/aux2: 2.5462, loss/aux2: 2.5462 2020-10-25 19:09:56,659 - mmaction - INFO - Epoch [82][160/264] lr: 3.477e-01, eta: 11:58:20, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4314, top5_acc: 0.6918, loss_cls: 2.3848, loss: 2.3848, grad_norm: 1.1714, top1_acc/aux0: 0.4484, top5_acc/aux0: 0.7165, loss_cls/aux0: 2.3132, loss/aux0: 2.3132, top1_acc/aux1: 0.4648, top5_acc/aux1: 0.7352, loss_cls/aux1: 2.1820, loss/aux1: 2.1820, top1_acc/aux2: 0.4064, top5_acc/aux2: 0.6700, loss_cls/aux2: 2.4897, loss/aux2: 2.4897 2020-10-25 19:10:44,303 - mmaction - INFO - Epoch [82][180/264] lr: 3.477e-01, eta: 11:58:02, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4373, top5_acc: 0.7019, loss_cls: 2.3713, loss: 2.3713, grad_norm: 1.1742, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7165, loss_cls/aux0: 2.3114, loss/aux0: 2.3114, top1_acc/aux1: 0.4602, top5_acc/aux1: 0.7417, loss_cls/aux1: 2.1855, loss/aux1: 2.1855, top1_acc/aux2: 0.3944, top5_acc/aux2: 0.6686, loss_cls/aux2: 2.5228, loss/aux2: 2.5228 2020-10-25 19:11:31,622 - mmaction - INFO - Epoch [82][200/264] lr: 3.477e-01, eta: 11:57:44, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4194, top5_acc: 0.6908, loss_cls: 2.4006, loss: 2.4006, grad_norm: 1.1871, top1_acc/aux0: 0.4502, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2942, loss/aux0: 2.2942, top1_acc/aux1: 0.4663, top5_acc/aux1: 0.7398, loss_cls/aux1: 2.1778, loss/aux1: 2.1778, top1_acc/aux2: 0.4014, top5_acc/aux2: 0.6693, loss_cls/aux2: 2.5315, loss/aux2: 2.5315 2020-10-25 19:12:18,963 - mmaction - INFO - Epoch [82][220/264] lr: 3.477e-01, eta: 11:57:25, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4181, top5_acc: 0.6830, loss_cls: 2.4553, loss: 2.4553, grad_norm: 1.1648, top1_acc/aux0: 0.4479, top5_acc/aux0: 0.7191, loss_cls/aux0: 2.3296, loss/aux0: 2.3296, top1_acc/aux1: 0.4608, top5_acc/aux1: 0.7290, loss_cls/aux1: 2.2225, loss/aux1: 2.2225, top1_acc/aux2: 0.4045, top5_acc/aux2: 0.6684, loss_cls/aux2: 2.5264, loss/aux2: 2.5264 2020-10-25 19:13:06,561 - mmaction - INFO - Epoch [82][240/264] lr: 3.477e-01, eta: 11:57:07, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4233, top5_acc: 0.6899, loss_cls: 2.4069, loss: 2.4069, grad_norm: 1.1871, top1_acc/aux0: 0.4568, top5_acc/aux0: 0.7233, loss_cls/aux0: 2.2841, loss/aux0: 2.2841, top1_acc/aux1: 0.4604, top5_acc/aux1: 0.7300, loss_cls/aux1: 2.2009, loss/aux1: 2.2009, top1_acc/aux2: 0.3997, top5_acc/aux2: 0.6729, loss_cls/aux2: 2.5135, loss/aux2: 2.5135 2020-10-25 19:13:54,157 - mmaction - INFO - Epoch [82][260/264] lr: 3.477e-01, eta: 11:56:49, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4212, top5_acc: 0.6925, loss_cls: 2.3954, loss: 2.3954, grad_norm: 1.1782, top1_acc/aux0: 0.4592, top5_acc/aux0: 0.7255, loss_cls/aux0: 2.2648, loss/aux0: 2.2648, top1_acc/aux1: 0.4741, top5_acc/aux1: 0.7418, loss_cls/aux1: 2.1595, loss/aux1: 2.1595, top1_acc/aux2: 0.4042, top5_acc/aux2: 0.6701, loss_cls/aux2: 2.5261, loss/aux2: 2.5261 2020-10-25 19:18:00,460 - mmaction - INFO - Epoch [83][20/264] lr: 3.454e-01, eta: 11:56:18, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4330, top5_acc: 0.6965, loss_cls: 2.3655, loss: 2.3655, grad_norm: 1.1781, top1_acc/aux0: 0.4507, top5_acc/aux0: 0.7024, loss_cls/aux0: 2.2874, loss/aux0: 2.2874, top1_acc/aux1: 0.4646, top5_acc/aux1: 0.7323, loss_cls/aux1: 2.1897, loss/aux1: 2.1897, top1_acc/aux2: 0.4142, top5_acc/aux2: 0.6771, loss_cls/aux2: 2.4870, loss/aux2: 2.4870 2020-10-25 19:18:47,643 - mmaction - INFO - Epoch [83][40/264] lr: 3.454e-01, eta: 11:55:59, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4359, top5_acc: 0.7050, loss_cls: 2.3450, loss: 2.3450, grad_norm: 1.1891, top1_acc/aux0: 0.4564, top5_acc/aux0: 0.7219, loss_cls/aux0: 2.2533, loss/aux0: 2.2533, top1_acc/aux1: 0.4653, top5_acc/aux1: 0.7375, loss_cls/aux1: 2.1760, loss/aux1: 2.1760, top1_acc/aux2: 0.4057, top5_acc/aux2: 0.6748, loss_cls/aux2: 2.4989, loss/aux2: 2.4989 2020-10-25 19:19:34,799 - mmaction - INFO - Epoch [83][60/264] lr: 3.454e-01, eta: 11:55:41, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4247, top5_acc: 0.6875, loss_cls: 2.4301, loss: 2.4301, grad_norm: 1.1884, top1_acc/aux0: 0.4556, top5_acc/aux0: 0.7283, loss_cls/aux0: 2.2594, loss/aux0: 2.2594, top1_acc/aux1: 0.4658, top5_acc/aux1: 0.7363, loss_cls/aux1: 2.1732, loss/aux1: 2.1732, top1_acc/aux2: 0.3946, top5_acc/aux2: 0.6635, loss_cls/aux2: 2.5349, loss/aux2: 2.5349 2020-10-25 19:20:21,939 - mmaction - INFO - Epoch [83][80/264] lr: 3.454e-01, eta: 11:55:22, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4276, top5_acc: 0.6990, loss_cls: 2.3816, loss: 2.3816, grad_norm: 1.1661, top1_acc/aux0: 0.4462, top5_acc/aux0: 0.7155, loss_cls/aux0: 2.2992, loss/aux0: 2.2992, top1_acc/aux1: 0.4670, top5_acc/aux1: 0.7352, loss_cls/aux1: 2.1699, loss/aux1: 2.1699, top1_acc/aux2: 0.3826, top5_acc/aux2: 0.6533, loss_cls/aux2: 2.5912, loss/aux2: 2.5912 2020-10-25 19:21:09,508 - mmaction - INFO - Epoch [83][100/264] lr: 3.454e-01, eta: 11:55:04, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4302, top5_acc: 0.6988, loss_cls: 2.3630, loss: 2.3630, grad_norm: 1.1696, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7233, loss_cls/aux0: 2.2654, loss/aux0: 2.2654, top1_acc/aux1: 0.4720, top5_acc/aux1: 0.7415, loss_cls/aux1: 2.1562, loss/aux1: 2.1562, top1_acc/aux2: 0.3806, top5_acc/aux2: 0.6542, loss_cls/aux2: 2.5925, loss/aux2: 2.5925 2020-10-25 19:21:56,690 - mmaction - INFO - Epoch [83][120/264] lr: 3.454e-01, eta: 11:54:46, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4182, top5_acc: 0.6823, loss_cls: 2.4394, loss: 2.4394, grad_norm: 1.1921, top1_acc/aux0: 0.4510, top5_acc/aux0: 0.7306, loss_cls/aux0: 2.2573, loss/aux0: 2.2573, top1_acc/aux1: 0.4748, top5_acc/aux1: 0.7415, loss_cls/aux1: 2.1688, loss/aux1: 2.1688, top1_acc/aux2: 0.3946, top5_acc/aux2: 0.6601, loss_cls/aux2: 2.5372, loss/aux2: 2.5372 2020-10-25 19:22:44,151 - mmaction - INFO - Epoch [83][140/264] lr: 3.454e-01, eta: 11:54:27, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4243, top5_acc: 0.6884, loss_cls: 2.4085, loss: 2.4085, grad_norm: 1.1957, top1_acc/aux0: 0.4460, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2775, loss/aux0: 2.2775, top1_acc/aux1: 0.4727, top5_acc/aux1: 0.7394, loss_cls/aux1: 2.1824, loss/aux1: 2.1824, top1_acc/aux2: 0.3986, top5_acc/aux2: 0.6653, loss_cls/aux2: 2.5281, loss/aux2: 2.5281 2020-10-25 19:23:31,624 - mmaction - INFO - Epoch [83][160/264] lr: 3.454e-01, eta: 11:54:09, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4238, top5_acc: 0.6905, loss_cls: 2.3913, loss: 2.3913, grad_norm: 1.1989, top1_acc/aux0: 0.4500, top5_acc/aux0: 0.7285, loss_cls/aux0: 2.2756, loss/aux0: 2.2756, top1_acc/aux1: 0.4693, top5_acc/aux1: 0.7417, loss_cls/aux1: 2.1725, loss/aux1: 2.1725, top1_acc/aux2: 0.3944, top5_acc/aux2: 0.6625, loss_cls/aux2: 2.5582, loss/aux2: 2.5582 2020-10-25 19:24:19,109 - mmaction - INFO - Epoch [83][180/264] lr: 3.454e-01, eta: 11:53:50, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4207, top5_acc: 0.6884, loss_cls: 2.4179, loss: 2.4179, grad_norm: 1.2025, top1_acc/aux0: 0.4523, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2719, loss/aux0: 2.2719, top1_acc/aux1: 0.4694, top5_acc/aux1: 0.7396, loss_cls/aux1: 2.1778, loss/aux1: 2.1778, top1_acc/aux2: 0.3908, top5_acc/aux2: 0.6618, loss_cls/aux2: 2.5642, loss/aux2: 2.5642 2020-10-25 19:25:06,544 - mmaction - INFO - Epoch [83][200/264] lr: 3.454e-01, eta: 11:53:32, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4292, top5_acc: 0.6997, loss_cls: 2.3830, loss: 2.3830, grad_norm: 1.2180, top1_acc/aux0: 0.4571, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2513, loss/aux0: 2.2513, top1_acc/aux1: 0.4797, top5_acc/aux1: 0.7425, loss_cls/aux1: 2.1631, loss/aux1: 2.1631, top1_acc/aux2: 0.3998, top5_acc/aux2: 0.6719, loss_cls/aux2: 2.5126, loss/aux2: 2.5126 2020-10-25 19:25:54,454 - mmaction - INFO - Epoch [83][220/264] lr: 3.454e-01, eta: 11:53:14, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.4366, top5_acc: 0.7012, loss_cls: 2.3695, loss: 2.3695, grad_norm: 1.1941, top1_acc/aux0: 0.4540, top5_acc/aux0: 0.7212, loss_cls/aux0: 2.2596, loss/aux0: 2.2596, top1_acc/aux1: 0.4773, top5_acc/aux1: 0.7505, loss_cls/aux1: 2.1481, loss/aux1: 2.1481, top1_acc/aux2: 0.4069, top5_acc/aux2: 0.6719, loss_cls/aux2: 2.4998, loss/aux2: 2.4998 2020-10-25 19:26:41,805 - mmaction - INFO - Epoch [83][240/264] lr: 3.454e-01, eta: 11:52:56, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4323, top5_acc: 0.6866, loss_cls: 2.4083, loss: 2.4083, grad_norm: 1.1707, top1_acc/aux0: 0.4498, top5_acc/aux0: 0.7148, loss_cls/aux0: 2.2977, loss/aux0: 2.2977, top1_acc/aux1: 0.4759, top5_acc/aux1: 0.7481, loss_cls/aux1: 2.1507, loss/aux1: 2.1507, top1_acc/aux2: 0.4007, top5_acc/aux2: 0.6635, loss_cls/aux2: 2.5323, loss/aux2: 2.5323 2020-10-25 19:27:29,380 - mmaction - INFO - Epoch [83][260/264] lr: 3.454e-01, eta: 11:52:38, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6901, loss_cls: 2.4114, loss: 2.4114, grad_norm: 1.2114, top1_acc/aux0: 0.4476, top5_acc/aux0: 0.7207, loss_cls/aux0: 2.3131, loss/aux0: 2.3131, top1_acc/aux1: 0.4781, top5_acc/aux1: 0.7444, loss_cls/aux1: 2.1354, loss/aux1: 2.1354, top1_acc/aux2: 0.3896, top5_acc/aux2: 0.6569, loss_cls/aux2: 2.5625, loss/aux2: 2.5625 2020-10-25 19:32:04,824 - mmaction - INFO - Epoch [84][20/264] lr: 3.430e-01, eta: 11:52:08, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4380, top5_acc: 0.7021, loss_cls: 2.3300, loss: 2.3300, grad_norm: 1.2133, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7222, loss_cls/aux0: 2.2860, loss/aux0: 2.2860, top1_acc/aux1: 0.4767, top5_acc/aux1: 0.7503, loss_cls/aux1: 2.1207, loss/aux1: 2.1207, top1_acc/aux2: 0.3927, top5_acc/aux2: 0.6677, loss_cls/aux2: 2.5475, loss/aux2: 2.5475 2020-10-25 19:32:52,574 - mmaction - INFO - Epoch [84][40/264] lr: 3.430e-01, eta: 11:51:49, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4325, top5_acc: 0.6997, loss_cls: 2.3884, loss: 2.3884, grad_norm: 1.1916, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.7069, loss_cls/aux0: 2.3412, loss/aux0: 2.3412, top1_acc/aux1: 0.4714, top5_acc/aux1: 0.7476, loss_cls/aux1: 2.1510, loss/aux1: 2.1510, top1_acc/aux2: 0.4007, top5_acc/aux2: 0.6720, loss_cls/aux2: 2.5159, loss/aux2: 2.5159 2020-10-25 19:33:40,184 - mmaction - INFO - Epoch [84][60/264] lr: 3.430e-01, eta: 11:51:32, time: 0.968, data_time: 0.000, memory: 8466, top1_acc: 0.4328, top5_acc: 0.7000, loss_cls: 2.3500, loss: 2.3500, grad_norm: 1.1925, top1_acc/aux0: 0.4441, top5_acc/aux0: 0.7052, loss_cls/aux0: 2.3361, loss/aux0: 2.3361, top1_acc/aux1: 0.4623, top5_acc/aux1: 0.7377, loss_cls/aux1: 2.1906, loss/aux1: 2.1906, top1_acc/aux2: 0.4141, top5_acc/aux2: 0.6736, loss_cls/aux2: 2.4870, loss/aux2: 2.4870 2020-10-25 19:34:27,497 - mmaction - INFO - Epoch [84][80/264] lr: 3.430e-01, eta: 11:51:13, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4283, top5_acc: 0.6899, loss_cls: 2.4223, loss: 2.4223, grad_norm: 1.1889, top1_acc/aux0: 0.4530, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.2943, loss/aux0: 2.2943, top1_acc/aux1: 0.4663, top5_acc/aux1: 0.7368, loss_cls/aux1: 2.1702, loss/aux1: 2.1702, top1_acc/aux2: 0.4116, top5_acc/aux2: 0.6672, loss_cls/aux2: 2.5060, loss/aux2: 2.5060 2020-10-25 19:35:14,970 - mmaction - INFO - Epoch [84][100/264] lr: 3.430e-01, eta: 11:50:55, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.4238, top5_acc: 0.6990, loss_cls: 2.3792, loss: 2.3792, grad_norm: 1.2087, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7264, loss_cls/aux0: 2.2773, loss/aux0: 2.2773, top1_acc/aux1: 0.4691, top5_acc/aux1: 0.7425, loss_cls/aux1: 2.1486, loss/aux1: 2.1486, top1_acc/aux2: 0.4007, top5_acc/aux2: 0.6677, loss_cls/aux2: 2.5247, loss/aux2: 2.5247 2020-10-25 19:36:02,179 - mmaction - INFO - Epoch [84][120/264] lr: 3.430e-01, eta: 11:50:37, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4290, top5_acc: 0.7005, loss_cls: 2.3913, loss: 2.3913, grad_norm: 1.1824, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2862, loss/aux0: 2.2862, top1_acc/aux1: 0.4675, top5_acc/aux1: 0.7356, loss_cls/aux1: 2.1778, loss/aux1: 2.1778, top1_acc/aux2: 0.3951, top5_acc/aux2: 0.6687, loss_cls/aux2: 2.5448, loss/aux2: 2.5448 2020-10-25 19:36:49,622 - mmaction - INFO - Epoch [84][140/264] lr: 3.430e-01, eta: 11:50:18, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6991, loss_cls: 2.3904, loss: 2.3904, grad_norm: 1.1906, top1_acc/aux0: 0.4439, top5_acc/aux0: 0.7217, loss_cls/aux0: 2.2961, loss/aux0: 2.2961, top1_acc/aux1: 0.4753, top5_acc/aux1: 0.7391, loss_cls/aux1: 2.1649, loss/aux1: 2.1649, top1_acc/aux2: 0.3960, top5_acc/aux2: 0.6689, loss_cls/aux2: 2.5577, loss/aux2: 2.5577 2020-10-25 19:37:36,891 - mmaction - INFO - Epoch [84][160/264] lr: 3.430e-01, eta: 11:50:00, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4205, top5_acc: 0.6943, loss_cls: 2.4055, loss: 2.4055, grad_norm: 1.2014, top1_acc/aux0: 0.4470, top5_acc/aux0: 0.7222, loss_cls/aux0: 2.2999, loss/aux0: 2.2999, top1_acc/aux1: 0.4701, top5_acc/aux1: 0.7396, loss_cls/aux1: 2.1660, loss/aux1: 2.1660, top1_acc/aux2: 0.3983, top5_acc/aux2: 0.6677, loss_cls/aux2: 2.5420, loss/aux2: 2.5420 2020-10-25 19:38:24,370 - mmaction - INFO - Epoch [84][180/264] lr: 3.430e-01, eta: 11:49:42, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4269, top5_acc: 0.7036, loss_cls: 2.3725, loss: 2.3725, grad_norm: 1.2139, top1_acc/aux0: 0.4526, top5_acc/aux0: 0.7210, loss_cls/aux0: 2.2995, loss/aux0: 2.2995, top1_acc/aux1: 0.4648, top5_acc/aux1: 0.7401, loss_cls/aux1: 2.1736, loss/aux1: 2.1736, top1_acc/aux2: 0.3951, top5_acc/aux2: 0.6602, loss_cls/aux2: 2.5347, loss/aux2: 2.5347 2020-10-25 19:39:11,787 - mmaction - INFO - Epoch [84][200/264] lr: 3.430e-01, eta: 11:49:24, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4297, top5_acc: 0.6830, loss_cls: 2.4089, loss: 2.4089, grad_norm: 1.1775, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7252, loss_cls/aux0: 2.2626, loss/aux0: 2.2626, top1_acc/aux1: 0.4747, top5_acc/aux1: 0.7484, loss_cls/aux1: 2.1297, loss/aux1: 2.1297, top1_acc/aux2: 0.3984, top5_acc/aux2: 0.6592, loss_cls/aux2: 2.5351, loss/aux2: 2.5351 2020-10-25 19:39:59,458 - mmaction - INFO - Epoch [84][220/264] lr: 3.430e-01, eta: 11:49:06, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4165, top5_acc: 0.6832, loss_cls: 2.4338, loss: 2.4338, grad_norm: 1.1868, top1_acc/aux0: 0.4498, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2875, loss/aux0: 2.2875, top1_acc/aux1: 0.4714, top5_acc/aux1: 0.7389, loss_cls/aux1: 2.1778, loss/aux1: 2.1778, top1_acc/aux2: 0.4069, top5_acc/aux2: 0.6670, loss_cls/aux2: 2.5154, loss/aux2: 2.5154 2020-10-25 19:40:46,633 - mmaction - INFO - Epoch [84][240/264] lr: 3.430e-01, eta: 11:48:47, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6920, loss_cls: 2.3891, loss: 2.3891, grad_norm: 1.1879, top1_acc/aux0: 0.4484, top5_acc/aux0: 0.7290, loss_cls/aux0: 2.2905, loss/aux0: 2.2905, top1_acc/aux1: 0.4602, top5_acc/aux1: 0.7313, loss_cls/aux1: 2.2297, loss/aux1: 2.2297, top1_acc/aux2: 0.4021, top5_acc/aux2: 0.6689, loss_cls/aux2: 2.5170, loss/aux2: 2.5170 2020-10-25 19:41:34,048 - mmaction - INFO - Epoch [84][260/264] lr: 3.430e-01, eta: 11:48:29, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4290, top5_acc: 0.6915, loss_cls: 2.4108, loss: 2.4108, grad_norm: 1.1942, top1_acc/aux0: 0.4500, top5_acc/aux0: 0.7255, loss_cls/aux0: 2.2921, loss/aux0: 2.2921, top1_acc/aux1: 0.4712, top5_acc/aux1: 0.7385, loss_cls/aux1: 2.1766, loss/aux1: 2.1766, top1_acc/aux2: 0.4040, top5_acc/aux2: 0.6712, loss_cls/aux2: 2.5092, loss/aux2: 2.5092 2020-10-25 19:45:41,851 - mmaction - INFO - Epoch [85][20/264] lr: 3.407e-01, eta: 11:47:59, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4285, top5_acc: 0.6958, loss_cls: 2.3832, loss: 2.3832, grad_norm: 1.1771, top1_acc/aux0: 0.4535, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2825, loss/aux0: 2.2825, top1_acc/aux1: 0.4615, top5_acc/aux1: 0.7431, loss_cls/aux1: 2.1848, loss/aux1: 2.1848, top1_acc/aux2: 0.3986, top5_acc/aux2: 0.6639, loss_cls/aux2: 2.5149, loss/aux2: 2.5149 2020-10-25 19:46:28,896 - mmaction - INFO - Epoch [85][40/264] lr: 3.407e-01, eta: 11:47:41, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4302, top5_acc: 0.6991, loss_cls: 2.3628, loss: 2.3628, grad_norm: 1.1977, top1_acc/aux0: 0.4455, top5_acc/aux0: 0.7217, loss_cls/aux0: 2.2980, loss/aux0: 2.2980, top1_acc/aux1: 0.4705, top5_acc/aux1: 0.7401, loss_cls/aux1: 2.1739, loss/aux1: 2.1739, top1_acc/aux2: 0.3998, top5_acc/aux2: 0.6668, loss_cls/aux2: 2.5094, loss/aux2: 2.5094 2020-10-25 19:47:16,281 - mmaction - INFO - Epoch [85][60/264] lr: 3.407e-01, eta: 11:47:22, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6950, loss_cls: 2.3866, loss: 2.3866, grad_norm: 1.2540, top1_acc/aux0: 0.4446, top5_acc/aux0: 0.7163, loss_cls/aux0: 2.3215, loss/aux0: 2.3215, top1_acc/aux1: 0.4747, top5_acc/aux1: 0.7444, loss_cls/aux1: 2.1550, loss/aux1: 2.1550, top1_acc/aux2: 0.4068, top5_acc/aux2: 0.6722, loss_cls/aux2: 2.4908, loss/aux2: 2.4908 2020-10-25 19:48:05,684 - mmaction - INFO - Epoch [85][80/264] lr: 3.407e-01, eta: 11:47:05, time: 0.963, data_time: 0.002, memory: 8466, top1_acc: 0.4438, top5_acc: 0.7036, loss_cls: 2.3400, loss: 2.3400, grad_norm: 1.2252, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7207, loss_cls/aux0: 2.3121, loss/aux0: 2.3121, top1_acc/aux1: 0.4609, top5_acc/aux1: 0.7387, loss_cls/aux1: 2.1790, loss/aux1: 2.1790, top1_acc/aux2: 0.4076, top5_acc/aux2: 0.6720, loss_cls/aux2: 2.4910, loss/aux2: 2.4910 2020-10-25 19:48:53,391 - mmaction - INFO - Epoch [85][100/264] lr: 3.407e-01, eta: 11:46:47, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4194, top5_acc: 0.6887, loss_cls: 2.4235, loss: 2.4235, grad_norm: 1.1952, top1_acc/aux0: 0.4509, top5_acc/aux0: 0.7220, loss_cls/aux0: 2.2871, loss/aux0: 2.2871, top1_acc/aux1: 0.4663, top5_acc/aux1: 0.7356, loss_cls/aux1: 2.1671, loss/aux1: 2.1671, top1_acc/aux2: 0.4061, top5_acc/aux2: 0.6750, loss_cls/aux2: 2.4938, loss/aux2: 2.4938 2020-10-25 19:49:40,838 - mmaction - INFO - Epoch [85][120/264] lr: 3.407e-01, eta: 11:46:28, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4323, top5_acc: 0.6958, loss_cls: 2.3842, loss: 2.3842, grad_norm: 1.2129, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7215, loss_cls/aux0: 2.2748, loss/aux0: 2.2748, top1_acc/aux1: 0.4733, top5_acc/aux1: 0.7335, loss_cls/aux1: 2.1699, loss/aux1: 2.1699, top1_acc/aux2: 0.4045, top5_acc/aux2: 0.6745, loss_cls/aux2: 2.5018, loss/aux2: 2.5018 2020-10-25 19:50:28,604 - mmaction - INFO - Epoch [85][140/264] lr: 3.407e-01, eta: 11:46:10, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4297, top5_acc: 0.6950, loss_cls: 2.3751, loss: 2.3751, grad_norm: 1.1827, top1_acc/aux0: 0.4597, top5_acc/aux0: 0.7158, loss_cls/aux0: 2.2931, loss/aux0: 2.2931, top1_acc/aux1: 0.4655, top5_acc/aux1: 0.7280, loss_cls/aux1: 2.2126, loss/aux1: 2.2126, top1_acc/aux2: 0.3993, top5_acc/aux2: 0.6750, loss_cls/aux2: 2.5187, loss/aux2: 2.5187 2020-10-25 19:51:15,832 - mmaction - INFO - Epoch [85][160/264] lr: 3.407e-01, eta: 11:45:52, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4241, top5_acc: 0.6880, loss_cls: 2.3878, loss: 2.3878, grad_norm: 1.1946, top1_acc/aux0: 0.4566, top5_acc/aux0: 0.7116, loss_cls/aux0: 2.3188, loss/aux0: 2.3188, top1_acc/aux1: 0.4686, top5_acc/aux1: 0.7372, loss_cls/aux1: 2.1927, loss/aux1: 2.1927, top1_acc/aux2: 0.4024, top5_acc/aux2: 0.6771, loss_cls/aux2: 2.5317, loss/aux2: 2.5317 2020-10-25 19:52:03,218 - mmaction - INFO - Epoch [85][180/264] lr: 3.407e-01, eta: 11:45:34, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4186, top5_acc: 0.6929, loss_cls: 2.4091, loss: 2.4091, grad_norm: 1.2007, top1_acc/aux0: 0.4498, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.3136, loss/aux0: 2.3136, top1_acc/aux1: 0.4785, top5_acc/aux1: 0.7413, loss_cls/aux1: 2.1599, loss/aux1: 2.1599, top1_acc/aux2: 0.4073, top5_acc/aux2: 0.6687, loss_cls/aux2: 2.5389, loss/aux2: 2.5389 2020-10-25 19:52:50,849 - mmaction - INFO - Epoch [85][200/264] lr: 3.407e-01, eta: 11:45:15, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4238, top5_acc: 0.6911, loss_cls: 2.3946, loss: 2.3946, grad_norm: 1.2000, top1_acc/aux0: 0.4523, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2843, loss/aux0: 2.2843, top1_acc/aux1: 0.4719, top5_acc/aux1: 0.7351, loss_cls/aux1: 2.1774, loss/aux1: 2.1774, top1_acc/aux2: 0.4038, top5_acc/aux2: 0.6679, loss_cls/aux2: 2.5206, loss/aux2: 2.5206 2020-10-25 19:53:38,614 - mmaction - INFO - Epoch [85][220/264] lr: 3.407e-01, eta: 11:44:57, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6889, loss_cls: 2.3981, loss: 2.3981, grad_norm: 1.2017, top1_acc/aux0: 0.4462, top5_acc/aux0: 0.7207, loss_cls/aux0: 2.2994, loss/aux0: 2.2994, top1_acc/aux1: 0.4729, top5_acc/aux1: 0.7359, loss_cls/aux1: 2.1637, loss/aux1: 2.1637, top1_acc/aux2: 0.3964, top5_acc/aux2: 0.6668, loss_cls/aux2: 2.5337, loss/aux2: 2.5337 2020-10-25 19:54:25,838 - mmaction - INFO - Epoch [85][240/264] lr: 3.407e-01, eta: 11:44:39, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4238, top5_acc: 0.6872, loss_cls: 2.4101, loss: 2.4101, grad_norm: 1.2112, top1_acc/aux0: 0.4345, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.3573, loss/aux0: 2.3573, top1_acc/aux1: 0.4774, top5_acc/aux1: 0.7378, loss_cls/aux1: 2.1700, loss/aux1: 2.1700, top1_acc/aux2: 0.3911, top5_acc/aux2: 0.6670, loss_cls/aux2: 2.5609, loss/aux2: 2.5609 2020-10-25 19:55:13,859 - mmaction - INFO - Epoch [85][260/264] lr: 3.407e-01, eta: 11:44:20, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6958, loss_cls: 2.4098, loss: 2.4098, grad_norm: 1.2030, top1_acc/aux0: 0.4470, top5_acc/aux0: 0.7196, loss_cls/aux0: 2.3295, loss/aux0: 2.3295, top1_acc/aux1: 0.4757, top5_acc/aux1: 0.7368, loss_cls/aux1: 2.1768, loss/aux1: 2.1768, top1_acc/aux2: 0.3960, top5_acc/aux2: 0.6747, loss_cls/aux2: 2.5168, loss/aux2: 2.5168 2020-10-25 19:59:30,944 - mmaction - INFO - Epoch [86][20/264] lr: 3.383e-01, eta: 11:43:50, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4318, top5_acc: 0.6891, loss_cls: 2.3730, loss: 2.3730, grad_norm: 1.1784, top1_acc/aux0: 0.4566, top5_acc/aux0: 0.7236, loss_cls/aux0: 2.2481, loss/aux0: 2.2481, top1_acc/aux1: 0.4757, top5_acc/aux1: 0.7486, loss_cls/aux1: 2.1130, loss/aux1: 2.1130, top1_acc/aux2: 0.3899, top5_acc/aux2: 0.6705, loss_cls/aux2: 2.5266, loss/aux2: 2.5266 2020-10-25 20:00:18,807 - mmaction - INFO - Epoch [86][40/264] lr: 3.383e-01, eta: 11:43:34, time: 0.986, data_time: 0.000, memory: 8466, top1_acc: 0.4316, top5_acc: 0.6917, loss_cls: 2.3819, loss: 2.3819, grad_norm: 1.1921, top1_acc/aux0: 0.4568, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2650, loss/aux0: 2.2650, top1_acc/aux1: 0.4755, top5_acc/aux1: 0.7469, loss_cls/aux1: 2.1239, loss/aux1: 2.1239, top1_acc/aux2: 0.3965, top5_acc/aux2: 0.6698, loss_cls/aux2: 2.5233, loss/aux2: 2.5233 2020-10-25 20:01:05,930 - mmaction - INFO - Epoch [86][60/264] lr: 3.383e-01, eta: 11:43:15, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4299, top5_acc: 0.6995, loss_cls: 2.3697, loss: 2.3697, grad_norm: 1.1887, top1_acc/aux0: 0.4604, top5_acc/aux0: 0.7269, loss_cls/aux0: 2.2629, loss/aux0: 2.2629, top1_acc/aux1: 0.4790, top5_acc/aux1: 0.7403, loss_cls/aux1: 2.1439, loss/aux1: 2.1439, top1_acc/aux2: 0.4012, top5_acc/aux2: 0.6700, loss_cls/aux2: 2.5214, loss/aux2: 2.5214 2020-10-25 20:01:53,305 - mmaction - INFO - Epoch [86][80/264] lr: 3.383e-01, eta: 11:42:57, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4288, top5_acc: 0.6990, loss_cls: 2.3863, loss: 2.3863, grad_norm: 1.1983, top1_acc/aux0: 0.4465, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2771, loss/aux0: 2.2771, top1_acc/aux1: 0.4818, top5_acc/aux1: 0.7417, loss_cls/aux1: 2.1369, loss/aux1: 2.1369, top1_acc/aux2: 0.4050, top5_acc/aux2: 0.6707, loss_cls/aux2: 2.5021, loss/aux2: 2.5021 2020-10-25 20:02:40,747 - mmaction - INFO - Epoch [86][100/264] lr: 3.383e-01, eta: 11:42:38, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4066, top5_acc: 0.6774, loss_cls: 2.4690, loss: 2.4690, grad_norm: 1.1930, top1_acc/aux0: 0.4302, top5_acc/aux0: 0.7135, loss_cls/aux0: 2.3401, loss/aux0: 2.3401, top1_acc/aux1: 0.4773, top5_acc/aux1: 0.7474, loss_cls/aux1: 2.1356, loss/aux1: 2.1356, top1_acc/aux2: 0.4089, top5_acc/aux2: 0.6691, loss_cls/aux2: 2.4795, loss/aux2: 2.4795 2020-10-25 20:03:28,525 - mmaction - INFO - Epoch [86][120/264] lr: 3.383e-01, eta: 11:42:20, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6854, loss_cls: 2.4165, loss: 2.4165, grad_norm: 1.2015, top1_acc/aux0: 0.4474, top5_acc/aux0: 0.7139, loss_cls/aux0: 2.3025, loss/aux0: 2.3025, top1_acc/aux1: 0.4774, top5_acc/aux1: 0.7498, loss_cls/aux1: 2.1407, loss/aux1: 2.1407, top1_acc/aux2: 0.4024, top5_acc/aux2: 0.6613, loss_cls/aux2: 2.5148, loss/aux2: 2.5148 2020-10-25 20:04:16,300 - mmaction - INFO - Epoch [86][140/264] lr: 3.383e-01, eta: 11:42:02, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4352, top5_acc: 0.6957, loss_cls: 2.3776, loss: 2.3776, grad_norm: 1.1980, top1_acc/aux0: 0.4656, top5_acc/aux0: 0.7241, loss_cls/aux0: 2.2342, loss/aux0: 2.2342, top1_acc/aux1: 0.4835, top5_acc/aux1: 0.7533, loss_cls/aux1: 2.1198, loss/aux1: 2.1198, top1_acc/aux2: 0.4005, top5_acc/aux2: 0.6608, loss_cls/aux2: 2.5360, loss/aux2: 2.5360 2020-10-25 20:05:03,690 - mmaction - INFO - Epoch [86][160/264] lr: 3.383e-01, eta: 11:41:44, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4366, top5_acc: 0.7042, loss_cls: 2.3495, loss: 2.3495, grad_norm: 1.2052, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7227, loss_cls/aux0: 2.2577, loss/aux0: 2.2577, top1_acc/aux1: 0.4845, top5_acc/aux1: 0.7477, loss_cls/aux1: 2.1117, loss/aux1: 2.1117, top1_acc/aux2: 0.4078, top5_acc/aux2: 0.6755, loss_cls/aux2: 2.4874, loss/aux2: 2.4874 2020-10-25 20:05:51,202 - mmaction - INFO - Epoch [86][180/264] lr: 3.383e-01, eta: 11:41:26, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4349, top5_acc: 0.7030, loss_cls: 2.3498, loss: 2.3498, grad_norm: 1.2029, top1_acc/aux0: 0.4512, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2841, loss/aux0: 2.2841, top1_acc/aux1: 0.4745, top5_acc/aux1: 0.7385, loss_cls/aux1: 2.1555, loss/aux1: 2.1555, top1_acc/aux2: 0.4078, top5_acc/aux2: 0.6790, loss_cls/aux2: 2.4809, loss/aux2: 2.4809 2020-10-25 20:06:38,775 - mmaction - INFO - Epoch [86][200/264] lr: 3.383e-01, eta: 11:41:07, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4398, top5_acc: 0.7042, loss_cls: 2.3423, loss: 2.3423, grad_norm: 1.2110, top1_acc/aux0: 0.4441, top5_acc/aux0: 0.7163, loss_cls/aux0: 2.3214, loss/aux0: 2.3214, top1_acc/aux1: 0.4665, top5_acc/aux1: 0.7349, loss_cls/aux1: 2.1914, loss/aux1: 2.1914, top1_acc/aux2: 0.4031, top5_acc/aux2: 0.6750, loss_cls/aux2: 2.5009, loss/aux2: 2.5009 2020-10-25 20:07:26,287 - mmaction - INFO - Epoch [86][220/264] lr: 3.383e-01, eta: 11:40:49, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6953, loss_cls: 2.4117, loss: 2.4117, grad_norm: 1.1957, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.3167, loss/aux0: 2.3167, top1_acc/aux1: 0.4696, top5_acc/aux1: 0.7387, loss_cls/aux1: 2.1760, loss/aux1: 2.1760, top1_acc/aux2: 0.4102, top5_acc/aux2: 0.6799, loss_cls/aux2: 2.4875, loss/aux2: 2.4875 2020-10-25 20:08:13,961 - mmaction - INFO - Epoch [86][240/264] lr: 3.383e-01, eta: 11:40:31, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4207, top5_acc: 0.6884, loss_cls: 2.4099, loss: 2.4099, grad_norm: 1.1850, top1_acc/aux0: 0.4472, top5_acc/aux0: 0.7222, loss_cls/aux0: 2.3042, loss/aux0: 2.3042, top1_acc/aux1: 0.4705, top5_acc/aux1: 0.7410, loss_cls/aux1: 2.1621, loss/aux1: 2.1621, top1_acc/aux2: 0.4167, top5_acc/aux2: 0.6861, loss_cls/aux2: 2.4575, loss/aux2: 2.4575 2020-10-25 20:09:01,442 - mmaction - INFO - Epoch [86][260/264] lr: 3.383e-01, eta: 11:40:13, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4325, top5_acc: 0.6903, loss_cls: 2.3988, loss: 2.3988, grad_norm: 1.1656, top1_acc/aux0: 0.4438, top5_acc/aux0: 0.7122, loss_cls/aux0: 2.3221, loss/aux0: 2.3221, top1_acc/aux1: 0.4675, top5_acc/aux1: 0.7330, loss_cls/aux1: 2.1789, loss/aux1: 2.1789, top1_acc/aux2: 0.4165, top5_acc/aux2: 0.6868, loss_cls/aux2: 2.4399, loss/aux2: 2.4399 2020-10-25 20:14:36,595 - mmaction - INFO - Epoch [87][20/264] lr: 3.359e-01, eta: 11:39:43, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4401, top5_acc: 0.7064, loss_cls: 2.3319, loss: 2.3319, grad_norm: 1.2005, top1_acc/aux0: 0.4503, top5_acc/aux0: 0.7281, loss_cls/aux0: 2.2674, loss/aux0: 2.2674, top1_acc/aux1: 0.4674, top5_acc/aux1: 0.7465, loss_cls/aux1: 2.2081, loss/aux1: 2.2081, top1_acc/aux2: 0.4076, top5_acc/aux2: 0.6646, loss_cls/aux2: 2.5212, loss/aux2: 2.5212 2020-10-25 20:15:23,759 - mmaction - INFO - Epoch [87][40/264] lr: 3.359e-01, eta: 11:39:25, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4361, top5_acc: 0.7014, loss_cls: 2.3263, loss: 2.3263, grad_norm: 1.1873, top1_acc/aux0: 0.4533, top5_acc/aux0: 0.7259, loss_cls/aux0: 2.2765, loss/aux0: 2.2765, top1_acc/aux1: 0.4618, top5_acc/aux1: 0.7420, loss_cls/aux1: 2.1992, loss/aux1: 2.1992, top1_acc/aux2: 0.4050, top5_acc/aux2: 0.6724, loss_cls/aux2: 2.5114, loss/aux2: 2.5114 2020-10-25 20:16:11,077 - mmaction - INFO - Epoch [87][60/264] lr: 3.359e-01, eta: 11:39:06, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4385, top5_acc: 0.7075, loss_cls: 2.3353, loss: 2.3353, grad_norm: 1.2070, top1_acc/aux0: 0.4557, top5_acc/aux0: 0.7274, loss_cls/aux0: 2.2764, loss/aux0: 2.2764, top1_acc/aux1: 0.4660, top5_acc/aux1: 0.7335, loss_cls/aux1: 2.1805, loss/aux1: 2.1805, top1_acc/aux2: 0.4040, top5_acc/aux2: 0.6814, loss_cls/aux2: 2.4980, loss/aux2: 2.4980 2020-10-25 20:16:58,394 - mmaction - INFO - Epoch [87][80/264] lr: 3.359e-01, eta: 11:38:48, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4378, top5_acc: 0.6988, loss_cls: 2.3442, loss: 2.3442, grad_norm: 1.2015, top1_acc/aux0: 0.4571, top5_acc/aux0: 0.7347, loss_cls/aux0: 2.2380, loss/aux0: 2.2380, top1_acc/aux1: 0.4712, top5_acc/aux1: 0.7297, loss_cls/aux1: 2.1669, loss/aux1: 2.1669, top1_acc/aux2: 0.4069, top5_acc/aux2: 0.6767, loss_cls/aux2: 2.4963, loss/aux2: 2.4963 2020-10-25 20:17:45,803 - mmaction - INFO - Epoch [87][100/264] lr: 3.359e-01, eta: 11:38:30, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4311, top5_acc: 0.6885, loss_cls: 2.4023, loss: 2.4023, grad_norm: 1.1746, top1_acc/aux0: 0.4543, top5_acc/aux0: 0.7259, loss_cls/aux0: 2.2689, loss/aux0: 2.2689, top1_acc/aux1: 0.4804, top5_acc/aux1: 0.7396, loss_cls/aux1: 2.1317, loss/aux1: 2.1317, top1_acc/aux2: 0.3979, top5_acc/aux2: 0.6672, loss_cls/aux2: 2.5266, loss/aux2: 2.5266 2020-10-25 20:18:33,527 - mmaction - INFO - Epoch [87][120/264] lr: 3.359e-01, eta: 11:38:12, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.4243, top5_acc: 0.6986, loss_cls: 2.4025, loss: 2.4025, grad_norm: 1.1999, top1_acc/aux0: 0.4523, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2834, loss/aux0: 2.2834, top1_acc/aux1: 0.4852, top5_acc/aux1: 0.7467, loss_cls/aux1: 2.1228, loss/aux1: 2.1228, top1_acc/aux2: 0.4031, top5_acc/aux2: 0.6773, loss_cls/aux2: 2.4943, loss/aux2: 2.4943 2020-10-25 20:19:20,713 - mmaction - INFO - Epoch [87][140/264] lr: 3.359e-01, eta: 11:37:53, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4300, top5_acc: 0.7019, loss_cls: 2.3594, loss: 2.3594, grad_norm: 1.2081, top1_acc/aux0: 0.4455, top5_acc/aux0: 0.7267, loss_cls/aux0: 2.2861, loss/aux0: 2.2861, top1_acc/aux1: 0.4769, top5_acc/aux1: 0.7413, loss_cls/aux1: 2.1613, loss/aux1: 2.1613, top1_acc/aux2: 0.4101, top5_acc/aux2: 0.6778, loss_cls/aux2: 2.4913, loss/aux2: 2.4913 2020-10-25 20:20:07,710 - mmaction - INFO - Epoch [87][160/264] lr: 3.359e-01, eta: 11:37:35, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4300, top5_acc: 0.6943, loss_cls: 2.3680, loss: 2.3680, grad_norm: 1.1917, top1_acc/aux0: 0.4410, top5_acc/aux0: 0.7194, loss_cls/aux0: 2.3206, loss/aux0: 2.3206, top1_acc/aux1: 0.4752, top5_acc/aux1: 0.7375, loss_cls/aux1: 2.1804, loss/aux1: 2.1804, top1_acc/aux2: 0.4033, top5_acc/aux2: 0.6644, loss_cls/aux2: 2.5274, loss/aux2: 2.5274 2020-10-25 20:20:55,108 - mmaction - INFO - Epoch [87][180/264] lr: 3.359e-01, eta: 11:37:17, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6899, loss_cls: 2.4288, loss: 2.4288, grad_norm: 1.1748, top1_acc/aux0: 0.4411, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.3251, loss/aux0: 2.3251, top1_acc/aux1: 0.4720, top5_acc/aux1: 0.7410, loss_cls/aux1: 2.1745, loss/aux1: 2.1745, top1_acc/aux2: 0.3983, top5_acc/aux2: 0.6665, loss_cls/aux2: 2.5238, loss/aux2: 2.5238 2020-10-25 20:21:42,439 - mmaction - INFO - Epoch [87][200/264] lr: 3.359e-01, eta: 11:36:58, time: 0.948, data_time: 0.001, memory: 8466, top1_acc: 0.4274, top5_acc: 0.6965, loss_cls: 2.3944, loss: 2.3944, grad_norm: 1.2081, top1_acc/aux0: 0.4472, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2902, loss/aux0: 2.2902, top1_acc/aux1: 0.4773, top5_acc/aux1: 0.7448, loss_cls/aux1: 2.1490, loss/aux1: 2.1490, top1_acc/aux2: 0.4012, top5_acc/aux2: 0.6667, loss_cls/aux2: 2.5309, loss/aux2: 2.5309 2020-10-25 20:22:29,966 - mmaction - INFO - Epoch [87][220/264] lr: 3.359e-01, eta: 11:36:41, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.4319, top5_acc: 0.6984, loss_cls: 2.3677, loss: 2.3677, grad_norm: 1.2084, top1_acc/aux0: 0.4502, top5_acc/aux0: 0.7212, loss_cls/aux0: 2.2767, loss/aux0: 2.2767, top1_acc/aux1: 0.4743, top5_acc/aux1: 0.7427, loss_cls/aux1: 2.1493, loss/aux1: 2.1493, top1_acc/aux2: 0.4113, top5_acc/aux2: 0.6729, loss_cls/aux2: 2.4960, loss/aux2: 2.4960 2020-10-25 20:23:17,758 - mmaction - INFO - Epoch [87][240/264] lr: 3.359e-01, eta: 11:36:23, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4370, top5_acc: 0.6965, loss_cls: 2.3519, loss: 2.3519, grad_norm: 1.1819, top1_acc/aux0: 0.4470, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3092, loss/aux0: 2.3092, top1_acc/aux1: 0.4694, top5_acc/aux1: 0.7352, loss_cls/aux1: 2.1726, loss/aux1: 2.1726, top1_acc/aux2: 0.4182, top5_acc/aux2: 0.6811, loss_cls/aux2: 2.4659, loss/aux2: 2.4659 2020-10-25 20:24:05,280 - mmaction - INFO - Epoch [87][260/264] lr: 3.359e-01, eta: 11:36:04, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4311, top5_acc: 0.7023, loss_cls: 2.3552, loss: 2.3552, grad_norm: 1.2045, top1_acc/aux0: 0.4526, top5_acc/aux0: 0.7170, loss_cls/aux0: 2.2974, loss/aux0: 2.2974, top1_acc/aux1: 0.4840, top5_acc/aux1: 0.7443, loss_cls/aux1: 2.1270, loss/aux1: 2.1270, top1_acc/aux2: 0.4175, top5_acc/aux2: 0.6740, loss_cls/aux2: 2.4829, loss/aux2: 2.4829 2020-10-25 20:28:08,253 - mmaction - INFO - Epoch [88][20/264] lr: 3.335e-01, eta: 11:35:35, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4321, top5_acc: 0.7010, loss_cls: 2.3656, loss: 2.3656, grad_norm: 1.1923, top1_acc/aux0: 0.4698, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.2057, loss/aux0: 2.2057, top1_acc/aux1: 0.4688, top5_acc/aux1: 0.7382, loss_cls/aux1: 2.1976, loss/aux1: 2.1976, top1_acc/aux2: 0.3840, top5_acc/aux2: 0.6615, loss_cls/aux2: 2.5643, loss/aux2: 2.5643 2020-10-25 20:28:55,341 - mmaction - INFO - Epoch [88][40/264] lr: 3.335e-01, eta: 11:35:16, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4375, top5_acc: 0.6927, loss_cls: 2.3547, loss: 2.3547, grad_norm: 1.2158, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.2322, loss/aux0: 2.2322, top1_acc/aux1: 0.4715, top5_acc/aux1: 0.7465, loss_cls/aux1: 2.1680, loss/aux1: 2.1680, top1_acc/aux2: 0.3851, top5_acc/aux2: 0.6665, loss_cls/aux2: 2.5667, loss/aux2: 2.5667 2020-10-25 20:29:42,402 - mmaction - INFO - Epoch [88][60/264] lr: 3.335e-01, eta: 11:34:58, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6974, loss_cls: 2.3732, loss: 2.3732, grad_norm: 1.2000, top1_acc/aux0: 0.4524, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2742, loss/aux0: 2.2742, top1_acc/aux1: 0.4748, top5_acc/aux1: 0.7493, loss_cls/aux1: 2.1440, loss/aux1: 2.1440, top1_acc/aux2: 0.3931, top5_acc/aux2: 0.6701, loss_cls/aux2: 2.5439, loss/aux2: 2.5439 2020-10-25 20:30:30,592 - mmaction - INFO - Epoch [88][80/264] lr: 3.335e-01, eta: 11:34:39, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4304, top5_acc: 0.6922, loss_cls: 2.3874, loss: 2.3874, grad_norm: 1.2250, top1_acc/aux0: 0.4549, top5_acc/aux0: 0.7314, loss_cls/aux0: 2.2371, loss/aux0: 2.2371, top1_acc/aux1: 0.4778, top5_acc/aux1: 0.7450, loss_cls/aux1: 2.1466, loss/aux1: 2.1466, top1_acc/aux2: 0.3998, top5_acc/aux2: 0.6752, loss_cls/aux2: 2.5106, loss/aux2: 2.5106 2020-10-25 20:31:18,352 - mmaction - INFO - Epoch [88][100/264] lr: 3.335e-01, eta: 11:34:22, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.4462, top5_acc: 0.6974, loss_cls: 2.3473, loss: 2.3473, grad_norm: 1.1983, top1_acc/aux0: 0.4507, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2624, loss/aux0: 2.2624, top1_acc/aux1: 0.4710, top5_acc/aux1: 0.7380, loss_cls/aux1: 2.1865, loss/aux1: 2.1865, top1_acc/aux2: 0.4073, top5_acc/aux2: 0.6748, loss_cls/aux2: 2.5036, loss/aux2: 2.5036 2020-10-25 20:32:05,796 - mmaction - INFO - Epoch [88][120/264] lr: 3.335e-01, eta: 11:34:03, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4323, top5_acc: 0.6953, loss_cls: 2.3856, loss: 2.3856, grad_norm: 1.2055, top1_acc/aux0: 0.4413, top5_acc/aux0: 0.7111, loss_cls/aux0: 2.3417, loss/aux0: 2.3417, top1_acc/aux1: 0.4674, top5_acc/aux1: 0.7340, loss_cls/aux1: 2.1999, loss/aux1: 2.1999, top1_acc/aux2: 0.4082, top5_acc/aux2: 0.6773, loss_cls/aux2: 2.4984, loss/aux2: 2.4984 2020-10-25 20:32:53,660 - mmaction - INFO - Epoch [88][140/264] lr: 3.335e-01, eta: 11:33:45, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4359, top5_acc: 0.6927, loss_cls: 2.3776, loss: 2.3776, grad_norm: 1.1806, top1_acc/aux0: 0.4410, top5_acc/aux0: 0.7085, loss_cls/aux0: 2.3427, loss/aux0: 2.3427, top1_acc/aux1: 0.4826, top5_acc/aux1: 0.7403, loss_cls/aux1: 2.1438, loss/aux1: 2.1438, top1_acc/aux2: 0.4047, top5_acc/aux2: 0.6799, loss_cls/aux2: 2.4975, loss/aux2: 2.4975 2020-10-25 20:33:41,321 - mmaction - INFO - Epoch [88][160/264] lr: 3.335e-01, eta: 11:33:27, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.4278, top5_acc: 0.6993, loss_cls: 2.3763, loss: 2.3763, grad_norm: 1.2269, top1_acc/aux0: 0.4500, top5_acc/aux0: 0.7191, loss_cls/aux0: 2.2894, loss/aux0: 2.2894, top1_acc/aux1: 0.4976, top5_acc/aux1: 0.7540, loss_cls/aux1: 2.0908, loss/aux1: 2.0908, top1_acc/aux2: 0.4116, top5_acc/aux2: 0.6727, loss_cls/aux2: 2.5041, loss/aux2: 2.5041 2020-10-25 20:34:28,516 - mmaction - INFO - Epoch [88][180/264] lr: 3.335e-01, eta: 11:33:09, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4405, top5_acc: 0.6984, loss_cls: 2.3532, loss: 2.3532, grad_norm: 1.1977, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2496, loss/aux0: 2.2496, top1_acc/aux1: 0.4929, top5_acc/aux1: 0.7639, loss_cls/aux1: 2.0736, loss/aux1: 2.0736, top1_acc/aux2: 0.4023, top5_acc/aux2: 0.6642, loss_cls/aux2: 2.5412, loss/aux2: 2.5412 2020-10-25 20:35:15,816 - mmaction - INFO - Epoch [88][200/264] lr: 3.335e-01, eta: 11:32:50, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4354, top5_acc: 0.6993, loss_cls: 2.3580, loss: 2.3580, grad_norm: 1.2100, top1_acc/aux0: 0.4538, top5_acc/aux0: 0.7281, loss_cls/aux0: 2.2538, loss/aux0: 2.2538, top1_acc/aux1: 0.4811, top5_acc/aux1: 0.7530, loss_cls/aux1: 2.1034, loss/aux1: 2.1034, top1_acc/aux2: 0.3936, top5_acc/aux2: 0.6615, loss_cls/aux2: 2.5515, loss/aux2: 2.5515 2020-10-25 20:36:03,558 - mmaction - INFO - Epoch [88][220/264] lr: 3.335e-01, eta: 11:32:32, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4130, top5_acc: 0.6896, loss_cls: 2.4248, loss: 2.4248, grad_norm: 1.2114, top1_acc/aux0: 0.4408, top5_acc/aux0: 0.7264, loss_cls/aux0: 2.2859, loss/aux0: 2.2859, top1_acc/aux1: 0.4750, top5_acc/aux1: 0.7408, loss_cls/aux1: 2.1500, loss/aux1: 2.1500, top1_acc/aux2: 0.3984, top5_acc/aux2: 0.6648, loss_cls/aux2: 2.5257, loss/aux2: 2.5257 2020-10-25 20:36:51,091 - mmaction - INFO - Epoch [88][240/264] lr: 3.335e-01, eta: 11:32:14, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4248, top5_acc: 0.6903, loss_cls: 2.4247, loss: 2.4247, grad_norm: 1.1858, top1_acc/aux0: 0.4450, top5_acc/aux0: 0.7194, loss_cls/aux0: 2.3022, loss/aux0: 2.3022, top1_acc/aux1: 0.4736, top5_acc/aux1: 0.7398, loss_cls/aux1: 2.1685, loss/aux1: 2.1685, top1_acc/aux2: 0.4030, top5_acc/aux2: 0.6628, loss_cls/aux2: 2.5184, loss/aux2: 2.5184 2020-10-25 20:37:38,283 - mmaction - INFO - Epoch [88][260/264] lr: 3.335e-01, eta: 11:31:56, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4345, top5_acc: 0.6943, loss_cls: 2.3568, loss: 2.3568, grad_norm: 1.2164, top1_acc/aux0: 0.4535, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2794, loss/aux0: 2.2794, top1_acc/aux1: 0.4835, top5_acc/aux1: 0.7460, loss_cls/aux1: 2.1200, loss/aux1: 2.1200, top1_acc/aux2: 0.4128, top5_acc/aux2: 0.6715, loss_cls/aux2: 2.4839, loss/aux2: 2.4839 2020-10-25 20:37:51,621 - mmaction - INFO - Saving checkpoint at 88 epochs 2020-10-25 20:38:45,500 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-25 20:38:45,710 - mmaction - INFO - top1_acc 0.5248 top5_acc 0.7933 2020-10-25 20:38:45,710 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-25 20:38:45,797 - mmaction - INFO - mean_acc 0.5251 2020-10-25 20:38:45,797 - mmaction - INFO - Now best checkpoint is epoch_88.pth 2020-10-25 20:38:45,832 - mmaction - INFO - Epoch(val) [88][264] top1_acc: 0.5248, top5_acc: 0.7933, mean_class_accuracy: 0.5251 2020-10-25 20:42:16,701 - mmaction - INFO - Epoch [89][20/264] lr: 3.311e-01, eta: 11:31:26, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4490, top5_acc: 0.7128, loss_cls: 2.2669, loss: 2.2669, grad_norm: 1.1897, top1_acc/aux0: 0.4514, top5_acc/aux0: 0.7271, loss_cls/aux0: 2.2500, loss/aux0: 2.2500, top1_acc/aux1: 0.4865, top5_acc/aux1: 0.7399, loss_cls/aux1: 2.1378, loss/aux1: 2.1378, top1_acc/aux2: 0.4156, top5_acc/aux2: 0.6809, loss_cls/aux2: 2.4479, loss/aux2: 2.4479 2020-10-25 20:43:03,936 - mmaction - INFO - Epoch [89][40/264] lr: 3.311e-01, eta: 11:31:08, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4448, top5_acc: 0.7050, loss_cls: 2.3275, loss: 2.3275, grad_norm: 1.1854, top1_acc/aux0: 0.4587, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2444, loss/aux0: 2.2444, top1_acc/aux1: 0.4806, top5_acc/aux1: 0.7434, loss_cls/aux1: 2.1503, loss/aux1: 2.1503, top1_acc/aux2: 0.4085, top5_acc/aux2: 0.6724, loss_cls/aux2: 2.4819, loss/aux2: 2.4819 2020-10-25 20:43:51,401 - mmaction - INFO - Epoch [89][60/264] lr: 3.311e-01, eta: 11:30:50, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4339, top5_acc: 0.7031, loss_cls: 2.3223, loss: 2.3223, grad_norm: 1.2079, top1_acc/aux0: 0.4689, top5_acc/aux0: 0.7318, loss_cls/aux0: 2.2084, loss/aux0: 2.2084, top1_acc/aux1: 0.4786, top5_acc/aux1: 0.7465, loss_cls/aux1: 2.1500, loss/aux1: 2.1500, top1_acc/aux2: 0.4085, top5_acc/aux2: 0.6694, loss_cls/aux2: 2.4993, loss/aux2: 2.4993 2020-10-25 20:44:38,921 - mmaction - INFO - Epoch [89][80/264] lr: 3.311e-01, eta: 11:30:31, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4309, top5_acc: 0.6901, loss_cls: 2.3863, loss: 2.3863, grad_norm: 1.2174, top1_acc/aux0: 0.4623, top5_acc/aux0: 0.7314, loss_cls/aux0: 2.2210, loss/aux0: 2.2210, top1_acc/aux1: 0.4868, top5_acc/aux1: 0.7488, loss_cls/aux1: 2.1101, loss/aux1: 2.1101, top1_acc/aux2: 0.4125, top5_acc/aux2: 0.6781, loss_cls/aux2: 2.4912, loss/aux2: 2.4912 2020-10-25 20:45:26,416 - mmaction - INFO - Epoch [89][100/264] lr: 3.311e-01, eta: 11:30:13, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4394, top5_acc: 0.6964, loss_cls: 2.3763, loss: 2.3763, grad_norm: 1.1875, top1_acc/aux0: 0.4533, top5_acc/aux0: 0.7222, loss_cls/aux0: 2.2708, loss/aux0: 2.2708, top1_acc/aux1: 0.4804, top5_acc/aux1: 0.7398, loss_cls/aux1: 2.1310, loss/aux1: 2.1310, top1_acc/aux2: 0.4078, top5_acc/aux2: 0.6799, loss_cls/aux2: 2.4979, loss/aux2: 2.4979 2020-10-25 20:46:14,252 - mmaction - INFO - Epoch [89][120/264] lr: 3.311e-01, eta: 11:29:55, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4333, top5_acc: 0.7066, loss_cls: 2.3396, loss: 2.3396, grad_norm: 1.2319, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7288, loss_cls/aux0: 2.2389, loss/aux0: 2.2389, top1_acc/aux1: 0.4797, top5_acc/aux1: 0.7403, loss_cls/aux1: 2.1336, loss/aux1: 2.1336, top1_acc/aux2: 0.4061, top5_acc/aux2: 0.6724, loss_cls/aux2: 2.5088, loss/aux2: 2.5088 2020-10-25 20:47:01,498 - mmaction - INFO - Epoch [89][140/264] lr: 3.311e-01, eta: 11:29:37, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4429, top5_acc: 0.7080, loss_cls: 2.3345, loss: 2.3345, grad_norm: 1.2275, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7337, loss_cls/aux0: 2.2144, loss/aux0: 2.2144, top1_acc/aux1: 0.4823, top5_acc/aux1: 0.7502, loss_cls/aux1: 2.1187, loss/aux1: 2.1187, top1_acc/aux2: 0.4057, top5_acc/aux2: 0.6703, loss_cls/aux2: 2.5121, loss/aux2: 2.5121 2020-10-25 20:47:49,596 - mmaction - INFO - Epoch [89][160/264] lr: 3.311e-01, eta: 11:29:20, time: 0.986, data_time: 0.000, memory: 8466, top1_acc: 0.4146, top5_acc: 0.6936, loss_cls: 2.4104, loss: 2.4104, grad_norm: 1.2072, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7309, loss_cls/aux0: 2.2186, loss/aux0: 2.2186, top1_acc/aux1: 0.4733, top5_acc/aux1: 0.7377, loss_cls/aux1: 2.1666, loss/aux1: 2.1666, top1_acc/aux2: 0.3995, top5_acc/aux2: 0.6674, loss_cls/aux2: 2.5288, loss/aux2: 2.5288 2020-10-25 20:48:37,867 - mmaction - INFO - Epoch [89][180/264] lr: 3.311e-01, eta: 11:29:02, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.4319, top5_acc: 0.6976, loss_cls: 2.3764, loss: 2.3764, grad_norm: 1.2148, top1_acc/aux0: 0.4523, top5_acc/aux0: 0.7217, loss_cls/aux0: 2.2543, loss/aux0: 2.2543, top1_acc/aux1: 0.4717, top5_acc/aux1: 0.7335, loss_cls/aux1: 2.1868, loss/aux1: 2.1868, top1_acc/aux2: 0.3960, top5_acc/aux2: 0.6705, loss_cls/aux2: 2.5297, loss/aux2: 2.5297 2020-10-25 20:49:25,289 - mmaction - INFO - Epoch [89][200/264] lr: 3.311e-01, eta: 11:28:43, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4326, top5_acc: 0.6986, loss_cls: 2.3638, loss: 2.3638, grad_norm: 1.2061, top1_acc/aux0: 0.4557, top5_acc/aux0: 0.7243, loss_cls/aux0: 2.2623, loss/aux0: 2.2623, top1_acc/aux1: 0.4790, top5_acc/aux1: 0.7444, loss_cls/aux1: 2.1569, loss/aux1: 2.1569, top1_acc/aux2: 0.3995, top5_acc/aux2: 0.6788, loss_cls/aux2: 2.4988, loss/aux2: 2.4988 2020-10-25 20:50:12,598 - mmaction - INFO - Epoch [89][220/264] lr: 3.311e-01, eta: 11:28:25, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4247, top5_acc: 0.6915, loss_cls: 2.3834, loss: 2.3834, grad_norm: 1.1985, top1_acc/aux0: 0.4550, top5_acc/aux0: 0.7281, loss_cls/aux0: 2.2570, loss/aux0: 2.2570, top1_acc/aux1: 0.4840, top5_acc/aux1: 0.7446, loss_cls/aux1: 2.1330, loss/aux1: 2.1330, top1_acc/aux2: 0.4031, top5_acc/aux2: 0.6714, loss_cls/aux2: 2.5138, loss/aux2: 2.5138 2020-10-25 20:50:59,954 - mmaction - INFO - Epoch [89][240/264] lr: 3.311e-01, eta: 11:28:07, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4431, top5_acc: 0.6911, loss_cls: 2.3758, loss: 2.3758, grad_norm: 1.1925, top1_acc/aux0: 0.4573, top5_acc/aux0: 0.7226, loss_cls/aux0: 2.2681, loss/aux0: 2.2681, top1_acc/aux1: 0.4814, top5_acc/aux1: 0.7458, loss_cls/aux1: 2.1498, loss/aux1: 2.1498, top1_acc/aux2: 0.4122, top5_acc/aux2: 0.6705, loss_cls/aux2: 2.5152, loss/aux2: 2.5152 2020-10-25 20:51:47,231 - mmaction - INFO - Epoch [89][260/264] lr: 3.311e-01, eta: 11:27:49, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4215, top5_acc: 0.6972, loss_cls: 2.3857, loss: 2.3857, grad_norm: 1.1944, top1_acc/aux0: 0.4628, top5_acc/aux0: 0.7257, loss_cls/aux0: 2.2463, loss/aux0: 2.2463, top1_acc/aux1: 0.4719, top5_acc/aux1: 0.7446, loss_cls/aux1: 2.1658, loss/aux1: 2.1658, top1_acc/aux2: 0.4153, top5_acc/aux2: 0.6785, loss_cls/aux2: 2.4961, loss/aux2: 2.4961 2020-10-25 20:55:58,677 - mmaction - INFO - Epoch [90][20/264] lr: 3.286e-01, eta: 11:27:19, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4365, top5_acc: 0.7007, loss_cls: 2.3521, loss: 2.3521, grad_norm: 1.2441, top1_acc/aux0: 0.4497, top5_acc/aux0: 0.7187, loss_cls/aux0: 2.2932, loss/aux0: 2.2932, top1_acc/aux1: 0.4736, top5_acc/aux1: 0.7378, loss_cls/aux1: 2.1734, loss/aux1: 2.1734, top1_acc/aux2: 0.4017, top5_acc/aux2: 0.6639, loss_cls/aux2: 2.5480, loss/aux2: 2.5480 2020-10-25 20:56:45,893 - mmaction - INFO - Epoch [90][40/264] lr: 3.286e-01, eta: 11:27:01, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4467, top5_acc: 0.7068, loss_cls: 2.3242, loss: 2.3242, grad_norm: 1.2008, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2757, loss/aux0: 2.2757, top1_acc/aux1: 0.4804, top5_acc/aux1: 0.7382, loss_cls/aux1: 2.1581, loss/aux1: 2.1581, top1_acc/aux2: 0.4102, top5_acc/aux2: 0.6747, loss_cls/aux2: 2.5072, loss/aux2: 2.5072 2020-10-25 20:57:33,418 - mmaction - INFO - Epoch [90][60/264] lr: 3.286e-01, eta: 11:26:43, time: 0.965, data_time: 0.000, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6917, loss_cls: 2.3821, loss: 2.3821, grad_norm: 1.2023, top1_acc/aux0: 0.4602, top5_acc/aux0: 0.7278, loss_cls/aux0: 2.2512, loss/aux0: 2.2512, top1_acc/aux1: 0.4818, top5_acc/aux1: 0.7406, loss_cls/aux1: 2.1411, loss/aux1: 2.1411, top1_acc/aux2: 0.4163, top5_acc/aux2: 0.6748, loss_cls/aux2: 2.4978, loss/aux2: 2.4978 2020-10-25 20:58:20,629 - mmaction - INFO - Epoch [90][80/264] lr: 3.286e-01, eta: 11:26:25, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4356, top5_acc: 0.7026, loss_cls: 2.3430, loss: 2.3430, grad_norm: 1.1969, top1_acc/aux0: 0.4550, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.2706, loss/aux0: 2.2706, top1_acc/aux1: 0.4814, top5_acc/aux1: 0.7451, loss_cls/aux1: 2.1198, loss/aux1: 2.1198, top1_acc/aux2: 0.4057, top5_acc/aux2: 0.6646, loss_cls/aux2: 2.5504, loss/aux2: 2.5504 2020-10-25 20:59:08,115 - mmaction - INFO - Epoch [90][100/264] lr: 3.286e-01, eta: 11:26:07, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4212, top5_acc: 0.6941, loss_cls: 2.4071, loss: 2.4071, grad_norm: 1.2051, top1_acc/aux0: 0.4502, top5_acc/aux0: 0.7182, loss_cls/aux0: 2.2811, loss/aux0: 2.2811, top1_acc/aux1: 0.4799, top5_acc/aux1: 0.7385, loss_cls/aux1: 2.1455, loss/aux1: 2.1455, top1_acc/aux2: 0.4073, top5_acc/aux2: 0.6696, loss_cls/aux2: 2.5304, loss/aux2: 2.5304 2020-10-25 20:59:55,500 - mmaction - INFO - Epoch [90][120/264] lr: 3.286e-01, eta: 11:25:48, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4330, top5_acc: 0.6944, loss_cls: 2.3935, loss: 2.3935, grad_norm: 1.2399, top1_acc/aux0: 0.4530, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.2553, loss/aux0: 2.2553, top1_acc/aux1: 0.4816, top5_acc/aux1: 0.7398, loss_cls/aux1: 2.1416, loss/aux1: 2.1416, top1_acc/aux2: 0.4125, top5_acc/aux2: 0.6736, loss_cls/aux2: 2.4941, loss/aux2: 2.4941 2020-10-25 21:00:51,423 - mmaction - INFO - Epoch [90][140/264] lr: 3.286e-01, eta: 11:25:29, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4365, top5_acc: 0.6915, loss_cls: 2.3825, loss: 2.3825, grad_norm: 1.1737, top1_acc/aux0: 0.4563, top5_acc/aux0: 0.7283, loss_cls/aux0: 2.2474, loss/aux0: 2.2474, top1_acc/aux1: 0.4908, top5_acc/aux1: 0.7479, loss_cls/aux1: 2.1087, loss/aux1: 2.1087, top1_acc/aux2: 0.4075, top5_acc/aux2: 0.6753, loss_cls/aux2: 2.4938, loss/aux2: 2.4938 2020-10-25 21:01:39,214 - mmaction - INFO - Epoch [90][160/264] lr: 3.286e-01, eta: 11:25:11, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4396, top5_acc: 0.7031, loss_cls: 2.3340, loss: 2.3340, grad_norm: 1.1941, top1_acc/aux0: 0.4545, top5_acc/aux0: 0.7220, loss_cls/aux0: 2.3009, loss/aux0: 2.3009, top1_acc/aux1: 0.4875, top5_acc/aux1: 0.7470, loss_cls/aux1: 2.1208, loss/aux1: 2.1208, top1_acc/aux2: 0.4064, top5_acc/aux2: 0.6762, loss_cls/aux2: 2.4840, loss/aux2: 2.4840 2020-10-25 21:02:26,581 - mmaction - INFO - Epoch [90][180/264] lr: 3.286e-01, eta: 11:24:53, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4337, top5_acc: 0.6960, loss_cls: 2.3655, loss: 2.3655, grad_norm: 1.1947, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7226, loss_cls/aux0: 2.2780, loss/aux0: 2.2780, top1_acc/aux1: 0.4776, top5_acc/aux1: 0.7498, loss_cls/aux1: 2.1280, loss/aux1: 2.1280, top1_acc/aux2: 0.4115, top5_acc/aux2: 0.6785, loss_cls/aux2: 2.4550, loss/aux2: 2.4550 2020-10-25 21:03:14,307 - mmaction - INFO - Epoch [90][200/264] lr: 3.286e-01, eta: 11:24:35, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4347, top5_acc: 0.6970, loss_cls: 2.3793, loss: 2.3793, grad_norm: 1.2008, top1_acc/aux0: 0.4689, top5_acc/aux0: 0.7314, loss_cls/aux0: 2.2077, loss/aux0: 2.2077, top1_acc/aux1: 0.4786, top5_acc/aux1: 0.7481, loss_cls/aux1: 2.1334, loss/aux1: 2.1334, top1_acc/aux2: 0.4052, top5_acc/aux2: 0.6738, loss_cls/aux2: 2.4782, loss/aux2: 2.4782 2020-10-25 21:04:01,939 - mmaction - INFO - Epoch [90][220/264] lr: 3.286e-01, eta: 11:24:17, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4332, top5_acc: 0.6977, loss_cls: 2.3881, loss: 2.3881, grad_norm: 1.1951, top1_acc/aux0: 0.4531, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.2486, loss/aux0: 2.2486, top1_acc/aux1: 0.4804, top5_acc/aux1: 0.7422, loss_cls/aux1: 2.1393, loss/aux1: 2.1393, top1_acc/aux2: 0.3958, top5_acc/aux2: 0.6646, loss_cls/aux2: 2.5398, loss/aux2: 2.5398 2020-10-25 21:04:49,454 - mmaction - INFO - Epoch [90][240/264] lr: 3.286e-01, eta: 11:23:59, time: 0.952, data_time: 0.001, memory: 8466, top1_acc: 0.4405, top5_acc: 0.7094, loss_cls: 2.3284, loss: 2.3284, grad_norm: 1.2183, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.2817, loss/aux0: 2.2817, top1_acc/aux1: 0.4780, top5_acc/aux1: 0.7392, loss_cls/aux1: 2.1425, loss/aux1: 2.1425, top1_acc/aux2: 0.3977, top5_acc/aux2: 0.6665, loss_cls/aux2: 2.5391, loss/aux2: 2.5391 2020-10-25 21:05:36,874 - mmaction - INFO - Epoch [90][260/264] lr: 3.286e-01, eta: 11:23:41, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4328, top5_acc: 0.7016, loss_cls: 2.3470, loss: 2.3470, grad_norm: 1.1849, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7205, loss_cls/aux0: 2.2586, loss/aux0: 2.2586, top1_acc/aux1: 0.4832, top5_acc/aux1: 0.7394, loss_cls/aux1: 2.1283, loss/aux1: 2.1283, top1_acc/aux2: 0.4108, top5_acc/aux2: 0.6780, loss_cls/aux2: 2.4843, loss/aux2: 2.4843 2020-10-25 21:09:35,070 - mmaction - INFO - Epoch [91][20/264] lr: 3.262e-01, eta: 11:23:11, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4434, top5_acc: 0.7026, loss_cls: 2.3283, loss: 2.3283, grad_norm: 1.1744, top1_acc/aux0: 0.4556, top5_acc/aux0: 0.7299, loss_cls/aux0: 2.2485, loss/aux0: 2.2485, top1_acc/aux1: 0.4913, top5_acc/aux1: 0.7490, loss_cls/aux1: 2.0951, loss/aux1: 2.0951, top1_acc/aux2: 0.3941, top5_acc/aux2: 0.6660, loss_cls/aux2: 2.5148, loss/aux2: 2.5148 2020-10-25 21:10:22,230 - mmaction - INFO - Epoch [91][40/264] lr: 3.262e-01, eta: 11:22:53, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4323, top5_acc: 0.7035, loss_cls: 2.3535, loss: 2.3535, grad_norm: 1.2162, top1_acc/aux0: 0.4611, top5_acc/aux0: 0.7347, loss_cls/aux0: 2.2257, loss/aux0: 2.2257, top1_acc/aux1: 0.4887, top5_acc/aux1: 0.7536, loss_cls/aux1: 2.0876, loss/aux1: 2.0876, top1_acc/aux2: 0.3997, top5_acc/aux2: 0.6682, loss_cls/aux2: 2.5111, loss/aux2: 2.5111 2020-10-25 21:11:09,654 - mmaction - INFO - Epoch [91][60/264] lr: 3.262e-01, eta: 11:22:35, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4323, top5_acc: 0.7005, loss_cls: 2.3629, loss: 2.3629, grad_norm: 1.2029, top1_acc/aux0: 0.4561, top5_acc/aux0: 0.7269, loss_cls/aux0: 2.2599, loss/aux0: 2.2599, top1_acc/aux1: 0.4832, top5_acc/aux1: 0.7464, loss_cls/aux1: 2.1139, loss/aux1: 2.1139, top1_acc/aux2: 0.4049, top5_acc/aux2: 0.6750, loss_cls/aux2: 2.5015, loss/aux2: 2.5015 2020-10-25 21:11:57,124 - mmaction - INFO - Epoch [91][80/264] lr: 3.262e-01, eta: 11:22:16, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4441, top5_acc: 0.7012, loss_cls: 2.3364, loss: 2.3364, grad_norm: 1.1991, top1_acc/aux0: 0.4512, top5_acc/aux0: 0.7182, loss_cls/aux0: 2.3121, loss/aux0: 2.3121, top1_acc/aux1: 0.4769, top5_acc/aux1: 0.7406, loss_cls/aux1: 2.1419, loss/aux1: 2.1419, top1_acc/aux2: 0.4099, top5_acc/aux2: 0.6844, loss_cls/aux2: 2.4797, loss/aux2: 2.4797 2020-10-25 21:12:44,464 - mmaction - INFO - Epoch [91][100/264] lr: 3.262e-01, eta: 11:21:58, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4233, top5_acc: 0.6946, loss_cls: 2.3902, loss: 2.3902, grad_norm: 1.2267, top1_acc/aux0: 0.4542, top5_acc/aux0: 0.7212, loss_cls/aux0: 2.2926, loss/aux0: 2.2926, top1_acc/aux1: 0.4839, top5_acc/aux1: 0.7526, loss_cls/aux1: 2.1163, loss/aux1: 2.1163, top1_acc/aux2: 0.4099, top5_acc/aux2: 0.6769, loss_cls/aux2: 2.5065, loss/aux2: 2.5065 2020-10-25 21:13:31,791 - mmaction - INFO - Epoch [91][120/264] lr: 3.262e-01, eta: 11:21:40, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4418, top5_acc: 0.6977, loss_cls: 2.3409, loss: 2.3409, grad_norm: 1.2154, top1_acc/aux0: 0.4540, top5_acc/aux0: 0.7205, loss_cls/aux0: 2.2782, loss/aux0: 2.2782, top1_acc/aux1: 0.4910, top5_acc/aux1: 0.7521, loss_cls/aux1: 2.1047, loss/aux1: 2.1047, top1_acc/aux2: 0.4106, top5_acc/aux2: 0.6708, loss_cls/aux2: 2.5115, loss/aux2: 2.5115 2020-10-25 21:14:19,096 - mmaction - INFO - Epoch [91][140/264] lr: 3.262e-01, eta: 11:21:21, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4398, top5_acc: 0.6981, loss_cls: 2.3442, loss: 2.3442, grad_norm: 1.2183, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7262, loss_cls/aux0: 2.2386, loss/aux0: 2.2386, top1_acc/aux1: 0.4882, top5_acc/aux1: 0.7455, loss_cls/aux1: 2.1140, loss/aux1: 2.1140, top1_acc/aux2: 0.4142, top5_acc/aux2: 0.6769, loss_cls/aux2: 2.4696, loss/aux2: 2.4696 2020-10-25 21:15:06,408 - mmaction - INFO - Epoch [91][160/264] lr: 3.262e-01, eta: 11:21:03, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4488, top5_acc: 0.7054, loss_cls: 2.3125, loss: 2.3125, grad_norm: 1.2362, top1_acc/aux0: 0.4575, top5_acc/aux0: 0.7255, loss_cls/aux0: 2.2664, loss/aux0: 2.2664, top1_acc/aux1: 0.4891, top5_acc/aux1: 0.7420, loss_cls/aux1: 2.1105, loss/aux1: 2.1105, top1_acc/aux2: 0.4099, top5_acc/aux2: 0.6748, loss_cls/aux2: 2.4855, loss/aux2: 2.4855 2020-10-25 21:15:54,016 - mmaction - INFO - Epoch [91][180/264] lr: 3.262e-01, eta: 11:20:45, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4405, top5_acc: 0.7043, loss_cls: 2.3372, loss: 2.3372, grad_norm: 1.2126, top1_acc/aux0: 0.4429, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2956, loss/aux0: 2.2956, top1_acc/aux1: 0.4733, top5_acc/aux1: 0.7323, loss_cls/aux1: 2.1700, loss/aux1: 2.1700, top1_acc/aux2: 0.4061, top5_acc/aux2: 0.6745, loss_cls/aux2: 2.4830, loss/aux2: 2.4830 2020-10-25 21:16:41,560 - mmaction - INFO - Epoch [91][200/264] lr: 3.262e-01, eta: 11:20:26, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4417, top5_acc: 0.6983, loss_cls: 2.3480, loss: 2.3480, grad_norm: 1.1845, top1_acc/aux0: 0.4505, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2612, loss/aux0: 2.2612, top1_acc/aux1: 0.4722, top5_acc/aux1: 0.7342, loss_cls/aux1: 2.1698, loss/aux1: 2.1698, top1_acc/aux2: 0.4137, top5_acc/aux2: 0.6832, loss_cls/aux2: 2.4444, loss/aux2: 2.4444 2020-10-25 21:17:29,101 - mmaction - INFO - Epoch [91][220/264] lr: 3.262e-01, eta: 11:20:08, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4314, top5_acc: 0.6995, loss_cls: 2.3567, loss: 2.3567, grad_norm: 1.2441, top1_acc/aux0: 0.4644, top5_acc/aux0: 0.7267, loss_cls/aux0: 2.2424, loss/aux0: 2.2424, top1_acc/aux1: 0.4915, top5_acc/aux1: 0.7521, loss_cls/aux1: 2.0855, loss/aux1: 2.0855, top1_acc/aux2: 0.4073, top5_acc/aux2: 0.6792, loss_cls/aux2: 2.4847, loss/aux2: 2.4847 2020-10-25 21:18:16,315 - mmaction - INFO - Epoch [91][240/264] lr: 3.262e-01, eta: 11:19:50, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4408, top5_acc: 0.6998, loss_cls: 2.3321, loss: 2.3321, grad_norm: 1.2370, top1_acc/aux0: 0.4571, top5_acc/aux0: 0.7269, loss_cls/aux0: 2.2612, loss/aux0: 2.2612, top1_acc/aux1: 0.4953, top5_acc/aux1: 0.7587, loss_cls/aux1: 2.0836, loss/aux1: 2.0836, top1_acc/aux2: 0.4054, top5_acc/aux2: 0.6703, loss_cls/aux2: 2.5087, loss/aux2: 2.5087 2020-10-25 21:19:03,672 - mmaction - INFO - Epoch [91][260/264] lr: 3.262e-01, eta: 11:19:31, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6953, loss_cls: 2.4051, loss: 2.4051, grad_norm: 1.2007, top1_acc/aux0: 0.4460, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2857, loss/aux0: 2.2857, top1_acc/aux1: 0.4905, top5_acc/aux1: 0.7472, loss_cls/aux1: 2.1178, loss/aux1: 2.1178, top1_acc/aux2: 0.4078, top5_acc/aux2: 0.6747, loss_cls/aux2: 2.5004, loss/aux2: 2.5004 2020-10-25 21:23:41,760 - mmaction - INFO - Epoch [92][20/264] lr: 3.237e-01, eta: 11:19:02, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4425, top5_acc: 0.7007, loss_cls: 2.3399, loss: 2.3399, grad_norm: 1.2040, top1_acc/aux0: 0.4510, top5_acc/aux0: 0.7295, loss_cls/aux0: 2.2597, loss/aux0: 2.2597, top1_acc/aux1: 0.4799, top5_acc/aux1: 0.7396, loss_cls/aux1: 2.1562, loss/aux1: 2.1562, top1_acc/aux2: 0.4059, top5_acc/aux2: 0.6767, loss_cls/aux2: 2.4637, loss/aux2: 2.4637 2020-10-25 21:24:28,886 - mmaction - INFO - Epoch [92][40/264] lr: 3.237e-01, eta: 11:18:44, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4413, top5_acc: 0.7069, loss_cls: 2.3110, loss: 2.3110, grad_norm: 1.2406, top1_acc/aux0: 0.4602, top5_acc/aux0: 0.7241, loss_cls/aux0: 2.2559, loss/aux0: 2.2559, top1_acc/aux1: 0.4793, top5_acc/aux1: 0.7439, loss_cls/aux1: 2.1385, loss/aux1: 2.1385, top1_acc/aux2: 0.4026, top5_acc/aux2: 0.6674, loss_cls/aux2: 2.5023, loss/aux2: 2.5023 2020-10-25 21:25:16,071 - mmaction - INFO - Epoch [92][60/264] lr: 3.237e-01, eta: 11:18:25, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4387, top5_acc: 0.7049, loss_cls: 2.3369, loss: 2.3369, grad_norm: 1.1929, top1_acc/aux0: 0.4653, top5_acc/aux0: 0.7252, loss_cls/aux0: 2.2485, loss/aux0: 2.2485, top1_acc/aux1: 0.4814, top5_acc/aux1: 0.7465, loss_cls/aux1: 2.1232, loss/aux1: 2.1232, top1_acc/aux2: 0.4040, top5_acc/aux2: 0.6672, loss_cls/aux2: 2.5194, loss/aux2: 2.5194 2020-10-25 21:26:03,389 - mmaction - INFO - Epoch [92][80/264] lr: 3.237e-01, eta: 11:18:07, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4497, top5_acc: 0.7115, loss_cls: 2.3143, loss: 2.3143, grad_norm: 1.1993, top1_acc/aux0: 0.4592, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.2442, loss/aux0: 2.2442, top1_acc/aux1: 0.4757, top5_acc/aux1: 0.7363, loss_cls/aux1: 2.1592, loss/aux1: 2.1592, top1_acc/aux2: 0.4040, top5_acc/aux2: 0.6722, loss_cls/aux2: 2.5040, loss/aux2: 2.5040 2020-10-25 21:26:50,721 - mmaction - INFO - Epoch [92][100/264] lr: 3.237e-01, eta: 11:17:49, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4288, top5_acc: 0.6955, loss_cls: 2.3840, loss: 2.3840, grad_norm: 1.2216, top1_acc/aux0: 0.4582, top5_acc/aux0: 0.7304, loss_cls/aux0: 2.2441, loss/aux0: 2.2441, top1_acc/aux1: 0.4698, top5_acc/aux1: 0.7363, loss_cls/aux1: 2.1725, loss/aux1: 2.1725, top1_acc/aux2: 0.3993, top5_acc/aux2: 0.6724, loss_cls/aux2: 2.5099, loss/aux2: 2.5099 2020-10-25 21:27:38,075 - mmaction - INFO - Epoch [92][120/264] lr: 3.237e-01, eta: 11:17:30, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4538, top5_acc: 0.7130, loss_cls: 2.2877, loss: 2.2877, grad_norm: 1.2137, top1_acc/aux0: 0.4500, top5_acc/aux0: 0.7262, loss_cls/aux0: 2.2884, loss/aux0: 2.2884, top1_acc/aux1: 0.4823, top5_acc/aux1: 0.7467, loss_cls/aux1: 2.1274, loss/aux1: 2.1274, top1_acc/aux2: 0.4078, top5_acc/aux2: 0.6774, loss_cls/aux2: 2.4845, loss/aux2: 2.4845 2020-10-25 21:28:26,029 - mmaction - INFO - Epoch [92][140/264] lr: 3.237e-01, eta: 11:17:12, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4375, top5_acc: 0.6939, loss_cls: 2.3904, loss: 2.3904, grad_norm: 1.2117, top1_acc/aux0: 0.4486, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2808, loss/aux0: 2.2808, top1_acc/aux1: 0.4976, top5_acc/aux1: 0.7573, loss_cls/aux1: 2.0673, loss/aux1: 2.0673, top1_acc/aux2: 0.4137, top5_acc/aux2: 0.6800, loss_cls/aux2: 2.4627, loss/aux2: 2.4627 2020-10-25 21:29:13,050 - mmaction - INFO - Epoch [92][160/264] lr: 3.237e-01, eta: 11:16:53, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4493, top5_acc: 0.7198, loss_cls: 2.2823, loss: 2.2823, grad_norm: 1.1971, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7321, loss_cls/aux0: 2.2369, loss/aux0: 2.2369, top1_acc/aux1: 0.4875, top5_acc/aux1: 0.7502, loss_cls/aux1: 2.0940, loss/aux1: 2.0940, top1_acc/aux2: 0.4115, top5_acc/aux2: 0.6769, loss_cls/aux2: 2.4760, loss/aux2: 2.4760 2020-10-25 21:30:00,499 - mmaction - INFO - Epoch [92][180/264] lr: 3.237e-01, eta: 11:16:35, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4318, top5_acc: 0.6896, loss_cls: 2.3825, loss: 2.3825, grad_norm: 1.2210, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7342, loss_cls/aux0: 2.2486, loss/aux0: 2.2486, top1_acc/aux1: 0.4675, top5_acc/aux1: 0.7340, loss_cls/aux1: 2.1618, loss/aux1: 2.1618, top1_acc/aux2: 0.4161, top5_acc/aux2: 0.6757, loss_cls/aux2: 2.4543, loss/aux2: 2.4543 2020-10-25 21:30:48,673 - mmaction - INFO - Epoch [92][200/264] lr: 3.237e-01, eta: 11:16:17, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4352, top5_acc: 0.7031, loss_cls: 2.3662, loss: 2.3662, grad_norm: 1.2004, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.2212, loss/aux0: 2.2212, top1_acc/aux1: 0.4623, top5_acc/aux1: 0.7333, loss_cls/aux1: 2.1914, loss/aux1: 2.1914, top1_acc/aux2: 0.4066, top5_acc/aux2: 0.6747, loss_cls/aux2: 2.4715, loss/aux2: 2.4715 2020-10-25 21:31:36,261 - mmaction - INFO - Epoch [92][220/264] lr: 3.237e-01, eta: 11:15:58, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4323, top5_acc: 0.7009, loss_cls: 2.3742, loss: 2.3742, grad_norm: 1.2190, top1_acc/aux0: 0.4677, top5_acc/aux0: 0.7413, loss_cls/aux0: 2.2095, loss/aux0: 2.2095, top1_acc/aux1: 0.4792, top5_acc/aux1: 0.7465, loss_cls/aux1: 2.1392, loss/aux1: 2.1392, top1_acc/aux2: 0.3991, top5_acc/aux2: 0.6729, loss_cls/aux2: 2.5185, loss/aux2: 2.5185 2020-10-25 21:32:23,851 - mmaction - INFO - Epoch [92][240/264] lr: 3.237e-01, eta: 11:15:40, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4304, top5_acc: 0.6972, loss_cls: 2.4019, loss: 2.4019, grad_norm: 1.2221, top1_acc/aux0: 0.4731, top5_acc/aux0: 0.7410, loss_cls/aux0: 2.1868, loss/aux0: 2.1868, top1_acc/aux1: 0.4913, top5_acc/aux1: 0.7477, loss_cls/aux1: 2.0883, loss/aux1: 2.0883, top1_acc/aux2: 0.4097, top5_acc/aux2: 0.6786, loss_cls/aux2: 2.4988, loss/aux2: 2.4988 2020-10-25 21:33:11,342 - mmaction - INFO - Epoch [92][260/264] lr: 3.237e-01, eta: 11:15:22, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4385, top5_acc: 0.6988, loss_cls: 2.3516, loss: 2.3516, grad_norm: 1.1777, top1_acc/aux0: 0.4790, top5_acc/aux0: 0.7340, loss_cls/aux0: 2.2042, loss/aux0: 2.2042, top1_acc/aux1: 0.4929, top5_acc/aux1: 0.7443, loss_cls/aux1: 2.0987, loss/aux1: 2.0987, top1_acc/aux2: 0.4082, top5_acc/aux2: 0.6786, loss_cls/aux2: 2.4826, loss/aux2: 2.4826 2020-10-25 21:37:21,101 - mmaction - INFO - Epoch [93][20/264] lr: 3.212e-01, eta: 11:14:53, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4458, top5_acc: 0.7076, loss_cls: 2.3248, loss: 2.3248, grad_norm: 1.2378, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7278, loss_cls/aux0: 2.2441, loss/aux0: 2.2441, top1_acc/aux1: 0.4656, top5_acc/aux1: 0.7472, loss_cls/aux1: 2.1338, loss/aux1: 2.1338, top1_acc/aux2: 0.4205, top5_acc/aux2: 0.6806, loss_cls/aux2: 2.4797, loss/aux2: 2.4797 2020-10-25 21:38:08,468 - mmaction - INFO - Epoch [93][40/264] lr: 3.212e-01, eta: 11:14:34, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4328, top5_acc: 0.7028, loss_cls: 2.3793, loss: 2.3793, grad_norm: 1.2128, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.2164, loss/aux0: 2.2164, top1_acc/aux1: 0.4814, top5_acc/aux1: 0.7510, loss_cls/aux1: 2.0920, loss/aux1: 2.0920, top1_acc/aux2: 0.4231, top5_acc/aux2: 0.6835, loss_cls/aux2: 2.4417, loss/aux2: 2.4417 2020-10-25 21:38:55,817 - mmaction - INFO - Epoch [93][60/264] lr: 3.212e-01, eta: 11:14:15, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4352, top5_acc: 0.7057, loss_cls: 2.3155, loss: 2.3155, grad_norm: 1.2098, top1_acc/aux0: 0.4688, top5_acc/aux0: 0.7403, loss_cls/aux0: 2.2177, loss/aux0: 2.2177, top1_acc/aux1: 0.4889, top5_acc/aux1: 0.7507, loss_cls/aux1: 2.0820, loss/aux1: 2.0820, top1_acc/aux2: 0.4184, top5_acc/aux2: 0.6793, loss_cls/aux2: 2.4431, loss/aux2: 2.4431 2020-10-25 21:39:43,390 - mmaction - INFO - Epoch [93][80/264] lr: 3.212e-01, eta: 11:13:57, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4380, top5_acc: 0.7009, loss_cls: 2.3472, loss: 2.3472, grad_norm: 1.2090, top1_acc/aux0: 0.4587, top5_acc/aux0: 0.7278, loss_cls/aux0: 2.2643, loss/aux0: 2.2643, top1_acc/aux1: 0.4806, top5_acc/aux1: 0.7441, loss_cls/aux1: 2.1137, loss/aux1: 2.1137, top1_acc/aux2: 0.4075, top5_acc/aux2: 0.6743, loss_cls/aux2: 2.4871, loss/aux2: 2.4871 2020-10-25 21:40:31,143 - mmaction - INFO - Epoch [93][100/264] lr: 3.212e-01, eta: 11:13:39, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4417, top5_acc: 0.7059, loss_cls: 2.3216, loss: 2.3216, grad_norm: 1.2230, top1_acc/aux0: 0.4618, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.2276, loss/aux0: 2.2276, top1_acc/aux1: 0.4861, top5_acc/aux1: 0.7470, loss_cls/aux1: 2.0989, loss/aux1: 2.0989, top1_acc/aux2: 0.4125, top5_acc/aux2: 0.6804, loss_cls/aux2: 2.4627, loss/aux2: 2.4627 2020-10-25 21:41:18,397 - mmaction - INFO - Epoch [93][120/264] lr: 3.212e-01, eta: 11:13:20, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4431, top5_acc: 0.7007, loss_cls: 2.3425, loss: 2.3425, grad_norm: 1.2095, top1_acc/aux0: 0.4608, top5_acc/aux0: 0.7420, loss_cls/aux0: 2.1990, loss/aux0: 2.1990, top1_acc/aux1: 0.4927, top5_acc/aux1: 0.7516, loss_cls/aux1: 2.0897, loss/aux1: 2.0897, top1_acc/aux2: 0.4189, top5_acc/aux2: 0.6873, loss_cls/aux2: 2.4370, loss/aux2: 2.4370 2020-10-25 21:42:05,824 - mmaction - INFO - Epoch [93][140/264] lr: 3.212e-01, eta: 11:13:02, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4387, top5_acc: 0.7101, loss_cls: 2.3051, loss: 2.3051, grad_norm: 1.2341, top1_acc/aux0: 0.4566, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.2160, loss/aux0: 2.2160, top1_acc/aux1: 0.4913, top5_acc/aux1: 0.7429, loss_cls/aux1: 2.1132, loss/aux1: 2.1132, top1_acc/aux2: 0.4063, top5_acc/aux2: 0.6821, loss_cls/aux2: 2.4633, loss/aux2: 2.4633 2020-10-25 21:42:53,359 - mmaction - INFO - Epoch [93][160/264] lr: 3.212e-01, eta: 11:12:44, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4326, top5_acc: 0.6986, loss_cls: 2.3542, loss: 2.3542, grad_norm: 1.2092, top1_acc/aux0: 0.4717, top5_acc/aux0: 0.7382, loss_cls/aux0: 2.1877, loss/aux0: 2.1877, top1_acc/aux1: 0.4866, top5_acc/aux1: 0.7399, loss_cls/aux1: 2.1320, loss/aux1: 2.1320, top1_acc/aux2: 0.4080, top5_acc/aux2: 0.6760, loss_cls/aux2: 2.4788, loss/aux2: 2.4788 2020-10-25 21:43:40,928 - mmaction - INFO - Epoch [93][180/264] lr: 3.212e-01, eta: 11:12:26, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4380, top5_acc: 0.7003, loss_cls: 2.3514, loss: 2.3514, grad_norm: 1.2073, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1891, loss/aux0: 2.1891, top1_acc/aux1: 0.4795, top5_acc/aux1: 0.7455, loss_cls/aux1: 2.1380, loss/aux1: 2.1380, top1_acc/aux2: 0.4113, top5_acc/aux2: 0.6755, loss_cls/aux2: 2.4874, loss/aux2: 2.4874 2020-10-25 21:44:28,584 - mmaction - INFO - Epoch [93][200/264] lr: 3.212e-01, eta: 11:12:08, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4373, top5_acc: 0.7024, loss_cls: 2.3436, loss: 2.3436, grad_norm: 1.1981, top1_acc/aux0: 0.4712, top5_acc/aux0: 0.7332, loss_cls/aux0: 2.2137, loss/aux0: 2.2137, top1_acc/aux1: 0.4736, top5_acc/aux1: 0.7453, loss_cls/aux1: 2.1479, loss/aux1: 2.1479, top1_acc/aux2: 0.4021, top5_acc/aux2: 0.6715, loss_cls/aux2: 2.5104, loss/aux2: 2.5104 2020-10-25 21:45:16,112 - mmaction - INFO - Epoch [93][220/264] lr: 3.212e-01, eta: 11:11:50, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.4431, top5_acc: 0.7066, loss_cls: 2.3260, loss: 2.3260, grad_norm: 1.2140, top1_acc/aux0: 0.4755, top5_acc/aux0: 0.7295, loss_cls/aux0: 2.2101, loss/aux0: 2.2101, top1_acc/aux1: 0.4793, top5_acc/aux1: 0.7424, loss_cls/aux1: 2.1428, loss/aux1: 2.1428, top1_acc/aux2: 0.4038, top5_acc/aux2: 0.6715, loss_cls/aux2: 2.5166, loss/aux2: 2.5166 2020-10-25 21:46:03,227 - mmaction - INFO - Epoch [93][240/264] lr: 3.212e-01, eta: 11:11:31, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4297, top5_acc: 0.7016, loss_cls: 2.3483, loss: 2.3483, grad_norm: 1.2378, top1_acc/aux0: 0.4563, top5_acc/aux0: 0.7316, loss_cls/aux0: 2.2231, loss/aux0: 2.2231, top1_acc/aux1: 0.4938, top5_acc/aux1: 0.7479, loss_cls/aux1: 2.1096, loss/aux1: 2.1096, top1_acc/aux2: 0.4014, top5_acc/aux2: 0.6762, loss_cls/aux2: 2.5048, loss/aux2: 2.5048 2020-10-25 21:46:50,553 - mmaction - INFO - Epoch [93][260/264] lr: 3.212e-01, eta: 11:11:13, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4391, top5_acc: 0.6997, loss_cls: 2.3933, loss: 2.3933, grad_norm: 1.2162, top1_acc/aux0: 0.4410, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.2642, loss/aux0: 2.2642, top1_acc/aux1: 0.4908, top5_acc/aux1: 0.7507, loss_cls/aux1: 2.1072, loss/aux1: 2.1072, top1_acc/aux2: 0.4069, top5_acc/aux2: 0.6727, loss_cls/aux2: 2.4794, loss/aux2: 2.4794 2020-10-25 21:50:53,523 - mmaction - INFO - Epoch [94][20/264] lr: 3.187e-01, eta: 11:10:44, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4517, top5_acc: 0.7078, loss_cls: 2.3043, loss: 2.3043, grad_norm: 1.2234, top1_acc/aux0: 0.4694, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.2011, loss/aux0: 2.2011, top1_acc/aux1: 0.4851, top5_acc/aux1: 0.7410, loss_cls/aux1: 2.1719, loss/aux1: 2.1719, top1_acc/aux2: 0.4000, top5_acc/aux2: 0.6701, loss_cls/aux2: 2.5021, loss/aux2: 2.5021 2020-10-25 21:51:40,872 - mmaction - INFO - Epoch [94][40/264] lr: 3.187e-01, eta: 11:10:26, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4385, top5_acc: 0.6981, loss_cls: 2.3720, loss: 2.3720, grad_norm: 1.2206, top1_acc/aux0: 0.4696, top5_acc/aux0: 0.7384, loss_cls/aux0: 2.2072, loss/aux0: 2.2072, top1_acc/aux1: 0.4880, top5_acc/aux1: 0.7403, loss_cls/aux1: 2.1674, loss/aux1: 2.1674, top1_acc/aux2: 0.3990, top5_acc/aux2: 0.6734, loss_cls/aux2: 2.5086, loss/aux2: 2.5086 2020-10-25 21:52:28,244 - mmaction - INFO - Epoch [94][60/264] lr: 3.187e-01, eta: 11:10:08, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4344, top5_acc: 0.7010, loss_cls: 2.3610, loss: 2.3610, grad_norm: 1.2123, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7444, loss_cls/aux0: 2.1836, loss/aux0: 2.1836, top1_acc/aux1: 0.4908, top5_acc/aux1: 0.7439, loss_cls/aux1: 2.1403, loss/aux1: 2.1403, top1_acc/aux2: 0.4033, top5_acc/aux2: 0.6854, loss_cls/aux2: 2.4678, loss/aux2: 2.4678 2020-10-25 21:53:15,529 - mmaction - INFO - Epoch [94][80/264] lr: 3.187e-01, eta: 11:09:49, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4462, top5_acc: 0.7170, loss_cls: 2.2968, loss: 2.2968, grad_norm: 1.2204, top1_acc/aux0: 0.4731, top5_acc/aux0: 0.7405, loss_cls/aux0: 2.2021, loss/aux0: 2.2021, top1_acc/aux1: 0.4887, top5_acc/aux1: 0.7470, loss_cls/aux1: 2.1060, loss/aux1: 2.1060, top1_acc/aux2: 0.4106, top5_acc/aux2: 0.6868, loss_cls/aux2: 2.4494, loss/aux2: 2.4494 2020-10-25 21:54:02,823 - mmaction - INFO - Epoch [94][100/264] lr: 3.187e-01, eta: 11:09:31, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4467, top5_acc: 0.6991, loss_cls: 2.3415, loss: 2.3415, grad_norm: 1.2188, top1_acc/aux0: 0.4609, top5_acc/aux0: 0.7366, loss_cls/aux0: 2.2496, loss/aux0: 2.2496, top1_acc/aux1: 0.4731, top5_acc/aux1: 0.7410, loss_cls/aux1: 2.1370, loss/aux1: 2.1370, top1_acc/aux2: 0.4122, top5_acc/aux2: 0.6781, loss_cls/aux2: 2.4711, loss/aux2: 2.4711 2020-10-25 21:54:50,420 - mmaction - INFO - Epoch [94][120/264] lr: 3.187e-01, eta: 11:09:12, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4313, top5_acc: 0.6991, loss_cls: 2.3584, loss: 2.3584, grad_norm: 1.2411, top1_acc/aux0: 0.4564, top5_acc/aux0: 0.7335, loss_cls/aux0: 2.2500, loss/aux0: 2.2500, top1_acc/aux1: 0.4674, top5_acc/aux1: 0.7434, loss_cls/aux1: 2.1450, loss/aux1: 2.1450, top1_acc/aux2: 0.4076, top5_acc/aux2: 0.6707, loss_cls/aux2: 2.4927, loss/aux2: 2.4927 2020-10-25 21:55:38,098 - mmaction - INFO - Epoch [94][140/264] lr: 3.187e-01, eta: 11:08:54, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4363, top5_acc: 0.7019, loss_cls: 2.3454, loss: 2.3454, grad_norm: 1.2172, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7281, loss_cls/aux0: 2.2423, loss/aux0: 2.2423, top1_acc/aux1: 0.4741, top5_acc/aux1: 0.7444, loss_cls/aux1: 2.1319, loss/aux1: 2.1319, top1_acc/aux2: 0.4087, top5_acc/aux2: 0.6760, loss_cls/aux2: 2.4601, loss/aux2: 2.4601 2020-10-25 21:56:25,362 - mmaction - INFO - Epoch [94][160/264] lr: 3.187e-01, eta: 11:08:36, time: 0.949, data_time: 0.001, memory: 8466, top1_acc: 0.4326, top5_acc: 0.6924, loss_cls: 2.3829, loss: 2.3829, grad_norm: 1.2500, top1_acc/aux0: 0.4663, top5_acc/aux0: 0.7304, loss_cls/aux0: 2.2392, loss/aux0: 2.2392, top1_acc/aux1: 0.4714, top5_acc/aux1: 0.7391, loss_cls/aux1: 2.1631, loss/aux1: 2.1631, top1_acc/aux2: 0.4064, top5_acc/aux2: 0.6875, loss_cls/aux2: 2.4408, loss/aux2: 2.4408 2020-10-25 21:57:12,771 - mmaction - INFO - Epoch [94][180/264] lr: 3.187e-01, eta: 11:08:17, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4387, top5_acc: 0.7036, loss_cls: 2.3229, loss: 2.3229, grad_norm: 1.2307, top1_acc/aux0: 0.4637, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.2267, loss/aux0: 2.2267, top1_acc/aux1: 0.4745, top5_acc/aux1: 0.7398, loss_cls/aux1: 2.1699, loss/aux1: 2.1699, top1_acc/aux2: 0.4047, top5_acc/aux2: 0.6766, loss_cls/aux2: 2.5036, loss/aux2: 2.5036 2020-10-25 21:58:00,387 - mmaction - INFO - Epoch [94][200/264] lr: 3.187e-01, eta: 11:07:59, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4410, top5_acc: 0.6932, loss_cls: 2.3770, loss: 2.3770, grad_norm: 1.2054, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7465, loss_cls/aux0: 2.1820, loss/aux0: 2.1820, top1_acc/aux1: 0.4795, top5_acc/aux1: 0.7377, loss_cls/aux1: 2.1644, loss/aux1: 2.1644, top1_acc/aux2: 0.4108, top5_acc/aux2: 0.6694, loss_cls/aux2: 2.5101, loss/aux2: 2.5101 2020-10-25 21:58:48,113 - mmaction - INFO - Epoch [94][220/264] lr: 3.187e-01, eta: 11:07:41, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4405, top5_acc: 0.6972, loss_cls: 2.3499, loss: 2.3499, grad_norm: 1.2215, top1_acc/aux0: 0.4767, top5_acc/aux0: 0.7467, loss_cls/aux0: 2.1911, loss/aux0: 2.1911, top1_acc/aux1: 0.4847, top5_acc/aux1: 0.7457, loss_cls/aux1: 2.1179, loss/aux1: 2.1179, top1_acc/aux2: 0.4045, top5_acc/aux2: 0.6757, loss_cls/aux2: 2.5040, loss/aux2: 2.5040 2020-10-25 21:59:35,476 - mmaction - INFO - Epoch [94][240/264] lr: 3.187e-01, eta: 11:07:23, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4415, top5_acc: 0.6894, loss_cls: 2.3713, loss: 2.3713, grad_norm: 1.2441, top1_acc/aux0: 0.4747, top5_acc/aux0: 0.7368, loss_cls/aux0: 2.2108, loss/aux0: 2.2108, top1_acc/aux1: 0.4833, top5_acc/aux1: 0.7517, loss_cls/aux1: 2.0960, loss/aux1: 2.0960, top1_acc/aux2: 0.4009, top5_acc/aux2: 0.6821, loss_cls/aux2: 2.5027, loss/aux2: 2.5027 2020-10-25 22:00:24,242 - mmaction - INFO - Epoch [94][260/264] lr: 3.187e-01, eta: 11:07:06, time: 1.009, data_time: 0.000, memory: 8466, top1_acc: 0.4505, top5_acc: 0.7113, loss_cls: 2.2918, loss: 2.2918, grad_norm: 1.2175, top1_acc/aux0: 0.4747, top5_acc/aux0: 0.7264, loss_cls/aux0: 2.2161, loss/aux0: 2.2161, top1_acc/aux1: 0.4932, top5_acc/aux1: 0.7526, loss_cls/aux1: 2.0711, loss/aux1: 2.0711, top1_acc/aux2: 0.4003, top5_acc/aux2: 0.6731, loss_cls/aux2: 2.5252, loss/aux2: 2.5252 2020-10-25 22:05:07,092 - mmaction - INFO - Epoch [95][20/264] lr: 3.162e-01, eta: 11:06:38, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4405, top5_acc: 0.7052, loss_cls: 2.3287, loss: 2.3287, grad_norm: 1.2379, top1_acc/aux0: 0.4639, top5_acc/aux0: 0.7212, loss_cls/aux0: 2.2655, loss/aux0: 2.2655, top1_acc/aux1: 0.4750, top5_acc/aux1: 0.7476, loss_cls/aux1: 2.1396, loss/aux1: 2.1396, top1_acc/aux2: 0.4000, top5_acc/aux2: 0.6872, loss_cls/aux2: 2.4834, loss/aux2: 2.4834 2020-10-25 22:05:54,300 - mmaction - INFO - Epoch [95][40/264] lr: 3.162e-01, eta: 11:06:19, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4542, top5_acc: 0.7071, loss_cls: 2.2922, loss: 2.2922, grad_norm: 1.2191, top1_acc/aux0: 0.4655, top5_acc/aux0: 0.7276, loss_cls/aux0: 2.2493, loss/aux0: 2.2493, top1_acc/aux1: 0.4785, top5_acc/aux1: 0.7446, loss_cls/aux1: 2.1371, loss/aux1: 2.1371, top1_acc/aux2: 0.4134, top5_acc/aux2: 0.6814, loss_cls/aux2: 2.4574, loss/aux2: 2.4574 2020-10-25 22:06:41,731 - mmaction - INFO - Epoch [95][60/264] lr: 3.162e-01, eta: 11:06:01, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4462, top5_acc: 0.7050, loss_cls: 2.3049, loss: 2.3049, grad_norm: 1.2038, top1_acc/aux0: 0.4618, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.2342, loss/aux0: 2.2342, top1_acc/aux1: 0.4816, top5_acc/aux1: 0.7394, loss_cls/aux1: 2.1465, loss/aux1: 2.1465, top1_acc/aux2: 0.4170, top5_acc/aux2: 0.6797, loss_cls/aux2: 2.4630, loss/aux2: 2.4630 2020-10-25 22:07:28,684 - mmaction - INFO - Epoch [95][80/264] lr: 3.162e-01, eta: 11:05:42, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4439, top5_acc: 0.7186, loss_cls: 2.3016, loss: 2.3016, grad_norm: 1.2275, top1_acc/aux0: 0.4628, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.2290, loss/aux0: 2.2290, top1_acc/aux1: 0.4806, top5_acc/aux1: 0.7436, loss_cls/aux1: 2.1271, loss/aux1: 2.1271, top1_acc/aux2: 0.4066, top5_acc/aux2: 0.6738, loss_cls/aux2: 2.5208, loss/aux2: 2.5208 2020-10-25 22:08:15,868 - mmaction - INFO - Epoch [95][100/264] lr: 3.162e-01, eta: 11:05:24, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4311, top5_acc: 0.6946, loss_cls: 2.3679, loss: 2.3679, grad_norm: 1.2257, top1_acc/aux0: 0.4677, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.2166, loss/aux0: 2.2166, top1_acc/aux1: 0.4882, top5_acc/aux1: 0.7552, loss_cls/aux1: 2.0682, loss/aux1: 2.0682, top1_acc/aux2: 0.4127, top5_acc/aux2: 0.6760, loss_cls/aux2: 2.4901, loss/aux2: 2.4901 2020-10-25 22:09:03,430 - mmaction - INFO - Epoch [95][120/264] lr: 3.162e-01, eta: 11:05:06, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4321, top5_acc: 0.6955, loss_cls: 2.3729, loss: 2.3729, grad_norm: 1.2139, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7330, loss_cls/aux0: 2.2174, loss/aux0: 2.2174, top1_acc/aux1: 0.4859, top5_acc/aux1: 0.7503, loss_cls/aux1: 2.0918, loss/aux1: 2.0918, top1_acc/aux2: 0.4201, top5_acc/aux2: 0.6854, loss_cls/aux2: 2.4341, loss/aux2: 2.4341 2020-10-25 22:09:51,875 - mmaction - INFO - Epoch [95][140/264] lr: 3.162e-01, eta: 11:04:47, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4422, top5_acc: 0.7075, loss_cls: 2.3219, loss: 2.3219, grad_norm: 1.2235, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2331, loss/aux0: 2.2331, top1_acc/aux1: 0.4788, top5_acc/aux1: 0.7438, loss_cls/aux1: 2.1366, loss/aux1: 2.1366, top1_acc/aux2: 0.4115, top5_acc/aux2: 0.6802, loss_cls/aux2: 2.4728, loss/aux2: 2.4728 2020-10-25 22:10:39,574 - mmaction - INFO - Epoch [95][160/264] lr: 3.162e-01, eta: 11:04:29, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4391, top5_acc: 0.7024, loss_cls: 2.3509, loss: 2.3509, grad_norm: 1.2048, top1_acc/aux0: 0.4672, top5_acc/aux0: 0.7325, loss_cls/aux0: 2.2030, loss/aux0: 2.2030, top1_acc/aux1: 0.4889, top5_acc/aux1: 0.7498, loss_cls/aux1: 2.0981, loss/aux1: 2.0981, top1_acc/aux2: 0.4026, top5_acc/aux2: 0.6740, loss_cls/aux2: 2.5054, loss/aux2: 2.5054 2020-10-25 22:11:26,965 - mmaction - INFO - Epoch [95][180/264] lr: 3.162e-01, eta: 11:04:10, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4439, top5_acc: 0.7064, loss_cls: 2.3124, loss: 2.3124, grad_norm: 1.2300, top1_acc/aux0: 0.4724, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.2138, loss/aux0: 2.2138, top1_acc/aux1: 0.4899, top5_acc/aux1: 0.7486, loss_cls/aux1: 2.0949, loss/aux1: 2.0949, top1_acc/aux2: 0.4092, top5_acc/aux2: 0.6660, loss_cls/aux2: 2.5243, loss/aux2: 2.5243 2020-10-25 22:12:14,150 - mmaction - INFO - Epoch [95][200/264] lr: 3.162e-01, eta: 11:03:52, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4238, top5_acc: 0.6976, loss_cls: 2.3785, loss: 2.3785, grad_norm: 1.2041, top1_acc/aux0: 0.4712, top5_acc/aux0: 0.7313, loss_cls/aux0: 2.2384, loss/aux0: 2.2384, top1_acc/aux1: 0.4877, top5_acc/aux1: 0.7493, loss_cls/aux1: 2.1093, loss/aux1: 2.1093, top1_acc/aux2: 0.4109, top5_acc/aux2: 0.6705, loss_cls/aux2: 2.5188, loss/aux2: 2.5188 2020-10-25 22:13:01,897 - mmaction - INFO - Epoch [95][220/264] lr: 3.162e-01, eta: 11:03:34, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4333, top5_acc: 0.7016, loss_cls: 2.3342, loss: 2.3342, grad_norm: 1.2347, top1_acc/aux0: 0.4700, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.2153, loss/aux0: 2.2153, top1_acc/aux1: 0.4821, top5_acc/aux1: 0.7490, loss_cls/aux1: 2.1050, loss/aux1: 2.1050, top1_acc/aux2: 0.4038, top5_acc/aux2: 0.6694, loss_cls/aux2: 2.5004, loss/aux2: 2.5004 2020-10-25 22:13:49,421 - mmaction - INFO - Epoch [95][240/264] lr: 3.162e-01, eta: 11:03:15, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4450, top5_acc: 0.7130, loss_cls: 2.2972, loss: 2.2972, grad_norm: 1.1998, top1_acc/aux0: 0.4715, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.2053, loss/aux0: 2.2053, top1_acc/aux1: 0.4793, top5_acc/aux1: 0.7467, loss_cls/aux1: 2.1207, loss/aux1: 2.1207, top1_acc/aux2: 0.4014, top5_acc/aux2: 0.6670, loss_cls/aux2: 2.5074, loss/aux2: 2.5074 2020-10-25 22:14:36,953 - mmaction - INFO - Epoch [95][260/264] lr: 3.162e-01, eta: 11:02:57, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4349, top5_acc: 0.7016, loss_cls: 2.3512, loss: 2.3512, grad_norm: 1.2443, top1_acc/aux0: 0.4582, top5_acc/aux0: 0.7281, loss_cls/aux0: 2.2410, loss/aux0: 2.2410, top1_acc/aux1: 0.4870, top5_acc/aux1: 0.7575, loss_cls/aux1: 2.0858, loss/aux1: 2.0858, top1_acc/aux2: 0.4075, top5_acc/aux2: 0.6731, loss_cls/aux2: 2.4845, loss/aux2: 2.4845 2020-10-25 22:18:09,767 - mmaction - INFO - Epoch [96][20/264] lr: 3.136e-01, eta: 11:02:28, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4488, top5_acc: 0.7087, loss_cls: 2.3036, loss: 2.3036, grad_norm: 1.2389, top1_acc/aux0: 0.4517, top5_acc/aux0: 0.7233, loss_cls/aux0: 2.2603, loss/aux0: 2.2603, top1_acc/aux1: 0.4917, top5_acc/aux1: 0.7486, loss_cls/aux1: 2.0930, loss/aux1: 2.0930, top1_acc/aux2: 0.4125, top5_acc/aux2: 0.6760, loss_cls/aux2: 2.4850, loss/aux2: 2.4850 2020-10-25 22:18:57,197 - mmaction - INFO - Epoch [96][40/264] lr: 3.136e-01, eta: 11:02:10, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4615, top5_acc: 0.7217, loss_cls: 2.2333, loss: 2.2333, grad_norm: 1.2456, top1_acc/aux0: 0.4552, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2476, loss/aux0: 2.2476, top1_acc/aux1: 0.4870, top5_acc/aux1: 0.7500, loss_cls/aux1: 2.0929, loss/aux1: 2.0929, top1_acc/aux2: 0.4137, top5_acc/aux2: 0.6832, loss_cls/aux2: 2.4626, loss/aux2: 2.4626 2020-10-25 22:19:44,548 - mmaction - INFO - Epoch [96][60/264] lr: 3.136e-01, eta: 11:01:51, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4382, top5_acc: 0.7017, loss_cls: 2.3476, loss: 2.3476, grad_norm: 1.2360, top1_acc/aux0: 0.4634, top5_acc/aux0: 0.7321, loss_cls/aux0: 2.2330, loss/aux0: 2.2330, top1_acc/aux1: 0.4868, top5_acc/aux1: 0.7453, loss_cls/aux1: 2.1171, loss/aux1: 2.1171, top1_acc/aux2: 0.4200, top5_acc/aux2: 0.6865, loss_cls/aux2: 2.4411, loss/aux2: 2.4411 2020-10-25 22:20:32,317 - mmaction - INFO - Epoch [96][80/264] lr: 3.136e-01, eta: 11:01:34, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.4439, top5_acc: 0.7078, loss_cls: 2.2975, loss: 2.2975, grad_norm: 1.2223, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7361, loss_cls/aux0: 2.2208, loss/aux0: 2.2208, top1_acc/aux1: 0.4823, top5_acc/aux1: 0.7418, loss_cls/aux1: 2.1522, loss/aux1: 2.1522, top1_acc/aux2: 0.4188, top5_acc/aux2: 0.6790, loss_cls/aux2: 2.4536, loss/aux2: 2.4536 2020-10-25 22:21:19,809 - mmaction - INFO - Epoch [96][100/264] lr: 3.136e-01, eta: 11:01:15, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4453, top5_acc: 0.7076, loss_cls: 2.3170, loss: 2.3170, grad_norm: 1.2438, top1_acc/aux0: 0.4722, top5_acc/aux0: 0.7358, loss_cls/aux0: 2.2153, loss/aux0: 2.2153, top1_acc/aux1: 0.4821, top5_acc/aux1: 0.7500, loss_cls/aux1: 2.1074, loss/aux1: 2.1074, top1_acc/aux2: 0.4099, top5_acc/aux2: 0.6670, loss_cls/aux2: 2.4804, loss/aux2: 2.4804 2020-10-25 22:22:07,137 - mmaction - INFO - Epoch [96][120/264] lr: 3.136e-01, eta: 11:00:57, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4377, top5_acc: 0.6988, loss_cls: 2.3492, loss: 2.3492, grad_norm: 1.2343, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.2260, loss/aux0: 2.2260, top1_acc/aux1: 0.4889, top5_acc/aux1: 0.7564, loss_cls/aux1: 2.0783, loss/aux1: 2.0783, top1_acc/aux2: 0.4101, top5_acc/aux2: 0.6686, loss_cls/aux2: 2.4870, loss/aux2: 2.4870 2020-10-25 22:22:54,708 - mmaction - INFO - Epoch [96][140/264] lr: 3.136e-01, eta: 11:00:39, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4465, top5_acc: 0.7035, loss_cls: 2.3098, loss: 2.3098, grad_norm: 1.2402, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2358, loss/aux0: 2.2358, top1_acc/aux1: 0.4839, top5_acc/aux1: 0.7595, loss_cls/aux1: 2.0939, loss/aux1: 2.0939, top1_acc/aux2: 0.4252, top5_acc/aux2: 0.6842, loss_cls/aux2: 2.4274, loss/aux2: 2.4274 2020-10-25 22:23:41,857 - mmaction - INFO - Epoch [96][160/264] lr: 3.136e-01, eta: 11:00:20, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4281, top5_acc: 0.6898, loss_cls: 2.3868, loss: 2.3868, grad_norm: 1.2301, top1_acc/aux0: 0.4655, top5_acc/aux0: 0.7252, loss_cls/aux0: 2.2562, loss/aux0: 2.2562, top1_acc/aux1: 0.4720, top5_acc/aux1: 0.7526, loss_cls/aux1: 2.1231, loss/aux1: 2.1231, top1_acc/aux2: 0.4179, top5_acc/aux2: 0.6747, loss_cls/aux2: 2.4671, loss/aux2: 2.4671 2020-10-25 22:24:29,088 - mmaction - INFO - Epoch [96][180/264] lr: 3.136e-01, eta: 11:00:01, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4464, top5_acc: 0.7134, loss_cls: 2.3047, loss: 2.3047, grad_norm: 1.2123, top1_acc/aux0: 0.4642, top5_acc/aux0: 0.7274, loss_cls/aux0: 2.2722, loss/aux0: 2.2722, top1_acc/aux1: 0.4786, top5_acc/aux1: 0.7491, loss_cls/aux1: 2.1272, loss/aux1: 2.1272, top1_acc/aux2: 0.3991, top5_acc/aux2: 0.6653, loss_cls/aux2: 2.5157, loss/aux2: 2.5157 2020-10-25 22:25:16,099 - mmaction - INFO - Epoch [96][200/264] lr: 3.136e-01, eta: 10:59:43, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4408, top5_acc: 0.7057, loss_cls: 2.3270, loss: 2.3270, grad_norm: 1.2414, top1_acc/aux0: 0.4556, top5_acc/aux0: 0.7299, loss_cls/aux0: 2.2577, loss/aux0: 2.2577, top1_acc/aux1: 0.4911, top5_acc/aux1: 0.7521, loss_cls/aux1: 2.1035, loss/aux1: 2.1035, top1_acc/aux2: 0.4056, top5_acc/aux2: 0.6795, loss_cls/aux2: 2.4651, loss/aux2: 2.4651 2020-10-25 22:26:03,541 - mmaction - INFO - Epoch [96][220/264] lr: 3.136e-01, eta: 10:59:24, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4498, top5_acc: 0.7097, loss_cls: 2.3120, loss: 2.3120, grad_norm: 1.2363, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7295, loss_cls/aux0: 2.2281, loss/aux0: 2.2281, top1_acc/aux1: 0.4799, top5_acc/aux1: 0.7450, loss_cls/aux1: 2.1280, loss/aux1: 2.1280, top1_acc/aux2: 0.4175, top5_acc/aux2: 0.6891, loss_cls/aux2: 2.4441, loss/aux2: 2.4441 2020-10-25 22:26:51,042 - mmaction - INFO - Epoch [96][240/264] lr: 3.136e-01, eta: 10:59:06, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.4372, top5_acc: 0.6986, loss_cls: 2.3332, loss: 2.3332, grad_norm: 1.2084, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.2278, loss/aux0: 2.2278, top1_acc/aux1: 0.4738, top5_acc/aux1: 0.7427, loss_cls/aux1: 2.1322, loss/aux1: 2.1322, top1_acc/aux2: 0.4191, top5_acc/aux2: 0.6825, loss_cls/aux2: 2.4553, loss/aux2: 2.4553 2020-10-25 22:27:38,540 - mmaction - INFO - Epoch [96][260/264] lr: 3.136e-01, eta: 10:58:48, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.7007, loss_cls: 2.3390, loss: 2.3390, grad_norm: 1.2067, top1_acc/aux0: 0.4726, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.2159, loss/aux0: 2.2159, top1_acc/aux1: 0.4823, top5_acc/aux1: 0.7453, loss_cls/aux1: 2.1251, loss/aux1: 2.1251, top1_acc/aux2: 0.4068, top5_acc/aux2: 0.6752, loss_cls/aux2: 2.4901, loss/aux2: 2.4901 2020-10-25 22:27:51,140 - mmaction - INFO - Saving checkpoint at 96 epochs 2020-10-25 22:28:45,768 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-25 22:28:46,016 - mmaction - INFO - top1_acc 0.5502 top5_acc 0.8055 2020-10-25 22:28:46,016 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-25 22:28:46,079 - mmaction - INFO - mean_acc 0.5505 2020-10-25 22:28:46,079 - mmaction - INFO - Now best checkpoint is epoch_96.pth 2020-10-25 22:28:46,100 - mmaction - INFO - Epoch(val) [96][264] top1_acc: 0.5502, top5_acc: 0.8055, mean_class_accuracy: 0.5505 2020-10-25 22:32:11,866 - mmaction - INFO - Epoch [97][20/264] lr: 3.111e-01, eta: 10:58:19, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4545, top5_acc: 0.7163, loss_cls: 2.2656, loss: 2.2656, grad_norm: 1.2439, top1_acc/aux0: 0.4712, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.1715, loss/aux0: 2.1715, top1_acc/aux1: 0.4833, top5_acc/aux1: 0.7510, loss_cls/aux1: 2.0852, loss/aux1: 2.0852, top1_acc/aux2: 0.4188, top5_acc/aux2: 0.6854, loss_cls/aux2: 2.4494, loss/aux2: 2.4494 2020-10-25 22:32:59,456 - mmaction - INFO - Epoch [97][40/264] lr: 3.111e-01, eta: 10:58:01, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4431, top5_acc: 0.7036, loss_cls: 2.3212, loss: 2.3212, grad_norm: 1.2058, top1_acc/aux0: 0.4642, top5_acc/aux0: 0.7332, loss_cls/aux0: 2.2047, loss/aux0: 2.2047, top1_acc/aux1: 0.4839, top5_acc/aux1: 0.7476, loss_cls/aux1: 2.0949, loss/aux1: 2.0949, top1_acc/aux2: 0.4155, top5_acc/aux2: 0.6828, loss_cls/aux2: 2.4597, loss/aux2: 2.4597 2020-10-25 22:33:46,932 - mmaction - INFO - Epoch [97][60/264] lr: 3.111e-01, eta: 10:57:43, time: 0.962, data_time: 0.000, memory: 8466, top1_acc: 0.4358, top5_acc: 0.7075, loss_cls: 2.3431, loss: 2.3431, grad_norm: 1.2480, top1_acc/aux0: 0.4514, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2471, loss/aux0: 2.2471, top1_acc/aux1: 0.4891, top5_acc/aux1: 0.7467, loss_cls/aux1: 2.0951, loss/aux1: 2.0951, top1_acc/aux2: 0.4177, top5_acc/aux2: 0.6802, loss_cls/aux2: 2.4502, loss/aux2: 2.4502 2020-10-25 22:34:34,568 - mmaction - INFO - Epoch [97][80/264] lr: 3.111e-01, eta: 10:57:25, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4425, top5_acc: 0.7090, loss_cls: 2.2933, loss: 2.2933, grad_norm: 1.2269, top1_acc/aux0: 0.4507, top5_acc/aux0: 0.7243, loss_cls/aux0: 2.2618, loss/aux0: 2.2618, top1_acc/aux1: 0.4944, top5_acc/aux1: 0.7547, loss_cls/aux1: 2.0783, loss/aux1: 2.0783, top1_acc/aux2: 0.4200, top5_acc/aux2: 0.6807, loss_cls/aux2: 2.4275, loss/aux2: 2.4275 2020-10-25 22:35:21,734 - mmaction - INFO - Epoch [97][100/264] lr: 3.111e-01, eta: 10:57:06, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4372, top5_acc: 0.7076, loss_cls: 2.3407, loss: 2.3407, grad_norm: 1.2439, top1_acc/aux0: 0.4543, top5_acc/aux0: 0.7226, loss_cls/aux0: 2.2638, loss/aux0: 2.2638, top1_acc/aux1: 0.4920, top5_acc/aux1: 0.7545, loss_cls/aux1: 2.0940, loss/aux1: 2.0940, top1_acc/aux2: 0.4111, top5_acc/aux2: 0.6781, loss_cls/aux2: 2.4572, loss/aux2: 2.4572 2020-10-25 22:36:09,081 - mmaction - INFO - Epoch [97][120/264] lr: 3.111e-01, eta: 10:56:48, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4538, top5_acc: 0.7061, loss_cls: 2.3044, loss: 2.3044, grad_norm: 1.2624, top1_acc/aux0: 0.4530, top5_acc/aux0: 0.7226, loss_cls/aux0: 2.2605, loss/aux0: 2.2605, top1_acc/aux1: 0.4880, top5_acc/aux1: 0.7524, loss_cls/aux1: 2.0979, loss/aux1: 2.0979, top1_acc/aux2: 0.4092, top5_acc/aux2: 0.6740, loss_cls/aux2: 2.4801, loss/aux2: 2.4801 2020-10-25 22:36:56,447 - mmaction - INFO - Epoch [97][140/264] lr: 3.111e-01, eta: 10:56:30, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4424, top5_acc: 0.7050, loss_cls: 2.3294, loss: 2.3294, grad_norm: 1.2651, top1_acc/aux0: 0.4559, top5_acc/aux0: 0.7319, loss_cls/aux0: 2.2366, loss/aux0: 2.2366, top1_acc/aux1: 0.4875, top5_acc/aux1: 0.7573, loss_cls/aux1: 2.0842, loss/aux1: 2.0842, top1_acc/aux2: 0.4108, top5_acc/aux2: 0.6750, loss_cls/aux2: 2.4689, loss/aux2: 2.4689 2020-10-25 22:37:44,083 - mmaction - INFO - Epoch [97][160/264] lr: 3.111e-01, eta: 10:56:12, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4377, top5_acc: 0.6941, loss_cls: 2.3595, loss: 2.3595, grad_norm: 1.2470, top1_acc/aux0: 0.4563, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.2377, loss/aux0: 2.2377, top1_acc/aux1: 0.4870, top5_acc/aux1: 0.7524, loss_cls/aux1: 2.0913, loss/aux1: 2.0913, top1_acc/aux2: 0.4061, top5_acc/aux2: 0.6698, loss_cls/aux2: 2.4901, loss/aux2: 2.4901 2020-10-25 22:38:31,643 - mmaction - INFO - Epoch [97][180/264] lr: 3.111e-01, eta: 10:55:53, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4434, top5_acc: 0.7021, loss_cls: 2.3532, loss: 2.3532, grad_norm: 1.2311, top1_acc/aux0: 0.4563, top5_acc/aux0: 0.7290, loss_cls/aux0: 2.2599, loss/aux0: 2.2599, top1_acc/aux1: 0.4970, top5_acc/aux1: 0.7554, loss_cls/aux1: 2.0679, loss/aux1: 2.0679, top1_acc/aux2: 0.4010, top5_acc/aux2: 0.6635, loss_cls/aux2: 2.5135, loss/aux2: 2.5135 2020-10-25 22:39:19,028 - mmaction - INFO - Epoch [97][200/264] lr: 3.111e-01, eta: 10:55:35, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4278, top5_acc: 0.6898, loss_cls: 2.3928, loss: 2.3928, grad_norm: 1.2604, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7280, loss_cls/aux0: 2.2545, loss/aux0: 2.2545, top1_acc/aux1: 0.4938, top5_acc/aux1: 0.7578, loss_cls/aux1: 2.0745, loss/aux1: 2.0745, top1_acc/aux2: 0.4040, top5_acc/aux2: 0.6712, loss_cls/aux2: 2.5004, loss/aux2: 2.5004 2020-10-25 22:40:09,919 - mmaction - INFO - Epoch [97][220/264] lr: 3.111e-01, eta: 10:55:22, time: 1.113, data_time: 0.000, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7012, loss_cls: 2.3401, loss: 2.3401, grad_norm: 1.2326, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7295, loss_cls/aux0: 2.2372, loss/aux0: 2.2372, top1_acc/aux1: 0.4757, top5_acc/aux1: 0.7502, loss_cls/aux1: 2.1139, loss/aux1: 2.1139, top1_acc/aux2: 0.4167, top5_acc/aux2: 0.6786, loss_cls/aux2: 2.4594, loss/aux2: 2.4594 2020-10-25 22:41:58,924 - mmaction - INFO - Epoch [97][240/264] lr: 3.111e-01, eta: 10:55:04, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4476, top5_acc: 0.7069, loss_cls: 2.2966, loss: 2.2966, grad_norm: 1.2344, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.2057, loss/aux0: 2.2057, top1_acc/aux1: 0.4760, top5_acc/aux1: 0.7464, loss_cls/aux1: 2.1134, loss/aux1: 2.1134, top1_acc/aux2: 0.4194, top5_acc/aux2: 0.6823, loss_cls/aux2: 2.4325, loss/aux2: 2.4325 2020-10-25 22:42:46,376 - mmaction - INFO - Epoch [97][260/264] lr: 3.111e-01, eta: 10:54:45, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4333, top5_acc: 0.6984, loss_cls: 2.3658, loss: 2.3658, grad_norm: 1.2305, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7278, loss_cls/aux0: 2.2470, loss/aux0: 2.2470, top1_acc/aux1: 0.4804, top5_acc/aux1: 0.7396, loss_cls/aux1: 2.1217, loss/aux1: 2.1217, top1_acc/aux2: 0.4097, top5_acc/aux2: 0.6745, loss_cls/aux2: 2.4872, loss/aux2: 2.4872 2020-10-25 22:47:15,176 - mmaction - INFO - Epoch [98][20/264] lr: 3.085e-01, eta: 10:54:17, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4375, top5_acc: 0.7111, loss_cls: 2.3202, loss: 2.3202, grad_norm: 1.2431, top1_acc/aux0: 0.4733, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.1845, loss/aux0: 2.1845, top1_acc/aux1: 0.4847, top5_acc/aux1: 0.7451, loss_cls/aux1: 2.1186, loss/aux1: 2.1186, top1_acc/aux2: 0.4118, top5_acc/aux2: 0.6753, loss_cls/aux2: 2.4851, loss/aux2: 2.4851 2020-10-25 22:48:02,322 - mmaction - INFO - Epoch [98][40/264] lr: 3.085e-01, eta: 10:53:58, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4470, top5_acc: 0.7054, loss_cls: 2.3187, loss: 2.3187, grad_norm: 1.2506, top1_acc/aux0: 0.4691, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.2043, loss/aux0: 2.2043, top1_acc/aux1: 0.4800, top5_acc/aux1: 0.7427, loss_cls/aux1: 2.1330, loss/aux1: 2.1330, top1_acc/aux2: 0.4127, top5_acc/aux2: 0.6748, loss_cls/aux2: 2.4783, loss/aux2: 2.4783 2020-10-25 22:48:49,774 - mmaction - INFO - Epoch [98][60/264] lr: 3.085e-01, eta: 10:53:40, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4418, top5_acc: 0.7075, loss_cls: 2.3015, loss: 2.3015, grad_norm: 1.2421, top1_acc/aux0: 0.4559, top5_acc/aux0: 0.7309, loss_cls/aux0: 2.2562, loss/aux0: 2.2562, top1_acc/aux1: 0.4837, top5_acc/aux1: 0.7436, loss_cls/aux1: 2.1076, loss/aux1: 2.1076, top1_acc/aux2: 0.4170, top5_acc/aux2: 0.6748, loss_cls/aux2: 2.4634, loss/aux2: 2.4634 2020-10-25 22:49:37,273 - mmaction - INFO - Epoch [98][80/264] lr: 3.085e-01, eta: 10:53:22, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4365, top5_acc: 0.7057, loss_cls: 2.3337, loss: 2.3337, grad_norm: 1.2379, top1_acc/aux0: 0.4658, top5_acc/aux0: 0.7377, loss_cls/aux0: 2.2248, loss/aux0: 2.2248, top1_acc/aux1: 0.4884, top5_acc/aux1: 0.7476, loss_cls/aux1: 2.0923, loss/aux1: 2.0923, top1_acc/aux2: 0.4127, top5_acc/aux2: 0.6717, loss_cls/aux2: 2.4845, loss/aux2: 2.4845 2020-10-25 22:50:24,566 - mmaction - INFO - Epoch [98][100/264] lr: 3.085e-01, eta: 10:53:03, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4431, top5_acc: 0.7030, loss_cls: 2.3080, loss: 2.3080, grad_norm: 1.2491, top1_acc/aux0: 0.4700, top5_acc/aux0: 0.7368, loss_cls/aux0: 2.2072, loss/aux0: 2.2072, top1_acc/aux1: 0.4858, top5_acc/aux1: 0.7516, loss_cls/aux1: 2.1088, loss/aux1: 2.1088, top1_acc/aux2: 0.4097, top5_acc/aux2: 0.6743, loss_cls/aux2: 2.4899, loss/aux2: 2.4899 2020-10-25 22:51:11,974 - mmaction - INFO - Epoch [98][120/264] lr: 3.085e-01, eta: 10:52:45, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4497, top5_acc: 0.7073, loss_cls: 2.2990, loss: 2.2990, grad_norm: 1.2372, top1_acc/aux0: 0.4609, top5_acc/aux0: 0.7377, loss_cls/aux0: 2.1997, loss/aux0: 2.1997, top1_acc/aux1: 0.4929, top5_acc/aux1: 0.7595, loss_cls/aux1: 2.0720, loss/aux1: 2.0720, top1_acc/aux2: 0.4234, top5_acc/aux2: 0.6863, loss_cls/aux2: 2.4399, loss/aux2: 2.4399 2020-10-25 22:51:59,127 - mmaction - INFO - Epoch [98][140/264] lr: 3.085e-01, eta: 10:52:26, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4411, top5_acc: 0.7076, loss_cls: 2.3182, loss: 2.3182, grad_norm: 1.2368, top1_acc/aux0: 0.4696, top5_acc/aux0: 0.7465, loss_cls/aux0: 2.1655, loss/aux0: 2.1655, top1_acc/aux1: 0.4938, top5_acc/aux1: 0.7609, loss_cls/aux1: 2.0629, loss/aux1: 2.0629, top1_acc/aux2: 0.4231, top5_acc/aux2: 0.6828, loss_cls/aux2: 2.4432, loss/aux2: 2.4432 2020-10-25 22:52:46,532 - mmaction - INFO - Epoch [98][160/264] lr: 3.085e-01, eta: 10:52:08, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4443, top5_acc: 0.7012, loss_cls: 2.3296, loss: 2.3296, grad_norm: 1.2476, top1_acc/aux0: 0.4747, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1913, loss/aux0: 2.1913, top1_acc/aux1: 0.4892, top5_acc/aux1: 0.7557, loss_cls/aux1: 2.0795, loss/aux1: 2.0795, top1_acc/aux2: 0.4170, top5_acc/aux2: 0.6786, loss_cls/aux2: 2.4476, loss/aux2: 2.4476 2020-10-25 22:53:34,190 - mmaction - INFO - Epoch [98][180/264] lr: 3.085e-01, eta: 10:51:50, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4495, top5_acc: 0.7217, loss_cls: 2.2813, loss: 2.2813, grad_norm: 1.2344, top1_acc/aux0: 0.4762, top5_acc/aux0: 0.7436, loss_cls/aux0: 2.1748, loss/aux0: 2.1748, top1_acc/aux1: 0.4878, top5_acc/aux1: 0.7530, loss_cls/aux1: 2.0879, loss/aux1: 2.0879, top1_acc/aux2: 0.4149, top5_acc/aux2: 0.6750, loss_cls/aux2: 2.4623, loss/aux2: 2.4623 2020-10-25 22:54:21,851 - mmaction - INFO - Epoch [98][200/264] lr: 3.085e-01, eta: 10:51:32, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4321, top5_acc: 0.6986, loss_cls: 2.3556, loss: 2.3556, grad_norm: 1.2525, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7450, loss_cls/aux0: 2.1497, loss/aux0: 2.1497, top1_acc/aux1: 0.4826, top5_acc/aux1: 0.7448, loss_cls/aux1: 2.1210, loss/aux1: 2.1210, top1_acc/aux2: 0.4163, top5_acc/aux2: 0.6832, loss_cls/aux2: 2.4418, loss/aux2: 2.4418 2020-10-25 22:55:08,960 - mmaction - INFO - Epoch [98][220/264] lr: 3.085e-01, eta: 10:51:13, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4476, top5_acc: 0.7111, loss_cls: 2.2932, loss: 2.2932, grad_norm: 1.2641, top1_acc/aux0: 0.4733, top5_acc/aux0: 0.7373, loss_cls/aux0: 2.1953, loss/aux0: 2.1953, top1_acc/aux1: 0.4795, top5_acc/aux1: 0.7415, loss_cls/aux1: 2.1498, loss/aux1: 2.1498, top1_acc/aux2: 0.4167, top5_acc/aux2: 0.6918, loss_cls/aux2: 2.4158, loss/aux2: 2.4158 2020-10-25 22:55:56,821 - mmaction - INFO - Epoch [98][240/264] lr: 3.085e-01, eta: 10:50:55, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.4377, top5_acc: 0.7021, loss_cls: 2.3424, loss: 2.3424, grad_norm: 1.2340, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7285, loss_cls/aux0: 2.2297, loss/aux0: 2.2297, top1_acc/aux1: 0.4818, top5_acc/aux1: 0.7502, loss_cls/aux1: 2.1321, loss/aux1: 2.1321, top1_acc/aux2: 0.4108, top5_acc/aux2: 0.6736, loss_cls/aux2: 2.4791, loss/aux2: 2.4791 2020-10-25 22:56:44,290 - mmaction - INFO - Epoch [98][260/264] lr: 3.085e-01, eta: 10:50:37, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4358, top5_acc: 0.7033, loss_cls: 2.3419, loss: 2.3419, grad_norm: 1.2568, top1_acc/aux0: 0.4613, top5_acc/aux0: 0.7280, loss_cls/aux0: 2.2351, loss/aux0: 2.2351, top1_acc/aux1: 0.4866, top5_acc/aux1: 0.7552, loss_cls/aux1: 2.0885, loss/aux1: 2.0885, top1_acc/aux2: 0.4090, top5_acc/aux2: 0.6658, loss_cls/aux2: 2.5015, loss/aux2: 2.5015 2020-10-25 23:00:59,258 - mmaction - INFO - Epoch [99][20/264] lr: 3.060e-01, eta: 10:50:08, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4424, top5_acc: 0.7071, loss_cls: 2.3361, loss: 2.3361, grad_norm: 1.2249, top1_acc/aux0: 0.4635, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.2029, loss/aux0: 2.2029, top1_acc/aux1: 0.4858, top5_acc/aux1: 0.7573, loss_cls/aux1: 2.0829, loss/aux1: 2.0829, top1_acc/aux2: 0.4174, top5_acc/aux2: 0.6861, loss_cls/aux2: 2.4306, loss/aux2: 2.4306 2020-10-25 23:01:46,276 - mmaction - INFO - Epoch [99][40/264] lr: 3.060e-01, eta: 10:49:50, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7139, loss_cls: 2.2621, loss: 2.2621, grad_norm: 1.2256, top1_acc/aux0: 0.4705, top5_acc/aux0: 0.7377, loss_cls/aux0: 2.1855, loss/aux0: 2.1855, top1_acc/aux1: 0.4821, top5_acc/aux1: 0.7528, loss_cls/aux1: 2.0999, loss/aux1: 2.0999, top1_acc/aux2: 0.4165, top5_acc/aux2: 0.6872, loss_cls/aux2: 2.4329, loss/aux2: 2.4329 2020-10-25 23:02:33,682 - mmaction - INFO - Epoch [99][60/264] lr: 3.060e-01, eta: 10:49:31, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4448, top5_acc: 0.7224, loss_cls: 2.2692, loss: 2.2692, grad_norm: 1.2567, top1_acc/aux0: 0.4783, top5_acc/aux0: 0.7405, loss_cls/aux0: 2.1712, loss/aux0: 2.1712, top1_acc/aux1: 0.4821, top5_acc/aux1: 0.7455, loss_cls/aux1: 2.1176, loss/aux1: 2.1176, top1_acc/aux2: 0.4165, top5_acc/aux2: 0.6809, loss_cls/aux2: 2.4464, loss/aux2: 2.4464 2020-10-25 23:03:21,106 - mmaction - INFO - Epoch [99][80/264] lr: 3.060e-01, eta: 10:49:13, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4446, top5_acc: 0.7007, loss_cls: 2.3164, loss: 2.3164, grad_norm: 1.2548, top1_acc/aux0: 0.4717, top5_acc/aux0: 0.7361, loss_cls/aux0: 2.1896, loss/aux0: 2.1896, top1_acc/aux1: 0.4840, top5_acc/aux1: 0.7438, loss_cls/aux1: 2.1147, loss/aux1: 2.1147, top1_acc/aux2: 0.4236, top5_acc/aux2: 0.6724, loss_cls/aux2: 2.4554, loss/aux2: 2.4554 2020-10-25 23:04:08,401 - mmaction - INFO - Epoch [99][100/264] lr: 3.060e-01, eta: 10:48:55, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4497, top5_acc: 0.7082, loss_cls: 2.3002, loss: 2.3002, grad_norm: 1.2513, top1_acc/aux0: 0.4602, top5_acc/aux0: 0.7319, loss_cls/aux0: 2.2280, loss/aux0: 2.2280, top1_acc/aux1: 0.4818, top5_acc/aux1: 0.7434, loss_cls/aux1: 2.1060, loss/aux1: 2.1060, top1_acc/aux2: 0.4215, top5_acc/aux2: 0.6750, loss_cls/aux2: 2.4658, loss/aux2: 2.4658 2020-10-25 23:04:55,841 - mmaction - INFO - Epoch [99][120/264] lr: 3.060e-01, eta: 10:48:36, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4405, top5_acc: 0.7042, loss_cls: 2.3346, loss: 2.3346, grad_norm: 1.2690, top1_acc/aux0: 0.4635, top5_acc/aux0: 0.7405, loss_cls/aux0: 2.2057, loss/aux0: 2.2057, top1_acc/aux1: 0.4819, top5_acc/aux1: 0.7405, loss_cls/aux1: 2.1340, loss/aux1: 2.1340, top1_acc/aux2: 0.4200, top5_acc/aux2: 0.6842, loss_cls/aux2: 2.4411, loss/aux2: 2.4411 2020-10-25 23:05:43,267 - mmaction - INFO - Epoch [99][140/264] lr: 3.060e-01, eta: 10:48:18, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4325, top5_acc: 0.7036, loss_cls: 2.3459, loss: 2.3459, grad_norm: 1.2470, top1_acc/aux0: 0.4774, top5_acc/aux0: 0.7403, loss_cls/aux0: 2.1744, loss/aux0: 2.1744, top1_acc/aux1: 0.4911, top5_acc/aux1: 0.7401, loss_cls/aux1: 2.1392, loss/aux1: 2.1392, top1_acc/aux2: 0.4188, top5_acc/aux2: 0.6859, loss_cls/aux2: 2.4518, loss/aux2: 2.4518 2020-10-25 23:06:30,566 - mmaction - INFO - Epoch [99][160/264] lr: 3.060e-01, eta: 10:48:00, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4465, top5_acc: 0.7085, loss_cls: 2.3078, loss: 2.3078, grad_norm: 1.2436, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2166, loss/aux0: 2.2166, top1_acc/aux1: 0.4924, top5_acc/aux1: 0.7432, loss_cls/aux1: 2.1197, loss/aux1: 2.1197, top1_acc/aux2: 0.4132, top5_acc/aux2: 0.6799, loss_cls/aux2: 2.4940, loss/aux2: 2.4940 2020-10-25 23:07:18,075 - mmaction - INFO - Epoch [99][180/264] lr: 3.060e-01, eta: 10:47:42, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4311, top5_acc: 0.6972, loss_cls: 2.3620, loss: 2.3620, grad_norm: 1.2238, top1_acc/aux0: 0.4712, top5_acc/aux0: 0.7280, loss_cls/aux0: 2.2196, loss/aux0: 2.2196, top1_acc/aux1: 0.4813, top5_acc/aux1: 0.7460, loss_cls/aux1: 2.1283, loss/aux1: 2.1283, top1_acc/aux2: 0.4120, top5_acc/aux2: 0.6842, loss_cls/aux2: 2.4543, loss/aux2: 2.4543 2020-10-25 23:08:05,641 - mmaction - INFO - Epoch [99][200/264] lr: 3.060e-01, eta: 10:47:23, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4368, top5_acc: 0.7059, loss_cls: 2.3365, loss: 2.3365, grad_norm: 1.2230, top1_acc/aux0: 0.4806, top5_acc/aux0: 0.7295, loss_cls/aux0: 2.2041, loss/aux0: 2.2041, top1_acc/aux1: 0.4720, top5_acc/aux1: 0.7446, loss_cls/aux1: 2.1539, loss/aux1: 2.1539, top1_acc/aux2: 0.4106, top5_acc/aux2: 0.6863, loss_cls/aux2: 2.4384, loss/aux2: 2.4384 2020-10-25 23:08:53,152 - mmaction - INFO - Epoch [99][220/264] lr: 3.060e-01, eta: 10:47:05, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4446, top5_acc: 0.7069, loss_cls: 2.3164, loss: 2.3164, grad_norm: 1.2555, top1_acc/aux0: 0.4727, top5_acc/aux0: 0.7345, loss_cls/aux0: 2.1947, loss/aux0: 2.1947, top1_acc/aux1: 0.4800, top5_acc/aux1: 0.7481, loss_cls/aux1: 2.1248, loss/aux1: 2.1248, top1_acc/aux2: 0.4203, top5_acc/aux2: 0.6856, loss_cls/aux2: 2.4314, loss/aux2: 2.4314 2020-10-25 23:09:40,774 - mmaction - INFO - Epoch [99][240/264] lr: 3.060e-01, eta: 10:46:47, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4358, top5_acc: 0.6974, loss_cls: 2.3544, loss: 2.3544, grad_norm: 1.2495, top1_acc/aux0: 0.4681, top5_acc/aux0: 0.7366, loss_cls/aux0: 2.1975, loss/aux0: 2.1975, top1_acc/aux1: 0.4858, top5_acc/aux1: 0.7514, loss_cls/aux1: 2.0958, loss/aux1: 2.0958, top1_acc/aux2: 0.4167, top5_acc/aux2: 0.6807, loss_cls/aux2: 2.4603, loss/aux2: 2.4603 2020-10-25 23:10:28,276 - mmaction - INFO - Epoch [99][260/264] lr: 3.060e-01, eta: 10:46:28, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4503, top5_acc: 0.7089, loss_cls: 2.3143, loss: 2.3143, grad_norm: 1.2814, top1_acc/aux0: 0.4580, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.2253, loss/aux0: 2.2253, top1_acc/aux1: 0.4852, top5_acc/aux1: 0.7517, loss_cls/aux1: 2.1027, loss/aux1: 2.1027, top1_acc/aux2: 0.4068, top5_acc/aux2: 0.6788, loss_cls/aux2: 2.4862, loss/aux2: 2.4862 2020-10-25 23:14:30,923 - mmaction - INFO - Epoch [100][20/264] lr: 3.034e-01, eta: 10:46:00, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4477, top5_acc: 0.7111, loss_cls: 2.3036, loss: 2.3036, grad_norm: 1.2489, top1_acc/aux0: 0.4649, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2211, loss/aux0: 2.2211, top1_acc/aux1: 0.4757, top5_acc/aux1: 0.7510, loss_cls/aux1: 2.0988, loss/aux1: 2.0988, top1_acc/aux2: 0.4240, top5_acc/aux2: 0.6910, loss_cls/aux2: 2.4051, loss/aux2: 2.4051 2020-10-25 23:15:18,279 - mmaction - INFO - Epoch [100][40/264] lr: 3.034e-01, eta: 10:45:42, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4365, top5_acc: 0.6986, loss_cls: 2.3554, loss: 2.3554, grad_norm: 1.2498, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7304, loss_cls/aux0: 2.2146, loss/aux0: 2.2146, top1_acc/aux1: 0.4845, top5_acc/aux1: 0.7493, loss_cls/aux1: 2.0938, loss/aux1: 2.0938, top1_acc/aux2: 0.4149, top5_acc/aux2: 0.6788, loss_cls/aux2: 2.4468, loss/aux2: 2.4468 2020-10-25 23:16:05,992 - mmaction - INFO - Epoch [100][60/264] lr: 3.034e-01, eta: 10:45:23, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4497, top5_acc: 0.7108, loss_cls: 2.3048, loss: 2.3048, grad_norm: 1.2546, top1_acc/aux0: 0.4705, top5_acc/aux0: 0.7318, loss_cls/aux0: 2.2046, loss/aux0: 2.2046, top1_acc/aux1: 0.4913, top5_acc/aux1: 0.7453, loss_cls/aux1: 2.1029, loss/aux1: 2.1029, top1_acc/aux2: 0.4148, top5_acc/aux2: 0.6807, loss_cls/aux2: 2.4596, loss/aux2: 2.4596 2020-10-25 23:16:53,573 - mmaction - INFO - Epoch [100][80/264] lr: 3.034e-01, eta: 10:45:05, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4611, top5_acc: 0.7078, loss_cls: 2.2925, loss: 2.2925, grad_norm: 1.2322, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1809, loss/aux0: 2.1809, top1_acc/aux1: 0.4885, top5_acc/aux1: 0.7439, loss_cls/aux1: 2.1020, loss/aux1: 2.1020, top1_acc/aux2: 0.4207, top5_acc/aux2: 0.6939, loss_cls/aux2: 2.4251, loss/aux2: 2.4251 2020-10-25 23:17:40,951 - mmaction - INFO - Epoch [100][100/264] lr: 3.034e-01, eta: 10:44:47, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4561, top5_acc: 0.7076, loss_cls: 2.2940, loss: 2.2940, grad_norm: 1.2231, top1_acc/aux0: 0.4707, top5_acc/aux0: 0.7373, loss_cls/aux0: 2.1871, loss/aux0: 2.1871, top1_acc/aux1: 0.4924, top5_acc/aux1: 0.7517, loss_cls/aux1: 2.0550, loss/aux1: 2.0550, top1_acc/aux2: 0.4188, top5_acc/aux2: 0.6872, loss_cls/aux2: 2.4358, loss/aux2: 2.4358 2020-10-25 23:18:28,456 - mmaction - INFO - Epoch [100][120/264] lr: 3.034e-01, eta: 10:44:29, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.4351, top5_acc: 0.6979, loss_cls: 2.3591, loss: 2.3591, grad_norm: 1.2551, top1_acc/aux0: 0.4686, top5_acc/aux0: 0.7373, loss_cls/aux0: 2.2016, loss/aux0: 2.2016, top1_acc/aux1: 0.4969, top5_acc/aux1: 0.7595, loss_cls/aux1: 2.0410, loss/aux1: 2.0410, top1_acc/aux2: 0.4243, top5_acc/aux2: 0.6818, loss_cls/aux2: 2.4395, loss/aux2: 2.4395 2020-10-25 23:19:15,932 - mmaction - INFO - Epoch [100][140/264] lr: 3.034e-01, eta: 10:44:11, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7094, loss_cls: 2.3012, loss: 2.3012, grad_norm: 1.2434, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7366, loss_cls/aux0: 2.2196, loss/aux0: 2.2196, top1_acc/aux1: 0.4983, top5_acc/aux1: 0.7589, loss_cls/aux1: 2.0684, loss/aux1: 2.0684, top1_acc/aux2: 0.4170, top5_acc/aux2: 0.6811, loss_cls/aux2: 2.4428, loss/aux2: 2.4428 2020-10-25 23:20:03,210 - mmaction - INFO - Epoch [100][160/264] lr: 3.034e-01, eta: 10:43:52, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4465, top5_acc: 0.7080, loss_cls: 2.2830, loss: 2.2830, grad_norm: 1.2344, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7321, loss_cls/aux0: 2.2263, loss/aux0: 2.2263, top1_acc/aux1: 0.4957, top5_acc/aux1: 0.7602, loss_cls/aux1: 2.0752, loss/aux1: 2.0752, top1_acc/aux2: 0.4141, top5_acc/aux2: 0.6807, loss_cls/aux2: 2.4722, loss/aux2: 2.4722 2020-10-25 23:20:51,107 - mmaction - INFO - Epoch [100][180/264] lr: 3.034e-01, eta: 10:43:34, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4378, top5_acc: 0.7042, loss_cls: 2.3180, loss: 2.3180, grad_norm: 1.2728, top1_acc/aux0: 0.4656, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.1821, loss/aux0: 2.1821, top1_acc/aux1: 0.4977, top5_acc/aux1: 0.7608, loss_cls/aux1: 2.0645, loss/aux1: 2.0645, top1_acc/aux2: 0.4191, top5_acc/aux2: 0.6852, loss_cls/aux2: 2.4603, loss/aux2: 2.4603 2020-10-25 23:21:38,708 - mmaction - INFO - Epoch [100][200/264] lr: 3.034e-01, eta: 10:43:16, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.4380, top5_acc: 0.7047, loss_cls: 2.3303, loss: 2.3303, grad_norm: 1.2459, top1_acc/aux0: 0.4696, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.1737, loss/aux0: 2.1737, top1_acc/aux1: 0.4958, top5_acc/aux1: 0.7576, loss_cls/aux1: 2.0546, loss/aux1: 2.0546, top1_acc/aux2: 0.4165, top5_acc/aux2: 0.6877, loss_cls/aux2: 2.4401, loss/aux2: 2.4401 2020-10-25 23:22:25,979 - mmaction - INFO - Epoch [100][220/264] lr: 3.034e-01, eta: 10:42:58, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4470, top5_acc: 0.7045, loss_cls: 2.3283, loss: 2.3283, grad_norm: 1.2247, top1_acc/aux0: 0.4682, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.2046, loss/aux0: 2.2046, top1_acc/aux1: 0.4865, top5_acc/aux1: 0.7536, loss_cls/aux1: 2.0844, loss/aux1: 2.0844, top1_acc/aux2: 0.4135, top5_acc/aux2: 0.6788, loss_cls/aux2: 2.4595, loss/aux2: 2.4595 2020-10-25 23:23:13,208 - mmaction - INFO - Epoch [100][240/264] lr: 3.034e-01, eta: 10:42:39, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7095, loss_cls: 2.2985, loss: 2.2985, grad_norm: 1.2332, top1_acc/aux0: 0.4696, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1948, loss/aux0: 2.1948, top1_acc/aux1: 0.4854, top5_acc/aux1: 0.7484, loss_cls/aux1: 2.1259, loss/aux1: 2.1259, top1_acc/aux2: 0.4035, top5_acc/aux2: 0.6726, loss_cls/aux2: 2.4923, loss/aux2: 2.4923 2020-10-25 23:24:00,948 - mmaction - INFO - Epoch [100][260/264] lr: 3.034e-01, eta: 10:42:21, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7104, loss_cls: 2.2805, loss: 2.2805, grad_norm: 1.2504, top1_acc/aux0: 0.4757, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1669, loss/aux0: 2.1669, top1_acc/aux1: 0.4913, top5_acc/aux1: 0.7500, loss_cls/aux1: 2.1033, loss/aux1: 2.1033, top1_acc/aux2: 0.4078, top5_acc/aux2: 0.6830, loss_cls/aux2: 2.4613, loss/aux2: 2.4613 2020-10-25 23:28:29,710 - mmaction - INFO - Epoch [101][20/264] lr: 3.008e-01, eta: 10:41:52, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4465, top5_acc: 0.7066, loss_cls: 2.3162, loss: 2.3162, grad_norm: 1.2380, top1_acc/aux0: 0.4712, top5_acc/aux0: 0.7337, loss_cls/aux0: 2.2173, loss/aux0: 2.2173, top1_acc/aux1: 0.4944, top5_acc/aux1: 0.7590, loss_cls/aux1: 2.0652, loss/aux1: 2.0652, top1_acc/aux2: 0.4132, top5_acc/aux2: 0.6795, loss_cls/aux2: 2.4540, loss/aux2: 2.4540 2020-10-25 23:29:16,849 - mmaction - INFO - Epoch [101][40/264] lr: 3.008e-01, eta: 10:41:34, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4556, top5_acc: 0.7115, loss_cls: 2.2673, loss: 2.2673, grad_norm: 1.2444, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7415, loss_cls/aux0: 2.1825, loss/aux0: 2.1825, top1_acc/aux1: 0.4861, top5_acc/aux1: 0.7592, loss_cls/aux1: 2.0820, loss/aux1: 2.0820, top1_acc/aux2: 0.4189, top5_acc/aux2: 0.6868, loss_cls/aux2: 2.4411, loss/aux2: 2.4411 2020-10-25 23:30:04,363 - mmaction - INFO - Epoch [101][60/264] lr: 3.008e-01, eta: 10:41:15, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4424, top5_acc: 0.7031, loss_cls: 2.3281, loss: 2.3281, grad_norm: 1.2563, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7382, loss_cls/aux0: 2.1997, loss/aux0: 2.1997, top1_acc/aux1: 0.4807, top5_acc/aux1: 0.7569, loss_cls/aux1: 2.0917, loss/aux1: 2.0917, top1_acc/aux2: 0.4153, top5_acc/aux2: 0.6878, loss_cls/aux2: 2.4487, loss/aux2: 2.4487 2020-10-25 23:30:52,969 - mmaction - INFO - Epoch [101][80/264] lr: 3.008e-01, eta: 10:40:57, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.4528, top5_acc: 0.7201, loss_cls: 2.2563, loss: 2.2563, grad_norm: 1.2311, top1_acc/aux0: 0.4691, top5_acc/aux0: 0.7351, loss_cls/aux0: 2.2038, loss/aux0: 2.2038, top1_acc/aux1: 0.4806, top5_acc/aux1: 0.7458, loss_cls/aux1: 2.1118, loss/aux1: 2.1118, top1_acc/aux2: 0.4076, top5_acc/aux2: 0.6807, loss_cls/aux2: 2.4646, loss/aux2: 2.4646 2020-10-25 23:31:40,068 - mmaction - INFO - Epoch [101][100/264] lr: 3.008e-01, eta: 10:40:39, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4457, top5_acc: 0.7031, loss_cls: 2.3188, loss: 2.3188, grad_norm: 1.2581, top1_acc/aux0: 0.4665, top5_acc/aux0: 0.7405, loss_cls/aux0: 2.1835, loss/aux0: 2.1835, top1_acc/aux1: 0.4892, top5_acc/aux1: 0.7469, loss_cls/aux1: 2.0854, loss/aux1: 2.0854, top1_acc/aux2: 0.4153, top5_acc/aux2: 0.6802, loss_cls/aux2: 2.4631, loss/aux2: 2.4631 2020-10-25 23:32:27,538 - mmaction - INFO - Epoch [101][120/264] lr: 3.008e-01, eta: 10:40:21, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4443, top5_acc: 0.7095, loss_cls: 2.3184, loss: 2.3184, grad_norm: 1.2584, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7431, loss_cls/aux0: 2.1927, loss/aux0: 2.1927, top1_acc/aux1: 0.4943, top5_acc/aux1: 0.7552, loss_cls/aux1: 2.0506, loss/aux1: 2.0506, top1_acc/aux2: 0.4217, top5_acc/aux2: 0.6856, loss_cls/aux2: 2.4422, loss/aux2: 2.4422 2020-10-25 23:33:15,193 - mmaction - INFO - Epoch [101][140/264] lr: 3.008e-01, eta: 10:40:02, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4413, top5_acc: 0.7026, loss_cls: 2.3120, loss: 2.3120, grad_norm: 1.2489, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1774, loss/aux0: 2.1774, top1_acc/aux1: 0.4828, top5_acc/aux1: 0.7498, loss_cls/aux1: 2.0934, loss/aux1: 2.0934, top1_acc/aux2: 0.4243, top5_acc/aux2: 0.6877, loss_cls/aux2: 2.4106, loss/aux2: 2.4106 2020-10-25 23:34:02,539 - mmaction - INFO - Epoch [101][160/264] lr: 3.008e-01, eta: 10:39:44, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4488, top5_acc: 0.7127, loss_cls: 2.2864, loss: 2.2864, grad_norm: 1.2523, top1_acc/aux0: 0.4738, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1895, loss/aux0: 2.1895, top1_acc/aux1: 0.4816, top5_acc/aux1: 0.7497, loss_cls/aux1: 2.1182, loss/aux1: 2.1182, top1_acc/aux2: 0.4247, top5_acc/aux2: 0.6868, loss_cls/aux2: 2.4206, loss/aux2: 2.4206 2020-10-25 23:34:50,121 - mmaction - INFO - Epoch [101][180/264] lr: 3.008e-01, eta: 10:39:26, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4401, top5_acc: 0.6960, loss_cls: 2.3596, loss: 2.3596, grad_norm: 1.2381, top1_acc/aux0: 0.4712, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1852, loss/aux0: 2.1852, top1_acc/aux1: 0.4863, top5_acc/aux1: 0.7540, loss_cls/aux1: 2.0906, loss/aux1: 2.0906, top1_acc/aux2: 0.4188, top5_acc/aux2: 0.6837, loss_cls/aux2: 2.4481, loss/aux2: 2.4481 2020-10-25 23:35:37,394 - mmaction - INFO - Epoch [101][200/264] lr: 3.008e-01, eta: 10:39:07, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4514, top5_acc: 0.7141, loss_cls: 2.2976, loss: 2.2976, grad_norm: 1.2816, top1_acc/aux0: 0.4684, top5_acc/aux0: 0.7361, loss_cls/aux0: 2.1991, loss/aux0: 2.1991, top1_acc/aux1: 0.4903, top5_acc/aux1: 0.7531, loss_cls/aux1: 2.0637, loss/aux1: 2.0637, top1_acc/aux2: 0.4210, top5_acc/aux2: 0.6849, loss_cls/aux2: 2.4288, loss/aux2: 2.4288 2020-10-25 23:36:24,898 - mmaction - INFO - Epoch [101][220/264] lr: 3.008e-01, eta: 10:38:49, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4427, top5_acc: 0.7073, loss_cls: 2.3465, loss: 2.3465, grad_norm: 1.2669, top1_acc/aux0: 0.4675, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1972, loss/aux0: 2.1972, top1_acc/aux1: 0.4917, top5_acc/aux1: 0.7531, loss_cls/aux1: 2.0731, loss/aux1: 2.0731, top1_acc/aux2: 0.4149, top5_acc/aux2: 0.6842, loss_cls/aux2: 2.4303, loss/aux2: 2.4303 2020-10-25 23:37:12,447 - mmaction - INFO - Epoch [101][240/264] lr: 3.008e-01, eta: 10:38:31, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.4507, top5_acc: 0.7099, loss_cls: 2.2816, loss: 2.2816, grad_norm: 1.2473, top1_acc/aux0: 0.4720, top5_acc/aux0: 0.7488, loss_cls/aux0: 2.1596, loss/aux0: 2.1596, top1_acc/aux1: 0.4865, top5_acc/aux1: 0.7542, loss_cls/aux1: 2.0801, loss/aux1: 2.0801, top1_acc/aux2: 0.4132, top5_acc/aux2: 0.6870, loss_cls/aux2: 2.4202, loss/aux2: 2.4202 2020-10-25 23:38:00,136 - mmaction - INFO - Epoch [101][260/264] lr: 3.008e-01, eta: 10:38:13, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4425, top5_acc: 0.7111, loss_cls: 2.3014, loss: 2.3014, grad_norm: 1.2410, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7524, loss_cls/aux0: 2.1329, loss/aux0: 2.1329, top1_acc/aux1: 0.4828, top5_acc/aux1: 0.7524, loss_cls/aux1: 2.0910, loss/aux1: 2.0910, top1_acc/aux2: 0.4151, top5_acc/aux2: 0.6856, loss_cls/aux2: 2.4376, loss/aux2: 2.4376 2020-10-25 23:42:02,499 - mmaction - INFO - Epoch [102][20/264] lr: 2.982e-01, eta: 10:37:45, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7247, loss_cls: 2.2451, loss: 2.2451, grad_norm: 1.2418, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7389, loss_cls/aux0: 2.2402, loss/aux0: 2.2402, top1_acc/aux1: 0.4913, top5_acc/aux1: 0.7483, loss_cls/aux1: 2.1205, loss/aux1: 2.1205, top1_acc/aux2: 0.4035, top5_acc/aux2: 0.6778, loss_cls/aux2: 2.4801, loss/aux2: 2.4801 2020-10-25 23:42:49,547 - mmaction - INFO - Epoch [102][40/264] lr: 2.982e-01, eta: 10:37:26, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4514, top5_acc: 0.7118, loss_cls: 2.2764, loss: 2.2764, grad_norm: 1.2814, top1_acc/aux0: 0.4733, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.2155, loss/aux0: 2.2155, top1_acc/aux1: 0.4898, top5_acc/aux1: 0.7495, loss_cls/aux1: 2.1036, loss/aux1: 2.1036, top1_acc/aux2: 0.4024, top5_acc/aux2: 0.6811, loss_cls/aux2: 2.4625, loss/aux2: 2.4625 2020-10-25 23:43:36,792 - mmaction - INFO - Epoch [102][60/264] lr: 2.982e-01, eta: 10:37:08, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4486, top5_acc: 0.7196, loss_cls: 2.2820, loss: 2.2820, grad_norm: 1.2620, top1_acc/aux0: 0.4608, top5_acc/aux0: 0.7309, loss_cls/aux0: 2.2203, loss/aux0: 2.2203, top1_acc/aux1: 0.4807, top5_acc/aux1: 0.7474, loss_cls/aux1: 2.1017, loss/aux1: 2.1017, top1_acc/aux2: 0.4028, top5_acc/aux2: 0.6840, loss_cls/aux2: 2.4536, loss/aux2: 2.4536 2020-10-25 23:44:24,175 - mmaction - INFO - Epoch [102][80/264] lr: 2.982e-01, eta: 10:36:49, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4356, top5_acc: 0.7052, loss_cls: 2.3187, loss: 2.3187, grad_norm: 1.2639, top1_acc/aux0: 0.4552, top5_acc/aux0: 0.7363, loss_cls/aux0: 2.2225, loss/aux0: 2.2225, top1_acc/aux1: 0.4793, top5_acc/aux1: 0.7457, loss_cls/aux1: 2.1261, loss/aux1: 2.1261, top1_acc/aux2: 0.4224, top5_acc/aux2: 0.6964, loss_cls/aux2: 2.3977, loss/aux2: 2.3977 2020-10-25 23:45:11,325 - mmaction - INFO - Epoch [102][100/264] lr: 2.982e-01, eta: 10:36:31, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4455, top5_acc: 0.7130, loss_cls: 2.2840, loss: 2.2840, grad_norm: 1.2543, top1_acc/aux0: 0.4726, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1760, loss/aux0: 2.1760, top1_acc/aux1: 0.4859, top5_acc/aux1: 0.7481, loss_cls/aux1: 2.1105, loss/aux1: 2.1105, top1_acc/aux2: 0.4347, top5_acc/aux2: 0.7056, loss_cls/aux2: 2.3472, loss/aux2: 2.3472 2020-10-25 23:45:58,575 - mmaction - INFO - Epoch [102][120/264] lr: 2.982e-01, eta: 10:36:12, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4476, top5_acc: 0.7123, loss_cls: 2.2964, loss: 2.2964, grad_norm: 1.2695, top1_acc/aux0: 0.4707, top5_acc/aux0: 0.7366, loss_cls/aux0: 2.2011, loss/aux0: 2.2011, top1_acc/aux1: 0.4993, top5_acc/aux1: 0.7556, loss_cls/aux1: 2.0446, loss/aux1: 2.0446, top1_acc/aux2: 0.4236, top5_acc/aux2: 0.6941, loss_cls/aux2: 2.3946, loss/aux2: 2.3946 2020-10-25 23:46:45,769 - mmaction - INFO - Epoch [102][140/264] lr: 2.982e-01, eta: 10:35:54, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7047, loss_cls: 2.3471, loss: 2.3471, grad_norm: 1.2775, top1_acc/aux0: 0.4679, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.2123, loss/aux0: 2.2123, top1_acc/aux1: 0.5016, top5_acc/aux1: 0.7620, loss_cls/aux1: 2.0311, loss/aux1: 2.0311, top1_acc/aux2: 0.4158, top5_acc/aux2: 0.6826, loss_cls/aux2: 2.4425, loss/aux2: 2.4425 2020-10-25 23:48:09,899 - mmaction - INFO - Epoch [102][160/264] lr: 2.982e-01, eta: 10:36:31, time: 2.785, data_time: 0.000, memory: 8466, top1_acc: 0.4587, top5_acc: 0.7179, loss_cls: 2.2535, loss: 2.2535, grad_norm: 1.3094, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1705, loss/aux0: 2.1705, top1_acc/aux1: 0.4873, top5_acc/aux1: 0.7561, loss_cls/aux1: 2.0683, loss/aux1: 2.0683, top1_acc/aux2: 0.4135, top5_acc/aux2: 0.6819, loss_cls/aux2: 2.4531, loss/aux2: 2.4531 2020-10-25 23:48:57,274 - mmaction - INFO - Epoch [102][180/264] lr: 2.982e-01, eta: 10:36:13, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4391, top5_acc: 0.7063, loss_cls: 2.3126, loss: 2.3126, grad_norm: 1.2704, top1_acc/aux0: 0.4755, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1775, loss/aux0: 2.1775, top1_acc/aux1: 0.4885, top5_acc/aux1: 0.7519, loss_cls/aux1: 2.0735, loss/aux1: 2.0735, top1_acc/aux2: 0.4189, top5_acc/aux2: 0.6873, loss_cls/aux2: 2.4192, loss/aux2: 2.4192 2020-10-25 23:49:44,680 - mmaction - INFO - Epoch [102][200/264] lr: 2.982e-01, eta: 10:35:54, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4502, top5_acc: 0.7148, loss_cls: 2.2891, loss: 2.2891, grad_norm: 1.2298, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7377, loss_cls/aux0: 2.1920, loss/aux0: 2.1920, top1_acc/aux1: 0.4917, top5_acc/aux1: 0.7509, loss_cls/aux1: 2.0822, loss/aux1: 2.0822, top1_acc/aux2: 0.4252, top5_acc/aux2: 0.6865, loss_cls/aux2: 2.4089, loss/aux2: 2.4089 2020-10-25 23:50:32,022 - mmaction - INFO - Epoch [102][220/264] lr: 2.982e-01, eta: 10:35:36, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4498, top5_acc: 0.7149, loss_cls: 2.2767, loss: 2.2767, grad_norm: 1.2552, top1_acc/aux0: 0.4814, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1640, loss/aux0: 2.1640, top1_acc/aux1: 0.4910, top5_acc/aux1: 0.7521, loss_cls/aux1: 2.0845, loss/aux1: 2.0845, top1_acc/aux2: 0.4271, top5_acc/aux2: 0.6873, loss_cls/aux2: 2.4371, loss/aux2: 2.4371 2020-10-25 23:51:19,587 - mmaction - INFO - Epoch [102][240/264] lr: 2.982e-01, eta: 10:35:18, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4488, top5_acc: 0.7071, loss_cls: 2.2965, loss: 2.2965, grad_norm: 1.2573, top1_acc/aux0: 0.4755, top5_acc/aux0: 0.7403, loss_cls/aux0: 2.1958, loss/aux0: 2.1958, top1_acc/aux1: 0.5017, top5_acc/aux1: 0.7573, loss_cls/aux1: 2.0504, loss/aux1: 2.0504, top1_acc/aux2: 0.4151, top5_acc/aux2: 0.6906, loss_cls/aux2: 2.4418, loss/aux2: 2.4418 2020-10-25 23:52:07,223 - mmaction - INFO - Epoch [102][260/264] lr: 2.982e-01, eta: 10:34:59, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4408, top5_acc: 0.7059, loss_cls: 2.3203, loss: 2.3203, grad_norm: 1.2736, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7382, loss_cls/aux0: 2.1875, loss/aux0: 2.1875, top1_acc/aux1: 0.5080, top5_acc/aux1: 0.7599, loss_cls/aux1: 2.0246, loss/aux1: 2.0246, top1_acc/aux2: 0.4094, top5_acc/aux2: 0.6868, loss_cls/aux2: 2.4430, loss/aux2: 2.4430 2020-10-25 23:56:25,337 - mmaction - INFO - Epoch [103][20/264] lr: 2.956e-01, eta: 10:34:31, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4543, top5_acc: 0.7076, loss_cls: 2.3050, loss: 2.3050, grad_norm: 1.2364, top1_acc/aux0: 0.4545, top5_acc/aux0: 0.7285, loss_cls/aux0: 2.2180, loss/aux0: 2.2180, top1_acc/aux1: 0.5122, top5_acc/aux1: 0.7618, loss_cls/aux1: 2.0121, loss/aux1: 2.0121, top1_acc/aux2: 0.4160, top5_acc/aux2: 0.6913, loss_cls/aux2: 2.4105, loss/aux2: 2.4105 2020-10-25 23:57:19,556 - mmaction - INFO - Epoch [103][40/264] lr: 2.956e-01, eta: 10:34:23, time: 1.291, data_time: 0.000, memory: 8466, top1_acc: 0.4486, top5_acc: 0.7090, loss_cls: 2.3057, loss: 2.3057, grad_norm: 1.2746, top1_acc/aux0: 0.4616, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.2066, loss/aux0: 2.2066, top1_acc/aux1: 0.4998, top5_acc/aux1: 0.7533, loss_cls/aux1: 2.0578, loss/aux1: 2.0578, top1_acc/aux2: 0.4104, top5_acc/aux2: 0.6832, loss_cls/aux2: 2.4422, loss/aux2: 2.4422 2020-10-25 23:58:26,218 - mmaction - INFO - Epoch [103][60/264] lr: 2.956e-01, eta: 10:34:05, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.4384, top5_acc: 0.7106, loss_cls: 2.2964, loss: 2.2964, grad_norm: 1.2424, top1_acc/aux0: 0.4747, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.1688, loss/aux0: 2.1688, top1_acc/aux1: 0.4898, top5_acc/aux1: 0.7589, loss_cls/aux1: 2.0740, loss/aux1: 2.0740, top1_acc/aux2: 0.4104, top5_acc/aux2: 0.6870, loss_cls/aux2: 2.4417, loss/aux2: 2.4417 2020-10-25 23:59:21,281 - mmaction - INFO - Epoch [103][80/264] lr: 2.956e-01, eta: 10:33:58, time: 1.338, data_time: 0.000, memory: 8466, top1_acc: 0.4517, top5_acc: 0.7137, loss_cls: 2.2763, loss: 2.2763, grad_norm: 1.2693, top1_acc/aux0: 0.4717, top5_acc/aux0: 0.7417, loss_cls/aux0: 2.1686, loss/aux0: 2.1686, top1_acc/aux1: 0.4892, top5_acc/aux1: 0.7639, loss_cls/aux1: 2.0509, loss/aux1: 2.0509, top1_acc/aux2: 0.4174, top5_acc/aux2: 0.6915, loss_cls/aux2: 2.4326, loss/aux2: 2.4326 2020-10-26 00:00:33,839 - mmaction - INFO - Epoch [103][100/264] lr: 2.956e-01, eta: 10:33:40, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7198, loss_cls: 2.2637, loss: 2.2637, grad_norm: 1.2960, top1_acc/aux0: 0.4717, top5_acc/aux0: 0.7434, loss_cls/aux0: 2.1584, loss/aux0: 2.1584, top1_acc/aux1: 0.4936, top5_acc/aux1: 0.7578, loss_cls/aux1: 2.0367, loss/aux1: 2.0367, top1_acc/aux2: 0.4247, top5_acc/aux2: 0.6875, loss_cls/aux2: 2.4413, loss/aux2: 2.4413 2020-10-26 00:01:21,372 - mmaction - INFO - Epoch [103][120/264] lr: 2.956e-01, eta: 10:33:21, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4611, top5_acc: 0.7160, loss_cls: 2.2735, loss: 2.2735, grad_norm: 1.2419, top1_acc/aux0: 0.4748, top5_acc/aux0: 0.7413, loss_cls/aux0: 2.1610, loss/aux0: 2.1610, top1_acc/aux1: 0.4969, top5_acc/aux1: 0.7502, loss_cls/aux1: 2.0654, loss/aux1: 2.0654, top1_acc/aux2: 0.4259, top5_acc/aux2: 0.6821, loss_cls/aux2: 2.4541, loss/aux2: 2.4541 2020-10-26 00:02:08,911 - mmaction - INFO - Epoch [103][140/264] lr: 2.956e-01, eta: 10:33:03, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.4418, top5_acc: 0.7042, loss_cls: 2.3208, loss: 2.3208, grad_norm: 1.2606, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7399, loss_cls/aux0: 2.1915, loss/aux0: 2.1915, top1_acc/aux1: 0.4915, top5_acc/aux1: 0.7505, loss_cls/aux1: 2.0784, loss/aux1: 2.0784, top1_acc/aux2: 0.4233, top5_acc/aux2: 0.6804, loss_cls/aux2: 2.4616, loss/aux2: 2.4616 2020-10-26 00:02:56,133 - mmaction - INFO - Epoch [103][160/264] lr: 2.956e-01, eta: 10:32:44, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4486, top5_acc: 0.7137, loss_cls: 2.2875, loss: 2.2875, grad_norm: 1.2443, top1_acc/aux0: 0.4688, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.1578, loss/aux0: 2.1578, top1_acc/aux1: 0.4943, top5_acc/aux1: 0.7648, loss_cls/aux1: 2.0455, loss/aux1: 2.0455, top1_acc/aux2: 0.4201, top5_acc/aux2: 0.6891, loss_cls/aux2: 2.4291, loss/aux2: 2.4291 2020-10-26 00:03:43,720 - mmaction - INFO - Epoch [103][180/264] lr: 2.956e-01, eta: 10:32:26, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4457, top5_acc: 0.7095, loss_cls: 2.3025, loss: 2.3025, grad_norm: 1.2581, top1_acc/aux0: 0.4757, top5_acc/aux0: 0.7509, loss_cls/aux0: 2.1421, loss/aux0: 2.1421, top1_acc/aux1: 0.4988, top5_acc/aux1: 0.7653, loss_cls/aux1: 2.0468, loss/aux1: 2.0468, top1_acc/aux2: 0.4156, top5_acc/aux2: 0.6941, loss_cls/aux2: 2.4234, loss/aux2: 2.4234 2020-10-26 00:04:31,356 - mmaction - INFO - Epoch [103][200/264] lr: 2.956e-01, eta: 10:32:08, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.4483, top5_acc: 0.7076, loss_cls: 2.2967, loss: 2.2967, grad_norm: 1.2784, top1_acc/aux0: 0.4700, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1726, loss/aux0: 2.1726, top1_acc/aux1: 0.5019, top5_acc/aux1: 0.7649, loss_cls/aux1: 2.0356, loss/aux1: 2.0356, top1_acc/aux2: 0.4160, top5_acc/aux2: 0.6852, loss_cls/aux2: 2.4555, loss/aux2: 2.4555 2020-10-26 00:05:18,569 - mmaction - INFO - Epoch [103][220/264] lr: 2.956e-01, eta: 10:31:49, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4392, top5_acc: 0.6955, loss_cls: 2.3528, loss: 2.3528, grad_norm: 1.3660, top1_acc/aux0: 0.4637, top5_acc/aux0: 0.7340, loss_cls/aux0: 2.2027, loss/aux0: 2.2027, top1_acc/aux1: 0.4936, top5_acc/aux1: 0.7554, loss_cls/aux1: 2.0649, loss/aux1: 2.0649, top1_acc/aux2: 0.4252, top5_acc/aux2: 0.6797, loss_cls/aux2: 2.4495, loss/aux2: 2.4495 2020-10-26 00:06:05,627 - mmaction - INFO - Epoch [103][240/264] lr: 2.956e-01, eta: 10:31:31, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7014, loss_cls: 2.3411, loss: 2.3411, grad_norm: 1.2543, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.1909, loss/aux0: 2.1909, top1_acc/aux1: 0.4899, top5_acc/aux1: 0.7533, loss_cls/aux1: 2.0833, loss/aux1: 2.0833, top1_acc/aux2: 0.4283, top5_acc/aux2: 0.6858, loss_cls/aux2: 2.4337, loss/aux2: 2.4337 2020-10-26 00:06:52,895 - mmaction - INFO - Epoch [103][260/264] lr: 2.956e-01, eta: 10:31:12, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4495, top5_acc: 0.7102, loss_cls: 2.2931, loss: 2.2931, grad_norm: 1.2700, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1653, loss/aux0: 2.1653, top1_acc/aux1: 0.5010, top5_acc/aux1: 0.7613, loss_cls/aux1: 2.0517, loss/aux1: 2.0517, top1_acc/aux2: 0.4214, top5_acc/aux2: 0.6856, loss_cls/aux2: 2.4484, loss/aux2: 2.4484 2020-10-26 00:12:25,231 - mmaction - INFO - Epoch [104][20/264] lr: 2.930e-01, eta: 10:30:44, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4569, top5_acc: 0.7146, loss_cls: 2.2485, loss: 2.2485, grad_norm: 1.2737, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7444, loss_cls/aux0: 2.1503, loss/aux0: 2.1503, top1_acc/aux1: 0.4906, top5_acc/aux1: 0.7611, loss_cls/aux1: 2.0744, loss/aux1: 2.0744, top1_acc/aux2: 0.4146, top5_acc/aux2: 0.6764, loss_cls/aux2: 2.4777, loss/aux2: 2.4777 2020-10-26 00:13:13,030 - mmaction - INFO - Epoch [104][40/264] lr: 2.930e-01, eta: 10:30:26, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4484, top5_acc: 0.7193, loss_cls: 2.2730, loss: 2.2730, grad_norm: 1.2715, top1_acc/aux0: 0.4736, top5_acc/aux0: 0.7316, loss_cls/aux0: 2.2061, loss/aux0: 2.2061, top1_acc/aux1: 0.4960, top5_acc/aux1: 0.7530, loss_cls/aux1: 2.0739, loss/aux1: 2.0739, top1_acc/aux2: 0.4233, top5_acc/aux2: 0.6903, loss_cls/aux2: 2.4273, loss/aux2: 2.4273 2020-10-26 00:14:00,209 - mmaction - INFO - Epoch [104][60/264] lr: 2.930e-01, eta: 10:30:07, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4538, top5_acc: 0.7113, loss_cls: 2.2778, loss: 2.2778, grad_norm: 1.2573, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2433, loss/aux0: 2.2433, top1_acc/aux1: 0.4903, top5_acc/aux1: 0.7472, loss_cls/aux1: 2.0987, loss/aux1: 2.0987, top1_acc/aux2: 0.4234, top5_acc/aux2: 0.6918, loss_cls/aux2: 2.4127, loss/aux2: 2.4127 2020-10-26 00:14:47,743 - mmaction - INFO - Epoch [104][80/264] lr: 2.930e-01, eta: 10:29:48, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4474, top5_acc: 0.7097, loss_cls: 2.2972, loss: 2.2972, grad_norm: 1.2826, top1_acc/aux0: 0.4681, top5_acc/aux0: 0.7332, loss_cls/aux0: 2.2311, loss/aux0: 2.2311, top1_acc/aux1: 0.4851, top5_acc/aux1: 0.7590, loss_cls/aux1: 2.0775, loss/aux1: 2.0775, top1_acc/aux2: 0.4144, top5_acc/aux2: 0.6811, loss_cls/aux2: 2.4405, loss/aux2: 2.4405 2020-10-26 00:15:35,169 - mmaction - INFO - Epoch [104][100/264] lr: 2.930e-01, eta: 10:29:30, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4540, top5_acc: 0.7054, loss_cls: 2.2938, loss: 2.2938, grad_norm: 1.2763, top1_acc/aux0: 0.4656, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.2100, loss/aux0: 2.2100, top1_acc/aux1: 0.4918, top5_acc/aux1: 0.7590, loss_cls/aux1: 2.0614, loss/aux1: 2.0614, top1_acc/aux2: 0.4266, top5_acc/aux2: 0.6839, loss_cls/aux2: 2.4054, loss/aux2: 2.4054 2020-10-26 00:16:22,689 - mmaction - INFO - Epoch [104][120/264] lr: 2.930e-01, eta: 10:29:12, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4519, top5_acc: 0.7123, loss_cls: 2.3083, loss: 2.3083, grad_norm: 1.2508, top1_acc/aux0: 0.4681, top5_acc/aux0: 0.7443, loss_cls/aux0: 2.2004, loss/aux0: 2.2004, top1_acc/aux1: 0.4925, top5_acc/aux1: 0.7497, loss_cls/aux1: 2.0985, loss/aux1: 2.0985, top1_acc/aux2: 0.4300, top5_acc/aux2: 0.6835, loss_cls/aux2: 2.3989, loss/aux2: 2.3989 2020-10-26 00:17:10,046 - mmaction - INFO - Epoch [104][140/264] lr: 2.930e-01, eta: 10:28:53, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4417, top5_acc: 0.7033, loss_cls: 2.3293, loss: 2.3293, grad_norm: 1.2790, top1_acc/aux0: 0.4700, top5_acc/aux0: 0.7377, loss_cls/aux0: 2.2124, loss/aux0: 2.2124, top1_acc/aux1: 0.5017, top5_acc/aux1: 0.7590, loss_cls/aux1: 2.0457, loss/aux1: 2.0457, top1_acc/aux2: 0.4274, top5_acc/aux2: 0.6866, loss_cls/aux2: 2.3977, loss/aux2: 2.3977 2020-10-26 00:17:57,134 - mmaction - INFO - Epoch [104][160/264] lr: 2.930e-01, eta: 10:28:34, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4524, top5_acc: 0.7078, loss_cls: 2.3115, loss: 2.3115, grad_norm: 1.2540, top1_acc/aux0: 0.4696, top5_acc/aux0: 0.7358, loss_cls/aux0: 2.2140, loss/aux0: 2.2140, top1_acc/aux1: 0.5005, top5_acc/aux1: 0.7602, loss_cls/aux1: 2.0455, loss/aux1: 2.0455, top1_acc/aux2: 0.4273, top5_acc/aux2: 0.6910, loss_cls/aux2: 2.3973, loss/aux2: 2.3973 2020-10-26 00:18:44,672 - mmaction - INFO - Epoch [104][180/264] lr: 2.930e-01, eta: 10:28:16, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4502, top5_acc: 0.7139, loss_cls: 2.2815, loss: 2.2815, grad_norm: 1.2709, top1_acc/aux0: 0.4750, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1897, loss/aux0: 2.1897, top1_acc/aux1: 0.4918, top5_acc/aux1: 0.7563, loss_cls/aux1: 2.0810, loss/aux1: 2.0810, top1_acc/aux2: 0.4177, top5_acc/aux2: 0.6849, loss_cls/aux2: 2.4471, loss/aux2: 2.4471 2020-10-26 00:19:32,094 - mmaction - INFO - Epoch [104][200/264] lr: 2.930e-01, eta: 10:27:57, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4439, top5_acc: 0.7101, loss_cls: 2.3078, loss: 2.3078, grad_norm: 1.2542, top1_acc/aux0: 0.4785, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1610, loss/aux0: 2.1610, top1_acc/aux1: 0.5010, top5_acc/aux1: 0.7528, loss_cls/aux1: 2.0524, loss/aux1: 2.0524, top1_acc/aux2: 0.4196, top5_acc/aux2: 0.6872, loss_cls/aux2: 2.4435, loss/aux2: 2.4435 2020-10-26 00:20:19,235 - mmaction - INFO - Epoch [104][220/264] lr: 2.930e-01, eta: 10:27:39, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4481, top5_acc: 0.7085, loss_cls: 2.2727, loss: 2.2727, grad_norm: 1.2325, top1_acc/aux0: 0.4747, top5_acc/aux0: 0.7462, loss_cls/aux0: 2.1522, loss/aux0: 2.1522, top1_acc/aux1: 0.5042, top5_acc/aux1: 0.7569, loss_cls/aux1: 2.0384, loss/aux1: 2.0384, top1_acc/aux2: 0.4182, top5_acc/aux2: 0.6887, loss_cls/aux2: 2.4174, loss/aux2: 2.4174 2020-10-26 00:21:06,540 - mmaction - INFO - Epoch [104][240/264] lr: 2.930e-01, eta: 10:27:20, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4481, top5_acc: 0.7123, loss_cls: 2.2665, loss: 2.2665, grad_norm: 1.2747, top1_acc/aux0: 0.4705, top5_acc/aux0: 0.7425, loss_cls/aux0: 2.1809, loss/aux0: 2.1809, top1_acc/aux1: 0.5071, top5_acc/aux1: 0.7681, loss_cls/aux1: 2.0032, loss/aux1: 2.0032, top1_acc/aux2: 0.4234, top5_acc/aux2: 0.6918, loss_cls/aux2: 2.3844, loss/aux2: 2.3844 2020-10-26 00:21:54,350 - mmaction - INFO - Epoch [104][260/264] lr: 2.930e-01, eta: 10:27:02, time: 0.965, data_time: 0.000, memory: 8466, top1_acc: 0.4361, top5_acc: 0.7050, loss_cls: 2.3252, loss: 2.3252, grad_norm: 1.2550, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7377, loss_cls/aux0: 2.2071, loss/aux0: 2.2071, top1_acc/aux1: 0.5057, top5_acc/aux1: 0.7510, loss_cls/aux1: 2.0496, loss/aux1: 2.0496, top1_acc/aux2: 0.4259, top5_acc/aux2: 0.6937, loss_cls/aux2: 2.3830, loss/aux2: 2.3830 2020-10-26 00:22:08,430 - mmaction - INFO - Saving checkpoint at 104 epochs 2020-10-26 00:23:00,055 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-26 00:23:00,206 - mmaction - INFO - top1_acc 0.5471 top5_acc 0.7993 2020-10-26 00:23:00,206 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-26 00:23:00,258 - mmaction - INFO - mean_acc 0.5476 2020-10-26 00:23:00,260 - mmaction - INFO - Epoch(val) [104][264] top1_acc: 0.5471, top5_acc: 0.7993, mean_class_accuracy: 0.5476 2020-10-26 00:26:14,605 - mmaction - INFO - Epoch [105][20/264] lr: 2.903e-01, eta: 10:26:35, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4477, top5_acc: 0.7113, loss_cls: 2.2913, loss: 2.2913, grad_norm: 1.2480, top1_acc/aux0: 0.4701, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.2136, loss/aux0: 2.2136, top1_acc/aux1: 0.4858, top5_acc/aux1: 0.7438, loss_cls/aux1: 2.1064, loss/aux1: 2.1064, top1_acc/aux2: 0.4094, top5_acc/aux2: 0.6764, loss_cls/aux2: 2.4525, loss/aux2: 2.4525 2020-10-26 00:27:02,185 - mmaction - INFO - Epoch [105][40/264] lr: 2.903e-01, eta: 10:26:16, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4625, top5_acc: 0.7128, loss_cls: 2.2563, loss: 2.2563, grad_norm: 1.2506, top1_acc/aux0: 0.4752, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1900, loss/aux0: 2.1900, top1_acc/aux1: 0.4932, top5_acc/aux1: 0.7422, loss_cls/aux1: 2.0974, loss/aux1: 2.0974, top1_acc/aux2: 0.4149, top5_acc/aux2: 0.6840, loss_cls/aux2: 2.4167, loss/aux2: 2.4167 2020-10-26 00:27:49,357 - mmaction - INFO - Epoch [105][60/264] lr: 2.903e-01, eta: 10:25:58, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4517, top5_acc: 0.7090, loss_cls: 2.2917, loss: 2.2917, grad_norm: 1.2732, top1_acc/aux0: 0.4767, top5_acc/aux0: 0.7382, loss_cls/aux0: 2.1794, loss/aux0: 2.1794, top1_acc/aux1: 0.5087, top5_acc/aux1: 0.7580, loss_cls/aux1: 2.0323, loss/aux1: 2.0323, top1_acc/aux2: 0.4196, top5_acc/aux2: 0.6865, loss_cls/aux2: 2.4029, loss/aux2: 2.4029 2020-10-26 00:28:37,096 - mmaction - INFO - Epoch [105][80/264] lr: 2.903e-01, eta: 10:25:39, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4601, top5_acc: 0.7179, loss_cls: 2.2221, loss: 2.2221, grad_norm: 1.2735, top1_acc/aux0: 0.4731, top5_acc/aux0: 0.7293, loss_cls/aux0: 2.2018, loss/aux0: 2.2018, top1_acc/aux1: 0.5038, top5_acc/aux1: 0.7615, loss_cls/aux1: 2.0369, loss/aux1: 2.0369, top1_acc/aux2: 0.4234, top5_acc/aux2: 0.6854, loss_cls/aux2: 2.4173, loss/aux2: 2.4173 2020-10-26 00:29:24,239 - mmaction - INFO - Epoch [105][100/264] lr: 2.903e-01, eta: 10:25:21, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4540, top5_acc: 0.7167, loss_cls: 2.2664, loss: 2.2664, grad_norm: 1.2453, top1_acc/aux0: 0.4767, top5_acc/aux0: 0.7363, loss_cls/aux0: 2.1858, loss/aux0: 2.1858, top1_acc/aux1: 0.4922, top5_acc/aux1: 0.7524, loss_cls/aux1: 2.0939, loss/aux1: 2.0939, top1_acc/aux2: 0.4248, top5_acc/aux2: 0.6828, loss_cls/aux2: 2.4284, loss/aux2: 2.4284 2020-10-26 00:30:12,694 - mmaction - INFO - Epoch [105][120/264] lr: 2.903e-01, eta: 10:25:03, time: 0.992, data_time: 0.000, memory: 8466, top1_acc: 0.4413, top5_acc: 0.6997, loss_cls: 2.3250, loss: 2.3250, grad_norm: 1.2696, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.1795, loss/aux0: 2.1795, top1_acc/aux1: 0.4910, top5_acc/aux1: 0.7566, loss_cls/aux1: 2.0748, loss/aux1: 2.0748, top1_acc/aux2: 0.4194, top5_acc/aux2: 0.6759, loss_cls/aux2: 2.4667, loss/aux2: 2.4667 2020-10-26 00:30:59,997 - mmaction - INFO - Epoch [105][140/264] lr: 2.903e-01, eta: 10:24:45, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4665, top5_acc: 0.7217, loss_cls: 2.2635, loss: 2.2635, grad_norm: 1.2641, top1_acc/aux0: 0.4731, top5_acc/aux0: 0.7340, loss_cls/aux0: 2.2021, loss/aux0: 2.2021, top1_acc/aux1: 0.4903, top5_acc/aux1: 0.7561, loss_cls/aux1: 2.0654, loss/aux1: 2.0654, top1_acc/aux2: 0.4227, top5_acc/aux2: 0.6823, loss_cls/aux2: 2.4409, loss/aux2: 2.4409 2020-10-26 00:31:47,814 - mmaction - INFO - Epoch [105][160/264] lr: 2.903e-01, eta: 10:24:27, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.4474, top5_acc: 0.7134, loss_cls: 2.2967, loss: 2.2967, grad_norm: 1.2863, top1_acc/aux0: 0.4748, top5_acc/aux0: 0.7342, loss_cls/aux0: 2.2025, loss/aux0: 2.2025, top1_acc/aux1: 0.4936, top5_acc/aux1: 0.7535, loss_cls/aux1: 2.0797, loss/aux1: 2.0797, top1_acc/aux2: 0.4222, top5_acc/aux2: 0.6905, loss_cls/aux2: 2.4109, loss/aux2: 2.4109 2020-10-26 00:32:35,059 - mmaction - INFO - Epoch [105][180/264] lr: 2.903e-01, eta: 10:24:08, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4530, top5_acc: 0.7153, loss_cls: 2.2484, loss: 2.2484, grad_norm: 1.2910, top1_acc/aux0: 0.4778, top5_acc/aux0: 0.7363, loss_cls/aux0: 2.1750, loss/aux0: 2.1750, top1_acc/aux1: 0.5035, top5_acc/aux1: 0.7568, loss_cls/aux1: 2.0477, loss/aux1: 2.0477, top1_acc/aux2: 0.4191, top5_acc/aux2: 0.6861, loss_cls/aux2: 2.4200, loss/aux2: 2.4200 2020-10-26 00:33:23,359 - mmaction - INFO - Epoch [105][200/264] lr: 2.903e-01, eta: 10:23:51, time: 0.987, data_time: 0.000, memory: 8466, top1_acc: 0.4535, top5_acc: 0.7128, loss_cls: 2.2917, loss: 2.2917, grad_norm: 1.2647, top1_acc/aux0: 0.4767, top5_acc/aux0: 0.7439, loss_cls/aux0: 2.1639, loss/aux0: 2.1639, top1_acc/aux1: 0.5021, top5_acc/aux1: 0.7589, loss_cls/aux1: 2.0454, loss/aux1: 2.0454, top1_acc/aux2: 0.4208, top5_acc/aux2: 0.6837, loss_cls/aux2: 2.4236, loss/aux2: 2.4236 2020-10-26 00:34:10,687 - mmaction - INFO - Epoch [105][220/264] lr: 2.903e-01, eta: 10:23:32, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4497, top5_acc: 0.7033, loss_cls: 2.2961, loss: 2.2961, grad_norm: 1.2898, top1_acc/aux0: 0.4731, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.1801, loss/aux0: 2.1801, top1_acc/aux1: 0.4958, top5_acc/aux1: 0.7622, loss_cls/aux1: 2.0531, loss/aux1: 2.0531, top1_acc/aux2: 0.4226, top5_acc/aux2: 0.6896, loss_cls/aux2: 2.4403, loss/aux2: 2.4403 2020-10-26 00:35:00,216 - mmaction - INFO - Epoch [105][240/264] lr: 2.903e-01, eta: 10:23:17, time: 1.058, data_time: 0.000, memory: 8466, top1_acc: 0.4533, top5_acc: 0.7196, loss_cls: 2.2484, loss: 2.2484, grad_norm: 1.2761, top1_acc/aux0: 0.4707, top5_acc/aux0: 0.7472, loss_cls/aux0: 2.1793, loss/aux0: 2.1793, top1_acc/aux1: 0.4965, top5_acc/aux1: 0.7608, loss_cls/aux1: 2.0539, loss/aux1: 2.0539, top1_acc/aux2: 0.4177, top5_acc/aux2: 0.6826, loss_cls/aux2: 2.4599, loss/aux2: 2.4599 2020-10-26 00:35:47,698 - mmaction - INFO - Epoch [105][260/264] lr: 2.903e-01, eta: 10:22:58, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4490, top5_acc: 0.7142, loss_cls: 2.2763, loss: 2.2763, grad_norm: 1.3047, top1_acc/aux0: 0.4712, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.1796, loss/aux0: 2.1796, top1_acc/aux1: 0.4894, top5_acc/aux1: 0.7523, loss_cls/aux1: 2.0959, loss/aux1: 2.0959, top1_acc/aux2: 0.4115, top5_acc/aux2: 0.6800, loss_cls/aux2: 2.4549, loss/aux2: 2.4549 2020-10-26 00:40:14,350 - mmaction - INFO - Epoch [106][20/264] lr: 2.877e-01, eta: 10:22:31, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4536, top5_acc: 0.7194, loss_cls: 2.2580, loss: 2.2580, grad_norm: 1.2623, top1_acc/aux0: 0.4826, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.1577, loss/aux0: 2.1577, top1_acc/aux1: 0.4875, top5_acc/aux1: 0.7455, loss_cls/aux1: 2.0658, loss/aux1: 2.0658, top1_acc/aux2: 0.4240, top5_acc/aux2: 0.6819, loss_cls/aux2: 2.4397, loss/aux2: 2.4397 2020-10-26 00:41:01,395 - mmaction - INFO - Epoch [106][40/264] lr: 2.877e-01, eta: 10:22:12, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4470, top5_acc: 0.7194, loss_cls: 2.2402, loss: 2.2402, grad_norm: 1.2431, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1539, loss/aux0: 2.1539, top1_acc/aux1: 0.4969, top5_acc/aux1: 0.7510, loss_cls/aux1: 2.0369, loss/aux1: 2.0369, top1_acc/aux2: 0.4196, top5_acc/aux2: 0.6799, loss_cls/aux2: 2.4530, loss/aux2: 2.4530 2020-10-26 00:41:48,358 - mmaction - INFO - Epoch [106][60/264] lr: 2.877e-01, eta: 10:21:53, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4536, top5_acc: 0.7092, loss_cls: 2.2819, loss: 2.2819, grad_norm: 1.2499, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1326, loss/aux0: 2.1326, top1_acc/aux1: 0.5087, top5_acc/aux1: 0.7590, loss_cls/aux1: 2.0114, loss/aux1: 2.0114, top1_acc/aux2: 0.4160, top5_acc/aux2: 0.6825, loss_cls/aux2: 2.4517, loss/aux2: 2.4517 2020-10-26 00:42:35,943 - mmaction - INFO - Epoch [106][80/264] lr: 2.877e-01, eta: 10:21:35, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4557, top5_acc: 0.7160, loss_cls: 2.2787, loss: 2.2787, grad_norm: 1.2685, top1_acc/aux0: 0.4785, top5_acc/aux0: 0.7384, loss_cls/aux0: 2.1506, loss/aux0: 2.1506, top1_acc/aux1: 0.5066, top5_acc/aux1: 0.7582, loss_cls/aux1: 2.0284, loss/aux1: 2.0284, top1_acc/aux2: 0.4196, top5_acc/aux2: 0.6859, loss_cls/aux2: 2.4345, loss/aux2: 2.4345 2020-10-26 00:43:23,185 - mmaction - INFO - Epoch [106][100/264] lr: 2.877e-01, eta: 10:21:17, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4585, top5_acc: 0.7219, loss_cls: 2.2566, loss: 2.2566, grad_norm: 1.2669, top1_acc/aux0: 0.4778, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1577, loss/aux0: 2.1577, top1_acc/aux1: 0.4997, top5_acc/aux1: 0.7568, loss_cls/aux1: 2.0508, loss/aux1: 2.0508, top1_acc/aux2: 0.4300, top5_acc/aux2: 0.6892, loss_cls/aux2: 2.4211, loss/aux2: 2.4211 2020-10-26 00:44:10,543 - mmaction - INFO - Epoch [106][120/264] lr: 2.877e-01, eta: 10:20:58, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4446, top5_acc: 0.7061, loss_cls: 2.3066, loss: 2.3066, grad_norm: 1.2863, top1_acc/aux0: 0.4795, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1664, loss/aux0: 2.1664, top1_acc/aux1: 0.4964, top5_acc/aux1: 0.7594, loss_cls/aux1: 2.0629, loss/aux1: 2.0629, top1_acc/aux2: 0.4375, top5_acc/aux2: 0.6950, loss_cls/aux2: 2.3866, loss/aux2: 2.3866 2020-10-26 00:44:57,972 - mmaction - INFO - Epoch [106][140/264] lr: 2.877e-01, eta: 10:20:40, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4394, top5_acc: 0.7149, loss_cls: 2.3036, loss: 2.3036, grad_norm: 1.2612, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7295, loss_cls/aux0: 2.1923, loss/aux0: 2.1923, top1_acc/aux1: 0.4924, top5_acc/aux1: 0.7502, loss_cls/aux1: 2.0904, loss/aux1: 2.0904, top1_acc/aux2: 0.4313, top5_acc/aux2: 0.6943, loss_cls/aux2: 2.3759, loss/aux2: 2.3759 2020-10-26 00:45:45,536 - mmaction - INFO - Epoch [106][160/264] lr: 2.877e-01, eta: 10:20:21, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4563, top5_acc: 0.7005, loss_cls: 2.3047, loss: 2.3047, grad_norm: 1.2729, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1834, loss/aux0: 2.1834, top1_acc/aux1: 0.4868, top5_acc/aux1: 0.7498, loss_cls/aux1: 2.0920, loss/aux1: 2.0920, top1_acc/aux2: 0.4247, top5_acc/aux2: 0.6927, loss_cls/aux2: 2.4116, loss/aux2: 2.4116 2020-10-26 00:46:33,289 - mmaction - INFO - Epoch [106][180/264] lr: 2.877e-01, eta: 10:20:03, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.4436, top5_acc: 0.6997, loss_cls: 2.3237, loss: 2.3237, grad_norm: 1.2787, top1_acc/aux0: 0.4733, top5_acc/aux0: 0.7377, loss_cls/aux0: 2.1891, loss/aux0: 2.1891, top1_acc/aux1: 0.4965, top5_acc/aux1: 0.7632, loss_cls/aux1: 2.0410, loss/aux1: 2.0410, top1_acc/aux2: 0.4184, top5_acc/aux2: 0.6896, loss_cls/aux2: 2.4386, loss/aux2: 2.4386 2020-10-26 00:47:20,896 - mmaction - INFO - Epoch [106][200/264] lr: 2.877e-01, eta: 10:19:45, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4594, top5_acc: 0.7142, loss_cls: 2.2779, loss: 2.2779, grad_norm: 1.2661, top1_acc/aux0: 0.4757, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1650, loss/aux0: 2.1650, top1_acc/aux1: 0.5035, top5_acc/aux1: 0.7622, loss_cls/aux1: 2.0307, loss/aux1: 2.0307, top1_acc/aux2: 0.4122, top5_acc/aux2: 0.6748, loss_cls/aux2: 2.4607, loss/aux2: 2.4607 2020-10-26 00:48:08,396 - mmaction - INFO - Epoch [106][220/264] lr: 2.877e-01, eta: 10:19:26, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7231, loss_cls: 2.2544, loss: 2.2544, grad_norm: 1.2602, top1_acc/aux0: 0.4698, top5_acc/aux0: 0.7373, loss_cls/aux0: 2.1808, loss/aux0: 2.1808, top1_acc/aux1: 0.4917, top5_acc/aux1: 0.7540, loss_cls/aux1: 2.0762, loss/aux1: 2.0762, top1_acc/aux2: 0.4196, top5_acc/aux2: 0.6788, loss_cls/aux2: 2.4179, loss/aux2: 2.4179 2020-10-26 00:48:55,985 - mmaction - INFO - Epoch [106][240/264] lr: 2.877e-01, eta: 10:19:08, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4486, top5_acc: 0.7177, loss_cls: 2.2639, loss: 2.2639, grad_norm: 1.2780, top1_acc/aux0: 0.4714, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1804, loss/aux0: 2.1804, top1_acc/aux1: 0.4960, top5_acc/aux1: 0.7582, loss_cls/aux1: 2.0584, loss/aux1: 2.0584, top1_acc/aux2: 0.4326, top5_acc/aux2: 0.6936, loss_cls/aux2: 2.3691, loss/aux2: 2.3691 2020-10-26 00:49:43,575 - mmaction - INFO - Epoch [106][260/264] lr: 2.877e-01, eta: 10:18:49, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7073, loss_cls: 2.2971, loss: 2.2971, grad_norm: 1.2600, top1_acc/aux0: 0.4726, top5_acc/aux0: 0.7345, loss_cls/aux0: 2.1977, loss/aux0: 2.1977, top1_acc/aux1: 0.5038, top5_acc/aux1: 0.7630, loss_cls/aux1: 2.0249, loss/aux1: 2.0249, top1_acc/aux2: 0.4247, top5_acc/aux2: 0.6814, loss_cls/aux2: 2.4232, loss/aux2: 2.4232 2020-10-26 00:54:03,221 - mmaction - INFO - Epoch [107][20/264] lr: 2.850e-01, eta: 10:18:22, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4670, top5_acc: 0.7252, loss_cls: 2.2050, loss: 2.2050, grad_norm: 1.2743, top1_acc/aux0: 0.4847, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.1317, loss/aux0: 2.1317, top1_acc/aux1: 0.5024, top5_acc/aux1: 0.7566, loss_cls/aux1: 2.0544, loss/aux1: 2.0544, top1_acc/aux2: 0.4153, top5_acc/aux2: 0.6951, loss_cls/aux2: 2.4311, loss/aux2: 2.4311 2020-10-26 00:54:50,197 - mmaction - INFO - Epoch [107][40/264] lr: 2.850e-01, eta: 10:18:03, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4712, top5_acc: 0.7153, loss_cls: 2.2224, loss: 2.2224, grad_norm: 1.2827, top1_acc/aux0: 0.4858, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.1281, loss/aux0: 2.1281, top1_acc/aux1: 0.5097, top5_acc/aux1: 0.7545, loss_cls/aux1: 2.0523, loss/aux1: 2.0523, top1_acc/aux2: 0.4281, top5_acc/aux2: 0.7003, loss_cls/aux2: 2.4008, loss/aux2: 2.4008 2020-10-26 00:55:37,618 - mmaction - INFO - Epoch [107][60/264] lr: 2.850e-01, eta: 10:17:44, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4585, top5_acc: 0.7061, loss_cls: 2.2918, loss: 2.2918, grad_norm: 1.2594, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1537, loss/aux0: 2.1537, top1_acc/aux1: 0.5090, top5_acc/aux1: 0.7550, loss_cls/aux1: 2.0408, loss/aux1: 2.0408, top1_acc/aux2: 0.4325, top5_acc/aux2: 0.6936, loss_cls/aux2: 2.4119, loss/aux2: 2.4119 2020-10-26 00:56:24,837 - mmaction - INFO - Epoch [107][80/264] lr: 2.850e-01, eta: 10:17:26, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4632, top5_acc: 0.7215, loss_cls: 2.2266, loss: 2.2266, grad_norm: 1.2590, top1_acc/aux0: 0.4727, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1392, loss/aux0: 2.1392, top1_acc/aux1: 0.5042, top5_acc/aux1: 0.7595, loss_cls/aux1: 2.0201, loss/aux1: 2.0201, top1_acc/aux2: 0.4283, top5_acc/aux2: 0.6932, loss_cls/aux2: 2.3901, loss/aux2: 2.3901 2020-10-26 00:57:12,542 - mmaction - INFO - Epoch [107][100/264] lr: 2.850e-01, eta: 10:17:07, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4524, top5_acc: 0.7109, loss_cls: 2.2709, loss: 2.2709, grad_norm: 1.2838, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7498, loss_cls/aux0: 2.1344, loss/aux0: 2.1344, top1_acc/aux1: 0.5073, top5_acc/aux1: 0.7656, loss_cls/aux1: 2.0127, loss/aux1: 2.0127, top1_acc/aux2: 0.4345, top5_acc/aux2: 0.6977, loss_cls/aux2: 2.3581, loss/aux2: 2.3581 2020-10-26 00:57:59,825 - mmaction - INFO - Epoch [107][120/264] lr: 2.850e-01, eta: 10:16:49, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4420, top5_acc: 0.7104, loss_cls: 2.2862, loss: 2.2862, grad_norm: 1.2788, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.1426, loss/aux0: 2.1426, top1_acc/aux1: 0.5035, top5_acc/aux1: 0.7655, loss_cls/aux1: 2.0279, loss/aux1: 2.0279, top1_acc/aux2: 0.4330, top5_acc/aux2: 0.6906, loss_cls/aux2: 2.3749, loss/aux2: 2.3749 2020-10-26 00:58:46,877 - mmaction - INFO - Epoch [107][140/264] lr: 2.850e-01, eta: 10:16:30, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4528, top5_acc: 0.7127, loss_cls: 2.2830, loss: 2.2830, grad_norm: 1.2283, top1_acc/aux0: 0.4882, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1180, loss/aux0: 2.1180, top1_acc/aux1: 0.5009, top5_acc/aux1: 0.7641, loss_cls/aux1: 2.0205, loss/aux1: 2.0205, top1_acc/aux2: 0.4377, top5_acc/aux2: 0.6953, loss_cls/aux2: 2.3429, loss/aux2: 2.3429 2020-10-26 00:59:34,247 - mmaction - INFO - Epoch [107][160/264] lr: 2.850e-01, eta: 10:16:12, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4366, top5_acc: 0.7024, loss_cls: 2.3334, loss: 2.3334, grad_norm: 1.2689, top1_acc/aux0: 0.4793, top5_acc/aux0: 0.7392, loss_cls/aux0: 2.1578, loss/aux0: 2.1578, top1_acc/aux1: 0.5076, top5_acc/aux1: 0.7696, loss_cls/aux1: 1.9949, loss/aux1: 1.9949, top1_acc/aux2: 0.4356, top5_acc/aux2: 0.6925, loss_cls/aux2: 2.3720, loss/aux2: 2.3720 2020-10-26 01:00:22,832 - mmaction - INFO - Epoch [107][180/264] lr: 2.850e-01, eta: 10:15:55, time: 1.001, data_time: 0.000, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7179, loss_cls: 2.2413, loss: 2.2413, grad_norm: 1.2713, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.1975, loss/aux0: 2.1975, top1_acc/aux1: 0.5130, top5_acc/aux1: 0.7663, loss_cls/aux1: 2.0028, loss/aux1: 2.0028, top1_acc/aux2: 0.4288, top5_acc/aux2: 0.6868, loss_cls/aux2: 2.3977, loss/aux2: 2.3977 2020-10-26 01:01:10,194 - mmaction - INFO - Epoch [107][200/264] lr: 2.850e-01, eta: 10:15:36, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4448, top5_acc: 0.7101, loss_cls: 2.2931, loss: 2.2931, grad_norm: 1.2757, top1_acc/aux0: 0.4611, top5_acc/aux0: 0.7387, loss_cls/aux0: 2.2044, loss/aux0: 2.2044, top1_acc/aux1: 0.5069, top5_acc/aux1: 0.7573, loss_cls/aux1: 2.0263, loss/aux1: 2.0263, top1_acc/aux2: 0.4236, top5_acc/aux2: 0.6844, loss_cls/aux2: 2.4112, loss/aux2: 2.4112 2020-10-26 01:01:57,881 - mmaction - INFO - Epoch [107][220/264] lr: 2.850e-01, eta: 10:15:18, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4563, top5_acc: 0.7163, loss_cls: 2.2592, loss: 2.2592, grad_norm: 1.2758, top1_acc/aux0: 0.4601, top5_acc/aux0: 0.7408, loss_cls/aux0: 2.2158, loss/aux0: 2.2158, top1_acc/aux1: 0.4924, top5_acc/aux1: 0.7566, loss_cls/aux1: 2.0734, loss/aux1: 2.0734, top1_acc/aux2: 0.4340, top5_acc/aux2: 0.6958, loss_cls/aux2: 2.3753, loss/aux2: 2.3753 2020-10-26 01:02:45,547 - mmaction - INFO - Epoch [107][240/264] lr: 2.850e-01, eta: 10:15:00, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7068, loss_cls: 2.3115, loss: 2.3115, grad_norm: 1.2926, top1_acc/aux0: 0.4691, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1897, loss/aux0: 2.1897, top1_acc/aux1: 0.4910, top5_acc/aux1: 0.7627, loss_cls/aux1: 2.0715, loss/aux1: 2.0715, top1_acc/aux2: 0.4280, top5_acc/aux2: 0.6911, loss_cls/aux2: 2.4001, loss/aux2: 2.4001 2020-10-26 01:03:33,046 - mmaction - INFO - Epoch [107][260/264] lr: 2.850e-01, eta: 10:14:41, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4495, top5_acc: 0.7109, loss_cls: 2.3039, loss: 2.3039, grad_norm: 1.2889, top1_acc/aux0: 0.4828, top5_acc/aux0: 0.7436, loss_cls/aux0: 2.1518, loss/aux0: 2.1518, top1_acc/aux1: 0.4988, top5_acc/aux1: 0.7578, loss_cls/aux1: 2.0491, loss/aux1: 2.0491, top1_acc/aux2: 0.4156, top5_acc/aux2: 0.6849, loss_cls/aux2: 2.4510, loss/aux2: 2.4510 2020-10-26 01:07:35,270 - mmaction - INFO - Epoch [108][20/264] lr: 2.823e-01, eta: 10:14:13, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4655, top5_acc: 0.7286, loss_cls: 2.2175, loss: 2.2175, grad_norm: 1.2879, top1_acc/aux0: 0.4806, top5_acc/aux0: 0.7462, loss_cls/aux0: 2.1491, loss/aux0: 2.1491, top1_acc/aux1: 0.5059, top5_acc/aux1: 0.7545, loss_cls/aux1: 2.0778, loss/aux1: 2.0778, top1_acc/aux2: 0.4389, top5_acc/aux2: 0.7028, loss_cls/aux2: 2.3237, loss/aux2: 2.3237 2020-10-26 01:08:22,475 - mmaction - INFO - Epoch [108][40/264] lr: 2.823e-01, eta: 10:13:55, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4622, top5_acc: 0.7156, loss_cls: 2.2416, loss: 2.2416, grad_norm: 1.3107, top1_acc/aux0: 0.4832, top5_acc/aux0: 0.7460, loss_cls/aux0: 2.1526, loss/aux0: 2.1526, top1_acc/aux1: 0.5042, top5_acc/aux1: 0.7587, loss_cls/aux1: 2.0573, loss/aux1: 2.0573, top1_acc/aux2: 0.4247, top5_acc/aux2: 0.6880, loss_cls/aux2: 2.4056, loss/aux2: 2.4056 2020-10-26 01:09:09,621 - mmaction - INFO - Epoch [108][60/264] lr: 2.823e-01, eta: 10:13:36, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7189, loss_cls: 2.2434, loss: 2.2434, grad_norm: 1.2938, top1_acc/aux0: 0.4813, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.1408, loss/aux0: 2.1408, top1_acc/aux1: 0.4957, top5_acc/aux1: 0.7595, loss_cls/aux1: 2.0584, loss/aux1: 2.0584, top1_acc/aux2: 0.4139, top5_acc/aux2: 0.6839, loss_cls/aux2: 2.4502, loss/aux2: 2.4502 2020-10-26 01:09:57,184 - mmaction - INFO - Epoch [108][80/264] lr: 2.823e-01, eta: 10:13:17, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4583, top5_acc: 0.7189, loss_cls: 2.2477, loss: 2.2477, grad_norm: 1.2975, top1_acc/aux0: 0.4734, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1475, loss/aux0: 2.1475, top1_acc/aux1: 0.4964, top5_acc/aux1: 0.7618, loss_cls/aux1: 2.0489, loss/aux1: 2.0489, top1_acc/aux2: 0.4264, top5_acc/aux2: 0.7021, loss_cls/aux2: 2.3759, loss/aux2: 2.3759 2020-10-26 01:10:44,910 - mmaction - INFO - Epoch [108][100/264] lr: 2.823e-01, eta: 10:12:59, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4462, top5_acc: 0.7115, loss_cls: 2.2916, loss: 2.2916, grad_norm: 1.2812, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7462, loss_cls/aux0: 2.1497, loss/aux0: 2.1497, top1_acc/aux1: 0.5085, top5_acc/aux1: 0.7661, loss_cls/aux1: 2.0169, loss/aux1: 2.0169, top1_acc/aux2: 0.4266, top5_acc/aux2: 0.6941, loss_cls/aux2: 2.4117, loss/aux2: 2.4117 2020-10-26 01:11:32,070 - mmaction - INFO - Epoch [108][120/264] lr: 2.823e-01, eta: 10:12:40, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4530, top5_acc: 0.7069, loss_cls: 2.2797, loss: 2.2797, grad_norm: 1.3057, top1_acc/aux0: 0.4769, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1571, loss/aux0: 2.1571, top1_acc/aux1: 0.5036, top5_acc/aux1: 0.7573, loss_cls/aux1: 2.0442, loss/aux1: 2.0442, top1_acc/aux2: 0.4253, top5_acc/aux2: 0.6884, loss_cls/aux2: 2.4143, loss/aux2: 2.4143 2020-10-26 01:12:19,877 - mmaction - INFO - Epoch [108][140/264] lr: 2.823e-01, eta: 10:12:22, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.4545, top5_acc: 0.7115, loss_cls: 2.2730, loss: 2.2730, grad_norm: 1.2773, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7410, loss_cls/aux0: 2.1626, loss/aux0: 2.1626, top1_acc/aux1: 0.5080, top5_acc/aux1: 0.7648, loss_cls/aux1: 2.0163, loss/aux1: 2.0163, top1_acc/aux2: 0.4339, top5_acc/aux2: 0.6934, loss_cls/aux2: 2.3957, loss/aux2: 2.3957 2020-10-26 01:13:07,575 - mmaction - INFO - Epoch [108][160/264] lr: 2.823e-01, eta: 10:12:04, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.4620, top5_acc: 0.7158, loss_cls: 2.2541, loss: 2.2541, grad_norm: 1.2515, top1_acc/aux0: 0.4877, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1311, loss/aux0: 2.1311, top1_acc/aux1: 0.5151, top5_acc/aux1: 0.7667, loss_cls/aux1: 1.9990, loss/aux1: 1.9990, top1_acc/aux2: 0.4236, top5_acc/aux2: 0.6870, loss_cls/aux2: 2.4439, loss/aux2: 2.4439 2020-10-26 01:13:54,817 - mmaction - INFO - Epoch [108][180/264] lr: 2.823e-01, eta: 10:11:45, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4512, top5_acc: 0.7064, loss_cls: 2.2965, loss: 2.2965, grad_norm: 1.2806, top1_acc/aux0: 0.4915, top5_acc/aux0: 0.7481, loss_cls/aux0: 2.1430, loss/aux0: 2.1430, top1_acc/aux1: 0.5024, top5_acc/aux1: 0.7608, loss_cls/aux1: 2.0372, loss/aux1: 2.0372, top1_acc/aux2: 0.4167, top5_acc/aux2: 0.6847, loss_cls/aux2: 2.4276, loss/aux2: 2.4276 2020-10-26 01:14:42,435 - mmaction - INFO - Epoch [108][200/264] lr: 2.823e-01, eta: 10:11:27, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.4406, top5_acc: 0.7122, loss_cls: 2.2855, loss: 2.2855, grad_norm: 1.3175, top1_acc/aux0: 0.4927, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1527, loss/aux0: 2.1527, top1_acc/aux1: 0.4958, top5_acc/aux1: 0.7630, loss_cls/aux1: 2.0493, loss/aux1: 2.0493, top1_acc/aux2: 0.4262, top5_acc/aux2: 0.6927, loss_cls/aux2: 2.3909, loss/aux2: 2.3909 2020-10-26 01:15:29,453 - mmaction - INFO - Epoch [108][220/264] lr: 2.823e-01, eta: 10:11:09, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4359, top5_acc: 0.7076, loss_cls: 2.3337, loss: 2.3337, grad_norm: 1.3017, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.1313, loss/aux0: 2.1313, top1_acc/aux1: 0.5005, top5_acc/aux1: 0.7573, loss_cls/aux1: 2.0462, loss/aux1: 2.0462, top1_acc/aux2: 0.4248, top5_acc/aux2: 0.6932, loss_cls/aux2: 2.3922, loss/aux2: 2.3922 2020-10-26 01:16:17,120 - mmaction - INFO - Epoch [108][240/264] lr: 2.823e-01, eta: 10:10:50, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4578, top5_acc: 0.7134, loss_cls: 2.2576, loss: 2.2576, grad_norm: 1.2836, top1_acc/aux0: 0.4835, top5_acc/aux0: 0.7514, loss_cls/aux0: 2.1372, loss/aux0: 2.1372, top1_acc/aux1: 0.4981, top5_acc/aux1: 0.7576, loss_cls/aux1: 2.0488, loss/aux1: 2.0488, top1_acc/aux2: 0.4238, top5_acc/aux2: 0.6891, loss_cls/aux2: 2.4106, loss/aux2: 2.4106 2020-10-26 01:17:04,685 - mmaction - INFO - Epoch [108][260/264] lr: 2.823e-01, eta: 10:10:31, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4604, top5_acc: 0.7155, loss_cls: 2.2493, loss: 2.2493, grad_norm: 1.2637, top1_acc/aux0: 0.4877, top5_acc/aux0: 0.7519, loss_cls/aux0: 2.1352, loss/aux0: 2.1352, top1_acc/aux1: 0.4939, top5_acc/aux1: 0.7550, loss_cls/aux1: 2.0786, loss/aux1: 2.0786, top1_acc/aux2: 0.4260, top5_acc/aux2: 0.6918, loss_cls/aux2: 2.4045, loss/aux2: 2.4045 2020-10-26 01:21:07,187 - mmaction - INFO - Epoch [109][20/264] lr: 2.797e-01, eta: 10:10:04, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4528, top5_acc: 0.7194, loss_cls: 2.2399, loss: 2.2399, grad_norm: 1.2915, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7358, loss_cls/aux0: 2.2324, loss/aux0: 2.2324, top1_acc/aux1: 0.4872, top5_acc/aux1: 0.7601, loss_cls/aux1: 2.0565, loss/aux1: 2.0565, top1_acc/aux2: 0.4083, top5_acc/aux2: 0.6823, loss_cls/aux2: 2.4460, loss/aux2: 2.4460 2020-10-26 01:21:54,462 - mmaction - INFO - Epoch [109][40/264] lr: 2.797e-01, eta: 10:09:46, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.4542, top5_acc: 0.7274, loss_cls: 2.2424, loss: 2.2424, grad_norm: 1.2823, top1_acc/aux0: 0.4755, top5_acc/aux0: 0.7403, loss_cls/aux0: 2.1903, loss/aux0: 2.1903, top1_acc/aux1: 0.4924, top5_acc/aux1: 0.7606, loss_cls/aux1: 2.0384, loss/aux1: 2.0384, top1_acc/aux2: 0.4196, top5_acc/aux2: 0.6887, loss_cls/aux2: 2.4029, loss/aux2: 2.4029 2020-10-26 01:22:41,706 - mmaction - INFO - Epoch [109][60/264] lr: 2.797e-01, eta: 10:09:27, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4545, top5_acc: 0.7200, loss_cls: 2.2549, loss: 2.2549, grad_norm: 1.2973, top1_acc/aux0: 0.4908, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.1210, loss/aux0: 2.1210, top1_acc/aux1: 0.4969, top5_acc/aux1: 0.7613, loss_cls/aux1: 2.0363, loss/aux1: 2.0363, top1_acc/aux2: 0.4286, top5_acc/aux2: 0.6931, loss_cls/aux2: 2.3856, loss/aux2: 2.3856 2020-10-26 01:23:29,127 - mmaction - INFO - Epoch [109][80/264] lr: 2.797e-01, eta: 10:09:08, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4498, top5_acc: 0.7186, loss_cls: 2.2517, loss: 2.2517, grad_norm: 1.2950, top1_acc/aux0: 0.4894, top5_acc/aux0: 0.7493, loss_cls/aux0: 2.1286, loss/aux0: 2.1286, top1_acc/aux1: 0.4998, top5_acc/aux1: 0.7661, loss_cls/aux1: 2.0367, loss/aux1: 2.0367, top1_acc/aux2: 0.4311, top5_acc/aux2: 0.6929, loss_cls/aux2: 2.4116, loss/aux2: 2.4116 2020-10-26 01:24:16,856 - mmaction - INFO - Epoch [109][100/264] lr: 2.797e-01, eta: 10:08:50, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.4585, top5_acc: 0.7165, loss_cls: 2.2449, loss: 2.2449, grad_norm: 1.2931, top1_acc/aux0: 0.4792, top5_acc/aux0: 0.7418, loss_cls/aux0: 2.1551, loss/aux0: 2.1551, top1_acc/aux1: 0.5005, top5_acc/aux1: 0.7620, loss_cls/aux1: 2.0337, loss/aux1: 2.0337, top1_acc/aux2: 0.4302, top5_acc/aux2: 0.6913, loss_cls/aux2: 2.4105, loss/aux2: 2.4105 2020-10-26 01:25:04,517 - mmaction - INFO - Epoch [109][120/264] lr: 2.797e-01, eta: 10:08:32, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4446, top5_acc: 0.7113, loss_cls: 2.3122, loss: 2.3122, grad_norm: 1.2860, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7446, loss_cls/aux0: 2.1396, loss/aux0: 2.1396, top1_acc/aux1: 0.4998, top5_acc/aux1: 0.7595, loss_cls/aux1: 2.0296, loss/aux1: 2.0296, top1_acc/aux2: 0.4293, top5_acc/aux2: 0.6844, loss_cls/aux2: 2.4058, loss/aux2: 2.4058 2020-10-26 01:25:51,782 - mmaction - INFO - Epoch [109][140/264] lr: 2.797e-01, eta: 10:08:13, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4573, top5_acc: 0.7172, loss_cls: 2.2586, loss: 2.2586, grad_norm: 1.2899, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7514, loss_cls/aux0: 2.1462, loss/aux0: 2.1462, top1_acc/aux1: 0.4965, top5_acc/aux1: 0.7634, loss_cls/aux1: 2.0432, loss/aux1: 2.0432, top1_acc/aux2: 0.4339, top5_acc/aux2: 0.6880, loss_cls/aux2: 2.3850, loss/aux2: 2.3850 2020-10-26 01:26:39,501 - mmaction - INFO - Epoch [109][160/264] lr: 2.797e-01, eta: 10:07:55, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.4564, top5_acc: 0.7158, loss_cls: 2.2526, loss: 2.2526, grad_norm: 1.2976, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.1555, loss/aux0: 2.1555, top1_acc/aux1: 0.4969, top5_acc/aux1: 0.7611, loss_cls/aux1: 2.0375, loss/aux1: 2.0375, top1_acc/aux2: 0.4325, top5_acc/aux2: 0.6951, loss_cls/aux2: 2.3636, loss/aux2: 2.3636 2020-10-26 01:27:27,195 - mmaction - INFO - Epoch [109][180/264] lr: 2.797e-01, eta: 10:07:37, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4639, top5_acc: 0.7241, loss_cls: 2.2321, loss: 2.2321, grad_norm: 1.2956, top1_acc/aux0: 0.4785, top5_acc/aux0: 0.7373, loss_cls/aux0: 2.1870, loss/aux0: 2.1870, top1_acc/aux1: 0.5023, top5_acc/aux1: 0.7590, loss_cls/aux1: 2.0257, loss/aux1: 2.0257, top1_acc/aux2: 0.4288, top5_acc/aux2: 0.6972, loss_cls/aux2: 2.3634, loss/aux2: 2.3634 2020-10-26 01:28:14,908 - mmaction - INFO - Epoch [109][200/264] lr: 2.797e-01, eta: 10:07:19, time: 0.960, data_time: 0.002, memory: 8466, top1_acc: 0.4622, top5_acc: 0.7172, loss_cls: 2.2714, loss: 2.2714, grad_norm: 1.2949, top1_acc/aux0: 0.4771, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.1837, loss/aux0: 2.1837, top1_acc/aux1: 0.4946, top5_acc/aux1: 0.7575, loss_cls/aux1: 2.0576, loss/aux1: 2.0576, top1_acc/aux2: 0.4238, top5_acc/aux2: 0.6894, loss_cls/aux2: 2.3898, loss/aux2: 2.3898 2020-10-26 01:29:02,586 - mmaction - INFO - Epoch [109][220/264] lr: 2.797e-01, eta: 10:07:00, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.4509, top5_acc: 0.7168, loss_cls: 2.2674, loss: 2.2674, grad_norm: 1.3068, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7439, loss_cls/aux0: 2.1624, loss/aux0: 2.1624, top1_acc/aux1: 0.4995, top5_acc/aux1: 0.7609, loss_cls/aux1: 2.0327, loss/aux1: 2.0327, top1_acc/aux2: 0.4278, top5_acc/aux2: 0.6887, loss_cls/aux2: 2.3830, loss/aux2: 2.3830 2020-10-26 01:29:49,983 - mmaction - INFO - Epoch [109][240/264] lr: 2.797e-01, eta: 10:06:42, time: 0.951, data_time: 0.001, memory: 8466, top1_acc: 0.4497, top5_acc: 0.7139, loss_cls: 2.2730, loss: 2.2730, grad_norm: 1.2610, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7517, loss_cls/aux0: 2.1435, loss/aux0: 2.1435, top1_acc/aux1: 0.5063, top5_acc/aux1: 0.7618, loss_cls/aux1: 2.0292, loss/aux1: 2.0292, top1_acc/aux2: 0.4280, top5_acc/aux2: 0.6917, loss_cls/aux2: 2.3791, loss/aux2: 2.3791 2020-10-26 01:30:38,533 - mmaction - INFO - Epoch [109][260/264] lr: 2.797e-01, eta: 10:06:24, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4564, top5_acc: 0.7207, loss_cls: 2.2534, loss: 2.2534, grad_norm: 1.2852, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7514, loss_cls/aux0: 2.1254, loss/aux0: 2.1254, top1_acc/aux1: 0.4948, top5_acc/aux1: 0.7576, loss_cls/aux1: 2.0799, loss/aux1: 2.0799, top1_acc/aux2: 0.4229, top5_acc/aux2: 0.6939, loss_cls/aux2: 2.3929, loss/aux2: 2.3929 2020-10-26 01:34:49,827 - mmaction - INFO - Epoch [110][20/264] lr: 2.770e-01, eta: 10:05:56, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4385, top5_acc: 0.7076, loss_cls: 2.3023, loss: 2.3023, grad_norm: 1.2830, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.1228, loss/aux0: 2.1228, top1_acc/aux1: 0.4969, top5_acc/aux1: 0.7653, loss_cls/aux1: 2.0138, loss/aux1: 2.0138, top1_acc/aux2: 0.4458, top5_acc/aux2: 0.6931, loss_cls/aux2: 2.3692, loss/aux2: 2.3692 2020-10-26 01:35:36,879 - mmaction - INFO - Epoch [110][40/264] lr: 2.770e-01, eta: 10:05:37, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4535, top5_acc: 0.7115, loss_cls: 2.2775, loss: 2.2775, grad_norm: 1.2944, top1_acc/aux0: 0.4884, top5_acc/aux0: 0.7575, loss_cls/aux0: 2.1286, loss/aux0: 2.1286, top1_acc/aux1: 0.4991, top5_acc/aux1: 0.7601, loss_cls/aux1: 2.0137, loss/aux1: 2.0137, top1_acc/aux2: 0.4349, top5_acc/aux2: 0.6885, loss_cls/aux2: 2.4079, loss/aux2: 2.4079 2020-10-26 01:36:23,972 - mmaction - INFO - Epoch [110][60/264] lr: 2.770e-01, eta: 10:05:19, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4575, top5_acc: 0.7243, loss_cls: 2.2123, loss: 2.2123, grad_norm: 1.2965, top1_acc/aux0: 0.4806, top5_acc/aux0: 0.7498, loss_cls/aux0: 2.1417, loss/aux0: 2.1417, top1_acc/aux1: 0.5128, top5_acc/aux1: 0.7634, loss_cls/aux1: 1.9870, loss/aux1: 1.9870, top1_acc/aux2: 0.4278, top5_acc/aux2: 0.6920, loss_cls/aux2: 2.4135, loss/aux2: 2.4135 2020-10-26 01:37:11,140 - mmaction - INFO - Epoch [110][80/264] lr: 2.770e-01, eta: 10:05:00, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4436, top5_acc: 0.7108, loss_cls: 2.3092, loss: 2.3092, grad_norm: 1.2870, top1_acc/aux0: 0.4887, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.1045, loss/aux0: 2.1045, top1_acc/aux1: 0.5227, top5_acc/aux1: 0.7731, loss_cls/aux1: 1.9703, loss/aux1: 1.9703, top1_acc/aux2: 0.4323, top5_acc/aux2: 0.6976, loss_cls/aux2: 2.3943, loss/aux2: 2.3943 2020-10-26 01:37:58,222 - mmaction - INFO - Epoch [110][100/264] lr: 2.770e-01, eta: 10:04:41, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4637, top5_acc: 0.7224, loss_cls: 2.2104, loss: 2.2104, grad_norm: 1.2817, top1_acc/aux0: 0.4868, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1228, loss/aux0: 2.1228, top1_acc/aux1: 0.5123, top5_acc/aux1: 0.7745, loss_cls/aux1: 1.9850, loss/aux1: 1.9850, top1_acc/aux2: 0.4297, top5_acc/aux2: 0.6910, loss_cls/aux2: 2.4195, loss/aux2: 2.4195 2020-10-26 01:38:45,518 - mmaction - INFO - Epoch [110][120/264] lr: 2.770e-01, eta: 10:04:23, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.4639, top5_acc: 0.7247, loss_cls: 2.2055, loss: 2.2055, grad_norm: 1.2890, top1_acc/aux0: 0.4660, top5_acc/aux0: 0.7366, loss_cls/aux0: 2.1874, loss/aux0: 2.1874, top1_acc/aux1: 0.5003, top5_acc/aux1: 0.7627, loss_cls/aux1: 2.0375, loss/aux1: 2.0375, top1_acc/aux2: 0.4217, top5_acc/aux2: 0.6861, loss_cls/aux2: 2.4171, loss/aux2: 2.4171 2020-10-26 01:39:32,645 - mmaction - INFO - Epoch [110][140/264] lr: 2.770e-01, eta: 10:04:05, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4552, top5_acc: 0.7194, loss_cls: 2.2392, loss: 2.2392, grad_norm: 1.2927, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1440, loss/aux0: 2.1440, top1_acc/aux1: 0.4983, top5_acc/aux1: 0.7606, loss_cls/aux1: 2.0540, loss/aux1: 2.0540, top1_acc/aux2: 0.4229, top5_acc/aux2: 0.6788, loss_cls/aux2: 2.4214, loss/aux2: 2.4214 2020-10-26 01:40:19,993 - mmaction - INFO - Epoch [110][160/264] lr: 2.770e-01, eta: 10:03:46, time: 0.952, data_time: 0.001, memory: 8466, top1_acc: 0.4689, top5_acc: 0.7238, loss_cls: 2.2201, loss: 2.2201, grad_norm: 1.2947, top1_acc/aux0: 0.4840, top5_acc/aux0: 0.7524, loss_cls/aux0: 2.1253, loss/aux0: 2.1253, top1_acc/aux1: 0.5045, top5_acc/aux1: 0.7693, loss_cls/aux1: 1.9995, loss/aux1: 1.9995, top1_acc/aux2: 0.4332, top5_acc/aux2: 0.6884, loss_cls/aux2: 2.3868, loss/aux2: 2.3868 2020-10-26 01:41:07,539 - mmaction - INFO - Epoch [110][180/264] lr: 2.770e-01, eta: 10:03:28, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4497, top5_acc: 0.7167, loss_cls: 2.2886, loss: 2.2886, grad_norm: 1.3011, top1_acc/aux0: 0.4696, top5_acc/aux0: 0.7446, loss_cls/aux0: 2.1599, loss/aux0: 2.1599, top1_acc/aux1: 0.5099, top5_acc/aux1: 0.7707, loss_cls/aux1: 1.9862, loss/aux1: 1.9862, top1_acc/aux2: 0.4234, top5_acc/aux2: 0.6962, loss_cls/aux2: 2.3920, loss/aux2: 2.3920 2020-10-26 01:41:55,011 - mmaction - INFO - Epoch [110][200/264] lr: 2.770e-01, eta: 10:03:10, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4477, top5_acc: 0.7210, loss_cls: 2.2721, loss: 2.2721, grad_norm: 1.2842, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1556, loss/aux0: 2.1556, top1_acc/aux1: 0.5095, top5_acc/aux1: 0.7731, loss_cls/aux1: 1.9893, loss/aux1: 1.9893, top1_acc/aux2: 0.4203, top5_acc/aux2: 0.6849, loss_cls/aux2: 2.4375, loss/aux2: 2.4375 2020-10-26 01:42:42,332 - mmaction - INFO - Epoch [110][220/264] lr: 2.770e-01, eta: 10:02:51, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4602, top5_acc: 0.7167, loss_cls: 2.2225, loss: 2.2225, grad_norm: 1.3005, top1_acc/aux0: 0.4899, top5_acc/aux0: 0.7498, loss_cls/aux0: 2.1249, loss/aux0: 2.1249, top1_acc/aux1: 0.5030, top5_acc/aux1: 0.7622, loss_cls/aux1: 2.0140, loss/aux1: 2.0140, top1_acc/aux2: 0.4309, top5_acc/aux2: 0.6908, loss_cls/aux2: 2.3966, loss/aux2: 2.3966 2020-10-26 01:43:29,837 - mmaction - INFO - Epoch [110][240/264] lr: 2.770e-01, eta: 10:02:33, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4523, top5_acc: 0.7092, loss_cls: 2.2851, loss: 2.2851, grad_norm: 1.3147, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1135, loss/aux0: 2.1135, top1_acc/aux1: 0.4979, top5_acc/aux1: 0.7531, loss_cls/aux1: 2.0450, loss/aux1: 2.0450, top1_acc/aux2: 0.4339, top5_acc/aux2: 0.6967, loss_cls/aux2: 2.3561, loss/aux2: 2.3561 2020-10-26 01:44:17,601 - mmaction - INFO - Epoch [110][260/264] lr: 2.770e-01, eta: 10:02:15, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.4590, top5_acc: 0.7184, loss_cls: 2.2459, loss: 2.2459, grad_norm: 1.2899, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.1160, loss/aux0: 2.1160, top1_acc/aux1: 0.5026, top5_acc/aux1: 0.7542, loss_cls/aux1: 2.0445, loss/aux1: 2.0445, top1_acc/aux2: 0.4236, top5_acc/aux2: 0.6877, loss_cls/aux2: 2.4114, loss/aux2: 2.4114 2020-10-26 01:48:18,301 - mmaction - INFO - Epoch [111][20/264] lr: 2.743e-01, eta: 10:01:47, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4653, top5_acc: 0.7240, loss_cls: 2.2000, loss: 2.2000, grad_norm: 1.2957, top1_acc/aux0: 0.4816, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.1765, loss/aux0: 2.1765, top1_acc/aux1: 0.5153, top5_acc/aux1: 0.7611, loss_cls/aux1: 2.0185, loss/aux1: 2.0185, top1_acc/aux2: 0.4472, top5_acc/aux2: 0.7010, loss_cls/aux2: 2.3209, loss/aux2: 2.3209 2020-10-26 01:49:05,928 - mmaction - INFO - Epoch [111][40/264] lr: 2.743e-01, eta: 10:01:29, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4632, top5_acc: 0.7189, loss_cls: 2.2611, loss: 2.2611, grad_norm: 1.2789, top1_acc/aux0: 0.4957, top5_acc/aux0: 0.7512, loss_cls/aux0: 2.1187, loss/aux0: 2.1187, top1_acc/aux1: 0.5139, top5_acc/aux1: 0.7649, loss_cls/aux1: 2.0122, loss/aux1: 2.0122, top1_acc/aux2: 0.4384, top5_acc/aux2: 0.6932, loss_cls/aux2: 2.3617, loss/aux2: 2.3617 2020-10-26 01:49:53,176 - mmaction - INFO - Epoch [111][60/264] lr: 2.743e-01, eta: 10:01:10, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4672, top5_acc: 0.7243, loss_cls: 2.2036, loss: 2.2036, grad_norm: 1.2937, top1_acc/aux0: 0.4998, top5_acc/aux0: 0.7493, loss_cls/aux0: 2.0976, loss/aux0: 2.0976, top1_acc/aux1: 0.5118, top5_acc/aux1: 0.7609, loss_cls/aux1: 2.0257, loss/aux1: 2.0257, top1_acc/aux2: 0.4290, top5_acc/aux2: 0.6932, loss_cls/aux2: 2.3798, loss/aux2: 2.3798 2020-10-26 01:50:40,676 - mmaction - INFO - Epoch [111][80/264] lr: 2.743e-01, eta: 10:00:52, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4618, top5_acc: 0.7196, loss_cls: 2.2356, loss: 2.2356, grad_norm: 1.2959, top1_acc/aux0: 0.4877, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1365, loss/aux0: 2.1365, top1_acc/aux1: 0.5120, top5_acc/aux1: 0.7642, loss_cls/aux1: 1.9967, loss/aux1: 1.9967, top1_acc/aux2: 0.4306, top5_acc/aux2: 0.7030, loss_cls/aux2: 2.3473, loss/aux2: 2.3473 2020-10-26 01:51:28,260 - mmaction - INFO - Epoch [111][100/264] lr: 2.743e-01, eta: 10:00:33, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4554, top5_acc: 0.7177, loss_cls: 2.2689, loss: 2.2689, grad_norm: 1.3087, top1_acc/aux0: 0.4934, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1141, loss/aux0: 2.1141, top1_acc/aux1: 0.5031, top5_acc/aux1: 0.7653, loss_cls/aux1: 2.0042, loss/aux1: 2.0042, top1_acc/aux2: 0.4354, top5_acc/aux2: 0.6983, loss_cls/aux2: 2.3636, loss/aux2: 2.3636 2020-10-26 01:52:15,823 - mmaction - INFO - Epoch [111][120/264] lr: 2.743e-01, eta: 10:00:15, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4700, top5_acc: 0.7163, loss_cls: 2.2221, loss: 2.2221, grad_norm: 1.2938, top1_acc/aux0: 0.4920, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.1154, loss/aux0: 2.1154, top1_acc/aux1: 0.4990, top5_acc/aux1: 0.7578, loss_cls/aux1: 2.0485, loss/aux1: 2.0485, top1_acc/aux2: 0.4332, top5_acc/aux2: 0.6922, loss_cls/aux2: 2.3730, loss/aux2: 2.3730 2020-10-26 01:53:03,485 - mmaction - INFO - Epoch [111][140/264] lr: 2.743e-01, eta: 9:59:56, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7229, loss_cls: 2.2356, loss: 2.2356, grad_norm: 1.2953, top1_acc/aux0: 0.4814, top5_acc/aux0: 0.7450, loss_cls/aux0: 2.1597, loss/aux0: 2.1597, top1_acc/aux1: 0.4990, top5_acc/aux1: 0.7540, loss_cls/aux1: 2.0531, loss/aux1: 2.0531, top1_acc/aux2: 0.4276, top5_acc/aux2: 0.6951, loss_cls/aux2: 2.3715, loss/aux2: 2.3715 2020-10-26 01:53:50,690 - mmaction - INFO - Epoch [111][160/264] lr: 2.743e-01, eta: 9:59:38, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4602, top5_acc: 0.7188, loss_cls: 2.2685, loss: 2.2685, grad_norm: 1.3035, top1_acc/aux0: 0.4962, top5_acc/aux0: 0.7563, loss_cls/aux0: 2.1050, loss/aux0: 2.1050, top1_acc/aux1: 0.5005, top5_acc/aux1: 0.7521, loss_cls/aux1: 2.0380, loss/aux1: 2.0380, top1_acc/aux2: 0.4286, top5_acc/aux2: 0.6939, loss_cls/aux2: 2.4132, loss/aux2: 2.4132 2020-10-26 01:54:38,351 - mmaction - INFO - Epoch [111][180/264] lr: 2.743e-01, eta: 9:59:20, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4411, top5_acc: 0.7167, loss_cls: 2.2886, loss: 2.2886, grad_norm: 1.2985, top1_acc/aux0: 0.4991, top5_acc/aux0: 0.7595, loss_cls/aux0: 2.0846, loss/aux0: 2.0846, top1_acc/aux1: 0.5005, top5_acc/aux1: 0.7592, loss_cls/aux1: 2.0158, loss/aux1: 2.0158, top1_acc/aux2: 0.4224, top5_acc/aux2: 0.6913, loss_cls/aux2: 2.4338, loss/aux2: 2.4338 2020-10-26 01:55:25,707 - mmaction - INFO - Epoch [111][200/264] lr: 2.743e-01, eta: 9:59:01, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4521, top5_acc: 0.7108, loss_cls: 2.2823, loss: 2.2823, grad_norm: 1.2772, top1_acc/aux0: 0.4938, top5_acc/aux0: 0.7538, loss_cls/aux0: 2.1076, loss/aux0: 2.1076, top1_acc/aux1: 0.4964, top5_acc/aux1: 0.7606, loss_cls/aux1: 2.0482, loss/aux1: 2.0482, top1_acc/aux2: 0.4286, top5_acc/aux2: 0.6964, loss_cls/aux2: 2.3916, loss/aux2: 2.3916 2020-10-26 01:56:13,266 - mmaction - INFO - Epoch [111][220/264] lr: 2.743e-01, eta: 9:58:43, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4595, top5_acc: 0.7101, loss_cls: 2.2561, loss: 2.2561, grad_norm: 1.2865, top1_acc/aux0: 0.4929, top5_acc/aux0: 0.7517, loss_cls/aux0: 2.1076, loss/aux0: 2.1076, top1_acc/aux1: 0.5068, top5_acc/aux1: 0.7578, loss_cls/aux1: 2.0493, loss/aux1: 2.0493, top1_acc/aux2: 0.4333, top5_acc/aux2: 0.6911, loss_cls/aux2: 2.3999, loss/aux2: 2.3999 2020-10-26 01:57:00,777 - mmaction - INFO - Epoch [111][240/264] lr: 2.743e-01, eta: 9:58:24, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4578, top5_acc: 0.7153, loss_cls: 2.2508, loss: 2.2508, grad_norm: 1.2789, top1_acc/aux0: 0.4825, top5_acc/aux0: 0.7450, loss_cls/aux0: 2.1542, loss/aux0: 2.1542, top1_acc/aux1: 0.5059, top5_acc/aux1: 0.7545, loss_cls/aux1: 2.0471, loss/aux1: 2.0471, top1_acc/aux2: 0.4264, top5_acc/aux2: 0.6868, loss_cls/aux2: 2.4003, loss/aux2: 2.4003 2020-10-26 01:57:48,443 - mmaction - INFO - Epoch [111][260/264] lr: 2.743e-01, eta: 9:58:06, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4595, top5_acc: 0.7189, loss_cls: 2.2330, loss: 2.2330, grad_norm: 1.2813, top1_acc/aux0: 0.4809, top5_acc/aux0: 0.7481, loss_cls/aux0: 2.1373, loss/aux0: 2.1373, top1_acc/aux1: 0.5005, top5_acc/aux1: 0.7573, loss_cls/aux1: 2.0593, loss/aux1: 2.0593, top1_acc/aux2: 0.4267, top5_acc/aux2: 0.6910, loss_cls/aux2: 2.3873, loss/aux2: 2.3873 2020-10-26 02:01:45,022 - mmaction - INFO - Epoch [112][20/264] lr: 2.716e-01, eta: 9:57:38, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4599, top5_acc: 0.7153, loss_cls: 2.2358, loss: 2.2358, grad_norm: 1.2959, top1_acc/aux0: 0.4938, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0792, loss/aux0: 2.0792, top1_acc/aux1: 0.4993, top5_acc/aux1: 0.7729, loss_cls/aux1: 2.0172, loss/aux1: 2.0172, top1_acc/aux2: 0.4326, top5_acc/aux2: 0.7007, loss_cls/aux2: 2.3764, loss/aux2: 2.3764 2020-10-26 02:02:32,314 - mmaction - INFO - Epoch [112][40/264] lr: 2.716e-01, eta: 9:57:20, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4602, top5_acc: 0.7109, loss_cls: 2.2506, loss: 2.2506, grad_norm: 1.3143, top1_acc/aux0: 0.4910, top5_acc/aux0: 0.7564, loss_cls/aux0: 2.1018, loss/aux0: 2.1018, top1_acc/aux1: 0.5045, top5_acc/aux1: 0.7717, loss_cls/aux1: 2.0012, loss/aux1: 2.0012, top1_acc/aux2: 0.4431, top5_acc/aux2: 0.7035, loss_cls/aux2: 2.3486, loss/aux2: 2.3486 2020-10-26 02:03:19,980 - mmaction - INFO - Epoch [112][60/264] lr: 2.716e-01, eta: 9:57:02, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.4616, top5_acc: 0.7250, loss_cls: 2.2350, loss: 2.2350, grad_norm: 1.3098, top1_acc/aux0: 0.4816, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.1408, loss/aux0: 2.1408, top1_acc/aux1: 0.5036, top5_acc/aux1: 0.7587, loss_cls/aux1: 2.0451, loss/aux1: 2.0451, top1_acc/aux2: 0.4288, top5_acc/aux2: 0.6948, loss_cls/aux2: 2.3624, loss/aux2: 2.3624 2020-10-26 02:04:07,408 - mmaction - INFO - Epoch [112][80/264] lr: 2.716e-01, eta: 9:56:43, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4481, top5_acc: 0.7125, loss_cls: 2.2977, loss: 2.2977, grad_norm: 1.3055, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7417, loss_cls/aux0: 2.1488, loss/aux0: 2.1488, top1_acc/aux1: 0.5026, top5_acc/aux1: 0.7550, loss_cls/aux1: 2.0696, loss/aux1: 2.0696, top1_acc/aux2: 0.4182, top5_acc/aux2: 0.6858, loss_cls/aux2: 2.4080, loss/aux2: 2.4080 2020-10-26 02:04:54,837 - mmaction - INFO - Epoch [112][100/264] lr: 2.716e-01, eta: 9:56:25, time: 0.951, data_time: 0.001, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7250, loss_cls: 2.2110, loss: 2.2110, grad_norm: 1.3129, top1_acc/aux0: 0.4800, top5_acc/aux0: 0.7431, loss_cls/aux0: 2.1263, loss/aux0: 2.1263, top1_acc/aux1: 0.5050, top5_acc/aux1: 0.7661, loss_cls/aux1: 2.0259, loss/aux1: 2.0259, top1_acc/aux2: 0.4391, top5_acc/aux2: 0.7000, loss_cls/aux2: 2.3560, loss/aux2: 2.3560 2020-10-26 02:05:42,401 - mmaction - INFO - Epoch [112][120/264] lr: 2.716e-01, eta: 9:56:06, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4649, top5_acc: 0.7128, loss_cls: 2.2631, loss: 2.2631, grad_norm: 1.3125, top1_acc/aux0: 0.4934, top5_acc/aux0: 0.7502, loss_cls/aux0: 2.0926, loss/aux0: 2.0926, top1_acc/aux1: 0.4988, top5_acc/aux1: 0.7637, loss_cls/aux1: 2.0260, loss/aux1: 2.0260, top1_acc/aux2: 0.4470, top5_acc/aux2: 0.7113, loss_cls/aux2: 2.2983, loss/aux2: 2.2983 2020-10-26 02:06:29,877 - mmaction - INFO - Epoch [112][140/264] lr: 2.716e-01, eta: 9:55:48, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4561, top5_acc: 0.7252, loss_cls: 2.2525, loss: 2.2525, grad_norm: 1.3109, top1_acc/aux0: 0.5033, top5_acc/aux0: 0.7563, loss_cls/aux0: 2.0796, loss/aux0: 2.0796, top1_acc/aux1: 0.5045, top5_acc/aux1: 0.7681, loss_cls/aux1: 1.9984, loss/aux1: 1.9984, top1_acc/aux2: 0.4366, top5_acc/aux2: 0.7017, loss_cls/aux2: 2.3577, loss/aux2: 2.3577 2020-10-26 02:07:17,127 - mmaction - INFO - Epoch [112][160/264] lr: 2.716e-01, eta: 9:55:29, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4616, top5_acc: 0.7234, loss_cls: 2.2458, loss: 2.2458, grad_norm: 1.2862, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1411, loss/aux0: 2.1411, top1_acc/aux1: 0.5170, top5_acc/aux1: 0.7734, loss_cls/aux1: 1.9797, loss/aux1: 1.9797, top1_acc/aux2: 0.4299, top5_acc/aux2: 0.6877, loss_cls/aux2: 2.4315, loss/aux2: 2.4315 2020-10-26 02:08:04,836 - mmaction - INFO - Epoch [112][180/264] lr: 2.716e-01, eta: 9:55:11, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4576, top5_acc: 0.7153, loss_cls: 2.2537, loss: 2.2537, grad_norm: 1.2646, top1_acc/aux0: 0.4703, top5_acc/aux0: 0.7363, loss_cls/aux0: 2.1942, loss/aux0: 2.1942, top1_acc/aux1: 0.5146, top5_acc/aux1: 0.7693, loss_cls/aux1: 1.9917, loss/aux1: 1.9917, top1_acc/aux2: 0.4307, top5_acc/aux2: 0.6899, loss_cls/aux2: 2.4208, loss/aux2: 2.4208 2020-10-26 02:08:52,348 - mmaction - INFO - Epoch [112][200/264] lr: 2.716e-01, eta: 9:54:52, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4632, top5_acc: 0.7283, loss_cls: 2.2186, loss: 2.2186, grad_norm: 1.3463, top1_acc/aux0: 0.4882, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.1176, loss/aux0: 2.1176, top1_acc/aux1: 0.4977, top5_acc/aux1: 0.7569, loss_cls/aux1: 2.0357, loss/aux1: 2.0357, top1_acc/aux2: 0.4299, top5_acc/aux2: 0.7005, loss_cls/aux2: 2.3858, loss/aux2: 2.3858 2020-10-26 02:09:39,836 - mmaction - INFO - Epoch [112][220/264] lr: 2.716e-01, eta: 9:54:34, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4490, top5_acc: 0.7075, loss_cls: 2.2792, loss: 2.2792, grad_norm: 1.3030, top1_acc/aux0: 0.4972, top5_acc/aux0: 0.7563, loss_cls/aux0: 2.0927, loss/aux0: 2.0927, top1_acc/aux1: 0.4969, top5_acc/aux1: 0.7575, loss_cls/aux1: 2.0495, loss/aux1: 2.0495, top1_acc/aux2: 0.4278, top5_acc/aux2: 0.6951, loss_cls/aux2: 2.3815, loss/aux2: 2.3815 2020-10-26 02:10:27,338 - mmaction - INFO - Epoch [112][240/264] lr: 2.716e-01, eta: 9:54:15, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4620, top5_acc: 0.7108, loss_cls: 2.2700, loss: 2.2700, grad_norm: 1.3100, top1_acc/aux0: 0.4884, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1193, loss/aux0: 2.1193, top1_acc/aux1: 0.5097, top5_acc/aux1: 0.7634, loss_cls/aux1: 2.0341, loss/aux1: 2.0341, top1_acc/aux2: 0.4299, top5_acc/aux2: 0.6920, loss_cls/aux2: 2.3692, loss/aux2: 2.3692 2020-10-26 02:11:15,223 - mmaction - INFO - Epoch [112][260/264] lr: 2.716e-01, eta: 9:53:57, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7179, loss_cls: 2.2430, loss: 2.2430, grad_norm: 1.2977, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.1262, loss/aux0: 2.1262, top1_acc/aux1: 0.5090, top5_acc/aux1: 0.7644, loss_cls/aux1: 2.0225, loss/aux1: 2.0225, top1_acc/aux2: 0.4391, top5_acc/aux2: 0.7016, loss_cls/aux2: 2.3418, loss/aux2: 2.3418 2020-10-26 02:11:29,031 - mmaction - INFO - Saving checkpoint at 112 epochs 2020-10-26 02:12:42,942 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-26 02:12:43,234 - mmaction - INFO - top1_acc 0.5513 top5_acc 0.8065 2020-10-26 02:12:43,234 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-26 02:12:43,319 - mmaction - INFO - mean_acc 0.5520 2020-10-26 02:12:43,320 - mmaction - INFO - Now best checkpoint is epoch_112.pth 2020-10-26 02:12:43,358 - mmaction - INFO - Epoch(val) [112][264] top1_acc: 0.5513, top5_acc: 0.8065, mean_class_accuracy: 0.5520 2020-10-26 02:16:01,788 - mmaction - INFO - Epoch [113][20/264] lr: 2.689e-01, eta: 9:53:30, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4517, top5_acc: 0.7125, loss_cls: 2.2677, loss: 2.2677, grad_norm: 1.3046, top1_acc/aux0: 0.4861, top5_acc/aux0: 0.7556, loss_cls/aux0: 2.1313, loss/aux0: 2.1313, top1_acc/aux1: 0.4979, top5_acc/aux1: 0.7635, loss_cls/aux1: 2.0425, loss/aux1: 2.0425, top1_acc/aux2: 0.4059, top5_acc/aux2: 0.6917, loss_cls/aux2: 2.4355, loss/aux2: 2.4355 2020-10-26 02:16:49,119 - mmaction - INFO - Epoch [113][40/264] lr: 2.689e-01, eta: 9:53:11, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7172, loss_cls: 2.2399, loss: 2.2399, grad_norm: 1.3298, top1_acc/aux0: 0.4847, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.1451, loss/aux0: 2.1451, top1_acc/aux1: 0.4988, top5_acc/aux1: 0.7641, loss_cls/aux1: 2.0357, loss/aux1: 2.0357, top1_acc/aux2: 0.4233, top5_acc/aux2: 0.6958, loss_cls/aux2: 2.3776, loss/aux2: 2.3776 2020-10-26 02:17:36,346 - mmaction - INFO - Epoch [113][60/264] lr: 2.689e-01, eta: 9:52:52, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7212, loss_cls: 2.2121, loss: 2.2121, grad_norm: 1.3233, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7460, loss_cls/aux0: 2.1556, loss/aux0: 2.1556, top1_acc/aux1: 0.4991, top5_acc/aux1: 0.7601, loss_cls/aux1: 2.0367, loss/aux1: 2.0367, top1_acc/aux2: 0.4363, top5_acc/aux2: 0.7047, loss_cls/aux2: 2.3198, loss/aux2: 2.3198 2020-10-26 02:18:23,572 - mmaction - INFO - Epoch [113][80/264] lr: 2.689e-01, eta: 9:52:34, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4573, top5_acc: 0.7125, loss_cls: 2.2577, loss: 2.2577, grad_norm: 1.3011, top1_acc/aux0: 0.4899, top5_acc/aux0: 0.7472, loss_cls/aux0: 2.1214, loss/aux0: 2.1214, top1_acc/aux1: 0.4969, top5_acc/aux1: 0.7519, loss_cls/aux1: 2.0527, loss/aux1: 2.0527, top1_acc/aux2: 0.4288, top5_acc/aux2: 0.7069, loss_cls/aux2: 2.3405, loss/aux2: 2.3405 2020-10-26 02:19:11,002 - mmaction - INFO - Epoch [113][100/264] lr: 2.689e-01, eta: 9:52:15, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4686, top5_acc: 0.7378, loss_cls: 2.1708, loss: 2.1708, grad_norm: 1.2985, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0784, loss/aux0: 2.0784, top1_acc/aux1: 0.5031, top5_acc/aux1: 0.7585, loss_cls/aux1: 2.0382, loss/aux1: 2.0382, top1_acc/aux2: 0.4293, top5_acc/aux2: 0.6993, loss_cls/aux2: 2.3497, loss/aux2: 2.3497 2020-10-26 02:19:58,279 - mmaction - INFO - Epoch [113][120/264] lr: 2.689e-01, eta: 9:51:57, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4655, top5_acc: 0.7243, loss_cls: 2.2078, loss: 2.2078, grad_norm: 1.3093, top1_acc/aux0: 0.4918, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0573, loss/aux0: 2.0573, top1_acc/aux1: 0.5144, top5_acc/aux1: 0.7682, loss_cls/aux1: 2.0046, loss/aux1: 2.0046, top1_acc/aux2: 0.4300, top5_acc/aux2: 0.6957, loss_cls/aux2: 2.3526, loss/aux2: 2.3526 2020-10-26 02:20:45,698 - mmaction - INFO - Epoch [113][140/264] lr: 2.689e-01, eta: 9:51:38, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4682, top5_acc: 0.7172, loss_cls: 2.2434, loss: 2.2434, grad_norm: 1.3323, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7509, loss_cls/aux0: 2.0958, loss/aux0: 2.0958, top1_acc/aux1: 0.5146, top5_acc/aux1: 0.7719, loss_cls/aux1: 1.9936, loss/aux1: 1.9936, top1_acc/aux2: 0.4208, top5_acc/aux2: 0.6894, loss_cls/aux2: 2.4142, loss/aux2: 2.4142 2020-10-26 02:21:33,254 - mmaction - INFO - Epoch [113][160/264] lr: 2.689e-01, eta: 9:51:20, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.4597, top5_acc: 0.7337, loss_cls: 2.2294, loss: 2.2294, grad_norm: 1.3784, top1_acc/aux0: 0.4884, top5_acc/aux0: 0.7457, loss_cls/aux0: 2.1219, loss/aux0: 2.1219, top1_acc/aux1: 0.5075, top5_acc/aux1: 0.7722, loss_cls/aux1: 1.9927, loss/aux1: 1.9927, top1_acc/aux2: 0.4281, top5_acc/aux2: 0.6957, loss_cls/aux2: 2.4011, loss/aux2: 2.4011 2020-10-26 02:22:20,791 - mmaction - INFO - Epoch [113][180/264] lr: 2.689e-01, eta: 9:51:01, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4509, top5_acc: 0.7174, loss_cls: 2.2722, loss: 2.2722, grad_norm: 1.3104, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7524, loss_cls/aux0: 2.1325, loss/aux0: 2.1325, top1_acc/aux1: 0.5052, top5_acc/aux1: 0.7623, loss_cls/aux1: 2.0036, loss/aux1: 2.0036, top1_acc/aux2: 0.4344, top5_acc/aux2: 0.7026, loss_cls/aux2: 2.3493, loss/aux2: 2.3493 2020-10-26 02:23:08,039 - mmaction - INFO - Epoch [113][200/264] lr: 2.689e-01, eta: 9:50:42, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4571, top5_acc: 0.7165, loss_cls: 2.2517, loss: 2.2517, grad_norm: 1.3232, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1661, loss/aux0: 2.1661, top1_acc/aux1: 0.5111, top5_acc/aux1: 0.7615, loss_cls/aux1: 2.0042, loss/aux1: 2.0042, top1_acc/aux2: 0.4359, top5_acc/aux2: 0.6993, loss_cls/aux2: 2.3612, loss/aux2: 2.3612 2020-10-26 02:23:55,499 - mmaction - INFO - Epoch [113][220/264] lr: 2.689e-01, eta: 9:50:24, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4556, top5_acc: 0.7118, loss_cls: 2.2928, loss: 2.2928, grad_norm: 1.3465, top1_acc/aux0: 0.4793, top5_acc/aux0: 0.7444, loss_cls/aux0: 2.1601, loss/aux0: 2.1601, top1_acc/aux1: 0.5125, top5_acc/aux1: 0.7686, loss_cls/aux1: 1.9979, loss/aux1: 1.9979, top1_acc/aux2: 0.4351, top5_acc/aux2: 0.6977, loss_cls/aux2: 2.3790, loss/aux2: 2.3790 2020-10-26 02:24:43,006 - mmaction - INFO - Epoch [113][240/264] lr: 2.689e-01, eta: 9:50:05, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4523, top5_acc: 0.7106, loss_cls: 2.2807, loss: 2.2807, grad_norm: 1.3408, top1_acc/aux0: 0.4774, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.1622, loss/aux0: 2.1622, top1_acc/aux1: 0.5007, top5_acc/aux1: 0.7590, loss_cls/aux1: 2.0484, loss/aux1: 2.0484, top1_acc/aux2: 0.4280, top5_acc/aux2: 0.6955, loss_cls/aux2: 2.3747, loss/aux2: 2.3747 2020-10-26 02:25:30,510 - mmaction - INFO - Epoch [113][260/264] lr: 2.689e-01, eta: 9:49:47, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7130, loss_cls: 2.2702, loss: 2.2702, grad_norm: 1.2891, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7431, loss_cls/aux0: 2.1655, loss/aux0: 2.1655, top1_acc/aux1: 0.5000, top5_acc/aux1: 0.7540, loss_cls/aux1: 2.0503, loss/aux1: 2.0503, top1_acc/aux2: 0.4286, top5_acc/aux2: 0.6929, loss_cls/aux2: 2.3693, loss/aux2: 2.3693 2020-10-26 02:29:30,324 - mmaction - INFO - Epoch [114][20/264] lr: 2.662e-01, eta: 9:49:19, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4563, top5_acc: 0.7208, loss_cls: 2.2142, loss: 2.2142, grad_norm: 1.3008, top1_acc/aux0: 0.4774, top5_acc/aux0: 0.7434, loss_cls/aux0: 2.1480, loss/aux0: 2.1480, top1_acc/aux1: 0.5056, top5_acc/aux1: 0.7663, loss_cls/aux1: 2.0169, loss/aux1: 2.0169, top1_acc/aux2: 0.4323, top5_acc/aux2: 0.6986, loss_cls/aux2: 2.3706, loss/aux2: 2.3706 2020-10-26 02:30:18,885 - mmaction - INFO - Epoch [114][40/264] lr: 2.662e-01, eta: 9:49:02, time: 1.001, data_time: 0.000, memory: 8466, top1_acc: 0.4663, top5_acc: 0.7224, loss_cls: 2.2389, loss: 2.2389, grad_norm: 1.2847, top1_acc/aux0: 0.4734, top5_acc/aux0: 0.7441, loss_cls/aux0: 2.1540, loss/aux0: 2.1540, top1_acc/aux1: 0.5123, top5_acc/aux1: 0.7691, loss_cls/aux1: 2.0013, loss/aux1: 2.0013, top1_acc/aux2: 0.4359, top5_acc/aux2: 0.6953, loss_cls/aux2: 2.3597, loss/aux2: 2.3597 2020-10-26 02:31:06,199 - mmaction - INFO - Epoch [114][60/264] lr: 2.662e-01, eta: 9:48:44, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4719, top5_acc: 0.7283, loss_cls: 2.2090, loss: 2.2090, grad_norm: 1.3324, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.1460, loss/aux0: 2.1460, top1_acc/aux1: 0.5104, top5_acc/aux1: 0.7660, loss_cls/aux1: 1.9929, loss/aux1: 1.9929, top1_acc/aux2: 0.4427, top5_acc/aux2: 0.6955, loss_cls/aux2: 2.3332, loss/aux2: 2.3332 2020-10-26 02:31:53,799 - mmaction - INFO - Epoch [114][80/264] lr: 2.662e-01, eta: 9:48:26, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.4609, top5_acc: 0.7313, loss_cls: 2.2210, loss: 2.2210, grad_norm: 1.3253, top1_acc/aux0: 0.4840, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1311, loss/aux0: 2.1311, top1_acc/aux1: 0.5106, top5_acc/aux1: 0.7661, loss_cls/aux1: 1.9883, loss/aux1: 1.9883, top1_acc/aux2: 0.4401, top5_acc/aux2: 0.7009, loss_cls/aux2: 2.3312, loss/aux2: 2.3312 2020-10-26 02:32:40,927 - mmaction - INFO - Epoch [114][100/264] lr: 2.662e-01, eta: 9:48:07, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4538, top5_acc: 0.7252, loss_cls: 2.2254, loss: 2.2254, grad_norm: 1.3009, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7434, loss_cls/aux0: 2.1396, loss/aux0: 2.1396, top1_acc/aux1: 0.5175, top5_acc/aux1: 0.7698, loss_cls/aux1: 1.9913, loss/aux1: 1.9913, top1_acc/aux2: 0.4370, top5_acc/aux2: 0.7057, loss_cls/aux2: 2.3512, loss/aux2: 2.3512 2020-10-26 02:33:28,364 - mmaction - INFO - Epoch [114][120/264] lr: 2.662e-01, eta: 9:47:48, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4563, top5_acc: 0.7172, loss_cls: 2.2543, loss: 2.2543, grad_norm: 1.3108, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7413, loss_cls/aux0: 2.1467, loss/aux0: 2.1467, top1_acc/aux1: 0.5130, top5_acc/aux1: 0.7641, loss_cls/aux1: 2.0098, loss/aux1: 2.0098, top1_acc/aux2: 0.4297, top5_acc/aux2: 0.6920, loss_cls/aux2: 2.3992, loss/aux2: 2.3992 2020-10-26 02:34:15,710 - mmaction - INFO - Epoch [114][140/264] lr: 2.662e-01, eta: 9:47:30, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4575, top5_acc: 0.7250, loss_cls: 2.2132, loss: 2.2132, grad_norm: 1.3063, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7399, loss_cls/aux0: 2.1634, loss/aux0: 2.1634, top1_acc/aux1: 0.5071, top5_acc/aux1: 0.7569, loss_cls/aux1: 2.0237, loss/aux1: 2.0237, top1_acc/aux2: 0.4278, top5_acc/aux2: 0.6847, loss_cls/aux2: 2.3965, loss/aux2: 2.3965 2020-10-26 02:35:03,146 - mmaction - INFO - Epoch [114][160/264] lr: 2.662e-01, eta: 9:47:11, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4616, top5_acc: 0.7208, loss_cls: 2.2205, loss: 2.2205, grad_norm: 1.3143, top1_acc/aux0: 0.4887, top5_acc/aux0: 0.7486, loss_cls/aux0: 2.1179, loss/aux0: 2.1179, top1_acc/aux1: 0.5052, top5_acc/aux1: 0.7583, loss_cls/aux1: 2.0160, loss/aux1: 2.0160, top1_acc/aux2: 0.4366, top5_acc/aux2: 0.6986, loss_cls/aux2: 2.3414, loss/aux2: 2.3414 2020-10-26 02:35:50,420 - mmaction - INFO - Epoch [114][180/264] lr: 2.662e-01, eta: 9:46:52, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4545, top5_acc: 0.7111, loss_cls: 2.2544, loss: 2.2544, grad_norm: 1.2916, top1_acc/aux0: 0.5009, top5_acc/aux0: 0.7644, loss_cls/aux0: 2.0441, loss/aux0: 2.0441, top1_acc/aux1: 0.5057, top5_acc/aux1: 0.7649, loss_cls/aux1: 2.0087, loss/aux1: 2.0087, top1_acc/aux2: 0.4359, top5_acc/aux2: 0.7063, loss_cls/aux2: 2.3391, loss/aux2: 2.3391 2020-10-26 02:36:37,787 - mmaction - INFO - Epoch [114][200/264] lr: 2.662e-01, eta: 9:46:34, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7236, loss_cls: 2.2112, loss: 2.2112, grad_norm: 1.3150, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0896, loss/aux0: 2.0896, top1_acc/aux1: 0.5002, top5_acc/aux1: 0.7623, loss_cls/aux1: 2.0325, loss/aux1: 2.0325, top1_acc/aux2: 0.4408, top5_acc/aux2: 0.7090, loss_cls/aux2: 2.3150, loss/aux2: 2.3150 2020-10-26 02:37:25,325 - mmaction - INFO - Epoch [114][220/264] lr: 2.662e-01, eta: 9:46:16, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4623, top5_acc: 0.7214, loss_cls: 2.2452, loss: 2.2452, grad_norm: 1.2875, top1_acc/aux0: 0.4795, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.1298, loss/aux0: 2.1298, top1_acc/aux1: 0.5016, top5_acc/aux1: 0.7573, loss_cls/aux1: 2.0421, loss/aux1: 2.0421, top1_acc/aux2: 0.4332, top5_acc/aux2: 0.7014, loss_cls/aux2: 2.3399, loss/aux2: 2.3399 2020-10-26 02:38:12,857 - mmaction - INFO - Epoch [114][240/264] lr: 2.662e-01, eta: 9:45:57, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.4733, top5_acc: 0.7248, loss_cls: 2.2030, loss: 2.2030, grad_norm: 1.3243, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.1220, loss/aux0: 2.1220, top1_acc/aux1: 0.5108, top5_acc/aux1: 0.7608, loss_cls/aux1: 2.0168, loss/aux1: 2.0168, top1_acc/aux2: 0.4304, top5_acc/aux2: 0.6964, loss_cls/aux2: 2.3901, loss/aux2: 2.3901 2020-10-26 02:39:00,122 - mmaction - INFO - Epoch [114][260/264] lr: 2.662e-01, eta: 9:45:39, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4514, top5_acc: 0.7165, loss_cls: 2.2605, loss: 2.2605, grad_norm: 1.3359, top1_acc/aux0: 0.4752, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.1262, loss/aux0: 2.1262, top1_acc/aux1: 0.5122, top5_acc/aux1: 0.7628, loss_cls/aux1: 2.0180, loss/aux1: 2.0180, top1_acc/aux2: 0.4349, top5_acc/aux2: 0.6960, loss_cls/aux2: 2.3872, loss/aux2: 2.3872 2020-10-26 02:43:27,083 - mmaction - INFO - Epoch [115][20/264] lr: 2.635e-01, eta: 9:45:12, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4677, top5_acc: 0.7226, loss_cls: 2.2116, loss: 2.2116, grad_norm: 1.2882, top1_acc/aux0: 0.4934, top5_acc/aux0: 0.7559, loss_cls/aux0: 2.1012, loss/aux0: 2.1012, top1_acc/aux1: 0.4993, top5_acc/aux1: 0.7622, loss_cls/aux1: 2.0220, loss/aux1: 2.0220, top1_acc/aux2: 0.4358, top5_acc/aux2: 0.7073, loss_cls/aux2: 2.3079, loss/aux2: 2.3079 2020-10-26 02:44:14,475 - mmaction - INFO - Epoch [115][40/264] lr: 2.635e-01, eta: 9:44:53, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4705, top5_acc: 0.7313, loss_cls: 2.1826, loss: 2.1826, grad_norm: 1.3055, top1_acc/aux0: 0.4920, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1244, loss/aux0: 2.1244, top1_acc/aux1: 0.5019, top5_acc/aux1: 0.7623, loss_cls/aux1: 2.0279, loss/aux1: 2.0279, top1_acc/aux2: 0.4422, top5_acc/aux2: 0.7056, loss_cls/aux2: 2.3100, loss/aux2: 2.3100 2020-10-26 02:45:01,621 - mmaction - INFO - Epoch [115][60/264] lr: 2.635e-01, eta: 9:44:35, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4667, top5_acc: 0.7175, loss_cls: 2.2246, loss: 2.2246, grad_norm: 1.2937, top1_acc/aux0: 0.4967, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1103, loss/aux0: 2.1103, top1_acc/aux1: 0.5128, top5_acc/aux1: 0.7707, loss_cls/aux1: 1.9949, loss/aux1: 1.9949, top1_acc/aux2: 0.4377, top5_acc/aux2: 0.7009, loss_cls/aux2: 2.3464, loss/aux2: 2.3464 2020-10-26 02:45:49,189 - mmaction - INFO - Epoch [115][80/264] lr: 2.635e-01, eta: 9:44:16, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4625, top5_acc: 0.7240, loss_cls: 2.2372, loss: 2.2372, grad_norm: 1.3411, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7590, loss_cls/aux0: 2.0837, loss/aux0: 2.0837, top1_acc/aux1: 0.5172, top5_acc/aux1: 0.7752, loss_cls/aux1: 1.9752, loss/aux1: 1.9752, top1_acc/aux2: 0.4363, top5_acc/aux2: 0.6981, loss_cls/aux2: 2.3632, loss/aux2: 2.3632 2020-10-26 02:46:36,551 - mmaction - INFO - Epoch [115][100/264] lr: 2.635e-01, eta: 9:43:57, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4552, top5_acc: 0.7153, loss_cls: 2.2298, loss: 2.2298, grad_norm: 1.3354, top1_acc/aux0: 0.4873, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.1245, loss/aux0: 2.1245, top1_acc/aux1: 0.5050, top5_acc/aux1: 0.7658, loss_cls/aux1: 2.0205, loss/aux1: 2.0205, top1_acc/aux2: 0.4311, top5_acc/aux2: 0.6908, loss_cls/aux2: 2.3911, loss/aux2: 2.3911 2020-10-26 02:47:24,408 - mmaction - INFO - Epoch [115][120/264] lr: 2.635e-01, eta: 9:43:39, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4681, top5_acc: 0.7259, loss_cls: 2.2127, loss: 2.2127, grad_norm: 1.3339, top1_acc/aux0: 0.4701, top5_acc/aux0: 0.7410, loss_cls/aux0: 2.1770, loss/aux0: 2.1770, top1_acc/aux1: 0.4943, top5_acc/aux1: 0.7594, loss_cls/aux1: 2.0481, loss/aux1: 2.0481, top1_acc/aux2: 0.4274, top5_acc/aux2: 0.6931, loss_cls/aux2: 2.4063, loss/aux2: 2.4063 2020-10-26 02:48:12,013 - mmaction - INFO - Epoch [115][140/264] lr: 2.635e-01, eta: 9:43:21, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4512, top5_acc: 0.7135, loss_cls: 2.2777, loss: 2.2777, grad_norm: 1.3033, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1535, loss/aux0: 2.1535, top1_acc/aux1: 0.5038, top5_acc/aux1: 0.7661, loss_cls/aux1: 2.0279, loss/aux1: 2.0279, top1_acc/aux2: 0.4424, top5_acc/aux2: 0.7038, loss_cls/aux2: 2.3465, loss/aux2: 2.3465 2020-10-26 02:48:59,422 - mmaction - INFO - Epoch [115][160/264] lr: 2.635e-01, eta: 9:43:02, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4630, top5_acc: 0.7226, loss_cls: 2.2442, loss: 2.2442, grad_norm: 1.3037, top1_acc/aux0: 0.4825, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.1120, loss/aux0: 2.1120, top1_acc/aux1: 0.5135, top5_acc/aux1: 0.7665, loss_cls/aux1: 2.0146, loss/aux1: 2.0146, top1_acc/aux2: 0.4448, top5_acc/aux2: 0.7071, loss_cls/aux2: 2.3123, loss/aux2: 2.3123 2020-10-26 02:49:46,947 - mmaction - INFO - Epoch [115][180/264] lr: 2.635e-01, eta: 9:42:43, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4667, top5_acc: 0.7191, loss_cls: 2.2349, loss: 2.2349, grad_norm: 1.3089, top1_acc/aux0: 0.4882, top5_acc/aux0: 0.7554, loss_cls/aux0: 2.1051, loss/aux0: 2.1051, top1_acc/aux1: 0.5132, top5_acc/aux1: 0.7630, loss_cls/aux1: 2.0044, loss/aux1: 2.0044, top1_acc/aux2: 0.4354, top5_acc/aux2: 0.7021, loss_cls/aux2: 2.3556, loss/aux2: 2.3556 2020-10-26 02:50:34,267 - mmaction - INFO - Epoch [115][200/264] lr: 2.635e-01, eta: 9:42:25, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4646, top5_acc: 0.7220, loss_cls: 2.2208, loss: 2.2208, grad_norm: 1.2915, top1_acc/aux0: 0.5017, top5_acc/aux0: 0.7646, loss_cls/aux0: 2.0651, loss/aux0: 2.0651, top1_acc/aux1: 0.5132, top5_acc/aux1: 0.7672, loss_cls/aux1: 1.9663, loss/aux1: 1.9663, top1_acc/aux2: 0.4306, top5_acc/aux2: 0.6988, loss_cls/aux2: 2.3736, loss/aux2: 2.3736 2020-10-26 02:51:22,266 - mmaction - INFO - Epoch [115][220/264] lr: 2.635e-01, eta: 9:42:07, time: 0.979, data_time: 0.000, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7307, loss_cls: 2.1899, loss: 2.1899, grad_norm: 1.3220, top1_acc/aux0: 0.5003, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0467, loss/aux0: 2.0467, top1_acc/aux1: 0.5087, top5_acc/aux1: 0.7648, loss_cls/aux1: 1.9739, loss/aux1: 1.9739, top1_acc/aux2: 0.4354, top5_acc/aux2: 0.7016, loss_cls/aux2: 2.3419, loss/aux2: 2.3419 2020-10-26 02:52:10,029 - mmaction - INFO - Epoch [115][240/264] lr: 2.635e-01, eta: 9:41:49, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4625, top5_acc: 0.7172, loss_cls: 2.2418, loss: 2.2418, grad_norm: 1.3239, top1_acc/aux0: 0.4918, top5_acc/aux0: 0.7540, loss_cls/aux0: 2.0985, loss/aux0: 2.0985, top1_acc/aux1: 0.4995, top5_acc/aux1: 0.7590, loss_cls/aux1: 2.0404, loss/aux1: 2.0404, top1_acc/aux2: 0.4326, top5_acc/aux2: 0.6913, loss_cls/aux2: 2.3656, loss/aux2: 2.3656 2020-10-26 02:52:57,674 - mmaction - INFO - Epoch [115][260/264] lr: 2.635e-01, eta: 9:41:30, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4733, top5_acc: 0.7189, loss_cls: 2.2320, loss: 2.2320, grad_norm: 1.3335, top1_acc/aux0: 0.4993, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0911, loss/aux0: 2.0911, top1_acc/aux1: 0.4970, top5_acc/aux1: 0.7573, loss_cls/aux1: 2.0616, loss/aux1: 2.0616, top1_acc/aux2: 0.4450, top5_acc/aux2: 0.6995, loss_cls/aux2: 2.3278, loss/aux2: 2.3278 2020-10-26 02:57:12,681 - mmaction - INFO - Epoch [116][20/264] lr: 2.607e-01, eta: 9:41:03, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4557, top5_acc: 0.7201, loss_cls: 2.2485, loss: 2.2485, grad_norm: 1.3204, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7514, loss_cls/aux0: 2.1431, loss/aux0: 2.1431, top1_acc/aux1: 0.5222, top5_acc/aux1: 0.7681, loss_cls/aux1: 1.9844, loss/aux1: 1.9844, top1_acc/aux2: 0.4340, top5_acc/aux2: 0.7000, loss_cls/aux2: 2.3493, loss/aux2: 2.3493 2020-10-26 02:57:59,919 - mmaction - INFO - Epoch [116][40/264] lr: 2.607e-01, eta: 9:40:45, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4660, top5_acc: 0.7274, loss_cls: 2.2123, loss: 2.2123, grad_norm: 1.2996, top1_acc/aux0: 0.4769, top5_acc/aux0: 0.7512, loss_cls/aux0: 2.1267, loss/aux0: 2.1267, top1_acc/aux1: 0.5175, top5_acc/aux1: 0.7708, loss_cls/aux1: 1.9673, loss/aux1: 1.9673, top1_acc/aux2: 0.4311, top5_acc/aux2: 0.6986, loss_cls/aux2: 2.3699, loss/aux2: 2.3699 2020-10-26 02:58:47,324 - mmaction - INFO - Epoch [116][60/264] lr: 2.607e-01, eta: 9:40:26, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4620, top5_acc: 0.7222, loss_cls: 2.2260, loss: 2.2260, grad_norm: 1.3142, top1_acc/aux0: 0.4873, top5_acc/aux0: 0.7533, loss_cls/aux0: 2.0926, loss/aux0: 2.0926, top1_acc/aux1: 0.5115, top5_acc/aux1: 0.7689, loss_cls/aux1: 1.9749, loss/aux1: 1.9749, top1_acc/aux2: 0.4389, top5_acc/aux2: 0.7054, loss_cls/aux2: 2.3369, loss/aux2: 2.3369 2020-10-26 02:59:34,781 - mmaction - INFO - Epoch [116][80/264] lr: 2.607e-01, eta: 9:40:07, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4611, top5_acc: 0.7177, loss_cls: 2.2305, loss: 2.2305, grad_norm: 1.3418, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7582, loss_cls/aux0: 2.0550, loss/aux0: 2.0550, top1_acc/aux1: 0.5063, top5_acc/aux1: 0.7616, loss_cls/aux1: 2.0140, loss/aux1: 2.0140, top1_acc/aux2: 0.4316, top5_acc/aux2: 0.7033, loss_cls/aux2: 2.3453, loss/aux2: 2.3453 2020-10-26 03:00:28,936 - mmaction - INFO - Epoch [116][100/264] lr: 2.607e-01, eta: 9:39:57, time: 1.281, data_time: 0.000, memory: 8466, top1_acc: 0.4644, top5_acc: 0.7231, loss_cls: 2.2080, loss: 2.2080, grad_norm: 1.3350, top1_acc/aux0: 0.4889, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0803, loss/aux0: 2.0803, top1_acc/aux1: 0.5146, top5_acc/aux1: 0.7670, loss_cls/aux1: 1.9856, loss/aux1: 1.9856, top1_acc/aux2: 0.4295, top5_acc/aux2: 0.7030, loss_cls/aux2: 2.3656, loss/aux2: 2.3656 2020-10-26 03:01:16,383 - mmaction - INFO - Epoch [116][120/264] lr: 2.607e-01, eta: 9:39:38, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4597, top5_acc: 0.7247, loss_cls: 2.2410, loss: 2.2410, grad_norm: 1.3026, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7528, loss_cls/aux0: 2.1203, loss/aux0: 2.1203, top1_acc/aux1: 0.5177, top5_acc/aux1: 0.7705, loss_cls/aux1: 1.9683, loss/aux1: 1.9683, top1_acc/aux2: 0.4380, top5_acc/aux2: 0.6977, loss_cls/aux2: 2.3540, loss/aux2: 2.3540 2020-10-26 03:02:03,889 - mmaction - INFO - Epoch [116][140/264] lr: 2.607e-01, eta: 9:39:20, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4649, top5_acc: 0.7288, loss_cls: 2.2198, loss: 2.2198, grad_norm: 1.3221, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7571, loss_cls/aux0: 2.0757, loss/aux0: 2.0757, top1_acc/aux1: 0.5054, top5_acc/aux1: 0.7634, loss_cls/aux1: 2.0036, loss/aux1: 2.0036, top1_acc/aux2: 0.4344, top5_acc/aux2: 0.6898, loss_cls/aux2: 2.3788, loss/aux2: 2.3788 2020-10-26 03:02:51,196 - mmaction - INFO - Epoch [116][160/264] lr: 2.607e-01, eta: 9:39:01, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4708, top5_acc: 0.7259, loss_cls: 2.1941, loss: 2.1941, grad_norm: 1.3267, top1_acc/aux0: 0.5054, top5_acc/aux0: 0.7606, loss_cls/aux0: 2.0502, loss/aux0: 2.0502, top1_acc/aux1: 0.5042, top5_acc/aux1: 0.7611, loss_cls/aux1: 2.0227, loss/aux1: 2.0227, top1_acc/aux2: 0.4417, top5_acc/aux2: 0.6981, loss_cls/aux2: 2.3431, loss/aux2: 2.3431 2020-10-26 03:03:38,791 - mmaction - INFO - Epoch [116][180/264] lr: 2.607e-01, eta: 9:38:43, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4681, top5_acc: 0.7214, loss_cls: 2.2341, loss: 2.2341, grad_norm: 1.3365, top1_acc/aux0: 0.5003, top5_acc/aux0: 0.7540, loss_cls/aux0: 2.0916, loss/aux0: 2.0916, top1_acc/aux1: 0.5050, top5_acc/aux1: 0.7655, loss_cls/aux1: 2.0238, loss/aux1: 2.0238, top1_acc/aux2: 0.4424, top5_acc/aux2: 0.7010, loss_cls/aux2: 2.3295, loss/aux2: 2.3295 2020-10-26 03:04:26,249 - mmaction - INFO - Epoch [116][200/264] lr: 2.607e-01, eta: 9:38:24, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4661, top5_acc: 0.7217, loss_cls: 2.2179, loss: 2.2179, grad_norm: 1.3237, top1_acc/aux0: 0.4941, top5_acc/aux0: 0.7493, loss_cls/aux0: 2.1248, loss/aux0: 2.1248, top1_acc/aux1: 0.5130, top5_acc/aux1: 0.7717, loss_cls/aux1: 1.9842, loss/aux1: 1.9842, top1_acc/aux2: 0.4394, top5_acc/aux2: 0.6974, loss_cls/aux2: 2.3623, loss/aux2: 2.3623 2020-10-26 03:05:13,907 - mmaction - INFO - Epoch [116][220/264] lr: 2.607e-01, eta: 9:38:06, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4540, top5_acc: 0.7108, loss_cls: 2.2620, loss: 2.2620, grad_norm: 1.3152, top1_acc/aux0: 0.4931, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1287, loss/aux0: 2.1287, top1_acc/aux1: 0.5113, top5_acc/aux1: 0.7681, loss_cls/aux1: 1.9951, loss/aux1: 1.9951, top1_acc/aux2: 0.4425, top5_acc/aux2: 0.6950, loss_cls/aux2: 2.3522, loss/aux2: 2.3522 2020-10-26 03:06:01,211 - mmaction - INFO - Epoch [116][240/264] lr: 2.607e-01, eta: 9:37:47, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4741, top5_acc: 0.7271, loss_cls: 2.1826, loss: 2.1826, grad_norm: 1.2863, top1_acc/aux0: 0.4988, top5_acc/aux0: 0.7556, loss_cls/aux0: 2.0951, loss/aux0: 2.0951, top1_acc/aux1: 0.5000, top5_acc/aux1: 0.7618, loss_cls/aux1: 2.0328, loss/aux1: 2.0328, top1_acc/aux2: 0.4420, top5_acc/aux2: 0.6969, loss_cls/aux2: 2.3433, loss/aux2: 2.3433 2020-10-26 03:06:49,022 - mmaction - INFO - Epoch [116][260/264] lr: 2.607e-01, eta: 9:37:29, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4597, top5_acc: 0.7201, loss_cls: 2.2418, loss: 2.2418, grad_norm: 1.3262, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0814, loss/aux0: 2.0814, top1_acc/aux1: 0.5080, top5_acc/aux1: 0.7656, loss_cls/aux1: 2.0029, loss/aux1: 2.0029, top1_acc/aux2: 0.4427, top5_acc/aux2: 0.6976, loss_cls/aux2: 2.3532, loss/aux2: 2.3532 2020-10-26 03:13:12,184 - mmaction - INFO - Epoch [117][20/264] lr: 2.580e-01, eta: 9:37:02, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4597, top5_acc: 0.7217, loss_cls: 2.2299, loss: 2.2299, grad_norm: 1.3641, top1_acc/aux0: 0.4851, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0859, loss/aux0: 2.0859, top1_acc/aux1: 0.5337, top5_acc/aux1: 0.7785, loss_cls/aux1: 1.9070, loss/aux1: 1.9070, top1_acc/aux2: 0.4139, top5_acc/aux2: 0.6944, loss_cls/aux2: 2.3682, loss/aux2: 2.3682 2020-10-26 03:13:59,246 - mmaction - INFO - Epoch [117][40/264] lr: 2.580e-01, eta: 9:36:43, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4622, top5_acc: 0.7241, loss_cls: 2.2219, loss: 2.2219, grad_norm: 1.3177, top1_acc/aux0: 0.4910, top5_acc/aux0: 0.7663, loss_cls/aux0: 2.0632, loss/aux0: 2.0632, top1_acc/aux1: 0.5141, top5_acc/aux1: 0.7740, loss_cls/aux1: 1.9600, loss/aux1: 1.9600, top1_acc/aux2: 0.4233, top5_acc/aux2: 0.6958, loss_cls/aux2: 2.3510, loss/aux2: 2.3510 2020-10-26 03:14:46,093 - mmaction - INFO - Epoch [117][60/264] lr: 2.580e-01, eta: 9:36:24, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4630, top5_acc: 0.7231, loss_cls: 2.2162, loss: 2.2162, grad_norm: 1.3144, top1_acc/aux0: 0.4986, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0690, loss/aux0: 2.0690, top1_acc/aux1: 0.5056, top5_acc/aux1: 0.7674, loss_cls/aux1: 2.0006, loss/aux1: 2.0006, top1_acc/aux2: 0.4307, top5_acc/aux2: 0.6915, loss_cls/aux2: 2.3746, loss/aux2: 2.3746 2020-10-26 03:15:33,487 - mmaction - INFO - Epoch [117][80/264] lr: 2.580e-01, eta: 9:36:06, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4512, top5_acc: 0.7172, loss_cls: 2.2517, loss: 2.2517, grad_norm: 1.3498, top1_acc/aux0: 0.4962, top5_acc/aux0: 0.7561, loss_cls/aux0: 2.0874, loss/aux0: 2.0874, top1_acc/aux1: 0.5080, top5_acc/aux1: 0.7688, loss_cls/aux1: 2.0022, loss/aux1: 2.0022, top1_acc/aux2: 0.4333, top5_acc/aux2: 0.6884, loss_cls/aux2: 2.3955, loss/aux2: 2.3955 2020-10-26 03:16:21,014 - mmaction - INFO - Epoch [117][100/264] lr: 2.580e-01, eta: 9:35:47, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4682, top5_acc: 0.7220, loss_cls: 2.2148, loss: 2.2148, grad_norm: 1.3032, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0657, loss/aux0: 2.0657, top1_acc/aux1: 0.5066, top5_acc/aux1: 0.7703, loss_cls/aux1: 2.0054, loss/aux1: 2.0054, top1_acc/aux2: 0.4352, top5_acc/aux2: 0.6977, loss_cls/aux2: 2.3635, loss/aux2: 2.3635 2020-10-26 03:17:08,396 - mmaction - INFO - Epoch [117][120/264] lr: 2.580e-01, eta: 9:35:29, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4707, top5_acc: 0.7233, loss_cls: 2.1843, loss: 2.1843, grad_norm: 1.3423, top1_acc/aux0: 0.4967, top5_acc/aux0: 0.7698, loss_cls/aux0: 2.0421, loss/aux0: 2.0421, top1_acc/aux1: 0.5116, top5_acc/aux1: 0.7753, loss_cls/aux1: 1.9703, loss/aux1: 1.9703, top1_acc/aux2: 0.4347, top5_acc/aux2: 0.7116, loss_cls/aux2: 2.3404, loss/aux2: 2.3404 2020-10-26 03:17:55,673 - mmaction - INFO - Epoch [117][140/264] lr: 2.580e-01, eta: 9:35:10, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4535, top5_acc: 0.7188, loss_cls: 2.2334, loss: 2.2334, grad_norm: 1.3401, top1_acc/aux0: 0.4931, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0804, loss/aux0: 2.0804, top1_acc/aux1: 0.5101, top5_acc/aux1: 0.7745, loss_cls/aux1: 1.9753, loss/aux1: 1.9753, top1_acc/aux2: 0.4351, top5_acc/aux2: 0.7120, loss_cls/aux2: 2.3362, loss/aux2: 2.3362 2020-10-26 03:18:49,394 - mmaction - INFO - Epoch [117][160/264] lr: 2.580e-01, eta: 9:34:59, time: 1.264, data_time: 0.000, memory: 8466, top1_acc: 0.4705, top5_acc: 0.7293, loss_cls: 2.1761, loss: 2.1761, grad_norm: 1.3721, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7481, loss_cls/aux0: 2.1137, loss/aux0: 2.1137, top1_acc/aux1: 0.5068, top5_acc/aux1: 0.7694, loss_cls/aux1: 2.0080, loss/aux1: 2.0080, top1_acc/aux2: 0.4262, top5_acc/aux2: 0.7064, loss_cls/aux2: 2.3603, loss/aux2: 2.3603 2020-10-26 03:19:50,435 - mmaction - INFO - Epoch [117][180/264] lr: 2.580e-01, eta: 9:34:41, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4450, top5_acc: 0.7151, loss_cls: 2.2898, loss: 2.2898, grad_norm: 1.3117, top1_acc/aux0: 0.4892, top5_acc/aux0: 0.7465, loss_cls/aux0: 2.1132, loss/aux0: 2.1132, top1_acc/aux1: 0.5104, top5_acc/aux1: 0.7783, loss_cls/aux1: 1.9666, loss/aux1: 1.9666, top1_acc/aux2: 0.4177, top5_acc/aux2: 0.7036, loss_cls/aux2: 2.3780, loss/aux2: 2.3780 2020-10-26 03:21:03,251 - mmaction - INFO - Epoch [117][200/264] lr: 2.580e-01, eta: 9:34:37, time: 1.547, data_time: 0.000, memory: 8466, top1_acc: 0.4601, top5_acc: 0.7257, loss_cls: 2.2085, loss: 2.2085, grad_norm: 1.3334, top1_acc/aux0: 0.4792, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1534, loss/aux0: 2.1534, top1_acc/aux1: 0.5175, top5_acc/aux1: 0.7748, loss_cls/aux1: 1.9477, loss/aux1: 1.9477, top1_acc/aux2: 0.4231, top5_acc/aux2: 0.6932, loss_cls/aux2: 2.3846, loss/aux2: 2.3846 2020-10-26 03:21:51,038 - mmaction - INFO - Epoch [117][220/264] lr: 2.580e-01, eta: 9:34:18, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4622, top5_acc: 0.7191, loss_cls: 2.2188, loss: 2.2188, grad_norm: 1.2911, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7457, loss_cls/aux0: 2.1503, loss/aux0: 2.1503, top1_acc/aux1: 0.5087, top5_acc/aux1: 0.7609, loss_cls/aux1: 1.9986, loss/aux1: 1.9986, top1_acc/aux2: 0.4330, top5_acc/aux2: 0.6863, loss_cls/aux2: 2.3924, loss/aux2: 2.3924 2020-10-26 03:22:38,214 - mmaction - INFO - Epoch [117][240/264] lr: 2.580e-01, eta: 9:34:00, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4646, top5_acc: 0.7210, loss_cls: 2.2304, loss: 2.2304, grad_norm: 1.3161, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7498, loss_cls/aux0: 2.1387, loss/aux0: 2.1387, top1_acc/aux1: 0.5148, top5_acc/aux1: 0.7733, loss_cls/aux1: 1.9799, loss/aux1: 1.9799, top1_acc/aux2: 0.4512, top5_acc/aux2: 0.7021, loss_cls/aux2: 2.3264, loss/aux2: 2.3264 2020-10-26 03:23:25,846 - mmaction - INFO - Epoch [117][260/264] lr: 2.580e-01, eta: 9:33:41, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4486, top5_acc: 0.7148, loss_cls: 2.2615, loss: 2.2615, grad_norm: 1.2996, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1518, loss/aux0: 2.1518, top1_acc/aux1: 0.5175, top5_acc/aux1: 0.7766, loss_cls/aux1: 1.9755, loss/aux1: 1.9755, top1_acc/aux2: 0.4547, top5_acc/aux2: 0.7189, loss_cls/aux2: 2.2790, loss/aux2: 2.2790 2020-10-26 03:27:22,915 - mmaction - INFO - Epoch [118][20/264] lr: 2.553e-01, eta: 9:33:14, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4759, top5_acc: 0.7292, loss_cls: 2.1792, loss: 2.1792, grad_norm: 1.3160, top1_acc/aux0: 0.5010, top5_acc/aux0: 0.7535, loss_cls/aux0: 2.0845, loss/aux0: 2.0845, top1_acc/aux1: 0.5278, top5_acc/aux1: 0.7778, loss_cls/aux1: 1.9214, loss/aux1: 1.9214, top1_acc/aux2: 0.4309, top5_acc/aux2: 0.7031, loss_cls/aux2: 2.3591, loss/aux2: 2.3591 2020-10-26 03:28:10,191 - mmaction - INFO - Epoch [118][40/264] lr: 2.553e-01, eta: 9:32:55, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4632, top5_acc: 0.7177, loss_cls: 2.2342, loss: 2.2342, grad_norm: 1.3863, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7611, loss_cls/aux0: 2.0678, loss/aux0: 2.0678, top1_acc/aux1: 0.5203, top5_acc/aux1: 0.7753, loss_cls/aux1: 1.9479, loss/aux1: 1.9479, top1_acc/aux2: 0.4252, top5_acc/aux2: 0.6967, loss_cls/aux2: 2.3854, loss/aux2: 2.3854 2020-10-26 03:28:57,292 - mmaction - INFO - Epoch [118][60/264] lr: 2.553e-01, eta: 9:32:36, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4714, top5_acc: 0.7337, loss_cls: 2.1724, loss: 2.1724, grad_norm: 1.3036, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0617, loss/aux0: 2.0617, top1_acc/aux1: 0.5066, top5_acc/aux1: 0.7639, loss_cls/aux1: 2.0056, loss/aux1: 2.0056, top1_acc/aux2: 0.4358, top5_acc/aux2: 0.6990, loss_cls/aux2: 2.3574, loss/aux2: 2.3574 2020-10-26 03:29:44,341 - mmaction - INFO - Epoch [118][80/264] lr: 2.553e-01, eta: 9:32:18, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4670, top5_acc: 0.7163, loss_cls: 2.2636, loss: 2.2636, grad_norm: 1.3032, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0571, loss/aux0: 2.0571, top1_acc/aux1: 0.5045, top5_acc/aux1: 0.7609, loss_cls/aux1: 2.0103, loss/aux1: 2.0103, top1_acc/aux2: 0.4387, top5_acc/aux2: 0.7049, loss_cls/aux2: 2.3445, loss/aux2: 2.3445 2020-10-26 03:30:32,716 - mmaction - INFO - Epoch [118][100/264] lr: 2.553e-01, eta: 9:31:59, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4653, top5_acc: 0.7260, loss_cls: 2.2122, loss: 2.2122, grad_norm: 1.3275, top1_acc/aux0: 0.5003, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0590, loss/aux0: 2.0590, top1_acc/aux1: 0.5038, top5_acc/aux1: 0.7681, loss_cls/aux1: 2.0064, loss/aux1: 2.0064, top1_acc/aux2: 0.4205, top5_acc/aux2: 0.6988, loss_cls/aux2: 2.3953, loss/aux2: 2.3953 2020-10-26 03:31:20,091 - mmaction - INFO - Epoch [118][120/264] lr: 2.553e-01, eta: 9:31:41, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7300, loss_cls: 2.2145, loss: 2.2145, grad_norm: 1.3446, top1_acc/aux0: 0.4861, top5_acc/aux0: 0.7554, loss_cls/aux0: 2.1060, loss/aux0: 2.1060, top1_acc/aux1: 0.5083, top5_acc/aux1: 0.7693, loss_cls/aux1: 2.0052, loss/aux1: 2.0052, top1_acc/aux2: 0.4292, top5_acc/aux2: 0.6915, loss_cls/aux2: 2.3805, loss/aux2: 2.3805 2020-10-26 03:32:07,441 - mmaction - INFO - Epoch [118][140/264] lr: 2.553e-01, eta: 9:31:22, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4748, top5_acc: 0.7274, loss_cls: 2.1881, loss: 2.1881, grad_norm: 1.2992, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7517, loss_cls/aux0: 2.1233, loss/aux0: 2.1233, top1_acc/aux1: 0.5151, top5_acc/aux1: 0.7733, loss_cls/aux1: 1.9697, loss/aux1: 1.9697, top1_acc/aux2: 0.4392, top5_acc/aux2: 0.6884, loss_cls/aux2: 2.3880, loss/aux2: 2.3880 2020-10-26 03:32:54,784 - mmaction - INFO - Epoch [118][160/264] lr: 2.553e-01, eta: 9:31:04, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4618, top5_acc: 0.7286, loss_cls: 2.2175, loss: 2.2175, grad_norm: 1.3301, top1_acc/aux0: 0.4965, top5_acc/aux0: 0.7543, loss_cls/aux0: 2.0661, loss/aux0: 2.0661, top1_acc/aux1: 0.5094, top5_acc/aux1: 0.7641, loss_cls/aux1: 1.9910, loss/aux1: 1.9910, top1_acc/aux2: 0.4382, top5_acc/aux2: 0.6995, loss_cls/aux2: 2.3724, loss/aux2: 2.3724 2020-10-26 03:33:42,203 - mmaction - INFO - Epoch [118][180/264] lr: 2.553e-01, eta: 9:30:45, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4747, top5_acc: 0.7385, loss_cls: 2.1586, loss: 2.1586, grad_norm: 1.3209, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7585, loss_cls/aux0: 2.0407, loss/aux0: 2.0407, top1_acc/aux1: 0.5123, top5_acc/aux1: 0.7583, loss_cls/aux1: 2.0043, loss/aux1: 2.0043, top1_acc/aux2: 0.4377, top5_acc/aux2: 0.7043, loss_cls/aux2: 2.3420, loss/aux2: 2.3420 2020-10-26 03:34:29,451 - mmaction - INFO - Epoch [118][200/264] lr: 2.553e-01, eta: 9:30:26, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4625, top5_acc: 0.7205, loss_cls: 2.2086, loss: 2.2086, grad_norm: 1.3034, top1_acc/aux0: 0.4918, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.0993, loss/aux0: 2.0993, top1_acc/aux1: 0.5179, top5_acc/aux1: 0.7663, loss_cls/aux1: 1.9690, loss/aux1: 1.9690, top1_acc/aux2: 0.4349, top5_acc/aux2: 0.6946, loss_cls/aux2: 2.3828, loss/aux2: 2.3828 2020-10-26 03:35:16,754 - mmaction - INFO - Epoch [118][220/264] lr: 2.553e-01, eta: 9:30:08, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4613, top5_acc: 0.7087, loss_cls: 2.2496, loss: 2.2496, grad_norm: 1.3436, top1_acc/aux0: 0.4847, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1369, loss/aux0: 2.1369, top1_acc/aux1: 0.5266, top5_acc/aux1: 0.7684, loss_cls/aux1: 1.9223, loss/aux1: 1.9223, top1_acc/aux2: 0.4323, top5_acc/aux2: 0.6913, loss_cls/aux2: 2.3860, loss/aux2: 2.3860 2020-10-26 03:36:03,873 - mmaction - INFO - Epoch [118][240/264] lr: 2.553e-01, eta: 9:29:49, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.4667, top5_acc: 0.7234, loss_cls: 2.2378, loss: 2.2378, grad_norm: 1.3509, top1_acc/aux0: 0.4903, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.1156, loss/aux0: 2.1156, top1_acc/aux1: 0.5134, top5_acc/aux1: 0.7575, loss_cls/aux1: 2.0002, loss/aux1: 2.0002, top1_acc/aux2: 0.4271, top5_acc/aux2: 0.6894, loss_cls/aux2: 2.3674, loss/aux2: 2.3674 2020-10-26 03:36:51,349 - mmaction - INFO - Epoch [118][260/264] lr: 2.553e-01, eta: 9:29:31, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4505, top5_acc: 0.7241, loss_cls: 2.2487, loss: 2.2487, grad_norm: 1.3229, top1_acc/aux0: 0.4925, top5_acc/aux0: 0.7493, loss_cls/aux0: 2.0916, loss/aux0: 2.0916, top1_acc/aux1: 0.5005, top5_acc/aux1: 0.7549, loss_cls/aux1: 2.0594, loss/aux1: 2.0594, top1_acc/aux2: 0.4264, top5_acc/aux2: 0.6951, loss_cls/aux2: 2.3642, loss/aux2: 2.3642 2020-10-26 03:40:50,501 - mmaction - INFO - Epoch [119][20/264] lr: 2.525e-01, eta: 9:29:04, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4651, top5_acc: 0.7214, loss_cls: 2.2204, loss: 2.2204, grad_norm: 1.3387, top1_acc/aux0: 0.4889, top5_acc/aux0: 0.7580, loss_cls/aux0: 2.0571, loss/aux0: 2.0571, top1_acc/aux1: 0.5021, top5_acc/aux1: 0.7597, loss_cls/aux1: 2.0281, loss/aux1: 2.0281, top1_acc/aux2: 0.4351, top5_acc/aux2: 0.6937, loss_cls/aux2: 2.3191, loss/aux2: 2.3191 2020-10-26 03:41:37,688 - mmaction - INFO - Epoch [119][40/264] lr: 2.525e-01, eta: 9:28:45, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4637, top5_acc: 0.7280, loss_cls: 2.1938, loss: 2.1938, grad_norm: 1.3286, top1_acc/aux0: 0.4899, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0578, loss/aux0: 2.0578, top1_acc/aux1: 0.5101, top5_acc/aux1: 0.7642, loss_cls/aux1: 1.9948, loss/aux1: 1.9948, top1_acc/aux2: 0.4370, top5_acc/aux2: 0.6965, loss_cls/aux2: 2.3302, loss/aux2: 2.3302 2020-10-26 03:42:24,966 - mmaction - INFO - Epoch [119][60/264] lr: 2.525e-01, eta: 9:28:26, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4655, top5_acc: 0.7238, loss_cls: 2.2141, loss: 2.2141, grad_norm: 1.3302, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7632, loss_cls/aux0: 2.0692, loss/aux0: 2.0692, top1_acc/aux1: 0.5095, top5_acc/aux1: 0.7672, loss_cls/aux1: 1.9818, loss/aux1: 1.9818, top1_acc/aux2: 0.4387, top5_acc/aux2: 0.7024, loss_cls/aux2: 2.3251, loss/aux2: 2.3251 2020-10-26 03:43:12,600 - mmaction - INFO - Epoch [119][80/264] lr: 2.525e-01, eta: 9:28:08, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4707, top5_acc: 0.7250, loss_cls: 2.1882, loss: 2.1882, grad_norm: 1.3341, top1_acc/aux0: 0.4847, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.1016, loss/aux0: 2.1016, top1_acc/aux1: 0.5160, top5_acc/aux1: 0.7726, loss_cls/aux1: 1.9689, loss/aux1: 1.9689, top1_acc/aux2: 0.4391, top5_acc/aux2: 0.6998, loss_cls/aux2: 2.3355, loss/aux2: 2.3355 2020-10-26 03:44:00,295 - mmaction - INFO - Epoch [119][100/264] lr: 2.525e-01, eta: 9:27:50, time: 0.965, data_time: 0.000, memory: 8466, top1_acc: 0.4670, top5_acc: 0.7253, loss_cls: 2.2028, loss: 2.2028, grad_norm: 1.3302, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7543, loss_cls/aux0: 2.1003, loss/aux0: 2.1003, top1_acc/aux1: 0.5243, top5_acc/aux1: 0.7757, loss_cls/aux1: 1.9542, loss/aux1: 1.9542, top1_acc/aux2: 0.4490, top5_acc/aux2: 0.7054, loss_cls/aux2: 2.3175, loss/aux2: 2.3175 2020-10-26 03:44:47,884 - mmaction - INFO - Epoch [119][120/264] lr: 2.525e-01, eta: 9:27:31, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4601, top5_acc: 0.7120, loss_cls: 2.2475, loss: 2.2475, grad_norm: 1.3295, top1_acc/aux0: 0.4906, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1075, loss/aux0: 2.1075, top1_acc/aux1: 0.5082, top5_acc/aux1: 0.7681, loss_cls/aux1: 2.0029, loss/aux1: 2.0029, top1_acc/aux2: 0.4481, top5_acc/aux2: 0.7118, loss_cls/aux2: 2.2974, loss/aux2: 2.2974 2020-10-26 03:45:36,086 - mmaction - INFO - Epoch [119][140/264] lr: 2.525e-01, eta: 9:27:13, time: 0.970, data_time: 0.000, memory: 8466, top1_acc: 0.4601, top5_acc: 0.7295, loss_cls: 2.2154, loss: 2.2154, grad_norm: 1.3264, top1_acc/aux0: 0.4892, top5_acc/aux0: 0.7483, loss_cls/aux0: 2.1087, loss/aux0: 2.1087, top1_acc/aux1: 0.5106, top5_acc/aux1: 0.7710, loss_cls/aux1: 1.9973, loss/aux1: 1.9973, top1_acc/aux2: 0.4365, top5_acc/aux2: 0.7068, loss_cls/aux2: 2.3223, loss/aux2: 2.3223 2020-10-26 03:46:23,499 - mmaction - INFO - Epoch [119][160/264] lr: 2.525e-01, eta: 9:26:55, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4783, top5_acc: 0.7304, loss_cls: 2.1805, loss: 2.1805, grad_norm: 1.3136, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7556, loss_cls/aux0: 2.0667, loss/aux0: 2.0667, top1_acc/aux1: 0.5161, top5_acc/aux1: 0.7778, loss_cls/aux1: 1.9548, loss/aux1: 1.9548, top1_acc/aux2: 0.4359, top5_acc/aux2: 0.7019, loss_cls/aux2: 2.3481, loss/aux2: 2.3481 2020-10-26 03:47:10,907 - mmaction - INFO - Epoch [119][180/264] lr: 2.525e-01, eta: 9:26:36, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4642, top5_acc: 0.7134, loss_cls: 2.2529, loss: 2.2529, grad_norm: 1.3487, top1_acc/aux0: 0.5059, top5_acc/aux0: 0.7623, loss_cls/aux0: 2.0541, loss/aux0: 2.0541, top1_acc/aux1: 0.5087, top5_acc/aux1: 0.7681, loss_cls/aux1: 1.9771, loss/aux1: 1.9771, top1_acc/aux2: 0.4425, top5_acc/aux2: 0.7050, loss_cls/aux2: 2.3430, loss/aux2: 2.3430 2020-10-26 03:47:58,517 - mmaction - INFO - Epoch [119][200/264] lr: 2.525e-01, eta: 9:26:18, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.4694, top5_acc: 0.7326, loss_cls: 2.1796, loss: 2.1796, grad_norm: 1.3970, top1_acc/aux0: 0.5045, top5_acc/aux0: 0.7644, loss_cls/aux0: 2.0589, loss/aux0: 2.0589, top1_acc/aux1: 0.5141, top5_acc/aux1: 0.7677, loss_cls/aux1: 1.9804, loss/aux1: 1.9804, top1_acc/aux2: 0.4535, top5_acc/aux2: 0.7102, loss_cls/aux2: 2.3051, loss/aux2: 2.3051 2020-10-26 03:48:45,785 - mmaction - INFO - Epoch [119][220/264] lr: 2.525e-01, eta: 9:25:59, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4790, top5_acc: 0.7335, loss_cls: 2.1650, loss: 2.1650, grad_norm: 1.3660, top1_acc/aux0: 0.4873, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0887, loss/aux0: 2.0887, top1_acc/aux1: 0.5193, top5_acc/aux1: 0.7672, loss_cls/aux1: 1.9488, loss/aux1: 1.9488, top1_acc/aux2: 0.4422, top5_acc/aux2: 0.7002, loss_cls/aux2: 2.3381, loss/aux2: 2.3381 2020-10-26 03:49:33,387 - mmaction - INFO - Epoch [119][240/264] lr: 2.525e-01, eta: 9:25:41, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4738, top5_acc: 0.7208, loss_cls: 2.2309, loss: 2.2309, grad_norm: 1.3426, top1_acc/aux0: 0.4767, top5_acc/aux0: 0.7517, loss_cls/aux0: 2.1179, loss/aux0: 2.1179, top1_acc/aux1: 0.5151, top5_acc/aux1: 0.7686, loss_cls/aux1: 1.9601, loss/aux1: 1.9601, top1_acc/aux2: 0.4273, top5_acc/aux2: 0.6913, loss_cls/aux2: 2.3671, loss/aux2: 2.3671 2020-10-26 03:50:20,931 - mmaction - INFO - Epoch [119][260/264] lr: 2.525e-01, eta: 9:25:22, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4745, top5_acc: 0.7408, loss_cls: 2.1571, loss: 2.1571, grad_norm: 1.3582, top1_acc/aux0: 0.4814, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.1156, loss/aux0: 2.1156, top1_acc/aux1: 0.5066, top5_acc/aux1: 0.7679, loss_cls/aux1: 2.0087, loss/aux1: 2.0087, top1_acc/aux2: 0.4372, top5_acc/aux2: 0.6885, loss_cls/aux2: 2.3673, loss/aux2: 2.3673 2020-10-26 03:54:39,702 - mmaction - INFO - Epoch [120][20/264] lr: 2.498e-01, eta: 9:24:55, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4705, top5_acc: 0.7280, loss_cls: 2.1998, loss: 2.1998, grad_norm: 1.3400, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.0712, loss/aux0: 2.0712, top1_acc/aux1: 0.5240, top5_acc/aux1: 0.7660, loss_cls/aux1: 1.9566, loss/aux1: 1.9566, top1_acc/aux2: 0.4347, top5_acc/aux2: 0.7181, loss_cls/aux2: 2.2890, loss/aux2: 2.2890 2020-10-26 03:55:27,010 - mmaction - INFO - Epoch [120][40/264] lr: 2.498e-01, eta: 9:24:37, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4727, top5_acc: 0.7299, loss_cls: 2.2153, loss: 2.2153, grad_norm: 1.3339, top1_acc/aux0: 0.4969, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0649, loss/aux0: 2.0649, top1_acc/aux1: 0.5149, top5_acc/aux1: 0.7637, loss_cls/aux1: 1.9952, loss/aux1: 1.9952, top1_acc/aux2: 0.4408, top5_acc/aux2: 0.7082, loss_cls/aux2: 2.3123, loss/aux2: 2.3123 2020-10-26 03:56:13,945 - mmaction - INFO - Epoch [120][60/264] lr: 2.498e-01, eta: 9:24:18, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4642, top5_acc: 0.7321, loss_cls: 2.1664, loss: 2.1664, grad_norm: 1.3341, top1_acc/aux0: 0.5050, top5_acc/aux0: 0.7674, loss_cls/aux0: 2.0309, loss/aux0: 2.0309, top1_acc/aux1: 0.5099, top5_acc/aux1: 0.7677, loss_cls/aux1: 1.9920, loss/aux1: 1.9920, top1_acc/aux2: 0.4477, top5_acc/aux2: 0.7069, loss_cls/aux2: 2.3160, loss/aux2: 2.3160 2020-10-26 03:57:01,609 - mmaction - INFO - Epoch [120][80/264] lr: 2.498e-01, eta: 9:24:00, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7290, loss_cls: 2.1840, loss: 2.1840, grad_norm: 1.3314, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7655, loss_cls/aux0: 2.0445, loss/aux0: 2.0445, top1_acc/aux1: 0.5083, top5_acc/aux1: 0.7684, loss_cls/aux1: 1.9810, loss/aux1: 1.9810, top1_acc/aux2: 0.4502, top5_acc/aux2: 0.7170, loss_cls/aux2: 2.3083, loss/aux2: 2.3083 2020-10-26 03:57:49,826 - mmaction - INFO - Epoch [120][100/264] lr: 2.498e-01, eta: 9:23:41, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4700, top5_acc: 0.7389, loss_cls: 2.1803, loss: 2.1803, grad_norm: 1.3294, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7580, loss_cls/aux0: 2.1002, loss/aux0: 2.1002, top1_acc/aux1: 0.5108, top5_acc/aux1: 0.7648, loss_cls/aux1: 2.0012, loss/aux1: 2.0012, top1_acc/aux2: 0.4507, top5_acc/aux2: 0.7108, loss_cls/aux2: 2.3226, loss/aux2: 2.3226 2020-10-26 03:58:37,594 - mmaction - INFO - Epoch [120][120/264] lr: 2.498e-01, eta: 9:23:23, time: 0.972, data_time: 0.000, memory: 8466, top1_acc: 0.4684, top5_acc: 0.7326, loss_cls: 2.1927, loss: 2.1927, grad_norm: 1.3321, top1_acc/aux0: 0.4835, top5_acc/aux0: 0.7564, loss_cls/aux0: 2.1165, loss/aux0: 2.1165, top1_acc/aux1: 0.5128, top5_acc/aux1: 0.7677, loss_cls/aux1: 2.0004, loss/aux1: 2.0004, top1_acc/aux2: 0.4538, top5_acc/aux2: 0.7085, loss_cls/aux2: 2.2983, loss/aux2: 2.2983 2020-10-26 03:59:25,061 - mmaction - INFO - Epoch [120][140/264] lr: 2.498e-01, eta: 9:23:05, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4649, top5_acc: 0.7280, loss_cls: 2.1952, loss: 2.1952, grad_norm: 1.3499, top1_acc/aux0: 0.4936, top5_acc/aux0: 0.7592, loss_cls/aux0: 2.0949, loss/aux0: 2.0949, top1_acc/aux1: 0.5139, top5_acc/aux1: 0.7757, loss_cls/aux1: 1.9700, loss/aux1: 1.9700, top1_acc/aux2: 0.4557, top5_acc/aux2: 0.7116, loss_cls/aux2: 2.2815, loss/aux2: 2.2815 2020-10-26 04:00:13,361 - mmaction - INFO - Epoch [120][160/264] lr: 2.498e-01, eta: 9:22:47, time: 0.989, data_time: 0.000, memory: 8466, top1_acc: 0.4677, top5_acc: 0.7262, loss_cls: 2.1998, loss: 2.1998, grad_norm: 1.3441, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7566, loss_cls/aux0: 2.0807, loss/aux0: 2.0807, top1_acc/aux1: 0.5274, top5_acc/aux1: 0.7854, loss_cls/aux1: 1.9228, loss/aux1: 1.9228, top1_acc/aux2: 0.4422, top5_acc/aux2: 0.7009, loss_cls/aux2: 2.3460, loss/aux2: 2.3460 2020-10-26 04:01:00,564 - mmaction - INFO - Epoch [120][180/264] lr: 2.498e-01, eta: 9:22:29, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4741, top5_acc: 0.7260, loss_cls: 2.1712, loss: 2.1712, grad_norm: 1.3275, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7545, loss_cls/aux0: 2.0753, loss/aux0: 2.0753, top1_acc/aux1: 0.5243, top5_acc/aux1: 0.7840, loss_cls/aux1: 1.9448, loss/aux1: 1.9448, top1_acc/aux2: 0.4361, top5_acc/aux2: 0.6967, loss_cls/aux2: 2.3587, loss/aux2: 2.3587 2020-10-26 04:01:48,077 - mmaction - INFO - Epoch [120][200/264] lr: 2.498e-01, eta: 9:22:10, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4792, top5_acc: 0.7363, loss_cls: 2.1897, loss: 2.1897, grad_norm: 1.3597, top1_acc/aux0: 0.4931, top5_acc/aux0: 0.7580, loss_cls/aux0: 2.0785, loss/aux0: 2.0785, top1_acc/aux1: 0.5174, top5_acc/aux1: 0.7717, loss_cls/aux1: 1.9706, loss/aux1: 1.9706, top1_acc/aux2: 0.4413, top5_acc/aux2: 0.7002, loss_cls/aux2: 2.3246, loss/aux2: 2.3246 2020-10-26 04:02:35,458 - mmaction - INFO - Epoch [120][220/264] lr: 2.498e-01, eta: 9:21:52, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4609, top5_acc: 0.7234, loss_cls: 2.2247, loss: 2.2247, grad_norm: 1.3217, top1_acc/aux0: 0.4986, top5_acc/aux0: 0.7519, loss_cls/aux0: 2.1072, loss/aux0: 2.1072, top1_acc/aux1: 0.5137, top5_acc/aux1: 0.7696, loss_cls/aux1: 1.9777, loss/aux1: 1.9777, top1_acc/aux2: 0.4380, top5_acc/aux2: 0.6995, loss_cls/aux2: 2.3380, loss/aux2: 2.3380 2020-10-26 04:03:22,710 - mmaction - INFO - Epoch [120][240/264] lr: 2.498e-01, eta: 9:21:33, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4773, top5_acc: 0.7273, loss_cls: 2.1775, loss: 2.1775, grad_norm: 1.3383, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7535, loss_cls/aux0: 2.0699, loss/aux0: 2.0699, top1_acc/aux1: 0.5146, top5_acc/aux1: 0.7720, loss_cls/aux1: 1.9767, loss/aux1: 1.9767, top1_acc/aux2: 0.4375, top5_acc/aux2: 0.7009, loss_cls/aux2: 2.3424, loss/aux2: 2.3424 2020-10-26 04:04:10,522 - mmaction - INFO - Epoch [120][260/264] lr: 2.498e-01, eta: 9:21:15, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.4602, top5_acc: 0.7238, loss_cls: 2.2069, loss: 2.2069, grad_norm: 1.3535, top1_acc/aux0: 0.5066, top5_acc/aux0: 0.7592, loss_cls/aux0: 2.0437, loss/aux0: 2.0437, top1_acc/aux1: 0.5172, top5_acc/aux1: 0.7625, loss_cls/aux1: 1.9933, loss/aux1: 1.9933, top1_acc/aux2: 0.4351, top5_acc/aux2: 0.6970, loss_cls/aux2: 2.3659, loss/aux2: 2.3659 2020-10-26 04:04:22,594 - mmaction - INFO - Saving checkpoint at 120 epochs 2020-10-26 04:05:18,018 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-26 04:05:18,232 - mmaction - INFO - top1_acc 0.5740 top5_acc 0.8212 2020-10-26 04:05:18,232 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-26 04:05:18,284 - mmaction - INFO - mean_acc 0.5747 2020-10-26 04:05:18,284 - mmaction - INFO - Now best checkpoint is epoch_120.pth 2020-10-26 04:05:18,352 - mmaction - INFO - Epoch(val) [120][264] top1_acc: 0.5740, top5_acc: 0.8212, mean_class_accuracy: 0.5747 2020-10-26 04:08:36,766 - mmaction - INFO - Epoch [121][20/264] lr: 2.471e-01, eta: 9:20:48, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4745, top5_acc: 0.7333, loss_cls: 2.1692, loss: 2.1692, grad_norm: 1.3406, top1_acc/aux0: 0.4969, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0422, loss/aux0: 2.0422, top1_acc/aux1: 0.5271, top5_acc/aux1: 0.7649, loss_cls/aux1: 1.9660, loss/aux1: 1.9660, top1_acc/aux2: 0.4611, top5_acc/aux2: 0.7059, loss_cls/aux2: 2.2517, loss/aux2: 2.2517 2020-10-26 04:09:24,000 - mmaction - INFO - Epoch [121][40/264] lr: 2.471e-01, eta: 9:20:29, time: 0.954, data_time: 0.001, memory: 8466, top1_acc: 0.4727, top5_acc: 0.7264, loss_cls: 2.2004, loss: 2.2004, grad_norm: 1.3573, top1_acc/aux0: 0.4993, top5_acc/aux0: 0.7632, loss_cls/aux0: 2.0398, loss/aux0: 2.0398, top1_acc/aux1: 0.5149, top5_acc/aux1: 0.7622, loss_cls/aux1: 1.9923, loss/aux1: 1.9923, top1_acc/aux2: 0.4540, top5_acc/aux2: 0.7089, loss_cls/aux2: 2.2967, loss/aux2: 2.2967 2020-10-26 04:10:11,591 - mmaction - INFO - Epoch [121][60/264] lr: 2.471e-01, eta: 9:20:11, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4686, top5_acc: 0.7318, loss_cls: 2.1845, loss: 2.1845, grad_norm: 1.3667, top1_acc/aux0: 0.4970, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0842, loss/aux0: 2.0842, top1_acc/aux1: 0.5125, top5_acc/aux1: 0.7658, loss_cls/aux1: 1.9861, loss/aux1: 1.9861, top1_acc/aux2: 0.4358, top5_acc/aux2: 0.7045, loss_cls/aux2: 2.3648, loss/aux2: 2.3648 2020-10-26 04:10:59,153 - mmaction - INFO - Epoch [121][80/264] lr: 2.471e-01, eta: 9:19:52, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4618, top5_acc: 0.7181, loss_cls: 2.2016, loss: 2.2016, grad_norm: 1.3370, top1_acc/aux0: 0.4941, top5_acc/aux0: 0.7644, loss_cls/aux0: 2.0845, loss/aux0: 2.0845, top1_acc/aux1: 0.5149, top5_acc/aux1: 0.7688, loss_cls/aux1: 1.9784, loss/aux1: 1.9784, top1_acc/aux2: 0.4377, top5_acc/aux2: 0.7059, loss_cls/aux2: 2.3269, loss/aux2: 2.3269 2020-10-26 04:11:46,584 - mmaction - INFO - Epoch [121][100/264] lr: 2.471e-01, eta: 9:19:34, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4715, top5_acc: 0.7293, loss_cls: 2.1789, loss: 2.1789, grad_norm: 1.3565, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7644, loss_cls/aux0: 2.0689, loss/aux0: 2.0689, top1_acc/aux1: 0.5146, top5_acc/aux1: 0.7726, loss_cls/aux1: 1.9725, loss/aux1: 1.9725, top1_acc/aux2: 0.4411, top5_acc/aux2: 0.7043, loss_cls/aux2: 2.3216, loss/aux2: 2.3216 2020-10-26 04:12:34,115 - mmaction - INFO - Epoch [121][120/264] lr: 2.471e-01, eta: 9:19:15, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4773, top5_acc: 0.7248, loss_cls: 2.1845, loss: 2.1845, grad_norm: 1.3473, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.0874, loss/aux0: 2.0874, top1_acc/aux1: 0.5257, top5_acc/aux1: 0.7759, loss_cls/aux1: 1.9509, loss/aux1: 1.9509, top1_acc/aux2: 0.4422, top5_acc/aux2: 0.7047, loss_cls/aux2: 2.3173, loss/aux2: 2.3173 2020-10-26 04:13:21,737 - mmaction - INFO - Epoch [121][140/264] lr: 2.471e-01, eta: 9:18:57, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4696, top5_acc: 0.7207, loss_cls: 2.2153, loss: 2.2153, grad_norm: 1.3433, top1_acc/aux0: 0.5002, top5_acc/aux0: 0.7486, loss_cls/aux0: 2.1012, loss/aux0: 2.1012, top1_acc/aux1: 0.5220, top5_acc/aux1: 0.7729, loss_cls/aux1: 1.9654, loss/aux1: 1.9654, top1_acc/aux2: 0.4443, top5_acc/aux2: 0.7050, loss_cls/aux2: 2.3252, loss/aux2: 2.3252 2020-10-26 04:14:09,066 - mmaction - INFO - Epoch [121][160/264] lr: 2.471e-01, eta: 9:18:38, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4823, top5_acc: 0.7245, loss_cls: 2.1871, loss: 2.1871, grad_norm: 1.3492, top1_acc/aux0: 0.5003, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0867, loss/aux0: 2.0867, top1_acc/aux1: 0.5189, top5_acc/aux1: 0.7788, loss_cls/aux1: 1.9532, loss/aux1: 1.9532, top1_acc/aux2: 0.4439, top5_acc/aux2: 0.7052, loss_cls/aux2: 2.3403, loss/aux2: 2.3403 2020-10-26 04:14:56,452 - mmaction - INFO - Epoch [121][180/264] lr: 2.471e-01, eta: 9:18:20, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4759, top5_acc: 0.7326, loss_cls: 2.1849, loss: 2.1849, grad_norm: 1.3307, top1_acc/aux0: 0.5075, top5_acc/aux0: 0.7681, loss_cls/aux0: 2.0140, loss/aux0: 2.0140, top1_acc/aux1: 0.5219, top5_acc/aux1: 0.7859, loss_cls/aux1: 1.9226, loss/aux1: 1.9226, top1_acc/aux2: 0.4429, top5_acc/aux2: 0.7090, loss_cls/aux2: 2.3130, loss/aux2: 2.3130 2020-10-26 04:15:44,061 - mmaction - INFO - Epoch [121][200/264] lr: 2.471e-01, eta: 9:18:01, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4655, top5_acc: 0.7240, loss_cls: 2.2405, loss: 2.2405, grad_norm: 1.3454, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7665, loss_cls/aux0: 2.0438, loss/aux0: 2.0438, top1_acc/aux1: 0.5160, top5_acc/aux1: 0.7807, loss_cls/aux1: 1.9374, loss/aux1: 1.9374, top1_acc/aux2: 0.4406, top5_acc/aux2: 0.7085, loss_cls/aux2: 2.3205, loss/aux2: 2.3205 2020-10-26 04:16:31,364 - mmaction - INFO - Epoch [121][220/264] lr: 2.471e-01, eta: 9:17:43, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4747, top5_acc: 0.7264, loss_cls: 2.1960, loss: 2.1960, grad_norm: 1.3474, top1_acc/aux0: 0.4936, top5_acc/aux0: 0.7561, loss_cls/aux0: 2.0946, loss/aux0: 2.0946, top1_acc/aux1: 0.5132, top5_acc/aux1: 0.7731, loss_cls/aux1: 1.9652, loss/aux1: 1.9652, top1_acc/aux2: 0.4444, top5_acc/aux2: 0.7089, loss_cls/aux2: 2.3151, loss/aux2: 2.3151 2020-10-26 04:17:18,695 - mmaction - INFO - Epoch [121][240/264] lr: 2.471e-01, eta: 9:17:24, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4715, top5_acc: 0.7238, loss_cls: 2.1958, loss: 2.1958, grad_norm: 1.3503, top1_acc/aux0: 0.4910, top5_acc/aux0: 0.7514, loss_cls/aux0: 2.1057, loss/aux0: 2.1057, top1_acc/aux1: 0.5085, top5_acc/aux1: 0.7715, loss_cls/aux1: 1.9798, loss/aux1: 1.9798, top1_acc/aux2: 0.4450, top5_acc/aux2: 0.7017, loss_cls/aux2: 2.3255, loss/aux2: 2.3255 2020-10-26 04:18:06,065 - mmaction - INFO - Epoch [121][260/264] lr: 2.471e-01, eta: 9:17:06, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4731, top5_acc: 0.7278, loss_cls: 2.1835, loss: 2.1835, grad_norm: 1.3501, top1_acc/aux0: 0.4851, top5_acc/aux0: 0.7483, loss_cls/aux0: 2.1289, loss/aux0: 2.1289, top1_acc/aux1: 0.5094, top5_acc/aux1: 0.7698, loss_cls/aux1: 2.0095, loss/aux1: 2.0095, top1_acc/aux2: 0.4436, top5_acc/aux2: 0.6993, loss_cls/aux2: 2.3384, loss/aux2: 2.3384 2020-10-26 04:22:11,514 - mmaction - INFO - Epoch [122][20/264] lr: 2.443e-01, eta: 9:16:39, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4748, top5_acc: 0.7314, loss_cls: 2.1690, loss: 2.1690, grad_norm: 1.3276, top1_acc/aux0: 0.5208, top5_acc/aux0: 0.7722, loss_cls/aux0: 1.9891, loss/aux0: 1.9891, top1_acc/aux1: 0.5059, top5_acc/aux1: 0.7618, loss_cls/aux1: 1.9816, loss/aux1: 1.9816, top1_acc/aux2: 0.4458, top5_acc/aux2: 0.7170, loss_cls/aux2: 2.2862, loss/aux2: 2.2862 2020-10-26 04:22:58,827 - mmaction - INFO - Epoch [122][40/264] lr: 2.443e-01, eta: 9:16:20, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4833, top5_acc: 0.7351, loss_cls: 2.1639, loss: 2.1639, grad_norm: 1.3543, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7649, loss_cls/aux0: 2.0384, loss/aux0: 2.0384, top1_acc/aux1: 0.5203, top5_acc/aux1: 0.7635, loss_cls/aux1: 1.9637, loss/aux1: 1.9637, top1_acc/aux2: 0.4378, top5_acc/aux2: 0.7026, loss_cls/aux2: 2.3321, loss/aux2: 2.3321 2020-10-26 04:23:46,068 - mmaction - INFO - Epoch [122][60/264] lr: 2.443e-01, eta: 9:16:02, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4767, top5_acc: 0.7243, loss_cls: 2.1871, loss: 2.1871, grad_norm: 1.3589, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0711, loss/aux0: 2.0711, top1_acc/aux1: 0.5243, top5_acc/aux1: 0.7658, loss_cls/aux1: 1.9870, loss/aux1: 1.9870, top1_acc/aux2: 0.4325, top5_acc/aux2: 0.7021, loss_cls/aux2: 2.3238, loss/aux2: 2.3238 2020-10-26 04:24:33,361 - mmaction - INFO - Epoch [122][80/264] lr: 2.443e-01, eta: 9:15:43, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7243, loss_cls: 2.2107, loss: 2.2107, grad_norm: 1.3410, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7668, loss_cls/aux0: 2.0413, loss/aux0: 2.0413, top1_acc/aux1: 0.5122, top5_acc/aux1: 0.7641, loss_cls/aux1: 2.0126, loss/aux1: 2.0126, top1_acc/aux2: 0.4380, top5_acc/aux2: 0.7123, loss_cls/aux2: 2.2939, loss/aux2: 2.2939 2020-10-26 04:25:20,489 - mmaction - INFO - Epoch [122][100/264] lr: 2.443e-01, eta: 9:15:25, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4637, top5_acc: 0.7250, loss_cls: 2.2142, loss: 2.2142, grad_norm: 1.3593, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7559, loss_cls/aux0: 2.0801, loss/aux0: 2.0801, top1_acc/aux1: 0.5210, top5_acc/aux1: 0.7773, loss_cls/aux1: 1.9475, loss/aux1: 1.9475, top1_acc/aux2: 0.4418, top5_acc/aux2: 0.7038, loss_cls/aux2: 2.3394, loss/aux2: 2.3394 2020-10-26 04:26:07,811 - mmaction - INFO - Epoch [122][120/264] lr: 2.443e-01, eta: 9:15:06, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4719, top5_acc: 0.7306, loss_cls: 2.1802, loss: 2.1802, grad_norm: 1.3753, top1_acc/aux0: 0.4970, top5_acc/aux0: 0.7498, loss_cls/aux0: 2.1017, loss/aux0: 2.1017, top1_acc/aux1: 0.5241, top5_acc/aux1: 0.7847, loss_cls/aux1: 1.9177, loss/aux1: 1.9177, top1_acc/aux2: 0.4510, top5_acc/aux2: 0.7118, loss_cls/aux2: 2.3022, loss/aux2: 2.3022 2020-10-26 04:26:55,007 - mmaction - INFO - Epoch [122][140/264] lr: 2.443e-01, eta: 9:14:47, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7260, loss_cls: 2.2212, loss: 2.2212, grad_norm: 1.3377, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7660, loss_cls/aux0: 2.0447, loss/aux0: 2.0447, top1_acc/aux1: 0.5226, top5_acc/aux1: 0.7788, loss_cls/aux1: 1.9269, loss/aux1: 1.9269, top1_acc/aux2: 0.4568, top5_acc/aux2: 0.7153, loss_cls/aux2: 2.2676, loss/aux2: 2.2676 2020-10-26 04:27:42,548 - mmaction - INFO - Epoch [122][160/264] lr: 2.443e-01, eta: 9:14:29, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4733, top5_acc: 0.7385, loss_cls: 2.1621, loss: 2.1621, grad_norm: 1.3278, top1_acc/aux0: 0.5158, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9965, loss/aux0: 1.9965, top1_acc/aux1: 0.5285, top5_acc/aux1: 0.7793, loss_cls/aux1: 1.9278, loss/aux1: 1.9278, top1_acc/aux2: 0.4429, top5_acc/aux2: 0.7030, loss_cls/aux2: 2.3164, loss/aux2: 2.3164 2020-10-26 04:28:29,947 - mmaction - INFO - Epoch [122][180/264] lr: 2.443e-01, eta: 9:14:10, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7316, loss_cls: 2.1868, loss: 2.1868, grad_norm: 1.3706, top1_acc/aux0: 0.5024, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0332, loss/aux0: 2.0332, top1_acc/aux1: 0.5200, top5_acc/aux1: 0.7762, loss_cls/aux1: 1.9529, loss/aux1: 1.9529, top1_acc/aux2: 0.4375, top5_acc/aux2: 0.7007, loss_cls/aux2: 2.3406, loss/aux2: 2.3406 2020-10-26 04:29:17,656 - mmaction - INFO - Epoch [122][200/264] lr: 2.443e-01, eta: 9:13:52, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4615, top5_acc: 0.7172, loss_cls: 2.2386, loss: 2.2386, grad_norm: 1.3631, top1_acc/aux0: 0.4866, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.1018, loss/aux0: 2.1018, top1_acc/aux1: 0.5170, top5_acc/aux1: 0.7767, loss_cls/aux1: 1.9531, loss/aux1: 1.9531, top1_acc/aux2: 0.4446, top5_acc/aux2: 0.7128, loss_cls/aux2: 2.2889, loss/aux2: 2.2889 2020-10-26 04:30:04,935 - mmaction - INFO - Epoch [122][220/264] lr: 2.443e-01, eta: 9:13:33, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4755, top5_acc: 0.7375, loss_cls: 2.1455, loss: 2.1455, grad_norm: 1.3580, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.1444, loss/aux0: 2.1444, top1_acc/aux1: 0.5299, top5_acc/aux1: 0.7788, loss_cls/aux1: 1.9301, loss/aux1: 1.9301, top1_acc/aux2: 0.4422, top5_acc/aux2: 0.7128, loss_cls/aux2: 2.2892, loss/aux2: 2.2892 2020-10-26 04:30:53,569 - mmaction - INFO - Epoch [122][240/264] lr: 2.443e-01, eta: 9:13:15, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.4747, top5_acc: 0.7342, loss_cls: 2.1724, loss: 2.1724, grad_norm: 1.3568, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.1370, loss/aux0: 2.1370, top1_acc/aux1: 0.5302, top5_acc/aux1: 0.7792, loss_cls/aux1: 1.9183, loss/aux1: 1.9183, top1_acc/aux2: 0.4332, top5_acc/aux2: 0.6908, loss_cls/aux2: 2.3726, loss/aux2: 2.3726 2020-10-26 04:31:41,099 - mmaction - INFO - Epoch [122][260/264] lr: 2.443e-01, eta: 9:12:57, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4802, top5_acc: 0.7398, loss_cls: 2.1650, loss: 2.1650, grad_norm: 1.3356, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0974, loss/aux0: 2.0974, top1_acc/aux1: 0.5175, top5_acc/aux1: 0.7800, loss_cls/aux1: 1.9366, loss/aux1: 1.9366, top1_acc/aux2: 0.4247, top5_acc/aux2: 0.6894, loss_cls/aux2: 2.3883, loss/aux2: 2.3883 2020-10-26 04:35:46,647 - mmaction - INFO - Epoch [123][20/264] lr: 2.416e-01, eta: 9:12:30, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4773, top5_acc: 0.7342, loss_cls: 2.1505, loss: 2.1505, grad_norm: 1.3662, top1_acc/aux0: 0.4705, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1740, loss/aux0: 2.1740, top1_acc/aux1: 0.5017, top5_acc/aux1: 0.7635, loss_cls/aux1: 2.0274, loss/aux1: 2.0274, top1_acc/aux2: 0.4698, top5_acc/aux2: 0.7250, loss_cls/aux2: 2.2297, loss/aux2: 2.2297 2020-10-26 04:36:33,861 - mmaction - INFO - Epoch [123][40/264] lr: 2.416e-01, eta: 9:12:11, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4931, top5_acc: 0.7332, loss_cls: 2.1567, loss: 2.1567, grad_norm: 1.3554, top1_acc/aux0: 0.4811, top5_acc/aux0: 0.7528, loss_cls/aux0: 2.1182, loss/aux0: 2.1182, top1_acc/aux1: 0.5040, top5_acc/aux1: 0.7658, loss_cls/aux1: 2.0106, loss/aux1: 2.0106, top1_acc/aux2: 0.4597, top5_acc/aux2: 0.7090, loss_cls/aux2: 2.2801, loss/aux2: 2.2801 2020-10-26 04:37:20,974 - mmaction - INFO - Epoch [123][60/264] lr: 2.416e-01, eta: 9:11:53, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4736, top5_acc: 0.7356, loss_cls: 2.1595, loss: 2.1595, grad_norm: 1.3611, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7611, loss_cls/aux0: 2.0646, loss/aux0: 2.0646, top1_acc/aux1: 0.5269, top5_acc/aux1: 0.7790, loss_cls/aux1: 1.9254, loss/aux1: 1.9254, top1_acc/aux2: 0.4436, top5_acc/aux2: 0.6951, loss_cls/aux2: 2.3493, loss/aux2: 2.3493 2020-10-26 04:38:08,295 - mmaction - INFO - Epoch [123][80/264] lr: 2.416e-01, eta: 9:11:34, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4712, top5_acc: 0.7332, loss_cls: 2.1683, loss: 2.1683, grad_norm: 1.3591, top1_acc/aux0: 0.4918, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0830, loss/aux0: 2.0830, top1_acc/aux1: 0.5299, top5_acc/aux1: 0.7760, loss_cls/aux1: 1.9210, loss/aux1: 1.9210, top1_acc/aux2: 0.4401, top5_acc/aux2: 0.6972, loss_cls/aux2: 2.3531, loss/aux2: 2.3531 2020-10-26 04:38:55,926 - mmaction - INFO - Epoch [123][100/264] lr: 2.416e-01, eta: 9:11:16, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4694, top5_acc: 0.7264, loss_cls: 2.1881, loss: 2.1881, grad_norm: 1.3675, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7538, loss_cls/aux0: 2.1119, loss/aux0: 2.1119, top1_acc/aux1: 0.5182, top5_acc/aux1: 0.7665, loss_cls/aux1: 1.9663, loss/aux1: 1.9663, top1_acc/aux2: 0.4377, top5_acc/aux2: 0.6958, loss_cls/aux2: 2.3479, loss/aux2: 2.3479 2020-10-26 04:39:43,236 - mmaction - INFO - Epoch [123][120/264] lr: 2.416e-01, eta: 9:10:57, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4661, top5_acc: 0.7252, loss_cls: 2.2095, loss: 2.2095, grad_norm: 1.3589, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1226, loss/aux0: 2.1226, top1_acc/aux1: 0.5234, top5_acc/aux1: 0.7727, loss_cls/aux1: 1.9492, loss/aux1: 1.9492, top1_acc/aux2: 0.4359, top5_acc/aux2: 0.6984, loss_cls/aux2: 2.3491, loss/aux2: 2.3491 2020-10-26 04:40:30,503 - mmaction - INFO - Epoch [123][140/264] lr: 2.416e-01, eta: 9:10:38, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4783, top5_acc: 0.7229, loss_cls: 2.2013, loss: 2.2013, grad_norm: 1.3434, top1_acc/aux0: 0.4894, top5_acc/aux0: 0.7569, loss_cls/aux0: 2.0879, loss/aux0: 2.0879, top1_acc/aux1: 0.5260, top5_acc/aux1: 0.7799, loss_cls/aux1: 1.9340, loss/aux1: 1.9340, top1_acc/aux2: 0.4410, top5_acc/aux2: 0.7028, loss_cls/aux2: 2.3231, loss/aux2: 2.3231 2020-10-26 04:41:17,778 - mmaction - INFO - Epoch [123][160/264] lr: 2.416e-01, eta: 9:10:20, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4613, top5_acc: 0.7212, loss_cls: 2.2302, loss: 2.2302, grad_norm: 1.3421, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7710, loss_cls/aux0: 2.0333, loss/aux0: 2.0333, top1_acc/aux1: 0.5286, top5_acc/aux1: 0.7793, loss_cls/aux1: 1.9274, loss/aux1: 1.9274, top1_acc/aux2: 0.4363, top5_acc/aux2: 0.6969, loss_cls/aux2: 2.3458, loss/aux2: 2.3458 2020-10-26 04:42:05,142 - mmaction - INFO - Epoch [123][180/264] lr: 2.416e-01, eta: 9:10:01, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4767, top5_acc: 0.7295, loss_cls: 2.1653, loss: 2.1653, grad_norm: 1.3157, top1_acc/aux0: 0.4988, top5_acc/aux0: 0.7660, loss_cls/aux0: 2.0340, loss/aux0: 2.0340, top1_acc/aux1: 0.5342, top5_acc/aux1: 0.7818, loss_cls/aux1: 1.8916, loss/aux1: 1.8916, top1_acc/aux2: 0.4469, top5_acc/aux2: 0.7076, loss_cls/aux2: 2.3042, loss/aux2: 2.3042 2020-10-26 04:42:52,434 - mmaction - INFO - Epoch [123][200/264] lr: 2.416e-01, eta: 9:09:43, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4679, top5_acc: 0.7297, loss_cls: 2.1823, loss: 2.1823, grad_norm: 1.3722, top1_acc/aux0: 0.4998, top5_acc/aux0: 0.7646, loss_cls/aux0: 2.0188, loss/aux0: 2.0188, top1_acc/aux1: 0.5391, top5_acc/aux1: 0.7865, loss_cls/aux1: 1.8661, loss/aux1: 1.8661, top1_acc/aux2: 0.4502, top5_acc/aux2: 0.7108, loss_cls/aux2: 2.2737, loss/aux2: 2.2737 2020-10-26 04:43:39,838 - mmaction - INFO - Epoch [123][220/264] lr: 2.416e-01, eta: 9:09:24, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4733, top5_acc: 0.7267, loss_cls: 2.1757, loss: 2.1757, grad_norm: 1.3444, top1_acc/aux0: 0.5017, top5_acc/aux0: 0.7623, loss_cls/aux0: 2.0401, loss/aux0: 2.0401, top1_acc/aux1: 0.5358, top5_acc/aux1: 0.7816, loss_cls/aux1: 1.9044, loss/aux1: 1.9044, top1_acc/aux2: 0.4299, top5_acc/aux2: 0.6983, loss_cls/aux2: 2.3351, loss/aux2: 2.3351 2020-10-26 04:44:27,299 - mmaction - INFO - Epoch [123][240/264] lr: 2.416e-01, eta: 9:09:06, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4726, top5_acc: 0.7243, loss_cls: 2.1886, loss: 2.1886, grad_norm: 1.3267, top1_acc/aux0: 0.4906, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1014, loss/aux0: 2.1014, top1_acc/aux1: 0.5217, top5_acc/aux1: 0.7753, loss_cls/aux1: 1.9476, loss/aux1: 1.9476, top1_acc/aux2: 0.4328, top5_acc/aux2: 0.7090, loss_cls/aux2: 2.3242, loss/aux2: 2.3242 2020-10-26 04:45:14,784 - mmaction - INFO - Epoch [123][260/264] lr: 2.416e-01, eta: 9:08:47, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4705, top5_acc: 0.7240, loss_cls: 2.2127, loss: 2.2127, grad_norm: 1.3454, top1_acc/aux0: 0.4804, top5_acc/aux0: 0.7498, loss_cls/aux0: 2.1006, loss/aux0: 2.1006, top1_acc/aux1: 0.5125, top5_acc/aux1: 0.7717, loss_cls/aux1: 1.9601, loss/aux1: 1.9601, top1_acc/aux2: 0.4458, top5_acc/aux2: 0.7106, loss_cls/aux2: 2.3004, loss/aux2: 2.3004 2020-10-26 04:49:06,749 - mmaction - INFO - Epoch [124][20/264] lr: 2.388e-01, eta: 9:08:21, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4781, top5_acc: 0.7278, loss_cls: 2.1836, loss: 2.1836, grad_norm: 1.3691, top1_acc/aux0: 0.5108, top5_acc/aux0: 0.7715, loss_cls/aux0: 2.0110, loss/aux0: 2.0110, top1_acc/aux1: 0.5410, top5_acc/aux1: 0.7785, loss_cls/aux1: 1.9378, loss/aux1: 1.9378, top1_acc/aux2: 0.4476, top5_acc/aux2: 0.7118, loss_cls/aux2: 2.2523, loss/aux2: 2.2523 2020-10-26 04:49:54,092 - mmaction - INFO - Epoch [124][40/264] lr: 2.388e-01, eta: 9:08:02, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4703, top5_acc: 0.7300, loss_cls: 2.1857, loss: 2.1857, grad_norm: 1.3566, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7693, loss_cls/aux0: 2.0251, loss/aux0: 2.0251, top1_acc/aux1: 0.5321, top5_acc/aux1: 0.7710, loss_cls/aux1: 1.9523, loss/aux1: 1.9523, top1_acc/aux2: 0.4530, top5_acc/aux2: 0.7210, loss_cls/aux2: 2.2487, loss/aux2: 2.2487 2020-10-26 04:50:41,347 - mmaction - INFO - Epoch [124][60/264] lr: 2.388e-01, eta: 9:07:43, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4884, top5_acc: 0.7266, loss_cls: 2.1552, loss: 2.1552, grad_norm: 1.3875, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7649, loss_cls/aux0: 2.0617, loss/aux0: 2.0617, top1_acc/aux1: 0.5219, top5_acc/aux1: 0.7722, loss_cls/aux1: 1.9358, loss/aux1: 1.9358, top1_acc/aux2: 0.4535, top5_acc/aux2: 0.7189, loss_cls/aux2: 2.2768, loss/aux2: 2.2768 2020-10-26 04:51:28,589 - mmaction - INFO - Epoch [124][80/264] lr: 2.388e-01, eta: 9:07:25, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4894, top5_acc: 0.7391, loss_cls: 2.1387, loss: 2.1387, grad_norm: 1.3681, top1_acc/aux0: 0.5063, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0555, loss/aux0: 2.0555, top1_acc/aux1: 0.5172, top5_acc/aux1: 0.7726, loss_cls/aux1: 1.9475, loss/aux1: 1.9475, top1_acc/aux2: 0.4510, top5_acc/aux2: 0.7075, loss_cls/aux2: 2.2920, loss/aux2: 2.2920 2020-10-26 04:52:16,019 - mmaction - INFO - Epoch [124][100/264] lr: 2.388e-01, eta: 9:07:06, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4844, top5_acc: 0.7307, loss_cls: 2.1568, loss: 2.1568, grad_norm: 1.3876, top1_acc/aux0: 0.5038, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0561, loss/aux0: 2.0561, top1_acc/aux1: 0.5177, top5_acc/aux1: 0.7734, loss_cls/aux1: 1.9470, loss/aux1: 1.9470, top1_acc/aux2: 0.4490, top5_acc/aux2: 0.7052, loss_cls/aux2: 2.2946, loss/aux2: 2.2946 2020-10-26 04:53:03,907 - mmaction - INFO - Epoch [124][120/264] lr: 2.388e-01, eta: 9:06:47, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4762, top5_acc: 0.7354, loss_cls: 2.1818, loss: 2.1818, grad_norm: 1.3706, top1_acc/aux0: 0.5009, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0473, loss/aux0: 2.0473, top1_acc/aux1: 0.5224, top5_acc/aux1: 0.7766, loss_cls/aux1: 1.9393, loss/aux1: 1.9393, top1_acc/aux2: 0.4382, top5_acc/aux2: 0.7061, loss_cls/aux2: 2.3193, loss/aux2: 2.3193 2020-10-26 04:53:51,240 - mmaction - INFO - Epoch [124][140/264] lr: 2.388e-01, eta: 9:06:29, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4729, top5_acc: 0.7288, loss_cls: 2.1851, loss: 2.1851, grad_norm: 1.3812, top1_acc/aux0: 0.5043, top5_acc/aux0: 0.7686, loss_cls/aux0: 2.0345, loss/aux0: 2.0345, top1_acc/aux1: 0.5214, top5_acc/aux1: 0.7689, loss_cls/aux1: 1.9815, loss/aux1: 1.9815, top1_acc/aux2: 0.4431, top5_acc/aux2: 0.7101, loss_cls/aux2: 2.3169, loss/aux2: 2.3169 2020-10-26 04:54:38,743 - mmaction - INFO - Epoch [124][160/264] lr: 2.388e-01, eta: 9:06:11, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4786, top5_acc: 0.7354, loss_cls: 2.1503, loss: 2.1503, grad_norm: 1.3572, top1_acc/aux0: 0.4991, top5_acc/aux0: 0.7618, loss_cls/aux0: 2.0688, loss/aux0: 2.0688, top1_acc/aux1: 0.5189, top5_acc/aux1: 0.7696, loss_cls/aux1: 1.9659, loss/aux1: 1.9659, top1_acc/aux2: 0.4497, top5_acc/aux2: 0.7116, loss_cls/aux2: 2.3009, loss/aux2: 2.3009 2020-10-26 04:55:26,293 - mmaction - INFO - Epoch [124][180/264] lr: 2.388e-01, eta: 9:05:52, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4622, top5_acc: 0.7196, loss_cls: 2.2189, loss: 2.2189, grad_norm: 1.3262, top1_acc/aux0: 0.4962, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.0806, loss/aux0: 2.0806, top1_acc/aux1: 0.5175, top5_acc/aux1: 0.7780, loss_cls/aux1: 1.9438, loss/aux1: 1.9438, top1_acc/aux2: 0.4422, top5_acc/aux2: 0.7085, loss_cls/aux2: 2.2983, loss/aux2: 2.2983 2020-10-26 04:56:14,010 - mmaction - INFO - Epoch [124][200/264] lr: 2.388e-01, eta: 9:05:34, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4731, top5_acc: 0.7295, loss_cls: 2.1739, loss: 2.1739, grad_norm: 1.3737, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0403, loss/aux0: 2.0403, top1_acc/aux1: 0.5148, top5_acc/aux1: 0.7734, loss_cls/aux1: 1.9733, loss/aux1: 1.9733, top1_acc/aux2: 0.4432, top5_acc/aux2: 0.7075, loss_cls/aux2: 2.3077, loss/aux2: 2.3077 2020-10-26 04:57:01,309 - mmaction - INFO - Epoch [124][220/264] lr: 2.388e-01, eta: 9:05:15, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4622, top5_acc: 0.7200, loss_cls: 2.2367, loss: 2.2367, grad_norm: 1.3554, top1_acc/aux0: 0.5059, top5_acc/aux0: 0.7590, loss_cls/aux0: 2.0430, loss/aux0: 2.0430, top1_acc/aux1: 0.5116, top5_acc/aux1: 0.7668, loss_cls/aux1: 1.9965, loss/aux1: 1.9965, top1_acc/aux2: 0.4425, top5_acc/aux2: 0.7035, loss_cls/aux2: 2.3304, loss/aux2: 2.3304 2020-10-26 04:57:48,858 - mmaction - INFO - Epoch [124][240/264] lr: 2.388e-01, eta: 9:04:57, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4804, top5_acc: 0.7422, loss_cls: 2.1476, loss: 2.1476, grad_norm: 1.3729, top1_acc/aux0: 0.4946, top5_acc/aux0: 0.7611, loss_cls/aux0: 2.0623, loss/aux0: 2.0623, top1_acc/aux1: 0.5201, top5_acc/aux1: 0.7774, loss_cls/aux1: 1.9517, loss/aux1: 1.9517, top1_acc/aux2: 0.4438, top5_acc/aux2: 0.7061, loss_cls/aux2: 2.3080, loss/aux2: 2.3080 2020-10-26 04:58:36,493 - mmaction - INFO - Epoch [124][260/264] lr: 2.388e-01, eta: 9:04:38, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4618, top5_acc: 0.7236, loss_cls: 2.2288, loss: 2.2288, grad_norm: 1.3940, top1_acc/aux0: 0.4976, top5_acc/aux0: 0.7566, loss_cls/aux0: 2.0739, loss/aux0: 2.0739, top1_acc/aux1: 0.5259, top5_acc/aux1: 0.7790, loss_cls/aux1: 1.9332, loss/aux1: 1.9332, top1_acc/aux2: 0.4477, top5_acc/aux2: 0.7089, loss_cls/aux2: 2.2872, loss/aux2: 2.2872 2020-10-26 05:02:40,090 - mmaction - INFO - Epoch [125][20/264] lr: 2.360e-01, eta: 9:04:12, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4800, top5_acc: 0.7290, loss_cls: 2.1603, loss: 2.1603, grad_norm: 1.3581, top1_acc/aux0: 0.5153, top5_acc/aux0: 0.7642, loss_cls/aux0: 2.0167, loss/aux0: 2.0167, top1_acc/aux1: 0.5326, top5_acc/aux1: 0.7774, loss_cls/aux1: 1.9509, loss/aux1: 1.9509, top1_acc/aux2: 0.4448, top5_acc/aux2: 0.7174, loss_cls/aux2: 2.2750, loss/aux2: 2.2750 2020-10-26 05:03:27,323 - mmaction - INFO - Epoch [125][40/264] lr: 2.360e-01, eta: 9:03:53, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4773, top5_acc: 0.7325, loss_cls: 2.1750, loss: 2.1750, grad_norm: 1.3746, top1_acc/aux0: 0.5038, top5_acc/aux0: 0.7618, loss_cls/aux0: 2.0406, loss/aux0: 2.0406, top1_acc/aux1: 0.5281, top5_acc/aux1: 0.7740, loss_cls/aux1: 1.9574, loss/aux1: 1.9574, top1_acc/aux2: 0.4370, top5_acc/aux2: 0.7043, loss_cls/aux2: 2.3230, loss/aux2: 2.3230 2020-10-26 05:04:14,659 - mmaction - INFO - Epoch [125][60/264] lr: 2.360e-01, eta: 9:03:34, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4748, top5_acc: 0.7352, loss_cls: 2.1586, loss: 2.1586, grad_norm: 1.3933, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0623, loss/aux0: 2.0623, top1_acc/aux1: 0.5236, top5_acc/aux1: 0.7642, loss_cls/aux1: 1.9722, loss/aux1: 1.9722, top1_acc/aux2: 0.4385, top5_acc/aux2: 0.7040, loss_cls/aux2: 2.3244, loss/aux2: 2.3244 2020-10-26 05:05:01,912 - mmaction - INFO - Epoch [125][80/264] lr: 2.360e-01, eta: 9:03:16, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4814, top5_acc: 0.7347, loss_cls: 2.1501, loss: 2.1501, grad_norm: 1.3724, top1_acc/aux0: 0.5040, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0666, loss/aux0: 2.0666, top1_acc/aux1: 0.5194, top5_acc/aux1: 0.7601, loss_cls/aux1: 1.9902, loss/aux1: 1.9902, top1_acc/aux2: 0.4339, top5_acc/aux2: 0.7111, loss_cls/aux2: 2.3138, loss/aux2: 2.3138 2020-10-26 05:05:49,218 - mmaction - INFO - Epoch [125][100/264] lr: 2.360e-01, eta: 9:02:57, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4644, top5_acc: 0.7191, loss_cls: 2.2174, loss: 2.2174, grad_norm: 1.3584, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7595, loss_cls/aux0: 2.0872, loss/aux0: 2.0872, top1_acc/aux1: 0.5217, top5_acc/aux1: 0.7720, loss_cls/aux1: 1.9687, loss/aux1: 1.9687, top1_acc/aux2: 0.4319, top5_acc/aux2: 0.7042, loss_cls/aux2: 2.3366, loss/aux2: 2.3366 2020-10-26 05:06:36,720 - mmaction - INFO - Epoch [125][120/264] lr: 2.360e-01, eta: 9:02:38, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4813, top5_acc: 0.7295, loss_cls: 2.1667, loss: 2.1667, grad_norm: 1.3737, top1_acc/aux0: 0.4965, top5_acc/aux0: 0.7623, loss_cls/aux0: 2.0626, loss/aux0: 2.0626, top1_acc/aux1: 0.5273, top5_acc/aux1: 0.7792, loss_cls/aux1: 1.9332, loss/aux1: 1.9332, top1_acc/aux2: 0.4516, top5_acc/aux2: 0.7111, loss_cls/aux2: 2.2869, loss/aux2: 2.2869 2020-10-26 05:07:24,085 - mmaction - INFO - Epoch [125][140/264] lr: 2.360e-01, eta: 9:02:20, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4811, top5_acc: 0.7295, loss_cls: 2.1599, loss: 2.1599, grad_norm: 1.3694, top1_acc/aux0: 0.4983, top5_acc/aux0: 0.7637, loss_cls/aux0: 2.0301, loss/aux0: 2.0301, top1_acc/aux1: 0.5274, top5_acc/aux1: 0.7780, loss_cls/aux1: 1.9163, loss/aux1: 1.9163, top1_acc/aux2: 0.4510, top5_acc/aux2: 0.7122, loss_cls/aux2: 2.2642, loss/aux2: 2.2642 2020-10-26 05:08:11,381 - mmaction - INFO - Epoch [125][160/264] lr: 2.360e-01, eta: 9:02:01, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4818, top5_acc: 0.7318, loss_cls: 2.1672, loss: 2.1672, grad_norm: 1.3939, top1_acc/aux0: 0.4955, top5_acc/aux0: 0.7606, loss_cls/aux0: 2.0354, loss/aux0: 2.0354, top1_acc/aux1: 0.5264, top5_acc/aux1: 0.7786, loss_cls/aux1: 1.9268, loss/aux1: 1.9268, top1_acc/aux2: 0.4457, top5_acc/aux2: 0.7050, loss_cls/aux2: 2.2791, loss/aux2: 2.2791 2020-10-26 05:08:58,609 - mmaction - INFO - Epoch [125][180/264] lr: 2.360e-01, eta: 9:01:43, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4802, top5_acc: 0.7410, loss_cls: 2.1381, loss: 2.1381, grad_norm: 1.3545, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7575, loss_cls/aux0: 2.0667, loss/aux0: 2.0667, top1_acc/aux1: 0.5208, top5_acc/aux1: 0.7814, loss_cls/aux1: 1.9470, loss/aux1: 1.9470, top1_acc/aux2: 0.4484, top5_acc/aux2: 0.7113, loss_cls/aux2: 2.2718, loss/aux2: 2.2718 2020-10-26 05:09:46,173 - mmaction - INFO - Epoch [125][200/264] lr: 2.360e-01, eta: 9:01:24, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7363, loss_cls: 2.1547, loss: 2.1547, grad_norm: 1.3653, top1_acc/aux0: 0.4998, top5_acc/aux0: 0.7682, loss_cls/aux0: 2.0406, loss/aux0: 2.0406, top1_acc/aux1: 0.5210, top5_acc/aux1: 0.7816, loss_cls/aux1: 1.9311, loss/aux1: 1.9311, top1_acc/aux2: 0.4503, top5_acc/aux2: 0.7132, loss_cls/aux2: 2.2726, loss/aux2: 2.2726 2020-10-26 05:10:33,881 - mmaction - INFO - Epoch [125][220/264] lr: 2.360e-01, eta: 9:01:05, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4661, top5_acc: 0.7278, loss_cls: 2.1766, loss: 2.1766, grad_norm: 1.3566, top1_acc/aux0: 0.5139, top5_acc/aux0: 0.7780, loss_cls/aux0: 1.9971, loss/aux0: 1.9971, top1_acc/aux1: 0.5205, top5_acc/aux1: 0.7766, loss_cls/aux1: 1.9281, loss/aux1: 1.9281, top1_acc/aux2: 0.4453, top5_acc/aux2: 0.7002, loss_cls/aux2: 2.3089, loss/aux2: 2.3089 2020-10-26 05:11:21,452 - mmaction - INFO - Epoch [125][240/264] lr: 2.360e-01, eta: 9:00:47, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4740, top5_acc: 0.7274, loss_cls: 2.1827, loss: 2.1827, grad_norm: 1.3744, top1_acc/aux0: 0.5054, top5_acc/aux0: 0.7668, loss_cls/aux0: 2.0483, loss/aux0: 2.0483, top1_acc/aux1: 0.5156, top5_acc/aux1: 0.7743, loss_cls/aux1: 1.9440, loss/aux1: 1.9440, top1_acc/aux2: 0.4359, top5_acc/aux2: 0.6977, loss_cls/aux2: 2.3217, loss/aux2: 2.3217 2020-10-26 05:12:08,940 - mmaction - INFO - Epoch [125][260/264] lr: 2.360e-01, eta: 9:00:28, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4851, top5_acc: 0.7359, loss_cls: 2.1409, loss: 2.1409, grad_norm: 1.3731, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7627, loss_cls/aux0: 2.0636, loss/aux0: 2.0636, top1_acc/aux1: 0.5247, top5_acc/aux1: 0.7776, loss_cls/aux1: 1.9467, loss/aux1: 1.9467, top1_acc/aux2: 0.4384, top5_acc/aux2: 0.7057, loss_cls/aux2: 2.2892, loss/aux2: 2.2892 2020-10-26 05:16:10,389 - mmaction - INFO - Epoch [126][20/264] lr: 2.333e-01, eta: 9:00:02, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4878, top5_acc: 0.7464, loss_cls: 2.0935, loss: 2.0935, grad_norm: 1.3965, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7597, loss_cls/aux0: 2.0625, loss/aux0: 2.0625, top1_acc/aux1: 0.5128, top5_acc/aux1: 0.7806, loss_cls/aux1: 1.9377, loss/aux1: 1.9377, top1_acc/aux2: 0.4559, top5_acc/aux2: 0.7184, loss_cls/aux2: 2.2566, loss/aux2: 2.2566 2020-10-26 05:16:57,516 - mmaction - INFO - Epoch [126][40/264] lr: 2.333e-01, eta: 8:59:43, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4747, top5_acc: 0.7250, loss_cls: 2.1763, loss: 2.1763, grad_norm: 1.3726, top1_acc/aux0: 0.4960, top5_acc/aux0: 0.7592, loss_cls/aux0: 2.0726, loss/aux0: 2.0726, top1_acc/aux1: 0.5144, top5_acc/aux1: 0.7747, loss_cls/aux1: 1.9569, loss/aux1: 1.9569, top1_acc/aux2: 0.4408, top5_acc/aux2: 0.7118, loss_cls/aux2: 2.2973, loss/aux2: 2.2973 2020-10-26 05:17:45,325 - mmaction - INFO - Epoch [126][60/264] lr: 2.333e-01, eta: 8:59:25, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.4743, top5_acc: 0.7398, loss_cls: 2.1538, loss: 2.1538, grad_norm: 1.3946, top1_acc/aux0: 0.5071, top5_acc/aux0: 0.7601, loss_cls/aux0: 2.0443, loss/aux0: 2.0443, top1_acc/aux1: 0.5175, top5_acc/aux1: 0.7748, loss_cls/aux1: 1.9692, loss/aux1: 1.9692, top1_acc/aux2: 0.4373, top5_acc/aux2: 0.7099, loss_cls/aux2: 2.3034, loss/aux2: 2.3034 2020-10-26 05:18:32,532 - mmaction - INFO - Epoch [126][80/264] lr: 2.333e-01, eta: 8:59:07, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4793, top5_acc: 0.7382, loss_cls: 2.1464, loss: 2.1464, grad_norm: 1.3947, top1_acc/aux0: 0.5066, top5_acc/aux0: 0.7691, loss_cls/aux0: 2.0199, loss/aux0: 2.0199, top1_acc/aux1: 0.5184, top5_acc/aux1: 0.7731, loss_cls/aux1: 1.9847, loss/aux1: 1.9847, top1_acc/aux2: 0.4573, top5_acc/aux2: 0.7182, loss_cls/aux2: 2.2516, loss/aux2: 2.2516 2020-10-26 05:19:20,173 - mmaction - INFO - Epoch [126][100/264] lr: 2.333e-01, eta: 8:58:48, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.4733, top5_acc: 0.7380, loss_cls: 2.1361, loss: 2.1361, grad_norm: 1.3864, top1_acc/aux0: 0.5069, top5_acc/aux0: 0.7719, loss_cls/aux0: 2.0309, loss/aux0: 2.0309, top1_acc/aux1: 0.5217, top5_acc/aux1: 0.7750, loss_cls/aux1: 1.9736, loss/aux1: 1.9736, top1_acc/aux2: 0.4465, top5_acc/aux2: 0.7189, loss_cls/aux2: 2.2919, loss/aux2: 2.2919 2020-10-26 05:20:07,419 - mmaction - INFO - Epoch [126][120/264] lr: 2.333e-01, eta: 8:58:30, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4767, top5_acc: 0.7410, loss_cls: 2.1605, loss: 2.1605, grad_norm: 1.3968, top1_acc/aux0: 0.5177, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9988, loss/aux0: 1.9988, top1_acc/aux1: 0.5233, top5_acc/aux1: 0.7769, loss_cls/aux1: 1.9696, loss/aux1: 1.9696, top1_acc/aux2: 0.4333, top5_acc/aux2: 0.7031, loss_cls/aux2: 2.3488, loss/aux2: 2.3488 2020-10-26 05:20:55,055 - mmaction - INFO - Epoch [126][140/264] lr: 2.333e-01, eta: 8:58:11, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.4863, top5_acc: 0.7387, loss_cls: 2.1339, loss: 2.1339, grad_norm: 1.3742, top1_acc/aux0: 0.5153, top5_acc/aux0: 0.7717, loss_cls/aux0: 1.9932, loss/aux0: 1.9932, top1_acc/aux1: 0.5194, top5_acc/aux1: 0.7734, loss_cls/aux1: 1.9630, loss/aux1: 1.9630, top1_acc/aux2: 0.4465, top5_acc/aux2: 0.7023, loss_cls/aux2: 2.3043, loss/aux2: 2.3043 2020-10-26 05:21:42,387 - mmaction - INFO - Epoch [126][160/264] lr: 2.333e-01, eta: 8:57:53, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4630, top5_acc: 0.7267, loss_cls: 2.2072, loss: 2.2072, grad_norm: 1.3649, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9932, loss/aux0: 1.9932, top1_acc/aux1: 0.5229, top5_acc/aux1: 0.7745, loss_cls/aux1: 1.9435, loss/aux1: 1.9435, top1_acc/aux2: 0.4465, top5_acc/aux2: 0.7135, loss_cls/aux2: 2.2887, loss/aux2: 2.2887 2020-10-26 05:22:29,859 - mmaction - INFO - Epoch [126][180/264] lr: 2.333e-01, eta: 8:57:34, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4677, top5_acc: 0.7266, loss_cls: 2.2023, loss: 2.2023, grad_norm: 1.3735, top1_acc/aux0: 0.5087, top5_acc/aux0: 0.7632, loss_cls/aux0: 2.0169, loss/aux0: 2.0169, top1_acc/aux1: 0.5245, top5_acc/aux1: 0.7734, loss_cls/aux1: 1.9588, loss/aux1: 1.9588, top1_acc/aux2: 0.4481, top5_acc/aux2: 0.7148, loss_cls/aux2: 2.2993, loss/aux2: 2.2993 2020-10-26 05:23:16,923 - mmaction - INFO - Epoch [126][200/264] lr: 2.333e-01, eta: 8:57:16, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4816, top5_acc: 0.7361, loss_cls: 2.1492, loss: 2.1492, grad_norm: 1.3943, top1_acc/aux0: 0.5064, top5_acc/aux0: 0.7608, loss_cls/aux0: 2.0383, loss/aux0: 2.0383, top1_acc/aux1: 0.5179, top5_acc/aux1: 0.7774, loss_cls/aux1: 1.9657, loss/aux1: 1.9657, top1_acc/aux2: 0.4582, top5_acc/aux2: 0.7165, loss_cls/aux2: 2.2749, loss/aux2: 2.2749 2020-10-26 05:24:04,314 - mmaction - INFO - Epoch [126][220/264] lr: 2.333e-01, eta: 8:56:57, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4799, top5_acc: 0.7306, loss_cls: 2.1618, loss: 2.1618, grad_norm: 1.3925, top1_acc/aux0: 0.5116, top5_acc/aux0: 0.7682, loss_cls/aux0: 2.0161, loss/aux0: 2.0161, top1_acc/aux1: 0.5080, top5_acc/aux1: 0.7712, loss_cls/aux1: 2.0039, loss/aux1: 2.0039, top1_acc/aux2: 0.4510, top5_acc/aux2: 0.7064, loss_cls/aux2: 2.3078, loss/aux2: 2.3078 2020-10-26 05:24:51,729 - mmaction - INFO - Epoch [126][240/264] lr: 2.333e-01, eta: 8:56:38, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4825, top5_acc: 0.7387, loss_cls: 2.1506, loss: 2.1506, grad_norm: 1.4083, top1_acc/aux0: 0.5064, top5_acc/aux0: 0.7717, loss_cls/aux0: 2.0075, loss/aux0: 2.0075, top1_acc/aux1: 0.5108, top5_acc/aux1: 0.7670, loss_cls/aux1: 1.9972, loss/aux1: 1.9972, top1_acc/aux2: 0.4590, top5_acc/aux2: 0.7111, loss_cls/aux2: 2.2762, loss/aux2: 2.2762 2020-10-26 05:25:39,296 - mmaction - INFO - Epoch [126][260/264] lr: 2.333e-01, eta: 8:56:20, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4866, top5_acc: 0.7451, loss_cls: 2.1405, loss: 2.1405, grad_norm: 1.3938, top1_acc/aux0: 0.5163, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9732, loss/aux0: 1.9732, top1_acc/aux1: 0.5153, top5_acc/aux1: 0.7760, loss_cls/aux1: 1.9321, loss/aux1: 1.9321, top1_acc/aux2: 0.4580, top5_acc/aux2: 0.7158, loss_cls/aux2: 2.2567, loss/aux2: 2.2567 2020-10-26 05:30:10,626 - mmaction - INFO - Epoch [127][20/264] lr: 2.305e-01, eta: 8:55:54, time: 0.981, data_time: 0.000, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7424, loss_cls: 2.1103, loss: 2.1103, grad_norm: 1.3743, top1_acc/aux0: 0.5007, top5_acc/aux0: 0.7632, loss_cls/aux0: 2.0464, loss/aux0: 2.0464, top1_acc/aux1: 0.5337, top5_acc/aux1: 0.7823, loss_cls/aux1: 1.9001, loss/aux1: 1.9001, top1_acc/aux2: 0.4472, top5_acc/aux2: 0.7049, loss_cls/aux2: 2.3194, loss/aux2: 2.3194 2020-10-26 05:30:57,367 - mmaction - INFO - Epoch [127][40/264] lr: 2.305e-01, eta: 8:55:35, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4972, top5_acc: 0.7462, loss_cls: 2.0888, loss: 2.0888, grad_norm: 1.3838, top1_acc/aux0: 0.5063, top5_acc/aux0: 0.7646, loss_cls/aux0: 2.0290, loss/aux0: 2.0290, top1_acc/aux1: 0.5314, top5_acc/aux1: 0.7813, loss_cls/aux1: 1.9057, loss/aux1: 1.9057, top1_acc/aux2: 0.4495, top5_acc/aux2: 0.7082, loss_cls/aux2: 2.3067, loss/aux2: 2.3067 2020-10-26 05:31:44,621 - mmaction - INFO - Epoch [127][60/264] lr: 2.305e-01, eta: 8:55:17, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4821, top5_acc: 0.7288, loss_cls: 2.1620, loss: 2.1620, grad_norm: 1.3735, top1_acc/aux0: 0.5106, top5_acc/aux0: 0.7644, loss_cls/aux0: 2.0294, loss/aux0: 2.0294, top1_acc/aux1: 0.5255, top5_acc/aux1: 0.7762, loss_cls/aux1: 1.9220, loss/aux1: 1.9220, top1_acc/aux2: 0.4552, top5_acc/aux2: 0.7146, loss_cls/aux2: 2.2820, loss/aux2: 2.2820 2020-10-26 05:32:32,087 - mmaction - INFO - Epoch [127][80/264] lr: 2.305e-01, eta: 8:54:58, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4938, top5_acc: 0.7398, loss_cls: 2.0985, loss: 2.0985, grad_norm: 1.3952, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0335, loss/aux0: 2.0335, top1_acc/aux1: 0.5186, top5_acc/aux1: 0.7734, loss_cls/aux1: 1.9478, loss/aux1: 1.9478, top1_acc/aux2: 0.4425, top5_acc/aux2: 0.7049, loss_cls/aux2: 2.3343, loss/aux2: 2.3343 2020-10-26 05:33:19,293 - mmaction - INFO - Epoch [127][100/264] lr: 2.305e-01, eta: 8:54:40, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4752, top5_acc: 0.7358, loss_cls: 2.1619, loss: 2.1619, grad_norm: 1.3894, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0126, loss/aux0: 2.0126, top1_acc/aux1: 0.5200, top5_acc/aux1: 0.7797, loss_cls/aux1: 1.9395, loss/aux1: 1.9395, top1_acc/aux2: 0.4387, top5_acc/aux2: 0.6931, loss_cls/aux2: 2.3593, loss/aux2: 2.3593 2020-10-26 05:34:06,699 - mmaction - INFO - Epoch [127][120/264] lr: 2.305e-01, eta: 8:54:21, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4882, top5_acc: 0.7352, loss_cls: 2.1113, loss: 2.1113, grad_norm: 1.4006, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7595, loss_cls/aux0: 2.0398, loss/aux0: 2.0398, top1_acc/aux1: 0.5330, top5_acc/aux1: 0.7854, loss_cls/aux1: 1.8978, loss/aux1: 1.8978, top1_acc/aux2: 0.4599, top5_acc/aux2: 0.7082, loss_cls/aux2: 2.2822, loss/aux2: 2.2822 2020-10-26 05:34:54,266 - mmaction - INFO - Epoch [127][140/264] lr: 2.305e-01, eta: 8:54:02, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4821, top5_acc: 0.7408, loss_cls: 2.1339, loss: 2.1339, grad_norm: 1.4040, top1_acc/aux0: 0.4976, top5_acc/aux0: 0.7554, loss_cls/aux0: 2.0535, loss/aux0: 2.0535, top1_acc/aux1: 0.5248, top5_acc/aux1: 0.7747, loss_cls/aux1: 1.9416, loss/aux1: 1.9416, top1_acc/aux2: 0.4498, top5_acc/aux2: 0.7113, loss_cls/aux2: 2.2904, loss/aux2: 2.2904 2020-10-26 05:35:41,410 - mmaction - INFO - Epoch [127][160/264] lr: 2.305e-01, eta: 8:53:44, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4767, top5_acc: 0.7293, loss_cls: 2.1557, loss: 2.1557, grad_norm: 1.3564, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7587, loss_cls/aux0: 2.0320, loss/aux0: 2.0320, top1_acc/aux1: 0.5241, top5_acc/aux1: 0.7733, loss_cls/aux1: 1.9512, loss/aux1: 1.9512, top1_acc/aux2: 0.4340, top5_acc/aux2: 0.7031, loss_cls/aux2: 2.3276, loss/aux2: 2.3276 2020-10-26 05:36:28,846 - mmaction - INFO - Epoch [127][180/264] lr: 2.305e-01, eta: 8:53:25, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4799, top5_acc: 0.7345, loss_cls: 2.1609, loss: 2.1609, grad_norm: 1.3772, top1_acc/aux0: 0.5061, top5_acc/aux0: 0.7656, loss_cls/aux0: 2.0245, loss/aux0: 2.0245, top1_acc/aux1: 0.5318, top5_acc/aux1: 0.7785, loss_cls/aux1: 1.9186, loss/aux1: 1.9186, top1_acc/aux2: 0.4490, top5_acc/aux2: 0.7090, loss_cls/aux2: 2.2787, loss/aux2: 2.2787 2020-10-26 05:37:16,556 - mmaction - INFO - Epoch [127][200/264] lr: 2.305e-01, eta: 8:53:07, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4788, top5_acc: 0.7311, loss_cls: 2.1610, loss: 2.1610, grad_norm: 1.3897, top1_acc/aux0: 0.5038, top5_acc/aux0: 0.7684, loss_cls/aux0: 2.0309, loss/aux0: 2.0309, top1_acc/aux1: 0.5153, top5_acc/aux1: 0.7729, loss_cls/aux1: 1.9690, loss/aux1: 1.9690, top1_acc/aux2: 0.4615, top5_acc/aux2: 0.7128, loss_cls/aux2: 2.2416, loss/aux2: 2.2416 2020-10-26 05:38:03,907 - mmaction - INFO - Epoch [127][220/264] lr: 2.305e-01, eta: 8:52:48, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4682, top5_acc: 0.7330, loss_cls: 2.1967, loss: 2.1967, grad_norm: 1.4047, top1_acc/aux0: 0.4960, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0621, loss/aux0: 2.0621, top1_acc/aux1: 0.5146, top5_acc/aux1: 0.7722, loss_cls/aux1: 1.9978, loss/aux1: 1.9978, top1_acc/aux2: 0.4398, top5_acc/aux2: 0.7010, loss_cls/aux2: 2.3134, loss/aux2: 2.3134 2020-10-26 05:38:51,162 - mmaction - INFO - Epoch [127][240/264] lr: 2.305e-01, eta: 8:52:29, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4826, top5_acc: 0.7385, loss_cls: 2.1361, loss: 2.1361, grad_norm: 1.3808, top1_acc/aux0: 0.4944, top5_acc/aux0: 0.7564, loss_cls/aux0: 2.0767, loss/aux0: 2.0767, top1_acc/aux1: 0.5212, top5_acc/aux1: 0.7736, loss_cls/aux1: 1.9671, loss/aux1: 1.9671, top1_acc/aux2: 0.4372, top5_acc/aux2: 0.7073, loss_cls/aux2: 2.2997, loss/aux2: 2.2997 2020-10-26 05:39:38,399 - mmaction - INFO - Epoch [127][260/264] lr: 2.305e-01, eta: 8:52:11, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4788, top5_acc: 0.7288, loss_cls: 2.1817, loss: 2.1817, grad_norm: 1.3565, top1_acc/aux0: 0.4981, top5_acc/aux0: 0.7561, loss_cls/aux0: 2.0762, loss/aux0: 2.0762, top1_acc/aux1: 0.5172, top5_acc/aux1: 0.7700, loss_cls/aux1: 1.9669, loss/aux1: 1.9669, top1_acc/aux2: 0.4509, top5_acc/aux2: 0.7161, loss_cls/aux2: 2.2625, loss/aux2: 2.2625 2020-10-26 05:43:19,120 - mmaction - INFO - Epoch [128][20/264] lr: 2.278e-01, eta: 8:51:44, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4813, top5_acc: 0.7363, loss_cls: 2.1559, loss: 2.1559, grad_norm: 1.3989, top1_acc/aux0: 0.5049, top5_acc/aux0: 0.7708, loss_cls/aux0: 2.0228, loss/aux0: 2.0228, top1_acc/aux1: 0.5372, top5_acc/aux1: 0.7816, loss_cls/aux1: 1.9064, loss/aux1: 1.9064, top1_acc/aux2: 0.4594, top5_acc/aux2: 0.7139, loss_cls/aux2: 2.2595, loss/aux2: 2.2595 2020-10-26 05:44:06,799 - mmaction - INFO - Epoch [128][40/264] lr: 2.278e-01, eta: 8:51:26, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.4729, top5_acc: 0.7349, loss_cls: 2.1548, loss: 2.1548, grad_norm: 1.3800, top1_acc/aux0: 0.4929, top5_acc/aux0: 0.7611, loss_cls/aux0: 2.0772, loss/aux0: 2.0772, top1_acc/aux1: 0.5345, top5_acc/aux1: 0.7828, loss_cls/aux1: 1.8931, loss/aux1: 1.8931, top1_acc/aux2: 0.4483, top5_acc/aux2: 0.7095, loss_cls/aux2: 2.2976, loss/aux2: 2.2976 2020-10-26 05:44:54,014 - mmaction - INFO - Epoch [128][60/264] lr: 2.278e-01, eta: 8:51:07, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4918, top5_acc: 0.7356, loss_cls: 2.1063, loss: 2.1063, grad_norm: 1.3817, top1_acc/aux0: 0.4960, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0715, loss/aux0: 2.0715, top1_acc/aux1: 0.5293, top5_acc/aux1: 0.7802, loss_cls/aux1: 1.8934, loss/aux1: 1.8934, top1_acc/aux2: 0.4438, top5_acc/aux2: 0.7165, loss_cls/aux2: 2.2862, loss/aux2: 2.2862 2020-10-26 05:45:41,582 - mmaction - INFO - Epoch [128][80/264] lr: 2.278e-01, eta: 8:50:49, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4771, top5_acc: 0.7285, loss_cls: 2.1697, loss: 2.1697, grad_norm: 1.4102, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0215, loss/aux0: 2.0215, top1_acc/aux1: 0.5231, top5_acc/aux1: 0.7762, loss_cls/aux1: 1.9197, loss/aux1: 1.9197, top1_acc/aux2: 0.4505, top5_acc/aux2: 0.7168, loss_cls/aux2: 2.2479, loss/aux2: 2.2479 2020-10-26 05:46:28,734 - mmaction - INFO - Epoch [128][100/264] lr: 2.278e-01, eta: 8:50:30, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4887, top5_acc: 0.7460, loss_cls: 2.1048, loss: 2.1048, grad_norm: 1.3942, top1_acc/aux0: 0.5082, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0095, loss/aux0: 2.0095, top1_acc/aux1: 0.5283, top5_acc/aux1: 0.7769, loss_cls/aux1: 1.9025, loss/aux1: 1.9025, top1_acc/aux2: 0.4540, top5_acc/aux2: 0.7066, loss_cls/aux2: 2.2644, loss/aux2: 2.2644 2020-10-26 05:47:16,029 - mmaction - INFO - Epoch [128][120/264] lr: 2.278e-01, eta: 8:50:12, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4681, top5_acc: 0.7335, loss_cls: 2.1648, loss: 2.1648, grad_norm: 1.3882, top1_acc/aux0: 0.5017, top5_acc/aux0: 0.7611, loss_cls/aux0: 2.0385, loss/aux0: 2.0385, top1_acc/aux1: 0.5340, top5_acc/aux1: 0.7778, loss_cls/aux1: 1.8828, loss/aux1: 1.8828, top1_acc/aux2: 0.4585, top5_acc/aux2: 0.7082, loss_cls/aux2: 2.2723, loss/aux2: 2.2723 2020-10-26 05:48:03,838 - mmaction - INFO - Epoch [128][140/264] lr: 2.278e-01, eta: 8:49:53, time: 0.964, data_time: 0.000, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7325, loss_cls: 2.1577, loss: 2.1577, grad_norm: 1.4015, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7661, loss_cls/aux0: 2.0394, loss/aux0: 2.0394, top1_acc/aux1: 0.5264, top5_acc/aux1: 0.7774, loss_cls/aux1: 1.9152, loss/aux1: 1.9152, top1_acc/aux2: 0.4557, top5_acc/aux2: 0.7120, loss_cls/aux2: 2.2764, loss/aux2: 2.2764 2020-10-26 05:48:50,950 - mmaction - INFO - Epoch [128][160/264] lr: 2.278e-01, eta: 8:49:35, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4832, top5_acc: 0.7378, loss_cls: 2.1387, loss: 2.1387, grad_norm: 1.4106, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7686, loss_cls/aux0: 2.0113, loss/aux0: 2.0113, top1_acc/aux1: 0.5269, top5_acc/aux1: 0.7813, loss_cls/aux1: 1.9239, loss/aux1: 1.9239, top1_acc/aux2: 0.4575, top5_acc/aux2: 0.7193, loss_cls/aux2: 2.2482, loss/aux2: 2.2482 2020-10-26 05:49:38,915 - mmaction - INFO - Epoch [128][180/264] lr: 2.278e-01, eta: 8:49:16, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4795, top5_acc: 0.7309, loss_cls: 2.1601, loss: 2.1601, grad_norm: 1.4044, top1_acc/aux0: 0.5137, top5_acc/aux0: 0.7660, loss_cls/aux0: 1.9965, loss/aux0: 1.9965, top1_acc/aux1: 0.5370, top5_acc/aux1: 0.7823, loss_cls/aux1: 1.8857, loss/aux1: 1.8857, top1_acc/aux2: 0.4589, top5_acc/aux2: 0.7137, loss_cls/aux2: 2.2678, loss/aux2: 2.2678 2020-10-26 05:50:26,726 - mmaction - INFO - Epoch [128][200/264] lr: 2.278e-01, eta: 8:48:58, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.4806, top5_acc: 0.7347, loss_cls: 2.1520, loss: 2.1520, grad_norm: 1.3902, top1_acc/aux0: 0.5179, top5_acc/aux0: 0.7762, loss_cls/aux0: 1.9756, loss/aux0: 1.9756, top1_acc/aux1: 0.5285, top5_acc/aux1: 0.7747, loss_cls/aux1: 1.9231, loss/aux1: 1.9231, top1_acc/aux2: 0.4536, top5_acc/aux2: 0.7123, loss_cls/aux2: 2.2820, loss/aux2: 2.2820 2020-10-26 05:51:13,774 - mmaction - INFO - Epoch [128][220/264] lr: 2.278e-01, eta: 8:48:39, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4823, top5_acc: 0.7392, loss_cls: 2.1317, loss: 2.1317, grad_norm: 1.3913, top1_acc/aux0: 0.5038, top5_acc/aux0: 0.7675, loss_cls/aux0: 2.0446, loss/aux0: 2.0446, top1_acc/aux1: 0.5191, top5_acc/aux1: 0.7729, loss_cls/aux1: 1.9552, loss/aux1: 1.9552, top1_acc/aux2: 0.4533, top5_acc/aux2: 0.7132, loss_cls/aux2: 2.2773, loss/aux2: 2.2773 2020-10-26 05:52:00,877 - mmaction - INFO - Epoch [128][240/264] lr: 2.278e-01, eta: 8:48:20, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4845, top5_acc: 0.7422, loss_cls: 2.1232, loss: 2.1232, grad_norm: 1.3830, top1_acc/aux0: 0.4972, top5_acc/aux0: 0.7564, loss_cls/aux0: 2.0838, loss/aux0: 2.0838, top1_acc/aux1: 0.5238, top5_acc/aux1: 0.7785, loss_cls/aux1: 1.9219, loss/aux1: 1.9219, top1_acc/aux2: 0.4462, top5_acc/aux2: 0.7050, loss_cls/aux2: 2.3073, loss/aux2: 2.3073 2020-10-26 05:52:48,100 - mmaction - INFO - Epoch [128][260/264] lr: 2.278e-01, eta: 8:48:02, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4813, top5_acc: 0.7295, loss_cls: 2.1595, loss: 2.1595, grad_norm: 1.3893, top1_acc/aux0: 0.5069, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0461, loss/aux0: 2.0461, top1_acc/aux1: 0.5172, top5_acc/aux1: 0.7753, loss_cls/aux1: 1.9653, loss/aux1: 1.9653, top1_acc/aux2: 0.4566, top5_acc/aux2: 0.7184, loss_cls/aux2: 2.2615, loss/aux2: 2.2615 2020-10-26 05:52:58,601 - mmaction - INFO - Saving checkpoint at 128 epochs 2020-10-26 05:53:47,967 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-26 05:53:48,142 - mmaction - INFO - top1_acc 0.5705 top5_acc 0.8154 2020-10-26 05:53:48,143 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-26 05:53:48,186 - mmaction - INFO - mean_acc 0.5713 2020-10-26 05:53:48,188 - mmaction - INFO - Epoch(val) [128][264] top1_acc: 0.5705, top5_acc: 0.8154, mean_class_accuracy: 0.5713 2020-10-26 05:57:04,985 - mmaction - INFO - Epoch [129][20/264] lr: 2.250e-01, eta: 8:47:36, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4877, top5_acc: 0.7472, loss_cls: 2.1121, loss: 2.1121, grad_norm: 1.3734, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9421, loss/aux0: 1.9421, top1_acc/aux1: 0.5253, top5_acc/aux1: 0.7844, loss_cls/aux1: 1.8945, loss/aux1: 1.8945, top1_acc/aux2: 0.4514, top5_acc/aux2: 0.7149, loss_cls/aux2: 2.2445, loss/aux2: 2.2445 2020-10-26 05:57:52,264 - mmaction - INFO - Epoch [129][40/264] lr: 2.250e-01, eta: 8:47:17, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4741, top5_acc: 0.7439, loss_cls: 2.1520, loss: 2.1520, grad_norm: 1.4242, top1_acc/aux0: 0.5175, top5_acc/aux0: 0.7830, loss_cls/aux0: 1.9609, loss/aux0: 1.9609, top1_acc/aux1: 0.5425, top5_acc/aux1: 0.7852, loss_cls/aux1: 1.8685, loss/aux1: 1.8685, top1_acc/aux2: 0.4505, top5_acc/aux2: 0.7165, loss_cls/aux2: 2.2564, loss/aux2: 2.2564 2020-10-26 05:58:39,588 - mmaction - INFO - Epoch [129][60/264] lr: 2.250e-01, eta: 8:46:59, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4800, top5_acc: 0.7392, loss_cls: 2.1202, loss: 2.1202, grad_norm: 1.3878, top1_acc/aux0: 0.5090, top5_acc/aux0: 0.7740, loss_cls/aux0: 2.0117, loss/aux0: 2.0117, top1_acc/aux1: 0.5474, top5_acc/aux1: 0.7839, loss_cls/aux1: 1.8823, loss/aux1: 1.8823, top1_acc/aux2: 0.4545, top5_acc/aux2: 0.7177, loss_cls/aux2: 2.2603, loss/aux2: 2.2603 2020-10-26 05:59:26,828 - mmaction - INFO - Epoch [129][80/264] lr: 2.250e-01, eta: 8:46:40, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4828, top5_acc: 0.7439, loss_cls: 2.1427, loss: 2.1427, grad_norm: 1.3938, top1_acc/aux0: 0.5085, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0420, loss/aux0: 2.0420, top1_acc/aux1: 0.5309, top5_acc/aux1: 0.7776, loss_cls/aux1: 1.9257, loss/aux1: 1.9257, top1_acc/aux2: 0.4460, top5_acc/aux2: 0.7137, loss_cls/aux2: 2.2837, loss/aux2: 2.2837 2020-10-26 06:00:21,521 - mmaction - INFO - Epoch [129][100/264] lr: 2.250e-01, eta: 8:46:29, time: 1.319, data_time: 0.001, memory: 8466, top1_acc: 0.4884, top5_acc: 0.7417, loss_cls: 2.1142, loss: 2.1142, grad_norm: 1.3938, top1_acc/aux0: 0.5063, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0345, loss/aux0: 2.0345, top1_acc/aux1: 0.5295, top5_acc/aux1: 0.7792, loss_cls/aux1: 1.9247, loss/aux1: 1.9247, top1_acc/aux2: 0.4387, top5_acc/aux2: 0.7163, loss_cls/aux2: 2.2979, loss/aux2: 2.2979 2020-10-26 06:01:08,915 - mmaction - INFO - Epoch [129][120/264] lr: 2.250e-01, eta: 8:46:10, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4885, top5_acc: 0.7420, loss_cls: 2.1213, loss: 2.1213, grad_norm: 1.4338, top1_acc/aux0: 0.5082, top5_acc/aux0: 0.7681, loss_cls/aux0: 1.9972, loss/aux0: 1.9972, top1_acc/aux1: 0.5229, top5_acc/aux1: 0.7750, loss_cls/aux1: 1.9435, loss/aux1: 1.9435, top1_acc/aux2: 0.4479, top5_acc/aux2: 0.7193, loss_cls/aux2: 2.2849, loss/aux2: 2.2849 2020-10-26 06:01:56,494 - mmaction - INFO - Epoch [129][140/264] lr: 2.250e-01, eta: 8:45:52, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4811, top5_acc: 0.7372, loss_cls: 2.1228, loss: 2.1228, grad_norm: 1.4079, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7708, loss_cls/aux0: 1.9863, loss/aux0: 1.9863, top1_acc/aux1: 0.5188, top5_acc/aux1: 0.7753, loss_cls/aux1: 1.9462, loss/aux1: 1.9462, top1_acc/aux2: 0.4564, top5_acc/aux2: 0.7137, loss_cls/aux2: 2.2765, loss/aux2: 2.2765 2020-10-26 06:02:43,789 - mmaction - INFO - Epoch [129][160/264] lr: 2.250e-01, eta: 8:45:33, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4818, top5_acc: 0.7399, loss_cls: 2.1344, loss: 2.1344, grad_norm: 1.3856, top1_acc/aux0: 0.5097, top5_acc/aux0: 0.7675, loss_cls/aux0: 1.9915, loss/aux0: 1.9915, top1_acc/aux1: 0.5267, top5_acc/aux1: 0.7816, loss_cls/aux1: 1.9252, loss/aux1: 1.9252, top1_acc/aux2: 0.4602, top5_acc/aux2: 0.7141, loss_cls/aux2: 2.2552, loss/aux2: 2.2552 2020-10-26 06:03:31,514 - mmaction - INFO - Epoch [129][180/264] lr: 2.250e-01, eta: 8:45:15, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4804, top5_acc: 0.7323, loss_cls: 2.1546, loss: 2.1546, grad_norm: 1.3952, top1_acc/aux0: 0.5179, top5_acc/aux0: 0.7660, loss_cls/aux0: 2.0031, loss/aux0: 2.0031, top1_acc/aux1: 0.5271, top5_acc/aux1: 0.7807, loss_cls/aux1: 1.9113, loss/aux1: 1.9113, top1_acc/aux2: 0.4559, top5_acc/aux2: 0.7120, loss_cls/aux2: 2.2611, loss/aux2: 2.2611 2020-10-26 06:04:18,647 - mmaction - INFO - Epoch [129][200/264] lr: 2.250e-01, eta: 8:44:56, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4852, top5_acc: 0.7344, loss_cls: 2.1620, loss: 2.1620, grad_norm: 1.3881, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7679, loss_cls/aux0: 2.0161, loss/aux0: 2.0161, top1_acc/aux1: 0.5290, top5_acc/aux1: 0.7844, loss_cls/aux1: 1.9015, loss/aux1: 1.9015, top1_acc/aux2: 0.4523, top5_acc/aux2: 0.7030, loss_cls/aux2: 2.3002, loss/aux2: 2.3002 2020-10-26 06:05:05,904 - mmaction - INFO - Epoch [129][220/264] lr: 2.250e-01, eta: 8:44:37, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4833, top5_acc: 0.7340, loss_cls: 2.1453, loss: 2.1453, grad_norm: 1.3814, top1_acc/aux0: 0.5028, top5_acc/aux0: 0.7693, loss_cls/aux0: 2.0118, loss/aux0: 2.0118, top1_acc/aux1: 0.5342, top5_acc/aux1: 0.7799, loss_cls/aux1: 1.9206, loss/aux1: 1.9206, top1_acc/aux2: 0.4536, top5_acc/aux2: 0.7066, loss_cls/aux2: 2.3043, loss/aux2: 2.3043 2020-10-26 06:05:53,492 - mmaction - INFO - Epoch [129][240/264] lr: 2.250e-01, eta: 8:44:19, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4691, top5_acc: 0.7351, loss_cls: 2.1918, loss: 2.1918, grad_norm: 1.3819, top1_acc/aux0: 0.4993, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0442, loss/aux0: 2.0442, top1_acc/aux1: 0.5295, top5_acc/aux1: 0.7774, loss_cls/aux1: 1.9405, loss/aux1: 1.9405, top1_acc/aux2: 0.4655, top5_acc/aux2: 0.7182, loss_cls/aux2: 2.2504, loss/aux2: 2.2504 2020-10-26 06:06:40,920 - mmaction - INFO - Epoch [129][260/264] lr: 2.250e-01, eta: 8:44:00, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4918, top5_acc: 0.7455, loss_cls: 2.1064, loss: 2.1064, grad_norm: 1.3986, top1_acc/aux0: 0.5061, top5_acc/aux0: 0.7611, loss_cls/aux0: 2.0485, loss/aux0: 2.0485, top1_acc/aux1: 0.5269, top5_acc/aux1: 0.7839, loss_cls/aux1: 1.9225, loss/aux1: 1.9225, top1_acc/aux2: 0.4698, top5_acc/aux2: 0.7179, loss_cls/aux2: 2.2370, loss/aux2: 2.2370 2020-10-26 06:11:11,457 - mmaction - INFO - Epoch [130][20/264] lr: 2.222e-01, eta: 8:43:34, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4844, top5_acc: 0.7436, loss_cls: 2.1308, loss: 2.1308, grad_norm: 1.4097, top1_acc/aux0: 0.5108, top5_acc/aux0: 0.7708, loss_cls/aux0: 1.9957, loss/aux0: 1.9957, top1_acc/aux1: 0.5486, top5_acc/aux1: 0.7938, loss_cls/aux1: 1.8585, loss/aux1: 1.8585, top1_acc/aux2: 0.4549, top5_acc/aux2: 0.7222, loss_cls/aux2: 2.2583, loss/aux2: 2.2583 2020-10-26 06:11:58,920 - mmaction - INFO - Epoch [130][40/264] lr: 2.222e-01, eta: 8:43:16, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4773, top5_acc: 0.7318, loss_cls: 2.1607, loss: 2.1607, grad_norm: 1.3800, top1_acc/aux0: 0.5033, top5_acc/aux0: 0.7644, loss_cls/aux0: 2.0244, loss/aux0: 2.0244, top1_acc/aux1: 0.5424, top5_acc/aux1: 0.7887, loss_cls/aux1: 1.8785, loss/aux1: 1.8785, top1_acc/aux2: 0.4498, top5_acc/aux2: 0.7181, loss_cls/aux2: 2.2557, loss/aux2: 2.2557 2020-10-26 06:12:46,198 - mmaction - INFO - Epoch [130][60/264] lr: 2.222e-01, eta: 8:42:57, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4804, top5_acc: 0.7347, loss_cls: 2.1314, loss: 2.1314, grad_norm: 1.3821, top1_acc/aux0: 0.4944, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0679, loss/aux0: 2.0679, top1_acc/aux1: 0.5352, top5_acc/aux1: 0.7880, loss_cls/aux1: 1.8924, loss/aux1: 1.8924, top1_acc/aux2: 0.4486, top5_acc/aux2: 0.7161, loss_cls/aux2: 2.2554, loss/aux2: 2.2554 2020-10-26 06:13:33,727 - mmaction - INFO - Epoch [130][80/264] lr: 2.222e-01, eta: 8:42:39, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4767, top5_acc: 0.7378, loss_cls: 2.1486, loss: 2.1486, grad_norm: 1.4093, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0327, loss/aux0: 2.0327, top1_acc/aux1: 0.5325, top5_acc/aux1: 0.7849, loss_cls/aux1: 1.8990, loss/aux1: 1.8990, top1_acc/aux2: 0.4486, top5_acc/aux2: 0.7123, loss_cls/aux2: 2.2692, loss/aux2: 2.2692 2020-10-26 06:14:20,886 - mmaction - INFO - Epoch [130][100/264] lr: 2.222e-01, eta: 8:42:20, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4877, top5_acc: 0.7509, loss_cls: 2.1081, loss: 2.1081, grad_norm: 1.4114, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9830, loss/aux0: 1.9830, top1_acc/aux1: 0.5318, top5_acc/aux1: 0.7783, loss_cls/aux1: 1.9114, loss/aux1: 1.9114, top1_acc/aux2: 0.4538, top5_acc/aux2: 0.7080, loss_cls/aux2: 2.2672, loss/aux2: 2.2672 2020-10-26 06:15:08,168 - mmaction - INFO - Epoch [130][120/264] lr: 2.222e-01, eta: 8:42:01, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4804, top5_acc: 0.7372, loss_cls: 2.1377, loss: 2.1377, grad_norm: 1.3976, top1_acc/aux0: 0.5087, top5_acc/aux0: 0.7681, loss_cls/aux0: 2.0074, loss/aux0: 2.0074, top1_acc/aux1: 0.5247, top5_acc/aux1: 0.7800, loss_cls/aux1: 1.9220, loss/aux1: 1.9220, top1_acc/aux2: 0.4573, top5_acc/aux2: 0.7111, loss_cls/aux2: 2.2602, loss/aux2: 2.2602 2020-10-26 06:15:55,498 - mmaction - INFO - Epoch [130][140/264] lr: 2.222e-01, eta: 8:41:43, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4797, top5_acc: 0.7354, loss_cls: 2.1636, loss: 2.1636, grad_norm: 1.3832, top1_acc/aux0: 0.5030, top5_acc/aux0: 0.7688, loss_cls/aux0: 2.0278, loss/aux0: 2.0278, top1_acc/aux1: 0.5215, top5_acc/aux1: 0.7774, loss_cls/aux1: 1.9277, loss/aux1: 1.9277, top1_acc/aux2: 0.4507, top5_acc/aux2: 0.7090, loss_cls/aux2: 2.2728, loss/aux2: 2.2728 2020-10-26 06:16:43,141 - mmaction - INFO - Epoch [130][160/264] lr: 2.222e-01, eta: 8:41:24, time: 0.950, data_time: 0.001, memory: 8466, top1_acc: 0.4759, top5_acc: 0.7365, loss_cls: 2.1507, loss: 2.1507, grad_norm: 1.4019, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7748, loss_cls/aux0: 2.0040, loss/aux0: 2.0040, top1_acc/aux1: 0.5262, top5_acc/aux1: 0.7753, loss_cls/aux1: 1.9202, loss/aux1: 1.9202, top1_acc/aux2: 0.4488, top5_acc/aux2: 0.7038, loss_cls/aux2: 2.2920, loss/aux2: 2.2920 2020-10-26 06:17:30,904 - mmaction - INFO - Epoch [130][180/264] lr: 2.222e-01, eta: 8:41:06, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4882, top5_acc: 0.7417, loss_cls: 2.0972, loss: 2.0972, grad_norm: 1.4309, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9919, loss/aux0: 1.9919, top1_acc/aux1: 0.5366, top5_acc/aux1: 0.7809, loss_cls/aux1: 1.9066, loss/aux1: 1.9066, top1_acc/aux2: 0.4592, top5_acc/aux2: 0.7184, loss_cls/aux2: 2.2550, loss/aux2: 2.2550 2020-10-26 06:18:18,698 - mmaction - INFO - Epoch [130][200/264] lr: 2.222e-01, eta: 8:40:47, time: 0.963, data_time: 0.000, memory: 8466, top1_acc: 0.4741, top5_acc: 0.7288, loss_cls: 2.1856, loss: 2.1856, grad_norm: 1.4068, top1_acc/aux0: 0.5095, top5_acc/aux0: 0.7674, loss_cls/aux0: 2.0062, loss/aux0: 2.0062, top1_acc/aux1: 0.5380, top5_acc/aux1: 0.7868, loss_cls/aux1: 1.8948, loss/aux1: 1.8948, top1_acc/aux2: 0.4630, top5_acc/aux2: 0.7233, loss_cls/aux2: 2.2478, loss/aux2: 2.2478 2020-10-26 06:19:06,259 - mmaction - INFO - Epoch [130][220/264] lr: 2.222e-01, eta: 8:40:29, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4785, top5_acc: 0.7300, loss_cls: 2.1619, loss: 2.1619, grad_norm: 1.3935, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7684, loss_cls/aux0: 2.0290, loss/aux0: 2.0290, top1_acc/aux1: 0.5243, top5_acc/aux1: 0.7806, loss_cls/aux1: 1.9206, loss/aux1: 1.9206, top1_acc/aux2: 0.4545, top5_acc/aux2: 0.7120, loss_cls/aux2: 2.2892, loss/aux2: 2.2892 2020-10-26 06:19:53,690 - mmaction - INFO - Epoch [130][240/264] lr: 2.222e-01, eta: 8:40:11, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.4929, top5_acc: 0.7406, loss_cls: 2.1015, loss: 2.1015, grad_norm: 1.4142, top1_acc/aux0: 0.5130, top5_acc/aux0: 0.7755, loss_cls/aux0: 2.0234, loss/aux0: 2.0234, top1_acc/aux1: 0.5250, top5_acc/aux1: 0.7759, loss_cls/aux1: 1.9382, loss/aux1: 1.9382, top1_acc/aux2: 0.4566, top5_acc/aux2: 0.7128, loss_cls/aux2: 2.2706, loss/aux2: 2.2706 2020-10-26 06:20:41,228 - mmaction - INFO - Epoch [130][260/264] lr: 2.222e-01, eta: 8:39:52, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4856, top5_acc: 0.7396, loss_cls: 2.1187, loss: 2.1187, grad_norm: 1.4119, top1_acc/aux0: 0.5023, top5_acc/aux0: 0.7753, loss_cls/aux0: 2.0179, loss/aux0: 2.0179, top1_acc/aux1: 0.5311, top5_acc/aux1: 0.7799, loss_cls/aux1: 1.9199, loss/aux1: 1.9199, top1_acc/aux2: 0.4552, top5_acc/aux2: 0.7130, loss_cls/aux2: 2.2801, loss/aux2: 2.2801 2020-10-26 06:24:42,663 - mmaction - INFO - Epoch [131][20/264] lr: 2.195e-01, eta: 8:39:26, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4755, top5_acc: 0.7382, loss_cls: 2.1427, loss: 2.1427, grad_norm: 1.4443, top1_acc/aux0: 0.5045, top5_acc/aux0: 0.7694, loss_cls/aux0: 2.0179, loss/aux0: 2.0179, top1_acc/aux1: 0.5153, top5_acc/aux1: 0.7670, loss_cls/aux1: 1.9600, loss/aux1: 1.9600, top1_acc/aux2: 0.4521, top5_acc/aux2: 0.7101, loss_cls/aux2: 2.2845, loss/aux2: 2.2845 2020-10-26 06:25:30,295 - mmaction - INFO - Epoch [131][40/264] lr: 2.195e-01, eta: 8:39:08, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.4863, top5_acc: 0.7335, loss_cls: 2.1509, loss: 2.1509, grad_norm: 1.4022, top1_acc/aux0: 0.5111, top5_acc/aux0: 0.7670, loss_cls/aux0: 2.0200, loss/aux0: 2.0200, top1_acc/aux1: 0.5172, top5_acc/aux1: 0.7710, loss_cls/aux1: 1.9480, loss/aux1: 1.9480, top1_acc/aux2: 0.4509, top5_acc/aux2: 0.7142, loss_cls/aux2: 2.2840, loss/aux2: 2.2840 2020-10-26 06:26:17,511 - mmaction - INFO - Epoch [131][60/264] lr: 2.195e-01, eta: 8:38:49, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4887, top5_acc: 0.7396, loss_cls: 2.1321, loss: 2.1321, grad_norm: 1.4464, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7674, loss_cls/aux0: 2.0173, loss/aux0: 2.0173, top1_acc/aux1: 0.5219, top5_acc/aux1: 0.7741, loss_cls/aux1: 1.9311, loss/aux1: 1.9311, top1_acc/aux2: 0.4509, top5_acc/aux2: 0.7153, loss_cls/aux2: 2.2729, loss/aux2: 2.2729 2020-10-26 06:27:04,889 - mmaction - INFO - Epoch [131][80/264] lr: 2.195e-01, eta: 8:38:30, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4915, top5_acc: 0.7441, loss_cls: 2.0910, loss: 2.0910, grad_norm: 1.4374, top1_acc/aux0: 0.5175, top5_acc/aux0: 0.7769, loss_cls/aux0: 1.9637, loss/aux0: 1.9637, top1_acc/aux1: 0.5231, top5_acc/aux1: 0.7705, loss_cls/aux1: 1.9328, loss/aux1: 1.9328, top1_acc/aux2: 0.4573, top5_acc/aux2: 0.7155, loss_cls/aux2: 2.2510, loss/aux2: 2.2510 2020-10-26 06:27:52,837 - mmaction - INFO - Epoch [131][100/264] lr: 2.195e-01, eta: 8:38:12, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4731, top5_acc: 0.7311, loss_cls: 2.1636, loss: 2.1636, grad_norm: 1.3866, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7748, loss_cls/aux0: 1.9798, loss/aux0: 1.9798, top1_acc/aux1: 0.5345, top5_acc/aux1: 0.7762, loss_cls/aux1: 1.9074, loss/aux1: 1.9074, top1_acc/aux2: 0.4597, top5_acc/aux2: 0.7116, loss_cls/aux2: 2.2736, loss/aux2: 2.2736 2020-10-26 06:28:40,199 - mmaction - INFO - Epoch [131][120/264] lr: 2.195e-01, eta: 8:37:53, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4842, top5_acc: 0.7347, loss_cls: 2.1317, loss: 2.1317, grad_norm: 1.3962, top1_acc/aux0: 0.5149, top5_acc/aux0: 0.7658, loss_cls/aux0: 2.0086, loss/aux0: 2.0086, top1_acc/aux1: 0.5418, top5_acc/aux1: 0.7845, loss_cls/aux1: 1.8729, loss/aux1: 1.8729, top1_acc/aux2: 0.4573, top5_acc/aux2: 0.7148, loss_cls/aux2: 2.2731, loss/aux2: 2.2731 2020-10-26 06:29:27,849 - mmaction - INFO - Epoch [131][140/264] lr: 2.195e-01, eta: 8:37:35, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4776, top5_acc: 0.7425, loss_cls: 2.1425, loss: 2.1425, grad_norm: 1.4133, top1_acc/aux0: 0.5108, top5_acc/aux0: 0.7634, loss_cls/aux0: 2.0076, loss/aux0: 2.0076, top1_acc/aux1: 0.5325, top5_acc/aux1: 0.7795, loss_cls/aux1: 1.8868, loss/aux1: 1.8868, top1_acc/aux2: 0.4517, top5_acc/aux2: 0.7151, loss_cls/aux2: 2.2770, loss/aux2: 2.2770 2020-10-26 06:30:16,072 - mmaction - INFO - Epoch [131][160/264] lr: 2.195e-01, eta: 8:37:17, time: 0.997, data_time: 0.000, memory: 8466, top1_acc: 0.4774, top5_acc: 0.7347, loss_cls: 2.1527, loss: 2.1527, grad_norm: 1.4185, top1_acc/aux0: 0.5108, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0217, loss/aux0: 2.0217, top1_acc/aux1: 0.5273, top5_acc/aux1: 0.7743, loss_cls/aux1: 1.9203, loss/aux1: 1.9203, top1_acc/aux2: 0.4486, top5_acc/aux2: 0.7120, loss_cls/aux2: 2.2977, loss/aux2: 2.2977 2020-10-26 06:31:03,847 - mmaction - INFO - Epoch [131][180/264] lr: 2.195e-01, eta: 8:36:59, time: 0.969, data_time: 0.000, memory: 8466, top1_acc: 0.4793, top5_acc: 0.7337, loss_cls: 2.1350, loss: 2.1350, grad_norm: 1.4172, top1_acc/aux0: 0.5106, top5_acc/aux0: 0.7644, loss_cls/aux0: 2.0144, loss/aux0: 2.0144, top1_acc/aux1: 0.5252, top5_acc/aux1: 0.7752, loss_cls/aux1: 1.9346, loss/aux1: 1.9346, top1_acc/aux2: 0.4549, top5_acc/aux2: 0.7144, loss_cls/aux2: 2.2694, loss/aux2: 2.2694 2020-10-26 06:31:51,339 - mmaction - INFO - Epoch [131][200/264] lr: 2.195e-01, eta: 8:36:41, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4922, top5_acc: 0.7444, loss_cls: 2.0812, loss: 2.0812, grad_norm: 1.3997, top1_acc/aux0: 0.5226, top5_acc/aux0: 0.7736, loss_cls/aux0: 1.9696, loss/aux0: 1.9696, top1_acc/aux1: 0.5290, top5_acc/aux1: 0.7795, loss_cls/aux1: 1.9078, loss/aux1: 1.9078, top1_acc/aux2: 0.4595, top5_acc/aux2: 0.7189, loss_cls/aux2: 2.2296, loss/aux2: 2.2296 2020-10-26 06:32:38,878 - mmaction - INFO - Epoch [131][220/264] lr: 2.195e-01, eta: 8:36:22, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.4832, top5_acc: 0.7356, loss_cls: 2.1330, loss: 2.1330, grad_norm: 1.3989, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9293, loss/aux0: 1.9293, top1_acc/aux1: 0.5283, top5_acc/aux1: 0.7752, loss_cls/aux1: 1.9180, loss/aux1: 1.9180, top1_acc/aux2: 0.4566, top5_acc/aux2: 0.7196, loss_cls/aux2: 2.2488, loss/aux2: 2.2488 2020-10-26 06:33:26,308 - mmaction - INFO - Epoch [131][240/264] lr: 2.195e-01, eta: 8:36:04, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4847, top5_acc: 0.7401, loss_cls: 2.1306, loss: 2.1306, grad_norm: 1.4050, top1_acc/aux0: 0.5158, top5_acc/aux0: 0.7670, loss_cls/aux0: 1.9986, loss/aux0: 1.9986, top1_acc/aux1: 0.5319, top5_acc/aux1: 0.7747, loss_cls/aux1: 1.9182, loss/aux1: 1.9182, top1_acc/aux2: 0.4530, top5_acc/aux2: 0.7144, loss_cls/aux2: 2.2745, loss/aux2: 2.2745 2020-10-26 06:34:13,968 - mmaction - INFO - Epoch [131][260/264] lr: 2.195e-01, eta: 8:35:45, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4726, top5_acc: 0.7255, loss_cls: 2.1837, loss: 2.1837, grad_norm: 1.4113, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7674, loss_cls/aux0: 2.0185, loss/aux0: 2.0185, top1_acc/aux1: 0.5333, top5_acc/aux1: 0.7828, loss_cls/aux1: 1.9016, loss/aux1: 1.9016, top1_acc/aux2: 0.4502, top5_acc/aux2: 0.7111, loss_cls/aux2: 2.2770, loss/aux2: 2.2770 2020-10-26 06:38:03,631 - mmaction - INFO - Epoch [132][20/264] lr: 2.167e-01, eta: 8:35:19, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7503, loss_cls: 2.0950, loss: 2.0950, grad_norm: 1.4080, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9892, loss/aux0: 1.9892, top1_acc/aux1: 0.5351, top5_acc/aux1: 0.7875, loss_cls/aux1: 1.9003, loss/aux1: 1.9003, top1_acc/aux2: 0.4653, top5_acc/aux2: 0.7132, loss_cls/aux2: 2.2575, loss/aux2: 2.2575 2020-10-26 06:38:50,726 - mmaction - INFO - Epoch [132][40/264] lr: 2.167e-01, eta: 8:35:00, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4795, top5_acc: 0.7448, loss_cls: 2.1240, loss: 2.1240, grad_norm: 1.4059, top1_acc/aux0: 0.5233, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9890, loss/aux0: 1.9890, top1_acc/aux1: 0.5314, top5_acc/aux1: 0.7804, loss_cls/aux1: 1.9172, loss/aux1: 1.9172, top1_acc/aux2: 0.4615, top5_acc/aux2: 0.7146, loss_cls/aux2: 2.2621, loss/aux2: 2.2621 2020-10-26 06:39:38,018 - mmaction - INFO - Epoch [132][60/264] lr: 2.167e-01, eta: 8:34:42, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4740, top5_acc: 0.7304, loss_cls: 2.1750, loss: 2.1750, grad_norm: 1.3886, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7689, loss_cls/aux0: 1.9994, loss/aux0: 1.9994, top1_acc/aux1: 0.5307, top5_acc/aux1: 0.7764, loss_cls/aux1: 1.9125, loss/aux1: 1.9125, top1_acc/aux2: 0.4589, top5_acc/aux2: 0.7186, loss_cls/aux2: 2.2613, loss/aux2: 2.2613 2020-10-26 06:40:25,155 - mmaction - INFO - Epoch [132][80/264] lr: 2.167e-01, eta: 8:34:23, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4918, top5_acc: 0.7470, loss_cls: 2.0743, loss: 2.0743, grad_norm: 1.3955, top1_acc/aux0: 0.5179, top5_acc/aux0: 0.7708, loss_cls/aux0: 2.0135, loss/aux0: 2.0135, top1_acc/aux1: 0.5319, top5_acc/aux1: 0.7780, loss_cls/aux1: 1.9067, loss/aux1: 1.9067, top1_acc/aux2: 0.4587, top5_acc/aux2: 0.7215, loss_cls/aux2: 2.2340, loss/aux2: 2.2340 2020-10-26 06:41:12,314 - mmaction - INFO - Epoch [132][100/264] lr: 2.167e-01, eta: 8:34:04, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4842, top5_acc: 0.7413, loss_cls: 2.1189, loss: 2.1189, grad_norm: 1.4037, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7729, loss_cls/aux0: 2.0089, loss/aux0: 2.0089, top1_acc/aux1: 0.5349, top5_acc/aux1: 0.7849, loss_cls/aux1: 1.8964, loss/aux1: 1.8964, top1_acc/aux2: 0.4616, top5_acc/aux2: 0.7217, loss_cls/aux2: 2.2288, loss/aux2: 2.2288 2020-10-26 06:42:00,124 - mmaction - INFO - Epoch [132][120/264] lr: 2.167e-01, eta: 8:33:46, time: 0.969, data_time: 0.000, memory: 8466, top1_acc: 0.4880, top5_acc: 0.7446, loss_cls: 2.0899, loss: 2.0899, grad_norm: 1.4008, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7674, loss_cls/aux0: 2.0132, loss/aux0: 2.0132, top1_acc/aux1: 0.5333, top5_acc/aux1: 0.7830, loss_cls/aux1: 1.9021, loss/aux1: 1.9021, top1_acc/aux2: 0.4708, top5_acc/aux2: 0.7252, loss_cls/aux2: 2.2199, loss/aux2: 2.2199 2020-10-26 06:42:47,569 - mmaction - INFO - Epoch [132][140/264] lr: 2.167e-01, eta: 8:33:28, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4976, top5_acc: 0.7351, loss_cls: 2.1315, loss: 2.1315, grad_norm: 1.4402, top1_acc/aux0: 0.5220, top5_acc/aux0: 0.7682, loss_cls/aux0: 2.0019, loss/aux0: 2.0019, top1_acc/aux1: 0.5351, top5_acc/aux1: 0.7792, loss_cls/aux1: 1.9090, loss/aux1: 1.9090, top1_acc/aux2: 0.4609, top5_acc/aux2: 0.7236, loss_cls/aux2: 2.2356, loss/aux2: 2.2356 2020-10-26 06:43:34,850 - mmaction - INFO - Epoch [132][160/264] lr: 2.167e-01, eta: 8:33:09, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4842, top5_acc: 0.7392, loss_cls: 2.1343, loss: 2.1343, grad_norm: 1.4033, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7759, loss_cls/aux0: 1.9597, loss/aux0: 1.9597, top1_acc/aux1: 0.5292, top5_acc/aux1: 0.7809, loss_cls/aux1: 1.9134, loss/aux1: 1.9134, top1_acc/aux2: 0.4528, top5_acc/aux2: 0.7139, loss_cls/aux2: 2.2695, loss/aux2: 2.2695 2020-10-26 06:44:22,049 - mmaction - INFO - Epoch [132][180/264] lr: 2.167e-01, eta: 8:32:51, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4896, top5_acc: 0.7441, loss_cls: 2.0981, loss: 2.0981, grad_norm: 1.4358, top1_acc/aux0: 0.5153, top5_acc/aux0: 0.7764, loss_cls/aux0: 1.9726, loss/aux0: 1.9726, top1_acc/aux1: 0.5226, top5_acc/aux1: 0.7844, loss_cls/aux1: 1.9244, loss/aux1: 1.9244, top1_acc/aux2: 0.4486, top5_acc/aux2: 0.7059, loss_cls/aux2: 2.2856, loss/aux2: 2.2856 2020-10-26 06:45:09,405 - mmaction - INFO - Epoch [132][200/264] lr: 2.167e-01, eta: 8:32:32, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4823, top5_acc: 0.7436, loss_cls: 2.1409, loss: 2.1409, grad_norm: 1.4320, top1_acc/aux0: 0.5193, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9847, loss/aux0: 1.9847, top1_acc/aux1: 0.5339, top5_acc/aux1: 0.7873, loss_cls/aux1: 1.9008, loss/aux1: 1.9008, top1_acc/aux2: 0.4446, top5_acc/aux2: 0.7092, loss_cls/aux2: 2.2854, loss/aux2: 2.2854 2020-10-26 06:45:56,891 - mmaction - INFO - Epoch [132][220/264] lr: 2.167e-01, eta: 8:32:13, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7351, loss_cls: 2.1365, loss: 2.1365, grad_norm: 1.4377, top1_acc/aux0: 0.5231, top5_acc/aux0: 0.7707, loss_cls/aux0: 1.9709, loss/aux0: 1.9709, top1_acc/aux1: 0.5328, top5_acc/aux1: 0.7750, loss_cls/aux1: 1.9104, loss/aux1: 1.9104, top1_acc/aux2: 0.4595, top5_acc/aux2: 0.7179, loss_cls/aux2: 2.2429, loss/aux2: 2.2429 2020-10-26 06:46:44,243 - mmaction - INFO - Epoch [132][240/264] lr: 2.167e-01, eta: 8:31:55, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4823, top5_acc: 0.7427, loss_cls: 2.1248, loss: 2.1248, grad_norm: 1.4377, top1_acc/aux0: 0.5078, top5_acc/aux0: 0.7658, loss_cls/aux0: 2.0044, loss/aux0: 2.0044, top1_acc/aux1: 0.5347, top5_acc/aux1: 0.7778, loss_cls/aux1: 1.8973, loss/aux1: 1.8973, top1_acc/aux2: 0.4606, top5_acc/aux2: 0.7132, loss_cls/aux2: 2.2490, loss/aux2: 2.2490 2020-10-26 06:47:31,536 - mmaction - INFO - Epoch [132][260/264] lr: 2.167e-01, eta: 8:31:36, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4918, top5_acc: 0.7455, loss_cls: 2.0999, loss: 2.0999, grad_norm: 1.4114, top1_acc/aux0: 0.5090, top5_acc/aux0: 0.7663, loss_cls/aux0: 2.0207, loss/aux0: 2.0207, top1_acc/aux1: 0.5396, top5_acc/aux1: 0.7826, loss_cls/aux1: 1.8785, loss/aux1: 1.8785, top1_acc/aux2: 0.4550, top5_acc/aux2: 0.7137, loss_cls/aux2: 2.2616, loss/aux2: 2.2616 2020-10-26 06:51:33,647 - mmaction - INFO - Epoch [133][20/264] lr: 2.140e-01, eta: 8:31:10, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4892, top5_acc: 0.7368, loss_cls: 2.1181, loss: 2.1181, grad_norm: 1.3925, top1_acc/aux0: 0.5118, top5_acc/aux0: 0.7715, loss_cls/aux0: 1.9761, loss/aux0: 1.9761, top1_acc/aux1: 0.5434, top5_acc/aux1: 0.8042, loss_cls/aux1: 1.8272, loss/aux1: 1.8272, top1_acc/aux2: 0.4757, top5_acc/aux2: 0.7358, loss_cls/aux2: 2.1478, loss/aux2: 2.1478 2020-10-26 06:52:20,838 - mmaction - INFO - Epoch [133][40/264] lr: 2.140e-01, eta: 8:30:51, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4828, top5_acc: 0.7352, loss_cls: 2.1237, loss: 2.1237, grad_norm: 1.4531, top1_acc/aux0: 0.5092, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0191, loss/aux0: 2.0191, top1_acc/aux1: 0.5354, top5_acc/aux1: 0.7920, loss_cls/aux1: 1.8763, loss/aux1: 1.8763, top1_acc/aux2: 0.4717, top5_acc/aux2: 0.7292, loss_cls/aux2: 2.1846, loss/aux2: 2.1846 2020-10-26 06:53:08,214 - mmaction - INFO - Epoch [133][60/264] lr: 2.140e-01, eta: 8:30:33, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4939, top5_acc: 0.7519, loss_cls: 2.0660, loss: 2.0660, grad_norm: 1.4199, top1_acc/aux0: 0.5064, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0338, loss/aux0: 2.0338, top1_acc/aux1: 0.5194, top5_acc/aux1: 0.7872, loss_cls/aux1: 1.9117, loss/aux1: 1.9117, top1_acc/aux2: 0.4686, top5_acc/aux2: 0.7245, loss_cls/aux2: 2.2255, loss/aux2: 2.2255 2020-10-26 06:53:55,679 - mmaction - INFO - Epoch [133][80/264] lr: 2.140e-01, eta: 8:30:14, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4863, top5_acc: 0.7438, loss_cls: 2.1165, loss: 2.1165, grad_norm: 1.3901, top1_acc/aux0: 0.5127, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0166, loss/aux0: 2.0166, top1_acc/aux1: 0.5241, top5_acc/aux1: 0.7866, loss_cls/aux1: 1.8945, loss/aux1: 1.8945, top1_acc/aux2: 0.4641, top5_acc/aux2: 0.7248, loss_cls/aux2: 2.2377, loss/aux2: 2.2377 2020-10-26 06:54:43,091 - mmaction - INFO - Epoch [133][100/264] lr: 2.140e-01, eta: 8:29:55, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4878, top5_acc: 0.7498, loss_cls: 2.0949, loss: 2.0949, grad_norm: 1.4185, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7637, loss_cls/aux0: 2.0292, loss/aux0: 2.0292, top1_acc/aux1: 0.5363, top5_acc/aux1: 0.7826, loss_cls/aux1: 1.8752, loss/aux1: 1.8752, top1_acc/aux2: 0.4616, top5_acc/aux2: 0.7240, loss_cls/aux2: 2.2185, loss/aux2: 2.2185 2020-10-26 06:55:30,433 - mmaction - INFO - Epoch [133][120/264] lr: 2.140e-01, eta: 8:29:37, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4934, top5_acc: 0.7519, loss_cls: 2.0757, loss: 2.0757, grad_norm: 1.4589, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7681, loss_cls/aux0: 1.9998, loss/aux0: 1.9998, top1_acc/aux1: 0.5372, top5_acc/aux1: 0.7880, loss_cls/aux1: 1.8676, loss/aux1: 1.8676, top1_acc/aux2: 0.4604, top5_acc/aux2: 0.7231, loss_cls/aux2: 2.2366, loss/aux2: 2.2366 2020-10-26 06:56:17,791 - mmaction - INFO - Epoch [133][140/264] lr: 2.140e-01, eta: 8:29:18, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4852, top5_acc: 0.7410, loss_cls: 2.1098, loss: 2.1098, grad_norm: 1.4119, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7783, loss_cls/aux0: 1.9806, loss/aux0: 1.9806, top1_acc/aux1: 0.5372, top5_acc/aux1: 0.7872, loss_cls/aux1: 1.8863, loss/aux1: 1.8863, top1_acc/aux2: 0.4557, top5_acc/aux2: 0.7257, loss_cls/aux2: 2.2422, loss/aux2: 2.2422 2020-10-26 06:57:05,081 - mmaction - INFO - Epoch [133][160/264] lr: 2.140e-01, eta: 8:29:00, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4925, top5_acc: 0.7446, loss_cls: 2.0965, loss: 2.0965, grad_norm: 1.4382, top1_acc/aux0: 0.5113, top5_acc/aux0: 0.7778, loss_cls/aux0: 1.9830, loss/aux0: 1.9830, top1_acc/aux1: 0.5297, top5_acc/aux1: 0.7832, loss_cls/aux1: 1.8983, loss/aux1: 1.8983, top1_acc/aux2: 0.4549, top5_acc/aux2: 0.7243, loss_cls/aux2: 2.2279, loss/aux2: 2.2279 2020-10-26 06:57:52,599 - mmaction - INFO - Epoch [133][180/264] lr: 2.140e-01, eta: 8:28:41, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4847, top5_acc: 0.7484, loss_cls: 2.1095, loss: 2.1095, grad_norm: 1.4564, top1_acc/aux0: 0.5106, top5_acc/aux0: 0.7674, loss_cls/aux0: 1.9954, loss/aux0: 1.9954, top1_acc/aux1: 0.5290, top5_acc/aux1: 0.7806, loss_cls/aux1: 1.9047, loss/aux1: 1.9047, top1_acc/aux2: 0.4524, top5_acc/aux2: 0.7163, loss_cls/aux2: 2.2590, loss/aux2: 2.2590 2020-10-26 06:58:40,260 - mmaction - INFO - Epoch [133][200/264] lr: 2.140e-01, eta: 8:28:23, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4901, top5_acc: 0.7486, loss_cls: 2.1007, loss: 2.1007, grad_norm: 1.3923, top1_acc/aux0: 0.5101, top5_acc/aux0: 0.7665, loss_cls/aux0: 2.0186, loss/aux0: 2.0186, top1_acc/aux1: 0.5267, top5_acc/aux1: 0.7786, loss_cls/aux1: 1.9243, loss/aux1: 1.9243, top1_acc/aux2: 0.4538, top5_acc/aux2: 0.7113, loss_cls/aux2: 2.2653, loss/aux2: 2.2653 2020-10-26 06:59:27,769 - mmaction - INFO - Epoch [133][220/264] lr: 2.140e-01, eta: 8:28:04, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4842, top5_acc: 0.7411, loss_cls: 2.1142, loss: 2.1142, grad_norm: 1.4423, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7736, loss_cls/aux0: 1.9876, loss/aux0: 1.9876, top1_acc/aux1: 0.5247, top5_acc/aux1: 0.7773, loss_cls/aux1: 1.9424, loss/aux1: 1.9424, top1_acc/aux2: 0.4609, top5_acc/aux2: 0.7092, loss_cls/aux2: 2.2593, loss/aux2: 2.2593 2020-10-26 07:00:16,138 - mmaction - INFO - Epoch [133][240/264] lr: 2.140e-01, eta: 8:27:46, time: 0.994, data_time: 0.000, memory: 8466, top1_acc: 0.4840, top5_acc: 0.7328, loss_cls: 2.1534, loss: 2.1534, grad_norm: 1.4231, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9834, loss/aux0: 1.9834, top1_acc/aux1: 0.5321, top5_acc/aux1: 0.7872, loss_cls/aux1: 1.9110, loss/aux1: 1.9110, top1_acc/aux2: 0.4564, top5_acc/aux2: 0.7056, loss_cls/aux2: 2.2772, loss/aux2: 2.2772 2020-10-26 07:01:05,316 - mmaction - INFO - Epoch [133][260/264] lr: 2.140e-01, eta: 8:27:28, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4884, top5_acc: 0.7443, loss_cls: 2.1173, loss: 2.1173, grad_norm: 1.4102, top1_acc/aux0: 0.5188, top5_acc/aux0: 0.7767, loss_cls/aux0: 1.9856, loss/aux0: 1.9856, top1_acc/aux1: 0.5444, top5_acc/aux1: 0.7979, loss_cls/aux1: 1.8592, loss/aux1: 1.8592, top1_acc/aux2: 0.4517, top5_acc/aux2: 0.7104, loss_cls/aux2: 2.2757, loss/aux2: 2.2757 2020-10-26 07:05:15,127 - mmaction - INFO - Epoch [134][20/264] lr: 2.112e-01, eta: 8:27:02, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4995, top5_acc: 0.7514, loss_cls: 2.0856, loss: 2.0856, grad_norm: 1.4251, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7705, loss_cls/aux0: 1.9869, loss/aux0: 1.9869, top1_acc/aux1: 0.5385, top5_acc/aux1: 0.7896, loss_cls/aux1: 1.8573, loss/aux1: 1.8573, top1_acc/aux2: 0.4632, top5_acc/aux2: 0.7274, loss_cls/aux2: 2.2406, loss/aux2: 2.2406 2020-10-26 07:06:02,467 - mmaction - INFO - Epoch [134][40/264] lr: 2.112e-01, eta: 8:26:43, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4896, top5_acc: 0.7476, loss_cls: 2.0918, loss: 2.0918, grad_norm: 1.4231, top1_acc/aux0: 0.5241, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9736, loss/aux0: 1.9736, top1_acc/aux1: 0.5375, top5_acc/aux1: 0.7892, loss_cls/aux1: 1.8646, loss/aux1: 1.8646, top1_acc/aux2: 0.4698, top5_acc/aux2: 0.7224, loss_cls/aux2: 2.2244, loss/aux2: 2.2244 2020-10-26 07:06:49,665 - mmaction - INFO - Epoch [134][60/264] lr: 2.112e-01, eta: 8:26:25, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4976, top5_acc: 0.7472, loss_cls: 2.0775, loss: 2.0775, grad_norm: 1.4252, top1_acc/aux0: 0.5137, top5_acc/aux0: 0.7705, loss_cls/aux0: 1.9936, loss/aux0: 1.9936, top1_acc/aux1: 0.5304, top5_acc/aux1: 0.7835, loss_cls/aux1: 1.9109, loss/aux1: 1.9109, top1_acc/aux2: 0.4715, top5_acc/aux2: 0.7243, loss_cls/aux2: 2.2014, loss/aux2: 2.2014 2020-10-26 07:07:36,871 - mmaction - INFO - Epoch [134][80/264] lr: 2.112e-01, eta: 8:26:06, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4918, top5_acc: 0.7436, loss_cls: 2.0787, loss: 2.0787, grad_norm: 1.4291, top1_acc/aux0: 0.4993, top5_acc/aux0: 0.7700, loss_cls/aux0: 2.0344, loss/aux0: 2.0344, top1_acc/aux1: 0.5311, top5_acc/aux1: 0.7830, loss_cls/aux1: 1.9130, loss/aux1: 1.9130, top1_acc/aux2: 0.4642, top5_acc/aux2: 0.7236, loss_cls/aux2: 2.2299, loss/aux2: 2.2299 2020-10-26 07:08:24,166 - mmaction - INFO - Epoch [134][100/264] lr: 2.112e-01, eta: 8:25:47, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4915, top5_acc: 0.7521, loss_cls: 2.0866, loss: 2.0866, grad_norm: 1.4286, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7701, loss_cls/aux0: 2.0270, loss/aux0: 2.0270, top1_acc/aux1: 0.5457, top5_acc/aux1: 0.7946, loss_cls/aux1: 1.8348, loss/aux1: 1.8348, top1_acc/aux2: 0.4556, top5_acc/aux2: 0.7144, loss_cls/aux2: 2.2633, loss/aux2: 2.2633 2020-10-26 07:09:11,791 - mmaction - INFO - Epoch [134][120/264] lr: 2.112e-01, eta: 8:25:29, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4866, top5_acc: 0.7472, loss_cls: 2.1106, loss: 2.1106, grad_norm: 1.4409, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7667, loss_cls/aux0: 1.9987, loss/aux0: 1.9987, top1_acc/aux1: 0.5444, top5_acc/aux1: 0.7931, loss_cls/aux1: 1.8334, loss/aux1: 1.8334, top1_acc/aux2: 0.4453, top5_acc/aux2: 0.7137, loss_cls/aux2: 2.2710, loss/aux2: 2.2710 2020-10-26 07:09:59,224 - mmaction - INFO - Epoch [134][140/264] lr: 2.112e-01, eta: 8:25:10, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4873, top5_acc: 0.7443, loss_cls: 2.1168, loss: 2.1168, grad_norm: 1.4377, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7785, loss_cls/aux0: 1.9613, loss/aux0: 1.9613, top1_acc/aux1: 0.5342, top5_acc/aux1: 0.7842, loss_cls/aux1: 1.8854, loss/aux1: 1.8854, top1_acc/aux2: 0.4439, top5_acc/aux2: 0.7118, loss_cls/aux2: 2.2748, loss/aux2: 2.2748 2020-10-26 07:10:46,862 - mmaction - INFO - Epoch [134][160/264] lr: 2.112e-01, eta: 8:24:52, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.4932, top5_acc: 0.7434, loss_cls: 2.0879, loss: 2.0879, grad_norm: 1.4213, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.9467, loss/aux0: 1.9467, top1_acc/aux1: 0.5288, top5_acc/aux1: 0.7809, loss_cls/aux1: 1.9139, loss/aux1: 1.9139, top1_acc/aux2: 0.4542, top5_acc/aux2: 0.7113, loss_cls/aux2: 2.2639, loss/aux2: 2.2639 2020-10-26 07:11:34,184 - mmaction - INFO - Epoch [134][180/264] lr: 2.112e-01, eta: 8:24:33, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4948, top5_acc: 0.7491, loss_cls: 2.0689, loss: 2.0689, grad_norm: 1.4542, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7707, loss_cls/aux0: 1.9854, loss/aux0: 1.9854, top1_acc/aux1: 0.5316, top5_acc/aux1: 0.7842, loss_cls/aux1: 1.8938, loss/aux1: 1.8938, top1_acc/aux2: 0.4606, top5_acc/aux2: 0.7149, loss_cls/aux2: 2.2464, loss/aux2: 2.2464 2020-10-26 07:12:21,351 - mmaction - INFO - Epoch [134][200/264] lr: 2.112e-01, eta: 8:24:15, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4811, top5_acc: 0.7420, loss_cls: 2.1290, loss: 2.1290, grad_norm: 1.4197, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7681, loss_cls/aux0: 2.0240, loss/aux0: 2.0240, top1_acc/aux1: 0.5356, top5_acc/aux1: 0.7885, loss_cls/aux1: 1.8844, loss/aux1: 1.8844, top1_acc/aux2: 0.4606, top5_acc/aux2: 0.7203, loss_cls/aux2: 2.2290, loss/aux2: 2.2290 2020-10-26 07:13:08,534 - mmaction - INFO - Epoch [134][220/264] lr: 2.112e-01, eta: 8:23:56, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4957, top5_acc: 0.7424, loss_cls: 2.1102, loss: 2.1102, grad_norm: 1.4445, top1_acc/aux0: 0.5024, top5_acc/aux0: 0.7755, loss_cls/aux0: 2.0022, loss/aux0: 2.0022, top1_acc/aux1: 0.5292, top5_acc/aux1: 0.7826, loss_cls/aux1: 1.9135, loss/aux1: 1.9135, top1_acc/aux2: 0.4642, top5_acc/aux2: 0.7227, loss_cls/aux2: 2.2419, loss/aux2: 2.2419 2020-10-26 07:13:55,916 - mmaction - INFO - Epoch [134][240/264] lr: 2.112e-01, eta: 8:23:38, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4816, top5_acc: 0.7326, loss_cls: 2.1715, loss: 2.1715, grad_norm: 1.4267, top1_acc/aux0: 0.5155, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9538, loss/aux0: 1.9538, top1_acc/aux1: 0.5234, top5_acc/aux1: 0.7773, loss_cls/aux1: 1.9234, loss/aux1: 1.9234, top1_acc/aux2: 0.4472, top5_acc/aux2: 0.7097, loss_cls/aux2: 2.3128, loss/aux2: 2.3128 2020-10-26 07:14:43,545 - mmaction - INFO - Epoch [134][260/264] lr: 2.112e-01, eta: 8:23:19, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4920, top5_acc: 0.7415, loss_cls: 2.0894, loss: 2.0894, grad_norm: 1.4513, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7681, loss_cls/aux0: 1.9742, loss/aux0: 1.9742, top1_acc/aux1: 0.5248, top5_acc/aux1: 0.7731, loss_cls/aux1: 1.9526, loss/aux1: 1.9526, top1_acc/aux2: 0.4385, top5_acc/aux2: 0.7082, loss_cls/aux2: 2.3272, loss/aux2: 2.3272 2020-10-26 07:18:58,465 - mmaction - INFO - Epoch [135][20/264] lr: 2.084e-01, eta: 8:22:54, time: 0.975, data_time: 0.000, memory: 8466, top1_acc: 0.4790, top5_acc: 0.7378, loss_cls: 2.1363, loss: 2.1363, grad_norm: 1.4614, top1_acc/aux0: 0.5142, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0257, loss/aux0: 2.0257, top1_acc/aux1: 0.5427, top5_acc/aux1: 0.7917, loss_cls/aux1: 1.8443, loss/aux1: 1.8443, top1_acc/aux2: 0.4694, top5_acc/aux2: 0.7236, loss_cls/aux2: 2.2084, loss/aux2: 2.2084 2020-10-26 07:19:45,642 - mmaction - INFO - Epoch [135][40/264] lr: 2.084e-01, eta: 8:22:35, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5030, top5_acc: 0.7512, loss_cls: 2.0358, loss: 2.0358, grad_norm: 1.4244, top1_acc/aux0: 0.5252, top5_acc/aux0: 0.7743, loss_cls/aux0: 1.9721, loss/aux0: 1.9721, top1_acc/aux1: 0.5405, top5_acc/aux1: 0.7913, loss_cls/aux1: 1.8485, loss/aux1: 1.8485, top1_acc/aux2: 0.4667, top5_acc/aux2: 0.7205, loss_cls/aux2: 2.2211, loss/aux2: 2.2211 2020-10-26 07:20:33,267 - mmaction - INFO - Epoch [135][60/264] lr: 2.084e-01, eta: 8:22:17, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5038, top5_acc: 0.7547, loss_cls: 2.0458, loss: 2.0458, grad_norm: 1.4495, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7783, loss_cls/aux0: 1.9446, loss/aux0: 1.9446, top1_acc/aux1: 0.5316, top5_acc/aux1: 0.7851, loss_cls/aux1: 1.8871, loss/aux1: 1.8871, top1_acc/aux2: 0.4606, top5_acc/aux2: 0.7172, loss_cls/aux2: 2.2415, loss/aux2: 2.2415 2020-10-26 07:21:20,801 - mmaction - INFO - Epoch [135][80/264] lr: 2.084e-01, eta: 8:21:58, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4868, top5_acc: 0.7413, loss_cls: 2.1253, loss: 2.1253, grad_norm: 1.4204, top1_acc/aux0: 0.5175, top5_acc/aux0: 0.7804, loss_cls/aux0: 1.9563, loss/aux0: 1.9563, top1_acc/aux1: 0.5323, top5_acc/aux1: 0.7844, loss_cls/aux1: 1.8835, loss/aux1: 1.8835, top1_acc/aux2: 0.4602, top5_acc/aux2: 0.7132, loss_cls/aux2: 2.2569, loss/aux2: 2.2569 2020-10-26 07:22:07,984 - mmaction - INFO - Epoch [135][100/264] lr: 2.084e-01, eta: 8:21:39, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4901, top5_acc: 0.7446, loss_cls: 2.0969, loss: 2.0969, grad_norm: 1.4584, top1_acc/aux0: 0.5222, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.9418, loss/aux0: 1.9418, top1_acc/aux1: 0.5309, top5_acc/aux1: 0.7872, loss_cls/aux1: 1.8847, loss/aux1: 1.8847, top1_acc/aux2: 0.4568, top5_acc/aux2: 0.7130, loss_cls/aux2: 2.2642, loss/aux2: 2.2642 2020-10-26 07:22:54,965 - mmaction - INFO - Epoch [135][120/264] lr: 2.084e-01, eta: 8:21:21, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4873, top5_acc: 0.7431, loss_cls: 2.0991, loss: 2.0991, grad_norm: 1.4442, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7733, loss_cls/aux0: 1.9725, loss/aux0: 1.9725, top1_acc/aux1: 0.5330, top5_acc/aux1: 0.7873, loss_cls/aux1: 1.8927, loss/aux1: 1.8927, top1_acc/aux2: 0.4493, top5_acc/aux2: 0.7163, loss_cls/aux2: 2.2569, loss/aux2: 2.2569 2020-10-26 07:23:42,166 - mmaction - INFO - Epoch [135][140/264] lr: 2.084e-01, eta: 8:21:02, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4755, top5_acc: 0.7431, loss_cls: 2.1294, loss: 2.1294, grad_norm: 1.3904, top1_acc/aux0: 0.5243, top5_acc/aux0: 0.7748, loss_cls/aux0: 1.9723, loss/aux0: 1.9723, top1_acc/aux1: 0.5351, top5_acc/aux1: 0.7833, loss_cls/aux1: 1.8814, loss/aux1: 1.8814, top1_acc/aux2: 0.4597, top5_acc/aux2: 0.7198, loss_cls/aux2: 2.2304, loss/aux2: 2.2304 2020-10-26 07:24:29,524 - mmaction - INFO - Epoch [135][160/264] lr: 2.084e-01, eta: 8:20:43, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5016, top5_acc: 0.7523, loss_cls: 2.0512, loss: 2.0512, grad_norm: 1.4523, top1_acc/aux0: 0.5262, top5_acc/aux0: 0.7785, loss_cls/aux0: 1.9548, loss/aux0: 1.9548, top1_acc/aux1: 0.5224, top5_acc/aux1: 0.7717, loss_cls/aux1: 1.9388, loss/aux1: 1.9388, top1_acc/aux2: 0.4625, top5_acc/aux2: 0.7182, loss_cls/aux2: 2.2411, loss/aux2: 2.2411 2020-10-26 07:25:17,301 - mmaction - INFO - Epoch [135][180/264] lr: 2.084e-01, eta: 8:20:25, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.4934, top5_acc: 0.7396, loss_cls: 2.1479, loss: 2.1479, grad_norm: 1.4286, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7700, loss_cls/aux0: 1.9843, loss/aux0: 1.9843, top1_acc/aux1: 0.5229, top5_acc/aux1: 0.7767, loss_cls/aux1: 1.9304, loss/aux1: 1.9304, top1_acc/aux2: 0.4531, top5_acc/aux2: 0.7177, loss_cls/aux2: 2.2503, loss/aux2: 2.2503 2020-10-26 07:26:04,446 - mmaction - INFO - Epoch [135][200/264] lr: 2.084e-01, eta: 8:20:06, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4898, top5_acc: 0.7425, loss_cls: 2.1118, loss: 2.1118, grad_norm: 1.4222, top1_acc/aux0: 0.5118, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0028, loss/aux0: 2.0028, top1_acc/aux1: 0.5328, top5_acc/aux1: 0.7918, loss_cls/aux1: 1.8675, loss/aux1: 1.8675, top1_acc/aux2: 0.4531, top5_acc/aux2: 0.7177, loss_cls/aux2: 2.2426, loss/aux2: 2.2426 2020-10-26 07:26:51,741 - mmaction - INFO - Epoch [135][220/264] lr: 2.084e-01, eta: 8:19:48, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4986, top5_acc: 0.7486, loss_cls: 2.0849, loss: 2.0849, grad_norm: 1.4397, top1_acc/aux0: 0.5243, top5_acc/aux0: 0.7708, loss_cls/aux0: 1.9717, loss/aux0: 1.9717, top1_acc/aux1: 0.5382, top5_acc/aux1: 0.7901, loss_cls/aux1: 1.8600, loss/aux1: 1.8600, top1_acc/aux2: 0.4602, top5_acc/aux2: 0.7220, loss_cls/aux2: 2.2274, loss/aux2: 2.2274 2020-10-26 07:27:39,509 - mmaction - INFO - Epoch [135][240/264] lr: 2.084e-01, eta: 8:19:29, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.4852, top5_acc: 0.7384, loss_cls: 2.1205, loss: 2.1205, grad_norm: 1.4253, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9554, loss/aux0: 1.9554, top1_acc/aux1: 0.5299, top5_acc/aux1: 0.7809, loss_cls/aux1: 1.9073, loss/aux1: 1.9073, top1_acc/aux2: 0.4557, top5_acc/aux2: 0.7222, loss_cls/aux2: 2.2532, loss/aux2: 2.2532 2020-10-26 07:28:26,811 - mmaction - INFO - Epoch [135][260/264] lr: 2.084e-01, eta: 8:19:11, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4931, top5_acc: 0.7497, loss_cls: 2.0954, loss: 2.0954, grad_norm: 1.4457, top1_acc/aux0: 0.5139, top5_acc/aux0: 0.7715, loss_cls/aux0: 1.9888, loss/aux0: 1.9888, top1_acc/aux1: 0.5250, top5_acc/aux1: 0.7795, loss_cls/aux1: 1.9265, loss/aux1: 1.9265, top1_acc/aux2: 0.4540, top5_acc/aux2: 0.7227, loss_cls/aux2: 2.2553, loss/aux2: 2.2553 2020-10-26 07:32:34,867 - mmaction - INFO - Epoch [136][20/264] lr: 2.057e-01, eta: 8:18:45, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5021, top5_acc: 0.7549, loss_cls: 2.0576, loss: 2.0576, grad_norm: 1.4479, top1_acc/aux0: 0.5358, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.9143, loss/aux0: 1.9143, top1_acc/aux1: 0.5375, top5_acc/aux1: 0.7774, loss_cls/aux1: 1.9049, loss/aux1: 1.9049, top1_acc/aux2: 0.4684, top5_acc/aux2: 0.7094, loss_cls/aux2: 2.2552, loss/aux2: 2.2552 2020-10-26 07:33:21,816 - mmaction - INFO - Epoch [136][40/264] lr: 2.057e-01, eta: 8:18:26, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4891, top5_acc: 0.7559, loss_cls: 2.0697, loss: 2.0697, grad_norm: 1.4254, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9563, loss/aux0: 1.9563, top1_acc/aux1: 0.5389, top5_acc/aux1: 0.7833, loss_cls/aux1: 1.8727, loss/aux1: 1.8727, top1_acc/aux2: 0.4689, top5_acc/aux2: 0.7102, loss_cls/aux2: 2.2412, loss/aux2: 2.2412 2020-10-26 07:34:09,078 - mmaction - INFO - Epoch [136][60/264] lr: 2.057e-01, eta: 8:18:07, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4917, top5_acc: 0.7451, loss_cls: 2.0861, loss: 2.0861, grad_norm: 1.4508, top1_acc/aux0: 0.5269, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9534, loss/aux0: 1.9534, top1_acc/aux1: 0.5458, top5_acc/aux1: 0.7896, loss_cls/aux1: 1.8370, loss/aux1: 1.8370, top1_acc/aux2: 0.4696, top5_acc/aux2: 0.7200, loss_cls/aux2: 2.2202, loss/aux2: 2.2202 2020-10-26 07:34:56,275 - mmaction - INFO - Epoch [136][80/264] lr: 2.057e-01, eta: 8:17:49, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4908, top5_acc: 0.7464, loss_cls: 2.0740, loss: 2.0740, grad_norm: 1.4432, top1_acc/aux0: 0.5304, top5_acc/aux0: 0.7918, loss_cls/aux0: 1.9178, loss/aux0: 1.9178, top1_acc/aux1: 0.5470, top5_acc/aux1: 0.7873, loss_cls/aux1: 1.8525, loss/aux1: 1.8525, top1_acc/aux2: 0.4755, top5_acc/aux2: 0.7293, loss_cls/aux2: 2.2047, loss/aux2: 2.2047 2020-10-26 07:35:43,739 - mmaction - INFO - Epoch [136][100/264] lr: 2.057e-01, eta: 8:17:30, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4918, top5_acc: 0.7481, loss_cls: 2.0948, loss: 2.0948, grad_norm: 1.4729, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7816, loss_cls/aux0: 1.9418, loss/aux0: 1.9418, top1_acc/aux1: 0.5366, top5_acc/aux1: 0.7828, loss_cls/aux1: 1.8866, loss/aux1: 1.8866, top1_acc/aux2: 0.4752, top5_acc/aux2: 0.7203, loss_cls/aux2: 2.2132, loss/aux2: 2.2132 2020-10-26 07:36:31,521 - mmaction - INFO - Epoch [136][120/264] lr: 2.057e-01, eta: 8:17:12, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5002, top5_acc: 0.7403, loss_cls: 2.0879, loss: 2.0879, grad_norm: 1.4401, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9352, loss/aux0: 1.9352, top1_acc/aux1: 0.5358, top5_acc/aux1: 0.7814, loss_cls/aux1: 1.8819, loss/aux1: 1.8819, top1_acc/aux2: 0.4689, top5_acc/aux2: 0.7196, loss_cls/aux2: 2.2184, loss/aux2: 2.2184 2020-10-26 07:37:18,663 - mmaction - INFO - Epoch [136][140/264] lr: 2.057e-01, eta: 8:16:53, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4859, top5_acc: 0.7432, loss_cls: 2.0962, loss: 2.0962, grad_norm: 1.4381, top1_acc/aux0: 0.5293, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.9202, loss/aux0: 1.9202, top1_acc/aux1: 0.5429, top5_acc/aux1: 0.7896, loss_cls/aux1: 1.8450, loss/aux1: 1.8450, top1_acc/aux2: 0.4679, top5_acc/aux2: 0.7238, loss_cls/aux2: 2.2093, loss/aux2: 2.2093 2020-10-26 07:38:06,251 - mmaction - INFO - Epoch [136][160/264] lr: 2.057e-01, eta: 8:16:34, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4903, top5_acc: 0.7366, loss_cls: 2.1061, loss: 2.1061, grad_norm: 1.4091, top1_acc/aux0: 0.5191, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9574, loss/aux0: 1.9574, top1_acc/aux1: 0.5410, top5_acc/aux1: 0.7931, loss_cls/aux1: 1.8493, loss/aux1: 1.8493, top1_acc/aux2: 0.4701, top5_acc/aux2: 0.7207, loss_cls/aux2: 2.2177, loss/aux2: 2.2177 2020-10-26 07:38:53,638 - mmaction - INFO - Epoch [136][180/264] lr: 2.057e-01, eta: 8:16:16, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5057, top5_acc: 0.7438, loss_cls: 2.0582, loss: 2.0582, grad_norm: 1.4527, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9935, loss/aux0: 1.9935, top1_acc/aux1: 0.5378, top5_acc/aux1: 0.7828, loss_cls/aux1: 1.8841, loss/aux1: 1.8841, top1_acc/aux2: 0.4660, top5_acc/aux2: 0.7260, loss_cls/aux2: 2.2190, loss/aux2: 2.2190 2020-10-26 07:39:41,098 - mmaction - INFO - Epoch [136][200/264] lr: 2.057e-01, eta: 8:15:57, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4918, top5_acc: 0.7467, loss_cls: 2.0842, loss: 2.0842, grad_norm: 1.4475, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7830, loss_cls/aux0: 1.9646, loss/aux0: 1.9646, top1_acc/aux1: 0.5441, top5_acc/aux1: 0.7859, loss_cls/aux1: 1.8646, loss/aux1: 1.8646, top1_acc/aux2: 0.4491, top5_acc/aux2: 0.7160, loss_cls/aux2: 2.2713, loss/aux2: 2.2713 2020-10-26 07:40:28,416 - mmaction - INFO - Epoch [136][220/264] lr: 2.057e-01, eta: 8:15:38, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5007, top5_acc: 0.7531, loss_cls: 2.0581, loss: 2.0581, grad_norm: 1.4650, top1_acc/aux0: 0.5165, top5_acc/aux0: 0.7837, loss_cls/aux0: 1.9499, loss/aux0: 1.9499, top1_acc/aux1: 0.5415, top5_acc/aux1: 0.7903, loss_cls/aux1: 1.8562, loss/aux1: 1.8562, top1_acc/aux2: 0.4550, top5_acc/aux2: 0.7128, loss_cls/aux2: 2.2697, loss/aux2: 2.2697 2020-10-26 07:41:15,990 - mmaction - INFO - Epoch [136][240/264] lr: 2.057e-01, eta: 8:15:20, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4813, top5_acc: 0.7438, loss_cls: 2.1044, loss: 2.1044, grad_norm: 1.4333, top1_acc/aux0: 0.5200, top5_acc/aux0: 0.7672, loss_cls/aux0: 1.9891, loss/aux0: 1.9891, top1_acc/aux1: 0.5389, top5_acc/aux1: 0.7856, loss_cls/aux1: 1.8872, loss/aux1: 1.8872, top1_acc/aux2: 0.4635, top5_acc/aux2: 0.7222, loss_cls/aux2: 2.2271, loss/aux2: 2.2271 2020-10-26 07:42:03,622 - mmaction - INFO - Epoch [136][260/264] lr: 2.057e-01, eta: 8:15:01, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4825, top5_acc: 0.7436, loss_cls: 2.1011, loss: 2.1011, grad_norm: 1.4337, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7660, loss_cls/aux0: 1.9845, loss/aux0: 1.9845, top1_acc/aux1: 0.5431, top5_acc/aux1: 0.7866, loss_cls/aux1: 1.8957, loss/aux1: 1.8957, top1_acc/aux2: 0.4604, top5_acc/aux2: 0.7208, loss_cls/aux2: 2.2421, loss/aux2: 2.2421 2020-10-26 07:42:15,585 - mmaction - INFO - Saving checkpoint at 136 epochs 2020-10-26 07:43:09,698 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-26 07:43:09,860 - mmaction - INFO - top1_acc 0.5874 top5_acc 0.8284 2020-10-26 07:43:09,860 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-26 07:43:09,958 - mmaction - INFO - mean_acc 0.5877 2020-10-26 07:43:09,959 - mmaction - INFO - Now best checkpoint is epoch_136.pth 2020-10-26 07:43:09,993 - mmaction - INFO - Epoch(val) [136][264] top1_acc: 0.5874, top5_acc: 0.8284, mean_class_accuracy: 0.5877 2020-10-26 07:46:26,013 - mmaction - INFO - Epoch [137][20/264] lr: 2.029e-01, eta: 8:14:35, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4977, top5_acc: 0.7545, loss_cls: 2.0494, loss: 2.0494, grad_norm: 1.4404, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7743, loss_cls/aux0: 1.9497, loss/aux0: 1.9497, top1_acc/aux1: 0.5455, top5_acc/aux1: 0.7851, loss_cls/aux1: 1.8672, loss/aux1: 1.8672, top1_acc/aux2: 0.4622, top5_acc/aux2: 0.7146, loss_cls/aux2: 2.2364, loss/aux2: 2.2364 2020-10-26 07:47:13,386 - mmaction - INFO - Epoch [137][40/264] lr: 2.029e-01, eta: 8:14:17, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.4995, top5_acc: 0.7476, loss_cls: 2.0733, loss: 2.0733, grad_norm: 1.4343, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7708, loss_cls/aux0: 2.0013, loss/aux0: 2.0013, top1_acc/aux1: 0.5344, top5_acc/aux1: 0.7826, loss_cls/aux1: 1.8993, loss/aux1: 1.8993, top1_acc/aux2: 0.4675, top5_acc/aux2: 0.7194, loss_cls/aux2: 2.2089, loss/aux2: 2.2089 2020-10-26 07:48:00,383 - mmaction - INFO - Epoch [137][60/264] lr: 2.029e-01, eta: 8:13:58, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4983, top5_acc: 0.7498, loss_cls: 2.0604, loss: 2.0604, grad_norm: 1.4437, top1_acc/aux0: 0.5127, top5_acc/aux0: 0.7665, loss_cls/aux0: 2.0176, loss/aux0: 2.0176, top1_acc/aux1: 0.5262, top5_acc/aux1: 0.7856, loss_cls/aux1: 1.9047, loss/aux1: 1.9047, top1_acc/aux2: 0.4646, top5_acc/aux2: 0.7200, loss_cls/aux2: 2.1959, loss/aux2: 2.1959 2020-10-26 07:48:47,810 - mmaction - INFO - Epoch [137][80/264] lr: 2.029e-01, eta: 8:13:40, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4870, top5_acc: 0.7378, loss_cls: 2.1096, loss: 2.1096, grad_norm: 1.4380, top1_acc/aux0: 0.5210, top5_acc/aux0: 0.7736, loss_cls/aux0: 1.9584, loss/aux0: 1.9584, top1_acc/aux1: 0.5363, top5_acc/aux1: 0.7957, loss_cls/aux1: 1.8576, loss/aux1: 1.8576, top1_acc/aux2: 0.4627, top5_acc/aux2: 0.7280, loss_cls/aux2: 2.1765, loss/aux2: 2.1765 2020-10-26 07:49:35,033 - mmaction - INFO - Epoch [137][100/264] lr: 2.029e-01, eta: 8:13:21, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4894, top5_acc: 0.7451, loss_cls: 2.0700, loss: 2.0700, grad_norm: 1.4615, top1_acc/aux0: 0.5210, top5_acc/aux0: 0.7762, loss_cls/aux0: 1.9540, loss/aux0: 1.9540, top1_acc/aux1: 0.5406, top5_acc/aux1: 0.7913, loss_cls/aux1: 1.8561, loss/aux1: 1.8561, top1_acc/aux2: 0.4609, top5_acc/aux2: 0.7262, loss_cls/aux2: 2.2107, loss/aux2: 2.2107 2020-10-26 07:50:22,328 - mmaction - INFO - Epoch [137][120/264] lr: 2.029e-01, eta: 8:13:03, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4917, top5_acc: 0.7536, loss_cls: 2.0815, loss: 2.0815, grad_norm: 1.4335, top1_acc/aux0: 0.5330, top5_acc/aux0: 0.7821, loss_cls/aux0: 1.9359, loss/aux0: 1.9359, top1_acc/aux1: 0.5401, top5_acc/aux1: 0.7870, loss_cls/aux1: 1.8598, loss/aux1: 1.8598, top1_acc/aux2: 0.4655, top5_acc/aux2: 0.7276, loss_cls/aux2: 2.2060, loss/aux2: 2.2060 2020-10-26 07:51:09,584 - mmaction - INFO - Epoch [137][140/264] lr: 2.029e-01, eta: 8:12:44, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4913, top5_acc: 0.7358, loss_cls: 2.1198, loss: 2.1198, grad_norm: 1.4427, top1_acc/aux0: 0.5302, top5_acc/aux0: 0.7800, loss_cls/aux0: 1.9480, loss/aux0: 1.9480, top1_acc/aux1: 0.5519, top5_acc/aux1: 0.7908, loss_cls/aux1: 1.8447, loss/aux1: 1.8447, top1_acc/aux2: 0.4653, top5_acc/aux2: 0.7269, loss_cls/aux2: 2.1967, loss/aux2: 2.1967 2020-10-26 07:51:56,871 - mmaction - INFO - Epoch [137][160/264] lr: 2.029e-01, eta: 8:12:25, time: 0.947, data_time: 0.001, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7411, loss_cls: 2.0956, loss: 2.0956, grad_norm: 1.4449, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7752, loss_cls/aux0: 1.9706, loss/aux0: 1.9706, top1_acc/aux1: 0.5387, top5_acc/aux1: 0.7903, loss_cls/aux1: 1.8864, loss/aux1: 1.8864, top1_acc/aux2: 0.4630, top5_acc/aux2: 0.7248, loss_cls/aux2: 2.2155, loss/aux2: 2.2155 2020-10-26 07:52:44,531 - mmaction - INFO - Epoch [137][180/264] lr: 2.029e-01, eta: 8:12:07, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.4967, top5_acc: 0.7439, loss_cls: 2.0804, loss: 2.0804, grad_norm: 1.4195, top1_acc/aux0: 0.5283, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9417, loss/aux0: 1.9417, top1_acc/aux1: 0.5281, top5_acc/aux1: 0.7943, loss_cls/aux1: 1.8818, loss/aux1: 1.8818, top1_acc/aux2: 0.4727, top5_acc/aux2: 0.7401, loss_cls/aux2: 2.1695, loss/aux2: 2.1695 2020-10-26 07:53:31,913 - mmaction - INFO - Epoch [137][200/264] lr: 2.029e-01, eta: 8:11:48, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4965, top5_acc: 0.7457, loss_cls: 2.0926, loss: 2.0926, grad_norm: 1.4634, top1_acc/aux0: 0.5233, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9384, loss/aux0: 1.9384, top1_acc/aux1: 0.5358, top5_acc/aux1: 0.7854, loss_cls/aux1: 1.8721, loss/aux1: 1.8721, top1_acc/aux2: 0.4655, top5_acc/aux2: 0.7306, loss_cls/aux2: 2.1936, loss/aux2: 2.1936 2020-10-26 07:54:19,274 - mmaction - INFO - Epoch [137][220/264] lr: 2.029e-01, eta: 8:11:29, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4938, top5_acc: 0.7438, loss_cls: 2.0725, loss: 2.0725, grad_norm: 1.4573, top1_acc/aux0: 0.5269, top5_acc/aux0: 0.7821, loss_cls/aux0: 1.9373, loss/aux0: 1.9373, top1_acc/aux1: 0.5394, top5_acc/aux1: 0.7828, loss_cls/aux1: 1.8852, loss/aux1: 1.8852, top1_acc/aux2: 0.4675, top5_acc/aux2: 0.7234, loss_cls/aux2: 2.1970, loss/aux2: 2.1970 2020-10-26 07:55:06,747 - mmaction - INFO - Epoch [137][240/264] lr: 2.029e-01, eta: 8:11:11, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4885, top5_acc: 0.7417, loss_cls: 2.1030, loss: 2.1030, grad_norm: 1.4248, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7767, loss_cls/aux0: 1.9525, loss/aux0: 1.9525, top1_acc/aux1: 0.5391, top5_acc/aux1: 0.7830, loss_cls/aux1: 1.8958, loss/aux1: 1.8958, top1_acc/aux2: 0.4653, top5_acc/aux2: 0.7174, loss_cls/aux2: 2.2203, loss/aux2: 2.2203 2020-10-26 07:55:54,333 - mmaction - INFO - Epoch [137][260/264] lr: 2.029e-01, eta: 8:10:52, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7497, loss_cls: 2.0852, loss: 2.0852, grad_norm: 1.4283, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9669, loss/aux0: 1.9669, top1_acc/aux1: 0.5439, top5_acc/aux1: 0.7863, loss_cls/aux1: 1.8696, loss/aux1: 1.8696, top1_acc/aux2: 0.4542, top5_acc/aux2: 0.7109, loss_cls/aux2: 2.2590, loss/aux2: 2.2590 2020-10-26 08:00:02,913 - mmaction - INFO - Epoch [138][20/264] lr: 2.002e-01, eta: 8:10:27, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4965, top5_acc: 0.7563, loss_cls: 2.0370, loss: 2.0370, grad_norm: 1.4472, top1_acc/aux0: 0.5187, top5_acc/aux0: 0.7705, loss_cls/aux0: 1.9713, loss/aux0: 1.9713, top1_acc/aux1: 0.5316, top5_acc/aux1: 0.7885, loss_cls/aux1: 1.8930, loss/aux1: 1.8930, top1_acc/aux2: 0.4649, top5_acc/aux2: 0.7330, loss_cls/aux2: 2.1753, loss/aux2: 2.1753 2020-10-26 08:00:50,916 - mmaction - INFO - Epoch [138][40/264] lr: 2.002e-01, eta: 8:10:08, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5000, top5_acc: 0.7516, loss_cls: 2.0645, loss: 2.0645, grad_norm: 1.4680, top1_acc/aux0: 0.5325, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9324, loss/aux0: 1.9324, top1_acc/aux1: 0.5306, top5_acc/aux1: 0.7892, loss_cls/aux1: 1.8748, loss/aux1: 1.8748, top1_acc/aux2: 0.4679, top5_acc/aux2: 0.7247, loss_cls/aux2: 2.1877, loss/aux2: 2.1877 2020-10-26 08:01:38,468 - mmaction - INFO - Epoch [138][60/264] lr: 2.002e-01, eta: 8:09:50, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4957, top5_acc: 0.7524, loss_cls: 2.0510, loss: 2.0510, grad_norm: 1.4327, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7806, loss_cls/aux0: 1.9314, loss/aux0: 1.9314, top1_acc/aux1: 0.5344, top5_acc/aux1: 0.7910, loss_cls/aux1: 1.8582, loss/aux1: 1.8582, top1_acc/aux2: 0.4691, top5_acc/aux2: 0.7214, loss_cls/aux2: 2.1975, loss/aux2: 2.1975 2020-10-26 08:02:25,784 - mmaction - INFO - Epoch [138][80/264] lr: 2.002e-01, eta: 8:09:31, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5017, top5_acc: 0.7472, loss_cls: 2.0667, loss: 2.0667, grad_norm: 1.4143, top1_acc/aux0: 0.5241, top5_acc/aux0: 0.7752, loss_cls/aux0: 1.9594, loss/aux0: 1.9594, top1_acc/aux1: 0.5408, top5_acc/aux1: 0.7922, loss_cls/aux1: 1.8554, loss/aux1: 1.8554, top1_acc/aux2: 0.4679, top5_acc/aux2: 0.7257, loss_cls/aux2: 2.2034, loss/aux2: 2.2034 2020-10-26 08:03:13,103 - mmaction - INFO - Epoch [138][100/264] lr: 2.002e-01, eta: 8:09:12, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5007, top5_acc: 0.7484, loss_cls: 2.0514, loss: 2.0514, grad_norm: 1.4646, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9620, loss/aux0: 1.9620, top1_acc/aux1: 0.5420, top5_acc/aux1: 0.7911, loss_cls/aux1: 1.8718, loss/aux1: 1.8718, top1_acc/aux2: 0.4620, top5_acc/aux2: 0.7200, loss_cls/aux2: 2.2377, loss/aux2: 2.2377 2020-10-26 08:04:00,857 - mmaction - INFO - Epoch [138][120/264] lr: 2.002e-01, eta: 8:08:54, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.4970, top5_acc: 0.7474, loss_cls: 2.0851, loss: 2.0851, grad_norm: 1.4501, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9707, loss/aux0: 1.9707, top1_acc/aux1: 0.5462, top5_acc/aux1: 0.7925, loss_cls/aux1: 1.8738, loss/aux1: 1.8738, top1_acc/aux2: 0.4670, top5_acc/aux2: 0.7243, loss_cls/aux2: 2.2106, loss/aux2: 2.2106 2020-10-26 08:04:48,226 - mmaction - INFO - Epoch [138][140/264] lr: 2.002e-01, eta: 8:08:35, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4977, top5_acc: 0.7470, loss_cls: 2.0610, loss: 2.0610, grad_norm: 1.4641, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7764, loss_cls/aux0: 1.9673, loss/aux0: 1.9673, top1_acc/aux1: 0.5465, top5_acc/aux1: 0.7934, loss_cls/aux1: 1.8712, loss/aux1: 1.8712, top1_acc/aux2: 0.4785, top5_acc/aux2: 0.7292, loss_cls/aux2: 2.1687, loss/aux2: 2.1687 2020-10-26 08:05:35,496 - mmaction - INFO - Epoch [138][160/264] lr: 2.002e-01, eta: 8:08:17, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4955, top5_acc: 0.7479, loss_cls: 2.0707, loss: 2.0707, grad_norm: 1.4456, top1_acc/aux0: 0.5210, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9686, loss/aux0: 1.9686, top1_acc/aux1: 0.5431, top5_acc/aux1: 0.7962, loss_cls/aux1: 1.8456, loss/aux1: 1.8456, top1_acc/aux2: 0.4773, top5_acc/aux2: 0.7250, loss_cls/aux2: 2.1866, loss/aux2: 2.1866 2020-10-26 08:06:22,671 - mmaction - INFO - Epoch [138][180/264] lr: 2.002e-01, eta: 8:07:58, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4840, top5_acc: 0.7464, loss_cls: 2.1259, loss: 2.1259, grad_norm: 1.4509, top1_acc/aux0: 0.5290, top5_acc/aux0: 0.7767, loss_cls/aux0: 1.9482, loss/aux0: 1.9482, top1_acc/aux1: 0.5507, top5_acc/aux1: 0.8009, loss_cls/aux1: 1.8006, loss/aux1: 1.8006, top1_acc/aux2: 0.4726, top5_acc/aux2: 0.7288, loss_cls/aux2: 2.1859, loss/aux2: 2.1859 2020-10-26 08:07:10,178 - mmaction - INFO - Epoch [138][200/264] lr: 2.002e-01, eta: 8:07:39, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4958, top5_acc: 0.7481, loss_cls: 2.0790, loss: 2.0790, grad_norm: 1.4472, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8962, loss/aux0: 1.8962, top1_acc/aux1: 0.5517, top5_acc/aux1: 0.7970, loss_cls/aux1: 1.8227, loss/aux1: 1.8227, top1_acc/aux2: 0.4602, top5_acc/aux2: 0.7231, loss_cls/aux2: 2.2229, loss/aux2: 2.2229 2020-10-26 08:07:57,788 - mmaction - INFO - Epoch [138][220/264] lr: 2.002e-01, eta: 8:07:21, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4851, top5_acc: 0.7339, loss_cls: 2.1369, loss: 2.1369, grad_norm: 1.4215, top1_acc/aux0: 0.5366, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8970, loss/aux0: 1.8970, top1_acc/aux1: 0.5351, top5_acc/aux1: 0.7877, loss_cls/aux1: 1.8862, loss/aux1: 1.8862, top1_acc/aux2: 0.4620, top5_acc/aux2: 0.7160, loss_cls/aux2: 2.2591, loss/aux2: 2.2591 2020-10-26 08:08:45,314 - mmaction - INFO - Epoch [138][240/264] lr: 2.002e-01, eta: 8:07:02, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4911, top5_acc: 0.7413, loss_cls: 2.1170, loss: 2.1170, grad_norm: 1.4361, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9499, loss/aux0: 1.9499, top1_acc/aux1: 0.5319, top5_acc/aux1: 0.7833, loss_cls/aux1: 1.9045, loss/aux1: 1.9045, top1_acc/aux2: 0.4686, top5_acc/aux2: 0.7182, loss_cls/aux2: 2.2435, loss/aux2: 2.2435 2020-10-26 08:09:32,749 - mmaction - INFO - Epoch [138][260/264] lr: 2.002e-01, eta: 8:06:44, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4845, top5_acc: 0.7413, loss_cls: 2.1265, loss: 2.1265, grad_norm: 1.4267, top1_acc/aux0: 0.5207, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9611, loss/aux0: 1.9611, top1_acc/aux1: 0.5368, top5_acc/aux1: 0.7811, loss_cls/aux1: 1.8978, loss/aux1: 1.8978, top1_acc/aux2: 0.4653, top5_acc/aux2: 0.7184, loss_cls/aux2: 2.2256, loss/aux2: 2.2256 2020-10-26 08:13:39,664 - mmaction - INFO - Epoch [139][20/264] lr: 1.975e-01, eta: 8:06:18, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5104, top5_acc: 0.7547, loss_cls: 2.0304, loss: 2.0304, grad_norm: 1.4558, top1_acc/aux0: 0.5194, top5_acc/aux0: 0.7722, loss_cls/aux0: 1.9535, loss/aux0: 1.9535, top1_acc/aux1: 0.5431, top5_acc/aux1: 0.7927, loss_cls/aux1: 1.8575, loss/aux1: 1.8575, top1_acc/aux2: 0.4705, top5_acc/aux2: 0.7309, loss_cls/aux2: 2.2121, loss/aux2: 2.2121 2020-10-26 08:14:26,882 - mmaction - INFO - Epoch [139][40/264] lr: 1.975e-01, eta: 8:05:59, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5106, top5_acc: 0.7488, loss_cls: 2.0406, loss: 2.0406, grad_norm: 1.4562, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7675, loss_cls/aux0: 1.9809, loss/aux0: 1.9809, top1_acc/aux1: 0.5438, top5_acc/aux1: 0.7880, loss_cls/aux1: 1.8609, loss/aux1: 1.8609, top1_acc/aux2: 0.4757, top5_acc/aux2: 0.7363, loss_cls/aux2: 2.1805, loss/aux2: 2.1805 2020-10-26 08:15:14,322 - mmaction - INFO - Epoch [139][60/264] lr: 1.975e-01, eta: 8:05:41, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5017, top5_acc: 0.7601, loss_cls: 2.0151, loss: 2.0151, grad_norm: 1.4955, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7655, loss_cls/aux0: 1.9815, loss/aux0: 1.9815, top1_acc/aux1: 0.5521, top5_acc/aux1: 0.7929, loss_cls/aux1: 1.8244, loss/aux1: 1.8244, top1_acc/aux2: 0.4781, top5_acc/aux2: 0.7326, loss_cls/aux2: 2.1685, loss/aux2: 2.1685 2020-10-26 08:16:01,440 - mmaction - INFO - Epoch [139][80/264] lr: 1.975e-01, eta: 8:05:22, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.4941, top5_acc: 0.7392, loss_cls: 2.1058, loss: 2.1058, grad_norm: 1.4927, top1_acc/aux0: 0.5311, top5_acc/aux0: 0.7731, loss_cls/aux0: 1.9354, loss/aux0: 1.9354, top1_acc/aux1: 0.5497, top5_acc/aux1: 0.7910, loss_cls/aux1: 1.8381, loss/aux1: 1.8381, top1_acc/aux2: 0.4696, top5_acc/aux2: 0.7241, loss_cls/aux2: 2.2237, loss/aux2: 2.2237 2020-10-26 08:16:48,837 - mmaction - INFO - Epoch [139][100/264] lr: 1.975e-01, eta: 8:05:04, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4858, top5_acc: 0.7441, loss_cls: 2.1040, loss: 2.1040, grad_norm: 1.4707, top1_acc/aux0: 0.5236, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9420, loss/aux0: 1.9420, top1_acc/aux1: 0.5408, top5_acc/aux1: 0.7847, loss_cls/aux1: 1.8776, loss/aux1: 1.8776, top1_acc/aux2: 0.4604, top5_acc/aux2: 0.7182, loss_cls/aux2: 2.2570, loss/aux2: 2.2570 2020-10-26 08:17:36,052 - mmaction - INFO - Epoch [139][120/264] lr: 1.975e-01, eta: 8:04:45, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4870, top5_acc: 0.7455, loss_cls: 2.0883, loss: 2.0883, grad_norm: 1.4420, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7696, loss_cls/aux0: 1.9936, loss/aux0: 1.9936, top1_acc/aux1: 0.5406, top5_acc/aux1: 0.7910, loss_cls/aux1: 1.8639, loss/aux1: 1.8639, top1_acc/aux2: 0.4630, top5_acc/aux2: 0.7219, loss_cls/aux2: 2.2177, loss/aux2: 2.2177 2020-10-26 08:18:23,420 - mmaction - INFO - Epoch [139][140/264] lr: 1.975e-01, eta: 8:04:27, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4936, top5_acc: 0.7493, loss_cls: 2.0917, loss: 2.0917, grad_norm: 1.4655, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7608, loss_cls/aux0: 2.0139, loss/aux0: 2.0139, top1_acc/aux1: 0.5432, top5_acc/aux1: 0.7931, loss_cls/aux1: 1.8555, loss/aux1: 1.8555, top1_acc/aux2: 0.4717, top5_acc/aux2: 0.7316, loss_cls/aux2: 2.1701, loss/aux2: 2.1701 2020-10-26 08:19:10,973 - mmaction - INFO - Epoch [139][160/264] lr: 1.975e-01, eta: 8:04:08, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4984, top5_acc: 0.7481, loss_cls: 2.0662, loss: 2.0662, grad_norm: 1.4926, top1_acc/aux0: 0.5207, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9729, loss/aux0: 1.9729, top1_acc/aux1: 0.5477, top5_acc/aux1: 0.7960, loss_cls/aux1: 1.8369, loss/aux1: 1.8369, top1_acc/aux2: 0.4700, top5_acc/aux2: 0.7264, loss_cls/aux2: 2.1766, loss/aux2: 2.1766 2020-10-26 08:19:58,549 - mmaction - INFO - Epoch [139][180/264] lr: 1.975e-01, eta: 8:03:49, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4922, top5_acc: 0.7401, loss_cls: 2.1225, loss: 2.1225, grad_norm: 1.4656, top1_acc/aux0: 0.5165, top5_acc/aux0: 0.7738, loss_cls/aux0: 1.9650, loss/aux0: 1.9650, top1_acc/aux1: 0.5495, top5_acc/aux1: 0.7911, loss_cls/aux1: 1.8295, loss/aux1: 1.8295, top1_acc/aux2: 0.4601, top5_acc/aux2: 0.7174, loss_cls/aux2: 2.2270, loss/aux2: 2.2270 2020-10-26 08:20:45,889 - mmaction - INFO - Epoch [139][200/264] lr: 1.975e-01, eta: 8:03:31, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4941, top5_acc: 0.7493, loss_cls: 2.0927, loss: 2.0927, grad_norm: 1.4631, top1_acc/aux0: 0.5101, top5_acc/aux0: 0.7665, loss_cls/aux0: 1.9986, loss/aux0: 1.9986, top1_acc/aux1: 0.5470, top5_acc/aux1: 0.7861, loss_cls/aux1: 1.8483, loss/aux1: 1.8483, top1_acc/aux2: 0.4696, top5_acc/aux2: 0.7255, loss_cls/aux2: 2.1912, loss/aux2: 2.1912 2020-10-26 08:21:33,447 - mmaction - INFO - Epoch [139][220/264] lr: 1.975e-01, eta: 8:03:12, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.4943, top5_acc: 0.7446, loss_cls: 2.0955, loss: 2.0955, grad_norm: 1.4812, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7684, loss_cls/aux0: 1.9664, loss/aux0: 1.9664, top1_acc/aux1: 0.5431, top5_acc/aux1: 0.7962, loss_cls/aux1: 1.8446, loss/aux1: 1.8446, top1_acc/aux2: 0.4790, top5_acc/aux2: 0.7281, loss_cls/aux2: 2.1624, loss/aux2: 2.1624 2020-10-26 08:22:20,923 - mmaction - INFO - Epoch [139][240/264] lr: 1.975e-01, eta: 8:02:54, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4979, top5_acc: 0.7531, loss_cls: 2.0702, loss: 2.0702, grad_norm: 1.4585, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9456, loss/aux0: 1.9456, top1_acc/aux1: 0.5448, top5_acc/aux1: 0.7946, loss_cls/aux1: 1.8423, loss/aux1: 1.8423, top1_acc/aux2: 0.4665, top5_acc/aux2: 0.7182, loss_cls/aux2: 2.2252, loss/aux2: 2.2252 2020-10-26 08:23:08,512 - mmaction - INFO - Epoch [139][260/264] lr: 1.975e-01, eta: 8:02:35, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.5033, top5_acc: 0.7557, loss_cls: 2.0561, loss: 2.0561, grad_norm: 1.4796, top1_acc/aux0: 0.5220, top5_acc/aux0: 0.7816, loss_cls/aux0: 1.9393, loss/aux0: 1.9393, top1_acc/aux1: 0.5510, top5_acc/aux1: 0.7977, loss_cls/aux1: 1.8140, loss/aux1: 1.8140, top1_acc/aux2: 0.4590, top5_acc/aux2: 0.7155, loss_cls/aux2: 2.2495, loss/aux2: 2.2495 2020-10-26 08:26:52,957 - mmaction - INFO - Epoch [140][20/264] lr: 1.947e-01, eta: 8:02:09, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5101, top5_acc: 0.7505, loss_cls: 2.0369, loss: 2.0369, grad_norm: 1.4676, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9260, loss/aux0: 1.9260, top1_acc/aux1: 0.5451, top5_acc/aux1: 0.7965, loss_cls/aux1: 1.8369, loss/aux1: 1.8369, top1_acc/aux2: 0.4615, top5_acc/aux2: 0.7247, loss_cls/aux2: 2.2038, loss/aux2: 2.2038 2020-10-26 08:27:40,719 - mmaction - INFO - Epoch [140][40/264] lr: 1.947e-01, eta: 8:01:51, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4929, top5_acc: 0.7490, loss_cls: 2.0887, loss: 2.0887, grad_norm: 1.4586, top1_acc/aux0: 0.5330, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9368, loss/aux0: 1.9368, top1_acc/aux1: 0.5505, top5_acc/aux1: 0.7974, loss_cls/aux1: 1.8211, loss/aux1: 1.8211, top1_acc/aux2: 0.4752, top5_acc/aux2: 0.7299, loss_cls/aux2: 2.1858, loss/aux2: 2.1858 2020-10-26 08:28:27,734 - mmaction - INFO - Epoch [140][60/264] lr: 1.947e-01, eta: 8:01:32, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5153, top5_acc: 0.7510, loss_cls: 2.0544, loss: 2.0544, grad_norm: 1.4562, top1_acc/aux0: 0.5316, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9359, loss/aux0: 1.9359, top1_acc/aux1: 0.5420, top5_acc/aux1: 0.7924, loss_cls/aux1: 1.8297, loss/aux1: 1.8297, top1_acc/aux2: 0.4724, top5_acc/aux2: 0.7312, loss_cls/aux2: 2.2054, loss/aux2: 2.2054 2020-10-26 08:29:15,048 - mmaction - INFO - Epoch [140][80/264] lr: 1.947e-01, eta: 8:01:13, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5031, top5_acc: 0.7523, loss_cls: 2.0363, loss: 2.0363, grad_norm: 1.4899, top1_acc/aux0: 0.5311, top5_acc/aux0: 0.7780, loss_cls/aux0: 1.9441, loss/aux0: 1.9441, top1_acc/aux1: 0.5314, top5_acc/aux1: 0.7844, loss_cls/aux1: 1.8755, loss/aux1: 1.8755, top1_acc/aux2: 0.4639, top5_acc/aux2: 0.7259, loss_cls/aux2: 2.2242, loss/aux2: 2.2242 2020-10-26 08:30:02,478 - mmaction - INFO - Epoch [140][100/264] lr: 1.947e-01, eta: 8:00:55, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4965, top5_acc: 0.7443, loss_cls: 2.0819, loss: 2.0819, grad_norm: 1.4938, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7783, loss_cls/aux0: 1.9479, loss/aux0: 1.9479, top1_acc/aux1: 0.5354, top5_acc/aux1: 0.7778, loss_cls/aux1: 1.9116, loss/aux1: 1.9116, top1_acc/aux2: 0.4632, top5_acc/aux2: 0.7214, loss_cls/aux2: 2.2261, loss/aux2: 2.2261 2020-10-26 08:30:50,918 - mmaction - INFO - Epoch [140][120/264] lr: 1.947e-01, eta: 8:00:36, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4878, top5_acc: 0.7365, loss_cls: 2.1011, loss: 2.1011, grad_norm: 1.4645, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.7813, loss_cls/aux0: 1.9241, loss/aux0: 1.9241, top1_acc/aux1: 0.5356, top5_acc/aux1: 0.7816, loss_cls/aux1: 1.8847, loss/aux1: 1.8847, top1_acc/aux2: 0.4615, top5_acc/aux2: 0.7203, loss_cls/aux2: 2.2234, loss/aux2: 2.2234 2020-10-26 08:31:38,294 - mmaction - INFO - Epoch [140][140/264] lr: 1.947e-01, eta: 8:00:18, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4901, top5_acc: 0.7507, loss_cls: 2.0764, loss: 2.0764, grad_norm: 1.4757, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7795, loss_cls/aux0: 1.9363, loss/aux0: 1.9363, top1_acc/aux1: 0.5403, top5_acc/aux1: 0.7891, loss_cls/aux1: 1.8445, loss/aux1: 1.8445, top1_acc/aux2: 0.4627, top5_acc/aux2: 0.7214, loss_cls/aux2: 2.2044, loss/aux2: 2.2044 2020-10-26 08:32:25,446 - mmaction - INFO - Epoch [140][160/264] lr: 1.947e-01, eta: 7:59:59, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5021, top5_acc: 0.7533, loss_cls: 2.0611, loss: 2.0611, grad_norm: 1.4550, top1_acc/aux0: 0.5316, top5_acc/aux0: 0.7835, loss_cls/aux0: 1.9174, loss/aux0: 1.9174, top1_acc/aux1: 0.5451, top5_acc/aux1: 0.7875, loss_cls/aux1: 1.8545, loss/aux1: 1.8545, top1_acc/aux2: 0.4703, top5_acc/aux2: 0.7274, loss_cls/aux2: 2.1832, loss/aux2: 2.1832 2020-10-26 08:33:12,918 - mmaction - INFO - Epoch [140][180/264] lr: 1.947e-01, eta: 7:59:41, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4938, top5_acc: 0.7498, loss_cls: 2.0618, loss: 2.0618, grad_norm: 1.4909, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8920, loss/aux0: 1.8920, top1_acc/aux1: 0.5391, top5_acc/aux1: 0.7882, loss_cls/aux1: 1.8701, loss/aux1: 1.8701, top1_acc/aux2: 0.4681, top5_acc/aux2: 0.7271, loss_cls/aux2: 2.1954, loss/aux2: 2.1954 2020-10-26 08:34:00,514 - mmaction - INFO - Epoch [140][200/264] lr: 1.947e-01, eta: 7:59:22, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5113, top5_acc: 0.7521, loss_cls: 2.0482, loss: 2.0482, grad_norm: 1.4687, top1_acc/aux0: 0.5259, top5_acc/aux0: 0.7840, loss_cls/aux0: 1.9378, loss/aux0: 1.9378, top1_acc/aux1: 0.5378, top5_acc/aux1: 0.7852, loss_cls/aux1: 1.8847, loss/aux1: 1.8847, top1_acc/aux2: 0.4566, top5_acc/aux2: 0.7214, loss_cls/aux2: 2.2251, loss/aux2: 2.2251 2020-10-26 08:34:48,307 - mmaction - INFO - Epoch [140][220/264] lr: 1.947e-01, eta: 7:59:03, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4849, top5_acc: 0.7453, loss_cls: 2.1067, loss: 2.1067, grad_norm: 1.4821, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9737, loss/aux0: 1.9737, top1_acc/aux1: 0.5477, top5_acc/aux1: 0.7903, loss_cls/aux1: 1.8423, loss/aux1: 1.8423, top1_acc/aux2: 0.4717, top5_acc/aux2: 0.7299, loss_cls/aux2: 2.1738, loss/aux2: 2.1738 2020-10-26 08:35:35,768 - mmaction - INFO - Epoch [140][240/264] lr: 1.947e-01, eta: 7:58:45, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.4964, top5_acc: 0.7547, loss_cls: 2.0689, loss: 2.0689, grad_norm: 1.4696, top1_acc/aux0: 0.5243, top5_acc/aux0: 0.7733, loss_cls/aux0: 1.9773, loss/aux0: 1.9773, top1_acc/aux1: 0.5531, top5_acc/aux1: 0.7965, loss_cls/aux1: 1.8135, loss/aux1: 1.8135, top1_acc/aux2: 0.4778, top5_acc/aux2: 0.7323, loss_cls/aux2: 2.1590, loss/aux2: 2.1590 2020-10-26 08:36:23,222 - mmaction - INFO - Epoch [140][260/264] lr: 1.947e-01, eta: 7:58:26, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4918, top5_acc: 0.7462, loss_cls: 2.0862, loss: 2.0862, grad_norm: 1.4722, top1_acc/aux0: 0.5330, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9391, loss/aux0: 1.9391, top1_acc/aux1: 0.5498, top5_acc/aux1: 0.7948, loss_cls/aux1: 1.8303, loss/aux1: 1.8303, top1_acc/aux2: 0.4672, top5_acc/aux2: 0.7252, loss_cls/aux2: 2.2105, loss/aux2: 2.2105 2020-10-26 08:40:31,800 - mmaction - INFO - Epoch [141][20/264] lr: 1.920e-01, eta: 7:58:00, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7634, loss_cls: 2.0104, loss: 2.0104, grad_norm: 1.4713, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7965, loss_cls/aux0: 1.8816, loss/aux0: 1.8816, top1_acc/aux1: 0.5649, top5_acc/aux1: 0.8063, loss_cls/aux1: 1.7749, loss/aux1: 1.7749, top1_acc/aux2: 0.4847, top5_acc/aux2: 0.7309, loss_cls/aux2: 2.1767, loss/aux2: 2.1767 2020-10-26 08:41:19,358 - mmaction - INFO - Epoch [141][40/264] lr: 1.920e-01, eta: 7:57:42, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4964, top5_acc: 0.7576, loss_cls: 2.0424, loss: 2.0424, grad_norm: 1.4980, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7889, loss_cls/aux0: 1.9016, loss/aux0: 1.9016, top1_acc/aux1: 0.5536, top5_acc/aux1: 0.7991, loss_cls/aux1: 1.8086, loss/aux1: 1.8086, top1_acc/aux2: 0.4717, top5_acc/aux2: 0.7234, loss_cls/aux2: 2.2089, loss/aux2: 2.2089 2020-10-26 08:42:06,668 - mmaction - INFO - Epoch [141][60/264] lr: 1.920e-01, eta: 7:57:23, time: 0.947, data_time: 0.001, memory: 8466, top1_acc: 0.4977, top5_acc: 0.7451, loss_cls: 2.0691, loss: 2.0691, grad_norm: 1.4573, top1_acc/aux0: 0.5325, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.9111, loss/aux0: 1.9111, top1_acc/aux1: 0.5398, top5_acc/aux1: 0.7925, loss_cls/aux1: 1.8474, loss/aux1: 1.8474, top1_acc/aux2: 0.4599, top5_acc/aux2: 0.7220, loss_cls/aux2: 2.2178, loss/aux2: 2.2178 2020-10-26 08:42:54,574 - mmaction - INFO - Epoch [141][80/264] lr: 1.920e-01, eta: 7:57:05, time: 0.969, data_time: 0.000, memory: 8466, top1_acc: 0.4984, top5_acc: 0.7418, loss_cls: 2.0767, loss: 2.0767, grad_norm: 1.4772, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.9240, loss/aux0: 1.9240, top1_acc/aux1: 0.5438, top5_acc/aux1: 0.7906, loss_cls/aux1: 1.8431, loss/aux1: 1.8431, top1_acc/aux2: 0.4618, top5_acc/aux2: 0.7255, loss_cls/aux2: 2.1973, loss/aux2: 2.1973 2020-10-26 08:43:41,973 - mmaction - INFO - Epoch [141][100/264] lr: 1.920e-01, eta: 7:56:47, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4901, top5_acc: 0.7436, loss_cls: 2.0903, loss: 2.0903, grad_norm: 1.4976, top1_acc/aux0: 0.5304, top5_acc/aux0: 0.7809, loss_cls/aux0: 1.9372, loss/aux0: 1.9372, top1_acc/aux1: 0.5523, top5_acc/aux1: 0.7955, loss_cls/aux1: 1.8226, loss/aux1: 1.8226, top1_acc/aux2: 0.4701, top5_acc/aux2: 0.7260, loss_cls/aux2: 2.2068, loss/aux2: 2.2068 2020-10-26 08:44:29,194 - mmaction - INFO - Epoch [141][120/264] lr: 1.920e-01, eta: 7:56:28, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4938, top5_acc: 0.7434, loss_cls: 2.1171, loss: 2.1171, grad_norm: 1.4591, top1_acc/aux0: 0.5345, top5_acc/aux0: 0.7757, loss_cls/aux0: 1.9466, loss/aux0: 1.9466, top1_acc/aux1: 0.5477, top5_acc/aux1: 0.7984, loss_cls/aux1: 1.8293, loss/aux1: 1.8293, top1_acc/aux2: 0.4681, top5_acc/aux2: 0.7179, loss_cls/aux2: 2.2420, loss/aux2: 2.2420 2020-10-26 08:45:16,890 - mmaction - INFO - Epoch [141][140/264] lr: 1.920e-01, eta: 7:56:10, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5135, top5_acc: 0.7651, loss_cls: 1.9973, loss: 1.9973, grad_norm: 1.4715, top1_acc/aux0: 0.5312, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9376, loss/aux0: 1.9376, top1_acc/aux1: 0.5472, top5_acc/aux1: 0.7891, loss_cls/aux1: 1.8505, loss/aux1: 1.8505, top1_acc/aux2: 0.4719, top5_acc/aux2: 0.7127, loss_cls/aux2: 2.2150, loss/aux2: 2.2150 2020-10-26 08:46:04,381 - mmaction - INFO - Epoch [141][160/264] lr: 1.920e-01, eta: 7:55:51, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4974, top5_acc: 0.7505, loss_cls: 2.0695, loss: 2.0695, grad_norm: 1.4642, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.9142, loss/aux0: 1.9142, top1_acc/aux1: 0.5470, top5_acc/aux1: 0.7856, loss_cls/aux1: 1.8521, loss/aux1: 1.8521, top1_acc/aux2: 0.4694, top5_acc/aux2: 0.7182, loss_cls/aux2: 2.2060, loss/aux2: 2.2060 2020-10-26 08:46:51,653 - mmaction - INFO - Epoch [141][180/264] lr: 1.920e-01, eta: 7:55:32, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4997, top5_acc: 0.7503, loss_cls: 2.0644, loss: 2.0644, grad_norm: 1.4424, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7837, loss_cls/aux0: 1.9491, loss/aux0: 1.9491, top1_acc/aux1: 0.5503, top5_acc/aux1: 0.7887, loss_cls/aux1: 1.8375, loss/aux1: 1.8375, top1_acc/aux2: 0.4569, top5_acc/aux2: 0.7198, loss_cls/aux2: 2.2412, loss/aux2: 2.2412 2020-10-26 08:47:38,936 - mmaction - INFO - Epoch [141][200/264] lr: 1.920e-01, eta: 7:55:14, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.5017, top5_acc: 0.7543, loss_cls: 2.0543, loss: 2.0543, grad_norm: 1.4757, top1_acc/aux0: 0.5191, top5_acc/aux0: 0.7790, loss_cls/aux0: 1.9446, loss/aux0: 1.9446, top1_acc/aux1: 0.5425, top5_acc/aux1: 0.7814, loss_cls/aux1: 1.8665, loss/aux1: 1.8665, top1_acc/aux2: 0.4710, top5_acc/aux2: 0.7300, loss_cls/aux2: 2.1886, loss/aux2: 2.1886 2020-10-26 08:48:27,358 - mmaction - INFO - Epoch [141][220/264] lr: 1.920e-01, eta: 7:54:55, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5040, top5_acc: 0.7620, loss_cls: 2.0280, loss: 2.0280, grad_norm: 1.4896, top1_acc/aux0: 0.5314, top5_acc/aux0: 0.7863, loss_cls/aux0: 1.9078, loss/aux0: 1.9078, top1_acc/aux1: 0.5363, top5_acc/aux1: 0.7821, loss_cls/aux1: 1.8622, loss/aux1: 1.8622, top1_acc/aux2: 0.4753, top5_acc/aux2: 0.7332, loss_cls/aux2: 2.1707, loss/aux2: 2.1707 2020-10-26 08:49:14,784 - mmaction - INFO - Epoch [141][240/264] lr: 1.920e-01, eta: 7:54:37, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5061, top5_acc: 0.7538, loss_cls: 2.0514, loss: 2.0514, grad_norm: 1.5154, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7905, loss_cls/aux0: 1.9120, loss/aux0: 1.9120, top1_acc/aux1: 0.5458, top5_acc/aux1: 0.7865, loss_cls/aux1: 1.8498, loss/aux1: 1.8498, top1_acc/aux2: 0.4700, top5_acc/aux2: 0.7266, loss_cls/aux2: 2.2089, loss/aux2: 2.2089 2020-10-26 08:50:02,387 - mmaction - INFO - Epoch [141][260/264] lr: 1.920e-01, eta: 7:54:18, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5052, top5_acc: 0.7502, loss_cls: 2.0373, loss: 2.0373, grad_norm: 1.4875, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7894, loss_cls/aux0: 1.9003, loss/aux0: 1.9003, top1_acc/aux1: 0.5411, top5_acc/aux1: 0.7830, loss_cls/aux1: 1.8691, loss/aux1: 1.8691, top1_acc/aux2: 0.4691, top5_acc/aux2: 0.7229, loss_cls/aux2: 2.2179, loss/aux2: 2.2179 2020-10-26 08:53:42,130 - mmaction - INFO - Epoch [142][20/264] lr: 1.893e-01, eta: 7:53:53, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5092, top5_acc: 0.7556, loss_cls: 2.0244, loss: 2.0244, grad_norm: 1.4903, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.9099, loss/aux0: 1.9099, top1_acc/aux1: 0.5451, top5_acc/aux1: 0.7885, loss_cls/aux1: 1.8463, loss/aux1: 1.8463, top1_acc/aux2: 0.4622, top5_acc/aux2: 0.7274, loss_cls/aux2: 2.1892, loss/aux2: 2.1892 2020-10-26 08:54:29,580 - mmaction - INFO - Epoch [142][40/264] lr: 1.893e-01, eta: 7:53:34, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.4984, top5_acc: 0.7545, loss_cls: 2.0271, loss: 2.0271, grad_norm: 1.4788, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7884, loss_cls/aux0: 1.9119, loss/aux0: 1.9119, top1_acc/aux1: 0.5424, top5_acc/aux1: 0.7847, loss_cls/aux1: 1.8730, loss/aux1: 1.8730, top1_acc/aux2: 0.4694, top5_acc/aux2: 0.7269, loss_cls/aux2: 2.2013, loss/aux2: 2.2013 2020-10-26 08:55:16,795 - mmaction - INFO - Epoch [142][60/264] lr: 1.893e-01, eta: 7:53:15, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5092, top5_acc: 0.7608, loss_cls: 2.0183, loss: 2.0183, grad_norm: 1.4712, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7809, loss_cls/aux0: 1.9420, loss/aux0: 1.9420, top1_acc/aux1: 0.5330, top5_acc/aux1: 0.7814, loss_cls/aux1: 1.9065, loss/aux1: 1.9065, top1_acc/aux2: 0.4785, top5_acc/aux2: 0.7297, loss_cls/aux2: 2.1859, loss/aux2: 2.1859 2020-10-26 08:56:03,871 - mmaction - INFO - Epoch [142][80/264] lr: 1.893e-01, eta: 7:52:57, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5090, top5_acc: 0.7550, loss_cls: 2.0146, loss: 2.0146, grad_norm: 1.4740, top1_acc/aux0: 0.5241, top5_acc/aux0: 0.7733, loss_cls/aux0: 1.9434, loss/aux0: 1.9434, top1_acc/aux1: 0.5434, top5_acc/aux1: 0.7922, loss_cls/aux1: 1.8444, loss/aux1: 1.8444, top1_acc/aux2: 0.4813, top5_acc/aux2: 0.7323, loss_cls/aux2: 2.1592, loss/aux2: 2.1592 2020-10-26 08:56:51,033 - mmaction - INFO - Epoch [142][100/264] lr: 1.893e-01, eta: 7:52:38, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5089, top5_acc: 0.7465, loss_cls: 2.0424, loss: 2.0424, grad_norm: 1.4857, top1_acc/aux0: 0.5278, top5_acc/aux0: 0.7759, loss_cls/aux0: 1.9349, loss/aux0: 1.9349, top1_acc/aux1: 0.5481, top5_acc/aux1: 0.7970, loss_cls/aux1: 1.8077, loss/aux1: 1.8077, top1_acc/aux2: 0.4733, top5_acc/aux2: 0.7280, loss_cls/aux2: 2.1920, loss/aux2: 2.1920 2020-10-26 08:57:38,422 - mmaction - INFO - Epoch [142][120/264] lr: 1.893e-01, eta: 7:52:20, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5012, top5_acc: 0.7590, loss_cls: 2.0285, loss: 2.0285, grad_norm: 1.4984, top1_acc/aux0: 0.5264, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9321, loss/aux0: 1.9321, top1_acc/aux1: 0.5389, top5_acc/aux1: 0.7901, loss_cls/aux1: 1.8441, loss/aux1: 1.8441, top1_acc/aux2: 0.4604, top5_acc/aux2: 0.7233, loss_cls/aux2: 2.2073, loss/aux2: 2.2073 2020-10-26 08:58:25,834 - mmaction - INFO - Epoch [142][140/264] lr: 1.893e-01, eta: 7:52:01, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5026, top5_acc: 0.7505, loss_cls: 2.0575, loss: 2.0575, grad_norm: 1.4886, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7832, loss_cls/aux0: 1.8975, loss/aux0: 1.8975, top1_acc/aux1: 0.5420, top5_acc/aux1: 0.7878, loss_cls/aux1: 1.8588, loss/aux1: 1.8588, top1_acc/aux2: 0.4604, top5_acc/aux2: 0.7191, loss_cls/aux2: 2.2189, loss/aux2: 2.2189 2020-10-26 08:59:13,329 - mmaction - INFO - Epoch [142][160/264] lr: 1.893e-01, eta: 7:51:43, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4938, top5_acc: 0.7382, loss_cls: 2.0862, loss: 2.0862, grad_norm: 1.4840, top1_acc/aux0: 0.5325, top5_acc/aux0: 0.7845, loss_cls/aux0: 1.9028, loss/aux0: 1.9028, top1_acc/aux1: 0.5392, top5_acc/aux1: 0.7878, loss_cls/aux1: 1.8755, loss/aux1: 1.8755, top1_acc/aux2: 0.4722, top5_acc/aux2: 0.7212, loss_cls/aux2: 2.2028, loss/aux2: 2.2028 2020-10-26 09:00:00,499 - mmaction - INFO - Epoch [142][180/264] lr: 1.893e-01, eta: 7:51:24, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5066, top5_acc: 0.7587, loss_cls: 2.0363, loss: 2.0363, grad_norm: 1.4945, top1_acc/aux0: 0.5285, top5_acc/aux0: 0.7863, loss_cls/aux0: 1.9015, loss/aux0: 1.9015, top1_acc/aux1: 0.5375, top5_acc/aux1: 0.7917, loss_cls/aux1: 1.8662, loss/aux1: 1.8662, top1_acc/aux2: 0.4762, top5_acc/aux2: 0.7280, loss_cls/aux2: 2.1636, loss/aux2: 2.1636 2020-10-26 09:00:55,510 - mmaction - INFO - Epoch [142][200/264] lr: 1.893e-01, eta: 7:51:05, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5076, top5_acc: 0.7646, loss_cls: 1.9894, loss: 1.9894, grad_norm: 1.4888, top1_acc/aux0: 0.5309, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.9004, loss/aux0: 1.9004, top1_acc/aux1: 0.5387, top5_acc/aux1: 0.7948, loss_cls/aux1: 1.8471, loss/aux1: 1.8471, top1_acc/aux2: 0.4701, top5_acc/aux2: 0.7288, loss_cls/aux2: 2.1930, loss/aux2: 2.1930 2020-10-26 09:01:42,998 - mmaction - INFO - Epoch [142][220/264] lr: 1.893e-01, eta: 7:50:47, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5127, top5_acc: 0.7616, loss_cls: 2.0090, loss: 2.0090, grad_norm: 1.5034, top1_acc/aux0: 0.5280, top5_acc/aux0: 0.7809, loss_cls/aux0: 1.9314, loss/aux0: 1.9314, top1_acc/aux1: 0.5460, top5_acc/aux1: 0.7927, loss_cls/aux1: 1.8360, loss/aux1: 1.8360, top1_acc/aux2: 0.4729, top5_acc/aux2: 0.7280, loss_cls/aux2: 2.1897, loss/aux2: 2.1897 2020-10-26 09:02:30,180 - mmaction - INFO - Epoch [142][240/264] lr: 1.893e-01, eta: 7:50:28, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4991, top5_acc: 0.7510, loss_cls: 2.0642, loss: 2.0642, grad_norm: 1.5104, top1_acc/aux0: 0.5262, top5_acc/aux0: 0.7858, loss_cls/aux0: 1.9366, loss/aux0: 1.9366, top1_acc/aux1: 0.5519, top5_acc/aux1: 0.7866, loss_cls/aux1: 1.8417, loss/aux1: 1.8417, top1_acc/aux2: 0.4792, top5_acc/aux2: 0.7325, loss_cls/aux2: 2.1600, loss/aux2: 2.1600 2020-10-26 09:03:17,641 - mmaction - INFO - Epoch [142][260/264] lr: 1.893e-01, eta: 7:50:09, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4976, top5_acc: 0.7521, loss_cls: 2.0678, loss: 2.0678, grad_norm: 1.4649, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7762, loss_cls/aux0: 1.9615, loss/aux0: 1.9615, top1_acc/aux1: 0.5571, top5_acc/aux1: 0.7931, loss_cls/aux1: 1.8258, loss/aux1: 1.8258, top1_acc/aux2: 0.4773, top5_acc/aux2: 0.7316, loss_cls/aux2: 2.1845, loss/aux2: 2.1845 2020-10-26 09:07:24,004 - mmaction - INFO - Epoch [143][20/264] lr: 1.865e-01, eta: 7:49:44, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5016, top5_acc: 0.7543, loss_cls: 2.0273, loss: 2.0273, grad_norm: 1.4843, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7722, loss_cls/aux0: 1.9748, loss/aux0: 1.9748, top1_acc/aux1: 0.5465, top5_acc/aux1: 0.7858, loss_cls/aux1: 1.8475, loss/aux1: 1.8475, top1_acc/aux2: 0.4924, top5_acc/aux2: 0.7361, loss_cls/aux2: 2.0881, loss/aux2: 2.0881 2020-10-26 09:08:11,622 - mmaction - INFO - Epoch [143][40/264] lr: 1.865e-01, eta: 7:49:25, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5012, top5_acc: 0.7575, loss_cls: 2.0339, loss: 2.0339, grad_norm: 1.5003, top1_acc/aux0: 0.5345, top5_acc/aux0: 0.7821, loss_cls/aux0: 1.9156, loss/aux0: 1.9156, top1_acc/aux1: 0.5481, top5_acc/aux1: 0.7884, loss_cls/aux1: 1.8572, loss/aux1: 1.8572, top1_acc/aux2: 0.4837, top5_acc/aux2: 0.7319, loss_cls/aux2: 2.1475, loss/aux2: 2.1475 2020-10-26 09:08:59,188 - mmaction - INFO - Epoch [143][60/264] lr: 1.865e-01, eta: 7:49:07, time: 0.961, data_time: 0.001, memory: 8466, top1_acc: 0.5141, top5_acc: 0.7453, loss_cls: 2.0295, loss: 2.0295, grad_norm: 1.4566, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7934, loss_cls/aux0: 1.8489, loss/aux0: 1.8489, top1_acc/aux1: 0.5507, top5_acc/aux1: 0.7976, loss_cls/aux1: 1.8191, loss/aux1: 1.8191, top1_acc/aux2: 0.4778, top5_acc/aux2: 0.7335, loss_cls/aux2: 2.1684, loss/aux2: 2.1684 2020-10-26 09:09:46,727 - mmaction - INFO - Epoch [143][80/264] lr: 1.865e-01, eta: 7:48:49, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5085, top5_acc: 0.7549, loss_cls: 2.0033, loss: 2.0033, grad_norm: 1.5050, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7892, loss_cls/aux0: 1.8789, loss/aux0: 1.8789, top1_acc/aux1: 0.5497, top5_acc/aux1: 0.7967, loss_cls/aux1: 1.8067, loss/aux1: 1.8067, top1_acc/aux2: 0.4859, top5_acc/aux2: 0.7422, loss_cls/aux2: 2.1146, loss/aux2: 2.1146 2020-10-26 09:10:34,433 - mmaction - INFO - Epoch [143][100/264] lr: 1.865e-01, eta: 7:48:30, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.5017, top5_acc: 0.7502, loss_cls: 2.0545, loss: 2.0545, grad_norm: 1.5043, top1_acc/aux0: 0.5238, top5_acc/aux0: 0.7840, loss_cls/aux0: 1.9217, loss/aux0: 1.9217, top1_acc/aux1: 0.5479, top5_acc/aux1: 0.7936, loss_cls/aux1: 1.8332, loss/aux1: 1.8332, top1_acc/aux2: 0.4795, top5_acc/aux2: 0.7349, loss_cls/aux2: 2.1403, loss/aux2: 2.1403 2020-10-26 09:11:22,178 - mmaction - INFO - Epoch [143][120/264] lr: 1.865e-01, eta: 7:48:12, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5009, top5_acc: 0.7557, loss_cls: 2.0517, loss: 2.0517, grad_norm: 1.4655, top1_acc/aux0: 0.5259, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.9077, loss/aux0: 1.9077, top1_acc/aux1: 0.5375, top5_acc/aux1: 0.7920, loss_cls/aux1: 1.8514, loss/aux1: 1.8514, top1_acc/aux2: 0.4698, top5_acc/aux2: 0.7231, loss_cls/aux2: 2.2001, loss/aux2: 2.2001 2020-10-26 09:12:09,384 - mmaction - INFO - Epoch [143][140/264] lr: 1.865e-01, eta: 7:47:53, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5115, top5_acc: 0.7563, loss_cls: 2.0213, loss: 2.0213, grad_norm: 1.4791, top1_acc/aux0: 0.5278, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.9222, loss/aux0: 1.9222, top1_acc/aux1: 0.5465, top5_acc/aux1: 0.7943, loss_cls/aux1: 1.8210, loss/aux1: 1.8210, top1_acc/aux2: 0.4736, top5_acc/aux2: 0.7288, loss_cls/aux2: 2.1807, loss/aux2: 2.1807 2020-10-26 09:12:57,035 - mmaction - INFO - Epoch [143][160/264] lr: 1.865e-01, eta: 7:47:35, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5007, top5_acc: 0.7488, loss_cls: 2.0442, loss: 2.0442, grad_norm: 1.4844, top1_acc/aux0: 0.5188, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.9497, loss/aux0: 1.9497, top1_acc/aux1: 0.5618, top5_acc/aux1: 0.7953, loss_cls/aux1: 1.7914, loss/aux1: 1.7914, top1_acc/aux2: 0.4731, top5_acc/aux2: 0.7293, loss_cls/aux2: 2.1820, loss/aux2: 2.1820 2020-10-26 09:13:44,207 - mmaction - INFO - Epoch [143][180/264] lr: 1.865e-01, eta: 7:47:16, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5092, top5_acc: 0.7571, loss_cls: 2.0217, loss: 2.0217, grad_norm: 1.5020, top1_acc/aux0: 0.5238, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.9091, loss/aux0: 1.9091, top1_acc/aux1: 0.5514, top5_acc/aux1: 0.7924, loss_cls/aux1: 1.8176, loss/aux1: 1.8176, top1_acc/aux2: 0.4705, top5_acc/aux2: 0.7274, loss_cls/aux2: 2.2034, loss/aux2: 2.2034 2020-10-26 09:14:31,513 - mmaction - INFO - Epoch [143][200/264] lr: 1.865e-01, eta: 7:46:57, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4962, top5_acc: 0.7491, loss_cls: 2.0642, loss: 2.0642, grad_norm: 1.4899, top1_acc/aux0: 0.5335, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8788, loss/aux0: 1.8788, top1_acc/aux1: 0.5519, top5_acc/aux1: 0.7943, loss_cls/aux1: 1.8068, loss/aux1: 1.8068, top1_acc/aux2: 0.4724, top5_acc/aux2: 0.7306, loss_cls/aux2: 2.1771, loss/aux2: 2.1771 2020-10-26 09:15:18,958 - mmaction - INFO - Epoch [143][220/264] lr: 1.865e-01, eta: 7:46:39, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5009, top5_acc: 0.7599, loss_cls: 2.0209, loss: 2.0209, grad_norm: 1.4753, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.9343, loss/aux0: 1.9343, top1_acc/aux1: 0.5431, top5_acc/aux1: 0.7898, loss_cls/aux1: 1.8383, loss/aux1: 1.8383, top1_acc/aux2: 0.4753, top5_acc/aux2: 0.7319, loss_cls/aux2: 2.1653, loss/aux2: 2.1653 2020-10-26 09:16:06,317 - mmaction - INFO - Epoch [143][240/264] lr: 1.865e-01, eta: 7:46:20, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4991, top5_acc: 0.7490, loss_cls: 2.0794, loss: 2.0794, grad_norm: 1.4896, top1_acc/aux0: 0.5196, top5_acc/aux0: 0.7819, loss_cls/aux0: 1.9417, loss/aux0: 1.9417, top1_acc/aux1: 0.5349, top5_acc/aux1: 0.7929, loss_cls/aux1: 1.8511, loss/aux1: 1.8511, top1_acc/aux2: 0.4792, top5_acc/aux2: 0.7304, loss_cls/aux2: 2.1582, loss/aux2: 2.1582 2020-10-26 09:16:53,780 - mmaction - INFO - Epoch [143][260/264] lr: 1.865e-01, eta: 7:46:02, time: 0.962, data_time: 0.000, memory: 8466, top1_acc: 0.4965, top5_acc: 0.7470, loss_cls: 2.0799, loss: 2.0799, grad_norm: 1.5137, top1_acc/aux0: 0.5306, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.9121, loss/aux0: 1.9121, top1_acc/aux1: 0.5392, top5_acc/aux1: 0.7877, loss_cls/aux1: 1.8608, loss/aux1: 1.8608, top1_acc/aux2: 0.4825, top5_acc/aux2: 0.7293, loss_cls/aux2: 2.1566, loss/aux2: 2.1566 2020-10-26 09:21:05,992 - mmaction - INFO - Epoch [144][20/264] lr: 1.838e-01, eta: 7:45:37, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5167, top5_acc: 0.7507, loss_cls: 2.0262, loss: 2.0262, grad_norm: 1.4848, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.9024, loss/aux0: 1.9024, top1_acc/aux1: 0.5528, top5_acc/aux1: 0.7875, loss_cls/aux1: 1.8407, loss/aux1: 1.8407, top1_acc/aux2: 0.4583, top5_acc/aux2: 0.7243, loss_cls/aux2: 2.2084, loss/aux2: 2.2084 2020-10-26 09:21:52,877 - mmaction - INFO - Epoch [144][40/264] lr: 1.838e-01, eta: 7:45:18, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4993, top5_acc: 0.7550, loss_cls: 2.0356, loss: 2.0356, grad_norm: 1.4700, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7790, loss_cls/aux0: 1.9283, loss/aux0: 1.9283, top1_acc/aux1: 0.5488, top5_acc/aux1: 0.7939, loss_cls/aux1: 1.8351, loss/aux1: 1.8351, top1_acc/aux2: 0.4649, top5_acc/aux2: 0.7313, loss_cls/aux2: 2.1932, loss/aux2: 2.1932 2020-10-26 09:22:40,491 - mmaction - INFO - Epoch [144][60/264] lr: 1.838e-01, eta: 7:44:59, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5007, top5_acc: 0.7505, loss_cls: 2.0653, loss: 2.0653, grad_norm: 1.5005, top1_acc/aux0: 0.5267, top5_acc/aux0: 0.7813, loss_cls/aux0: 1.9345, loss/aux0: 1.9345, top1_acc/aux1: 0.5509, top5_acc/aux1: 0.8023, loss_cls/aux1: 1.7945, loss/aux1: 1.7945, top1_acc/aux2: 0.4714, top5_acc/aux2: 0.7370, loss_cls/aux2: 2.1749, loss/aux2: 2.1749 2020-10-26 09:23:27,778 - mmaction - INFO - Epoch [144][80/264] lr: 1.838e-01, eta: 7:44:41, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5014, top5_acc: 0.7573, loss_cls: 2.0220, loss: 2.0220, grad_norm: 1.4700, top1_acc/aux0: 0.5392, top5_acc/aux0: 0.7882, loss_cls/aux0: 1.9002, loss/aux0: 1.9002, top1_acc/aux1: 0.5580, top5_acc/aux1: 0.7967, loss_cls/aux1: 1.7769, loss/aux1: 1.7769, top1_acc/aux2: 0.4698, top5_acc/aux2: 0.7337, loss_cls/aux2: 2.1889, loss/aux2: 2.1889 2020-10-26 09:24:15,287 - mmaction - INFO - Epoch [144][100/264] lr: 1.838e-01, eta: 7:44:22, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7470, loss_cls: 2.0556, loss: 2.0556, grad_norm: 1.4961, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8881, loss/aux0: 1.8881, top1_acc/aux1: 0.5583, top5_acc/aux1: 0.7941, loss_cls/aux1: 1.7939, loss/aux1: 1.7939, top1_acc/aux2: 0.4696, top5_acc/aux2: 0.7293, loss_cls/aux2: 2.1922, loss/aux2: 2.1922 2020-10-26 09:25:02,599 - mmaction - INFO - Epoch [144][120/264] lr: 1.838e-01, eta: 7:44:03, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5142, top5_acc: 0.7571, loss_cls: 2.0109, loss: 2.0109, grad_norm: 1.4837, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8725, loss/aux0: 1.8725, top1_acc/aux1: 0.5601, top5_acc/aux1: 0.7951, loss_cls/aux1: 1.8026, loss/aux1: 1.8026, top1_acc/aux2: 0.4764, top5_acc/aux2: 0.7318, loss_cls/aux2: 2.1519, loss/aux2: 2.1519 2020-10-26 09:25:50,412 - mmaction - INFO - Epoch [144][140/264] lr: 1.838e-01, eta: 7:43:45, time: 0.964, data_time: 0.000, memory: 8466, top1_acc: 0.4967, top5_acc: 0.7507, loss_cls: 2.0731, loss: 2.0731, grad_norm: 1.4798, top1_acc/aux0: 0.5450, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8688, loss/aux0: 1.8688, top1_acc/aux1: 0.5609, top5_acc/aux1: 0.7929, loss_cls/aux1: 1.8020, loss/aux1: 1.8020, top1_acc/aux2: 0.4745, top5_acc/aux2: 0.7278, loss_cls/aux2: 2.1721, loss/aux2: 2.1721 2020-10-26 09:26:37,699 - mmaction - INFO - Epoch [144][160/264] lr: 1.838e-01, eta: 7:43:26, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5031, top5_acc: 0.7536, loss_cls: 2.0552, loss: 2.0552, grad_norm: 1.5344, top1_acc/aux0: 0.5370, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8933, loss/aux0: 1.8933, top1_acc/aux1: 0.5457, top5_acc/aux1: 0.7953, loss_cls/aux1: 1.8274, loss/aux1: 1.8274, top1_acc/aux2: 0.4715, top5_acc/aux2: 0.7219, loss_cls/aux2: 2.2017, loss/aux2: 2.2017 2020-10-26 09:27:24,953 - mmaction - INFO - Epoch [144][180/264] lr: 1.838e-01, eta: 7:43:07, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5155, top5_acc: 0.7580, loss_cls: 1.9823, loss: 1.9823, grad_norm: 1.5276, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7832, loss_cls/aux0: 1.8894, loss/aux0: 1.8894, top1_acc/aux1: 0.5417, top5_acc/aux1: 0.7964, loss_cls/aux1: 1.8466, loss/aux1: 1.8466, top1_acc/aux2: 0.4755, top5_acc/aux2: 0.7384, loss_cls/aux2: 2.1598, loss/aux2: 2.1598 2020-10-26 09:28:12,756 - mmaction - INFO - Epoch [144][200/264] lr: 1.838e-01, eta: 7:42:49, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5201, top5_acc: 0.7615, loss_cls: 1.9835, loss: 1.9835, grad_norm: 1.5162, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8778, loss/aux0: 1.8778, top1_acc/aux1: 0.5599, top5_acc/aux1: 0.8061, loss_cls/aux1: 1.7741, loss/aux1: 1.7741, top1_acc/aux2: 0.4790, top5_acc/aux2: 0.7477, loss_cls/aux2: 2.1414, loss/aux2: 2.1414 2020-10-26 09:29:00,213 - mmaction - INFO - Epoch [144][220/264] lr: 1.838e-01, eta: 7:42:30, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5059, top5_acc: 0.7595, loss_cls: 2.0401, loss: 2.0401, grad_norm: 1.4910, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8629, loss/aux0: 1.8629, top1_acc/aux1: 0.5667, top5_acc/aux1: 0.8123, loss_cls/aux1: 1.7427, loss/aux1: 1.7427, top1_acc/aux2: 0.4774, top5_acc/aux2: 0.7366, loss_cls/aux2: 2.1613, loss/aux2: 2.1613 2020-10-26 09:29:47,545 - mmaction - INFO - Epoch [144][240/264] lr: 1.838e-01, eta: 7:42:12, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4894, top5_acc: 0.7465, loss_cls: 2.0776, loss: 2.0776, grad_norm: 1.5244, top1_acc/aux0: 0.5434, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8549, loss/aux0: 1.8549, top1_acc/aux1: 0.5602, top5_acc/aux1: 0.8101, loss_cls/aux1: 1.7832, loss/aux1: 1.7832, top1_acc/aux2: 0.4727, top5_acc/aux2: 0.7325, loss_cls/aux2: 2.1706, loss/aux2: 2.1706 2020-10-26 09:30:36,024 - mmaction - INFO - Epoch [144][260/264] lr: 1.838e-01, eta: 7:41:53, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5016, top5_acc: 0.7500, loss_cls: 2.0510, loss: 2.0510, grad_norm: 1.5202, top1_acc/aux0: 0.5387, top5_acc/aux0: 0.7845, loss_cls/aux0: 1.8908, loss/aux0: 1.8908, top1_acc/aux1: 0.5514, top5_acc/aux1: 0.8021, loss_cls/aux1: 1.8268, loss/aux1: 1.8268, top1_acc/aux2: 0.4778, top5_acc/aux2: 0.7328, loss_cls/aux2: 2.1529, loss/aux2: 2.1529 2020-10-26 09:30:47,520 - mmaction - INFO - Saving checkpoint at 144 epochs 2020-10-26 09:31:43,129 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-26 09:31:43,386 - mmaction - INFO - top1_acc 0.6095 top5_acc 0.8431 2020-10-26 09:31:43,387 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-26 09:31:43,456 - mmaction - INFO - mean_acc 0.6100 2020-10-26 09:31:43,456 - mmaction - INFO - Now best checkpoint is epoch_144.pth 2020-10-26 09:31:43,466 - mmaction - INFO - Epoch(val) [144][264] top1_acc: 0.6095, top5_acc: 0.8431, mean_class_accuracy: 0.6100 2020-10-26 09:34:59,438 - mmaction - INFO - Epoch [145][20/264] lr: 1.811e-01, eta: 7:41:28, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5134, top5_acc: 0.7514, loss_cls: 2.0202, loss: 2.0202, grad_norm: 1.5100, top1_acc/aux0: 0.5337, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9423, loss/aux0: 1.9423, top1_acc/aux1: 0.5538, top5_acc/aux1: 0.7993, loss_cls/aux1: 1.7977, loss/aux1: 1.7977, top1_acc/aux2: 0.4861, top5_acc/aux2: 0.7385, loss_cls/aux2: 2.1044, loss/aux2: 2.1044 2020-10-26 09:35:46,638 - mmaction - INFO - Epoch [145][40/264] lr: 1.811e-01, eta: 7:41:09, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5165, top5_acc: 0.7595, loss_cls: 1.9922, loss: 1.9922, grad_norm: 1.5046, top1_acc/aux0: 0.5319, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9354, loss/aux0: 1.9354, top1_acc/aux1: 0.5563, top5_acc/aux1: 0.8003, loss_cls/aux1: 1.7963, loss/aux1: 1.7963, top1_acc/aux2: 0.4731, top5_acc/aux2: 0.7332, loss_cls/aux2: 2.1696, loss/aux2: 2.1696 2020-10-26 09:36:33,939 - mmaction - INFO - Epoch [145][60/264] lr: 1.811e-01, eta: 7:40:50, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5106, top5_acc: 0.7587, loss_cls: 2.0323, loss: 2.0323, grad_norm: 1.4905, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8907, loss/aux0: 1.8907, top1_acc/aux1: 0.5552, top5_acc/aux1: 0.7979, loss_cls/aux1: 1.7889, loss/aux1: 1.7889, top1_acc/aux2: 0.4780, top5_acc/aux2: 0.7349, loss_cls/aux2: 2.1727, loss/aux2: 2.1727 2020-10-26 09:37:21,324 - mmaction - INFO - Epoch [145][80/264] lr: 1.811e-01, eta: 7:40:32, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5057, top5_acc: 0.7625, loss_cls: 2.0061, loss: 2.0061, grad_norm: 1.5174, top1_acc/aux0: 0.5382, top5_acc/aux0: 0.7913, loss_cls/aux0: 1.8715, loss/aux0: 1.8715, top1_acc/aux1: 0.5547, top5_acc/aux1: 0.7979, loss_cls/aux1: 1.7958, loss/aux1: 1.7958, top1_acc/aux2: 0.4899, top5_acc/aux2: 0.7377, loss_cls/aux2: 2.1215, loss/aux2: 2.1215 2020-10-26 09:38:08,964 - mmaction - INFO - Epoch [145][100/264] lr: 1.811e-01, eta: 7:40:13, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.4939, top5_acc: 0.7476, loss_cls: 2.0717, loss: 2.0717, grad_norm: 1.5254, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7877, loss_cls/aux0: 1.8627, loss/aux0: 1.8627, top1_acc/aux1: 0.5536, top5_acc/aux1: 0.8002, loss_cls/aux1: 1.8154, loss/aux1: 1.8154, top1_acc/aux2: 0.4863, top5_acc/aux2: 0.7401, loss_cls/aux2: 2.1093, loss/aux2: 2.1093 2020-10-26 09:38:56,442 - mmaction - INFO - Epoch [145][120/264] lr: 1.811e-01, eta: 7:39:55, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5056, top5_acc: 0.7557, loss_cls: 2.0323, loss: 2.0323, grad_norm: 1.5263, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7863, loss_cls/aux0: 1.8893, loss/aux0: 1.8893, top1_acc/aux1: 0.5472, top5_acc/aux1: 0.7941, loss_cls/aux1: 1.8272, loss/aux1: 1.8272, top1_acc/aux2: 0.4863, top5_acc/aux2: 0.7474, loss_cls/aux2: 2.0882, loss/aux2: 2.0882 2020-10-26 09:39:43,861 - mmaction - INFO - Epoch [145][140/264] lr: 1.811e-01, eta: 7:39:36, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4976, top5_acc: 0.7519, loss_cls: 2.0552, loss: 2.0552, grad_norm: 1.5047, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7832, loss_cls/aux0: 1.9222, loss/aux0: 1.9222, top1_acc/aux1: 0.5488, top5_acc/aux1: 0.7891, loss_cls/aux1: 1.8225, loss/aux1: 1.8225, top1_acc/aux2: 0.4778, top5_acc/aux2: 0.7333, loss_cls/aux2: 2.1365, loss/aux2: 2.1365 2020-10-26 09:40:31,137 - mmaction - INFO - Epoch [145][160/264] lr: 1.811e-01, eta: 7:39:17, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4998, top5_acc: 0.7509, loss_cls: 2.0652, loss: 2.0652, grad_norm: 1.5121, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7920, loss_cls/aux0: 1.8526, loss/aux0: 1.8526, top1_acc/aux1: 0.5601, top5_acc/aux1: 0.7958, loss_cls/aux1: 1.7776, loss/aux1: 1.7776, top1_acc/aux2: 0.4731, top5_acc/aux2: 0.7267, loss_cls/aux2: 2.1829, loss/aux2: 2.1829 2020-10-26 09:41:18,369 - mmaction - INFO - Epoch [145][180/264] lr: 1.811e-01, eta: 7:38:59, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5002, top5_acc: 0.7505, loss_cls: 2.0269, loss: 2.0269, grad_norm: 1.5237, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.8536, loss/aux0: 1.8536, top1_acc/aux1: 0.5569, top5_acc/aux1: 0.7981, loss_cls/aux1: 1.7831, loss/aux1: 1.7831, top1_acc/aux2: 0.4759, top5_acc/aux2: 0.7342, loss_cls/aux2: 2.1698, loss/aux2: 2.1698 2020-10-26 09:42:05,938 - mmaction - INFO - Epoch [145][200/264] lr: 1.811e-01, eta: 7:38:40, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5040, top5_acc: 0.7582, loss_cls: 2.0220, loss: 2.0220, grad_norm: 1.5122, top1_acc/aux0: 0.5300, top5_acc/aux0: 0.7892, loss_cls/aux0: 1.8994, loss/aux0: 1.8994, top1_acc/aux1: 0.5561, top5_acc/aux1: 0.8010, loss_cls/aux1: 1.7998, loss/aux1: 1.7998, top1_acc/aux2: 0.4750, top5_acc/aux2: 0.7307, loss_cls/aux2: 2.1740, loss/aux2: 2.1740 2020-10-26 09:42:53,004 - mmaction - INFO - Epoch [145][220/264] lr: 1.811e-01, eta: 7:38:21, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5089, top5_acc: 0.7606, loss_cls: 2.0137, loss: 2.0137, grad_norm: 1.4900, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7915, loss_cls/aux0: 1.8781, loss/aux0: 1.8781, top1_acc/aux1: 0.5498, top5_acc/aux1: 0.7990, loss_cls/aux1: 1.8228, loss/aux1: 1.8228, top1_acc/aux2: 0.4714, top5_acc/aux2: 0.7281, loss_cls/aux2: 2.1868, loss/aux2: 2.1868 2020-10-26 09:43:40,684 - mmaction - INFO - Epoch [145][240/264] lr: 1.811e-01, eta: 7:38:03, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5071, top5_acc: 0.7542, loss_cls: 2.0439, loss: 2.0439, grad_norm: 1.5008, top1_acc/aux0: 0.5304, top5_acc/aux0: 0.7785, loss_cls/aux0: 1.9316, loss/aux0: 1.9316, top1_acc/aux1: 0.5437, top5_acc/aux1: 0.7984, loss_cls/aux1: 1.8273, loss/aux1: 1.8273, top1_acc/aux2: 0.4719, top5_acc/aux2: 0.7304, loss_cls/aux2: 2.1691, loss/aux2: 2.1691 2020-10-26 09:44:28,062 - mmaction - INFO - Epoch [145][260/264] lr: 1.811e-01, eta: 7:37:44, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5002, top5_acc: 0.7493, loss_cls: 2.0652, loss: 2.0652, grad_norm: 1.5078, top1_acc/aux0: 0.5186, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9536, loss/aux0: 1.9536, top1_acc/aux1: 0.5474, top5_acc/aux1: 0.8047, loss_cls/aux1: 1.8045, loss/aux1: 1.8045, top1_acc/aux2: 0.4675, top5_acc/aux2: 0.7306, loss_cls/aux2: 2.1752, loss/aux2: 2.1752 2020-10-26 09:48:00,127 - mmaction - INFO - Epoch [146][20/264] lr: 1.784e-01, eta: 7:37:19, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.5158, top5_acc: 0.7582, loss_cls: 2.0032, loss: 2.0032, grad_norm: 1.5519, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9241, loss/aux0: 1.9241, top1_acc/aux1: 0.5566, top5_acc/aux1: 0.8024, loss_cls/aux1: 1.7998, loss/aux1: 1.7998, top1_acc/aux2: 0.4705, top5_acc/aux2: 0.7309, loss_cls/aux2: 2.1898, loss/aux2: 2.1898 2020-10-26 09:48:47,216 - mmaction - INFO - Epoch [146][40/264] lr: 1.784e-01, eta: 7:37:01, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5118, top5_acc: 0.7583, loss_cls: 2.0196, loss: 2.0196, grad_norm: 1.5066, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7842, loss_cls/aux0: 1.9094, loss/aux0: 1.9094, top1_acc/aux1: 0.5497, top5_acc/aux1: 0.8007, loss_cls/aux1: 1.8225, loss/aux1: 1.8225, top1_acc/aux2: 0.4726, top5_acc/aux2: 0.7295, loss_cls/aux2: 2.1689, loss/aux2: 2.1689 2020-10-26 09:49:34,589 - mmaction - INFO - Epoch [146][60/264] lr: 1.784e-01, eta: 7:36:42, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.5031, top5_acc: 0.7594, loss_cls: 2.0128, loss: 2.0128, grad_norm: 1.5250, top1_acc/aux0: 0.5377, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8955, loss/aux0: 1.8955, top1_acc/aux1: 0.5594, top5_acc/aux1: 0.7965, loss_cls/aux1: 1.8032, loss/aux1: 1.8032, top1_acc/aux2: 0.4747, top5_acc/aux2: 0.7326, loss_cls/aux2: 2.1610, loss/aux2: 2.1610 2020-10-26 09:50:22,144 - mmaction - INFO - Epoch [146][80/264] lr: 1.784e-01, eta: 7:36:24, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5066, top5_acc: 0.7592, loss_cls: 2.0173, loss: 2.0173, grad_norm: 1.5135, top1_acc/aux0: 0.5377, top5_acc/aux0: 0.7851, loss_cls/aux0: 1.9059, loss/aux0: 1.9059, top1_acc/aux1: 0.5712, top5_acc/aux1: 0.7951, loss_cls/aux1: 1.7764, loss/aux1: 1.7764, top1_acc/aux2: 0.4748, top5_acc/aux2: 0.7330, loss_cls/aux2: 2.1772, loss/aux2: 2.1772 2020-10-26 09:51:09,296 - mmaction - INFO - Epoch [146][100/264] lr: 1.784e-01, eta: 7:36:05, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5097, top5_acc: 0.7587, loss_cls: 2.0339, loss: 2.0339, grad_norm: 1.5191, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.9043, loss/aux0: 1.9043, top1_acc/aux1: 0.5628, top5_acc/aux1: 0.7979, loss_cls/aux1: 1.7910, loss/aux1: 1.7910, top1_acc/aux2: 0.4674, top5_acc/aux2: 0.7328, loss_cls/aux2: 2.1956, loss/aux2: 2.1956 2020-10-26 09:51:56,614 - mmaction - INFO - Epoch [146][120/264] lr: 1.784e-01, eta: 7:35:46, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5059, top5_acc: 0.7547, loss_cls: 2.0454, loss: 2.0454, grad_norm: 1.5520, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7905, loss_cls/aux0: 1.8960, loss/aux0: 1.8960, top1_acc/aux1: 0.5512, top5_acc/aux1: 0.7948, loss_cls/aux1: 1.8152, loss/aux1: 1.8152, top1_acc/aux2: 0.4703, top5_acc/aux2: 0.7349, loss_cls/aux2: 2.1806, loss/aux2: 2.1806 2020-10-26 09:52:43,953 - mmaction - INFO - Epoch [146][140/264] lr: 1.784e-01, eta: 7:35:28, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5030, top5_acc: 0.7535, loss_cls: 2.0134, loss: 2.0134, grad_norm: 1.4929, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.9198, loss/aux0: 1.9198, top1_acc/aux1: 0.5530, top5_acc/aux1: 0.7955, loss_cls/aux1: 1.8189, loss/aux1: 1.8189, top1_acc/aux2: 0.4773, top5_acc/aux2: 0.7319, loss_cls/aux2: 2.1607, loss/aux2: 2.1607 2020-10-26 09:53:31,153 - mmaction - INFO - Epoch [146][160/264] lr: 1.784e-01, eta: 7:35:09, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.5266, top5_acc: 0.7609, loss_cls: 1.9917, loss: 1.9917, grad_norm: 1.5034, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7851, loss_cls/aux0: 1.9161, loss/aux0: 1.9161, top1_acc/aux1: 0.5498, top5_acc/aux1: 0.7929, loss_cls/aux1: 1.8195, loss/aux1: 1.8195, top1_acc/aux2: 0.4731, top5_acc/aux2: 0.7306, loss_cls/aux2: 2.1725, loss/aux2: 2.1725 2020-10-26 09:54:18,467 - mmaction - INFO - Epoch [146][180/264] lr: 1.784e-01, eta: 7:34:51, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5132, top5_acc: 0.7576, loss_cls: 2.0277, loss: 2.0277, grad_norm: 1.4881, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8926, loss/aux0: 1.8926, top1_acc/aux1: 0.5450, top5_acc/aux1: 0.7969, loss_cls/aux1: 1.8172, loss/aux1: 1.8172, top1_acc/aux2: 0.4703, top5_acc/aux2: 0.7260, loss_cls/aux2: 2.1837, loss/aux2: 2.1837 2020-10-26 09:55:06,195 - mmaction - INFO - Epoch [146][200/264] lr: 1.784e-01, eta: 7:34:32, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.5201, top5_acc: 0.7658, loss_cls: 1.9723, loss: 1.9723, grad_norm: 1.5110, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.8930, loss/aux0: 1.8930, top1_acc/aux1: 0.5609, top5_acc/aux1: 0.8045, loss_cls/aux1: 1.7900, loss/aux1: 1.7900, top1_acc/aux2: 0.4755, top5_acc/aux2: 0.7292, loss_cls/aux2: 2.1716, loss/aux2: 2.1716 2020-10-26 09:55:53,475 - mmaction - INFO - Epoch [146][220/264] lr: 1.784e-01, eta: 7:34:14, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5012, top5_acc: 0.7554, loss_cls: 2.0413, loss: 2.0413, grad_norm: 1.5236, top1_acc/aux0: 0.5403, top5_acc/aux0: 0.7837, loss_cls/aux0: 1.8894, loss/aux0: 1.8894, top1_acc/aux1: 0.5538, top5_acc/aux1: 0.7918, loss_cls/aux1: 1.8302, loss/aux1: 1.8302, top1_acc/aux2: 0.4866, top5_acc/aux2: 0.7384, loss_cls/aux2: 2.1292, loss/aux2: 2.1292 2020-10-26 09:56:40,881 - mmaction - INFO - Epoch [146][240/264] lr: 1.784e-01, eta: 7:33:55, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5139, top5_acc: 0.7602, loss_cls: 2.0369, loss: 2.0369, grad_norm: 1.5429, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7813, loss_cls/aux0: 1.8901, loss/aux0: 1.8901, top1_acc/aux1: 0.5410, top5_acc/aux1: 0.7903, loss_cls/aux1: 1.8633, loss/aux1: 1.8633, top1_acc/aux2: 0.4845, top5_acc/aux2: 0.7361, loss_cls/aux2: 2.1474, loss/aux2: 2.1474 2020-10-26 09:57:28,277 - mmaction - INFO - Epoch [146][260/264] lr: 1.784e-01, eta: 7:33:36, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4944, top5_acc: 0.7444, loss_cls: 2.0841, loss: 2.0841, grad_norm: 1.5089, top1_acc/aux0: 0.5269, top5_acc/aux0: 0.7804, loss_cls/aux0: 1.9204, loss/aux0: 1.9204, top1_acc/aux1: 0.5521, top5_acc/aux1: 0.7998, loss_cls/aux1: 1.8167, loss/aux1: 1.8167, top1_acc/aux2: 0.4668, top5_acc/aux2: 0.7184, loss_cls/aux2: 2.2300, loss/aux2: 2.2300 2020-10-26 10:01:03,841 - mmaction - INFO - Epoch [147][20/264] lr: 1.757e-01, eta: 7:33:11, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5137, top5_acc: 0.7644, loss_cls: 1.9538, loss: 1.9538, grad_norm: 1.5300, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8941, loss/aux0: 1.8941, top1_acc/aux1: 0.5576, top5_acc/aux1: 0.7938, loss_cls/aux1: 1.8059, loss/aux1: 1.8059, top1_acc/aux2: 0.4910, top5_acc/aux2: 0.7413, loss_cls/aux2: 2.0913, loss/aux2: 2.0913 2020-10-26 10:01:50,920 - mmaction - INFO - Epoch [147][40/264] lr: 1.757e-01, eta: 7:32:52, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5050, top5_acc: 0.7465, loss_cls: 2.0605, loss: 2.0605, grad_norm: 1.5070, top1_acc/aux0: 0.5288, top5_acc/aux0: 0.7887, loss_cls/aux0: 1.9216, loss/aux0: 1.9216, top1_acc/aux1: 0.5528, top5_acc/aux1: 0.7865, loss_cls/aux1: 1.8456, loss/aux1: 1.8456, top1_acc/aux2: 0.4828, top5_acc/aux2: 0.7323, loss_cls/aux2: 2.1317, loss/aux2: 2.1317 2020-10-26 10:02:38,087 - mmaction - INFO - Epoch [147][60/264] lr: 1.757e-01, eta: 7:32:34, time: 0.946, data_time: 0.001, memory: 8466, top1_acc: 0.5227, top5_acc: 0.7720, loss_cls: 1.9466, loss: 1.9466, grad_norm: 1.5297, top1_acc/aux0: 0.5368, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.9036, loss/aux0: 1.9036, top1_acc/aux1: 0.5526, top5_acc/aux1: 0.7816, loss_cls/aux1: 1.8494, loss/aux1: 1.8494, top1_acc/aux2: 0.4736, top5_acc/aux2: 0.7260, loss_cls/aux2: 2.1677, loss/aux2: 2.1677 2020-10-26 10:03:25,909 - mmaction - INFO - Epoch [147][80/264] lr: 1.757e-01, eta: 7:32:16, time: 0.963, data_time: 0.000, memory: 8466, top1_acc: 0.5033, top5_acc: 0.7521, loss_cls: 2.0533, loss: 2.0533, grad_norm: 1.5049, top1_acc/aux0: 0.5438, top5_acc/aux0: 0.7944, loss_cls/aux0: 1.8648, loss/aux0: 1.8648, top1_acc/aux1: 0.5597, top5_acc/aux1: 0.7934, loss_cls/aux1: 1.8029, loss/aux1: 1.8029, top1_acc/aux2: 0.4691, top5_acc/aux2: 0.7278, loss_cls/aux2: 2.1790, loss/aux2: 2.1790 2020-10-26 10:04:13,179 - mmaction - INFO - Epoch [147][100/264] lr: 1.757e-01, eta: 7:31:57, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4960, top5_acc: 0.7505, loss_cls: 2.0677, loss: 2.0677, grad_norm: 1.5017, top1_acc/aux0: 0.5450, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8756, loss/aux0: 1.8756, top1_acc/aux1: 0.5594, top5_acc/aux1: 0.8007, loss_cls/aux1: 1.7812, loss/aux1: 1.7812, top1_acc/aux2: 0.4658, top5_acc/aux2: 0.7247, loss_cls/aux2: 2.1939, loss/aux2: 2.1939 2020-10-26 10:05:00,852 - mmaction - INFO - Epoch [147][120/264] lr: 1.757e-01, eta: 7:31:38, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5167, top5_acc: 0.7576, loss_cls: 1.9869, loss: 1.9869, grad_norm: 1.5303, top1_acc/aux0: 0.5450, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8779, loss/aux0: 1.8779, top1_acc/aux1: 0.5646, top5_acc/aux1: 0.7984, loss_cls/aux1: 1.7762, loss/aux1: 1.7762, top1_acc/aux2: 0.4726, top5_acc/aux2: 0.7286, loss_cls/aux2: 2.1735, loss/aux2: 2.1735 2020-10-26 10:05:52,691 - mmaction - INFO - Epoch [147][140/264] lr: 1.757e-01, eta: 7:31:20, time: 0.962, data_time: 0.000, memory: 8466, top1_acc: 0.5132, top5_acc: 0.7587, loss_cls: 2.0154, loss: 2.0154, grad_norm: 1.5234, top1_acc/aux0: 0.5377, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8911, loss/aux0: 1.8911, top1_acc/aux1: 0.5599, top5_acc/aux1: 0.7979, loss_cls/aux1: 1.8104, loss/aux1: 1.8104, top1_acc/aux2: 0.4835, top5_acc/aux2: 0.7366, loss_cls/aux2: 2.1444, loss/aux2: 2.1444 2020-10-26 10:06:39,855 - mmaction - INFO - Epoch [147][160/264] lr: 1.757e-01, eta: 7:31:01, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5095, top5_acc: 0.7571, loss_cls: 2.0235, loss: 2.0235, grad_norm: 1.5334, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7813, loss_cls/aux0: 1.9261, loss/aux0: 1.9261, top1_acc/aux1: 0.5458, top5_acc/aux1: 0.7924, loss_cls/aux1: 1.8491, loss/aux1: 1.8491, top1_acc/aux2: 0.4816, top5_acc/aux2: 0.7319, loss_cls/aux2: 2.1586, loss/aux2: 2.1586 2020-10-26 10:07:27,074 - mmaction - INFO - Epoch [147][180/264] lr: 1.757e-01, eta: 7:30:43, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5170, top5_acc: 0.7585, loss_cls: 1.9852, loss: 1.9852, grad_norm: 1.5123, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7832, loss_cls/aux0: 1.9278, loss/aux0: 1.9278, top1_acc/aux1: 0.5526, top5_acc/aux1: 0.7943, loss_cls/aux1: 1.8194, loss/aux1: 1.8194, top1_acc/aux2: 0.4729, top5_acc/aux2: 0.7253, loss_cls/aux2: 2.1844, loss/aux2: 2.1844 2020-10-26 10:08:14,799 - mmaction - INFO - Epoch [147][200/264] lr: 1.757e-01, eta: 7:30:24, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5085, top5_acc: 0.7575, loss_cls: 2.0108, loss: 2.0108, grad_norm: 1.5657, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8799, loss/aux0: 1.8799, top1_acc/aux1: 0.5580, top5_acc/aux1: 0.8016, loss_cls/aux1: 1.7685, loss/aux1: 1.7685, top1_acc/aux2: 0.4722, top5_acc/aux2: 0.7274, loss_cls/aux2: 2.1885, loss/aux2: 2.1885 2020-10-26 10:09:02,098 - mmaction - INFO - Epoch [147][220/264] lr: 1.757e-01, eta: 7:30:06, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5222, top5_acc: 0.7564, loss_cls: 1.9954, loss: 1.9954, grad_norm: 1.5188, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7830, loss_cls/aux0: 1.8931, loss/aux0: 1.8931, top1_acc/aux1: 0.5568, top5_acc/aux1: 0.7995, loss_cls/aux1: 1.7717, loss/aux1: 1.7717, top1_acc/aux2: 0.4750, top5_acc/aux2: 0.7266, loss_cls/aux2: 2.1810, loss/aux2: 2.1810 2020-10-26 10:09:49,883 - mmaction - INFO - Epoch [147][240/264] lr: 1.757e-01, eta: 7:29:47, time: 0.967, data_time: 0.000, memory: 8466, top1_acc: 0.5177, top5_acc: 0.7601, loss_cls: 1.9803, loss: 1.9803, grad_norm: 1.5283, top1_acc/aux0: 0.5387, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8803, loss/aux0: 1.8803, top1_acc/aux1: 0.5561, top5_acc/aux1: 0.8014, loss_cls/aux1: 1.7945, loss/aux1: 1.7945, top1_acc/aux2: 0.4714, top5_acc/aux2: 0.7227, loss_cls/aux2: 2.1983, loss/aux2: 2.1983 2020-10-26 10:10:37,132 - mmaction - INFO - Epoch [147][260/264] lr: 1.757e-01, eta: 7:29:29, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5002, top5_acc: 0.7481, loss_cls: 2.0421, loss: 2.0421, grad_norm: 1.5306, top1_acc/aux0: 0.5470, top5_acc/aux0: 0.7913, loss_cls/aux0: 1.8590, loss/aux0: 1.8590, top1_acc/aux1: 0.5615, top5_acc/aux1: 0.8057, loss_cls/aux1: 1.7870, loss/aux1: 1.7870, top1_acc/aux2: 0.4738, top5_acc/aux2: 0.7280, loss_cls/aux2: 2.1947, loss/aux2: 2.1947 2020-10-26 10:15:28,820 - mmaction - INFO - Epoch [148][20/264] lr: 1.730e-01, eta: 7:29:04, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5127, top5_acc: 0.7611, loss_cls: 2.0018, loss: 2.0018, grad_norm: 1.5255, top1_acc/aux0: 0.5389, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8653, loss/aux0: 1.8653, top1_acc/aux1: 0.5528, top5_acc/aux1: 0.7965, loss_cls/aux1: 1.7986, loss/aux1: 1.7986, top1_acc/aux2: 0.4615, top5_acc/aux2: 0.7323, loss_cls/aux2: 2.1817, loss/aux2: 2.1817 2020-10-26 10:16:15,788 - mmaction - INFO - Epoch [148][40/264] lr: 1.730e-01, eta: 7:28:45, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5116, top5_acc: 0.7644, loss_cls: 1.9899, loss: 1.9899, grad_norm: 1.5093, top1_acc/aux0: 0.5429, top5_acc/aux0: 0.7939, loss_cls/aux0: 1.8515, loss/aux0: 1.8515, top1_acc/aux1: 0.5488, top5_acc/aux1: 0.7939, loss_cls/aux1: 1.8210, loss/aux1: 1.8210, top1_acc/aux2: 0.4661, top5_acc/aux2: 0.7316, loss_cls/aux2: 2.1852, loss/aux2: 2.1852 2020-10-26 10:17:03,117 - mmaction - INFO - Epoch [148][60/264] lr: 1.730e-01, eta: 7:28:26, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5200, top5_acc: 0.7606, loss_cls: 1.9843, loss: 1.9843, grad_norm: 1.5426, top1_acc/aux0: 0.5420, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.8612, loss/aux0: 1.8612, top1_acc/aux1: 0.5514, top5_acc/aux1: 0.7998, loss_cls/aux1: 1.8095, loss/aux1: 1.8095, top1_acc/aux2: 0.4877, top5_acc/aux2: 0.7408, loss_cls/aux2: 2.1194, loss/aux2: 2.1194 2020-10-26 10:17:50,293 - mmaction - INFO - Epoch [148][80/264] lr: 1.730e-01, eta: 7:28:08, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5220, top5_acc: 0.7611, loss_cls: 1.9835, loss: 1.9835, grad_norm: 1.5329, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.8711, loss/aux0: 1.8711, top1_acc/aux1: 0.5575, top5_acc/aux1: 0.8064, loss_cls/aux1: 1.7710, loss/aux1: 1.7710, top1_acc/aux2: 0.4951, top5_acc/aux2: 0.7443, loss_cls/aux2: 2.0912, loss/aux2: 2.0912 2020-10-26 10:18:37,975 - mmaction - INFO - Epoch [148][100/264] lr: 1.730e-01, eta: 7:27:49, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5104, top5_acc: 0.7542, loss_cls: 2.0210, loss: 2.0210, grad_norm: 1.5440, top1_acc/aux0: 0.5368, top5_acc/aux0: 0.7861, loss_cls/aux0: 1.8797, loss/aux0: 1.8797, top1_acc/aux1: 0.5649, top5_acc/aux1: 0.8047, loss_cls/aux1: 1.7717, loss/aux1: 1.7717, top1_acc/aux2: 0.4856, top5_acc/aux2: 0.7380, loss_cls/aux2: 2.1297, loss/aux2: 2.1297 2020-10-26 10:19:25,476 - mmaction - INFO - Epoch [148][120/264] lr: 1.730e-01, eta: 7:27:30, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5200, top5_acc: 0.7668, loss_cls: 1.9724, loss: 1.9724, grad_norm: 1.5316, top1_acc/aux0: 0.5418, top5_acc/aux0: 0.7905, loss_cls/aux0: 1.8889, loss/aux0: 1.8889, top1_acc/aux1: 0.5625, top5_acc/aux1: 0.8021, loss_cls/aux1: 1.7880, loss/aux1: 1.7880, top1_acc/aux2: 0.4797, top5_acc/aux2: 0.7330, loss_cls/aux2: 2.1443, loss/aux2: 2.1443 2020-10-26 10:20:12,744 - mmaction - INFO - Epoch [148][140/264] lr: 1.730e-01, eta: 7:27:12, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5026, top5_acc: 0.7585, loss_cls: 2.0226, loss: 2.0226, grad_norm: 1.5455, top1_acc/aux0: 0.5403, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8803, loss/aux0: 1.8803, top1_acc/aux1: 0.5481, top5_acc/aux1: 0.7983, loss_cls/aux1: 1.8198, loss/aux1: 1.8198, top1_acc/aux2: 0.4785, top5_acc/aux2: 0.7323, loss_cls/aux2: 2.1579, loss/aux2: 2.1579 2020-10-26 10:21:00,078 - mmaction - INFO - Epoch [148][160/264] lr: 1.730e-01, eta: 7:26:53, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5214, top5_acc: 0.7688, loss_cls: 1.9477, loss: 1.9477, grad_norm: 1.5299, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7851, loss_cls/aux0: 1.8692, loss/aux0: 1.8692, top1_acc/aux1: 0.5486, top5_acc/aux1: 0.8028, loss_cls/aux1: 1.8053, loss/aux1: 1.8053, top1_acc/aux2: 0.4778, top5_acc/aux2: 0.7340, loss_cls/aux2: 2.1832, loss/aux2: 2.1832 2020-10-26 10:21:47,527 - mmaction - INFO - Epoch [148][180/264] lr: 1.730e-01, eta: 7:26:35, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.4988, top5_acc: 0.7505, loss_cls: 2.0460, loss: 2.0460, grad_norm: 1.5339, top1_acc/aux0: 0.5465, top5_acc/aux0: 0.7915, loss_cls/aux0: 1.8569, loss/aux0: 1.8569, top1_acc/aux1: 0.5561, top5_acc/aux1: 0.8050, loss_cls/aux1: 1.7757, loss/aux1: 1.7757, top1_acc/aux2: 0.4785, top5_acc/aux2: 0.7349, loss_cls/aux2: 2.1792, loss/aux2: 2.1792 2020-10-26 10:22:35,097 - mmaction - INFO - Epoch [148][200/264] lr: 1.730e-01, eta: 7:26:16, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5059, top5_acc: 0.7554, loss_cls: 2.0223, loss: 2.0223, grad_norm: 1.5039, top1_acc/aux0: 0.5424, top5_acc/aux0: 0.7918, loss_cls/aux0: 1.8634, loss/aux0: 1.8634, top1_acc/aux1: 0.5564, top5_acc/aux1: 0.8023, loss_cls/aux1: 1.7829, loss/aux1: 1.7829, top1_acc/aux2: 0.4771, top5_acc/aux2: 0.7372, loss_cls/aux2: 2.1609, loss/aux2: 2.1609 2020-10-26 10:23:22,356 - mmaction - INFO - Epoch [148][220/264] lr: 1.730e-01, eta: 7:25:58, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5189, top5_acc: 0.7677, loss_cls: 1.9762, loss: 1.9762, grad_norm: 1.5301, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7882, loss_cls/aux0: 1.9000, loss/aux0: 1.9000, top1_acc/aux1: 0.5469, top5_acc/aux1: 0.7943, loss_cls/aux1: 1.8190, loss/aux1: 1.8190, top1_acc/aux2: 0.4809, top5_acc/aux2: 0.7316, loss_cls/aux2: 2.1631, loss/aux2: 2.1631 2020-10-26 10:24:09,846 - mmaction - INFO - Epoch [148][240/264] lr: 1.730e-01, eta: 7:25:39, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5175, top5_acc: 0.7557, loss_cls: 1.9978, loss: 1.9978, grad_norm: 1.5444, top1_acc/aux0: 0.5321, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.9076, loss/aux0: 1.9076, top1_acc/aux1: 0.5510, top5_acc/aux1: 0.7955, loss_cls/aux1: 1.8080, loss/aux1: 1.8080, top1_acc/aux2: 0.4830, top5_acc/aux2: 0.7283, loss_cls/aux2: 2.1550, loss/aux2: 2.1550 2020-10-26 10:24:57,145 - mmaction - INFO - Epoch [148][260/264] lr: 1.730e-01, eta: 7:25:21, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5002, top5_acc: 0.7498, loss_cls: 2.0393, loss: 2.0393, grad_norm: 1.5540, top1_acc/aux0: 0.5384, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8845, loss/aux0: 1.8845, top1_acc/aux1: 0.5563, top5_acc/aux1: 0.8047, loss_cls/aux1: 1.7724, loss/aux1: 1.7724, top1_acc/aux2: 0.4729, top5_acc/aux2: 0.7302, loss_cls/aux2: 2.1751, loss/aux2: 2.1751 2020-10-26 10:28:52,923 - mmaction - INFO - Epoch [149][20/264] lr: 1.703e-01, eta: 7:24:55, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5208, top5_acc: 0.7661, loss_cls: 1.9736, loss: 1.9736, grad_norm: 1.5617, top1_acc/aux0: 0.5413, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8700, loss/aux0: 1.8700, top1_acc/aux1: 0.5628, top5_acc/aux1: 0.8014, loss_cls/aux1: 1.7810, loss/aux1: 1.7810, top1_acc/aux2: 0.4799, top5_acc/aux2: 0.7299, loss_cls/aux2: 2.1697, loss/aux2: 2.1697 2020-10-26 10:29:40,415 - mmaction - INFO - Epoch [149][40/264] lr: 1.703e-01, eta: 7:24:37, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5226, top5_acc: 0.7616, loss_cls: 1.9716, loss: 1.9716, grad_norm: 1.5345, top1_acc/aux0: 0.5431, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8776, loss/aux0: 1.8776, top1_acc/aux1: 0.5630, top5_acc/aux1: 0.8016, loss_cls/aux1: 1.7757, loss/aux1: 1.7757, top1_acc/aux2: 0.4832, top5_acc/aux2: 0.7339, loss_cls/aux2: 2.1345, loss/aux2: 2.1345 2020-10-26 10:30:28,590 - mmaction - INFO - Epoch [149][60/264] lr: 1.703e-01, eta: 7:24:19, time: 0.985, data_time: 0.000, memory: 8466, top1_acc: 0.5115, top5_acc: 0.7573, loss_cls: 1.9987, loss: 1.9987, grad_norm: 1.5600, top1_acc/aux0: 0.5325, top5_acc/aux0: 0.7821, loss_cls/aux0: 1.9119, loss/aux0: 1.9119, top1_acc/aux1: 0.5656, top5_acc/aux1: 0.8033, loss_cls/aux1: 1.7666, loss/aux1: 1.7666, top1_acc/aux2: 0.4962, top5_acc/aux2: 0.7391, loss_cls/aux2: 2.0950, loss/aux2: 2.0950 2020-10-26 10:31:15,933 - mmaction - INFO - Epoch [149][80/264] lr: 1.703e-01, eta: 7:24:00, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5198, top5_acc: 0.7576, loss_cls: 2.0157, loss: 2.0157, grad_norm: 1.5409, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7811, loss_cls/aux0: 1.8957, loss/aux0: 1.8957, top1_acc/aux1: 0.5628, top5_acc/aux1: 0.8063, loss_cls/aux1: 1.7583, loss/aux1: 1.7583, top1_acc/aux2: 0.4969, top5_acc/aux2: 0.7394, loss_cls/aux2: 2.1089, loss/aux2: 2.1089 2020-10-26 10:32:03,181 - mmaction - INFO - Epoch [149][100/264] lr: 1.703e-01, eta: 7:23:42, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5165, top5_acc: 0.7601, loss_cls: 1.9914, loss: 1.9914, grad_norm: 1.5444, top1_acc/aux0: 0.5491, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8507, loss/aux0: 1.8507, top1_acc/aux1: 0.5521, top5_acc/aux1: 0.8035, loss_cls/aux1: 1.7801, loss/aux1: 1.7801, top1_acc/aux2: 0.4785, top5_acc/aux2: 0.7347, loss_cls/aux2: 2.1547, loss/aux2: 2.1547 2020-10-26 10:32:50,322 - mmaction - INFO - Epoch [149][120/264] lr: 1.703e-01, eta: 7:23:23, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5050, top5_acc: 0.7564, loss_cls: 2.0379, loss: 2.0379, grad_norm: 1.5366, top1_acc/aux0: 0.5460, top5_acc/aux0: 0.7884, loss_cls/aux0: 1.8648, loss/aux0: 1.8648, top1_acc/aux1: 0.5552, top5_acc/aux1: 0.7948, loss_cls/aux1: 1.8126, loss/aux1: 1.8126, top1_acc/aux2: 0.4764, top5_acc/aux2: 0.7304, loss_cls/aux2: 2.1645, loss/aux2: 2.1645 2020-10-26 10:33:37,880 - mmaction - INFO - Epoch [149][140/264] lr: 1.703e-01, eta: 7:23:04, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5099, top5_acc: 0.7569, loss_cls: 2.0226, loss: 2.0226, grad_norm: 1.5415, top1_acc/aux0: 0.5408, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8693, loss/aux0: 1.8693, top1_acc/aux1: 0.5590, top5_acc/aux1: 0.7911, loss_cls/aux1: 1.7943, loss/aux1: 1.7943, top1_acc/aux2: 0.4814, top5_acc/aux2: 0.7349, loss_cls/aux2: 2.1495, loss/aux2: 2.1495 2020-10-26 10:34:24,983 - mmaction - INFO - Epoch [149][160/264] lr: 1.703e-01, eta: 7:22:46, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5120, top5_acc: 0.7592, loss_cls: 1.9720, loss: 1.9720, grad_norm: 1.5257, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8729, loss/aux0: 1.8729, top1_acc/aux1: 0.5663, top5_acc/aux1: 0.8000, loss_cls/aux1: 1.7485, loss/aux1: 1.7485, top1_acc/aux2: 0.4847, top5_acc/aux2: 0.7429, loss_cls/aux2: 2.1234, loss/aux2: 2.1234 2020-10-26 10:35:12,062 - mmaction - INFO - Epoch [149][180/264] lr: 1.703e-01, eta: 7:22:27, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5095, top5_acc: 0.7585, loss_cls: 2.0039, loss: 2.0039, grad_norm: 1.5448, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.7941, loss_cls/aux0: 1.8514, loss/aux0: 1.8514, top1_acc/aux1: 0.5668, top5_acc/aux1: 0.8016, loss_cls/aux1: 1.7833, loss/aux1: 1.7833, top1_acc/aux2: 0.4872, top5_acc/aux2: 0.7443, loss_cls/aux2: 2.0987, loss/aux2: 2.0987 2020-10-26 10:35:59,426 - mmaction - INFO - Epoch [149][200/264] lr: 1.703e-01, eta: 7:22:08, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5137, top5_acc: 0.7602, loss_cls: 2.0046, loss: 2.0046, grad_norm: 1.5131, top1_acc/aux0: 0.5564, top5_acc/aux0: 0.8014, loss_cls/aux0: 1.8201, loss/aux0: 1.8201, top1_acc/aux1: 0.5615, top5_acc/aux1: 0.8000, loss_cls/aux1: 1.7964, loss/aux1: 1.7964, top1_acc/aux2: 0.4835, top5_acc/aux2: 0.7375, loss_cls/aux2: 2.1154, loss/aux2: 2.1154 2020-10-26 10:36:46,836 - mmaction - INFO - Epoch [149][220/264] lr: 1.703e-01, eta: 7:21:50, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.4986, top5_acc: 0.7517, loss_cls: 2.0696, loss: 2.0696, grad_norm: 1.6023, top1_acc/aux0: 0.5535, top5_acc/aux0: 0.7972, loss_cls/aux0: 1.8354, loss/aux0: 1.8354, top1_acc/aux1: 0.5571, top5_acc/aux1: 0.8066, loss_cls/aux1: 1.7783, loss/aux1: 1.7783, top1_acc/aux2: 0.4753, top5_acc/aux2: 0.7299, loss_cls/aux2: 2.1560, loss/aux2: 2.1560 2020-10-26 10:37:34,405 - mmaction - INFO - Epoch [149][240/264] lr: 1.703e-01, eta: 7:21:31, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5115, top5_acc: 0.7703, loss_cls: 1.9809, loss: 1.9809, grad_norm: 1.5207, top1_acc/aux0: 0.5528, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.8431, loss/aux0: 1.8431, top1_acc/aux1: 0.5490, top5_acc/aux1: 0.7986, loss_cls/aux1: 1.8051, loss/aux1: 1.8051, top1_acc/aux2: 0.4797, top5_acc/aux2: 0.7278, loss_cls/aux2: 2.1632, loss/aux2: 2.1632 2020-10-26 10:38:21,677 - mmaction - INFO - Epoch [149][260/264] lr: 1.703e-01, eta: 7:21:12, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5161, top5_acc: 0.7622, loss_cls: 1.9846, loss: 1.9846, grad_norm: 1.5353, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.8581, loss/aux0: 1.8581, top1_acc/aux1: 0.5524, top5_acc/aux1: 0.7962, loss_cls/aux1: 1.7896, loss/aux1: 1.7896, top1_acc/aux2: 0.4984, top5_acc/aux2: 0.7415, loss_cls/aux2: 2.1037, loss/aux2: 2.1037 2020-10-26 10:41:54,346 - mmaction - INFO - Epoch [150][20/264] lr: 1.677e-01, eta: 7:20:47, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5220, top5_acc: 0.7688, loss_cls: 1.9533, loss: 1.9533, grad_norm: 1.5709, top1_acc/aux0: 0.5514, top5_acc/aux0: 0.8014, loss_cls/aux0: 1.8050, loss/aux0: 1.8050, top1_acc/aux1: 0.5486, top5_acc/aux1: 0.8021, loss_cls/aux1: 1.8138, loss/aux1: 1.8138, top1_acc/aux2: 0.4760, top5_acc/aux2: 0.7233, loss_cls/aux2: 2.1805, loss/aux2: 2.1805 2020-10-26 10:42:41,491 - mmaction - INFO - Epoch [150][40/264] lr: 1.677e-01, eta: 7:20:28, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5188, top5_acc: 0.7641, loss_cls: 1.9749, loss: 1.9749, grad_norm: 1.5513, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.7976, loss_cls/aux0: 1.8426, loss/aux0: 1.8426, top1_acc/aux1: 0.5495, top5_acc/aux1: 0.7998, loss_cls/aux1: 1.8270, loss/aux1: 1.8270, top1_acc/aux2: 0.4852, top5_acc/aux2: 0.7347, loss_cls/aux2: 2.1292, loss/aux2: 2.1292 2020-10-26 10:43:29,141 - mmaction - INFO - Epoch [150][60/264] lr: 1.677e-01, eta: 7:20:10, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5123, top5_acc: 0.7613, loss_cls: 1.9743, loss: 1.9743, grad_norm: 1.5265, top1_acc/aux0: 0.5535, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8449, loss/aux0: 1.8449, top1_acc/aux1: 0.5526, top5_acc/aux1: 0.7932, loss_cls/aux1: 1.8325, loss/aux1: 1.8325, top1_acc/aux2: 0.4974, top5_acc/aux2: 0.7439, loss_cls/aux2: 2.0941, loss/aux2: 2.0941 2020-10-26 10:44:16,378 - mmaction - INFO - Epoch [150][80/264] lr: 1.677e-01, eta: 7:19:51, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5259, top5_acc: 0.7700, loss_cls: 1.9632, loss: 1.9632, grad_norm: 1.5141, top1_acc/aux0: 0.5516, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8306, loss/aux0: 1.8306, top1_acc/aux1: 0.5575, top5_acc/aux1: 0.7898, loss_cls/aux1: 1.8008, loss/aux1: 1.8008, top1_acc/aux2: 0.4865, top5_acc/aux2: 0.7349, loss_cls/aux2: 2.1387, loss/aux2: 2.1387 2020-10-26 10:45:04,055 - mmaction - INFO - Epoch [150][100/264] lr: 1.677e-01, eta: 7:19:33, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5220, top5_acc: 0.7622, loss_cls: 1.9697, loss: 1.9697, grad_norm: 1.5639, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8639, loss/aux0: 1.8639, top1_acc/aux1: 0.5552, top5_acc/aux1: 0.7981, loss_cls/aux1: 1.7781, loss/aux1: 1.7781, top1_acc/aux2: 0.4780, top5_acc/aux2: 0.7321, loss_cls/aux2: 2.1579, loss/aux2: 2.1579 2020-10-26 10:45:51,592 - mmaction - INFO - Epoch [150][120/264] lr: 1.677e-01, eta: 7:19:14, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.5227, top5_acc: 0.7700, loss_cls: 1.9671, loss: 1.9671, grad_norm: 1.5763, top1_acc/aux0: 0.5347, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8890, loss/aux0: 1.8890, top1_acc/aux1: 0.5563, top5_acc/aux1: 0.8095, loss_cls/aux1: 1.7554, loss/aux1: 1.7554, top1_acc/aux2: 0.4806, top5_acc/aux2: 0.7340, loss_cls/aux2: 2.1429, loss/aux2: 2.1429 2020-10-26 10:46:39,319 - mmaction - INFO - Epoch [150][140/264] lr: 1.677e-01, eta: 7:18:56, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7609, loss_cls: 1.9955, loss: 1.9955, grad_norm: 1.5584, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8804, loss/aux0: 1.8804, top1_acc/aux1: 0.5658, top5_acc/aux1: 0.8061, loss_cls/aux1: 1.7481, loss/aux1: 1.7481, top1_acc/aux2: 0.4861, top5_acc/aux2: 0.7443, loss_cls/aux2: 2.0992, loss/aux2: 2.0992 2020-10-26 10:47:26,756 - mmaction - INFO - Epoch [150][160/264] lr: 1.677e-01, eta: 7:18:37, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5132, top5_acc: 0.7576, loss_cls: 2.0167, loss: 2.0167, grad_norm: 1.5364, top1_acc/aux0: 0.5434, top5_acc/aux0: 0.7976, loss_cls/aux0: 1.8499, loss/aux0: 1.8499, top1_acc/aux1: 0.5724, top5_acc/aux1: 0.8014, loss_cls/aux1: 1.7516, loss/aux1: 1.7516, top1_acc/aux2: 0.4972, top5_acc/aux2: 0.7474, loss_cls/aux2: 2.0721, loss/aux2: 2.0721 2020-10-26 10:48:14,006 - mmaction - INFO - Epoch [150][180/264] lr: 1.677e-01, eta: 7:18:18, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5104, top5_acc: 0.7524, loss_cls: 2.0257, loss: 2.0257, grad_norm: 1.5587, top1_acc/aux0: 0.5457, top5_acc/aux0: 0.7960, loss_cls/aux0: 1.8466, loss/aux0: 1.8466, top1_acc/aux1: 0.5677, top5_acc/aux1: 0.8009, loss_cls/aux1: 1.7556, loss/aux1: 1.7556, top1_acc/aux2: 0.4951, top5_acc/aux2: 0.7420, loss_cls/aux2: 2.0841, loss/aux2: 2.0841 2020-10-26 10:49:01,437 - mmaction - INFO - Epoch [150][200/264] lr: 1.677e-01, eta: 7:18:00, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5184, top5_acc: 0.7566, loss_cls: 2.0027, loss: 2.0027, grad_norm: 1.6040, top1_acc/aux0: 0.5438, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8672, loss/aux0: 1.8672, top1_acc/aux1: 0.5717, top5_acc/aux1: 0.8069, loss_cls/aux1: 1.7407, loss/aux1: 1.7407, top1_acc/aux2: 0.4884, top5_acc/aux2: 0.7401, loss_cls/aux2: 2.1144, loss/aux2: 2.1144 2020-10-26 10:49:48,943 - mmaction - INFO - Epoch [150][220/264] lr: 1.677e-01, eta: 7:17:41, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5113, top5_acc: 0.7556, loss_cls: 1.9986, loss: 1.9986, grad_norm: 1.5781, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8884, loss/aux0: 1.8884, top1_acc/aux1: 0.5693, top5_acc/aux1: 0.8092, loss_cls/aux1: 1.7455, loss/aux1: 1.7455, top1_acc/aux2: 0.4889, top5_acc/aux2: 0.7380, loss_cls/aux2: 2.1124, loss/aux2: 2.1124 2020-10-26 10:50:36,753 - mmaction - INFO - Epoch [150][240/264] lr: 1.677e-01, eta: 7:17:23, time: 0.966, data_time: 0.000, memory: 8466, top1_acc: 0.5040, top5_acc: 0.7585, loss_cls: 2.0067, loss: 2.0067, grad_norm: 1.5555, top1_acc/aux0: 0.5384, top5_acc/aux0: 0.7840, loss_cls/aux0: 1.9027, loss/aux0: 1.9027, top1_acc/aux1: 0.5552, top5_acc/aux1: 0.8003, loss_cls/aux1: 1.7852, loss/aux1: 1.7852, top1_acc/aux2: 0.4938, top5_acc/aux2: 0.7495, loss_cls/aux2: 2.0705, loss/aux2: 2.0705 2020-10-26 10:51:24,315 - mmaction - INFO - Epoch [150][260/264] lr: 1.677e-01, eta: 7:17:04, time: 0.946, data_time: 0.001, memory: 8466, top1_acc: 0.5071, top5_acc: 0.7524, loss_cls: 2.0229, loss: 2.0229, grad_norm: 1.5504, top1_acc/aux0: 0.5432, top5_acc/aux0: 0.7866, loss_cls/aux0: 1.8871, loss/aux0: 1.8871, top1_acc/aux1: 0.5646, top5_acc/aux1: 0.8023, loss_cls/aux1: 1.7615, loss/aux1: 1.7615, top1_acc/aux2: 0.4970, top5_acc/aux2: 0.7457, loss_cls/aux2: 2.0866, loss/aux2: 2.0866 2020-10-26 10:55:29,097 - mmaction - INFO - Epoch [151][20/264] lr: 1.650e-01, eta: 7:16:39, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5259, top5_acc: 0.7693, loss_cls: 1.9543, loss: 1.9543, grad_norm: 1.5443, top1_acc/aux0: 0.5601, top5_acc/aux0: 0.7972, loss_cls/aux0: 1.8071, loss/aux0: 1.8071, top1_acc/aux1: 0.5687, top5_acc/aux1: 0.8024, loss_cls/aux1: 1.7778, loss/aux1: 1.7778, top1_acc/aux2: 0.4889, top5_acc/aux2: 0.7493, loss_cls/aux2: 2.0925, loss/aux2: 2.0925 2020-10-26 10:56:16,254 - mmaction - INFO - Epoch [151][40/264] lr: 1.650e-01, eta: 7:16:21, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5250, top5_acc: 0.7670, loss_cls: 1.9593, loss: 1.9593, grad_norm: 1.5600, top1_acc/aux0: 0.5556, top5_acc/aux0: 0.7941, loss_cls/aux0: 1.8188, loss/aux0: 1.8188, top1_acc/aux1: 0.5602, top5_acc/aux1: 0.7986, loss_cls/aux1: 1.7891, loss/aux1: 1.7891, top1_acc/aux2: 0.4877, top5_acc/aux2: 0.7443, loss_cls/aux2: 2.0977, loss/aux2: 2.0977 2020-10-26 10:57:03,334 - mmaction - INFO - Epoch [151][60/264] lr: 1.650e-01, eta: 7:16:02, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5247, top5_acc: 0.7668, loss_cls: 1.9465, loss: 1.9465, grad_norm: 1.5466, top1_acc/aux0: 0.5531, top5_acc/aux0: 0.7903, loss_cls/aux0: 1.8391, loss/aux0: 1.8391, top1_acc/aux1: 0.5528, top5_acc/aux1: 0.7969, loss_cls/aux1: 1.8009, loss/aux1: 1.8009, top1_acc/aux2: 0.4804, top5_acc/aux2: 0.7318, loss_cls/aux2: 2.1531, loss/aux2: 2.1531 2020-10-26 10:57:50,522 - mmaction - INFO - Epoch [151][80/264] lr: 1.650e-01, eta: 7:15:43, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5283, top5_acc: 0.7698, loss_cls: 1.9474, loss: 1.9474, grad_norm: 1.5519, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.7913, loss_cls/aux0: 1.8444, loss/aux0: 1.8444, top1_acc/aux1: 0.5542, top5_acc/aux1: 0.7993, loss_cls/aux1: 1.7872, loss/aux1: 1.7872, top1_acc/aux2: 0.4767, top5_acc/aux2: 0.7271, loss_cls/aux2: 2.1873, loss/aux2: 2.1873 2020-10-26 10:58:37,765 - mmaction - INFO - Epoch [151][100/264] lr: 1.650e-01, eta: 7:15:25, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5219, top5_acc: 0.7679, loss_cls: 1.9779, loss: 1.9779, grad_norm: 1.5530, top1_acc/aux0: 0.5540, top5_acc/aux0: 0.7983, loss_cls/aux0: 1.8088, loss/aux0: 1.8088, top1_acc/aux1: 0.5561, top5_acc/aux1: 0.7991, loss_cls/aux1: 1.7800, loss/aux1: 1.7800, top1_acc/aux2: 0.4908, top5_acc/aux2: 0.7444, loss_cls/aux2: 2.1109, loss/aux2: 2.1109 2020-10-26 10:59:25,275 - mmaction - INFO - Epoch [151][120/264] lr: 1.650e-01, eta: 7:15:06, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5033, top5_acc: 0.7543, loss_cls: 2.0283, loss: 2.0283, grad_norm: 1.5846, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7894, loss_cls/aux0: 1.8475, loss/aux0: 1.8475, top1_acc/aux1: 0.5578, top5_acc/aux1: 0.7969, loss_cls/aux1: 1.7936, loss/aux1: 1.7936, top1_acc/aux2: 0.4908, top5_acc/aux2: 0.7477, loss_cls/aux2: 2.0912, loss/aux2: 2.0912 2020-10-26 11:00:13,341 - mmaction - INFO - Epoch [151][140/264] lr: 1.650e-01, eta: 7:14:48, time: 0.985, data_time: 0.000, memory: 8466, top1_acc: 0.5207, top5_acc: 0.7641, loss_cls: 1.9883, loss: 1.9883, grad_norm: 1.5533, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7814, loss_cls/aux0: 1.8942, loss/aux0: 1.8942, top1_acc/aux1: 0.5597, top5_acc/aux1: 0.7988, loss_cls/aux1: 1.7929, loss/aux1: 1.7929, top1_acc/aux2: 0.4811, top5_acc/aux2: 0.7328, loss_cls/aux2: 2.1351, loss/aux2: 2.1351 2020-10-26 11:01:01,243 - mmaction - INFO - Epoch [151][160/264] lr: 1.650e-01, eta: 7:14:30, time: 0.980, data_time: 0.000, memory: 8466, top1_acc: 0.5174, top5_acc: 0.7649, loss_cls: 1.9676, loss: 1.9676, grad_norm: 1.5694, top1_acc/aux0: 0.5434, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8654, loss/aux0: 1.8654, top1_acc/aux1: 0.5693, top5_acc/aux1: 0.8064, loss_cls/aux1: 1.7575, loss/aux1: 1.7575, top1_acc/aux2: 0.4866, top5_acc/aux2: 0.7337, loss_cls/aux2: 2.1221, loss/aux2: 2.1221 2020-10-26 11:01:48,691 - mmaction - INFO - Epoch [151][180/264] lr: 1.650e-01, eta: 7:14:11, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.5118, top5_acc: 0.7616, loss_cls: 1.9993, loss: 1.9993, grad_norm: 1.5908, top1_acc/aux0: 0.5524, top5_acc/aux0: 0.7936, loss_cls/aux0: 1.8336, loss/aux0: 1.8336, top1_acc/aux1: 0.5646, top5_acc/aux1: 0.8056, loss_cls/aux1: 1.7556, loss/aux1: 1.7556, top1_acc/aux2: 0.4851, top5_acc/aux2: 0.7373, loss_cls/aux2: 2.1225, loss/aux2: 2.1225 2020-10-26 11:02:36,053 - mmaction - INFO - Epoch [151][200/264] lr: 1.650e-01, eta: 7:13:53, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5193, top5_acc: 0.7604, loss_cls: 1.9792, loss: 1.9792, grad_norm: 1.5292, top1_acc/aux0: 0.5602, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8126, loss/aux0: 1.8126, top1_acc/aux1: 0.5564, top5_acc/aux1: 0.7988, loss_cls/aux1: 1.7891, loss/aux1: 1.7891, top1_acc/aux2: 0.4828, top5_acc/aux2: 0.7358, loss_cls/aux2: 2.1291, loss/aux2: 2.1291 2020-10-26 11:03:23,358 - mmaction - INFO - Epoch [151][220/264] lr: 1.650e-01, eta: 7:13:34, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5191, top5_acc: 0.7651, loss_cls: 1.9878, loss: 1.9878, grad_norm: 1.5532, top1_acc/aux0: 0.5446, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8642, loss/aux0: 1.8642, top1_acc/aux1: 0.5615, top5_acc/aux1: 0.7986, loss_cls/aux1: 1.7842, loss/aux1: 1.7842, top1_acc/aux2: 0.4835, top5_acc/aux2: 0.7335, loss_cls/aux2: 2.1194, loss/aux2: 2.1194 2020-10-26 11:04:10,630 - mmaction - INFO - Epoch [151][240/264] lr: 1.650e-01, eta: 7:13:15, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5108, top5_acc: 0.7622, loss_cls: 2.0010, loss: 2.0010, grad_norm: 1.5773, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7892, loss_cls/aux0: 1.8677, loss/aux0: 1.8677, top1_acc/aux1: 0.5686, top5_acc/aux1: 0.8026, loss_cls/aux1: 1.7568, loss/aux1: 1.7568, top1_acc/aux2: 0.4823, top5_acc/aux2: 0.7342, loss_cls/aux2: 2.1297, loss/aux2: 2.1297 2020-10-26 11:04:58,083 - mmaction - INFO - Epoch [151][260/264] lr: 1.650e-01, eta: 7:12:57, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4986, top5_acc: 0.7481, loss_cls: 2.0635, loss: 2.0635, grad_norm: 1.5454, top1_acc/aux0: 0.5460, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.8683, loss/aux0: 1.8683, top1_acc/aux1: 0.5592, top5_acc/aux1: 0.8024, loss_cls/aux1: 1.7905, loss/aux1: 1.7905, top1_acc/aux2: 0.4802, top5_acc/aux2: 0.7345, loss_cls/aux2: 2.1363, loss/aux2: 2.1363 2020-10-26 11:08:55,825 - mmaction - INFO - Epoch [152][20/264] lr: 1.623e-01, eta: 7:12:32, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5222, top5_acc: 0.7658, loss_cls: 1.9427, loss: 1.9427, grad_norm: 1.5804, top1_acc/aux0: 0.5441, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8517, loss/aux0: 1.8517, top1_acc/aux1: 0.5587, top5_acc/aux1: 0.7858, loss_cls/aux1: 1.8174, loss/aux1: 1.8174, top1_acc/aux2: 0.4722, top5_acc/aux2: 0.7229, loss_cls/aux2: 2.1660, loss/aux2: 2.1660 2020-10-26 11:09:42,754 - mmaction - INFO - Epoch [152][40/264] lr: 1.623e-01, eta: 7:12:13, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5188, top5_acc: 0.7661, loss_cls: 1.9611, loss: 1.9611, grad_norm: 1.5624, top1_acc/aux0: 0.5495, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8284, loss/aux0: 1.8284, top1_acc/aux1: 0.5554, top5_acc/aux1: 0.7983, loss_cls/aux1: 1.7996, loss/aux1: 1.7996, top1_acc/aux2: 0.4780, top5_acc/aux2: 0.7363, loss_cls/aux2: 2.1413, loss/aux2: 2.1413 2020-10-26 11:10:30,179 - mmaction - INFO - Epoch [152][60/264] lr: 1.623e-01, eta: 7:11:55, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5266, top5_acc: 0.7595, loss_cls: 1.9715, loss: 1.9715, grad_norm: 1.5642, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.7926, loss/aux0: 1.7926, top1_acc/aux1: 0.5611, top5_acc/aux1: 0.8069, loss_cls/aux1: 1.7630, loss/aux1: 1.7630, top1_acc/aux2: 0.4946, top5_acc/aux2: 0.7516, loss_cls/aux2: 2.0826, loss/aux2: 2.0826 2020-10-26 11:11:40,779 - mmaction - INFO - Epoch [152][80/264] lr: 1.623e-01, eta: 7:11:41, time: 1.302, data_time: 0.095, memory: 8466, top1_acc: 0.5082, top5_acc: 0.7651, loss_cls: 1.9888, loss: 1.9888, grad_norm: 1.5348, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.8070, loss/aux0: 1.8070, top1_acc/aux1: 0.5688, top5_acc/aux1: 0.8045, loss_cls/aux1: 1.7502, loss/aux1: 1.7502, top1_acc/aux2: 0.4964, top5_acc/aux2: 0.7434, loss_cls/aux2: 2.0871, loss/aux2: 2.0871 2020-10-26 11:12:27,941 - mmaction - INFO - Epoch [152][100/264] lr: 1.623e-01, eta: 7:11:22, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5250, top5_acc: 0.7681, loss_cls: 1.9577, loss: 1.9577, grad_norm: 1.5696, top1_acc/aux0: 0.5545, top5_acc/aux0: 0.8024, loss_cls/aux0: 1.8220, loss/aux0: 1.8220, top1_acc/aux1: 0.5635, top5_acc/aux1: 0.8066, loss_cls/aux1: 1.7636, loss/aux1: 1.7636, top1_acc/aux2: 0.4845, top5_acc/aux2: 0.7429, loss_cls/aux2: 2.0979, loss/aux2: 2.0979 2020-10-26 11:13:15,366 - mmaction - INFO - Epoch [152][120/264] lr: 1.623e-01, eta: 7:11:03, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5083, top5_acc: 0.7622, loss_cls: 2.0032, loss: 2.0032, grad_norm: 1.5622, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8335, loss/aux0: 1.8335, top1_acc/aux1: 0.5590, top5_acc/aux1: 0.8071, loss_cls/aux1: 1.7762, loss/aux1: 1.7762, top1_acc/aux2: 0.4813, top5_acc/aux2: 0.7458, loss_cls/aux2: 2.0911, loss/aux2: 2.0911 2020-10-26 11:14:02,433 - mmaction - INFO - Epoch [152][140/264] lr: 1.623e-01, eta: 7:10:45, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5134, top5_acc: 0.7592, loss_cls: 1.9900, loss: 1.9900, grad_norm: 1.5710, top1_acc/aux0: 0.5493, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8450, loss/aux0: 1.8450, top1_acc/aux1: 0.5608, top5_acc/aux1: 0.8090, loss_cls/aux1: 1.7591, loss/aux1: 1.7591, top1_acc/aux2: 0.4898, top5_acc/aux2: 0.7448, loss_cls/aux2: 2.0770, loss/aux2: 2.0770 2020-10-26 11:14:49,681 - mmaction - INFO - Epoch [152][160/264] lr: 1.623e-01, eta: 7:10:26, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5127, top5_acc: 0.7505, loss_cls: 2.0213, loss: 2.0213, grad_norm: 1.5739, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8420, loss/aux0: 1.8420, top1_acc/aux1: 0.5604, top5_acc/aux1: 0.8059, loss_cls/aux1: 1.7606, loss/aux1: 1.7606, top1_acc/aux2: 0.4955, top5_acc/aux2: 0.7495, loss_cls/aux2: 2.0728, loss/aux2: 2.0728 2020-10-26 11:15:37,107 - mmaction - INFO - Epoch [152][180/264] lr: 1.623e-01, eta: 7:10:07, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5316, top5_acc: 0.7670, loss_cls: 1.9390, loss: 1.9390, grad_norm: 1.5686, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.8517, loss/aux0: 1.8517, top1_acc/aux1: 0.5646, top5_acc/aux1: 0.8040, loss_cls/aux1: 1.7744, loss/aux1: 1.7744, top1_acc/aux2: 0.4910, top5_acc/aux2: 0.7439, loss_cls/aux2: 2.1186, loss/aux2: 2.1186 2020-10-26 11:16:24,489 - mmaction - INFO - Epoch [152][200/264] lr: 1.623e-01, eta: 7:09:49, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5155, top5_acc: 0.7585, loss_cls: 1.9834, loss: 1.9834, grad_norm: 1.5899, top1_acc/aux0: 0.5439, top5_acc/aux0: 0.8017, loss_cls/aux0: 1.8339, loss/aux0: 1.8339, top1_acc/aux1: 0.5691, top5_acc/aux1: 0.8014, loss_cls/aux1: 1.7775, loss/aux1: 1.7775, top1_acc/aux2: 0.4809, top5_acc/aux2: 0.7339, loss_cls/aux2: 2.1533, loss/aux2: 2.1533 2020-10-26 11:17:11,747 - mmaction - INFO - Epoch [152][220/264] lr: 1.623e-01, eta: 7:09:30, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5078, top5_acc: 0.7535, loss_cls: 2.0220, loss: 2.0220, grad_norm: 1.5963, top1_acc/aux0: 0.5542, top5_acc/aux0: 0.7981, loss_cls/aux0: 1.8231, loss/aux0: 1.8231, top1_acc/aux1: 0.5663, top5_acc/aux1: 0.8010, loss_cls/aux1: 1.7722, loss/aux1: 1.7722, top1_acc/aux2: 0.4877, top5_acc/aux2: 0.7378, loss_cls/aux2: 2.1299, loss/aux2: 2.1299 2020-10-26 11:17:59,097 - mmaction - INFO - Epoch [152][240/264] lr: 1.623e-01, eta: 7:09:11, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5276, top5_acc: 0.7710, loss_cls: 1.9477, loss: 1.9477, grad_norm: 1.5928, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.8087, loss/aux0: 1.8087, top1_acc/aux1: 0.5660, top5_acc/aux1: 0.8073, loss_cls/aux1: 1.7478, loss/aux1: 1.7478, top1_acc/aux2: 0.5038, top5_acc/aux2: 0.7533, loss_cls/aux2: 2.0499, loss/aux2: 2.0499 2020-10-26 11:18:46,670 - mmaction - INFO - Epoch [152][260/264] lr: 1.623e-01, eta: 7:08:53, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5219, top5_acc: 0.7656, loss_cls: 1.9688, loss: 1.9688, grad_norm: 1.5810, top1_acc/aux0: 0.5465, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.8173, loss/aux0: 1.8173, top1_acc/aux1: 0.5677, top5_acc/aux1: 0.8082, loss_cls/aux1: 1.7353, loss/aux1: 1.7353, top1_acc/aux2: 0.4986, top5_acc/aux2: 0.7503, loss_cls/aux2: 2.0433, loss/aux2: 2.0433 2020-10-26 11:18:58,412 - mmaction - INFO - Saving checkpoint at 152 epochs 2020-10-26 11:19:49,550 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-26 11:19:49,655 - mmaction - INFO - top1_acc 0.6106 top5_acc 0.8423 2020-10-26 11:19:49,655 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-26 11:19:49,666 - mmaction - INFO - mean_acc 0.6109 2020-10-26 11:19:49,667 - mmaction - INFO - Now best checkpoint is epoch_152.pth 2020-10-26 11:19:49,672 - mmaction - INFO - Epoch(val) [152][264] top1_acc: 0.6106, top5_acc: 0.8423, mean_class_accuracy: 0.6109 2020-10-26 11:23:08,982 - mmaction - INFO - Epoch [153][20/264] lr: 1.597e-01, eta: 7:08:28, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5288, top5_acc: 0.7701, loss_cls: 1.9409, loss: 1.9409, grad_norm: 1.5907, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.8860, loss/aux0: 1.8860, top1_acc/aux1: 0.5799, top5_acc/aux1: 0.8108, loss_cls/aux1: 1.7029, loss/aux1: 1.7029, top1_acc/aux2: 0.5101, top5_acc/aux2: 0.7462, loss_cls/aux2: 2.0203, loss/aux2: 2.0203 2020-10-26 11:23:56,036 - mmaction - INFO - Epoch [153][40/264] lr: 1.597e-01, eta: 7:08:09, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5247, top5_acc: 0.7726, loss_cls: 1.9201, loss: 1.9201, grad_norm: 1.5341, top1_acc/aux0: 0.5394, top5_acc/aux0: 0.7863, loss_cls/aux0: 1.8708, loss/aux0: 1.8708, top1_acc/aux1: 0.5635, top5_acc/aux1: 0.7967, loss_cls/aux1: 1.7843, loss/aux1: 1.7843, top1_acc/aux2: 0.4962, top5_acc/aux2: 0.7413, loss_cls/aux2: 2.0620, loss/aux2: 2.0620 2020-10-26 11:24:43,395 - mmaction - INFO - Epoch [153][60/264] lr: 1.597e-01, eta: 7:07:50, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5267, top5_acc: 0.7635, loss_cls: 1.9648, loss: 1.9648, grad_norm: 1.5440, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8275, loss/aux0: 1.8275, top1_acc/aux1: 0.5582, top5_acc/aux1: 0.7936, loss_cls/aux1: 1.8064, loss/aux1: 1.8064, top1_acc/aux2: 0.4858, top5_acc/aux2: 0.7405, loss_cls/aux2: 2.0953, loss/aux2: 2.0953 2020-10-26 11:25:31,031 - mmaction - INFO - Epoch [153][80/264] lr: 1.597e-01, eta: 7:07:32, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5415, top5_acc: 0.7760, loss_cls: 1.8865, loss: 1.8865, grad_norm: 1.5936, top1_acc/aux0: 0.5536, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.8096, loss/aux0: 1.8096, top1_acc/aux1: 0.5641, top5_acc/aux1: 0.7984, loss_cls/aux1: 1.7828, loss/aux1: 1.7828, top1_acc/aux2: 0.4932, top5_acc/aux2: 0.7401, loss_cls/aux2: 2.1008, loss/aux2: 2.1008 2020-10-26 11:26:18,612 - mmaction - INFO - Epoch [153][100/264] lr: 1.597e-01, eta: 7:07:13, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5170, top5_acc: 0.7635, loss_cls: 1.9810, loss: 1.9810, grad_norm: 1.5921, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7943, loss/aux0: 1.7943, top1_acc/aux1: 0.5590, top5_acc/aux1: 0.7958, loss_cls/aux1: 1.7864, loss/aux1: 1.7864, top1_acc/aux2: 0.4931, top5_acc/aux2: 0.7391, loss_cls/aux2: 2.1127, loss/aux2: 2.1127 2020-10-26 11:27:05,931 - mmaction - INFO - Epoch [153][120/264] lr: 1.597e-01, eta: 7:06:55, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5139, top5_acc: 0.7642, loss_cls: 1.9803, loss: 1.9803, grad_norm: 1.5858, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7914, loss/aux0: 1.7914, top1_acc/aux1: 0.5615, top5_acc/aux1: 0.8016, loss_cls/aux1: 1.7634, loss/aux1: 1.7634, top1_acc/aux2: 0.4877, top5_acc/aux2: 0.7455, loss_cls/aux2: 2.0866, loss/aux2: 2.0866 2020-10-26 11:27:53,097 - mmaction - INFO - Epoch [153][140/264] lr: 1.597e-01, eta: 7:06:36, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5109, top5_acc: 0.7635, loss_cls: 1.9870, loss: 1.9870, grad_norm: 1.5667, top1_acc/aux0: 0.5441, top5_acc/aux0: 0.7868, loss_cls/aux0: 1.8588, loss/aux0: 1.8588, top1_acc/aux1: 0.5618, top5_acc/aux1: 0.8007, loss_cls/aux1: 1.7917, loss/aux1: 1.7917, top1_acc/aux2: 0.4826, top5_acc/aux2: 0.7424, loss_cls/aux2: 2.1048, loss/aux2: 2.1048 2020-10-26 11:28:40,595 - mmaction - INFO - Epoch [153][160/264] lr: 1.597e-01, eta: 7:06:17, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5231, top5_acc: 0.7670, loss_cls: 1.9429, loss: 1.9429, grad_norm: 1.5884, top1_acc/aux0: 0.5460, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8576, loss/aux0: 1.8576, top1_acc/aux1: 0.5698, top5_acc/aux1: 0.8016, loss_cls/aux1: 1.7847, loss/aux1: 1.7847, top1_acc/aux2: 0.4753, top5_acc/aux2: 0.7411, loss_cls/aux2: 2.1271, loss/aux2: 2.1271 2020-10-26 11:29:28,032 - mmaction - INFO - Epoch [153][180/264] lr: 1.597e-01, eta: 7:05:59, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5201, top5_acc: 0.7703, loss_cls: 1.9690, loss: 1.9690, grad_norm: 1.5424, top1_acc/aux0: 0.5444, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8692, loss/aux0: 1.8692, top1_acc/aux1: 0.5667, top5_acc/aux1: 0.7972, loss_cls/aux1: 1.7915, loss/aux1: 1.7915, top1_acc/aux2: 0.4797, top5_acc/aux2: 0.7417, loss_cls/aux2: 2.1210, loss/aux2: 2.1210 2020-10-26 11:30:16,355 - mmaction - INFO - Epoch [153][200/264] lr: 1.597e-01, eta: 7:05:41, time: 0.990, data_time: 0.001, memory: 8466, top1_acc: 0.5168, top5_acc: 0.7561, loss_cls: 2.0171, loss: 2.0171, grad_norm: 1.6065, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7894, loss_cls/aux0: 1.8872, loss/aux0: 1.8872, top1_acc/aux1: 0.5575, top5_acc/aux1: 0.7898, loss_cls/aux1: 1.8219, loss/aux1: 1.8219, top1_acc/aux2: 0.4868, top5_acc/aux2: 0.7330, loss_cls/aux2: 2.1417, loss/aux2: 2.1417 2020-10-26 11:31:03,675 - mmaction - INFO - Epoch [153][220/264] lr: 1.597e-01, eta: 7:05:22, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5313, top5_acc: 0.7691, loss_cls: 1.9445, loss: 1.9445, grad_norm: 1.5621, top1_acc/aux0: 0.5361, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8805, loss/aux0: 1.8805, top1_acc/aux1: 0.5637, top5_acc/aux1: 0.8075, loss_cls/aux1: 1.7716, loss/aux1: 1.7716, top1_acc/aux2: 0.4976, top5_acc/aux2: 0.7406, loss_cls/aux2: 2.0993, loss/aux2: 2.0993 2020-10-26 11:31:51,189 - mmaction - INFO - Epoch [153][240/264] lr: 1.597e-01, eta: 7:05:04, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5233, top5_acc: 0.7738, loss_cls: 1.9226, loss: 1.9226, grad_norm: 1.5574, top1_acc/aux0: 0.5443, top5_acc/aux0: 0.7915, loss_cls/aux0: 1.8684, loss/aux0: 1.8684, top1_acc/aux1: 0.5691, top5_acc/aux1: 0.8135, loss_cls/aux1: 1.7514, loss/aux1: 1.7514, top1_acc/aux2: 0.4984, top5_acc/aux2: 0.7464, loss_cls/aux2: 2.0758, loss/aux2: 2.0758 2020-10-26 11:32:38,547 - mmaction - INFO - Epoch [153][260/264] lr: 1.597e-01, eta: 7:04:45, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5095, top5_acc: 0.7563, loss_cls: 2.0067, loss: 2.0067, grad_norm: 1.5653, top1_acc/aux0: 0.5465, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8375, loss/aux0: 1.8375, top1_acc/aux1: 0.5620, top5_acc/aux1: 0.7972, loss_cls/aux1: 1.7972, loss/aux1: 1.7972, top1_acc/aux2: 0.4915, top5_acc/aux2: 0.7455, loss_cls/aux2: 2.0749, loss/aux2: 2.0749 2020-10-26 11:36:41,933 - mmaction - INFO - Epoch [154][20/264] lr: 1.570e-01, eta: 7:04:20, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5297, top5_acc: 0.7774, loss_cls: 1.9149, loss: 1.9149, grad_norm: 1.5999, top1_acc/aux0: 0.5483, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8537, loss/aux0: 1.8537, top1_acc/aux1: 0.5760, top5_acc/aux1: 0.8149, loss_cls/aux1: 1.7060, loss/aux1: 1.7060, top1_acc/aux2: 0.4826, top5_acc/aux2: 0.7344, loss_cls/aux2: 2.1440, loss/aux2: 2.1440 2020-10-26 11:37:29,608 - mmaction - INFO - Epoch [154][40/264] lr: 1.570e-01, eta: 7:04:01, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5201, top5_acc: 0.7748, loss_cls: 1.9390, loss: 1.9390, grad_norm: 1.5714, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.8347, loss/aux0: 1.8347, top1_acc/aux1: 0.5656, top5_acc/aux1: 0.8054, loss_cls/aux1: 1.7520, loss/aux1: 1.7520, top1_acc/aux2: 0.4868, top5_acc/aux2: 0.7422, loss_cls/aux2: 2.1196, loss/aux2: 2.1196 2020-10-26 11:38:16,662 - mmaction - INFO - Epoch [154][60/264] lr: 1.570e-01, eta: 7:03:43, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5297, top5_acc: 0.7644, loss_cls: 1.9679, loss: 1.9679, grad_norm: 1.5504, top1_acc/aux0: 0.5545, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8405, loss/aux0: 1.8405, top1_acc/aux1: 0.5602, top5_acc/aux1: 0.8007, loss_cls/aux1: 1.7877, loss/aux1: 1.7877, top1_acc/aux2: 0.4918, top5_acc/aux2: 0.7483, loss_cls/aux2: 2.0895, loss/aux2: 2.0895 2020-10-26 11:39:04,445 - mmaction - INFO - Epoch [154][80/264] lr: 1.570e-01, eta: 7:03:24, time: 0.953, data_time: 0.001, memory: 8466, top1_acc: 0.5380, top5_acc: 0.7766, loss_cls: 1.8906, loss: 1.8906, grad_norm: 1.6143, top1_acc/aux0: 0.5535, top5_acc/aux0: 0.7986, loss_cls/aux0: 1.8287, loss/aux0: 1.8287, top1_acc/aux1: 0.5644, top5_acc/aux1: 0.8003, loss_cls/aux1: 1.7856, loss/aux1: 1.7856, top1_acc/aux2: 0.5031, top5_acc/aux2: 0.7450, loss_cls/aux2: 2.0627, loss/aux2: 2.0627 2020-10-26 11:39:51,885 - mmaction - INFO - Epoch [154][100/264] lr: 1.570e-01, eta: 7:03:06, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5332, top5_acc: 0.7724, loss_cls: 1.9131, loss: 1.9131, grad_norm: 1.5852, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.7960, loss_cls/aux0: 1.8438, loss/aux0: 1.8438, top1_acc/aux1: 0.5655, top5_acc/aux1: 0.8002, loss_cls/aux1: 1.7666, loss/aux1: 1.7666, top1_acc/aux2: 0.4984, top5_acc/aux2: 0.7438, loss_cls/aux2: 2.0877, loss/aux2: 2.0877 2020-10-26 11:40:39,342 - mmaction - INFO - Epoch [154][120/264] lr: 1.570e-01, eta: 7:02:47, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5319, top5_acc: 0.7674, loss_cls: 1.9433, loss: 1.9433, grad_norm: 1.6150, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8462, loss/aux0: 1.8462, top1_acc/aux1: 0.5663, top5_acc/aux1: 0.8050, loss_cls/aux1: 1.7524, loss/aux1: 1.7524, top1_acc/aux2: 0.4795, top5_acc/aux2: 0.7368, loss_cls/aux2: 2.1510, loss/aux2: 2.1510 2020-10-26 11:41:27,041 - mmaction - INFO - Epoch [154][140/264] lr: 1.570e-01, eta: 7:02:28, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.5134, top5_acc: 0.7609, loss_cls: 2.0108, loss: 2.0108, grad_norm: 1.5914, top1_acc/aux0: 0.5517, top5_acc/aux0: 0.8007, loss_cls/aux0: 1.8021, loss/aux0: 1.8021, top1_acc/aux1: 0.5623, top5_acc/aux1: 0.8035, loss_cls/aux1: 1.7762, loss/aux1: 1.7762, top1_acc/aux2: 0.4769, top5_acc/aux2: 0.7306, loss_cls/aux2: 2.1592, loss/aux2: 2.1592 2020-10-26 11:42:14,115 - mmaction - INFO - Epoch [154][160/264] lr: 1.570e-01, eta: 7:02:10, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5238, top5_acc: 0.7667, loss_cls: 1.9380, loss: 1.9380, grad_norm: 1.5934, top1_acc/aux0: 0.5517, top5_acc/aux0: 0.8045, loss_cls/aux0: 1.8054, loss/aux0: 1.8054, top1_acc/aux1: 0.5632, top5_acc/aux1: 0.8024, loss_cls/aux1: 1.7812, loss/aux1: 1.7812, top1_acc/aux2: 0.4865, top5_acc/aux2: 0.7332, loss_cls/aux2: 2.1199, loss/aux2: 2.1199 2020-10-26 11:43:01,528 - mmaction - INFO - Epoch [154][180/264] lr: 1.570e-01, eta: 7:01:51, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5163, top5_acc: 0.7707, loss_cls: 1.9657, loss: 1.9657, grad_norm: 1.5751, top1_acc/aux0: 0.5597, top5_acc/aux0: 0.8035, loss_cls/aux0: 1.7923, loss/aux0: 1.7923, top1_acc/aux1: 0.5715, top5_acc/aux1: 0.8061, loss_cls/aux1: 1.7419, loss/aux1: 1.7419, top1_acc/aux2: 0.4899, top5_acc/aux2: 0.7370, loss_cls/aux2: 2.0949, loss/aux2: 2.0949 2020-10-26 11:43:48,893 - mmaction - INFO - Epoch [154][200/264] lr: 1.570e-01, eta: 7:01:32, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5205, top5_acc: 0.7648, loss_cls: 1.9507, loss: 1.9507, grad_norm: 1.5872, top1_acc/aux0: 0.5571, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7769, loss/aux0: 1.7769, top1_acc/aux1: 0.5832, top5_acc/aux1: 0.8155, loss_cls/aux1: 1.6939, loss/aux1: 1.6939, top1_acc/aux2: 0.4870, top5_acc/aux2: 0.7465, loss_cls/aux2: 2.0967, loss/aux2: 2.0967 2020-10-26 11:44:36,164 - mmaction - INFO - Epoch [154][220/264] lr: 1.570e-01, eta: 7:01:14, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5262, top5_acc: 0.7634, loss_cls: 1.9756, loss: 1.9756, grad_norm: 1.5899, top1_acc/aux0: 0.5517, top5_acc/aux0: 0.7998, loss_cls/aux0: 1.8080, loss/aux0: 1.8080, top1_acc/aux1: 0.5809, top5_acc/aux1: 0.8175, loss_cls/aux1: 1.7014, loss/aux1: 1.7014, top1_acc/aux2: 0.4837, top5_acc/aux2: 0.7427, loss_cls/aux2: 2.1189, loss/aux2: 2.1189 2020-10-26 11:45:23,802 - mmaction - INFO - Epoch [154][240/264] lr: 1.570e-01, eta: 7:00:55, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.5245, top5_acc: 0.7696, loss_cls: 1.9573, loss: 1.9573, grad_norm: 1.6117, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7925, loss_cls/aux0: 1.8508, loss/aux0: 1.8508, top1_acc/aux1: 0.5670, top5_acc/aux1: 0.8118, loss_cls/aux1: 1.7359, loss/aux1: 1.7359, top1_acc/aux2: 0.4790, top5_acc/aux2: 0.7314, loss_cls/aux2: 2.1460, loss/aux2: 2.1460 2020-10-26 11:46:11,100 - mmaction - INFO - Epoch [154][260/264] lr: 1.570e-01, eta: 7:00:37, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5167, top5_acc: 0.7571, loss_cls: 1.9854, loss: 1.9854, grad_norm: 1.5898, top1_acc/aux0: 0.5451, top5_acc/aux0: 0.7877, loss_cls/aux0: 1.8731, loss/aux0: 1.8731, top1_acc/aux1: 0.5569, top5_acc/aux1: 0.7991, loss_cls/aux1: 1.7909, loss/aux1: 1.7909, top1_acc/aux2: 0.4866, top5_acc/aux2: 0.7378, loss_cls/aux2: 2.1228, loss/aux2: 2.1228 2020-10-26 11:51:53,215 - mmaction - INFO - Epoch [155][20/264] lr: 1.544e-01, eta: 7:00:12, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5311, top5_acc: 0.7708, loss_cls: 1.9059, loss: 1.9059, grad_norm: 1.5741, top1_acc/aux0: 0.5410, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8833, loss/aux0: 1.8833, top1_acc/aux1: 0.5677, top5_acc/aux1: 0.7958, loss_cls/aux1: 1.7789, loss/aux1: 1.7789, top1_acc/aux2: 0.4983, top5_acc/aux2: 0.7514, loss_cls/aux2: 2.0637, loss/aux2: 2.0637 2020-10-26 11:52:40,470 - mmaction - INFO - Epoch [155][40/264] lr: 1.544e-01, eta: 6:59:53, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.5271, top5_acc: 0.7863, loss_cls: 1.8967, loss: 1.8967, grad_norm: 1.5912, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7925, loss_cls/aux0: 1.8709, loss/aux0: 1.8709, top1_acc/aux1: 0.5726, top5_acc/aux1: 0.8054, loss_cls/aux1: 1.7438, loss/aux1: 1.7438, top1_acc/aux2: 0.4969, top5_acc/aux2: 0.7455, loss_cls/aux2: 2.0829, loss/aux2: 2.0829 2020-10-26 11:53:28,015 - mmaction - INFO - Epoch [155][60/264] lr: 1.544e-01, eta: 6:59:35, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5078, top5_acc: 0.7599, loss_cls: 1.9970, loss: 1.9970, grad_norm: 1.5740, top1_acc/aux0: 0.5542, top5_acc/aux0: 0.7925, loss_cls/aux0: 1.8524, loss/aux0: 1.8524, top1_acc/aux1: 0.5675, top5_acc/aux1: 0.8095, loss_cls/aux1: 1.7299, loss/aux1: 1.7299, top1_acc/aux2: 0.4941, top5_acc/aux2: 0.7417, loss_cls/aux2: 2.0990, loss/aux2: 2.0990 2020-10-26 11:54:15,241 - mmaction - INFO - Epoch [155][80/264] lr: 1.544e-01, eta: 6:59:16, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5316, top5_acc: 0.7701, loss_cls: 1.9166, loss: 1.9166, grad_norm: 1.5851, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8423, loss/aux0: 1.8423, top1_acc/aux1: 0.5602, top5_acc/aux1: 0.8026, loss_cls/aux1: 1.7674, loss/aux1: 1.7674, top1_acc/aux2: 0.4991, top5_acc/aux2: 0.7493, loss_cls/aux2: 2.0681, loss/aux2: 2.0681 2020-10-26 11:55:03,112 - mmaction - INFO - Epoch [155][100/264] lr: 1.544e-01, eta: 6:58:58, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5226, top5_acc: 0.7707, loss_cls: 1.9455, loss: 1.9455, grad_norm: 1.6153, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8423, loss/aux0: 1.8423, top1_acc/aux1: 0.5609, top5_acc/aux1: 0.8007, loss_cls/aux1: 1.7710, loss/aux1: 1.7710, top1_acc/aux2: 0.4967, top5_acc/aux2: 0.7484, loss_cls/aux2: 2.0810, loss/aux2: 2.0810 2020-10-26 11:55:50,518 - mmaction - INFO - Epoch [155][120/264] lr: 1.544e-01, eta: 6:58:39, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.5323, top5_acc: 0.7743, loss_cls: 1.9254, loss: 1.9254, grad_norm: 1.5734, top1_acc/aux0: 0.5530, top5_acc/aux0: 0.7934, loss_cls/aux0: 1.8461, loss/aux0: 1.8461, top1_acc/aux1: 0.5592, top5_acc/aux1: 0.8010, loss_cls/aux1: 1.7706, loss/aux1: 1.7706, top1_acc/aux2: 0.4936, top5_acc/aux2: 0.7503, loss_cls/aux2: 2.0921, loss/aux2: 2.0921 2020-10-26 11:56:38,144 - mmaction - INFO - Epoch [155][140/264] lr: 1.544e-01, eta: 6:58:21, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.5304, top5_acc: 0.7731, loss_cls: 1.9296, loss: 1.9296, grad_norm: 1.6128, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.7976, loss_cls/aux0: 1.8338, loss/aux0: 1.8338, top1_acc/aux1: 0.5585, top5_acc/aux1: 0.7997, loss_cls/aux1: 1.7833, loss/aux1: 1.7833, top1_acc/aux2: 0.5023, top5_acc/aux2: 0.7547, loss_cls/aux2: 2.0657, loss/aux2: 2.0657 2020-10-26 11:57:25,427 - mmaction - INFO - Epoch [155][160/264] lr: 1.544e-01, eta: 6:58:02, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5161, top5_acc: 0.7592, loss_cls: 1.9884, loss: 1.9884, grad_norm: 1.6405, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.8056, loss_cls/aux0: 1.8040, loss/aux0: 1.8040, top1_acc/aux1: 0.5524, top5_acc/aux1: 0.7997, loss_cls/aux1: 1.7851, loss/aux1: 1.7851, top1_acc/aux2: 0.5021, top5_acc/aux2: 0.7526, loss_cls/aux2: 2.0566, loss/aux2: 2.0566 2020-10-26 11:58:12,894 - mmaction - INFO - Epoch [155][180/264] lr: 1.544e-01, eta: 6:57:43, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5260, top5_acc: 0.7668, loss_cls: 1.9504, loss: 1.9504, grad_norm: 1.6051, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.8045, loss_cls/aux0: 1.7954, loss/aux0: 1.7954, top1_acc/aux1: 0.5632, top5_acc/aux1: 0.8061, loss_cls/aux1: 1.7566, loss/aux1: 1.7566, top1_acc/aux2: 0.4970, top5_acc/aux2: 0.7507, loss_cls/aux2: 2.0604, loss/aux2: 2.0604 2020-10-26 11:59:00,421 - mmaction - INFO - Epoch [155][200/264] lr: 1.544e-01, eta: 6:57:25, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.5194, top5_acc: 0.7661, loss_cls: 1.9757, loss: 1.9757, grad_norm: 1.6177, top1_acc/aux0: 0.5554, top5_acc/aux0: 0.8007, loss_cls/aux0: 1.8156, loss/aux0: 1.8156, top1_acc/aux1: 0.5780, top5_acc/aux1: 0.8056, loss_cls/aux1: 1.7306, loss/aux1: 1.7306, top1_acc/aux2: 0.4911, top5_acc/aux2: 0.7417, loss_cls/aux2: 2.0840, loss/aux2: 2.0840 2020-10-26 11:59:47,813 - mmaction - INFO - Epoch [155][220/264] lr: 1.544e-01, eta: 6:57:06, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5130, top5_acc: 0.7630, loss_cls: 1.9951, loss: 1.9951, grad_norm: 1.6010, top1_acc/aux0: 0.5493, top5_acc/aux0: 0.8064, loss_cls/aux0: 1.8139, loss/aux0: 1.8139, top1_acc/aux1: 0.5707, top5_acc/aux1: 0.7958, loss_cls/aux1: 1.7727, loss/aux1: 1.7727, top1_acc/aux2: 0.4872, top5_acc/aux2: 0.7441, loss_cls/aux2: 2.0964, loss/aux2: 2.0964 2020-10-26 12:00:43,654 - mmaction - INFO - Epoch [155][240/264] lr: 1.544e-01, eta: 6:56:48, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.5184, top5_acc: 0.7661, loss_cls: 1.9803, loss: 1.9803, grad_norm: 1.5908, top1_acc/aux0: 0.5542, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.8188, loss/aux0: 1.8188, top1_acc/aux1: 0.5700, top5_acc/aux1: 0.8005, loss_cls/aux1: 1.7671, loss/aux1: 1.7671, top1_acc/aux2: 0.4885, top5_acc/aux2: 0.7444, loss_cls/aux2: 2.1138, loss/aux2: 2.1138 2020-10-26 12:01:31,188 - mmaction - INFO - Epoch [155][260/264] lr: 1.544e-01, eta: 6:56:29, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5276, top5_acc: 0.7701, loss_cls: 1.9325, loss: 1.9325, grad_norm: 1.5630, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.7988, loss_cls/aux0: 1.8155, loss/aux0: 1.8155, top1_acc/aux1: 0.5771, top5_acc/aux1: 0.8057, loss_cls/aux1: 1.7386, loss/aux1: 1.7386, top1_acc/aux2: 0.4972, top5_acc/aux2: 0.7460, loss_cls/aux2: 2.0798, loss/aux2: 2.0798 2020-10-26 12:05:57,671 - mmaction - INFO - Epoch [156][20/264] lr: 1.518e-01, eta: 6:56:04, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5375, top5_acc: 0.7773, loss_cls: 1.9047, loss: 1.9047, grad_norm: 1.5951, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.8028, loss_cls/aux0: 1.8176, loss/aux0: 1.8176, top1_acc/aux1: 0.5604, top5_acc/aux1: 0.8087, loss_cls/aux1: 1.7718, loss/aux1: 1.7718, top1_acc/aux2: 0.5024, top5_acc/aux2: 0.7406, loss_cls/aux2: 2.0614, loss/aux2: 2.0614 2020-10-26 12:06:45,089 - mmaction - INFO - Epoch [156][40/264] lr: 1.518e-01, eta: 6:55:46, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5335, top5_acc: 0.7701, loss_cls: 1.9136, loss: 1.9136, grad_norm: 1.6124, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.8003, loss/aux0: 1.8003, top1_acc/aux1: 0.5623, top5_acc/aux1: 0.8036, loss_cls/aux1: 1.7600, loss/aux1: 1.7600, top1_acc/aux2: 0.5028, top5_acc/aux2: 0.7434, loss_cls/aux2: 2.0640, loss/aux2: 2.0640 2020-10-26 12:07:32,448 - mmaction - INFO - Epoch [156][60/264] lr: 1.518e-01, eta: 6:55:27, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5335, top5_acc: 0.7724, loss_cls: 1.9267, loss: 1.9267, grad_norm: 1.5538, top1_acc/aux0: 0.5516, top5_acc/aux0: 0.8012, loss_cls/aux0: 1.8300, loss/aux0: 1.8300, top1_acc/aux1: 0.5703, top5_acc/aux1: 0.8019, loss_cls/aux1: 1.7264, loss/aux1: 1.7264, top1_acc/aux2: 0.4990, top5_acc/aux2: 0.7422, loss_cls/aux2: 2.0818, loss/aux2: 2.0818 2020-10-26 12:08:19,791 - mmaction - INFO - Epoch [156][80/264] lr: 1.518e-01, eta: 6:55:08, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.5335, top5_acc: 0.7661, loss_cls: 1.9379, loss: 1.9379, grad_norm: 1.6135, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8509, loss/aux0: 1.8509, top1_acc/aux1: 0.5729, top5_acc/aux1: 0.8082, loss_cls/aux1: 1.7132, loss/aux1: 1.7132, top1_acc/aux2: 0.4898, top5_acc/aux2: 0.7398, loss_cls/aux2: 2.0990, loss/aux2: 2.0990 2020-10-26 12:09:06,826 - mmaction - INFO - Epoch [156][100/264] lr: 1.518e-01, eta: 6:54:50, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5389, top5_acc: 0.7769, loss_cls: 1.8994, loss: 1.8994, grad_norm: 1.5906, top1_acc/aux0: 0.5514, top5_acc/aux0: 0.7970, loss_cls/aux0: 1.8245, loss/aux0: 1.8245, top1_acc/aux1: 0.5682, top5_acc/aux1: 0.8078, loss_cls/aux1: 1.7451, loss/aux1: 1.7451, top1_acc/aux2: 0.4943, top5_acc/aux2: 0.7469, loss_cls/aux2: 2.0746, loss/aux2: 2.0746 2020-10-26 12:09:54,176 - mmaction - INFO - Epoch [156][120/264] lr: 1.518e-01, eta: 6:54:31, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5247, top5_acc: 0.7698, loss_cls: 1.9318, loss: 1.9318, grad_norm: 1.6128, top1_acc/aux0: 0.5455, top5_acc/aux0: 0.7944, loss_cls/aux0: 1.8307, loss/aux0: 1.8307, top1_acc/aux1: 0.5623, top5_acc/aux1: 0.7986, loss_cls/aux1: 1.7906, loss/aux1: 1.7906, top1_acc/aux2: 0.5010, top5_acc/aux2: 0.7540, loss_cls/aux2: 2.0486, loss/aux2: 2.0486 2020-10-26 12:10:41,291 - mmaction - INFO - Epoch [156][140/264] lr: 1.518e-01, eta: 6:54:12, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5280, top5_acc: 0.7700, loss_cls: 1.9467, loss: 1.9467, grad_norm: 1.6058, top1_acc/aux0: 0.5531, top5_acc/aux0: 0.7972, loss_cls/aux0: 1.8092, loss/aux0: 1.8092, top1_acc/aux1: 0.5608, top5_acc/aux1: 0.8014, loss_cls/aux1: 1.7874, loss/aux1: 1.7874, top1_acc/aux2: 0.5017, top5_acc/aux2: 0.7524, loss_cls/aux2: 2.0572, loss/aux2: 2.0572 2020-10-26 12:11:28,603 - mmaction - INFO - Epoch [156][160/264] lr: 1.518e-01, eta: 6:53:54, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5231, top5_acc: 0.7708, loss_cls: 1.9317, loss: 1.9317, grad_norm: 1.6051, top1_acc/aux0: 0.5592, top5_acc/aux0: 0.8061, loss_cls/aux0: 1.7769, loss/aux0: 1.7769, top1_acc/aux1: 0.5689, top5_acc/aux1: 0.8102, loss_cls/aux1: 1.7399, loss/aux1: 1.7399, top1_acc/aux2: 0.4932, top5_acc/aux2: 0.7444, loss_cls/aux2: 2.0855, loss/aux2: 2.0855 2020-10-26 12:12:15,941 - mmaction - INFO - Epoch [156][180/264] lr: 1.518e-01, eta: 6:53:35, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5276, top5_acc: 0.7623, loss_cls: 1.9501, loss: 1.9501, grad_norm: 1.5707, top1_acc/aux0: 0.5571, top5_acc/aux0: 0.7998, loss_cls/aux0: 1.8024, loss/aux0: 1.8024, top1_acc/aux1: 0.5672, top5_acc/aux1: 0.8059, loss_cls/aux1: 1.7398, loss/aux1: 1.7398, top1_acc/aux2: 0.4951, top5_acc/aux2: 0.7477, loss_cls/aux2: 2.0708, loss/aux2: 2.0708 2020-10-26 12:13:09,521 - mmaction - INFO - Epoch [156][200/264] lr: 1.518e-01, eta: 6:53:21, time: 1.258, data_time: 0.000, memory: 8466, top1_acc: 0.5219, top5_acc: 0.7582, loss_cls: 1.9722, loss: 1.9722, grad_norm: 1.5963, top1_acc/aux0: 0.5595, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.8071, loss/aux0: 1.8071, top1_acc/aux1: 0.5738, top5_acc/aux1: 0.8089, loss_cls/aux1: 1.7285, loss/aux1: 1.7285, top1_acc/aux2: 0.4969, top5_acc/aux2: 0.7502, loss_cls/aux2: 2.0822, loss/aux2: 2.0822 2020-10-26 12:13:56,473 - mmaction - INFO - Epoch [156][220/264] lr: 1.518e-01, eta: 6:53:02, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5405, top5_acc: 0.7811, loss_cls: 1.8889, loss: 1.8889, grad_norm: 1.6337, top1_acc/aux0: 0.5559, top5_acc/aux0: 0.7970, loss_cls/aux0: 1.8233, loss/aux0: 1.8233, top1_acc/aux1: 0.5747, top5_acc/aux1: 0.8082, loss_cls/aux1: 1.7394, loss/aux1: 1.7394, top1_acc/aux2: 0.4844, top5_acc/aux2: 0.7396, loss_cls/aux2: 2.1335, loss/aux2: 2.1335 2020-10-26 12:14:43,640 - mmaction - INFO - Epoch [156][240/264] lr: 1.518e-01, eta: 6:52:43, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5252, top5_acc: 0.7655, loss_cls: 1.9671, loss: 1.9671, grad_norm: 1.5754, top1_acc/aux0: 0.5514, top5_acc/aux0: 0.7908, loss_cls/aux0: 1.8555, loss/aux0: 1.8555, top1_acc/aux1: 0.5677, top5_acc/aux1: 0.8080, loss_cls/aux1: 1.7323, loss/aux1: 1.7323, top1_acc/aux2: 0.4840, top5_acc/aux2: 0.7326, loss_cls/aux2: 2.1324, loss/aux2: 2.1324 2020-10-26 12:15:30,973 - mmaction - INFO - Epoch [156][260/264] lr: 1.518e-01, eta: 6:52:25, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5172, top5_acc: 0.7630, loss_cls: 1.9788, loss: 1.9788, grad_norm: 1.6006, top1_acc/aux0: 0.5498, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8511, loss/aux0: 1.8511, top1_acc/aux1: 0.5707, top5_acc/aux1: 0.8090, loss_cls/aux1: 1.7141, loss/aux1: 1.7141, top1_acc/aux2: 0.4903, top5_acc/aux2: 0.7375, loss_cls/aux2: 2.1002, loss/aux2: 2.1002 2020-10-26 12:19:31,923 - mmaction - INFO - Epoch [157][20/264] lr: 1.492e-01, eta: 6:52:00, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5222, top5_acc: 0.7618, loss_cls: 1.9719, loss: 1.9719, grad_norm: 1.6095, top1_acc/aux0: 0.5552, top5_acc/aux0: 0.8017, loss_cls/aux0: 1.8160, loss/aux0: 1.8160, top1_acc/aux1: 0.5653, top5_acc/aux1: 0.7993, loss_cls/aux1: 1.7688, loss/aux1: 1.7688, top1_acc/aux2: 0.4938, top5_acc/aux2: 0.7389, loss_cls/aux2: 2.0729, loss/aux2: 2.0729 2020-10-26 12:20:19,370 - mmaction - INFO - Epoch [157][40/264] lr: 1.492e-01, eta: 6:51:41, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5295, top5_acc: 0.7651, loss_cls: 1.9315, loss: 1.9315, grad_norm: 1.6130, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8009, loss/aux0: 1.8009, top1_acc/aux1: 0.5705, top5_acc/aux1: 0.8043, loss_cls/aux1: 1.7496, loss/aux1: 1.7496, top1_acc/aux2: 0.4988, top5_acc/aux2: 0.7458, loss_cls/aux2: 2.0638, loss/aux2: 2.0638 2020-10-26 12:21:06,879 - mmaction - INFO - Epoch [157][60/264] lr: 1.492e-01, eta: 6:51:23, time: 0.966, data_time: 0.000, memory: 8466, top1_acc: 0.5224, top5_acc: 0.7688, loss_cls: 1.9460, loss: 1.9460, grad_norm: 1.6171, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.7976, loss_cls/aux0: 1.7990, loss/aux0: 1.7990, top1_acc/aux1: 0.5714, top5_acc/aux1: 0.8122, loss_cls/aux1: 1.7259, loss/aux1: 1.7259, top1_acc/aux2: 0.5042, top5_acc/aux2: 0.7569, loss_cls/aux2: 2.0406, loss/aux2: 2.0406 2020-10-26 12:21:54,226 - mmaction - INFO - Epoch [157][80/264] lr: 1.492e-01, eta: 6:51:04, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5229, top5_acc: 0.7677, loss_cls: 1.9407, loss: 1.9407, grad_norm: 1.6124, top1_acc/aux0: 0.5563, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.8111, loss/aux0: 1.8111, top1_acc/aux1: 0.5674, top5_acc/aux1: 0.8109, loss_cls/aux1: 1.7343, loss/aux1: 1.7343, top1_acc/aux2: 0.4967, top5_acc/aux2: 0.7566, loss_cls/aux2: 2.0452, loss/aux2: 2.0452 2020-10-26 12:22:41,362 - mmaction - INFO - Epoch [157][100/264] lr: 1.492e-01, eta: 6:50:45, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5389, top5_acc: 0.7778, loss_cls: 1.8999, loss: 1.8999, grad_norm: 1.5655, top1_acc/aux0: 0.5627, top5_acc/aux0: 0.8108, loss_cls/aux0: 1.7805, loss/aux0: 1.7805, top1_acc/aux1: 0.5703, top5_acc/aux1: 0.8092, loss_cls/aux1: 1.7449, loss/aux1: 1.7449, top1_acc/aux2: 0.4865, top5_acc/aux2: 0.7486, loss_cls/aux2: 2.0807, loss/aux2: 2.0807 2020-10-26 12:23:28,844 - mmaction - INFO - Epoch [157][120/264] lr: 1.492e-01, eta: 6:50:27, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5234, top5_acc: 0.7616, loss_cls: 1.9455, loss: 1.9455, grad_norm: 1.6365, top1_acc/aux0: 0.5639, top5_acc/aux0: 0.8108, loss_cls/aux0: 1.7681, loss/aux0: 1.7681, top1_acc/aux1: 0.5733, top5_acc/aux1: 0.8089, loss_cls/aux1: 1.7343, loss/aux1: 1.7343, top1_acc/aux2: 0.4884, top5_acc/aux2: 0.7510, loss_cls/aux2: 2.1007, loss/aux2: 2.1007 2020-10-26 12:24:16,142 - mmaction - INFO - Epoch [157][140/264] lr: 1.492e-01, eta: 6:50:08, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5179, top5_acc: 0.7642, loss_cls: 1.9724, loss: 1.9724, grad_norm: 1.6437, top1_acc/aux0: 0.5585, top5_acc/aux0: 0.8043, loss_cls/aux0: 1.7932, loss/aux0: 1.7932, top1_acc/aux1: 0.5668, top5_acc/aux1: 0.8087, loss_cls/aux1: 1.7232, loss/aux1: 1.7232, top1_acc/aux2: 0.4944, top5_acc/aux2: 0.7556, loss_cls/aux2: 2.0841, loss/aux2: 2.0841 2020-10-26 12:25:03,433 - mmaction - INFO - Epoch [157][160/264] lr: 1.492e-01, eta: 6:49:50, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5264, top5_acc: 0.7611, loss_cls: 1.9557, loss: 1.9557, grad_norm: 1.6203, top1_acc/aux0: 0.5538, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.8115, loss/aux0: 1.8115, top1_acc/aux1: 0.5759, top5_acc/aux1: 0.8108, loss_cls/aux1: 1.7086, loss/aux1: 1.7086, top1_acc/aux2: 0.4939, top5_acc/aux2: 0.7491, loss_cls/aux2: 2.0829, loss/aux2: 2.0829 2020-10-26 12:25:50,939 - mmaction - INFO - Epoch [157][180/264] lr: 1.492e-01, eta: 6:49:31, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.5224, top5_acc: 0.7714, loss_cls: 1.9280, loss: 1.9280, grad_norm: 1.6118, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.8087, loss_cls/aux0: 1.7992, loss/aux0: 1.7992, top1_acc/aux1: 0.5804, top5_acc/aux1: 0.8075, loss_cls/aux1: 1.7237, loss/aux1: 1.7237, top1_acc/aux2: 0.4922, top5_acc/aux2: 0.7431, loss_cls/aux2: 2.0757, loss/aux2: 2.0757 2020-10-26 12:26:38,441 - mmaction - INFO - Epoch [157][200/264] lr: 1.492e-01, eta: 6:49:12, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5323, top5_acc: 0.7722, loss_cls: 1.9077, loss: 1.9077, grad_norm: 1.5873, top1_acc/aux0: 0.5542, top5_acc/aux0: 0.8090, loss_cls/aux0: 1.7936, loss/aux0: 1.7936, top1_acc/aux1: 0.5840, top5_acc/aux1: 0.8155, loss_cls/aux1: 1.6759, loss/aux1: 1.6759, top1_acc/aux2: 0.4970, top5_acc/aux2: 0.7500, loss_cls/aux2: 2.0419, loss/aux2: 2.0419 2020-10-26 12:27:25,389 - mmaction - INFO - Epoch [157][220/264] lr: 1.492e-01, eta: 6:48:54, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5292, top5_acc: 0.7722, loss_cls: 1.9009, loss: 1.9009, grad_norm: 1.5839, top1_acc/aux0: 0.5517, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8320, loss/aux0: 1.8320, top1_acc/aux1: 0.5880, top5_acc/aux1: 0.8196, loss_cls/aux1: 1.6404, loss/aux1: 1.6404, top1_acc/aux2: 0.4958, top5_acc/aux2: 0.7545, loss_cls/aux2: 2.0513, loss/aux2: 2.0513 2020-10-26 12:28:12,696 - mmaction - INFO - Epoch [157][240/264] lr: 1.492e-01, eta: 6:48:35, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5267, top5_acc: 0.7733, loss_cls: 1.9370, loss: 1.9370, grad_norm: 1.5667, top1_acc/aux0: 0.5493, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8182, loss/aux0: 1.8182, top1_acc/aux1: 0.5774, top5_acc/aux1: 0.8111, loss_cls/aux1: 1.6954, loss/aux1: 1.6954, top1_acc/aux2: 0.4944, top5_acc/aux2: 0.7491, loss_cls/aux2: 2.0713, loss/aux2: 2.0713 2020-10-26 12:29:00,861 - mmaction - INFO - Epoch [157][260/264] lr: 1.492e-01, eta: 6:48:17, time: 0.978, data_time: 0.000, memory: 8466, top1_acc: 0.5116, top5_acc: 0.7688, loss_cls: 1.9650, loss: 1.9650, grad_norm: 1.6382, top1_acc/aux0: 0.5595, top5_acc/aux0: 0.8064, loss_cls/aux0: 1.7571, loss/aux0: 1.7571, top1_acc/aux1: 0.5750, top5_acc/aux1: 0.8115, loss_cls/aux1: 1.7039, loss/aux1: 1.7039, top1_acc/aux2: 0.5036, top5_acc/aux2: 0.7483, loss_cls/aux2: 2.0644, loss/aux2: 2.0644 2020-10-26 12:33:50,834 - mmaction - INFO - Epoch [158][20/264] lr: 1.466e-01, eta: 6:47:52, time: 0.967, data_time: 0.000, memory: 8466, top1_acc: 0.5359, top5_acc: 0.7727, loss_cls: 1.9172, loss: 1.9172, grad_norm: 1.6116, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.7983, loss_cls/aux0: 1.8054, loss/aux0: 1.8054, top1_acc/aux1: 0.5590, top5_acc/aux1: 0.8170, loss_cls/aux1: 1.7372, loss/aux1: 1.7372, top1_acc/aux2: 0.5028, top5_acc/aux2: 0.7517, loss_cls/aux2: 2.0534, loss/aux2: 2.0534 2020-10-26 12:34:38,137 - mmaction - INFO - Epoch [158][40/264] lr: 1.466e-01, eta: 6:47:34, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5352, top5_acc: 0.7764, loss_cls: 1.8972, loss: 1.8972, grad_norm: 1.6431, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.8245, loss/aux0: 1.8245, top1_acc/aux1: 0.5632, top5_acc/aux1: 0.8128, loss_cls/aux1: 1.7289, loss/aux1: 1.7289, top1_acc/aux2: 0.4979, top5_acc/aux2: 0.7460, loss_cls/aux2: 2.0662, loss/aux2: 2.0662 2020-10-26 12:35:25,568 - mmaction - INFO - Epoch [158][60/264] lr: 1.466e-01, eta: 6:47:15, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5193, top5_acc: 0.7689, loss_cls: 1.9408, loss: 1.9408, grad_norm: 1.6399, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.8066, loss_cls/aux0: 1.8132, loss/aux0: 1.8132, top1_acc/aux1: 0.5674, top5_acc/aux1: 0.8090, loss_cls/aux1: 1.7301, loss/aux1: 1.7301, top1_acc/aux2: 0.4910, top5_acc/aux2: 0.7462, loss_cls/aux2: 2.0757, loss/aux2: 2.0757 2020-10-26 12:36:13,410 - mmaction - INFO - Epoch [158][80/264] lr: 1.466e-01, eta: 6:46:56, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5321, top5_acc: 0.7722, loss_cls: 1.9170, loss: 1.9170, grad_norm: 1.6453, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.8024, loss_cls/aux0: 1.8000, loss/aux0: 1.8000, top1_acc/aux1: 0.5653, top5_acc/aux1: 0.8068, loss_cls/aux1: 1.7384, loss/aux1: 1.7384, top1_acc/aux2: 0.4953, top5_acc/aux2: 0.7507, loss_cls/aux2: 2.0662, loss/aux2: 2.0662 2020-10-26 12:37:00,950 - mmaction - INFO - Epoch [158][100/264] lr: 1.466e-01, eta: 6:46:38, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5316, top5_acc: 0.7701, loss_cls: 1.9129, loss: 1.9129, grad_norm: 1.6227, top1_acc/aux0: 0.5524, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7956, loss/aux0: 1.7956, top1_acc/aux1: 0.5686, top5_acc/aux1: 0.8090, loss_cls/aux1: 1.7184, loss/aux1: 1.7184, top1_acc/aux2: 0.4953, top5_acc/aux2: 0.7441, loss_cls/aux2: 2.0793, loss/aux2: 2.0793 2020-10-26 12:37:48,512 - mmaction - INFO - Epoch [158][120/264] lr: 1.466e-01, eta: 6:46:19, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5342, top5_acc: 0.7703, loss_cls: 1.9304, loss: 1.9304, grad_norm: 1.6126, top1_acc/aux0: 0.5585, top5_acc/aux0: 0.8066, loss_cls/aux0: 1.7805, loss/aux0: 1.7805, top1_acc/aux1: 0.5665, top5_acc/aux1: 0.8116, loss_cls/aux1: 1.7134, loss/aux1: 1.7134, top1_acc/aux2: 0.5019, top5_acc/aux2: 0.7519, loss_cls/aux2: 2.0483, loss/aux2: 2.0483 2020-10-26 12:38:35,941 - mmaction - INFO - Epoch [158][140/264] lr: 1.466e-01, eta: 6:46:00, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5290, top5_acc: 0.7663, loss_cls: 1.9415, loss: 1.9415, grad_norm: 1.6336, top1_acc/aux0: 0.5595, top5_acc/aux0: 0.8017, loss_cls/aux0: 1.7971, loss/aux0: 1.7971, top1_acc/aux1: 0.5684, top5_acc/aux1: 0.8078, loss_cls/aux1: 1.7169, loss/aux1: 1.7169, top1_acc/aux2: 0.5108, top5_acc/aux2: 0.7523, loss_cls/aux2: 2.0388, loss/aux2: 2.0388 2020-10-26 12:39:26,369 - mmaction - INFO - Epoch [158][160/264] lr: 1.466e-01, eta: 6:45:43, time: 1.073, data_time: 0.000, memory: 8466, top1_acc: 0.5342, top5_acc: 0.7684, loss_cls: 1.9372, loss: 1.9372, grad_norm: 1.6439, top1_acc/aux0: 0.5580, top5_acc/aux0: 0.7944, loss_cls/aux0: 1.8150, loss/aux0: 1.8150, top1_acc/aux1: 0.5731, top5_acc/aux1: 0.8111, loss_cls/aux1: 1.7128, loss/aux1: 1.7128, top1_acc/aux2: 0.5054, top5_acc/aux2: 0.7410, loss_cls/aux2: 2.0593, loss/aux2: 2.0593 2020-10-26 12:40:27,555 - mmaction - INFO - Epoch [158][180/264] lr: 1.466e-01, eta: 6:45:25, time: 0.991, data_time: 0.000, memory: 8466, top1_acc: 0.5276, top5_acc: 0.7729, loss_cls: 1.9402, loss: 1.9402, grad_norm: 1.6180, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.8014, loss_cls/aux0: 1.7938, loss/aux0: 1.7938, top1_acc/aux1: 0.5639, top5_acc/aux1: 0.8094, loss_cls/aux1: 1.7397, loss/aux1: 1.7397, top1_acc/aux2: 0.5059, top5_acc/aux2: 0.7490, loss_cls/aux2: 2.0360, loss/aux2: 2.0360 2020-10-26 12:41:31,758 - mmaction - INFO - Epoch [158][200/264] lr: 1.466e-01, eta: 6:45:09, time: 1.109, data_time: 0.000, memory: 8466, top1_acc: 0.5297, top5_acc: 0.7698, loss_cls: 1.9386, loss: 1.9386, grad_norm: 1.6298, top1_acc/aux0: 0.5687, top5_acc/aux0: 0.8097, loss_cls/aux0: 1.7677, loss/aux0: 1.7677, top1_acc/aux1: 0.5622, top5_acc/aux1: 0.8040, loss_cls/aux1: 1.7553, loss/aux1: 1.7553, top1_acc/aux2: 0.5073, top5_acc/aux2: 0.7568, loss_cls/aux2: 2.0188, loss/aux2: 2.0188 2020-10-26 12:42:28,203 - mmaction - INFO - Epoch [158][220/264] lr: 1.466e-01, eta: 6:44:56, time: 1.387, data_time: 0.005, memory: 8466, top1_acc: 0.5295, top5_acc: 0.7655, loss_cls: 1.9539, loss: 1.9539, grad_norm: 1.6226, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.7966, loss/aux0: 1.7966, top1_acc/aux1: 0.5679, top5_acc/aux1: 0.8078, loss_cls/aux1: 1.7389, loss/aux1: 1.7389, top1_acc/aux2: 0.5033, top5_acc/aux2: 0.7531, loss_cls/aux2: 2.0336, loss/aux2: 2.0336 2020-10-26 12:43:32,407 - mmaction - INFO - Epoch [158][240/264] lr: 1.466e-01, eta: 6:44:37, time: 0.964, data_time: 0.000, memory: 8466, top1_acc: 0.5128, top5_acc: 0.7580, loss_cls: 2.0014, loss: 2.0014, grad_norm: 1.5903, top1_acc/aux0: 0.5601, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8104, loss/aux0: 1.8104, top1_acc/aux1: 0.5727, top5_acc/aux1: 0.8073, loss_cls/aux1: 1.7351, loss/aux1: 1.7351, top1_acc/aux2: 0.4910, top5_acc/aux2: 0.7437, loss_cls/aux2: 2.1003, loss/aux2: 2.1003 2020-10-26 12:44:19,532 - mmaction - INFO - Epoch [158][260/264] lr: 1.466e-01, eta: 6:44:18, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5191, top5_acc: 0.7717, loss_cls: 1.9561, loss: 1.9561, grad_norm: 1.6084, top1_acc/aux0: 0.5632, top5_acc/aux0: 0.8024, loss_cls/aux0: 1.7871, loss/aux0: 1.7871, top1_acc/aux1: 0.5755, top5_acc/aux1: 0.8069, loss_cls/aux1: 1.7513, loss/aux1: 1.7513, top1_acc/aux2: 0.4868, top5_acc/aux2: 0.7398, loss_cls/aux2: 2.1188, loss/aux2: 2.1188 2020-10-26 12:48:19,283 - mmaction - INFO - Epoch [159][20/264] lr: 1.440e-01, eta: 6:43:54, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5415, top5_acc: 0.7842, loss_cls: 1.8743, loss: 1.8743, grad_norm: 1.6456, top1_acc/aux0: 0.5684, top5_acc/aux0: 0.7993, loss_cls/aux0: 1.7552, loss/aux0: 1.7552, top1_acc/aux1: 0.5753, top5_acc/aux1: 0.8128, loss_cls/aux1: 1.6959, loss/aux1: 1.6959, top1_acc/aux2: 0.4997, top5_acc/aux2: 0.7510, loss_cls/aux2: 2.0758, loss/aux2: 2.0758 2020-10-26 12:49:06,432 - mmaction - INFO - Epoch [159][40/264] lr: 1.440e-01, eta: 6:43:35, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5398, top5_acc: 0.7781, loss_cls: 1.8884, loss: 1.8884, grad_norm: 1.5942, top1_acc/aux0: 0.5736, top5_acc/aux0: 0.8045, loss_cls/aux0: 1.7280, loss/aux0: 1.7280, top1_acc/aux1: 0.5762, top5_acc/aux1: 0.8087, loss_cls/aux1: 1.7099, loss/aux1: 1.7099, top1_acc/aux2: 0.5063, top5_acc/aux2: 0.7519, loss_cls/aux2: 2.0468, loss/aux2: 2.0468 2020-10-26 12:49:53,800 - mmaction - INFO - Epoch [159][60/264] lr: 1.440e-01, eta: 6:43:16, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5318, top5_acc: 0.7720, loss_cls: 1.9226, loss: 1.9226, grad_norm: 1.5968, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7431, loss/aux0: 1.7431, top1_acc/aux1: 0.5693, top5_acc/aux1: 0.8030, loss_cls/aux1: 1.7498, loss/aux1: 1.7498, top1_acc/aux2: 0.5146, top5_acc/aux2: 0.7578, loss_cls/aux2: 2.0050, loss/aux2: 2.0050 2020-10-26 12:50:41,047 - mmaction - INFO - Epoch [159][80/264] lr: 1.440e-01, eta: 6:42:58, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5078, top5_acc: 0.7670, loss_cls: 1.9729, loss: 1.9729, grad_norm: 1.6259, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7525, loss/aux0: 1.7525, top1_acc/aux1: 0.5670, top5_acc/aux1: 0.8073, loss_cls/aux1: 1.7364, loss/aux1: 1.7364, top1_acc/aux2: 0.5132, top5_acc/aux2: 0.7563, loss_cls/aux2: 2.0107, loss/aux2: 2.0107 2020-10-26 12:51:28,596 - mmaction - INFO - Epoch [159][100/264] lr: 1.440e-01, eta: 6:42:39, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5283, top5_acc: 0.7689, loss_cls: 1.9254, loss: 1.9254, grad_norm: 1.6654, top1_acc/aux0: 0.5670, top5_acc/aux0: 0.8097, loss_cls/aux0: 1.7465, loss/aux0: 1.7465, top1_acc/aux1: 0.5722, top5_acc/aux1: 0.8101, loss_cls/aux1: 1.7188, loss/aux1: 1.7188, top1_acc/aux2: 0.5120, top5_acc/aux2: 0.7542, loss_cls/aux2: 2.0295, loss/aux2: 2.0295 2020-10-26 12:52:15,875 - mmaction - INFO - Epoch [159][120/264] lr: 1.440e-01, eta: 6:42:20, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5387, top5_acc: 0.7722, loss_cls: 1.9034, loss: 1.9034, grad_norm: 1.6384, top1_acc/aux0: 0.5602, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7813, loss/aux0: 1.7813, top1_acc/aux1: 0.5806, top5_acc/aux1: 0.8151, loss_cls/aux1: 1.6893, loss/aux1: 1.6893, top1_acc/aux2: 0.5024, top5_acc/aux2: 0.7530, loss_cls/aux2: 2.0473, loss/aux2: 2.0473 2020-10-26 12:53:03,277 - mmaction - INFO - Epoch [159][140/264] lr: 1.440e-01, eta: 6:42:02, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5304, top5_acc: 0.7701, loss_cls: 1.9278, loss: 1.9278, grad_norm: 1.6188, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.8007, loss_cls/aux0: 1.7893, loss/aux0: 1.7893, top1_acc/aux1: 0.5906, top5_acc/aux1: 0.8177, loss_cls/aux1: 1.6467, loss/aux1: 1.6467, top1_acc/aux2: 0.4915, top5_acc/aux2: 0.7436, loss_cls/aux2: 2.0691, loss/aux2: 2.0691 2020-10-26 12:53:50,833 - mmaction - INFO - Epoch [159][160/264] lr: 1.440e-01, eta: 6:41:43, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5233, top5_acc: 0.7639, loss_cls: 1.9414, loss: 1.9414, grad_norm: 1.6312, top1_acc/aux0: 0.5613, top5_acc/aux0: 0.7918, loss_cls/aux0: 1.8005, loss/aux0: 1.8005, top1_acc/aux1: 0.5891, top5_acc/aux1: 0.8120, loss_cls/aux1: 1.6844, loss/aux1: 1.6844, top1_acc/aux2: 0.4936, top5_acc/aux2: 0.7378, loss_cls/aux2: 2.0875, loss/aux2: 2.0875 2020-10-26 12:54:38,085 - mmaction - INFO - Epoch [159][180/264] lr: 1.440e-01, eta: 6:41:25, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5330, top5_acc: 0.7745, loss_cls: 1.9042, loss: 1.9042, grad_norm: 1.5929, top1_acc/aux0: 0.5632, top5_acc/aux0: 0.7936, loss_cls/aux0: 1.7990, loss/aux0: 1.7990, top1_acc/aux1: 0.5924, top5_acc/aux1: 0.8149, loss_cls/aux1: 1.6689, loss/aux1: 1.6689, top1_acc/aux2: 0.5050, top5_acc/aux2: 0.7464, loss_cls/aux2: 2.0665, loss/aux2: 2.0665 2020-10-26 12:55:25,715 - mmaction - INFO - Epoch [159][200/264] lr: 1.440e-01, eta: 6:41:06, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5304, top5_acc: 0.7701, loss_cls: 1.9304, loss: 1.9304, grad_norm: 1.6114, top1_acc/aux0: 0.5550, top5_acc/aux0: 0.7955, loss_cls/aux0: 1.8126, loss/aux0: 1.8126, top1_acc/aux1: 0.5811, top5_acc/aux1: 0.8082, loss_cls/aux1: 1.6808, loss/aux1: 1.6808, top1_acc/aux2: 0.5069, top5_acc/aux2: 0.7530, loss_cls/aux2: 2.0507, loss/aux2: 2.0507 2020-10-26 12:56:13,066 - mmaction - INFO - Epoch [159][220/264] lr: 1.440e-01, eta: 6:40:47, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5302, top5_acc: 0.7703, loss_cls: 1.9159, loss: 1.9159, grad_norm: 1.6222, top1_acc/aux0: 0.5634, top5_acc/aux0: 0.8040, loss_cls/aux0: 1.7843, loss/aux0: 1.7843, top1_acc/aux1: 0.5700, top5_acc/aux1: 0.8003, loss_cls/aux1: 1.7467, loss/aux1: 1.7467, top1_acc/aux2: 0.4970, top5_acc/aux2: 0.7464, loss_cls/aux2: 2.0768, loss/aux2: 2.0768 2020-10-26 12:57:00,617 - mmaction - INFO - Epoch [159][240/264] lr: 1.440e-01, eta: 6:40:29, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5323, top5_acc: 0.7747, loss_cls: 1.8996, loss: 1.8996, grad_norm: 1.6519, top1_acc/aux0: 0.5828, top5_acc/aux0: 0.8123, loss_cls/aux0: 1.7227, loss/aux0: 1.7227, top1_acc/aux1: 0.5797, top5_acc/aux1: 0.8069, loss_cls/aux1: 1.7241, loss/aux1: 1.7241, top1_acc/aux2: 0.4948, top5_acc/aux2: 0.7462, loss_cls/aux2: 2.0838, loss/aux2: 2.0838 2020-10-26 12:57:48,054 - mmaction - INFO - Epoch [159][260/264] lr: 1.440e-01, eta: 6:40:10, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5280, top5_acc: 0.7745, loss_cls: 1.9291, loss: 1.9291, grad_norm: 1.6410, top1_acc/aux0: 0.5734, top5_acc/aux0: 0.8064, loss_cls/aux0: 1.7539, loss/aux0: 1.7539, top1_acc/aux1: 0.5694, top5_acc/aux1: 0.8047, loss_cls/aux1: 1.7546, loss/aux1: 1.7546, top1_acc/aux2: 0.5057, top5_acc/aux2: 0.7566, loss_cls/aux2: 2.0273, loss/aux2: 2.0273 2020-10-26 13:01:49,676 - mmaction - INFO - Epoch [160][20/264] lr: 1.415e-01, eta: 6:39:45, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5401, top5_acc: 0.7826, loss_cls: 1.8549, loss: 1.8549, grad_norm: 1.6387, top1_acc/aux0: 0.5611, top5_acc/aux0: 0.7965, loss_cls/aux0: 1.8122, loss/aux0: 1.8122, top1_acc/aux1: 0.5674, top5_acc/aux1: 0.8125, loss_cls/aux1: 1.7353, loss/aux1: 1.7353, top1_acc/aux2: 0.4743, top5_acc/aux2: 0.7368, loss_cls/aux2: 2.1412, loss/aux2: 2.1412 2020-10-26 13:02:36,771 - mmaction - INFO - Epoch [160][40/264] lr: 1.415e-01, eta: 6:39:27, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5358, top5_acc: 0.7825, loss_cls: 1.8797, loss: 1.8797, grad_norm: 1.6278, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.8002, loss_cls/aux0: 1.7973, loss/aux0: 1.7973, top1_acc/aux1: 0.5729, top5_acc/aux1: 0.8092, loss_cls/aux1: 1.7331, loss/aux1: 1.7331, top1_acc/aux2: 0.4934, top5_acc/aux2: 0.7465, loss_cls/aux2: 2.0771, loss/aux2: 2.0771 2020-10-26 13:03:23,989 - mmaction - INFO - Epoch [160][60/264] lr: 1.415e-01, eta: 6:39:08, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5385, top5_acc: 0.7734, loss_cls: 1.9091, loss: 1.9091, grad_norm: 1.6040, top1_acc/aux0: 0.5582, top5_acc/aux0: 0.8024, loss_cls/aux0: 1.7948, loss/aux0: 1.7948, top1_acc/aux1: 0.5743, top5_acc/aux1: 0.8014, loss_cls/aux1: 1.7428, loss/aux1: 1.7428, top1_acc/aux2: 0.5054, top5_acc/aux2: 0.7467, loss_cls/aux2: 2.0474, loss/aux2: 2.0474 2020-10-26 13:04:11,663 - mmaction - INFO - Epoch [160][80/264] lr: 1.415e-01, eta: 6:38:49, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5349, top5_acc: 0.7741, loss_cls: 1.8965, loss: 1.8965, grad_norm: 1.6216, top1_acc/aux0: 0.5637, top5_acc/aux0: 0.8056, loss_cls/aux0: 1.7883, loss/aux0: 1.7883, top1_acc/aux1: 0.5661, top5_acc/aux1: 0.7974, loss_cls/aux1: 1.7566, loss/aux1: 1.7566, top1_acc/aux2: 0.5047, top5_acc/aux2: 0.7490, loss_cls/aux2: 2.0455, loss/aux2: 2.0455 2020-10-26 13:04:58,804 - mmaction - INFO - Epoch [160][100/264] lr: 1.415e-01, eta: 6:38:31, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5344, top5_acc: 0.7750, loss_cls: 1.9364, loss: 1.9364, grad_norm: 1.6581, top1_acc/aux0: 0.5653, top5_acc/aux0: 0.8087, loss_cls/aux0: 1.7532, loss/aux0: 1.7532, top1_acc/aux1: 0.5762, top5_acc/aux1: 0.8108, loss_cls/aux1: 1.7171, loss/aux1: 1.7171, top1_acc/aux2: 0.5097, top5_acc/aux2: 0.7569, loss_cls/aux2: 2.0194, loss/aux2: 2.0194 2020-10-26 13:05:46,133 - mmaction - INFO - Epoch [160][120/264] lr: 1.415e-01, eta: 6:38:12, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5359, top5_acc: 0.7840, loss_cls: 1.8888, loss: 1.8888, grad_norm: 1.6583, top1_acc/aux0: 0.5630, top5_acc/aux0: 0.7998, loss_cls/aux0: 1.7607, loss/aux0: 1.7607, top1_acc/aux1: 0.5696, top5_acc/aux1: 0.8109, loss_cls/aux1: 1.7407, loss/aux1: 1.7407, top1_acc/aux2: 0.5102, top5_acc/aux2: 0.7625, loss_cls/aux2: 2.0025, loss/aux2: 2.0025 2020-10-26 13:06:33,717 - mmaction - INFO - Epoch [160][140/264] lr: 1.415e-01, eta: 6:37:53, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.5280, top5_acc: 0.7767, loss_cls: 1.9196, loss: 1.9196, grad_norm: 1.6182, top1_acc/aux0: 0.5675, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7718, loss/aux0: 1.7718, top1_acc/aux1: 0.5667, top5_acc/aux1: 0.8099, loss_cls/aux1: 1.7419, loss/aux1: 1.7419, top1_acc/aux2: 0.5066, top5_acc/aux2: 0.7615, loss_cls/aux2: 2.0166, loss/aux2: 2.0166 2020-10-26 13:07:20,932 - mmaction - INFO - Epoch [160][160/264] lr: 1.415e-01, eta: 6:37:35, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5339, top5_acc: 0.7630, loss_cls: 1.9350, loss: 1.9350, grad_norm: 1.6005, top1_acc/aux0: 0.5684, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7743, loss/aux0: 1.7743, top1_acc/aux1: 0.5736, top5_acc/aux1: 0.8132, loss_cls/aux1: 1.7273, loss/aux1: 1.7273, top1_acc/aux2: 0.4988, top5_acc/aux2: 0.7495, loss_cls/aux2: 2.0545, loss/aux2: 2.0545 2020-10-26 13:08:08,736 - mmaction - INFO - Epoch [160][180/264] lr: 1.415e-01, eta: 6:37:16, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5278, top5_acc: 0.7731, loss_cls: 1.9213, loss: 1.9213, grad_norm: 1.6264, top1_acc/aux0: 0.5675, top5_acc/aux0: 0.8012, loss_cls/aux0: 1.7719, loss/aux0: 1.7719, top1_acc/aux1: 0.5698, top5_acc/aux1: 0.8108, loss_cls/aux1: 1.7280, loss/aux1: 1.7280, top1_acc/aux2: 0.5014, top5_acc/aux2: 0.7510, loss_cls/aux2: 2.0437, loss/aux2: 2.0437 2020-10-26 13:08:56,466 - mmaction - INFO - Epoch [160][200/264] lr: 1.415e-01, eta: 6:36:58, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.5288, top5_acc: 0.7792, loss_cls: 1.9092, loss: 1.9092, grad_norm: 1.6746, top1_acc/aux0: 0.5696, top5_acc/aux0: 0.8116, loss_cls/aux0: 1.7492, loss/aux0: 1.7492, top1_acc/aux1: 0.5701, top5_acc/aux1: 0.8061, loss_cls/aux1: 1.7312, loss/aux1: 1.7312, top1_acc/aux2: 0.5042, top5_acc/aux2: 0.7474, loss_cls/aux2: 2.0693, loss/aux2: 2.0693 2020-10-26 13:09:44,456 - mmaction - INFO - Epoch [160][220/264] lr: 1.415e-01, eta: 6:36:39, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5214, top5_acc: 0.7665, loss_cls: 1.9643, loss: 1.9643, grad_norm: 1.6576, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8170, loss_cls/aux0: 1.7282, loss/aux0: 1.7282, top1_acc/aux1: 0.5660, top5_acc/aux1: 0.8030, loss_cls/aux1: 1.7561, loss/aux1: 1.7561, top1_acc/aux2: 0.4993, top5_acc/aux2: 0.7434, loss_cls/aux2: 2.0908, loss/aux2: 2.0908 2020-10-26 13:10:32,142 - mmaction - INFO - Epoch [160][240/264] lr: 1.415e-01, eta: 6:36:21, time: 0.963, data_time: 0.000, memory: 8466, top1_acc: 0.5253, top5_acc: 0.7722, loss_cls: 1.9308, loss: 1.9308, grad_norm: 1.6702, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.8033, loss_cls/aux0: 1.7715, loss/aux0: 1.7715, top1_acc/aux1: 0.5786, top5_acc/aux1: 0.8085, loss_cls/aux1: 1.7088, loss/aux1: 1.7088, top1_acc/aux2: 0.5002, top5_acc/aux2: 0.7497, loss_cls/aux2: 2.0589, loss/aux2: 2.0589 2020-10-26 13:11:20,211 - mmaction - INFO - Epoch [160][260/264] lr: 1.415e-01, eta: 6:36:02, time: 0.980, data_time: 0.000, memory: 8466, top1_acc: 0.5266, top5_acc: 0.7736, loss_cls: 1.9377, loss: 1.9377, grad_norm: 1.6009, top1_acc/aux0: 0.5470, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8476, loss/aux0: 1.8476, top1_acc/aux1: 0.5837, top5_acc/aux1: 0.8040, loss_cls/aux1: 1.6982, loss/aux1: 1.6982, top1_acc/aux2: 0.5043, top5_acc/aux2: 0.7540, loss_cls/aux2: 2.0321, loss/aux2: 2.0321 2020-10-26 13:11:34,171 - mmaction - INFO - Saving checkpoint at 160 epochs 2020-10-26 13:12:33,424 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-26 13:12:33,566 - mmaction - INFO - top1_acc 0.6399 top5_acc 0.8605 2020-10-26 13:12:33,567 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-26 13:12:33,621 - mmaction - INFO - mean_acc 0.6397 2020-10-26 13:12:33,622 - mmaction - INFO - Now best checkpoint is epoch_160.pth 2020-10-26 13:12:33,629 - mmaction - INFO - Epoch(val) [160][264] top1_acc: 0.6399, top5_acc: 0.8605, mean_class_accuracy: 0.6397 2020-10-26 13:16:17,158 - mmaction - INFO - Epoch [161][20/264] lr: 1.389e-01, eta: 6:35:38, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5443, top5_acc: 0.7776, loss_cls: 1.8802, loss: 1.8802, grad_norm: 1.6655, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.8090, loss_cls/aux0: 1.7264, loss/aux0: 1.7264, top1_acc/aux1: 0.5698, top5_acc/aux1: 0.8083, loss_cls/aux1: 1.7308, loss/aux1: 1.7308, top1_acc/aux2: 0.4944, top5_acc/aux2: 0.7424, loss_cls/aux2: 2.1115, loss/aux2: 2.1115 2020-10-26 13:17:04,121 - mmaction - INFO - Epoch [161][40/264] lr: 1.389e-01, eta: 6:35:19, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5401, top5_acc: 0.7774, loss_cls: 1.8742, loss: 1.8742, grad_norm: 1.6909, top1_acc/aux0: 0.5620, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7702, loss/aux0: 1.7702, top1_acc/aux1: 0.5840, top5_acc/aux1: 0.8165, loss_cls/aux1: 1.6882, loss/aux1: 1.6882, top1_acc/aux2: 0.5052, top5_acc/aux2: 0.7517, loss_cls/aux2: 2.0617, loss/aux2: 2.0617 2020-10-26 13:17:51,507 - mmaction - INFO - Epoch [161][60/264] lr: 1.389e-01, eta: 6:35:00, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5432, top5_acc: 0.7804, loss_cls: 1.8699, loss: 1.8699, grad_norm: 1.6953, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8363, loss/aux0: 1.8363, top1_acc/aux1: 0.5865, top5_acc/aux1: 0.8174, loss_cls/aux1: 1.6813, loss/aux1: 1.6813, top1_acc/aux2: 0.5087, top5_acc/aux2: 0.7564, loss_cls/aux2: 2.0216, loss/aux2: 2.0216 2020-10-26 13:18:38,919 - mmaction - INFO - Epoch [161][80/264] lr: 1.389e-01, eta: 6:34:42, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5234, top5_acc: 0.7708, loss_cls: 1.9380, loss: 1.9380, grad_norm: 1.6202, top1_acc/aux0: 0.5542, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.8245, loss/aux0: 1.8245, top1_acc/aux1: 0.5684, top5_acc/aux1: 0.8054, loss_cls/aux1: 1.7381, loss/aux1: 1.7381, top1_acc/aux2: 0.5031, top5_acc/aux2: 0.7549, loss_cls/aux2: 2.0259, loss/aux2: 2.0259 2020-10-26 13:19:26,146 - mmaction - INFO - Epoch [161][100/264] lr: 1.389e-01, eta: 6:34:23, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5384, top5_acc: 0.7818, loss_cls: 1.8523, loss: 1.8523, grad_norm: 1.6680, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8040, loss_cls/aux0: 1.7706, loss/aux0: 1.7706, top1_acc/aux1: 0.5740, top5_acc/aux1: 0.8071, loss_cls/aux1: 1.7447, loss/aux1: 1.7447, top1_acc/aux2: 0.5014, top5_acc/aux2: 0.7575, loss_cls/aux2: 2.0343, loss/aux2: 2.0343 2020-10-26 13:20:13,965 - mmaction - INFO - Epoch [161][120/264] lr: 1.389e-01, eta: 6:34:04, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5398, top5_acc: 0.7752, loss_cls: 1.8908, loss: 1.8908, grad_norm: 1.6434, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.7456, loss/aux0: 1.7456, top1_acc/aux1: 0.5868, top5_acc/aux1: 0.8153, loss_cls/aux1: 1.6954, loss/aux1: 1.6954, top1_acc/aux2: 0.5003, top5_acc/aux2: 0.7533, loss_cls/aux2: 2.0406, loss/aux2: 2.0406 2020-10-26 13:21:01,168 - mmaction - INFO - Epoch [161][140/264] lr: 1.389e-01, eta: 6:33:46, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5333, top5_acc: 0.7776, loss_cls: 1.9080, loss: 1.9080, grad_norm: 1.6619, top1_acc/aux0: 0.5689, top5_acc/aux0: 0.8132, loss_cls/aux0: 1.7509, loss/aux0: 1.7509, top1_acc/aux1: 0.5832, top5_acc/aux1: 0.8170, loss_cls/aux1: 1.6619, loss/aux1: 1.6619, top1_acc/aux2: 0.5009, top5_acc/aux2: 0.7502, loss_cls/aux2: 2.0619, loss/aux2: 2.0619 2020-10-26 13:21:48,462 - mmaction - INFO - Epoch [161][160/264] lr: 1.389e-01, eta: 6:33:27, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5365, top5_acc: 0.7741, loss_cls: 1.8883, loss: 1.8883, grad_norm: 1.6497, top1_acc/aux0: 0.5663, top5_acc/aux0: 0.8090, loss_cls/aux0: 1.7643, loss/aux0: 1.7643, top1_acc/aux1: 0.5740, top5_acc/aux1: 0.8155, loss_cls/aux1: 1.7016, loss/aux1: 1.7016, top1_acc/aux2: 0.4974, top5_acc/aux2: 0.7505, loss_cls/aux2: 2.0742, loss/aux2: 2.0742 2020-10-26 13:22:35,973 - mmaction - INFO - Epoch [161][180/264] lr: 1.389e-01, eta: 6:33:08, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5347, top5_acc: 0.7762, loss_cls: 1.8902, loss: 1.8902, grad_norm: 1.6511, top1_acc/aux0: 0.5644, top5_acc/aux0: 0.8075, loss_cls/aux0: 1.7612, loss/aux0: 1.7612, top1_acc/aux1: 0.5696, top5_acc/aux1: 0.8144, loss_cls/aux1: 1.7211, loss/aux1: 1.7211, top1_acc/aux2: 0.4970, top5_acc/aux2: 0.7429, loss_cls/aux2: 2.0790, loss/aux2: 2.0790 2020-10-26 13:23:23,483 - mmaction - INFO - Epoch [161][200/264] lr: 1.389e-01, eta: 6:32:50, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5410, top5_acc: 0.7767, loss_cls: 1.8918, loss: 1.8918, grad_norm: 1.6332, top1_acc/aux0: 0.5668, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7616, loss/aux0: 1.7616, top1_acc/aux1: 0.5800, top5_acc/aux1: 0.8161, loss_cls/aux1: 1.6844, loss/aux1: 1.6844, top1_acc/aux2: 0.5035, top5_acc/aux2: 0.7457, loss_cls/aux2: 2.0594, loss/aux2: 2.0594 2020-10-26 13:24:11,167 - mmaction - INFO - Epoch [161][220/264] lr: 1.389e-01, eta: 6:32:31, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5236, top5_acc: 0.7661, loss_cls: 1.9449, loss: 1.9449, grad_norm: 1.6436, top1_acc/aux0: 0.5630, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7832, loss/aux0: 1.7832, top1_acc/aux1: 0.5786, top5_acc/aux1: 0.8090, loss_cls/aux1: 1.6988, loss/aux1: 1.6988, top1_acc/aux2: 0.5116, top5_acc/aux2: 0.7549, loss_cls/aux2: 2.0090, loss/aux2: 2.0090 2020-10-26 13:24:58,444 - mmaction - INFO - Epoch [161][240/264] lr: 1.389e-01, eta: 6:32:12, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5316, top5_acc: 0.7854, loss_cls: 1.8927, loss: 1.8927, grad_norm: 1.6025, top1_acc/aux0: 0.5587, top5_acc/aux0: 0.8038, loss_cls/aux0: 1.7964, loss/aux0: 1.7964, top1_acc/aux1: 0.5729, top5_acc/aux1: 0.8059, loss_cls/aux1: 1.7115, loss/aux1: 1.7115, top1_acc/aux2: 0.5135, top5_acc/aux2: 0.7547, loss_cls/aux2: 2.0107, loss/aux2: 2.0107 2020-10-26 13:25:46,422 - mmaction - INFO - Epoch [161][260/264] lr: 1.389e-01, eta: 6:31:54, time: 0.966, data_time: 0.000, memory: 8466, top1_acc: 0.5370, top5_acc: 0.7800, loss_cls: 1.9005, loss: 1.9005, grad_norm: 1.6847, top1_acc/aux0: 0.5656, top5_acc/aux0: 0.8087, loss_cls/aux0: 1.7566, loss/aux0: 1.7566, top1_acc/aux1: 0.5760, top5_acc/aux1: 0.8080, loss_cls/aux1: 1.7230, loss/aux1: 1.7230, top1_acc/aux2: 0.5123, top5_acc/aux2: 0.7517, loss_cls/aux2: 2.0215, loss/aux2: 2.0215 2020-10-26 13:29:17,740 - mmaction - INFO - Epoch [162][20/264] lr: 1.364e-01, eta: 6:31:29, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5406, top5_acc: 0.7795, loss_cls: 1.8591, loss: 1.8591, grad_norm: 1.6735, top1_acc/aux0: 0.5635, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.7453, loss/aux0: 1.7453, top1_acc/aux1: 0.5885, top5_acc/aux1: 0.8146, loss_cls/aux1: 1.6642, loss/aux1: 1.6642, top1_acc/aux2: 0.5205, top5_acc/aux2: 0.7642, loss_cls/aux2: 1.9901, loss/aux2: 1.9901 2020-10-26 13:30:04,768 - mmaction - INFO - Epoch [162][40/264] lr: 1.364e-01, eta: 6:31:11, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5377, top5_acc: 0.7832, loss_cls: 1.8743, loss: 1.8743, grad_norm: 1.6888, top1_acc/aux0: 0.5613, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7671, loss/aux0: 1.7671, top1_acc/aux1: 0.5774, top5_acc/aux1: 0.8148, loss_cls/aux1: 1.6876, loss/aux1: 1.6876, top1_acc/aux2: 0.5135, top5_acc/aux2: 0.7590, loss_cls/aux2: 2.0161, loss/aux2: 2.0161 2020-10-26 13:30:53,199 - mmaction - INFO - Epoch [162][60/264] lr: 1.364e-01, eta: 6:30:52, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5370, top5_acc: 0.7807, loss_cls: 1.8924, loss: 1.8924, grad_norm: 1.6661, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7882, loss/aux0: 1.7882, top1_acc/aux1: 0.5708, top5_acc/aux1: 0.8094, loss_cls/aux1: 1.7125, loss/aux1: 1.7125, top1_acc/aux2: 0.5122, top5_acc/aux2: 0.7568, loss_cls/aux2: 2.0242, loss/aux2: 2.0242 2020-10-26 13:31:40,823 - mmaction - INFO - Epoch [162][80/264] lr: 1.364e-01, eta: 6:30:33, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.5408, top5_acc: 0.7811, loss_cls: 1.8933, loss: 1.8933, grad_norm: 1.6442, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.8117, loss/aux0: 1.8117, top1_acc/aux1: 0.5800, top5_acc/aux1: 0.8057, loss_cls/aux1: 1.7135, loss/aux1: 1.7135, top1_acc/aux2: 0.5177, top5_acc/aux2: 0.7583, loss_cls/aux2: 2.0210, loss/aux2: 2.0210 2020-10-26 13:32:28,187 - mmaction - INFO - Epoch [162][100/264] lr: 1.364e-01, eta: 6:30:15, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5292, top5_acc: 0.7722, loss_cls: 1.9181, loss: 1.9181, grad_norm: 1.6787, top1_acc/aux0: 0.5597, top5_acc/aux0: 0.7972, loss_cls/aux0: 1.7994, loss/aux0: 1.7994, top1_acc/aux1: 0.5849, top5_acc/aux1: 0.8108, loss_cls/aux1: 1.7003, loss/aux1: 1.7003, top1_acc/aux2: 0.5130, top5_acc/aux2: 0.7507, loss_cls/aux2: 2.0373, loss/aux2: 2.0373 2020-10-26 13:33:15,920 - mmaction - INFO - Epoch [162][120/264] lr: 1.364e-01, eta: 6:29:56, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5391, top5_acc: 0.7767, loss_cls: 1.8978, loss: 1.8978, grad_norm: 1.6920, top1_acc/aux0: 0.5712, top5_acc/aux0: 0.8035, loss_cls/aux0: 1.7560, loss/aux0: 1.7560, top1_acc/aux1: 0.5826, top5_acc/aux1: 0.8149, loss_cls/aux1: 1.6810, loss/aux1: 1.6810, top1_acc/aux2: 0.5056, top5_acc/aux2: 0.7493, loss_cls/aux2: 2.0328, loss/aux2: 2.0328 2020-10-26 13:34:03,125 - mmaction - INFO - Epoch [162][140/264] lr: 1.364e-01, eta: 6:29:38, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5411, top5_acc: 0.7821, loss_cls: 1.8837, loss: 1.8837, grad_norm: 1.6791, top1_acc/aux0: 0.5797, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.7116, loss/aux0: 1.7116, top1_acc/aux1: 0.5866, top5_acc/aux1: 0.8220, loss_cls/aux1: 1.6361, loss/aux1: 1.6361, top1_acc/aux2: 0.5109, top5_acc/aux2: 0.7554, loss_cls/aux2: 2.0098, loss/aux2: 2.0098 2020-10-26 13:34:50,620 - mmaction - INFO - Epoch [162][160/264] lr: 1.364e-01, eta: 6:29:19, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5411, top5_acc: 0.7856, loss_cls: 1.8490, loss: 1.8490, grad_norm: 1.7039, top1_acc/aux0: 0.5759, top5_acc/aux0: 0.8168, loss_cls/aux0: 1.7147, loss/aux0: 1.7147, top1_acc/aux1: 0.5849, top5_acc/aux1: 0.8215, loss_cls/aux1: 1.6441, loss/aux1: 1.6441, top1_acc/aux2: 0.5076, top5_acc/aux2: 0.7552, loss_cls/aux2: 2.0127, loss/aux2: 2.0127 2020-10-26 13:35:37,726 - mmaction - INFO - Epoch [162][180/264] lr: 1.364e-01, eta: 6:29:00, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5255, top5_acc: 0.7814, loss_cls: 1.8935, loss: 1.8935, grad_norm: 1.6812, top1_acc/aux0: 0.5700, top5_acc/aux0: 0.8118, loss_cls/aux0: 1.7414, loss/aux0: 1.7414, top1_acc/aux1: 0.5812, top5_acc/aux1: 0.8149, loss_cls/aux1: 1.6772, loss/aux1: 1.6772, top1_acc/aux2: 0.4990, top5_acc/aux2: 0.7535, loss_cls/aux2: 2.0492, loss/aux2: 2.0492 2020-10-26 13:36:24,963 - mmaction - INFO - Epoch [162][200/264] lr: 1.364e-01, eta: 6:28:42, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5342, top5_acc: 0.7753, loss_cls: 1.8950, loss: 1.8950, grad_norm: 1.6978, top1_acc/aux0: 0.5686, top5_acc/aux0: 0.8163, loss_cls/aux0: 1.7284, loss/aux0: 1.7284, top1_acc/aux1: 0.5899, top5_acc/aux1: 0.8210, loss_cls/aux1: 1.6484, loss/aux1: 1.6484, top1_acc/aux2: 0.5036, top5_acc/aux2: 0.7575, loss_cls/aux2: 2.0343, loss/aux2: 2.0343 2020-10-26 13:37:12,637 - mmaction - INFO - Epoch [162][220/264] lr: 1.364e-01, eta: 6:28:23, time: 0.967, data_time: 0.001, memory: 8466, top1_acc: 0.5318, top5_acc: 0.7707, loss_cls: 1.9053, loss: 1.9053, grad_norm: 1.6333, top1_acc/aux0: 0.5611, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.7530, loss/aux0: 1.7530, top1_acc/aux1: 0.5856, top5_acc/aux1: 0.8144, loss_cls/aux1: 1.6760, loss/aux1: 1.6760, top1_acc/aux2: 0.5104, top5_acc/aux2: 0.7602, loss_cls/aux2: 2.0025, loss/aux2: 2.0025 2020-10-26 13:37:59,955 - mmaction - INFO - Epoch [162][240/264] lr: 1.364e-01, eta: 6:28:05, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5415, top5_acc: 0.7833, loss_cls: 1.8823, loss: 1.8823, grad_norm: 1.6869, top1_acc/aux0: 0.5540, top5_acc/aux0: 0.8064, loss_cls/aux0: 1.7881, loss/aux0: 1.7881, top1_acc/aux1: 0.5799, top5_acc/aux1: 0.8080, loss_cls/aux1: 1.6964, loss/aux1: 1.6964, top1_acc/aux2: 0.5116, top5_acc/aux2: 0.7568, loss_cls/aux2: 2.0143, loss/aux2: 2.0143 2020-10-26 13:38:47,380 - mmaction - INFO - Epoch [162][260/264] lr: 1.364e-01, eta: 6:27:46, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.5580, top5_acc: 0.7878, loss_cls: 1.8340, loss: 1.8340, grad_norm: 1.6569, top1_acc/aux0: 0.5658, top5_acc/aux0: 0.8033, loss_cls/aux0: 1.7734, loss/aux0: 1.7734, top1_acc/aux1: 0.5740, top5_acc/aux1: 0.8094, loss_cls/aux1: 1.7024, loss/aux1: 1.7024, top1_acc/aux2: 0.5130, top5_acc/aux2: 0.7550, loss_cls/aux2: 2.0145, loss/aux2: 2.0145 2020-10-26 13:42:30,878 - mmaction - INFO - Epoch [163][20/264] lr: 1.338e-01, eta: 6:27:21, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5300, top5_acc: 0.7806, loss_cls: 1.8634, loss: 1.8634, grad_norm: 1.6668, top1_acc/aux0: 0.5868, top5_acc/aux0: 0.8139, loss_cls/aux0: 1.7117, loss/aux0: 1.7117, top1_acc/aux1: 0.5899, top5_acc/aux1: 0.8250, loss_cls/aux1: 1.6249, loss/aux1: 1.6249, top1_acc/aux2: 0.5063, top5_acc/aux2: 0.7517, loss_cls/aux2: 2.0329, loss/aux2: 2.0329 2020-10-26 13:43:18,272 - mmaction - INFO - Epoch [163][40/264] lr: 1.338e-01, eta: 6:27:03, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5554, top5_acc: 0.7910, loss_cls: 1.8152, loss: 1.8152, grad_norm: 1.6652, top1_acc/aux0: 0.5755, top5_acc/aux0: 0.8142, loss_cls/aux0: 1.7250, loss/aux0: 1.7250, top1_acc/aux1: 0.5894, top5_acc/aux1: 0.8300, loss_cls/aux1: 1.6220, loss/aux1: 1.6220, top1_acc/aux2: 0.5040, top5_acc/aux2: 0.7476, loss_cls/aux2: 2.0401, loss/aux2: 2.0401 2020-10-26 13:44:05,686 - mmaction - INFO - Epoch [163][60/264] lr: 1.338e-01, eta: 6:26:44, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5396, top5_acc: 0.7837, loss_cls: 1.8796, loss: 1.8796, grad_norm: 1.6520, top1_acc/aux0: 0.5726, top5_acc/aux0: 0.8194, loss_cls/aux0: 1.7064, loss/aux0: 1.7064, top1_acc/aux1: 0.5878, top5_acc/aux1: 0.8233, loss_cls/aux1: 1.6587, loss/aux1: 1.6587, top1_acc/aux2: 0.5059, top5_acc/aux2: 0.7503, loss_cls/aux2: 2.0198, loss/aux2: 2.0198 2020-10-26 13:44:53,109 - mmaction - INFO - Epoch [163][80/264] lr: 1.338e-01, eta: 6:26:25, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5451, top5_acc: 0.7866, loss_cls: 1.8365, loss: 1.8365, grad_norm: 1.6962, top1_acc/aux0: 0.5738, top5_acc/aux0: 0.8144, loss_cls/aux0: 1.7074, loss/aux0: 1.7074, top1_acc/aux1: 0.5802, top5_acc/aux1: 0.8118, loss_cls/aux1: 1.7066, loss/aux1: 1.7066, top1_acc/aux2: 0.5139, top5_acc/aux2: 0.7575, loss_cls/aux2: 1.9942, loss/aux2: 1.9942 2020-10-26 13:45:40,189 - mmaction - INFO - Epoch [163][100/264] lr: 1.338e-01, eta: 6:26:07, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5401, top5_acc: 0.7780, loss_cls: 1.8683, loss: 1.8683, grad_norm: 1.6824, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7356, loss/aux0: 1.7356, top1_acc/aux1: 0.5755, top5_acc/aux1: 0.8158, loss_cls/aux1: 1.6998, loss/aux1: 1.6998, top1_acc/aux2: 0.5177, top5_acc/aux2: 0.7620, loss_cls/aux2: 1.9708, loss/aux2: 1.9708 2020-10-26 13:46:27,514 - mmaction - INFO - Epoch [163][120/264] lr: 1.338e-01, eta: 6:25:48, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5352, top5_acc: 0.7825, loss_cls: 1.8900, loss: 1.8900, grad_norm: 1.6561, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7527, loss/aux0: 1.7527, top1_acc/aux1: 0.5811, top5_acc/aux1: 0.8191, loss_cls/aux1: 1.6826, loss/aux1: 1.6826, top1_acc/aux2: 0.5101, top5_acc/aux2: 0.7646, loss_cls/aux2: 1.9705, loss/aux2: 1.9705 2020-10-26 13:47:19,745 - mmaction - INFO - Epoch [163][140/264] lr: 1.338e-01, eta: 6:25:29, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5319, top5_acc: 0.7774, loss_cls: 1.9076, loss: 1.9076, grad_norm: 1.6710, top1_acc/aux0: 0.5694, top5_acc/aux0: 0.8106, loss_cls/aux0: 1.7434, loss/aux0: 1.7434, top1_acc/aux1: 0.5819, top5_acc/aux1: 0.8191, loss_cls/aux1: 1.6683, loss/aux1: 1.6683, top1_acc/aux2: 0.5120, top5_acc/aux2: 0.7564, loss_cls/aux2: 2.0001, loss/aux2: 2.0001 2020-10-26 13:48:07,366 - mmaction - INFO - Epoch [163][160/264] lr: 1.338e-01, eta: 6:25:11, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5394, top5_acc: 0.7799, loss_cls: 1.8983, loss: 1.8983, grad_norm: 1.6622, top1_acc/aux0: 0.5656, top5_acc/aux0: 0.8066, loss_cls/aux0: 1.7439, loss/aux0: 1.7439, top1_acc/aux1: 0.5891, top5_acc/aux1: 0.8198, loss_cls/aux1: 1.6508, loss/aux1: 1.6508, top1_acc/aux2: 0.5175, top5_acc/aux2: 0.7533, loss_cls/aux2: 1.9981, loss/aux2: 1.9981 2020-10-26 13:48:54,680 - mmaction - INFO - Epoch [163][180/264] lr: 1.338e-01, eta: 6:24:52, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5413, top5_acc: 0.7741, loss_cls: 1.9009, loss: 1.9009, grad_norm: 1.7090, top1_acc/aux0: 0.5644, top5_acc/aux0: 0.7967, loss_cls/aux0: 1.7692, loss/aux0: 1.7692, top1_acc/aux1: 0.6009, top5_acc/aux1: 0.8210, loss_cls/aux1: 1.6401, loss/aux1: 1.6401, top1_acc/aux2: 0.5116, top5_acc/aux2: 0.7536, loss_cls/aux2: 2.0074, loss/aux2: 2.0074 2020-10-26 13:49:42,489 - mmaction - INFO - Epoch [163][200/264] lr: 1.338e-01, eta: 6:24:34, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5273, top5_acc: 0.7740, loss_cls: 1.9069, loss: 1.9069, grad_norm: 1.7188, top1_acc/aux0: 0.5658, top5_acc/aux0: 0.7993, loss_cls/aux0: 1.7576, loss/aux0: 1.7576, top1_acc/aux1: 0.5920, top5_acc/aux1: 0.8144, loss_cls/aux1: 1.6817, loss/aux1: 1.6817, top1_acc/aux2: 0.5148, top5_acc/aux2: 0.7498, loss_cls/aux2: 2.0246, loss/aux2: 2.0246 2020-10-26 13:50:29,973 - mmaction - INFO - Epoch [163][220/264] lr: 1.338e-01, eta: 6:24:15, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5417, top5_acc: 0.7762, loss_cls: 1.8703, loss: 1.8703, grad_norm: 1.6953, top1_acc/aux0: 0.5613, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7530, loss/aux0: 1.7530, top1_acc/aux1: 0.5778, top5_acc/aux1: 0.8127, loss_cls/aux1: 1.7244, loss/aux1: 1.7244, top1_acc/aux2: 0.5080, top5_acc/aux2: 0.7472, loss_cls/aux2: 2.0455, loss/aux2: 2.0455 2020-10-26 13:51:17,375 - mmaction - INFO - Epoch [163][240/264] lr: 1.338e-01, eta: 6:23:56, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5432, top5_acc: 0.7813, loss_cls: 1.8721, loss: 1.8721, grad_norm: 1.6669, top1_acc/aux0: 0.5655, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7472, loss/aux0: 1.7472, top1_acc/aux1: 0.5771, top5_acc/aux1: 0.8149, loss_cls/aux1: 1.7048, loss/aux1: 1.7048, top1_acc/aux2: 0.5014, top5_acc/aux2: 0.7517, loss_cls/aux2: 2.0399, loss/aux2: 2.0399 2020-10-26 13:52:05,091 - mmaction - INFO - Epoch [163][260/264] lr: 1.338e-01, eta: 6:23:37, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5328, top5_acc: 0.7750, loss_cls: 1.9009, loss: 1.9009, grad_norm: 1.6580, top1_acc/aux0: 0.5668, top5_acc/aux0: 0.8009, loss_cls/aux0: 1.7665, loss/aux0: 1.7665, top1_acc/aux1: 0.5766, top5_acc/aux1: 0.8134, loss_cls/aux1: 1.7064, loss/aux1: 1.7064, top1_acc/aux2: 0.5094, top5_acc/aux2: 0.7564, loss_cls/aux2: 2.0265, loss/aux2: 2.0265 2020-10-26 13:56:32,547 - mmaction - INFO - Epoch [164][20/264] lr: 1.313e-01, eta: 6:23:13, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5424, top5_acc: 0.7778, loss_cls: 1.8601, loss: 1.8601, grad_norm: 1.6772, top1_acc/aux0: 0.5656, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7882, loss/aux0: 1.7882, top1_acc/aux1: 0.5740, top5_acc/aux1: 0.8132, loss_cls/aux1: 1.7127, loss/aux1: 1.7127, top1_acc/aux2: 0.5122, top5_acc/aux2: 0.7576, loss_cls/aux2: 2.0091, loss/aux2: 2.0091 2020-10-26 13:57:19,566 - mmaction - INFO - Epoch [164][40/264] lr: 1.313e-01, eta: 6:22:54, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5434, top5_acc: 0.7866, loss_cls: 1.8388, loss: 1.8388, grad_norm: 1.6848, top1_acc/aux0: 0.5616, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.7941, loss/aux0: 1.7941, top1_acc/aux1: 0.5781, top5_acc/aux1: 0.8182, loss_cls/aux1: 1.6934, loss/aux1: 1.6934, top1_acc/aux2: 0.5144, top5_acc/aux2: 0.7556, loss_cls/aux2: 2.0196, loss/aux2: 2.0196 2020-10-26 13:58:06,765 - mmaction - INFO - Epoch [164][60/264] lr: 1.313e-01, eta: 6:22:35, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5491, top5_acc: 0.7842, loss_cls: 1.8505, loss: 1.8505, grad_norm: 1.7216, top1_acc/aux0: 0.5688, top5_acc/aux0: 0.8035, loss_cls/aux0: 1.7485, loss/aux0: 1.7485, top1_acc/aux1: 0.5760, top5_acc/aux1: 0.8168, loss_cls/aux1: 1.6937, loss/aux1: 1.6937, top1_acc/aux2: 0.5170, top5_acc/aux2: 0.7530, loss_cls/aux2: 2.0202, loss/aux2: 2.0202 2020-10-26 13:58:54,246 - mmaction - INFO - Epoch [164][80/264] lr: 1.313e-01, eta: 6:22:17, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5427, top5_acc: 0.7752, loss_cls: 1.8784, loss: 1.8784, grad_norm: 1.6918, top1_acc/aux0: 0.5715, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7231, loss/aux0: 1.7231, top1_acc/aux1: 0.5849, top5_acc/aux1: 0.8151, loss_cls/aux1: 1.6689, loss/aux1: 1.6689, top1_acc/aux2: 0.5109, top5_acc/aux2: 0.7604, loss_cls/aux2: 2.0078, loss/aux2: 2.0078 2020-10-26 13:59:41,819 - mmaction - INFO - Epoch [164][100/264] lr: 1.313e-01, eta: 6:21:58, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5359, top5_acc: 0.7734, loss_cls: 1.9164, loss: 1.9164, grad_norm: 1.6678, top1_acc/aux0: 0.5670, top5_acc/aux0: 0.8092, loss_cls/aux0: 1.7555, loss/aux0: 1.7555, top1_acc/aux1: 0.5868, top5_acc/aux1: 0.8167, loss_cls/aux1: 1.6842, loss/aux1: 1.6842, top1_acc/aux2: 0.5024, top5_acc/aux2: 0.7632, loss_cls/aux2: 2.0142, loss/aux2: 2.0142 2020-10-26 14:00:30,327 - mmaction - INFO - Epoch [164][120/264] lr: 1.313e-01, eta: 6:21:40, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5460, top5_acc: 0.7819, loss_cls: 1.8784, loss: 1.8784, grad_norm: 1.6785, top1_acc/aux0: 0.5675, top5_acc/aux0: 0.8071, loss_cls/aux0: 1.7594, loss/aux0: 1.7594, top1_acc/aux1: 0.5880, top5_acc/aux1: 0.8182, loss_cls/aux1: 1.6776, loss/aux1: 1.6776, top1_acc/aux2: 0.5066, top5_acc/aux2: 0.7538, loss_cls/aux2: 2.0177, loss/aux2: 2.0177 2020-10-26 14:01:17,737 - mmaction - INFO - Epoch [164][140/264] lr: 1.313e-01, eta: 6:21:21, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5344, top5_acc: 0.7878, loss_cls: 1.8458, loss: 1.8458, grad_norm: 1.6602, top1_acc/aux0: 0.5778, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7079, loss/aux0: 1.7079, top1_acc/aux1: 0.5905, top5_acc/aux1: 0.8194, loss_cls/aux1: 1.6517, loss/aux1: 1.6517, top1_acc/aux2: 0.5161, top5_acc/aux2: 0.7503, loss_cls/aux2: 2.0092, loss/aux2: 2.0092 2020-10-26 14:02:04,885 - mmaction - INFO - Epoch [164][160/264] lr: 1.313e-01, eta: 6:21:02, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5316, top5_acc: 0.7715, loss_cls: 1.9176, loss: 1.9176, grad_norm: 1.7241, top1_acc/aux0: 0.5745, top5_acc/aux0: 0.8113, loss_cls/aux0: 1.7162, loss/aux0: 1.7162, top1_acc/aux1: 0.5807, top5_acc/aux1: 0.8144, loss_cls/aux1: 1.6799, loss/aux1: 1.6799, top1_acc/aux2: 0.5172, top5_acc/aux2: 0.7585, loss_cls/aux2: 1.9971, loss/aux2: 1.9971 2020-10-26 14:02:52,236 - mmaction - INFO - Epoch [164][180/264] lr: 1.313e-01, eta: 6:20:44, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5356, top5_acc: 0.7766, loss_cls: 1.8998, loss: 1.8998, grad_norm: 1.6405, top1_acc/aux0: 0.5561, top5_acc/aux0: 0.8063, loss_cls/aux0: 1.7781, loss/aux0: 1.7781, top1_acc/aux1: 0.5799, top5_acc/aux1: 0.8094, loss_cls/aux1: 1.6894, loss/aux1: 1.6894, top1_acc/aux2: 0.5116, top5_acc/aux2: 0.7594, loss_cls/aux2: 1.9901, loss/aux2: 1.9901 2020-10-26 14:03:39,675 - mmaction - INFO - Epoch [164][200/264] lr: 1.313e-01, eta: 6:20:25, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5472, top5_acc: 0.7797, loss_cls: 1.8602, loss: 1.8602, grad_norm: 1.6729, top1_acc/aux0: 0.5545, top5_acc/aux0: 0.8030, loss_cls/aux0: 1.7820, loss/aux0: 1.7820, top1_acc/aux1: 0.5839, top5_acc/aux1: 0.8116, loss_cls/aux1: 1.7030, loss/aux1: 1.7030, top1_acc/aux2: 0.5095, top5_acc/aux2: 0.7524, loss_cls/aux2: 1.9974, loss/aux2: 1.9974 2020-10-26 14:04:27,171 - mmaction - INFO - Epoch [164][220/264] lr: 1.313e-01, eta: 6:20:06, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5344, top5_acc: 0.7771, loss_cls: 1.8848, loss: 1.8848, grad_norm: 1.6594, top1_acc/aux0: 0.5627, top5_acc/aux0: 0.8050, loss_cls/aux0: 1.7605, loss/aux0: 1.7605, top1_acc/aux1: 0.5873, top5_acc/aux1: 0.8165, loss_cls/aux1: 1.6912, loss/aux1: 1.6912, top1_acc/aux2: 0.5170, top5_acc/aux2: 0.7580, loss_cls/aux2: 1.9717, loss/aux2: 1.9717 2020-10-26 14:05:14,605 - mmaction - INFO - Epoch [164][240/264] lr: 1.313e-01, eta: 6:19:48, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5422, top5_acc: 0.7788, loss_cls: 1.8730, loss: 1.8730, grad_norm: 1.7255, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7485, loss/aux0: 1.7485, top1_acc/aux1: 0.5828, top5_acc/aux1: 0.8167, loss_cls/aux1: 1.6857, loss/aux1: 1.6857, top1_acc/aux2: 0.5141, top5_acc/aux2: 0.7594, loss_cls/aux2: 1.9831, loss/aux2: 1.9831 2020-10-26 14:06:01,880 - mmaction - INFO - Epoch [164][260/264] lr: 1.313e-01, eta: 6:19:29, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5318, top5_acc: 0.7741, loss_cls: 1.9183, loss: 1.9183, grad_norm: 1.6698, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7604, loss/aux0: 1.7604, top1_acc/aux1: 0.5813, top5_acc/aux1: 0.8179, loss_cls/aux1: 1.6916, loss/aux1: 1.6916, top1_acc/aux2: 0.5024, top5_acc/aux2: 0.7557, loss_cls/aux2: 2.0268, loss/aux2: 2.0268 2020-10-26 14:10:06,394 - mmaction - INFO - Epoch [165][20/264] lr: 1.288e-01, eta: 6:19:04, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5476, top5_acc: 0.7845, loss_cls: 1.8486, loss: 1.8486, grad_norm: 1.6437, top1_acc/aux0: 0.5906, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.6828, loss/aux0: 1.6828, top1_acc/aux1: 0.5812, top5_acc/aux1: 0.8108, loss_cls/aux1: 1.6826, loss/aux1: 1.6826, top1_acc/aux2: 0.5063, top5_acc/aux2: 0.7604, loss_cls/aux2: 1.9895, loss/aux2: 1.9895 2020-10-26 14:10:54,313 - mmaction - INFO - Epoch [165][40/264] lr: 1.288e-01, eta: 6:18:46, time: 0.979, data_time: 0.000, memory: 8466, top1_acc: 0.5479, top5_acc: 0.7816, loss_cls: 1.8417, loss: 1.8417, grad_norm: 1.6927, top1_acc/aux0: 0.5804, top5_acc/aux0: 0.8158, loss_cls/aux0: 1.7009, loss/aux0: 1.7009, top1_acc/aux1: 0.5865, top5_acc/aux1: 0.8201, loss_cls/aux1: 1.6444, loss/aux1: 1.6444, top1_acc/aux2: 0.5076, top5_acc/aux2: 0.7576, loss_cls/aux2: 2.0111, loss/aux2: 2.0111 2020-10-26 14:11:41,527 - mmaction - INFO - Epoch [165][60/264] lr: 1.288e-01, eta: 6:18:27, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5427, top5_acc: 0.7788, loss_cls: 1.8742, loss: 1.8742, grad_norm: 1.6866, top1_acc/aux0: 0.5799, top5_acc/aux0: 0.8212, loss_cls/aux0: 1.7048, loss/aux0: 1.7048, top1_acc/aux1: 0.5818, top5_acc/aux1: 0.8163, loss_cls/aux1: 1.6596, loss/aux1: 1.6596, top1_acc/aux2: 0.5161, top5_acc/aux2: 0.7564, loss_cls/aux2: 2.0102, loss/aux2: 2.0102 2020-10-26 14:12:28,922 - mmaction - INFO - Epoch [165][80/264] lr: 1.288e-01, eta: 6:18:09, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5495, top5_acc: 0.7859, loss_cls: 1.8299, loss: 1.8299, grad_norm: 1.6831, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8123, loss_cls/aux0: 1.7209, loss/aux0: 1.7209, top1_acc/aux1: 0.5807, top5_acc/aux1: 0.8127, loss_cls/aux1: 1.6923, loss/aux1: 1.6923, top1_acc/aux2: 0.5200, top5_acc/aux2: 0.7538, loss_cls/aux2: 1.9985, loss/aux2: 1.9985 2020-10-26 14:13:16,170 - mmaction - INFO - Epoch [165][100/264] lr: 1.288e-01, eta: 6:17:50, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5516, top5_acc: 0.7861, loss_cls: 1.8584, loss: 1.8584, grad_norm: 1.7158, top1_acc/aux0: 0.5679, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.7442, loss/aux0: 1.7442, top1_acc/aux1: 0.5960, top5_acc/aux1: 0.8274, loss_cls/aux1: 1.6242, loss/aux1: 1.6242, top1_acc/aux2: 0.5076, top5_acc/aux2: 0.7526, loss_cls/aux2: 2.0231, loss/aux2: 2.0231 2020-10-26 14:14:03,576 - mmaction - INFO - Epoch [165][120/264] lr: 1.288e-01, eta: 6:17:31, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5457, top5_acc: 0.7832, loss_cls: 1.8634, loss: 1.8634, grad_norm: 1.6808, top1_acc/aux0: 0.5726, top5_acc/aux0: 0.8106, loss_cls/aux0: 1.7227, loss/aux0: 1.7227, top1_acc/aux1: 0.6005, top5_acc/aux1: 0.8309, loss_cls/aux1: 1.5925, loss/aux1: 1.5925, top1_acc/aux2: 0.5054, top5_acc/aux2: 0.7545, loss_cls/aux2: 2.0296, loss/aux2: 2.0296 2020-10-26 14:14:51,021 - mmaction - INFO - Epoch [165][140/264] lr: 1.288e-01, eta: 6:17:13, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5438, top5_acc: 0.7818, loss_cls: 1.8614, loss: 1.8614, grad_norm: 1.6692, top1_acc/aux0: 0.5832, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.6978, loss/aux0: 1.6978, top1_acc/aux1: 0.5939, top5_acc/aux1: 0.8174, loss_cls/aux1: 1.6510, loss/aux1: 1.6510, top1_acc/aux2: 0.5113, top5_acc/aux2: 0.7526, loss_cls/aux2: 2.0085, loss/aux2: 2.0085 2020-10-26 14:15:38,349 - mmaction - INFO - Epoch [165][160/264] lr: 1.288e-01, eta: 6:16:54, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5431, top5_acc: 0.7911, loss_cls: 1.8345, loss: 1.8345, grad_norm: 1.7116, top1_acc/aux0: 0.5762, top5_acc/aux0: 0.8085, loss_cls/aux0: 1.7058, loss/aux0: 1.7058, top1_acc/aux1: 0.5892, top5_acc/aux1: 0.8109, loss_cls/aux1: 1.6784, loss/aux1: 1.6784, top1_acc/aux2: 0.5094, top5_acc/aux2: 0.7571, loss_cls/aux2: 2.0103, loss/aux2: 2.0103 2020-10-26 14:16:25,732 - mmaction - INFO - Epoch [165][180/264] lr: 1.288e-01, eta: 6:16:35, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5406, top5_acc: 0.7757, loss_cls: 1.8729, loss: 1.8729, grad_norm: 1.7034, top1_acc/aux0: 0.5724, top5_acc/aux0: 0.8111, loss_cls/aux0: 1.7139, loss/aux0: 1.7139, top1_acc/aux1: 0.5854, top5_acc/aux1: 0.8188, loss_cls/aux1: 1.6651, loss/aux1: 1.6651, top1_acc/aux2: 0.5153, top5_acc/aux2: 0.7611, loss_cls/aux2: 2.0115, loss/aux2: 2.0115 2020-10-26 14:17:13,286 - mmaction - INFO - Epoch [165][200/264] lr: 1.288e-01, eta: 6:16:17, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5406, top5_acc: 0.7813, loss_cls: 1.8712, loss: 1.8712, grad_norm: 1.6968, top1_acc/aux0: 0.5740, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.7239, loss/aux0: 1.7239, top1_acc/aux1: 0.5788, top5_acc/aux1: 0.8200, loss_cls/aux1: 1.6801, loss/aux1: 1.6801, top1_acc/aux2: 0.5175, top5_acc/aux2: 0.7590, loss_cls/aux2: 1.9955, loss/aux2: 1.9955 2020-10-26 14:18:00,600 - mmaction - INFO - Epoch [165][220/264] lr: 1.288e-01, eta: 6:15:58, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5330, top5_acc: 0.7790, loss_cls: 1.8780, loss: 1.8780, grad_norm: 1.7148, top1_acc/aux0: 0.5785, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.7199, loss/aux0: 1.7199, top1_acc/aux1: 0.5807, top5_acc/aux1: 0.8158, loss_cls/aux1: 1.6776, loss/aux1: 1.6776, top1_acc/aux2: 0.5201, top5_acc/aux2: 0.7585, loss_cls/aux2: 1.9921, loss/aux2: 1.9921 2020-10-26 14:18:47,998 - mmaction - INFO - Epoch [165][240/264] lr: 1.288e-01, eta: 6:15:39, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5465, top5_acc: 0.7799, loss_cls: 1.8555, loss: 1.8555, grad_norm: 1.7240, top1_acc/aux0: 0.5686, top5_acc/aux0: 0.8132, loss_cls/aux0: 1.7410, loss/aux0: 1.7410, top1_acc/aux1: 0.5816, top5_acc/aux1: 0.8111, loss_cls/aux1: 1.6900, loss/aux1: 1.6900, top1_acc/aux2: 0.5172, top5_acc/aux2: 0.7573, loss_cls/aux2: 2.0011, loss/aux2: 2.0011 2020-10-26 14:19:35,214 - mmaction - INFO - Epoch [165][260/264] lr: 1.288e-01, eta: 6:15:21, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5411, top5_acc: 0.7773, loss_cls: 1.8830, loss: 1.8830, grad_norm: 1.7137, top1_acc/aux0: 0.5635, top5_acc/aux0: 0.8116, loss_cls/aux0: 1.7524, loss/aux0: 1.7524, top1_acc/aux1: 0.5799, top5_acc/aux1: 0.8125, loss_cls/aux1: 1.6896, loss/aux1: 1.6896, top1_acc/aux2: 0.5128, top5_acc/aux2: 0.7644, loss_cls/aux2: 1.9792, loss/aux2: 1.9792 2020-10-26 14:23:49,294 - mmaction - INFO - Epoch [166][20/264] lr: 1.263e-01, eta: 6:14:56, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5503, top5_acc: 0.7948, loss_cls: 1.8055, loss: 1.8055, grad_norm: 1.6795, top1_acc/aux0: 0.5819, top5_acc/aux0: 0.8087, loss_cls/aux0: 1.7202, loss/aux0: 1.7202, top1_acc/aux1: 0.5819, top5_acc/aux1: 0.7993, loss_cls/aux1: 1.6978, loss/aux1: 1.6978, top1_acc/aux2: 0.5240, top5_acc/aux2: 0.7618, loss_cls/aux2: 1.9505, loss/aux2: 1.9505 2020-10-26 14:24:36,641 - mmaction - INFO - Epoch [166][40/264] lr: 1.263e-01, eta: 6:14:38, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.5608, top5_acc: 0.7847, loss_cls: 1.8304, loss: 1.8304, grad_norm: 1.6969, top1_acc/aux0: 0.5774, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7139, loss/aux0: 1.7139, top1_acc/aux1: 0.5856, top5_acc/aux1: 0.8120, loss_cls/aux1: 1.6719, loss/aux1: 1.6719, top1_acc/aux2: 0.5205, top5_acc/aux2: 0.7637, loss_cls/aux2: 1.9589, loss/aux2: 1.9589 2020-10-26 14:25:23,804 - mmaction - INFO - Epoch [166][60/264] lr: 1.263e-01, eta: 6:14:19, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5378, top5_acc: 0.7759, loss_cls: 1.8954, loss: 1.8954, grad_norm: 1.6844, top1_acc/aux0: 0.5731, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7366, loss/aux0: 1.7366, top1_acc/aux1: 0.5903, top5_acc/aux1: 0.8253, loss_cls/aux1: 1.6228, loss/aux1: 1.6228, top1_acc/aux2: 0.5158, top5_acc/aux2: 0.7635, loss_cls/aux2: 1.9759, loss/aux2: 1.9759 2020-10-26 14:26:11,003 - mmaction - INFO - Epoch [166][80/264] lr: 1.263e-01, eta: 6:14:00, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5467, top5_acc: 0.7828, loss_cls: 1.8663, loss: 1.8663, grad_norm: 1.7038, top1_acc/aux0: 0.5780, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7197, loss/aux0: 1.7197, top1_acc/aux1: 0.5858, top5_acc/aux1: 0.8214, loss_cls/aux1: 1.6346, loss/aux1: 1.6346, top1_acc/aux2: 0.5148, top5_acc/aux2: 0.7628, loss_cls/aux2: 1.9780, loss/aux2: 1.9780 2020-10-26 14:26:58,441 - mmaction - INFO - Epoch [166][100/264] lr: 1.263e-01, eta: 6:13:42, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5427, top5_acc: 0.7799, loss_cls: 1.8729, loss: 1.8729, grad_norm: 1.7113, top1_acc/aux0: 0.5804, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6848, loss/aux0: 1.6848, top1_acc/aux1: 0.5819, top5_acc/aux1: 0.8203, loss_cls/aux1: 1.6683, loss/aux1: 1.6683, top1_acc/aux2: 0.5125, top5_acc/aux2: 0.7651, loss_cls/aux2: 1.9763, loss/aux2: 1.9763 2020-10-26 14:27:45,983 - mmaction - INFO - Epoch [166][120/264] lr: 1.263e-01, eta: 6:13:23, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5467, top5_acc: 0.7833, loss_cls: 1.8450, loss: 1.8450, grad_norm: 1.7153, top1_acc/aux0: 0.5717, top5_acc/aux0: 0.8153, loss_cls/aux0: 1.7084, loss/aux0: 1.7084, top1_acc/aux1: 0.5823, top5_acc/aux1: 0.8243, loss_cls/aux1: 1.6689, loss/aux1: 1.6689, top1_acc/aux2: 0.5102, top5_acc/aux2: 0.7595, loss_cls/aux2: 1.9945, loss/aux2: 1.9945 2020-10-26 14:28:33,569 - mmaction - INFO - Epoch [166][140/264] lr: 1.263e-01, eta: 6:13:04, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5437, top5_acc: 0.7818, loss_cls: 1.8536, loss: 1.8536, grad_norm: 1.7199, top1_acc/aux0: 0.5644, top5_acc/aux0: 0.8123, loss_cls/aux0: 1.7354, loss/aux0: 1.7354, top1_acc/aux1: 0.5891, top5_acc/aux1: 0.8248, loss_cls/aux1: 1.6407, loss/aux1: 1.6407, top1_acc/aux2: 0.5120, top5_acc/aux2: 0.7564, loss_cls/aux2: 2.0018, loss/aux2: 2.0018 2020-10-26 14:29:21,061 - mmaction - INFO - Epoch [166][160/264] lr: 1.263e-01, eta: 6:12:46, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5396, top5_acc: 0.7816, loss_cls: 1.8623, loss: 1.8623, grad_norm: 1.6926, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7468, loss/aux0: 1.7468, top1_acc/aux1: 0.5882, top5_acc/aux1: 0.8203, loss_cls/aux1: 1.6438, loss/aux1: 1.6438, top1_acc/aux2: 0.5260, top5_acc/aux2: 0.7625, loss_cls/aux2: 1.9728, loss/aux2: 1.9728 2020-10-26 14:30:08,642 - mmaction - INFO - Epoch [166][180/264] lr: 1.263e-01, eta: 6:12:27, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.5443, top5_acc: 0.7790, loss_cls: 1.8472, loss: 1.8472, grad_norm: 1.7309, top1_acc/aux0: 0.5780, top5_acc/aux0: 0.8111, loss_cls/aux0: 1.7256, loss/aux0: 1.7256, top1_acc/aux1: 0.5865, top5_acc/aux1: 0.8207, loss_cls/aux1: 1.6592, loss/aux1: 1.6592, top1_acc/aux2: 0.5224, top5_acc/aux2: 0.7592, loss_cls/aux2: 1.9829, loss/aux2: 1.9829 2020-10-26 14:30:57,115 - mmaction - INFO - Epoch [166][200/264] lr: 1.263e-01, eta: 6:12:09, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5410, top5_acc: 0.7786, loss_cls: 1.8755, loss: 1.8755, grad_norm: 1.7034, top1_acc/aux0: 0.5748, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.7261, loss/aux0: 1.7261, top1_acc/aux1: 0.5899, top5_acc/aux1: 0.8226, loss_cls/aux1: 1.6448, loss/aux1: 1.6448, top1_acc/aux2: 0.5158, top5_acc/aux2: 0.7554, loss_cls/aux2: 1.9911, loss/aux2: 1.9911 2020-10-26 14:31:45,064 - mmaction - INFO - Epoch [166][220/264] lr: 1.263e-01, eta: 6:11:50, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5389, top5_acc: 0.7828, loss_cls: 1.8701, loss: 1.8701, grad_norm: 1.6924, top1_acc/aux0: 0.5687, top5_acc/aux0: 0.8087, loss_cls/aux0: 1.7468, loss/aux0: 1.7468, top1_acc/aux1: 0.5877, top5_acc/aux1: 0.8191, loss_cls/aux1: 1.6483, loss/aux1: 1.6483, top1_acc/aux2: 0.5243, top5_acc/aux2: 0.7606, loss_cls/aux2: 1.9675, loss/aux2: 1.9675 2020-10-26 14:32:32,562 - mmaction - INFO - Epoch [166][240/264] lr: 1.263e-01, eta: 6:11:32, time: 0.963, data_time: 0.001, memory: 8466, top1_acc: 0.5405, top5_acc: 0.7792, loss_cls: 1.8800, loss: 1.8800, grad_norm: 1.7349, top1_acc/aux0: 0.5774, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.7127, loss/aux0: 1.7127, top1_acc/aux1: 0.5927, top5_acc/aux1: 0.8196, loss_cls/aux1: 1.6390, loss/aux1: 1.6390, top1_acc/aux2: 0.5207, top5_acc/aux2: 0.7597, loss_cls/aux2: 1.9826, loss/aux2: 1.9826 2020-10-26 14:33:19,836 - mmaction - INFO - Epoch [166][260/264] lr: 1.263e-01, eta: 6:11:13, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5441, top5_acc: 0.7809, loss_cls: 1.8824, loss: 1.8824, grad_norm: 1.7252, top1_acc/aux0: 0.5769, top5_acc/aux0: 0.8181, loss_cls/aux0: 1.7095, loss/aux0: 1.7095, top1_acc/aux1: 0.6009, top5_acc/aux1: 0.8205, loss_cls/aux1: 1.6281, loss/aux1: 1.6281, top1_acc/aux2: 0.5177, top5_acc/aux2: 0.7563, loss_cls/aux2: 1.9946, loss/aux2: 1.9946 2020-10-26 14:37:49,550 - mmaction - INFO - Epoch [167][20/264] lr: 1.238e-01, eta: 6:10:48, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5333, top5_acc: 0.7825, loss_cls: 1.8663, loss: 1.8663, grad_norm: 1.7144, top1_acc/aux0: 0.5938, top5_acc/aux0: 0.8295, loss_cls/aux0: 1.6131, loss/aux0: 1.6131, top1_acc/aux1: 0.5806, top5_acc/aux1: 0.8142, loss_cls/aux1: 1.6835, loss/aux1: 1.6835, top1_acc/aux2: 0.5295, top5_acc/aux2: 0.7806, loss_cls/aux2: 1.8871, loss/aux2: 1.8871 2020-10-26 14:38:36,567 - mmaction - INFO - Epoch [167][40/264] lr: 1.238e-01, eta: 6:10:30, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5446, top5_acc: 0.7701, loss_cls: 1.8833, loss: 1.8833, grad_norm: 1.7370, top1_acc/aux0: 0.5813, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.6616, loss/aux0: 1.6616, top1_acc/aux1: 0.5917, top5_acc/aux1: 0.8217, loss_cls/aux1: 1.6515, loss/aux1: 1.6515, top1_acc/aux2: 0.5233, top5_acc/aux2: 0.7719, loss_cls/aux2: 1.9274, loss/aux2: 1.9274 2020-10-26 14:39:24,104 - mmaction - INFO - Epoch [167][60/264] lr: 1.238e-01, eta: 6:10:11, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5589, top5_acc: 0.7884, loss_cls: 1.8194, loss: 1.8194, grad_norm: 1.6863, top1_acc/aux0: 0.5778, top5_acc/aux0: 0.8189, loss_cls/aux0: 1.7150, loss/aux0: 1.7150, top1_acc/aux1: 0.5913, top5_acc/aux1: 0.8226, loss_cls/aux1: 1.6457, loss/aux1: 1.6457, top1_acc/aux2: 0.5224, top5_acc/aux2: 0.7627, loss_cls/aux2: 1.9807, loss/aux2: 1.9807 2020-10-26 14:40:11,456 - mmaction - INFO - Epoch [167][80/264] lr: 1.238e-01, eta: 6:09:52, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5497, top5_acc: 0.7882, loss_cls: 1.8423, loss: 1.8423, grad_norm: 1.6871, top1_acc/aux0: 0.5845, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7314, loss/aux0: 1.7314, top1_acc/aux1: 0.5911, top5_acc/aux1: 0.8215, loss_cls/aux1: 1.6466, loss/aux1: 1.6466, top1_acc/aux2: 0.5245, top5_acc/aux2: 0.7602, loss_cls/aux2: 1.9884, loss/aux2: 1.9884 2020-10-26 14:40:58,977 - mmaction - INFO - Epoch [167][100/264] lr: 1.238e-01, eta: 6:09:34, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5446, top5_acc: 0.7809, loss_cls: 1.8692, loss: 1.8692, grad_norm: 1.7128, top1_acc/aux0: 0.5813, top5_acc/aux0: 0.8123, loss_cls/aux0: 1.7360, loss/aux0: 1.7360, top1_acc/aux1: 0.6047, top5_acc/aux1: 0.8281, loss_cls/aux1: 1.6002, loss/aux1: 1.6002, top1_acc/aux2: 0.5201, top5_acc/aux2: 0.7575, loss_cls/aux2: 1.9923, loss/aux2: 1.9923 2020-10-26 14:41:46,376 - mmaction - INFO - Epoch [167][120/264] lr: 1.238e-01, eta: 6:09:15, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5403, top5_acc: 0.7899, loss_cls: 1.8476, loss: 1.8476, grad_norm: 1.7474, top1_acc/aux0: 0.5769, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.7290, loss/aux0: 1.7290, top1_acc/aux1: 0.5970, top5_acc/aux1: 0.8198, loss_cls/aux1: 1.6392, loss/aux1: 1.6392, top1_acc/aux2: 0.5151, top5_acc/aux2: 0.7595, loss_cls/aux2: 1.9938, loss/aux2: 1.9938 2020-10-26 14:42:33,593 - mmaction - INFO - Epoch [167][140/264] lr: 1.238e-01, eta: 6:08:56, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5429, top5_acc: 0.7837, loss_cls: 1.8610, loss: 1.8610, grad_norm: 1.6858, top1_acc/aux0: 0.5745, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.7209, loss/aux0: 1.7209, top1_acc/aux1: 0.5865, top5_acc/aux1: 0.8170, loss_cls/aux1: 1.6655, loss/aux1: 1.6655, top1_acc/aux2: 0.5188, top5_acc/aux2: 0.7677, loss_cls/aux2: 1.9680, loss/aux2: 1.9680 2020-10-26 14:43:20,852 - mmaction - INFO - Epoch [167][160/264] lr: 1.238e-01, eta: 6:08:38, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5446, top5_acc: 0.7825, loss_cls: 1.8550, loss: 1.8550, grad_norm: 1.7330, top1_acc/aux0: 0.5764, top5_acc/aux0: 0.8207, loss_cls/aux0: 1.7002, loss/aux0: 1.7002, top1_acc/aux1: 0.5800, top5_acc/aux1: 0.8128, loss_cls/aux1: 1.6885, loss/aux1: 1.6885, top1_acc/aux2: 0.5167, top5_acc/aux2: 0.7691, loss_cls/aux2: 1.9724, loss/aux2: 1.9724 2020-10-26 14:44:08,363 - mmaction - INFO - Epoch [167][180/264] lr: 1.238e-01, eta: 6:08:19, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5521, top5_acc: 0.7835, loss_cls: 1.8343, loss: 1.8343, grad_norm: 1.6941, top1_acc/aux0: 0.5780, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6840, loss/aux0: 1.6840, top1_acc/aux1: 0.5877, top5_acc/aux1: 0.8123, loss_cls/aux1: 1.6907, loss/aux1: 1.6907, top1_acc/aux2: 0.5135, top5_acc/aux2: 0.7672, loss_cls/aux2: 1.9776, loss/aux2: 1.9776 2020-10-26 14:44:55,909 - mmaction - INFO - Epoch [167][200/264] lr: 1.238e-01, eta: 6:08:00, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5450, top5_acc: 0.7818, loss_cls: 1.8599, loss: 1.8599, grad_norm: 1.7118, top1_acc/aux0: 0.5722, top5_acc/aux0: 0.8158, loss_cls/aux0: 1.7179, loss/aux0: 1.7179, top1_acc/aux1: 0.5931, top5_acc/aux1: 0.8196, loss_cls/aux1: 1.6468, loss/aux1: 1.6468, top1_acc/aux2: 0.5189, top5_acc/aux2: 0.7623, loss_cls/aux2: 1.9588, loss/aux2: 1.9588 2020-10-26 14:45:43,510 - mmaction - INFO - Epoch [167][220/264] lr: 1.238e-01, eta: 6:07:42, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5469, top5_acc: 0.7870, loss_cls: 1.8414, loss: 1.8414, grad_norm: 1.7142, top1_acc/aux0: 0.5715, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.7218, loss/aux0: 1.7218, top1_acc/aux1: 0.5927, top5_acc/aux1: 0.8219, loss_cls/aux1: 1.6395, loss/aux1: 1.6395, top1_acc/aux2: 0.5104, top5_acc/aux2: 0.7576, loss_cls/aux2: 1.9850, loss/aux2: 1.9850 2020-10-26 14:46:31,009 - mmaction - INFO - Epoch [167][240/264] lr: 1.238e-01, eta: 6:07:23, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5514, top5_acc: 0.7920, loss_cls: 1.8208, loss: 1.8208, grad_norm: 1.7316, top1_acc/aux0: 0.5771, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.7042, loss/aux0: 1.7042, top1_acc/aux1: 0.5950, top5_acc/aux1: 0.8174, loss_cls/aux1: 1.6403, loss/aux1: 1.6403, top1_acc/aux2: 0.5042, top5_acc/aux2: 0.7580, loss_cls/aux2: 2.0232, loss/aux2: 2.0232 2020-10-26 14:47:18,828 - mmaction - INFO - Epoch [167][260/264] lr: 1.238e-01, eta: 6:07:05, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.5549, top5_acc: 0.7806, loss_cls: 1.8397, loss: 1.8397, grad_norm: 1.7102, top1_acc/aux0: 0.5769, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.7041, loss/aux0: 1.7041, top1_acc/aux1: 0.5964, top5_acc/aux1: 0.8137, loss_cls/aux1: 1.6543, loss/aux1: 1.6543, top1_acc/aux2: 0.5049, top5_acc/aux2: 0.7528, loss_cls/aux2: 2.0367, loss/aux2: 2.0367 2020-10-26 14:50:53,332 - mmaction - INFO - Epoch [168][20/264] lr: 1.214e-01, eta: 6:06:40, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5538, top5_acc: 0.7957, loss_cls: 1.7980, loss: 1.7980, grad_norm: 1.7308, top1_acc/aux0: 0.5788, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.7068, loss/aux0: 1.7068, top1_acc/aux1: 0.5785, top5_acc/aux1: 0.8156, loss_cls/aux1: 1.6749, loss/aux1: 1.6749, top1_acc/aux2: 0.5215, top5_acc/aux2: 0.7653, loss_cls/aux2: 1.9352, loss/aux2: 1.9352 2020-10-26 14:51:40,739 - mmaction - INFO - Epoch [168][40/264] lr: 1.214e-01, eta: 6:06:21, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5457, top5_acc: 0.7816, loss_cls: 1.8601, loss: 1.8601, grad_norm: 1.7504, top1_acc/aux0: 0.5771, top5_acc/aux0: 0.8144, loss_cls/aux0: 1.7102, loss/aux0: 1.7102, top1_acc/aux1: 0.5806, top5_acc/aux1: 0.8179, loss_cls/aux1: 1.6851, loss/aux1: 1.6851, top1_acc/aux2: 0.5135, top5_acc/aux2: 0.7563, loss_cls/aux2: 1.9780, loss/aux2: 1.9780 2020-10-26 14:52:28,196 - mmaction - INFO - Epoch [168][60/264] lr: 1.214e-01, eta: 6:06:03, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5375, top5_acc: 0.7799, loss_cls: 1.8782, loss: 1.8782, grad_norm: 1.7339, top1_acc/aux0: 0.5778, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6991, loss/aux0: 1.6991, top1_acc/aux1: 0.5858, top5_acc/aux1: 0.8170, loss_cls/aux1: 1.6774, loss/aux1: 1.6774, top1_acc/aux2: 0.5104, top5_acc/aux2: 0.7580, loss_cls/aux2: 1.9887, loss/aux2: 1.9887 2020-10-26 14:53:15,270 - mmaction - INFO - Epoch [168][80/264] lr: 1.214e-01, eta: 6:05:44, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5569, top5_acc: 0.7898, loss_cls: 1.8160, loss: 1.8160, grad_norm: 1.6886, top1_acc/aux0: 0.5806, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.7033, loss/aux0: 1.7033, top1_acc/aux1: 0.5948, top5_acc/aux1: 0.8194, loss_cls/aux1: 1.6494, loss/aux1: 1.6494, top1_acc/aux2: 0.5144, top5_acc/aux2: 0.7663, loss_cls/aux2: 1.9827, loss/aux2: 1.9827 2020-10-26 14:54:02,631 - mmaction - INFO - Epoch [168][100/264] lr: 1.214e-01, eta: 6:05:25, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5616, top5_acc: 0.7908, loss_cls: 1.7853, loss: 1.7853, grad_norm: 1.7278, top1_acc/aux0: 0.5806, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.6947, loss/aux0: 1.6947, top1_acc/aux1: 0.6089, top5_acc/aux1: 0.8253, loss_cls/aux1: 1.6123, loss/aux1: 1.6123, top1_acc/aux2: 0.5182, top5_acc/aux2: 0.7679, loss_cls/aux2: 1.9757, loss/aux2: 1.9757 2020-10-26 14:54:50,031 - mmaction - INFO - Epoch [168][120/264] lr: 1.214e-01, eta: 6:05:07, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5524, top5_acc: 0.7856, loss_cls: 1.8293, loss: 1.8293, grad_norm: 1.7387, top1_acc/aux0: 0.5734, top5_acc/aux0: 0.8144, loss_cls/aux0: 1.7123, loss/aux0: 1.7123, top1_acc/aux1: 0.6040, top5_acc/aux1: 0.8205, loss_cls/aux1: 1.6170, loss/aux1: 1.6170, top1_acc/aux2: 0.5245, top5_acc/aux2: 0.7722, loss_cls/aux2: 1.9520, loss/aux2: 1.9520 2020-10-26 14:55:37,435 - mmaction - INFO - Epoch [168][140/264] lr: 1.214e-01, eta: 6:04:48, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5415, top5_acc: 0.7863, loss_cls: 1.8372, loss: 1.8372, grad_norm: 1.7381, top1_acc/aux0: 0.5710, top5_acc/aux0: 0.8101, loss_cls/aux0: 1.7475, loss/aux0: 1.7475, top1_acc/aux1: 0.5858, top5_acc/aux1: 0.8141, loss_cls/aux1: 1.6529, loss/aux1: 1.6529, top1_acc/aux2: 0.5214, top5_acc/aux2: 0.7688, loss_cls/aux2: 1.9737, loss/aux2: 1.9737 2020-10-26 14:56:24,783 - mmaction - INFO - Epoch [168][160/264] lr: 1.214e-01, eta: 6:04:30, time: 0.957, data_time: 0.001, memory: 8466, top1_acc: 0.5470, top5_acc: 0.7870, loss_cls: 1.8600, loss: 1.8600, grad_norm: 1.7199, top1_acc/aux0: 0.5757, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7283, loss/aux0: 1.7283, top1_acc/aux1: 0.5899, top5_acc/aux1: 0.8142, loss_cls/aux1: 1.6520, loss/aux1: 1.6520, top1_acc/aux2: 0.5208, top5_acc/aux2: 0.7644, loss_cls/aux2: 1.9638, loss/aux2: 1.9638 2020-10-26 14:57:12,234 - mmaction - INFO - Epoch [168][180/264] lr: 1.214e-01, eta: 6:04:11, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5467, top5_acc: 0.7898, loss_cls: 1.8403, loss: 1.8403, grad_norm: 1.7420, top1_acc/aux0: 0.5755, top5_acc/aux0: 0.8158, loss_cls/aux0: 1.7149, loss/aux0: 1.7149, top1_acc/aux1: 0.6012, top5_acc/aux1: 0.8226, loss_cls/aux1: 1.6237, loss/aux1: 1.6237, top1_acc/aux2: 0.5148, top5_acc/aux2: 0.7589, loss_cls/aux2: 1.9864, loss/aux2: 1.9864 2020-10-26 14:57:59,871 - mmaction - INFO - Epoch [168][200/264] lr: 1.214e-01, eta: 6:03:52, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.5464, top5_acc: 0.7872, loss_cls: 1.8364, loss: 1.8364, grad_norm: 1.7575, top1_acc/aux0: 0.5795, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6994, loss/aux0: 1.6994, top1_acc/aux1: 0.5944, top5_acc/aux1: 0.8226, loss_cls/aux1: 1.6520, loss/aux1: 1.6520, top1_acc/aux2: 0.5167, top5_acc/aux2: 0.7639, loss_cls/aux2: 1.9797, loss/aux2: 1.9797 2020-10-26 14:58:47,466 - mmaction - INFO - Epoch [168][220/264] lr: 1.214e-01, eta: 6:03:34, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5507, top5_acc: 0.7946, loss_cls: 1.8027, loss: 1.8027, grad_norm: 1.7271, top1_acc/aux0: 0.5906, top5_acc/aux0: 0.8248, loss_cls/aux0: 1.6669, loss/aux0: 1.6669, top1_acc/aux1: 0.5917, top5_acc/aux1: 0.8203, loss_cls/aux1: 1.6680, loss/aux1: 1.6680, top1_acc/aux2: 0.5177, top5_acc/aux2: 0.7606, loss_cls/aux2: 1.9870, loss/aux2: 1.9870 2020-10-26 14:59:35,116 - mmaction - INFO - Epoch [168][240/264] lr: 1.214e-01, eta: 6:03:15, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5366, top5_acc: 0.7814, loss_cls: 1.8581, loss: 1.8581, grad_norm: 1.7505, top1_acc/aux0: 0.5894, top5_acc/aux0: 0.8205, loss_cls/aux0: 1.6719, loss/aux0: 1.6719, top1_acc/aux1: 0.5981, top5_acc/aux1: 0.8276, loss_cls/aux1: 1.6265, loss/aux1: 1.6265, top1_acc/aux2: 0.5075, top5_acc/aux2: 0.7589, loss_cls/aux2: 2.0011, loss/aux2: 2.0011 2020-10-26 15:00:32,221 - mmaction - INFO - Epoch [168][260/264] lr: 1.214e-01, eta: 6:03:01, time: 1.409, data_time: 0.000, memory: 8466, top1_acc: 0.5510, top5_acc: 0.7880, loss_cls: 1.8371, loss: 1.8371, grad_norm: 1.7257, top1_acc/aux0: 0.5755, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7137, loss/aux0: 1.7137, top1_acc/aux1: 0.5931, top5_acc/aux1: 0.8248, loss_cls/aux1: 1.6465, loss/aux1: 1.6465, top1_acc/aux2: 0.5135, top5_acc/aux2: 0.7622, loss_cls/aux2: 1.9838, loss/aux2: 1.9838 2020-10-26 15:00:56,891 - mmaction - INFO - Saving checkpoint at 168 epochs 2020-10-26 15:02:30,511 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-26 15:02:30,672 - mmaction - INFO - top1_acc 0.6410 top5_acc 0.8634 2020-10-26 15:02:30,672 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-26 15:02:30,734 - mmaction - INFO - mean_acc 0.6414 2020-10-26 15:02:30,734 - mmaction - INFO - Now best checkpoint is epoch_168.pth 2020-10-26 15:02:30,745 - mmaction - INFO - Epoch(val) [168][264] top1_acc: 0.6410, top5_acc: 0.8634, mean_class_accuracy: 0.6414 2020-10-26 15:05:46,311 - mmaction - INFO - Epoch [169][20/264] lr: 1.189e-01, eta: 6:02:37, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5608, top5_acc: 0.7993, loss_cls: 1.7725, loss: 1.7725, grad_norm: 1.7129, top1_acc/aux0: 0.5819, top5_acc/aux0: 0.8163, loss_cls/aux0: 1.6906, loss/aux0: 1.6906, top1_acc/aux1: 0.6097, top5_acc/aux1: 0.8240, loss_cls/aux1: 1.5960, loss/aux1: 1.5960, top1_acc/aux2: 0.5097, top5_acc/aux2: 0.7608, loss_cls/aux2: 2.0010, loss/aux2: 2.0010 2020-10-26 15:06:33,918 - mmaction - INFO - Epoch [169][40/264] lr: 1.189e-01, eta: 6:02:18, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.5497, top5_acc: 0.7823, loss_cls: 1.8370, loss: 1.8370, grad_norm: 1.7631, top1_acc/aux0: 0.5842, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6798, loss/aux0: 1.6798, top1_acc/aux1: 0.6078, top5_acc/aux1: 0.8257, loss_cls/aux1: 1.5934, loss/aux1: 1.5934, top1_acc/aux2: 0.5122, top5_acc/aux2: 0.7618, loss_cls/aux2: 1.9737, loss/aux2: 1.9737 2020-10-26 15:07:20,911 - mmaction - INFO - Epoch [169][60/264] lr: 1.189e-01, eta: 6:02:00, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.5545, top5_acc: 0.7903, loss_cls: 1.8169, loss: 1.8169, grad_norm: 1.7663, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8134, loss_cls/aux0: 1.7186, loss/aux0: 1.7186, top1_acc/aux1: 0.5995, top5_acc/aux1: 0.8231, loss_cls/aux1: 1.6249, loss/aux1: 1.6249, top1_acc/aux2: 0.5188, top5_acc/aux2: 0.7628, loss_cls/aux2: 1.9555, loss/aux2: 1.9555 2020-10-26 15:08:08,068 - mmaction - INFO - Epoch [169][80/264] lr: 1.189e-01, eta: 6:01:41, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5552, top5_acc: 0.7917, loss_cls: 1.7983, loss: 1.7983, grad_norm: 1.7500, top1_acc/aux0: 0.5712, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7311, loss/aux0: 1.7311, top1_acc/aux1: 0.5964, top5_acc/aux1: 0.8193, loss_cls/aux1: 1.6507, loss/aux1: 1.6507, top1_acc/aux2: 0.5217, top5_acc/aux2: 0.7644, loss_cls/aux2: 1.9631, loss/aux2: 1.9631 2020-10-26 15:08:55,575 - mmaction - INFO - Epoch [169][100/264] lr: 1.189e-01, eta: 6:01:22, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5398, top5_acc: 0.7821, loss_cls: 1.8488, loss: 1.8488, grad_norm: 1.6867, top1_acc/aux0: 0.5858, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6586, loss/aux0: 1.6586, top1_acc/aux1: 0.5967, top5_acc/aux1: 0.8155, loss_cls/aux1: 1.6467, loss/aux1: 1.6467, top1_acc/aux2: 0.5267, top5_acc/aux2: 0.7691, loss_cls/aux2: 1.9512, loss/aux2: 1.9512 2020-10-26 15:09:42,932 - mmaction - INFO - Epoch [169][120/264] lr: 1.189e-01, eta: 6:01:04, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5509, top5_acc: 0.7896, loss_cls: 1.8469, loss: 1.8469, grad_norm: 1.7353, top1_acc/aux0: 0.5797, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.6883, loss/aux0: 1.6883, top1_acc/aux1: 0.5908, top5_acc/aux1: 0.8175, loss_cls/aux1: 1.6432, loss/aux1: 1.6432, top1_acc/aux2: 0.5227, top5_acc/aux2: 0.7674, loss_cls/aux2: 1.9634, loss/aux2: 1.9634 2020-10-26 15:10:30,357 - mmaction - INFO - Epoch [169][140/264] lr: 1.189e-01, eta: 6:00:45, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5568, top5_acc: 0.7931, loss_cls: 1.7971, loss: 1.7971, grad_norm: 1.7511, top1_acc/aux0: 0.5731, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7262, loss/aux0: 1.7262, top1_acc/aux1: 0.5896, top5_acc/aux1: 0.8220, loss_cls/aux1: 1.6517, loss/aux1: 1.6517, top1_acc/aux2: 0.5188, top5_acc/aux2: 0.7656, loss_cls/aux2: 1.9633, loss/aux2: 1.9633 2020-10-26 15:11:17,479 - mmaction - INFO - Epoch [169][160/264] lr: 1.189e-01, eta: 6:00:26, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5425, top5_acc: 0.7799, loss_cls: 1.8714, loss: 1.8714, grad_norm: 1.7380, top1_acc/aux0: 0.5809, top5_acc/aux0: 0.8191, loss_cls/aux0: 1.6763, loss/aux0: 1.6763, top1_acc/aux1: 0.5988, top5_acc/aux1: 0.8212, loss_cls/aux1: 1.6444, loss/aux1: 1.6444, top1_acc/aux2: 0.5280, top5_acc/aux2: 0.7720, loss_cls/aux2: 1.9222, loss/aux2: 1.9222 2020-10-26 15:12:05,581 - mmaction - INFO - Epoch [169][180/264] lr: 1.189e-01, eta: 6:00:08, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5382, top5_acc: 0.7778, loss_cls: 1.8876, loss: 1.8876, grad_norm: 1.7628, top1_acc/aux0: 0.5826, top5_acc/aux0: 0.8196, loss_cls/aux0: 1.6553, loss/aux0: 1.6553, top1_acc/aux1: 0.6063, top5_acc/aux1: 0.8253, loss_cls/aux1: 1.6100, loss/aux1: 1.6100, top1_acc/aux2: 0.5158, top5_acc/aux2: 0.7648, loss_cls/aux2: 1.9752, loss/aux2: 1.9752 2020-10-26 15:12:53,361 - mmaction - INFO - Epoch [169][200/264] lr: 1.189e-01, eta: 5:59:49, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.5497, top5_acc: 0.7910, loss_cls: 1.8357, loss: 1.8357, grad_norm: 1.7625, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8188, loss_cls/aux0: 1.6584, loss/aux0: 1.6584, top1_acc/aux1: 0.6035, top5_acc/aux1: 0.8205, loss_cls/aux1: 1.6280, loss/aux1: 1.6280, top1_acc/aux2: 0.4993, top5_acc/aux2: 0.7556, loss_cls/aux2: 2.0333, loss/aux2: 2.0333 2020-10-26 15:13:40,906 - mmaction - INFO - Epoch [169][220/264] lr: 1.189e-01, eta: 5:59:31, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5451, top5_acc: 0.7917, loss_cls: 1.8331, loss: 1.8331, grad_norm: 1.7596, top1_acc/aux0: 0.5792, top5_acc/aux0: 0.8165, loss_cls/aux0: 1.6833, loss/aux0: 1.6833, top1_acc/aux1: 0.5951, top5_acc/aux1: 0.8179, loss_cls/aux1: 1.6462, loss/aux1: 1.6462, top1_acc/aux2: 0.5071, top5_acc/aux2: 0.7604, loss_cls/aux2: 1.9997, loss/aux2: 1.9997 2020-10-26 15:14:28,289 - mmaction - INFO - Epoch [169][240/264] lr: 1.189e-01, eta: 5:59:12, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5575, top5_acc: 0.7922, loss_cls: 1.7999, loss: 1.7999, grad_norm: 1.7417, top1_acc/aux0: 0.5802, top5_acc/aux0: 0.8111, loss_cls/aux0: 1.7053, loss/aux0: 1.7053, top1_acc/aux1: 0.6019, top5_acc/aux1: 0.8217, loss_cls/aux1: 1.6078, loss/aux1: 1.6078, top1_acc/aux2: 0.5141, top5_acc/aux2: 0.7601, loss_cls/aux2: 1.9894, loss/aux2: 1.9894 2020-10-26 15:15:15,798 - mmaction - INFO - Epoch [169][260/264] lr: 1.189e-01, eta: 5:58:53, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5462, top5_acc: 0.7878, loss_cls: 1.8307, loss: 1.8307, grad_norm: 1.7092, top1_acc/aux0: 0.5835, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6937, loss/aux0: 1.6937, top1_acc/aux1: 0.6057, top5_acc/aux1: 0.8151, loss_cls/aux1: 1.6283, loss/aux1: 1.6283, top1_acc/aux2: 0.5215, top5_acc/aux2: 0.7573, loss_cls/aux2: 1.9906, loss/aux2: 1.9906 2020-10-26 15:19:56,316 - mmaction - INFO - Epoch [170][20/264] lr: 1.165e-01, eta: 5:58:29, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5510, top5_acc: 0.7899, loss_cls: 1.8259, loss: 1.8259, grad_norm: 1.7542, top1_acc/aux0: 0.5757, top5_acc/aux0: 0.8181, loss_cls/aux0: 1.7114, loss/aux0: 1.7114, top1_acc/aux1: 0.5885, top5_acc/aux1: 0.8257, loss_cls/aux1: 1.6612, loss/aux1: 1.6612, top1_acc/aux2: 0.5208, top5_acc/aux2: 0.7743, loss_cls/aux2: 1.9033, loss/aux2: 1.9033 2020-10-26 15:20:43,428 - mmaction - INFO - Epoch [170][40/264] lr: 1.165e-01, eta: 5:58:10, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5467, top5_acc: 0.7837, loss_cls: 1.8475, loss: 1.8475, grad_norm: 1.7408, top1_acc/aux0: 0.5858, top5_acc/aux0: 0.8170, loss_cls/aux0: 1.6794, loss/aux0: 1.6794, top1_acc/aux1: 0.5931, top5_acc/aux1: 0.8233, loss_cls/aux1: 1.6434, loss/aux1: 1.6434, top1_acc/aux2: 0.5203, top5_acc/aux2: 0.7656, loss_cls/aux2: 1.9420, loss/aux2: 1.9420 2020-10-26 15:21:30,828 - mmaction - INFO - Epoch [170][60/264] lr: 1.165e-01, eta: 5:57:51, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.5566, top5_acc: 0.7918, loss_cls: 1.8085, loss: 1.8085, grad_norm: 1.7741, top1_acc/aux0: 0.5905, top5_acc/aux0: 0.8160, loss_cls/aux0: 1.6558, loss/aux0: 1.6558, top1_acc/aux1: 0.6010, top5_acc/aux1: 0.8245, loss_cls/aux1: 1.6081, loss/aux1: 1.6081, top1_acc/aux2: 0.5193, top5_acc/aux2: 0.7646, loss_cls/aux2: 1.9615, loss/aux2: 1.9615 2020-10-26 15:22:18,100 - mmaction - INFO - Epoch [170][80/264] lr: 1.165e-01, eta: 5:57:33, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5568, top5_acc: 0.7936, loss_cls: 1.8197, loss: 1.8197, grad_norm: 1.7527, top1_acc/aux0: 0.5851, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.7015, loss/aux0: 1.7015, top1_acc/aux1: 0.5983, top5_acc/aux1: 0.8269, loss_cls/aux1: 1.6035, loss/aux1: 1.6035, top1_acc/aux2: 0.5134, top5_acc/aux2: 0.7627, loss_cls/aux2: 1.9832, loss/aux2: 1.9832 2020-10-26 15:23:05,816 - mmaction - INFO - Epoch [170][100/264] lr: 1.165e-01, eta: 5:57:14, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5571, top5_acc: 0.7944, loss_cls: 1.7959, loss: 1.7959, grad_norm: 1.7372, top1_acc/aux0: 0.5793, top5_acc/aux0: 0.8095, loss_cls/aux0: 1.7437, loss/aux0: 1.7437, top1_acc/aux1: 0.5929, top5_acc/aux1: 0.8233, loss_cls/aux1: 1.6314, loss/aux1: 1.6314, top1_acc/aux2: 0.5151, top5_acc/aux2: 0.7606, loss_cls/aux2: 1.9831, loss/aux2: 1.9831 2020-10-26 15:23:53,162 - mmaction - INFO - Epoch [170][120/264] lr: 1.165e-01, eta: 5:56:56, time: 0.947, data_time: 0.001, memory: 8466, top1_acc: 0.5528, top5_acc: 0.7941, loss_cls: 1.8113, loss: 1.8113, grad_norm: 1.7157, top1_acc/aux0: 0.5821, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7251, loss/aux0: 1.7251, top1_acc/aux1: 0.5918, top5_acc/aux1: 0.8210, loss_cls/aux1: 1.6568, loss/aux1: 1.6568, top1_acc/aux2: 0.5196, top5_acc/aux2: 0.7682, loss_cls/aux2: 1.9369, loss/aux2: 1.9369 2020-10-26 15:24:40,371 - mmaction - INFO - Epoch [170][140/264] lr: 1.165e-01, eta: 5:56:37, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5474, top5_acc: 0.7764, loss_cls: 1.8738, loss: 1.8738, grad_norm: 1.7339, top1_acc/aux0: 0.5944, top5_acc/aux0: 0.8191, loss_cls/aux0: 1.6603, loss/aux0: 1.6603, top1_acc/aux1: 0.5967, top5_acc/aux1: 0.8306, loss_cls/aux1: 1.6156, loss/aux1: 1.6156, top1_acc/aux2: 0.5179, top5_acc/aux2: 0.7686, loss_cls/aux2: 1.9499, loss/aux2: 1.9499 2020-10-26 15:25:27,909 - mmaction - INFO - Epoch [170][160/264] lr: 1.165e-01, eta: 5:56:18, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5484, top5_acc: 0.7911, loss_cls: 1.8269, loss: 1.8269, grad_norm: 1.7629, top1_acc/aux0: 0.5832, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6650, loss/aux0: 1.6650, top1_acc/aux1: 0.5934, top5_acc/aux1: 0.8273, loss_cls/aux1: 1.6104, loss/aux1: 1.6104, top1_acc/aux2: 0.5215, top5_acc/aux2: 0.7655, loss_cls/aux2: 1.9713, loss/aux2: 1.9713 2020-10-26 15:26:15,698 - mmaction - INFO - Epoch [170][180/264] lr: 1.165e-01, eta: 5:56:00, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.5524, top5_acc: 0.7889, loss_cls: 1.8200, loss: 1.8200, grad_norm: 1.7612, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7541, loss/aux0: 1.7541, top1_acc/aux1: 0.5922, top5_acc/aux1: 0.8266, loss_cls/aux1: 1.6189, loss/aux1: 1.6189, top1_acc/aux2: 0.5285, top5_acc/aux2: 0.7648, loss_cls/aux2: 1.9566, loss/aux2: 1.9566 2020-10-26 15:27:03,026 - mmaction - INFO - Epoch [170][200/264] lr: 1.165e-01, eta: 5:55:41, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5637, top5_acc: 0.7939, loss_cls: 1.7805, loss: 1.7805, grad_norm: 1.7605, top1_acc/aux0: 0.5774, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7435, loss/aux0: 1.7435, top1_acc/aux1: 0.5976, top5_acc/aux1: 0.8311, loss_cls/aux1: 1.5954, loss/aux1: 1.5954, top1_acc/aux2: 0.5264, top5_acc/aux2: 0.7738, loss_cls/aux2: 1.9257, loss/aux2: 1.9257 2020-10-26 15:27:50,291 - mmaction - INFO - Epoch [170][220/264] lr: 1.165e-01, eta: 5:55:23, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5545, top5_acc: 0.7908, loss_cls: 1.8145, loss: 1.8145, grad_norm: 1.7665, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.7170, loss/aux0: 1.7170, top1_acc/aux1: 0.5932, top5_acc/aux1: 0.8201, loss_cls/aux1: 1.6372, loss/aux1: 1.6372, top1_acc/aux2: 0.5168, top5_acc/aux2: 0.7748, loss_cls/aux2: 1.9353, loss/aux2: 1.9353 2020-10-26 15:28:37,752 - mmaction - INFO - Epoch [170][240/264] lr: 1.165e-01, eta: 5:55:04, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5411, top5_acc: 0.7859, loss_cls: 1.8359, loss: 1.8359, grad_norm: 1.7683, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8186, loss_cls/aux0: 1.7054, loss/aux0: 1.7054, top1_acc/aux1: 0.5958, top5_acc/aux1: 0.8194, loss_cls/aux1: 1.6277, loss/aux1: 1.6277, top1_acc/aux2: 0.5161, top5_acc/aux2: 0.7620, loss_cls/aux2: 1.9765, loss/aux2: 1.9765 2020-10-26 15:29:25,463 - mmaction - INFO - Epoch [170][260/264] lr: 1.165e-01, eta: 5:54:45, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.5547, top5_acc: 0.7950, loss_cls: 1.7955, loss: 1.7955, grad_norm: 1.7512, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8179, loss_cls/aux0: 1.6787, loss/aux0: 1.6787, top1_acc/aux1: 0.5957, top5_acc/aux1: 0.8283, loss_cls/aux1: 1.5987, loss/aux1: 1.5987, top1_acc/aux2: 0.5135, top5_acc/aux2: 0.7533, loss_cls/aux2: 2.0195, loss/aux2: 2.0195 2020-10-26 15:33:30,499 - mmaction - INFO - Epoch [171][20/264] lr: 1.141e-01, eta: 5:54:21, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5557, top5_acc: 0.7894, loss_cls: 1.8058, loss: 1.8058, grad_norm: 1.7333, top1_acc/aux0: 0.5858, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.6796, loss/aux0: 1.6796, top1_acc/aux1: 0.5972, top5_acc/aux1: 0.8215, loss_cls/aux1: 1.6181, loss/aux1: 1.6181, top1_acc/aux2: 0.5212, top5_acc/aux2: 0.7583, loss_cls/aux2: 1.9723, loss/aux2: 1.9723 2020-10-26 15:34:17,568 - mmaction - INFO - Epoch [171][40/264] lr: 1.141e-01, eta: 5:54:02, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5573, top5_acc: 0.7946, loss_cls: 1.8196, loss: 1.8196, grad_norm: 1.7310, top1_acc/aux0: 0.5830, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6842, loss/aux0: 1.6842, top1_acc/aux1: 0.6033, top5_acc/aux1: 0.8273, loss_cls/aux1: 1.5888, loss/aux1: 1.5888, top1_acc/aux2: 0.5125, top5_acc/aux2: 0.7564, loss_cls/aux2: 1.9814, loss/aux2: 1.9814 2020-10-26 15:35:04,710 - mmaction - INFO - Epoch [171][60/264] lr: 1.141e-01, eta: 5:53:44, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5599, top5_acc: 0.7839, loss_cls: 1.8183, loss: 1.8183, grad_norm: 1.7404, top1_acc/aux0: 0.5764, top5_acc/aux0: 0.8186, loss_cls/aux0: 1.6921, loss/aux0: 1.6921, top1_acc/aux1: 0.6068, top5_acc/aux1: 0.8300, loss_cls/aux1: 1.5828, loss/aux1: 1.5828, top1_acc/aux2: 0.5134, top5_acc/aux2: 0.7580, loss_cls/aux2: 1.9740, loss/aux2: 1.9740 2020-10-26 15:35:52,283 - mmaction - INFO - Epoch [171][80/264] lr: 1.141e-01, eta: 5:53:25, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5729, top5_acc: 0.7991, loss_cls: 1.7293, loss: 1.7293, grad_norm: 1.7516, top1_acc/aux0: 0.5816, top5_acc/aux0: 0.8188, loss_cls/aux0: 1.6650, loss/aux0: 1.6650, top1_acc/aux1: 0.6035, top5_acc/aux1: 0.8252, loss_cls/aux1: 1.6007, loss/aux1: 1.6007, top1_acc/aux2: 0.5253, top5_acc/aux2: 0.7655, loss_cls/aux2: 1.9396, loss/aux2: 1.9396 2020-10-26 15:36:39,705 - mmaction - INFO - Epoch [171][100/264] lr: 1.141e-01, eta: 5:53:06, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5542, top5_acc: 0.7906, loss_cls: 1.8300, loss: 1.8300, grad_norm: 1.7575, top1_acc/aux0: 0.5814, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.6691, loss/aux0: 1.6691, top1_acc/aux1: 0.6026, top5_acc/aux1: 0.8231, loss_cls/aux1: 1.5999, loss/aux1: 1.5999, top1_acc/aux2: 0.5264, top5_acc/aux2: 0.7675, loss_cls/aux2: 1.9302, loss/aux2: 1.9302 2020-10-26 15:37:27,391 - mmaction - INFO - Epoch [171][120/264] lr: 1.141e-01, eta: 5:52:48, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5585, top5_acc: 0.7885, loss_cls: 1.7996, loss: 1.7996, grad_norm: 1.7741, top1_acc/aux0: 0.5740, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7167, loss/aux0: 1.7167, top1_acc/aux1: 0.6043, top5_acc/aux1: 0.8243, loss_cls/aux1: 1.5978, loss/aux1: 1.5978, top1_acc/aux2: 0.5339, top5_acc/aux2: 0.7710, loss_cls/aux2: 1.9101, loss/aux2: 1.9101 2020-10-26 15:38:15,043 - mmaction - INFO - Epoch [171][140/264] lr: 1.141e-01, eta: 5:52:29, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.5575, top5_acc: 0.7924, loss_cls: 1.7904, loss: 1.7904, grad_norm: 1.7297, top1_acc/aux0: 0.5811, top5_acc/aux0: 0.8153, loss_cls/aux0: 1.7046, loss/aux0: 1.7046, top1_acc/aux1: 0.5981, top5_acc/aux1: 0.8264, loss_cls/aux1: 1.6155, loss/aux1: 1.6155, top1_acc/aux2: 0.5316, top5_acc/aux2: 0.7712, loss_cls/aux2: 1.9050, loss/aux2: 1.9050 2020-10-26 15:39:02,443 - mmaction - INFO - Epoch [171][160/264] lr: 1.141e-01, eta: 5:52:10, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5554, top5_acc: 0.7852, loss_cls: 1.8334, loss: 1.8334, grad_norm: 1.7346, top1_acc/aux0: 0.5934, top5_acc/aux0: 0.8231, loss_cls/aux0: 1.6621, loss/aux0: 1.6621, top1_acc/aux1: 0.5937, top5_acc/aux1: 0.8245, loss_cls/aux1: 1.6170, loss/aux1: 1.6170, top1_acc/aux2: 0.5189, top5_acc/aux2: 0.7658, loss_cls/aux2: 1.9452, loss/aux2: 1.9452 2020-10-26 15:39:49,630 - mmaction - INFO - Epoch [171][180/264] lr: 1.141e-01, eta: 5:51:52, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5540, top5_acc: 0.7861, loss_cls: 1.7970, loss: 1.7970, grad_norm: 1.7666, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8212, loss_cls/aux0: 1.6431, loss/aux0: 1.6431, top1_acc/aux1: 0.5988, top5_acc/aux1: 0.8203, loss_cls/aux1: 1.6090, loss/aux1: 1.6090, top1_acc/aux2: 0.5243, top5_acc/aux2: 0.7668, loss_cls/aux2: 1.9442, loss/aux2: 1.9442 2020-10-26 15:40:37,221 - mmaction - INFO - Epoch [171][200/264] lr: 1.141e-01, eta: 5:51:33, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.5604, top5_acc: 0.7934, loss_cls: 1.7945, loss: 1.7945, grad_norm: 1.7328, top1_acc/aux0: 0.5995, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6565, loss/aux0: 1.6565, top1_acc/aux1: 0.5964, top5_acc/aux1: 0.8172, loss_cls/aux1: 1.6371, loss/aux1: 1.6371, top1_acc/aux2: 0.5302, top5_acc/aux2: 0.7707, loss_cls/aux2: 1.9237, loss/aux2: 1.9237 2020-10-26 15:41:24,661 - mmaction - INFO - Epoch [171][220/264] lr: 1.141e-01, eta: 5:51:14, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5469, top5_acc: 0.7830, loss_cls: 1.8608, loss: 1.8608, grad_norm: 1.7674, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8194, loss_cls/aux0: 1.6953, loss/aux0: 1.6953, top1_acc/aux1: 0.5955, top5_acc/aux1: 0.8227, loss_cls/aux1: 1.6277, loss/aux1: 1.6277, top1_acc/aux2: 0.5281, top5_acc/aux2: 0.7679, loss_cls/aux2: 1.9207, loss/aux2: 1.9207 2020-10-26 15:42:12,206 - mmaction - INFO - Epoch [171][240/264] lr: 1.141e-01, eta: 5:50:56, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5517, top5_acc: 0.7816, loss_cls: 1.8485, loss: 1.8485, grad_norm: 1.7735, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8196, loss_cls/aux0: 1.6930, loss/aux0: 1.6930, top1_acc/aux1: 0.5988, top5_acc/aux1: 0.8326, loss_cls/aux1: 1.5953, loss/aux1: 1.5953, top1_acc/aux2: 0.5227, top5_acc/aux2: 0.7620, loss_cls/aux2: 1.9499, loss/aux2: 1.9499 2020-10-26 15:42:59,887 - mmaction - INFO - Epoch [171][260/264] lr: 1.141e-01, eta: 5:50:37, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.5507, top5_acc: 0.7849, loss_cls: 1.8457, loss: 1.8457, grad_norm: 1.7740, top1_acc/aux0: 0.5866, top5_acc/aux0: 0.8226, loss_cls/aux0: 1.6799, loss/aux0: 1.6799, top1_acc/aux1: 0.6064, top5_acc/aux1: 0.8302, loss_cls/aux1: 1.5877, loss/aux1: 1.5877, top1_acc/aux2: 0.5273, top5_acc/aux2: 0.7658, loss_cls/aux2: 1.9309, loss/aux2: 1.9309 2020-10-26 15:47:09,718 - mmaction - INFO - Epoch [172][20/264] lr: 1.117e-01, eta: 5:50:13, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5580, top5_acc: 0.7974, loss_cls: 1.7807, loss: 1.7807, grad_norm: 1.8010, top1_acc/aux0: 0.5764, top5_acc/aux0: 0.8111, loss_cls/aux0: 1.7187, loss/aux0: 1.7187, top1_acc/aux1: 0.5847, top5_acc/aux1: 0.8181, loss_cls/aux1: 1.6456, loss/aux1: 1.6456, top1_acc/aux2: 0.5389, top5_acc/aux2: 0.7833, loss_cls/aux2: 1.8758, loss/aux2: 1.8758 2020-10-26 15:47:57,035 - mmaction - INFO - Epoch [172][40/264] lr: 1.117e-01, eta: 5:49:54, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5535, top5_acc: 0.7941, loss_cls: 1.8043, loss: 1.8043, grad_norm: 1.7589, top1_acc/aux0: 0.5752, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7144, loss/aux0: 1.7144, top1_acc/aux1: 0.5908, top5_acc/aux1: 0.8231, loss_cls/aux1: 1.6405, loss/aux1: 1.6405, top1_acc/aux2: 0.5295, top5_acc/aux2: 0.7767, loss_cls/aux2: 1.9013, loss/aux2: 1.9013 2020-10-26 15:48:44,516 - mmaction - INFO - Epoch [172][60/264] lr: 1.117e-01, eta: 5:49:36, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5595, top5_acc: 0.7866, loss_cls: 1.7995, loss: 1.7995, grad_norm: 1.7638, top1_acc/aux0: 0.5828, top5_acc/aux0: 0.8165, loss_cls/aux0: 1.6889, loss/aux0: 1.6889, top1_acc/aux1: 0.6003, top5_acc/aux1: 0.8260, loss_cls/aux1: 1.6258, loss/aux1: 1.6258, top1_acc/aux2: 0.5238, top5_acc/aux2: 0.7705, loss_cls/aux2: 1.9382, loss/aux2: 1.9382 2020-10-26 15:49:31,994 - mmaction - INFO - Epoch [172][80/264] lr: 1.117e-01, eta: 5:49:17, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.5561, top5_acc: 0.7917, loss_cls: 1.7840, loss: 1.7840, grad_norm: 1.8186, top1_acc/aux0: 0.5936, top5_acc/aux0: 0.8212, loss_cls/aux0: 1.6564, loss/aux0: 1.6564, top1_acc/aux1: 0.5986, top5_acc/aux1: 0.8227, loss_cls/aux1: 1.6136, loss/aux1: 1.6136, top1_acc/aux2: 0.5238, top5_acc/aux2: 0.7724, loss_cls/aux2: 1.9440, loss/aux2: 1.9440 2020-10-26 15:50:19,126 - mmaction - INFO - Epoch [172][100/264] lr: 1.117e-01, eta: 5:48:58, time: 0.950, data_time: 0.001, memory: 8466, top1_acc: 0.5521, top5_acc: 0.7905, loss_cls: 1.7993, loss: 1.7993, grad_norm: 1.7409, top1_acc/aux0: 0.5889, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6684, loss/aux0: 1.6684, top1_acc/aux1: 0.6035, top5_acc/aux1: 0.8257, loss_cls/aux1: 1.5889, loss/aux1: 1.5889, top1_acc/aux2: 0.5229, top5_acc/aux2: 0.7724, loss_cls/aux2: 1.9365, loss/aux2: 1.9365 2020-10-26 15:51:06,732 - mmaction - INFO - Epoch [172][120/264] lr: 1.117e-01, eta: 5:48:40, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.5625, top5_acc: 0.7826, loss_cls: 1.8181, loss: 1.8181, grad_norm: 1.7411, top1_acc/aux0: 0.5873, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6720, loss/aux0: 1.6720, top1_acc/aux1: 0.6059, top5_acc/aux1: 0.8323, loss_cls/aux1: 1.5742, loss/aux1: 1.5742, top1_acc/aux2: 0.5257, top5_acc/aux2: 0.7703, loss_cls/aux2: 1.9477, loss/aux2: 1.9477 2020-10-26 15:51:54,511 - mmaction - INFO - Epoch [172][140/264] lr: 1.117e-01, eta: 5:48:21, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5450, top5_acc: 0.7807, loss_cls: 1.8249, loss: 1.8249, grad_norm: 1.8106, top1_acc/aux0: 0.5924, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6570, loss/aux0: 1.6570, top1_acc/aux1: 0.5962, top5_acc/aux1: 0.8253, loss_cls/aux1: 1.6146, loss/aux1: 1.6146, top1_acc/aux2: 0.5193, top5_acc/aux2: 0.7649, loss_cls/aux2: 1.9730, loss/aux2: 1.9730 2020-10-26 15:52:41,660 - mmaction - INFO - Epoch [172][160/264] lr: 1.117e-01, eta: 5:48:02, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5524, top5_acc: 0.7856, loss_cls: 1.8067, loss: 1.8067, grad_norm: 1.7405, top1_acc/aux0: 0.5891, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6696, loss/aux0: 1.6696, top1_acc/aux1: 0.6002, top5_acc/aux1: 0.8226, loss_cls/aux1: 1.6161, loss/aux1: 1.6161, top1_acc/aux2: 0.5227, top5_acc/aux2: 0.7736, loss_cls/aux2: 1.9310, loss/aux2: 1.9310 2020-10-26 15:53:28,946 - mmaction - INFO - Epoch [172][180/264] lr: 1.117e-01, eta: 5:47:44, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5615, top5_acc: 0.7972, loss_cls: 1.7825, loss: 1.7825, grad_norm: 1.7840, top1_acc/aux0: 0.5920, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6488, loss/aux0: 1.6488, top1_acc/aux1: 0.6003, top5_acc/aux1: 0.8234, loss_cls/aux1: 1.6163, loss/aux1: 1.6163, top1_acc/aux2: 0.5252, top5_acc/aux2: 0.7757, loss_cls/aux2: 1.9236, loss/aux2: 1.9236 2020-10-26 15:54:16,215 - mmaction - INFO - Epoch [172][200/264] lr: 1.117e-01, eta: 5:47:25, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5514, top5_acc: 0.7847, loss_cls: 1.8540, loss: 1.8540, grad_norm: 1.7728, top1_acc/aux0: 0.5924, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6571, loss/aux0: 1.6571, top1_acc/aux1: 0.6017, top5_acc/aux1: 0.8278, loss_cls/aux1: 1.5976, loss/aux1: 1.5976, top1_acc/aux2: 0.5245, top5_acc/aux2: 0.7675, loss_cls/aux2: 1.9494, loss/aux2: 1.9494 2020-10-26 15:55:03,683 - mmaction - INFO - Epoch [172][220/264] lr: 1.117e-01, eta: 5:47:06, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5561, top5_acc: 0.7878, loss_cls: 1.8084, loss: 1.8084, grad_norm: 1.8012, top1_acc/aux0: 0.5872, top5_acc/aux0: 0.8233, loss_cls/aux0: 1.6722, loss/aux0: 1.6722, top1_acc/aux1: 0.5995, top5_acc/aux1: 0.8318, loss_cls/aux1: 1.5936, loss/aux1: 1.5936, top1_acc/aux2: 0.5333, top5_acc/aux2: 0.7677, loss_cls/aux2: 1.9293, loss/aux2: 1.9293 2020-10-26 15:55:51,331 - mmaction - INFO - Epoch [172][240/264] lr: 1.117e-01, eta: 5:46:48, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.5583, top5_acc: 0.7927, loss_cls: 1.8065, loss: 1.8065, grad_norm: 1.7889, top1_acc/aux0: 0.5873, top5_acc/aux0: 0.8226, loss_cls/aux0: 1.6672, loss/aux0: 1.6672, top1_acc/aux1: 0.5925, top5_acc/aux1: 0.8286, loss_cls/aux1: 1.6376, loss/aux1: 1.6376, top1_acc/aux2: 0.5297, top5_acc/aux2: 0.7667, loss_cls/aux2: 1.9486, loss/aux2: 1.9486 2020-10-26 15:56:38,701 - mmaction - INFO - Epoch [172][260/264] lr: 1.117e-01, eta: 5:46:29, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5557, top5_acc: 0.7826, loss_cls: 1.8129, loss: 1.8129, grad_norm: 1.7803, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6708, loss/aux0: 1.6708, top1_acc/aux1: 0.6016, top5_acc/aux1: 0.8293, loss_cls/aux1: 1.6267, loss/aux1: 1.6267, top1_acc/aux2: 0.5307, top5_acc/aux2: 0.7688, loss_cls/aux2: 1.9351, loss/aux2: 1.9351 2020-10-26 16:01:04,171 - mmaction - INFO - Epoch [173][20/264] lr: 1.093e-01, eta: 5:46:05, time: 0.976, data_time: 0.000, memory: 8466, top1_acc: 0.5628, top5_acc: 0.7932, loss_cls: 1.7847, loss: 1.7847, grad_norm: 1.7767, top1_acc/aux0: 0.5799, top5_acc/aux0: 0.8215, loss_cls/aux0: 1.6962, loss/aux0: 1.6962, top1_acc/aux1: 0.6045, top5_acc/aux1: 0.8299, loss_cls/aux1: 1.5813, loss/aux1: 1.5813, top1_acc/aux2: 0.5229, top5_acc/aux2: 0.7628, loss_cls/aux2: 1.9799, loss/aux2: 1.9799 2020-10-26 16:01:51,427 - mmaction - INFO - Epoch [173][40/264] lr: 1.093e-01, eta: 5:45:47, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5569, top5_acc: 0.7870, loss_cls: 1.8150, loss: 1.8150, grad_norm: 1.8002, top1_acc/aux0: 0.5856, top5_acc/aux0: 0.8248, loss_cls/aux0: 1.6591, loss/aux0: 1.6591, top1_acc/aux1: 0.6085, top5_acc/aux1: 0.8255, loss_cls/aux1: 1.5945, loss/aux1: 1.5945, top1_acc/aux2: 0.5253, top5_acc/aux2: 0.7693, loss_cls/aux2: 1.9454, loss/aux2: 1.9454 2020-10-26 16:02:38,896 - mmaction - INFO - Epoch [173][60/264] lr: 1.093e-01, eta: 5:45:28, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.5590, top5_acc: 0.7953, loss_cls: 1.7732, loss: 1.7732, grad_norm: 1.7872, top1_acc/aux0: 0.5915, top5_acc/aux0: 0.8210, loss_cls/aux0: 1.6455, loss/aux0: 1.6455, top1_acc/aux1: 0.6050, top5_acc/aux1: 0.8207, loss_cls/aux1: 1.6118, loss/aux1: 1.6118, top1_acc/aux2: 0.5281, top5_acc/aux2: 0.7793, loss_cls/aux2: 1.9181, loss/aux2: 1.9181 2020-10-26 16:03:26,460 - mmaction - INFO - Epoch [173][80/264] lr: 1.093e-01, eta: 5:45:09, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.5628, top5_acc: 0.7866, loss_cls: 1.7928, loss: 1.7928, grad_norm: 1.7962, top1_acc/aux0: 0.5924, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6733, loss/aux0: 1.6733, top1_acc/aux1: 0.6000, top5_acc/aux1: 0.8250, loss_cls/aux1: 1.6117, loss/aux1: 1.6117, top1_acc/aux2: 0.5281, top5_acc/aux2: 0.7731, loss_cls/aux2: 1.9404, loss/aux2: 1.9404 2020-10-26 16:04:14,001 - mmaction - INFO - Epoch [173][100/264] lr: 1.093e-01, eta: 5:44:51, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5635, top5_acc: 0.7911, loss_cls: 1.7950, loss: 1.7950, grad_norm: 1.7798, top1_acc/aux0: 0.5918, top5_acc/aux0: 0.8181, loss_cls/aux0: 1.6802, loss/aux0: 1.6802, top1_acc/aux1: 0.6057, top5_acc/aux1: 0.8300, loss_cls/aux1: 1.5856, loss/aux1: 1.5856, top1_acc/aux2: 0.5198, top5_acc/aux2: 0.7661, loss_cls/aux2: 1.9709, loss/aux2: 1.9709 2020-10-26 16:05:01,527 - mmaction - INFO - Epoch [173][120/264] lr: 1.093e-01, eta: 5:44:32, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5620, top5_acc: 0.7995, loss_cls: 1.7755, loss: 1.7755, grad_norm: 1.8361, top1_acc/aux0: 0.5894, top5_acc/aux0: 0.8149, loss_cls/aux0: 1.6912, loss/aux0: 1.6912, top1_acc/aux1: 0.6019, top5_acc/aux1: 0.8208, loss_cls/aux1: 1.6132, loss/aux1: 1.6132, top1_acc/aux2: 0.5144, top5_acc/aux2: 0.7705, loss_cls/aux2: 1.9559, loss/aux2: 1.9559 2020-10-26 16:05:49,068 - mmaction - INFO - Epoch [173][140/264] lr: 1.093e-01, eta: 5:44:13, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5613, top5_acc: 0.7931, loss_cls: 1.7890, loss: 1.7890, grad_norm: 1.7518, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.6874, loss/aux0: 1.6874, top1_acc/aux1: 0.5997, top5_acc/aux1: 0.8191, loss_cls/aux1: 1.6424, loss/aux1: 1.6424, top1_acc/aux2: 0.5198, top5_acc/aux2: 0.7675, loss_cls/aux2: 1.9386, loss/aux2: 1.9386 2020-10-26 16:06:36,541 - mmaction - INFO - Epoch [173][160/264] lr: 1.093e-01, eta: 5:43:55, time: 0.948, data_time: 0.001, memory: 8466, top1_acc: 0.5618, top5_acc: 0.7970, loss_cls: 1.7824, loss: 1.7824, grad_norm: 1.8036, top1_acc/aux0: 0.6030, top5_acc/aux0: 0.8274, loss_cls/aux0: 1.6122, loss/aux0: 1.6122, top1_acc/aux1: 0.6076, top5_acc/aux1: 0.8238, loss_cls/aux1: 1.5959, loss/aux1: 1.5959, top1_acc/aux2: 0.5233, top5_acc/aux2: 0.7627, loss_cls/aux2: 1.9503, loss/aux2: 1.9503 2020-10-26 16:07:24,241 - mmaction - INFO - Epoch [173][180/264] lr: 1.093e-01, eta: 5:43:36, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5575, top5_acc: 0.7894, loss_cls: 1.8120, loss: 1.8120, grad_norm: 1.8196, top1_acc/aux0: 0.6030, top5_acc/aux0: 0.8335, loss_cls/aux0: 1.5929, loss/aux0: 1.5929, top1_acc/aux1: 0.6033, top5_acc/aux1: 0.8288, loss_cls/aux1: 1.5741, loss/aux1: 1.5741, top1_acc/aux2: 0.5231, top5_acc/aux2: 0.7691, loss_cls/aux2: 1.9430, loss/aux2: 1.9430 2020-10-26 16:08:11,983 - mmaction - INFO - Epoch [173][200/264] lr: 1.093e-01, eta: 5:43:18, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.5510, top5_acc: 0.7905, loss_cls: 1.8008, loss: 1.8008, grad_norm: 1.7701, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8186, loss_cls/aux0: 1.6677, loss/aux0: 1.6677, top1_acc/aux1: 0.5970, top5_acc/aux1: 0.8323, loss_cls/aux1: 1.5771, loss/aux1: 1.5771, top1_acc/aux2: 0.5273, top5_acc/aux2: 0.7722, loss_cls/aux2: 1.9236, loss/aux2: 1.9236 2020-10-26 16:08:59,434 - mmaction - INFO - Epoch [173][220/264] lr: 1.093e-01, eta: 5:42:59, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5642, top5_acc: 0.7944, loss_cls: 1.7720, loss: 1.7720, grad_norm: 1.7710, top1_acc/aux0: 0.5809, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.6848, loss/aux0: 1.6848, top1_acc/aux1: 0.6033, top5_acc/aux1: 0.8344, loss_cls/aux1: 1.5635, loss/aux1: 1.5635, top1_acc/aux2: 0.5321, top5_acc/aux2: 0.7710, loss_cls/aux2: 1.9039, loss/aux2: 1.9039 2020-10-26 16:09:46,933 - mmaction - INFO - Epoch [173][240/264] lr: 1.093e-01, eta: 5:42:40, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5585, top5_acc: 0.7852, loss_cls: 1.8011, loss: 1.8011, grad_norm: 1.7225, top1_acc/aux0: 0.5845, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6731, loss/aux0: 1.6731, top1_acc/aux1: 0.6085, top5_acc/aux1: 0.8351, loss_cls/aux1: 1.5643, loss/aux1: 1.5643, top1_acc/aux2: 0.5264, top5_acc/aux2: 0.7715, loss_cls/aux2: 1.9287, loss/aux2: 1.9287 2020-10-26 16:11:02,586 - mmaction - INFO - Epoch [173][260/264] lr: 1.093e-01, eta: 5:42:30, time: 1.804, data_time: 0.005, memory: 8466, top1_acc: 0.5503, top5_acc: 0.7891, loss_cls: 1.8298, loss: 1.8298, grad_norm: 1.7769, top1_acc/aux0: 0.5837, top5_acc/aux0: 0.8188, loss_cls/aux0: 1.6933, loss/aux0: 1.6933, top1_acc/aux1: 0.6078, top5_acc/aux1: 0.8330, loss_cls/aux1: 1.5747, loss/aux1: 1.5747, top1_acc/aux2: 0.5299, top5_acc/aux2: 0.7724, loss_cls/aux2: 1.9235, loss/aux2: 1.9235 2020-10-26 16:14:44,782 - mmaction - INFO - Epoch [174][20/264] lr: 1.070e-01, eta: 5:42:06, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5687, top5_acc: 0.8002, loss_cls: 1.7642, loss: 1.7642, grad_norm: 1.7593, top1_acc/aux0: 0.5781, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.7149, loss/aux0: 1.7149, top1_acc/aux1: 0.5903, top5_acc/aux1: 0.8326, loss_cls/aux1: 1.6120, loss/aux1: 1.6120, top1_acc/aux2: 0.5146, top5_acc/aux2: 0.7583, loss_cls/aux2: 1.9674, loss/aux2: 1.9674 2020-10-26 16:15:32,458 - mmaction - INFO - Epoch [174][40/264] lr: 1.070e-01, eta: 5:41:47, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5793, top5_acc: 0.8043, loss_cls: 1.7232, loss: 1.7232, grad_norm: 1.8410, top1_acc/aux0: 0.5905, top5_acc/aux0: 0.8288, loss_cls/aux0: 1.6501, loss/aux0: 1.6501, top1_acc/aux1: 0.6036, top5_acc/aux1: 0.8345, loss_cls/aux1: 1.5790, loss/aux1: 1.5790, top1_acc/aux2: 0.5252, top5_acc/aux2: 0.7674, loss_cls/aux2: 1.9333, loss/aux2: 1.9333 2020-10-26 16:16:19,753 - mmaction - INFO - Epoch [174][60/264] lr: 1.070e-01, eta: 5:41:28, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5583, top5_acc: 0.7965, loss_cls: 1.7705, loss: 1.7705, grad_norm: 1.7919, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.6034, loss/aux0: 1.6034, top1_acc/aux1: 0.6054, top5_acc/aux1: 0.8297, loss_cls/aux1: 1.5881, loss/aux1: 1.5881, top1_acc/aux2: 0.5255, top5_acc/aux2: 0.7715, loss_cls/aux2: 1.9243, loss/aux2: 1.9243 2020-10-26 16:17:07,060 - mmaction - INFO - Epoch [174][80/264] lr: 1.070e-01, eta: 5:41:10, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5691, top5_acc: 0.7891, loss_cls: 1.7696, loss: 1.7696, grad_norm: 1.7633, top1_acc/aux0: 0.5913, top5_acc/aux0: 0.8205, loss_cls/aux0: 1.6530, loss/aux0: 1.6530, top1_acc/aux1: 0.5957, top5_acc/aux1: 0.8252, loss_cls/aux1: 1.6207, loss/aux1: 1.6207, top1_acc/aux2: 0.5201, top5_acc/aux2: 0.7681, loss_cls/aux2: 1.9467, loss/aux2: 1.9467 2020-10-26 16:17:54,740 - mmaction - INFO - Epoch [174][100/264] lr: 1.070e-01, eta: 5:40:51, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.5601, top5_acc: 0.7932, loss_cls: 1.8058, loss: 1.8058, grad_norm: 1.7832, top1_acc/aux0: 0.5908, top5_acc/aux0: 0.8132, loss_cls/aux0: 1.6834, loss/aux0: 1.6834, top1_acc/aux1: 0.6054, top5_acc/aux1: 0.8351, loss_cls/aux1: 1.5798, loss/aux1: 1.5798, top1_acc/aux2: 0.5240, top5_acc/aux2: 0.7677, loss_cls/aux2: 1.9525, loss/aux2: 1.9525 2020-10-26 16:18:42,272 - mmaction - INFO - Epoch [174][120/264] lr: 1.070e-01, eta: 5:40:33, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.5667, top5_acc: 0.8017, loss_cls: 1.7605, loss: 1.7605, grad_norm: 1.8193, top1_acc/aux0: 0.5851, top5_acc/aux0: 0.8184, loss_cls/aux0: 1.6822, loss/aux0: 1.6822, top1_acc/aux1: 0.6066, top5_acc/aux1: 0.8297, loss_cls/aux1: 1.5783, loss/aux1: 1.5783, top1_acc/aux2: 0.5335, top5_acc/aux2: 0.7722, loss_cls/aux2: 1.9212, loss/aux2: 1.9212 2020-10-26 16:19:29,759 - mmaction - INFO - Epoch [174][140/264] lr: 1.070e-01, eta: 5:40:14, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5719, top5_acc: 0.7974, loss_cls: 1.7813, loss: 1.7813, grad_norm: 1.8235, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8233, loss_cls/aux0: 1.6579, loss/aux0: 1.6579, top1_acc/aux1: 0.5882, top5_acc/aux1: 0.8153, loss_cls/aux1: 1.6573, loss/aux1: 1.6573, top1_acc/aux2: 0.5422, top5_acc/aux2: 0.7776, loss_cls/aux2: 1.8989, loss/aux2: 1.8989 2020-10-26 16:20:17,033 - mmaction - INFO - Epoch [174][160/264] lr: 1.070e-01, eta: 5:39:55, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5670, top5_acc: 0.7957, loss_cls: 1.7661, loss: 1.7661, grad_norm: 1.8255, top1_acc/aux0: 0.5981, top5_acc/aux0: 0.8259, loss_cls/aux0: 1.6281, loss/aux0: 1.6281, top1_acc/aux1: 0.5970, top5_acc/aux1: 0.8250, loss_cls/aux1: 1.6301, loss/aux1: 1.6301, top1_acc/aux2: 0.5283, top5_acc/aux2: 0.7703, loss_cls/aux2: 1.9315, loss/aux2: 1.9315 2020-10-26 16:21:04,359 - mmaction - INFO - Epoch [174][180/264] lr: 1.070e-01, eta: 5:39:37, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5585, top5_acc: 0.7951, loss_cls: 1.7700, loss: 1.7700, grad_norm: 1.8264, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8212, loss_cls/aux0: 1.6528, loss/aux0: 1.6528, top1_acc/aux1: 0.6071, top5_acc/aux1: 0.8271, loss_cls/aux1: 1.5957, loss/aux1: 1.5957, top1_acc/aux2: 0.5177, top5_acc/aux2: 0.7707, loss_cls/aux2: 1.9368, loss/aux2: 1.9368 2020-10-26 16:21:51,747 - mmaction - INFO - Epoch [174][200/264] lr: 1.070e-01, eta: 5:39:18, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5510, top5_acc: 0.7877, loss_cls: 1.8174, loss: 1.8174, grad_norm: 1.7862, top1_acc/aux0: 0.5953, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6390, loss/aux0: 1.6390, top1_acc/aux1: 0.6040, top5_acc/aux1: 0.8292, loss_cls/aux1: 1.5920, loss/aux1: 1.5920, top1_acc/aux2: 0.5172, top5_acc/aux2: 0.7720, loss_cls/aux2: 1.9356, loss/aux2: 1.9356 2020-10-26 16:22:39,108 - mmaction - INFO - Epoch [174][220/264] lr: 1.070e-01, eta: 5:38:59, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5505, top5_acc: 0.7918, loss_cls: 1.8029, loss: 1.8029, grad_norm: 1.8143, top1_acc/aux0: 0.5965, top5_acc/aux0: 0.8267, loss_cls/aux0: 1.6252, loss/aux0: 1.6252, top1_acc/aux1: 0.6023, top5_acc/aux1: 0.8325, loss_cls/aux1: 1.5862, loss/aux1: 1.5862, top1_acc/aux2: 0.5227, top5_acc/aux2: 0.7698, loss_cls/aux2: 1.9356, loss/aux2: 1.9356 2020-10-26 16:23:26,716 - mmaction - INFO - Epoch [174][240/264] lr: 1.070e-01, eta: 5:38:41, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5630, top5_acc: 0.7948, loss_cls: 1.7790, loss: 1.7790, grad_norm: 1.8225, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8181, loss_cls/aux0: 1.6610, loss/aux0: 1.6610, top1_acc/aux1: 0.5979, top5_acc/aux1: 0.8290, loss_cls/aux1: 1.6071, loss/aux1: 1.6071, top1_acc/aux2: 0.5378, top5_acc/aux2: 0.7774, loss_cls/aux2: 1.9036, loss/aux2: 1.9036 2020-10-26 16:24:14,154 - mmaction - INFO - Epoch [174][260/264] lr: 1.070e-01, eta: 5:38:22, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5674, top5_acc: 0.7955, loss_cls: 1.7623, loss: 1.7623, grad_norm: 1.7747, top1_acc/aux0: 0.5830, top5_acc/aux0: 0.8179, loss_cls/aux0: 1.6715, loss/aux0: 1.6715, top1_acc/aux1: 0.6054, top5_acc/aux1: 0.8302, loss_cls/aux1: 1.5896, loss/aux1: 1.5896, top1_acc/aux2: 0.5385, top5_acc/aux2: 0.7778, loss_cls/aux2: 1.8930, loss/aux2: 1.8930 2020-10-26 16:28:17,560 - mmaction - INFO - Epoch [175][20/264] lr: 1.046e-01, eta: 5:37:58, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5604, top5_acc: 0.7922, loss_cls: 1.7915, loss: 1.7915, grad_norm: 1.8025, top1_acc/aux0: 0.5997, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.6414, loss/aux0: 1.6414, top1_acc/aux1: 0.6010, top5_acc/aux1: 0.8250, loss_cls/aux1: 1.6090, loss/aux1: 1.6090, top1_acc/aux2: 0.5212, top5_acc/aux2: 0.7705, loss_cls/aux2: 1.9399, loss/aux2: 1.9399 2020-10-26 16:29:04,834 - mmaction - INFO - Epoch [175][40/264] lr: 1.046e-01, eta: 5:37:39, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5616, top5_acc: 0.7986, loss_cls: 1.7633, loss: 1.7633, grad_norm: 1.7972, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8264, loss_cls/aux0: 1.6307, loss/aux0: 1.6307, top1_acc/aux1: 0.6021, top5_acc/aux1: 0.8248, loss_cls/aux1: 1.6191, loss/aux1: 1.6191, top1_acc/aux2: 0.5307, top5_acc/aux2: 0.7753, loss_cls/aux2: 1.9160, loss/aux2: 1.9160 2020-10-26 16:29:52,713 - mmaction - INFO - Epoch [175][60/264] lr: 1.046e-01, eta: 5:37:21, time: 0.971, data_time: 0.000, memory: 8466, top1_acc: 0.5578, top5_acc: 0.7929, loss_cls: 1.7947, loss: 1.7947, grad_norm: 1.7882, top1_acc/aux0: 0.5993, top5_acc/aux0: 0.8210, loss_cls/aux0: 1.6443, loss/aux0: 1.6443, top1_acc/aux1: 0.6031, top5_acc/aux1: 0.8241, loss_cls/aux1: 1.6166, loss/aux1: 1.6166, top1_acc/aux2: 0.5391, top5_acc/aux2: 0.7809, loss_cls/aux2: 1.8809, loss/aux2: 1.8809 2020-10-26 16:30:40,925 - mmaction - INFO - Epoch [175][80/264] lr: 1.046e-01, eta: 5:37:02, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5649, top5_acc: 0.8083, loss_cls: 1.7258, loss: 1.7258, grad_norm: 1.8089, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.6781, loss/aux0: 1.6781, top1_acc/aux1: 0.5997, top5_acc/aux1: 0.8297, loss_cls/aux1: 1.6020, loss/aux1: 1.6020, top1_acc/aux2: 0.5365, top5_acc/aux2: 0.7757, loss_cls/aux2: 1.8930, loss/aux2: 1.8930 2020-10-26 16:31:28,429 - mmaction - INFO - Epoch [175][100/264] lr: 1.046e-01, eta: 5:36:43, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5793, top5_acc: 0.7977, loss_cls: 1.7230, loss: 1.7230, grad_norm: 1.7810, top1_acc/aux0: 0.5957, top5_acc/aux0: 0.8205, loss_cls/aux0: 1.6344, loss/aux0: 1.6344, top1_acc/aux1: 0.6128, top5_acc/aux1: 0.8410, loss_cls/aux1: 1.5581, loss/aux1: 1.5581, top1_acc/aux2: 0.5354, top5_acc/aux2: 0.7748, loss_cls/aux2: 1.9012, loss/aux2: 1.9012 2020-10-26 16:32:15,976 - mmaction - INFO - Epoch [175][120/264] lr: 1.046e-01, eta: 5:36:25, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5755, top5_acc: 0.8056, loss_cls: 1.7339, loss: 1.7339, grad_norm: 1.8309, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.5967, loss/aux0: 1.5967, top1_acc/aux1: 0.6122, top5_acc/aux1: 0.8361, loss_cls/aux1: 1.5565, loss/aux1: 1.5565, top1_acc/aux2: 0.5453, top5_acc/aux2: 0.7830, loss_cls/aux2: 1.8590, loss/aux2: 1.8590 2020-10-26 16:33:03,210 - mmaction - INFO - Epoch [175][140/264] lr: 1.046e-01, eta: 5:36:06, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5613, top5_acc: 0.7887, loss_cls: 1.8184, loss: 1.8184, grad_norm: 1.8400, top1_acc/aux0: 0.5939, top5_acc/aux0: 0.8321, loss_cls/aux0: 1.5877, loss/aux0: 1.5877, top1_acc/aux1: 0.6068, top5_acc/aux1: 0.8319, loss_cls/aux1: 1.5523, loss/aux1: 1.5523, top1_acc/aux2: 0.5427, top5_acc/aux2: 0.7809, loss_cls/aux2: 1.8723, loss/aux2: 1.8723 2020-10-26 16:33:50,637 - mmaction - INFO - Epoch [175][160/264] lr: 1.046e-01, eta: 5:35:47, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5738, top5_acc: 0.7917, loss_cls: 1.7420, loss: 1.7420, grad_norm: 1.8777, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8241, loss_cls/aux0: 1.6176, loss/aux0: 1.6176, top1_acc/aux1: 0.6123, top5_acc/aux1: 0.8339, loss_cls/aux1: 1.5393, loss/aux1: 1.5393, top1_acc/aux2: 0.5276, top5_acc/aux2: 0.7727, loss_cls/aux2: 1.9151, loss/aux2: 1.9151 2020-10-26 16:34:37,852 - mmaction - INFO - Epoch [175][180/264] lr: 1.046e-01, eta: 5:35:29, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5568, top5_acc: 0.7936, loss_cls: 1.7947, loss: 1.7947, grad_norm: 1.8162, top1_acc/aux0: 0.5889, top5_acc/aux0: 0.8163, loss_cls/aux0: 1.6569, loss/aux0: 1.6569, top1_acc/aux1: 0.6019, top5_acc/aux1: 0.8330, loss_cls/aux1: 1.5824, loss/aux1: 1.5824, top1_acc/aux2: 0.5304, top5_acc/aux2: 0.7705, loss_cls/aux2: 1.9140, loss/aux2: 1.9140 2020-10-26 16:35:25,114 - mmaction - INFO - Epoch [175][200/264] lr: 1.046e-01, eta: 5:35:10, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5623, top5_acc: 0.7955, loss_cls: 1.7643, loss: 1.7643, grad_norm: 1.8147, top1_acc/aux0: 0.5953, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6382, loss/aux0: 1.6382, top1_acc/aux1: 0.6049, top5_acc/aux1: 0.8321, loss_cls/aux1: 1.5858, loss/aux1: 1.5858, top1_acc/aux2: 0.5306, top5_acc/aux2: 0.7665, loss_cls/aux2: 1.9310, loss/aux2: 1.9310 2020-10-26 16:36:12,694 - mmaction - INFO - Epoch [175][220/264] lr: 1.046e-01, eta: 5:34:51, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5644, top5_acc: 0.7819, loss_cls: 1.8010, loss: 1.8010, grad_norm: 1.8184, top1_acc/aux0: 0.5915, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.6392, loss/aux0: 1.6392, top1_acc/aux1: 0.6047, top5_acc/aux1: 0.8227, loss_cls/aux1: 1.6029, loss/aux1: 1.6029, top1_acc/aux2: 0.5227, top5_acc/aux2: 0.7613, loss_cls/aux2: 1.9662, loss/aux2: 1.9662 2020-10-26 16:37:00,039 - mmaction - INFO - Epoch [175][240/264] lr: 1.046e-01, eta: 5:34:33, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5606, top5_acc: 0.7976, loss_cls: 1.7656, loss: 1.7656, grad_norm: 1.8080, top1_acc/aux0: 0.5920, top5_acc/aux0: 0.8283, loss_cls/aux0: 1.6312, loss/aux0: 1.6312, top1_acc/aux1: 0.5969, top5_acc/aux1: 0.8212, loss_cls/aux1: 1.6262, loss/aux1: 1.6262, top1_acc/aux2: 0.5349, top5_acc/aux2: 0.7750, loss_cls/aux2: 1.9126, loss/aux2: 1.9126 2020-10-26 16:37:47,486 - mmaction - INFO - Epoch [175][260/264] lr: 1.046e-01, eta: 5:34:14, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5599, top5_acc: 0.7946, loss_cls: 1.8057, loss: 1.8057, grad_norm: 1.7993, top1_acc/aux0: 0.5898, top5_acc/aux0: 0.8259, loss_cls/aux0: 1.6429, loss/aux0: 1.6429, top1_acc/aux1: 0.5984, top5_acc/aux1: 0.8252, loss_cls/aux1: 1.6304, loss/aux1: 1.6304, top1_acc/aux2: 0.5363, top5_acc/aux2: 0.7797, loss_cls/aux2: 1.8814, loss/aux2: 1.8814 2020-10-26 16:42:09,895 - mmaction - INFO - Epoch [176][20/264] lr: 1.023e-01, eta: 5:33:50, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5727, top5_acc: 0.8024, loss_cls: 1.7146, loss: 1.7146, grad_norm: 1.8391, top1_acc/aux0: 0.5986, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6266, loss/aux0: 1.6266, top1_acc/aux1: 0.5962, top5_acc/aux1: 0.8233, loss_cls/aux1: 1.6253, loss/aux1: 1.6253, top1_acc/aux2: 0.5312, top5_acc/aux2: 0.7622, loss_cls/aux2: 1.9322, loss/aux2: 1.9322 2020-10-26 16:42:57,061 - mmaction - INFO - Epoch [176][40/264] lr: 1.023e-01, eta: 5:33:31, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5722, top5_acc: 0.7990, loss_cls: 1.7457, loss: 1.7457, grad_norm: 1.8048, top1_acc/aux0: 0.5984, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.6101, loss/aux0: 1.6101, top1_acc/aux1: 0.6035, top5_acc/aux1: 0.8262, loss_cls/aux1: 1.5945, loss/aux1: 1.5945, top1_acc/aux2: 0.5306, top5_acc/aux2: 0.7708, loss_cls/aux2: 1.9117, loss/aux2: 1.9117 2020-10-26 16:43:44,523 - mmaction - INFO - Epoch [176][60/264] lr: 1.023e-01, eta: 5:33:12, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5748, top5_acc: 0.7990, loss_cls: 1.7482, loss: 1.7482, grad_norm: 1.8852, top1_acc/aux0: 0.5969, top5_acc/aux0: 0.8342, loss_cls/aux0: 1.6045, loss/aux0: 1.6045, top1_acc/aux1: 0.6003, top5_acc/aux1: 0.8262, loss_cls/aux1: 1.6040, loss/aux1: 1.6040, top1_acc/aux2: 0.5342, top5_acc/aux2: 0.7776, loss_cls/aux2: 1.8999, loss/aux2: 1.8999 2020-10-26 16:44:31,565 - mmaction - INFO - Epoch [176][80/264] lr: 1.023e-01, eta: 5:32:54, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5696, top5_acc: 0.8073, loss_cls: 1.7237, loss: 1.7237, grad_norm: 1.8108, top1_acc/aux0: 0.5950, top5_acc/aux0: 0.8340, loss_cls/aux0: 1.6107, loss/aux0: 1.6107, top1_acc/aux1: 0.6005, top5_acc/aux1: 0.8281, loss_cls/aux1: 1.6118, loss/aux1: 1.6118, top1_acc/aux2: 0.5418, top5_acc/aux2: 0.7786, loss_cls/aux2: 1.8762, loss/aux2: 1.8762 2020-10-26 16:45:19,135 - mmaction - INFO - Epoch [176][100/264] lr: 1.023e-01, eta: 5:32:35, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.5649, top5_acc: 0.7998, loss_cls: 1.7637, loss: 1.7637, grad_norm: 1.8316, top1_acc/aux0: 0.5837, top5_acc/aux0: 0.8226, loss_cls/aux0: 1.6480, loss/aux0: 1.6480, top1_acc/aux1: 0.6095, top5_acc/aux1: 0.8408, loss_cls/aux1: 1.5661, loss/aux1: 1.5661, top1_acc/aux2: 0.5377, top5_acc/aux2: 0.7783, loss_cls/aux2: 1.8815, loss/aux2: 1.8815 2020-10-26 16:46:06,494 - mmaction - INFO - Epoch [176][120/264] lr: 1.023e-01, eta: 5:32:16, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5597, top5_acc: 0.7970, loss_cls: 1.7766, loss: 1.7766, grad_norm: 1.8288, top1_acc/aux0: 0.5927, top5_acc/aux0: 0.8241, loss_cls/aux0: 1.6360, loss/aux0: 1.6360, top1_acc/aux1: 0.6076, top5_acc/aux1: 0.8420, loss_cls/aux1: 1.5674, loss/aux1: 1.5674, top1_acc/aux2: 0.5318, top5_acc/aux2: 0.7781, loss_cls/aux2: 1.9133, loss/aux2: 1.9133 2020-10-26 16:46:54,212 - mmaction - INFO - Epoch [176][140/264] lr: 1.023e-01, eta: 5:31:58, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5707, top5_acc: 0.8007, loss_cls: 1.7218, loss: 1.7218, grad_norm: 1.8427, top1_acc/aux0: 0.6076, top5_acc/aux0: 0.8288, loss_cls/aux0: 1.5953, loss/aux0: 1.5953, top1_acc/aux1: 0.6059, top5_acc/aux1: 0.8372, loss_cls/aux1: 1.5619, loss/aux1: 1.5619, top1_acc/aux2: 0.5399, top5_acc/aux2: 0.7830, loss_cls/aux2: 1.8798, loss/aux2: 1.8798 2020-10-26 16:47:41,516 - mmaction - INFO - Epoch [176][160/264] lr: 1.023e-01, eta: 5:31:39, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5639, top5_acc: 0.7938, loss_cls: 1.7886, loss: 1.7886, grad_norm: 1.8315, top1_acc/aux0: 0.6045, top5_acc/aux0: 0.8304, loss_cls/aux0: 1.5948, loss/aux0: 1.5948, top1_acc/aux1: 0.6163, top5_acc/aux1: 0.8411, loss_cls/aux1: 1.5276, loss/aux1: 1.5276, top1_acc/aux2: 0.5474, top5_acc/aux2: 0.7759, loss_cls/aux2: 1.8821, loss/aux2: 1.8821 2020-10-26 16:48:29,094 - mmaction - INFO - Epoch [176][180/264] lr: 1.023e-01, eta: 5:31:20, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5660, top5_acc: 0.7979, loss_cls: 1.7826, loss: 1.7826, grad_norm: 1.8265, top1_acc/aux0: 0.6089, top5_acc/aux0: 0.8342, loss_cls/aux0: 1.5784, loss/aux0: 1.5784, top1_acc/aux1: 0.6245, top5_acc/aux1: 0.8373, loss_cls/aux1: 1.5413, loss/aux1: 1.5413, top1_acc/aux2: 0.5464, top5_acc/aux2: 0.7753, loss_cls/aux2: 1.8758, loss/aux2: 1.8758 2020-10-26 16:49:16,629 - mmaction - INFO - Epoch [176][200/264] lr: 1.023e-01, eta: 5:31:02, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.5639, top5_acc: 0.7868, loss_cls: 1.7850, loss: 1.7850, grad_norm: 1.8175, top1_acc/aux0: 0.6024, top5_acc/aux0: 0.8295, loss_cls/aux0: 1.6085, loss/aux0: 1.6085, top1_acc/aux1: 0.6116, top5_acc/aux1: 0.8280, loss_cls/aux1: 1.5820, loss/aux1: 1.5820, top1_acc/aux2: 0.5387, top5_acc/aux2: 0.7755, loss_cls/aux2: 1.8722, loss/aux2: 1.8722 2020-10-26 16:50:04,200 - mmaction - INFO - Epoch [176][220/264] lr: 1.023e-01, eta: 5:30:43, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5597, top5_acc: 0.7931, loss_cls: 1.7705, loss: 1.7705, grad_norm: 1.8370, top1_acc/aux0: 0.5929, top5_acc/aux0: 0.8295, loss_cls/aux0: 1.6389, loss/aux0: 1.6389, top1_acc/aux1: 0.6028, top5_acc/aux1: 0.8306, loss_cls/aux1: 1.5824, loss/aux1: 1.5824, top1_acc/aux2: 0.5356, top5_acc/aux2: 0.7696, loss_cls/aux2: 1.9053, loss/aux2: 1.9053 2020-10-26 16:50:51,306 - mmaction - INFO - Epoch [176][240/264] lr: 1.023e-01, eta: 5:30:24, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5613, top5_acc: 0.7983, loss_cls: 1.7803, loss: 1.7803, grad_norm: 1.8425, top1_acc/aux0: 0.5984, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.6251, loss/aux0: 1.6251, top1_acc/aux1: 0.5964, top5_acc/aux1: 0.8302, loss_cls/aux1: 1.6050, loss/aux1: 1.6050, top1_acc/aux2: 0.5363, top5_acc/aux2: 0.7767, loss_cls/aux2: 1.8829, loss/aux2: 1.8829 2020-10-26 16:51:38,474 - mmaction - INFO - Epoch [176][260/264] lr: 1.023e-01, eta: 5:30:06, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5663, top5_acc: 0.8021, loss_cls: 1.7325, loss: 1.7325, grad_norm: 1.8386, top1_acc/aux0: 0.5997, top5_acc/aux0: 0.8226, loss_cls/aux0: 1.6260, loss/aux0: 1.6260, top1_acc/aux1: 0.5958, top5_acc/aux1: 0.8217, loss_cls/aux1: 1.6292, loss/aux1: 1.6292, top1_acc/aux2: 0.5337, top5_acc/aux2: 0.7813, loss_cls/aux2: 1.8815, loss/aux2: 1.8815 2020-10-26 16:51:52,758 - mmaction - INFO - Saving checkpoint at 176 epochs 2020-10-26 16:52:45,063 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-26 16:52:45,307 - mmaction - INFO - top1_acc 0.6633 top5_acc 0.8807 2020-10-26 16:52:45,307 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-26 16:52:45,367 - mmaction - INFO - mean_acc 0.6640 2020-10-26 16:52:45,368 - mmaction - INFO - Now best checkpoint is epoch_176.pth 2020-10-26 16:52:45,384 - mmaction - INFO - Epoch(val) [176][264] top1_acc: 0.6633, top5_acc: 0.8807, mean_class_accuracy: 0.6640 2020-10-26 16:56:06,844 - mmaction - INFO - Epoch [177][20/264] lr: 1.000e-01, eta: 5:29:41, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5760, top5_acc: 0.7979, loss_cls: 1.7229, loss: 1.7229, grad_norm: 1.8490, top1_acc/aux0: 0.6087, top5_acc/aux0: 0.8361, loss_cls/aux0: 1.5798, loss/aux0: 1.5798, top1_acc/aux1: 0.6062, top5_acc/aux1: 0.8375, loss_cls/aux1: 1.5716, loss/aux1: 1.5716, top1_acc/aux2: 0.5372, top5_acc/aux2: 0.7767, loss_cls/aux2: 1.8662, loss/aux2: 1.8662 2020-10-26 16:56:53,917 - mmaction - INFO - Epoch [177][40/264] lr: 1.000e-01, eta: 5:29:23, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5720, top5_acc: 0.7997, loss_cls: 1.7246, loss: 1.7246, grad_norm: 1.8540, top1_acc/aux0: 0.6071, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5842, loss/aux0: 1.5842, top1_acc/aux1: 0.6052, top5_acc/aux1: 0.8330, loss_cls/aux1: 1.5774, loss/aux1: 1.5774, top1_acc/aux2: 0.5436, top5_acc/aux2: 0.7844, loss_cls/aux2: 1.8506, loss/aux2: 1.8506 2020-10-26 16:57:41,327 - mmaction - INFO - Epoch [177][60/264] lr: 1.000e-01, eta: 5:29:04, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5644, top5_acc: 0.7865, loss_cls: 1.7685, loss: 1.7685, grad_norm: 1.8203, top1_acc/aux0: 0.6057, top5_acc/aux0: 0.8347, loss_cls/aux0: 1.5823, loss/aux0: 1.5823, top1_acc/aux1: 0.6168, top5_acc/aux1: 0.8311, loss_cls/aux1: 1.5666, loss/aux1: 1.5666, top1_acc/aux2: 0.5425, top5_acc/aux2: 0.7825, loss_cls/aux2: 1.8684, loss/aux2: 1.8684 2020-10-26 16:58:28,631 - mmaction - INFO - Epoch [177][80/264] lr: 1.000e-01, eta: 5:28:45, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5622, top5_acc: 0.7885, loss_cls: 1.7928, loss: 1.7928, grad_norm: 1.8709, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8321, loss_cls/aux0: 1.5954, loss/aux0: 1.5954, top1_acc/aux1: 0.6165, top5_acc/aux1: 0.8307, loss_cls/aux1: 1.5689, loss/aux1: 1.5689, top1_acc/aux2: 0.5408, top5_acc/aux2: 0.7795, loss_cls/aux2: 1.8632, loss/aux2: 1.8632 2020-10-26 16:59:15,988 - mmaction - INFO - Epoch [177][100/264] lr: 1.000e-01, eta: 5:28:27, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5609, top5_acc: 0.7932, loss_cls: 1.7817, loss: 1.7817, grad_norm: 1.8502, top1_acc/aux0: 0.5965, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.6204, loss/aux0: 1.6204, top1_acc/aux1: 0.6057, top5_acc/aux1: 0.8299, loss_cls/aux1: 1.5804, loss/aux1: 1.5804, top1_acc/aux2: 0.5474, top5_acc/aux2: 0.7847, loss_cls/aux2: 1.8404, loss/aux2: 1.8404 2020-10-26 17:00:03,412 - mmaction - INFO - Epoch [177][120/264] lr: 1.000e-01, eta: 5:28:08, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5679, top5_acc: 0.7915, loss_cls: 1.7601, loss: 1.7601, grad_norm: 1.8542, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.6302, loss/aux0: 1.6302, top1_acc/aux1: 0.6002, top5_acc/aux1: 0.8302, loss_cls/aux1: 1.5882, loss/aux1: 1.5882, top1_acc/aux2: 0.5401, top5_acc/aux2: 0.7842, loss_cls/aux2: 1.8678, loss/aux2: 1.8678 2020-10-26 17:00:52,268 - mmaction - INFO - Epoch [177][140/264] lr: 1.000e-01, eta: 5:27:49, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.5679, top5_acc: 0.8010, loss_cls: 1.7692, loss: 1.7692, grad_norm: 1.8567, top1_acc/aux0: 0.6007, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.6189, loss/aux0: 1.6189, top1_acc/aux1: 0.5976, top5_acc/aux1: 0.8309, loss_cls/aux1: 1.5998, loss/aux1: 1.5998, top1_acc/aux2: 0.5292, top5_acc/aux2: 0.7750, loss_cls/aux2: 1.9116, loss/aux2: 1.9116 2020-10-26 17:01:39,815 - mmaction - INFO - Epoch [177][160/264] lr: 1.000e-01, eta: 5:27:31, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5602, top5_acc: 0.7986, loss_cls: 1.7587, loss: 1.7587, grad_norm: 1.8391, top1_acc/aux0: 0.6035, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6193, loss/aux0: 1.6193, top1_acc/aux1: 0.6104, top5_acc/aux1: 0.8316, loss_cls/aux1: 1.5710, loss/aux1: 1.5710, top1_acc/aux2: 0.5307, top5_acc/aux2: 0.7715, loss_cls/aux2: 1.9133, loss/aux2: 1.9133 2020-10-26 17:02:27,401 - mmaction - INFO - Epoch [177][180/264] lr: 1.000e-01, eta: 5:27:12, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.5644, top5_acc: 0.8026, loss_cls: 1.7627, loss: 1.7627, grad_norm: 1.8077, top1_acc/aux0: 0.5938, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6368, loss/aux0: 1.6368, top1_acc/aux1: 0.6170, top5_acc/aux1: 0.8335, loss_cls/aux1: 1.5343, loss/aux1: 1.5343, top1_acc/aux2: 0.5351, top5_acc/aux2: 0.7773, loss_cls/aux2: 1.8862, loss/aux2: 1.8862 2020-10-26 17:03:14,995 - mmaction - INFO - Epoch [177][200/264] lr: 1.000e-01, eta: 5:26:54, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.5465, top5_acc: 0.7807, loss_cls: 1.8336, loss: 1.8336, grad_norm: 1.8718, top1_acc/aux0: 0.5877, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.6471, loss/aux0: 1.6471, top1_acc/aux1: 0.6075, top5_acc/aux1: 0.8304, loss_cls/aux1: 1.5726, loss/aux1: 1.5726, top1_acc/aux2: 0.5349, top5_acc/aux2: 0.7764, loss_cls/aux2: 1.9059, loss/aux2: 1.9059 2020-10-26 17:04:02,811 - mmaction - INFO - Epoch [177][220/264] lr: 1.000e-01, eta: 5:26:35, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5682, top5_acc: 0.8050, loss_cls: 1.7315, loss: 1.7315, grad_norm: 1.8396, top1_acc/aux0: 0.5925, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.6367, loss/aux0: 1.6367, top1_acc/aux1: 0.5958, top5_acc/aux1: 0.8273, loss_cls/aux1: 1.5975, loss/aux1: 1.5975, top1_acc/aux2: 0.5295, top5_acc/aux2: 0.7790, loss_cls/aux2: 1.9183, loss/aux2: 1.9183 2020-10-26 17:04:50,389 - mmaction - INFO - Epoch [177][240/264] lr: 1.000e-01, eta: 5:26:16, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.5642, top5_acc: 0.7931, loss_cls: 1.7528, loss: 1.7528, grad_norm: 1.8365, top1_acc/aux0: 0.6040, top5_acc/aux0: 0.8267, loss_cls/aux0: 1.5888, loss/aux0: 1.5888, top1_acc/aux1: 0.5984, top5_acc/aux1: 0.8300, loss_cls/aux1: 1.5630, loss/aux1: 1.5630, top1_acc/aux2: 0.5349, top5_acc/aux2: 0.7809, loss_cls/aux2: 1.8806, loss/aux2: 1.8806 2020-10-26 17:05:37,831 - mmaction - INFO - Epoch [177][260/264] lr: 1.000e-01, eta: 5:25:58, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5602, top5_acc: 0.7885, loss_cls: 1.7820, loss: 1.7820, grad_norm: 1.8418, top1_acc/aux0: 0.6035, top5_acc/aux0: 0.8248, loss_cls/aux0: 1.5993, loss/aux0: 1.5993, top1_acc/aux1: 0.6087, top5_acc/aux1: 0.8316, loss_cls/aux1: 1.5597, loss/aux1: 1.5597, top1_acc/aux2: 0.5384, top5_acc/aux2: 0.7743, loss_cls/aux2: 1.8728, loss/aux2: 1.8728 2020-10-26 17:09:49,015 - mmaction - INFO - Epoch [178][20/264] lr: 9.771e-02, eta: 5:25:33, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5774, top5_acc: 0.8054, loss_cls: 1.7134, loss: 1.7134, grad_norm: 1.8321, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6377, loss/aux0: 1.6377, top1_acc/aux1: 0.6090, top5_acc/aux1: 0.8240, loss_cls/aux1: 1.5802, loss/aux1: 1.5802, top1_acc/aux2: 0.5503, top5_acc/aux2: 0.7962, loss_cls/aux2: 1.8118, loss/aux2: 1.8118 2020-10-26 17:10:36,010 - mmaction - INFO - Epoch [178][40/264] lr: 9.771e-02, eta: 5:25:15, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5750, top5_acc: 0.8033, loss_cls: 1.7106, loss: 1.7106, grad_norm: 1.8520, top1_acc/aux0: 0.5941, top5_acc/aux0: 0.8210, loss_cls/aux0: 1.6339, loss/aux0: 1.6339, top1_acc/aux1: 0.6097, top5_acc/aux1: 0.8332, loss_cls/aux1: 1.5506, loss/aux1: 1.5506, top1_acc/aux2: 0.5418, top5_acc/aux2: 0.7884, loss_cls/aux2: 1.8541, loss/aux2: 1.8541 2020-10-26 17:11:23,068 - mmaction - INFO - Epoch [178][60/264] lr: 9.771e-02, eta: 5:24:56, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5660, top5_acc: 0.8007, loss_cls: 1.7444, loss: 1.7444, grad_norm: 1.8834, top1_acc/aux0: 0.5995, top5_acc/aux0: 0.8205, loss_cls/aux0: 1.6309, loss/aux0: 1.6309, top1_acc/aux1: 0.6175, top5_acc/aux1: 0.8443, loss_cls/aux1: 1.5126, loss/aux1: 1.5126, top1_acc/aux2: 0.5418, top5_acc/aux2: 0.7906, loss_cls/aux2: 1.8558, loss/aux2: 1.8558 2020-10-26 17:12:10,321 - mmaction - INFO - Epoch [178][80/264] lr: 9.771e-02, eta: 5:24:37, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5674, top5_acc: 0.8009, loss_cls: 1.7378, loss: 1.7378, grad_norm: 1.8365, top1_acc/aux0: 0.5997, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6193, loss/aux0: 1.6193, top1_acc/aux1: 0.6184, top5_acc/aux1: 0.8392, loss_cls/aux1: 1.5522, loss/aux1: 1.5522, top1_acc/aux2: 0.5396, top5_acc/aux2: 0.7892, loss_cls/aux2: 1.8574, loss/aux2: 1.8574 2020-10-26 17:12:57,812 - mmaction - INFO - Epoch [178][100/264] lr: 9.771e-02, eta: 5:24:19, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5646, top5_acc: 0.7924, loss_cls: 1.7812, loss: 1.7812, grad_norm: 1.8382, top1_acc/aux0: 0.6066, top5_acc/aux0: 0.8259, loss_cls/aux0: 1.5940, loss/aux0: 1.5940, top1_acc/aux1: 0.6099, top5_acc/aux1: 0.8351, loss_cls/aux1: 1.5897, loss/aux1: 1.5897, top1_acc/aux2: 0.5316, top5_acc/aux2: 0.7771, loss_cls/aux2: 1.8921, loss/aux2: 1.8921 2020-10-26 17:13:44,828 - mmaction - INFO - Epoch [178][120/264] lr: 9.771e-02, eta: 5:24:00, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5762, top5_acc: 0.8050, loss_cls: 1.7250, loss: 1.7250, grad_norm: 1.8409, top1_acc/aux0: 0.6052, top5_acc/aux0: 0.8269, loss_cls/aux0: 1.6188, loss/aux0: 1.6188, top1_acc/aux1: 0.6128, top5_acc/aux1: 0.8415, loss_cls/aux1: 1.5460, loss/aux1: 1.5460, top1_acc/aux2: 0.5319, top5_acc/aux2: 0.7806, loss_cls/aux2: 1.8719, loss/aux2: 1.8719 2020-10-26 17:14:32,197 - mmaction - INFO - Epoch [178][140/264] lr: 9.771e-02, eta: 5:23:41, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5701, top5_acc: 0.7993, loss_cls: 1.7341, loss: 1.7341, grad_norm: 1.8339, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8304, loss_cls/aux0: 1.6006, loss/aux0: 1.6006, top1_acc/aux1: 0.6182, top5_acc/aux1: 0.8438, loss_cls/aux1: 1.5165, loss/aux1: 1.5165, top1_acc/aux2: 0.5375, top5_acc/aux2: 0.7814, loss_cls/aux2: 1.8550, loss/aux2: 1.8550 2020-10-26 17:15:19,822 - mmaction - INFO - Epoch [178][160/264] lr: 9.771e-02, eta: 5:23:23, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.5667, top5_acc: 0.7946, loss_cls: 1.7458, loss: 1.7458, grad_norm: 1.8766, top1_acc/aux0: 0.6069, top5_acc/aux0: 0.8316, loss_cls/aux0: 1.5915, loss/aux0: 1.5915, top1_acc/aux1: 0.6125, top5_acc/aux1: 0.8337, loss_cls/aux1: 1.5588, loss/aux1: 1.5588, top1_acc/aux2: 0.5413, top5_acc/aux2: 0.7790, loss_cls/aux2: 1.8633, loss/aux2: 1.8633 2020-10-26 17:16:07,323 - mmaction - INFO - Epoch [178][180/264] lr: 9.771e-02, eta: 5:23:04, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5826, top5_acc: 0.7998, loss_cls: 1.7291, loss: 1.7291, grad_norm: 1.8638, top1_acc/aux0: 0.5932, top5_acc/aux0: 0.8264, loss_cls/aux0: 1.6299, loss/aux0: 1.6299, top1_acc/aux1: 0.6108, top5_acc/aux1: 0.8269, loss_cls/aux1: 1.5859, loss/aux1: 1.5859, top1_acc/aux2: 0.5405, top5_acc/aux2: 0.7807, loss_cls/aux2: 1.8719, loss/aux2: 1.8719 2020-10-26 17:16:54,669 - mmaction - INFO - Epoch [178][200/264] lr: 9.771e-02, eta: 5:22:45, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5726, top5_acc: 0.7998, loss_cls: 1.7573, loss: 1.7573, grad_norm: 1.8943, top1_acc/aux0: 0.5969, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6275, loss/aux0: 1.6275, top1_acc/aux1: 0.6155, top5_acc/aux1: 0.8281, loss_cls/aux1: 1.5670, loss/aux1: 1.5670, top1_acc/aux2: 0.5389, top5_acc/aux2: 0.7783, loss_cls/aux2: 1.8860, loss/aux2: 1.8860 2020-10-26 17:17:42,166 - mmaction - INFO - Epoch [178][220/264] lr: 9.771e-02, eta: 5:22:27, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5705, top5_acc: 0.8040, loss_cls: 1.7405, loss: 1.7405, grad_norm: 1.8608, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6229, loss/aux0: 1.6229, top1_acc/aux1: 0.6205, top5_acc/aux1: 0.8309, loss_cls/aux1: 1.5401, loss/aux1: 1.5401, top1_acc/aux2: 0.5349, top5_acc/aux2: 0.7797, loss_cls/aux2: 1.8887, loss/aux2: 1.8887 2020-10-26 17:18:29,827 - mmaction - INFO - Epoch [178][240/264] lr: 9.771e-02, eta: 5:22:08, time: 0.952, data_time: 0.001, memory: 8466, top1_acc: 0.5790, top5_acc: 0.8109, loss_cls: 1.7058, loss: 1.7058, grad_norm: 1.8666, top1_acc/aux0: 0.6012, top5_acc/aux0: 0.8220, loss_cls/aux0: 1.6377, loss/aux0: 1.6377, top1_acc/aux1: 0.6132, top5_acc/aux1: 0.8297, loss_cls/aux1: 1.5661, loss/aux1: 1.5661, top1_acc/aux2: 0.5356, top5_acc/aux2: 0.7792, loss_cls/aux2: 1.8778, loss/aux2: 1.8778 2020-10-26 17:19:17,668 - mmaction - INFO - Epoch [178][260/264] lr: 9.771e-02, eta: 5:21:49, time: 0.966, data_time: 0.000, memory: 8466, top1_acc: 0.5681, top5_acc: 0.7998, loss_cls: 1.7534, loss: 1.7534, grad_norm: 1.9100, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8226, loss_cls/aux0: 1.6626, loss/aux0: 1.6626, top1_acc/aux1: 0.6094, top5_acc/aux1: 0.8304, loss_cls/aux1: 1.5741, loss/aux1: 1.5741, top1_acc/aux2: 0.5337, top5_acc/aux2: 0.7745, loss_cls/aux2: 1.8729, loss/aux2: 1.8729 2020-10-26 17:23:38,348 - mmaction - INFO - Epoch [179][20/264] lr: 9.544e-02, eta: 5:21:25, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5712, top5_acc: 0.8061, loss_cls: 1.7195, loss: 1.7195, grad_norm: 1.8593, top1_acc/aux0: 0.5851, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6920, loss/aux0: 1.6920, top1_acc/aux1: 0.6233, top5_acc/aux1: 0.8354, loss_cls/aux1: 1.5482, loss/aux1: 1.5482, top1_acc/aux2: 0.5372, top5_acc/aux2: 0.7865, loss_cls/aux2: 1.8479, loss/aux2: 1.8479 2020-10-26 17:24:26,056 - mmaction - INFO - Epoch [179][40/264] lr: 9.544e-02, eta: 5:21:07, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.5797, top5_acc: 0.8031, loss_cls: 1.7040, loss: 1.7040, grad_norm: 1.8591, top1_acc/aux0: 0.5868, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6724, loss/aux0: 1.6724, top1_acc/aux1: 0.6148, top5_acc/aux1: 0.8339, loss_cls/aux1: 1.5565, loss/aux1: 1.5565, top1_acc/aux2: 0.5385, top5_acc/aux2: 0.7865, loss_cls/aux2: 1.8459, loss/aux2: 1.8459 2020-10-26 17:25:13,627 - mmaction - INFO - Epoch [179][60/264] lr: 9.544e-02, eta: 5:20:48, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5863, top5_acc: 0.8170, loss_cls: 1.6471, loss: 1.6471, grad_norm: 1.8383, top1_acc/aux0: 0.5932, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6386, loss/aux0: 1.6386, top1_acc/aux1: 0.6135, top5_acc/aux1: 0.8394, loss_cls/aux1: 1.5312, loss/aux1: 1.5312, top1_acc/aux2: 0.5481, top5_acc/aux2: 0.7825, loss_cls/aux2: 1.8409, loss/aux2: 1.8409 2020-10-26 17:26:00,848 - mmaction - INFO - Epoch [179][80/264] lr: 9.544e-02, eta: 5:20:29, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5745, top5_acc: 0.8026, loss_cls: 1.7404, loss: 1.7404, grad_norm: 1.8761, top1_acc/aux0: 0.6002, top5_acc/aux0: 0.8300, loss_cls/aux0: 1.6129, loss/aux0: 1.6129, top1_acc/aux1: 0.6243, top5_acc/aux1: 0.8408, loss_cls/aux1: 1.5072, loss/aux1: 1.5072, top1_acc/aux2: 0.5519, top5_acc/aux2: 0.7762, loss_cls/aux2: 1.8424, loss/aux2: 1.8424 2020-10-26 17:26:48,223 - mmaction - INFO - Epoch [179][100/264] lr: 9.544e-02, eta: 5:20:11, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5743, top5_acc: 0.7976, loss_cls: 1.7275, loss: 1.7275, grad_norm: 1.8715, top1_acc/aux0: 0.6066, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5822, loss/aux0: 1.5822, top1_acc/aux1: 0.6205, top5_acc/aux1: 0.8356, loss_cls/aux1: 1.5335, loss/aux1: 1.5335, top1_acc/aux2: 0.5387, top5_acc/aux2: 0.7819, loss_cls/aux2: 1.8686, loss/aux2: 1.8686 2020-10-26 17:27:35,563 - mmaction - INFO - Epoch [179][120/264] lr: 9.544e-02, eta: 5:19:52, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5762, top5_acc: 0.8035, loss_cls: 1.7051, loss: 1.7051, grad_norm: 1.8595, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.5795, loss/aux0: 1.5795, top1_acc/aux1: 0.6073, top5_acc/aux1: 0.8290, loss_cls/aux1: 1.5816, loss/aux1: 1.5816, top1_acc/aux2: 0.5406, top5_acc/aux2: 0.7892, loss_cls/aux2: 1.8719, loss/aux2: 1.8719 2020-10-26 17:28:22,979 - mmaction - INFO - Epoch [179][140/264] lr: 9.544e-02, eta: 5:19:33, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5672, top5_acc: 0.7967, loss_cls: 1.7341, loss: 1.7341, grad_norm: 1.9025, top1_acc/aux0: 0.5941, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.6245, loss/aux0: 1.6245, top1_acc/aux1: 0.6080, top5_acc/aux1: 0.8273, loss_cls/aux1: 1.5852, loss/aux1: 1.5852, top1_acc/aux2: 0.5467, top5_acc/aux2: 0.7856, loss_cls/aux2: 1.8546, loss/aux2: 1.8546 2020-10-26 17:29:10,348 - mmaction - INFO - Epoch [179][160/264] lr: 9.544e-02, eta: 5:19:15, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5790, top5_acc: 0.8036, loss_cls: 1.7105, loss: 1.7105, grad_norm: 1.8675, top1_acc/aux0: 0.5957, top5_acc/aux0: 0.8290, loss_cls/aux0: 1.6334, loss/aux0: 1.6334, top1_acc/aux1: 0.6175, top5_acc/aux1: 0.8372, loss_cls/aux1: 1.5485, loss/aux1: 1.5485, top1_acc/aux2: 0.5491, top5_acc/aux2: 0.7847, loss_cls/aux2: 1.8273, loss/aux2: 1.8273 2020-10-26 17:29:57,770 - mmaction - INFO - Epoch [179][180/264] lr: 9.544e-02, eta: 5:18:56, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5665, top5_acc: 0.7911, loss_cls: 1.7702, loss: 1.7702, grad_norm: 1.8726, top1_acc/aux0: 0.5960, top5_acc/aux0: 0.8356, loss_cls/aux0: 1.6248, loss/aux0: 1.6248, top1_acc/aux1: 0.6118, top5_acc/aux1: 0.8335, loss_cls/aux1: 1.5535, loss/aux1: 1.5535, top1_acc/aux2: 0.5519, top5_acc/aux2: 0.7792, loss_cls/aux2: 1.8454, loss/aux2: 1.8454 2020-10-26 17:30:46,180 - mmaction - INFO - Epoch [179][200/264] lr: 9.544e-02, eta: 5:18:37, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5780, top5_acc: 0.8104, loss_cls: 1.7162, loss: 1.7162, grad_norm: 1.9047, top1_acc/aux0: 0.5970, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.6224, loss/aux0: 1.6224, top1_acc/aux1: 0.6083, top5_acc/aux1: 0.8290, loss_cls/aux1: 1.5696, loss/aux1: 1.5696, top1_acc/aux2: 0.5385, top5_acc/aux2: 0.7747, loss_cls/aux2: 1.8965, loss/aux2: 1.8965 2020-10-26 17:31:33,936 - mmaction - INFO - Epoch [179][220/264] lr: 9.544e-02, eta: 5:18:19, time: 0.962, data_time: 0.000, memory: 8466, top1_acc: 0.5727, top5_acc: 0.8047, loss_cls: 1.7195, loss: 1.7195, grad_norm: 1.8737, top1_acc/aux0: 0.5983, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6115, loss/aux0: 1.6115, top1_acc/aux1: 0.6031, top5_acc/aux1: 0.8292, loss_cls/aux1: 1.5871, loss/aux1: 1.5871, top1_acc/aux2: 0.5340, top5_acc/aux2: 0.7729, loss_cls/aux2: 1.8974, loss/aux2: 1.8974 2020-10-26 17:32:21,190 - mmaction - INFO - Epoch [179][240/264] lr: 9.544e-02, eta: 5:18:00, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5752, top5_acc: 0.8036, loss_cls: 1.7177, loss: 1.7177, grad_norm: 1.8380, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.6157, loss/aux0: 1.6157, top1_acc/aux1: 0.6078, top5_acc/aux1: 0.8347, loss_cls/aux1: 1.5644, loss/aux1: 1.5644, top1_acc/aux2: 0.5351, top5_acc/aux2: 0.7714, loss_cls/aux2: 1.8916, loss/aux2: 1.8916 2020-10-26 17:33:08,497 - mmaction - INFO - Epoch [179][260/264] lr: 9.544e-02, eta: 5:17:41, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5740, top5_acc: 0.8005, loss_cls: 1.7307, loss: 1.7307, grad_norm: 1.8608, top1_acc/aux0: 0.6132, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.5873, loss/aux0: 1.5873, top1_acc/aux1: 0.6248, top5_acc/aux1: 0.8432, loss_cls/aux1: 1.5119, loss/aux1: 1.5119, top1_acc/aux2: 0.5351, top5_acc/aux2: 0.7776, loss_cls/aux2: 1.8843, loss/aux2: 1.8843 2020-10-26 17:36:46,655 - mmaction - INFO - Epoch [180][20/264] lr: 9.320e-02, eta: 5:17:17, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5835, top5_acc: 0.8113, loss_cls: 1.7121, loss: 1.7121, grad_norm: 1.8500, top1_acc/aux0: 0.6028, top5_acc/aux0: 0.8382, loss_cls/aux0: 1.5793, loss/aux0: 1.5793, top1_acc/aux1: 0.6160, top5_acc/aux1: 0.8347, loss_cls/aux1: 1.5370, loss/aux1: 1.5370, top1_acc/aux2: 0.5514, top5_acc/aux2: 0.7823, loss_cls/aux2: 1.8670, loss/aux2: 1.8670 2020-10-26 17:37:33,729 - mmaction - INFO - Epoch [180][40/264] lr: 9.320e-02, eta: 5:16:58, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5807, top5_acc: 0.8094, loss_cls: 1.7122, loss: 1.7122, grad_norm: 1.8804, top1_acc/aux0: 0.6017, top5_acc/aux0: 0.8377, loss_cls/aux0: 1.5970, loss/aux0: 1.5970, top1_acc/aux1: 0.6134, top5_acc/aux1: 0.8321, loss_cls/aux1: 1.5473, loss/aux1: 1.5473, top1_acc/aux2: 0.5446, top5_acc/aux2: 0.7797, loss_cls/aux2: 1.8835, loss/aux2: 1.8835 2020-10-26 17:38:21,443 - mmaction - INFO - Epoch [180][60/264] lr: 9.320e-02, eta: 5:16:40, time: 0.961, data_time: 0.001, memory: 8466, top1_acc: 0.5688, top5_acc: 0.8010, loss_cls: 1.7415, loss: 1.7415, grad_norm: 1.8786, top1_acc/aux0: 0.6078, top5_acc/aux0: 0.8366, loss_cls/aux0: 1.5836, loss/aux0: 1.5836, top1_acc/aux1: 0.6132, top5_acc/aux1: 0.8333, loss_cls/aux1: 1.5624, loss/aux1: 1.5624, top1_acc/aux2: 0.5387, top5_acc/aux2: 0.7835, loss_cls/aux2: 1.8807, loss/aux2: 1.8807 2020-10-26 17:39:08,712 - mmaction - INFO - Epoch [180][80/264] lr: 9.320e-02, eta: 5:16:21, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5830, top5_acc: 0.8069, loss_cls: 1.7017, loss: 1.7017, grad_norm: 1.9139, top1_acc/aux0: 0.6118, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5758, loss/aux0: 1.5758, top1_acc/aux1: 0.6122, top5_acc/aux1: 0.8394, loss_cls/aux1: 1.5651, loss/aux1: 1.5651, top1_acc/aux2: 0.5451, top5_acc/aux2: 0.7906, loss_cls/aux2: 1.8243, loss/aux2: 1.8243 2020-10-26 17:39:56,219 - mmaction - INFO - Epoch [180][100/264] lr: 9.320e-02, eta: 5:16:02, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5769, top5_acc: 0.8080, loss_cls: 1.6982, loss: 1.6982, grad_norm: 1.8534, top1_acc/aux0: 0.6073, top5_acc/aux0: 0.8293, loss_cls/aux0: 1.6010, loss/aux0: 1.6010, top1_acc/aux1: 0.6134, top5_acc/aux1: 0.8464, loss_cls/aux1: 1.5307, loss/aux1: 1.5307, top1_acc/aux2: 0.5503, top5_acc/aux2: 0.7877, loss_cls/aux2: 1.8058, loss/aux2: 1.8058 2020-10-26 17:40:43,706 - mmaction - INFO - Epoch [180][120/264] lr: 9.320e-02, eta: 5:15:44, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5689, top5_acc: 0.8019, loss_cls: 1.7480, loss: 1.7480, grad_norm: 1.8608, top1_acc/aux0: 0.6128, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5760, loss/aux0: 1.5760, top1_acc/aux1: 0.6207, top5_acc/aux1: 0.8411, loss_cls/aux1: 1.5209, loss/aux1: 1.5209, top1_acc/aux2: 0.5434, top5_acc/aux2: 0.7818, loss_cls/aux2: 1.8483, loss/aux2: 1.8483 2020-10-26 17:41:31,055 - mmaction - INFO - Epoch [180][140/264] lr: 9.320e-02, eta: 5:15:25, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5778, top5_acc: 0.8023, loss_cls: 1.7282, loss: 1.7282, grad_norm: 1.8665, top1_acc/aux0: 0.6116, top5_acc/aux0: 0.8295, loss_cls/aux0: 1.5895, loss/aux0: 1.5895, top1_acc/aux1: 0.6155, top5_acc/aux1: 0.8307, loss_cls/aux1: 1.5668, loss/aux1: 1.5668, top1_acc/aux2: 0.5472, top5_acc/aux2: 0.7852, loss_cls/aux2: 1.8563, loss/aux2: 1.8563 2020-10-26 17:42:18,787 - mmaction - INFO - Epoch [180][160/264] lr: 9.320e-02, eta: 5:15:06, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5780, top5_acc: 0.8054, loss_cls: 1.7249, loss: 1.7249, grad_norm: 1.8931, top1_acc/aux0: 0.6040, top5_acc/aux0: 0.8257, loss_cls/aux0: 1.6147, loss/aux0: 1.6147, top1_acc/aux1: 0.6132, top5_acc/aux1: 0.8345, loss_cls/aux1: 1.5513, loss/aux1: 1.5513, top1_acc/aux2: 0.5495, top5_acc/aux2: 0.7813, loss_cls/aux2: 1.8647, loss/aux2: 1.8647 2020-10-26 17:43:06,348 - mmaction - INFO - Epoch [180][180/264] lr: 9.320e-02, eta: 5:14:48, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.5601, top5_acc: 0.7955, loss_cls: 1.7709, loss: 1.7709, grad_norm: 1.9088, top1_acc/aux0: 0.6035, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.5970, loss/aux0: 1.5970, top1_acc/aux1: 0.6097, top5_acc/aux1: 0.8333, loss_cls/aux1: 1.5520, loss/aux1: 1.5520, top1_acc/aux2: 0.5382, top5_acc/aux2: 0.7776, loss_cls/aux2: 1.8901, loss/aux2: 1.8901 2020-10-26 17:43:53,808 - mmaction - INFO - Epoch [180][200/264] lr: 9.320e-02, eta: 5:14:29, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5854, top5_acc: 0.8080, loss_cls: 1.6883, loss: 1.6883, grad_norm: 1.8867, top1_acc/aux0: 0.6002, top5_acc/aux0: 0.8269, loss_cls/aux0: 1.6117, loss/aux0: 1.6117, top1_acc/aux1: 0.6054, top5_acc/aux1: 0.8288, loss_cls/aux1: 1.5885, loss/aux1: 1.5885, top1_acc/aux2: 0.5427, top5_acc/aux2: 0.7868, loss_cls/aux2: 1.8816, loss/aux2: 1.8816 2020-10-26 17:44:41,093 - mmaction - INFO - Epoch [180][220/264] lr: 9.320e-02, eta: 5:14:11, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5757, top5_acc: 0.8071, loss_cls: 1.7113, loss: 1.7113, grad_norm: 1.8618, top1_acc/aux0: 0.6024, top5_acc/aux0: 0.8274, loss_cls/aux0: 1.6314, loss/aux0: 1.6314, top1_acc/aux1: 0.6043, top5_acc/aux1: 0.8302, loss_cls/aux1: 1.5819, loss/aux1: 1.5819, top1_acc/aux2: 0.5455, top5_acc/aux2: 0.7837, loss_cls/aux2: 1.8907, loss/aux2: 1.8907 2020-10-26 17:45:28,527 - mmaction - INFO - Epoch [180][240/264] lr: 9.320e-02, eta: 5:13:52, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5677, top5_acc: 0.7944, loss_cls: 1.7743, loss: 1.7743, grad_norm: 1.8552, top1_acc/aux0: 0.6028, top5_acc/aux0: 0.8300, loss_cls/aux0: 1.6211, loss/aux0: 1.6211, top1_acc/aux1: 0.6120, top5_acc/aux1: 0.8311, loss_cls/aux1: 1.5564, loss/aux1: 1.5564, top1_acc/aux2: 0.5441, top5_acc/aux2: 0.7813, loss_cls/aux2: 1.8774, loss/aux2: 1.8774 2020-10-26 17:46:15,959 - mmaction - INFO - Epoch [180][260/264] lr: 9.320e-02, eta: 5:13:33, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5740, top5_acc: 0.8047, loss_cls: 1.7288, loss: 1.7288, grad_norm: 1.8696, top1_acc/aux0: 0.6023, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.6058, loss/aux0: 1.6058, top1_acc/aux1: 0.6075, top5_acc/aux1: 0.8292, loss_cls/aux1: 1.5780, loss/aux1: 1.5780, top1_acc/aux2: 0.5481, top5_acc/aux2: 0.7788, loss_cls/aux2: 1.8511, loss/aux2: 1.8511 2020-10-26 17:50:33,559 - mmaction - INFO - Epoch [181][20/264] lr: 9.097e-02, eta: 5:13:09, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5811, top5_acc: 0.8078, loss_cls: 1.6931, loss: 1.6931, grad_norm: 1.9378, top1_acc/aux0: 0.5997, top5_acc/aux0: 0.8368, loss_cls/aux0: 1.5798, loss/aux0: 1.5798, top1_acc/aux1: 0.6177, top5_acc/aux1: 0.8403, loss_cls/aux1: 1.5244, loss/aux1: 1.5244, top1_acc/aux2: 0.5531, top5_acc/aux2: 0.7878, loss_cls/aux2: 1.7950, loss/aux2: 1.7950 2020-10-26 17:51:20,781 - mmaction - INFO - Epoch [181][40/264] lr: 9.097e-02, eta: 5:12:50, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5724, top5_acc: 0.8099, loss_cls: 1.7036, loss: 1.7036, grad_norm: 1.8990, top1_acc/aux0: 0.6087, top5_acc/aux0: 0.8330, loss_cls/aux0: 1.5682, loss/aux0: 1.5682, top1_acc/aux1: 0.6215, top5_acc/aux1: 0.8436, loss_cls/aux1: 1.5066, loss/aux1: 1.5066, top1_acc/aux2: 0.5514, top5_acc/aux2: 0.7875, loss_cls/aux2: 1.8066, loss/aux2: 1.8066 2020-10-26 17:52:07,905 - mmaction - INFO - Epoch [181][60/264] lr: 9.097e-02, eta: 5:12:32, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5783, top5_acc: 0.8073, loss_cls: 1.7066, loss: 1.7066, grad_norm: 1.9027, top1_acc/aux0: 0.6128, top5_acc/aux0: 0.8283, loss_cls/aux0: 1.5763, loss/aux0: 1.5763, top1_acc/aux1: 0.6196, top5_acc/aux1: 0.8401, loss_cls/aux1: 1.5287, loss/aux1: 1.5287, top1_acc/aux2: 0.5484, top5_acc/aux2: 0.7847, loss_cls/aux2: 1.8370, loss/aux2: 1.8370 2020-10-26 17:52:55,133 - mmaction - INFO - Epoch [181][80/264] lr: 9.097e-02, eta: 5:12:13, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5813, top5_acc: 0.8122, loss_cls: 1.6806, loss: 1.6806, grad_norm: 1.9036, top1_acc/aux0: 0.6111, top5_acc/aux0: 0.8295, loss_cls/aux0: 1.5834, loss/aux0: 1.5834, top1_acc/aux1: 0.6170, top5_acc/aux1: 0.8332, loss_cls/aux1: 1.5581, loss/aux1: 1.5581, top1_acc/aux2: 0.5486, top5_acc/aux2: 0.7832, loss_cls/aux2: 1.8389, loss/aux2: 1.8389 2020-10-26 17:53:42,553 - mmaction - INFO - Epoch [181][100/264] lr: 9.097e-02, eta: 5:11:54, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5786, top5_acc: 0.8023, loss_cls: 1.7341, loss: 1.7341, grad_norm: 1.9213, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8314, loss_cls/aux0: 1.5794, loss/aux0: 1.5794, top1_acc/aux1: 0.6149, top5_acc/aux1: 0.8276, loss_cls/aux1: 1.5675, loss/aux1: 1.5675, top1_acc/aux2: 0.5451, top5_acc/aux2: 0.7816, loss_cls/aux2: 1.8540, loss/aux2: 1.8540 2020-10-26 17:54:29,885 - mmaction - INFO - Epoch [181][120/264] lr: 9.097e-02, eta: 5:11:36, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5748, top5_acc: 0.8040, loss_cls: 1.7209, loss: 1.7209, grad_norm: 1.9021, top1_acc/aux0: 0.6094, top5_acc/aux0: 0.8314, loss_cls/aux0: 1.5767, loss/aux0: 1.5767, top1_acc/aux1: 0.6026, top5_acc/aux1: 0.8276, loss_cls/aux1: 1.5791, loss/aux1: 1.5791, top1_acc/aux2: 0.5432, top5_acc/aux2: 0.7847, loss_cls/aux2: 1.8625, loss/aux2: 1.8625 2020-10-26 17:55:17,378 - mmaction - INFO - Epoch [181][140/264] lr: 9.097e-02, eta: 5:11:17, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5703, top5_acc: 0.7964, loss_cls: 1.7275, loss: 1.7275, grad_norm: 1.8707, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8351, loss_cls/aux0: 1.5657, loss/aux0: 1.5657, top1_acc/aux1: 0.6102, top5_acc/aux1: 0.8363, loss_cls/aux1: 1.5439, loss/aux1: 1.5439, top1_acc/aux2: 0.5493, top5_acc/aux2: 0.7913, loss_cls/aux2: 1.8229, loss/aux2: 1.8229 2020-10-26 17:56:04,994 - mmaction - INFO - Epoch [181][160/264] lr: 9.097e-02, eta: 5:10:58, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.5741, top5_acc: 0.8075, loss_cls: 1.7016, loss: 1.7016, grad_norm: 1.9165, top1_acc/aux0: 0.6061, top5_acc/aux0: 0.8316, loss_cls/aux0: 1.5899, loss/aux0: 1.5899, top1_acc/aux1: 0.6313, top5_acc/aux1: 0.8415, loss_cls/aux1: 1.4939, loss/aux1: 1.4939, top1_acc/aux2: 0.5472, top5_acc/aux2: 0.7891, loss_cls/aux2: 1.8169, loss/aux2: 1.8169 2020-10-26 17:56:52,362 - mmaction - INFO - Epoch [181][180/264] lr: 9.097e-02, eta: 5:10:40, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.5641, top5_acc: 0.8010, loss_cls: 1.7553, loss: 1.7553, grad_norm: 1.8983, top1_acc/aux0: 0.6128, top5_acc/aux0: 0.8332, loss_cls/aux0: 1.5505, loss/aux0: 1.5505, top1_acc/aux1: 0.6271, top5_acc/aux1: 0.8403, loss_cls/aux1: 1.4954, loss/aux1: 1.4954, top1_acc/aux2: 0.5365, top5_acc/aux2: 0.7792, loss_cls/aux2: 1.8604, loss/aux2: 1.8604 2020-10-26 17:57:39,783 - mmaction - INFO - Epoch [181][200/264] lr: 9.097e-02, eta: 5:10:21, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5792, top5_acc: 0.8000, loss_cls: 1.7232, loss: 1.7232, grad_norm: 1.8525, top1_acc/aux0: 0.6220, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5221, loss/aux0: 1.5221, top1_acc/aux1: 0.6161, top5_acc/aux1: 0.8365, loss_cls/aux1: 1.5394, loss/aux1: 1.5394, top1_acc/aux2: 0.5458, top5_acc/aux2: 0.7835, loss_cls/aux2: 1.8439, loss/aux2: 1.8439 2020-10-26 17:58:27,212 - mmaction - INFO - Epoch [181][220/264] lr: 9.097e-02, eta: 5:10:02, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5845, top5_acc: 0.7983, loss_cls: 1.7155, loss: 1.7155, grad_norm: 1.8857, top1_acc/aux0: 0.6156, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5581, loss/aux0: 1.5581, top1_acc/aux1: 0.6113, top5_acc/aux1: 0.8319, loss_cls/aux1: 1.5663, loss/aux1: 1.5663, top1_acc/aux2: 0.5481, top5_acc/aux2: 0.7896, loss_cls/aux2: 1.8273, loss/aux2: 1.8273 2020-10-26 17:59:14,681 - mmaction - INFO - Epoch [181][240/264] lr: 9.097e-02, eta: 5:09:44, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5835, top5_acc: 0.8030, loss_cls: 1.7002, loss: 1.7002, grad_norm: 1.8809, top1_acc/aux0: 0.6040, top5_acc/aux0: 0.8392, loss_cls/aux0: 1.6061, loss/aux0: 1.6061, top1_acc/aux1: 0.6122, top5_acc/aux1: 0.8295, loss_cls/aux1: 1.5584, loss/aux1: 1.5584, top1_acc/aux2: 0.5363, top5_acc/aux2: 0.7773, loss_cls/aux2: 1.8803, loss/aux2: 1.8803 2020-10-26 18:00:02,158 - mmaction - INFO - Epoch [181][260/264] lr: 9.097e-02, eta: 5:09:25, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5745, top5_acc: 0.7991, loss_cls: 1.7251, loss: 1.7251, grad_norm: 1.9188, top1_acc/aux0: 0.6024, top5_acc/aux0: 0.8366, loss_cls/aux0: 1.6088, loss/aux0: 1.6088, top1_acc/aux1: 0.6123, top5_acc/aux1: 0.8373, loss_cls/aux1: 1.5302, loss/aux1: 1.5302, top1_acc/aux2: 0.5394, top5_acc/aux2: 0.7733, loss_cls/aux2: 1.8812, loss/aux2: 1.8812 2020-10-26 18:04:33,732 - mmaction - INFO - Epoch [182][20/264] lr: 8.876e-02, eta: 5:09:01, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5821, top5_acc: 0.8161, loss_cls: 1.6652, loss: 1.6652, grad_norm: 1.8768, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8368, loss_cls/aux0: 1.5739, loss/aux0: 1.5739, top1_acc/aux1: 0.6167, top5_acc/aux1: 0.8344, loss_cls/aux1: 1.5231, loss/aux1: 1.5231, top1_acc/aux2: 0.5344, top5_acc/aux2: 0.7753, loss_cls/aux2: 1.9016, loss/aux2: 1.9016 2020-10-26 18:05:21,000 - mmaction - INFO - Epoch [182][40/264] lr: 8.876e-02, eta: 5:08:42, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5757, top5_acc: 0.8030, loss_cls: 1.7127, loss: 1.7127, grad_norm: 1.9017, top1_acc/aux0: 0.6097, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5593, loss/aux0: 1.5593, top1_acc/aux1: 0.6153, top5_acc/aux1: 0.8325, loss_cls/aux1: 1.5363, loss/aux1: 1.5363, top1_acc/aux2: 0.5349, top5_acc/aux2: 0.7759, loss_cls/aux2: 1.8942, loss/aux2: 1.8942 2020-10-26 18:06:08,218 - mmaction - INFO - Epoch [182][60/264] lr: 8.876e-02, eta: 5:08:24, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5938, top5_acc: 0.8132, loss_cls: 1.6677, loss: 1.6677, grad_norm: 1.9108, top1_acc/aux0: 0.6090, top5_acc/aux0: 0.8392, loss_cls/aux0: 1.5473, loss/aux0: 1.5473, top1_acc/aux1: 0.6135, top5_acc/aux1: 0.8333, loss_cls/aux1: 1.5506, loss/aux1: 1.5506, top1_acc/aux2: 0.5479, top5_acc/aux2: 0.7861, loss_cls/aux2: 1.8401, loss/aux2: 1.8401 2020-10-26 18:06:55,806 - mmaction - INFO - Epoch [182][80/264] lr: 8.876e-02, eta: 5:08:05, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5785, top5_acc: 0.8028, loss_cls: 1.6934, loss: 1.6934, grad_norm: 1.9164, top1_acc/aux0: 0.6066, top5_acc/aux0: 0.8351, loss_cls/aux0: 1.5665, loss/aux0: 1.5665, top1_acc/aux1: 0.6214, top5_acc/aux1: 0.8415, loss_cls/aux1: 1.5263, loss/aux1: 1.5263, top1_acc/aux2: 0.5589, top5_acc/aux2: 0.7918, loss_cls/aux2: 1.7995, loss/aux2: 1.7995 2020-10-26 18:07:43,151 - mmaction - INFO - Epoch [182][100/264] lr: 8.876e-02, eta: 5:07:46, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5832, top5_acc: 0.8087, loss_cls: 1.7003, loss: 1.7003, grad_norm: 1.9129, top1_acc/aux0: 0.6062, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5588, loss/aux0: 1.5588, top1_acc/aux1: 0.6217, top5_acc/aux1: 0.8490, loss_cls/aux1: 1.5032, loss/aux1: 1.5032, top1_acc/aux2: 0.5599, top5_acc/aux2: 0.7913, loss_cls/aux2: 1.8037, loss/aux2: 1.8037 2020-10-26 18:08:30,872 - mmaction - INFO - Epoch [182][120/264] lr: 8.876e-02, eta: 5:07:28, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5767, top5_acc: 0.8078, loss_cls: 1.7156, loss: 1.7156, grad_norm: 1.9824, top1_acc/aux0: 0.6076, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5515, loss/aux0: 1.5515, top1_acc/aux1: 0.6198, top5_acc/aux1: 0.8455, loss_cls/aux1: 1.5107, loss/aux1: 1.5107, top1_acc/aux2: 0.5469, top5_acc/aux2: 0.7891, loss_cls/aux2: 1.8443, loss/aux2: 1.8443 2020-10-26 18:09:18,362 - mmaction - INFO - Epoch [182][140/264] lr: 8.876e-02, eta: 5:07:09, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5781, top5_acc: 0.8083, loss_cls: 1.7011, loss: 1.7011, grad_norm: 1.8790, top1_acc/aux0: 0.6064, top5_acc/aux0: 0.8358, loss_cls/aux0: 1.5730, loss/aux0: 1.5730, top1_acc/aux1: 0.6248, top5_acc/aux1: 0.8365, loss_cls/aux1: 1.5180, loss/aux1: 1.5180, top1_acc/aux2: 0.5375, top5_acc/aux2: 0.7806, loss_cls/aux2: 1.8742, loss/aux2: 1.8742 2020-10-26 18:10:05,849 - mmaction - INFO - Epoch [182][160/264] lr: 8.876e-02, eta: 5:06:50, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5844, top5_acc: 0.8122, loss_cls: 1.7025, loss: 1.7025, grad_norm: 1.9592, top1_acc/aux0: 0.6061, top5_acc/aux0: 0.8384, loss_cls/aux0: 1.5749, loss/aux0: 1.5749, top1_acc/aux1: 0.6300, top5_acc/aux1: 0.8405, loss_cls/aux1: 1.4821, loss/aux1: 1.4821, top1_acc/aux2: 0.5339, top5_acc/aux2: 0.7752, loss_cls/aux2: 1.8929, loss/aux2: 1.8929 2020-10-26 18:10:53,237 - mmaction - INFO - Epoch [182][180/264] lr: 8.876e-02, eta: 5:06:32, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.5778, top5_acc: 0.8130, loss_cls: 1.7007, loss: 1.7007, grad_norm: 1.9508, top1_acc/aux0: 0.6073, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5682, loss/aux0: 1.5682, top1_acc/aux1: 0.6160, top5_acc/aux1: 0.8330, loss_cls/aux1: 1.5395, loss/aux1: 1.5395, top1_acc/aux2: 0.5394, top5_acc/aux2: 0.7795, loss_cls/aux2: 1.8799, loss/aux2: 1.8799 2020-10-26 18:11:40,452 - mmaction - INFO - Epoch [182][200/264] lr: 8.876e-02, eta: 5:06:13, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5818, top5_acc: 0.8061, loss_cls: 1.7105, loss: 1.7105, grad_norm: 1.9229, top1_acc/aux0: 0.6135, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5507, loss/aux0: 1.5507, top1_acc/aux1: 0.6056, top5_acc/aux1: 0.8269, loss_cls/aux1: 1.5818, loss/aux1: 1.5818, top1_acc/aux2: 0.5479, top5_acc/aux2: 0.7875, loss_cls/aux2: 1.8474, loss/aux2: 1.8474 2020-10-26 18:12:27,867 - mmaction - INFO - Epoch [182][220/264] lr: 8.876e-02, eta: 5:05:54, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5795, top5_acc: 0.8085, loss_cls: 1.6985, loss: 1.6985, grad_norm: 1.9297, top1_acc/aux0: 0.6125, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5614, loss/aux0: 1.5614, top1_acc/aux1: 0.6161, top5_acc/aux1: 0.8321, loss_cls/aux1: 1.5235, loss/aux1: 1.5235, top1_acc/aux2: 0.5451, top5_acc/aux2: 0.7873, loss_cls/aux2: 1.8456, loss/aux2: 1.8456 2020-10-26 18:13:15,449 - mmaction - INFO - Epoch [182][240/264] lr: 8.876e-02, eta: 5:05:36, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.5854, top5_acc: 0.8045, loss_cls: 1.6848, loss: 1.6848, grad_norm: 1.8923, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8300, loss_cls/aux0: 1.6052, loss/aux0: 1.6052, top1_acc/aux1: 0.6160, top5_acc/aux1: 0.8354, loss_cls/aux1: 1.5175, loss/aux1: 1.5175, top1_acc/aux2: 0.5523, top5_acc/aux2: 0.7872, loss_cls/aux2: 1.8293, loss/aux2: 1.8293 2020-10-26 18:14:02,792 - mmaction - INFO - Epoch [182][260/264] lr: 8.876e-02, eta: 5:05:17, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5674, top5_acc: 0.8049, loss_cls: 1.7417, loss: 1.7417, grad_norm: 1.8913, top1_acc/aux0: 0.6045, top5_acc/aux0: 0.8309, loss_cls/aux0: 1.5888, loss/aux0: 1.5888, top1_acc/aux1: 0.6198, top5_acc/aux1: 0.8389, loss_cls/aux1: 1.5137, loss/aux1: 1.5137, top1_acc/aux2: 0.5545, top5_acc/aux2: 0.7913, loss_cls/aux2: 1.8067, loss/aux2: 1.8067 2020-10-26 18:18:45,121 - mmaction - INFO - Epoch [183][20/264] lr: 8.657e-02, eta: 5:04:53, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5781, top5_acc: 0.8056, loss_cls: 1.6890, loss: 1.6890, grad_norm: 1.9170, top1_acc/aux0: 0.6118, top5_acc/aux0: 0.8309, loss_cls/aux0: 1.5597, loss/aux0: 1.5597, top1_acc/aux1: 0.6431, top5_acc/aux1: 0.8566, loss_cls/aux1: 1.4199, loss/aux1: 1.4199, top1_acc/aux2: 0.5646, top5_acc/aux2: 0.7913, loss_cls/aux2: 1.7698, loss/aux2: 1.7698 2020-10-26 18:19:32,424 - mmaction - INFO - Epoch [183][40/264] lr: 8.657e-02, eta: 5:04:34, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5845, top5_acc: 0.8095, loss_cls: 1.6798, loss: 1.6798, grad_norm: 1.9103, top1_acc/aux0: 0.6153, top5_acc/aux0: 0.8330, loss_cls/aux0: 1.5569, loss/aux0: 1.5569, top1_acc/aux1: 0.6332, top5_acc/aux1: 0.8491, loss_cls/aux1: 1.4694, loss/aux1: 1.4694, top1_acc/aux2: 0.5604, top5_acc/aux2: 0.7875, loss_cls/aux2: 1.7799, loss/aux2: 1.7799 2020-10-26 18:20:19,627 - mmaction - INFO - Epoch [183][60/264] lr: 8.657e-02, eta: 5:04:16, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5804, top5_acc: 0.8125, loss_cls: 1.6633, loss: 1.6633, grad_norm: 1.9262, top1_acc/aux0: 0.6212, top5_acc/aux0: 0.8384, loss_cls/aux0: 1.5247, loss/aux0: 1.5247, top1_acc/aux1: 0.6182, top5_acc/aux1: 0.8366, loss_cls/aux1: 1.5281, loss/aux1: 1.5281, top1_acc/aux2: 0.5540, top5_acc/aux2: 0.7835, loss_cls/aux2: 1.8151, loss/aux2: 1.8151 2020-10-26 18:21:38,659 - mmaction - INFO - Epoch [183][80/264] lr: 8.657e-02, eta: 5:04:04, time: 1.782, data_time: 0.000, memory: 8466, top1_acc: 0.5712, top5_acc: 0.8094, loss_cls: 1.7152, loss: 1.7152, grad_norm: 1.9368, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8373, loss_cls/aux0: 1.5269, loss/aux0: 1.5269, top1_acc/aux1: 0.6177, top5_acc/aux1: 0.8378, loss_cls/aux1: 1.5202, loss/aux1: 1.5202, top1_acc/aux2: 0.5589, top5_acc/aux2: 0.7854, loss_cls/aux2: 1.8227, loss/aux2: 1.8227 2020-10-26 18:22:26,082 - mmaction - INFO - Epoch [183][100/264] lr: 8.657e-02, eta: 5:03:45, time: 0.949, data_time: 0.001, memory: 8466, top1_acc: 0.5800, top5_acc: 0.8066, loss_cls: 1.6988, loss: 1.6988, grad_norm: 1.9537, top1_acc/aux0: 0.6137, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5801, loss/aux0: 1.5801, top1_acc/aux1: 0.6200, top5_acc/aux1: 0.8413, loss_cls/aux1: 1.5168, loss/aux1: 1.5168, top1_acc/aux2: 0.5493, top5_acc/aux2: 0.7839, loss_cls/aux2: 1.8379, loss/aux2: 1.8379 2020-10-26 18:23:13,182 - mmaction - INFO - Epoch [183][120/264] lr: 8.657e-02, eta: 5:03:26, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5757, top5_acc: 0.8045, loss_cls: 1.7290, loss: 1.7290, grad_norm: 1.8970, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8330, loss_cls/aux0: 1.5773, loss/aux0: 1.5773, top1_acc/aux1: 0.6142, top5_acc/aux1: 0.8339, loss_cls/aux1: 1.5431, loss/aux1: 1.5431, top1_acc/aux2: 0.5418, top5_acc/aux2: 0.7795, loss_cls/aux2: 1.8726, loss/aux2: 1.8726 2020-10-26 18:24:00,741 - mmaction - INFO - Epoch [183][140/264] lr: 8.657e-02, eta: 5:03:08, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5913, top5_acc: 0.8095, loss_cls: 1.6838, loss: 1.6838, grad_norm: 1.9227, top1_acc/aux0: 0.6101, top5_acc/aux0: 0.8340, loss_cls/aux0: 1.5666, loss/aux0: 1.5666, top1_acc/aux1: 0.6250, top5_acc/aux1: 0.8391, loss_cls/aux1: 1.5011, loss/aux1: 1.5011, top1_acc/aux2: 0.5479, top5_acc/aux2: 0.7837, loss_cls/aux2: 1.8688, loss/aux2: 1.8688 2020-10-26 18:24:48,264 - mmaction - INFO - Epoch [183][160/264] lr: 8.657e-02, eta: 5:02:49, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5837, top5_acc: 0.8125, loss_cls: 1.6752, loss: 1.6752, grad_norm: 1.9621, top1_acc/aux0: 0.5983, top5_acc/aux0: 0.8309, loss_cls/aux0: 1.6094, loss/aux0: 1.6094, top1_acc/aux1: 0.6297, top5_acc/aux1: 0.8431, loss_cls/aux1: 1.4908, loss/aux1: 1.4908, top1_acc/aux2: 0.5434, top5_acc/aux2: 0.7875, loss_cls/aux2: 1.8546, loss/aux2: 1.8546 2020-10-26 18:25:35,398 - mmaction - INFO - Epoch [183][180/264] lr: 8.657e-02, eta: 5:02:30, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5748, top5_acc: 0.8017, loss_cls: 1.7157, loss: 1.7157, grad_norm: 1.9305, top1_acc/aux0: 0.6019, top5_acc/aux0: 0.8337, loss_cls/aux0: 1.5938, loss/aux0: 1.5938, top1_acc/aux1: 0.6116, top5_acc/aux1: 0.8351, loss_cls/aux1: 1.5586, loss/aux1: 1.5586, top1_acc/aux2: 0.5465, top5_acc/aux2: 0.7842, loss_cls/aux2: 1.8440, loss/aux2: 1.8440 2020-10-26 18:26:22,863 - mmaction - INFO - Epoch [183][200/264] lr: 8.657e-02, eta: 5:02:12, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5845, top5_acc: 0.8071, loss_cls: 1.6874, loss: 1.6874, grad_norm: 1.8872, top1_acc/aux0: 0.6095, top5_acc/aux0: 0.8328, loss_cls/aux0: 1.5790, loss/aux0: 1.5790, top1_acc/aux1: 0.6148, top5_acc/aux1: 0.8321, loss_cls/aux1: 1.5514, loss/aux1: 1.5514, top1_acc/aux2: 0.5512, top5_acc/aux2: 0.7898, loss_cls/aux2: 1.8230, loss/aux2: 1.8230 2020-10-26 18:27:10,078 - mmaction - INFO - Epoch [183][220/264] lr: 8.657e-02, eta: 5:01:53, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5781, top5_acc: 0.8102, loss_cls: 1.7059, loss: 1.7059, grad_norm: 1.9349, top1_acc/aux0: 0.6054, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.6158, loss/aux0: 1.6158, top1_acc/aux1: 0.6219, top5_acc/aux1: 0.8316, loss_cls/aux1: 1.5274, loss/aux1: 1.5274, top1_acc/aux2: 0.5444, top5_acc/aux2: 0.7887, loss_cls/aux2: 1.8449, loss/aux2: 1.8449 2020-10-26 18:27:57,694 - mmaction - INFO - Epoch [183][240/264] lr: 8.657e-02, eta: 5:01:34, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5780, top5_acc: 0.8139, loss_cls: 1.6785, loss: 1.6785, grad_norm: 1.9315, top1_acc/aux0: 0.6075, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.6015, loss/aux0: 1.6015, top1_acc/aux1: 0.6196, top5_acc/aux1: 0.8372, loss_cls/aux1: 1.5145, loss/aux1: 1.5145, top1_acc/aux2: 0.5432, top5_acc/aux2: 0.7802, loss_cls/aux2: 1.8585, loss/aux2: 1.8585 2020-10-26 18:28:45,198 - mmaction - INFO - Epoch [183][260/264] lr: 8.657e-02, eta: 5:01:15, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5773, top5_acc: 0.8045, loss_cls: 1.7214, loss: 1.7214, grad_norm: 1.9218, top1_acc/aux0: 0.6064, top5_acc/aux0: 0.8306, loss_cls/aux0: 1.5881, loss/aux0: 1.5881, top1_acc/aux1: 0.6253, top5_acc/aux1: 0.8396, loss_cls/aux1: 1.5096, loss/aux1: 1.5096, top1_acc/aux2: 0.5536, top5_acc/aux2: 0.7889, loss_cls/aux2: 1.8152, loss/aux2: 1.8152 2020-10-26 18:32:40,937 - mmaction - INFO - Epoch [184][20/264] lr: 8.441e-02, eta: 5:00:52, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5818, top5_acc: 0.8116, loss_cls: 1.6941, loss: 1.6941, grad_norm: 1.9359, top1_acc/aux0: 0.6017, top5_acc/aux0: 0.8382, loss_cls/aux0: 1.5578, loss/aux0: 1.5578, top1_acc/aux1: 0.6212, top5_acc/aux1: 0.8372, loss_cls/aux1: 1.5270, loss/aux1: 1.5270, top1_acc/aux2: 0.5601, top5_acc/aux2: 0.7944, loss_cls/aux2: 1.7811, loss/aux2: 1.7811 2020-10-26 18:33:27,993 - mmaction - INFO - Epoch [184][40/264] lr: 8.441e-02, eta: 5:00:33, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5812, top5_acc: 0.8153, loss_cls: 1.6695, loss: 1.6695, grad_norm: 1.9352, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.5755, loss/aux0: 1.5755, top1_acc/aux1: 0.6231, top5_acc/aux1: 0.8372, loss_cls/aux1: 1.5208, loss/aux1: 1.5208, top1_acc/aux2: 0.5625, top5_acc/aux2: 0.7908, loss_cls/aux2: 1.7942, loss/aux2: 1.7942 2020-10-26 18:34:15,293 - mmaction - INFO - Epoch [184][60/264] lr: 8.441e-02, eta: 5:00:14, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.5872, top5_acc: 0.8106, loss_cls: 1.6650, loss: 1.6650, grad_norm: 1.9495, top1_acc/aux0: 0.6028, top5_acc/aux0: 0.8288, loss_cls/aux0: 1.5806, loss/aux0: 1.5806, top1_acc/aux1: 0.6297, top5_acc/aux1: 0.8403, loss_cls/aux1: 1.4937, loss/aux1: 1.4937, top1_acc/aux2: 0.5582, top5_acc/aux2: 0.7859, loss_cls/aux2: 1.8245, loss/aux2: 1.8245 2020-10-26 18:35:02,272 - mmaction - INFO - Epoch [184][80/264] lr: 8.441e-02, eta: 4:59:55, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5783, top5_acc: 0.8160, loss_cls: 1.6599, loss: 1.6599, grad_norm: 1.9515, top1_acc/aux0: 0.6080, top5_acc/aux0: 0.8342, loss_cls/aux0: 1.5592, loss/aux0: 1.5592, top1_acc/aux1: 0.6274, top5_acc/aux1: 0.8382, loss_cls/aux1: 1.5065, loss/aux1: 1.5065, top1_acc/aux2: 0.5540, top5_acc/aux2: 0.7859, loss_cls/aux2: 1.8307, loss/aux2: 1.8307 2020-10-26 18:35:49,862 - mmaction - INFO - Epoch [184][100/264] lr: 8.441e-02, eta: 4:59:37, time: 0.968, data_time: 0.000, memory: 8466, top1_acc: 0.5795, top5_acc: 0.8134, loss_cls: 1.6964, loss: 1.6964, grad_norm: 1.9608, top1_acc/aux0: 0.6109, top5_acc/aux0: 0.8332, loss_cls/aux0: 1.5619, loss/aux0: 1.5619, top1_acc/aux1: 0.6214, top5_acc/aux1: 0.8361, loss_cls/aux1: 1.5147, loss/aux1: 1.5147, top1_acc/aux2: 0.5602, top5_acc/aux2: 0.7870, loss_cls/aux2: 1.8128, loss/aux2: 1.8128 2020-10-26 18:36:37,510 - mmaction - INFO - Epoch [184][120/264] lr: 8.441e-02, eta: 4:59:18, time: 0.965, data_time: 0.000, memory: 8466, top1_acc: 0.5821, top5_acc: 0.8049, loss_cls: 1.6906, loss: 1.6906, grad_norm: 1.9117, top1_acc/aux0: 0.6102, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.5424, loss/aux0: 1.5424, top1_acc/aux1: 0.6174, top5_acc/aux1: 0.8385, loss_cls/aux1: 1.5147, loss/aux1: 1.5147, top1_acc/aux2: 0.5613, top5_acc/aux2: 0.7929, loss_cls/aux2: 1.7845, loss/aux2: 1.7845 2020-10-26 18:37:24,671 - mmaction - INFO - Epoch [184][140/264] lr: 8.441e-02, eta: 4:59:00, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5745, top5_acc: 0.8014, loss_cls: 1.7437, loss: 1.7437, grad_norm: 1.9378, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.5338, loss/aux0: 1.5338, top1_acc/aux1: 0.6130, top5_acc/aux1: 0.8349, loss_cls/aux1: 1.5259, loss/aux1: 1.5259, top1_acc/aux2: 0.5587, top5_acc/aux2: 0.7962, loss_cls/aux2: 1.7863, loss/aux2: 1.7863 2020-10-26 18:38:12,116 - mmaction - INFO - Epoch [184][160/264] lr: 8.441e-02, eta: 4:58:41, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.5845, top5_acc: 0.8082, loss_cls: 1.6780, loss: 1.6780, grad_norm: 1.9340, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8403, loss_cls/aux0: 1.5313, loss/aux0: 1.5313, top1_acc/aux1: 0.6175, top5_acc/aux1: 0.8413, loss_cls/aux1: 1.4969, loss/aux1: 1.4969, top1_acc/aux2: 0.5634, top5_acc/aux2: 0.7941, loss_cls/aux2: 1.8030, loss/aux2: 1.8030 2020-10-26 18:38:59,555 - mmaction - INFO - Epoch [184][180/264] lr: 8.441e-02, eta: 4:58:22, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5720, top5_acc: 0.8073, loss_cls: 1.7017, loss: 1.7017, grad_norm: 1.9732, top1_acc/aux0: 0.6238, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.5154, loss/aux0: 1.5154, top1_acc/aux1: 0.6264, top5_acc/aux1: 0.8481, loss_cls/aux1: 1.4774, loss/aux1: 1.4774, top1_acc/aux2: 0.5615, top5_acc/aux2: 0.7898, loss_cls/aux2: 1.8076, loss/aux2: 1.8076 2020-10-26 18:39:46,662 - mmaction - INFO - Epoch [184][200/264] lr: 8.441e-02, eta: 4:58:04, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5905, top5_acc: 0.8080, loss_cls: 1.6607, loss: 1.6607, grad_norm: 1.9630, top1_acc/aux0: 0.6155, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.5609, loss/aux0: 1.5609, top1_acc/aux1: 0.6210, top5_acc/aux1: 0.8422, loss_cls/aux1: 1.5027, loss/aux1: 1.5027, top1_acc/aux2: 0.5490, top5_acc/aux2: 0.7793, loss_cls/aux2: 1.8350, loss/aux2: 1.8350 2020-10-26 18:40:33,955 - mmaction - INFO - Epoch [184][220/264] lr: 8.441e-02, eta: 4:57:45, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5861, top5_acc: 0.8130, loss_cls: 1.6826, loss: 1.6826, grad_norm: 1.9142, top1_acc/aux0: 0.6031, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5942, loss/aux0: 1.5942, top1_acc/aux1: 0.6212, top5_acc/aux1: 0.8410, loss_cls/aux1: 1.5291, loss/aux1: 1.5291, top1_acc/aux2: 0.5500, top5_acc/aux2: 0.7738, loss_cls/aux2: 1.8521, loss/aux2: 1.8521 2020-10-26 18:41:20,893 - mmaction - INFO - Epoch [184][240/264] lr: 8.441e-02, eta: 4:57:26, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5811, top5_acc: 0.8024, loss_cls: 1.7039, loss: 1.7039, grad_norm: 1.9663, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5610, loss/aux0: 1.5610, top1_acc/aux1: 0.6328, top5_acc/aux1: 0.8470, loss_cls/aux1: 1.4900, loss/aux1: 1.4900, top1_acc/aux2: 0.5613, top5_acc/aux2: 0.7847, loss_cls/aux2: 1.8191, loss/aux2: 1.8191 2020-10-26 18:42:08,233 - mmaction - INFO - Epoch [184][260/264] lr: 8.441e-02, eta: 4:57:07, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5811, top5_acc: 0.8073, loss_cls: 1.6662, loss: 1.6662, grad_norm: 1.9384, top1_acc/aux0: 0.6137, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5384, loss/aux0: 1.5384, top1_acc/aux1: 0.6255, top5_acc/aux1: 0.8431, loss_cls/aux1: 1.4980, loss/aux1: 1.4980, top1_acc/aux2: 0.5594, top5_acc/aux2: 0.7892, loss_cls/aux2: 1.8024, loss/aux2: 1.8024 2020-10-26 18:42:19,713 - mmaction - INFO - Saving checkpoint at 184 epochs 2020-10-26 18:43:24,104 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-26 18:43:24,351 - mmaction - INFO - top1_acc 0.6889 top5_acc 0.8871 2020-10-26 18:43:24,351 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-26 18:43:24,404 - mmaction - INFO - mean_acc 0.6889 2020-10-26 18:43:24,405 - mmaction - INFO - Now best checkpoint is epoch_184.pth 2020-10-26 18:43:24,440 - mmaction - INFO - Epoch(val) [184][264] top1_acc: 0.6889, top5_acc: 0.8871, mean_class_accuracy: 0.6889 2020-10-26 18:46:53,153 - mmaction - INFO - Epoch [185][20/264] lr: 8.226e-02, eta: 4:56:44, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5875, top5_acc: 0.8075, loss_cls: 1.6777, loss: 1.6777, grad_norm: 1.9242, top1_acc/aux0: 0.5997, top5_acc/aux0: 0.8330, loss_cls/aux0: 1.5753, loss/aux0: 1.5753, top1_acc/aux1: 0.6319, top5_acc/aux1: 0.8372, loss_cls/aux1: 1.5103, loss/aux1: 1.5103, top1_acc/aux2: 0.5635, top5_acc/aux2: 0.7990, loss_cls/aux2: 1.7804, loss/aux2: 1.7804 2020-10-26 18:47:40,536 - mmaction - INFO - Epoch [185][40/264] lr: 8.226e-02, eta: 4:56:25, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5854, top5_acc: 0.8116, loss_cls: 1.6792, loss: 1.6792, grad_norm: 1.9341, top1_acc/aux0: 0.6061, top5_acc/aux0: 0.8351, loss_cls/aux0: 1.5605, loss/aux0: 1.5605, top1_acc/aux1: 0.6340, top5_acc/aux1: 0.8392, loss_cls/aux1: 1.5092, loss/aux1: 1.5092, top1_acc/aux2: 0.5587, top5_acc/aux2: 0.7955, loss_cls/aux2: 1.7809, loss/aux2: 1.7809 2020-10-26 18:48:27,714 - mmaction - INFO - Epoch [185][60/264] lr: 8.226e-02, eta: 4:56:06, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5931, top5_acc: 0.8127, loss_cls: 1.6474, loss: 1.6474, grad_norm: 1.9762, top1_acc/aux0: 0.6139, top5_acc/aux0: 0.8389, loss_cls/aux0: 1.5454, loss/aux0: 1.5454, top1_acc/aux1: 0.6339, top5_acc/aux1: 0.8385, loss_cls/aux1: 1.5134, loss/aux1: 1.5134, top1_acc/aux2: 0.5559, top5_acc/aux2: 0.7936, loss_cls/aux2: 1.7898, loss/aux2: 1.7898 2020-10-26 18:49:14,989 - mmaction - INFO - Epoch [185][80/264] lr: 8.226e-02, eta: 4:55:47, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5821, top5_acc: 0.8033, loss_cls: 1.6948, loss: 1.6948, grad_norm: 1.9696, top1_acc/aux0: 0.6132, top5_acc/aux0: 0.8408, loss_cls/aux0: 1.5461, loss/aux0: 1.5461, top1_acc/aux1: 0.6194, top5_acc/aux1: 0.8351, loss_cls/aux1: 1.5399, loss/aux1: 1.5399, top1_acc/aux2: 0.5543, top5_acc/aux2: 0.7901, loss_cls/aux2: 1.8139, loss/aux2: 1.8139 2020-10-26 18:50:02,342 - mmaction - INFO - Epoch [185][100/264] lr: 8.226e-02, eta: 4:55:29, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5790, top5_acc: 0.8063, loss_cls: 1.6962, loss: 1.6962, grad_norm: 1.9610, top1_acc/aux0: 0.6141, top5_acc/aux0: 0.8410, loss_cls/aux0: 1.5469, loss/aux0: 1.5469, top1_acc/aux1: 0.6113, top5_acc/aux1: 0.8333, loss_cls/aux1: 1.5658, loss/aux1: 1.5658, top1_acc/aux2: 0.5509, top5_acc/aux2: 0.7892, loss_cls/aux2: 1.8247, loss/aux2: 1.8247 2020-10-26 18:50:49,742 - mmaction - INFO - Epoch [185][120/264] lr: 8.226e-02, eta: 4:55:10, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5974, top5_acc: 0.8212, loss_cls: 1.6117, loss: 1.6117, grad_norm: 1.9550, top1_acc/aux0: 0.6146, top5_acc/aux0: 0.8410, loss_cls/aux0: 1.5314, loss/aux0: 1.5314, top1_acc/aux1: 0.6208, top5_acc/aux1: 0.8345, loss_cls/aux1: 1.5480, loss/aux1: 1.5480, top1_acc/aux2: 0.5582, top5_acc/aux2: 0.7981, loss_cls/aux2: 1.7852, loss/aux2: 1.7852 2020-10-26 18:52:15,984 - mmaction - INFO - Epoch [185][140/264] lr: 8.226e-02, eta: 4:55:00, time: 2.106, data_time: 0.028, memory: 8466, top1_acc: 0.5790, top5_acc: 0.8049, loss_cls: 1.7059, loss: 1.7059, grad_norm: 1.9814, top1_acc/aux0: 0.6161, top5_acc/aux0: 0.8481, loss_cls/aux0: 1.5010, loss/aux0: 1.5010, top1_acc/aux1: 0.6238, top5_acc/aux1: 0.8365, loss_cls/aux1: 1.5234, loss/aux1: 1.5234, top1_acc/aux2: 0.5646, top5_acc/aux2: 0.7970, loss_cls/aux2: 1.7800, loss/aux2: 1.7800 2020-10-26 18:53:29,240 - mmaction - INFO - Epoch [185][160/264] lr: 8.226e-02, eta: 4:54:42, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5866, top5_acc: 0.8156, loss_cls: 1.6624, loss: 1.6624, grad_norm: 1.9560, top1_acc/aux0: 0.6227, top5_acc/aux0: 0.8502, loss_cls/aux0: 1.5041, loss/aux0: 1.5041, top1_acc/aux1: 0.6328, top5_acc/aux1: 0.8385, loss_cls/aux1: 1.4965, loss/aux1: 1.4965, top1_acc/aux2: 0.5595, top5_acc/aux2: 0.7929, loss_cls/aux2: 1.7992, loss/aux2: 1.7992 2020-10-26 18:54:16,335 - mmaction - INFO - Epoch [185][180/264] lr: 8.226e-02, eta: 4:54:23, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5809, top5_acc: 0.8075, loss_cls: 1.7040, loss: 1.7040, grad_norm: 1.9593, top1_acc/aux0: 0.6207, top5_acc/aux0: 0.8394, loss_cls/aux0: 1.5276, loss/aux0: 1.5276, top1_acc/aux1: 0.6243, top5_acc/aux1: 0.8325, loss_cls/aux1: 1.5279, loss/aux1: 1.5279, top1_acc/aux2: 0.5524, top5_acc/aux2: 0.7880, loss_cls/aux2: 1.8086, loss/aux2: 1.8086 2020-10-26 18:55:03,724 - mmaction - INFO - Epoch [185][200/264] lr: 8.226e-02, eta: 4:54:04, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5929, top5_acc: 0.8208, loss_cls: 1.6284, loss: 1.6284, grad_norm: 1.9533, top1_acc/aux0: 0.6215, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.5131, loss/aux0: 1.5131, top1_acc/aux1: 0.6212, top5_acc/aux1: 0.8328, loss_cls/aux1: 1.5242, loss/aux1: 1.5242, top1_acc/aux2: 0.5576, top5_acc/aux2: 0.7880, loss_cls/aux2: 1.7937, loss/aux2: 1.7937 2020-10-26 18:55:51,142 - mmaction - INFO - Epoch [185][220/264] lr: 8.226e-02, eta: 4:53:46, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5865, top5_acc: 0.8142, loss_cls: 1.6642, loss: 1.6642, grad_norm: 1.9277, top1_acc/aux0: 0.6137, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.5297, loss/aux0: 1.5297, top1_acc/aux1: 0.6325, top5_acc/aux1: 0.8444, loss_cls/aux1: 1.4732, loss/aux1: 1.4732, top1_acc/aux2: 0.5622, top5_acc/aux2: 0.7931, loss_cls/aux2: 1.7748, loss/aux2: 1.7748 2020-10-26 18:56:38,489 - mmaction - INFO - Epoch [185][240/264] lr: 8.226e-02, eta: 4:53:27, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5832, top5_acc: 0.8108, loss_cls: 1.6834, loss: 1.6834, grad_norm: 1.9214, top1_acc/aux0: 0.6111, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.5348, loss/aux0: 1.5348, top1_acc/aux1: 0.6344, top5_acc/aux1: 0.8505, loss_cls/aux1: 1.4548, loss/aux1: 1.4548, top1_acc/aux2: 0.5542, top5_acc/aux2: 0.7839, loss_cls/aux2: 1.8341, loss/aux2: 1.8341 2020-10-26 18:57:25,872 - mmaction - INFO - Epoch [185][260/264] lr: 8.226e-02, eta: 4:53:08, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.5908, top5_acc: 0.8069, loss_cls: 1.6698, loss: 1.6698, grad_norm: 1.9425, top1_acc/aux0: 0.6198, top5_acc/aux0: 0.8384, loss_cls/aux0: 1.5243, loss/aux0: 1.5243, top1_acc/aux1: 0.6375, top5_acc/aux1: 0.8495, loss_cls/aux1: 1.4489, loss/aux1: 1.4489, top1_acc/aux2: 0.5615, top5_acc/aux2: 0.7906, loss_cls/aux2: 1.8023, loss/aux2: 1.8023 2020-10-26 19:01:00,622 - mmaction - INFO - Epoch [186][20/264] lr: 8.014e-02, eta: 4:52:44, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5896, top5_acc: 0.8092, loss_cls: 1.6442, loss: 1.6442, grad_norm: 1.9488, top1_acc/aux0: 0.6139, top5_acc/aux0: 0.8486, loss_cls/aux0: 1.5117, loss/aux0: 1.5117, top1_acc/aux1: 0.6139, top5_acc/aux1: 0.8358, loss_cls/aux1: 1.5425, loss/aux1: 1.5425, top1_acc/aux2: 0.5611, top5_acc/aux2: 0.7965, loss_cls/aux2: 1.7725, loss/aux2: 1.7725 2020-10-26 19:01:47,892 - mmaction - INFO - Epoch [186][40/264] lr: 8.014e-02, eta: 4:52:26, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5913, top5_acc: 0.8120, loss_cls: 1.6581, loss: 1.6581, grad_norm: 1.9743, top1_acc/aux0: 0.6210, top5_acc/aux0: 0.8476, loss_cls/aux0: 1.5105, loss/aux0: 1.5105, top1_acc/aux1: 0.6139, top5_acc/aux1: 0.8363, loss_cls/aux1: 1.5374, loss/aux1: 1.5374, top1_acc/aux2: 0.5550, top5_acc/aux2: 0.7899, loss_cls/aux2: 1.7965, loss/aux2: 1.7965 2020-10-26 19:02:35,275 - mmaction - INFO - Epoch [186][60/264] lr: 8.014e-02, eta: 4:52:07, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5873, top5_acc: 0.8141, loss_cls: 1.6578, loss: 1.6578, grad_norm: 1.9577, top1_acc/aux0: 0.6372, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.4840, loss/aux0: 1.4840, top1_acc/aux1: 0.6227, top5_acc/aux1: 0.8399, loss_cls/aux1: 1.5019, loss/aux1: 1.5019, top1_acc/aux2: 0.5550, top5_acc/aux2: 0.7925, loss_cls/aux2: 1.7813, loss/aux2: 1.7813 2020-10-26 19:03:22,531 - mmaction - INFO - Epoch [186][80/264] lr: 8.014e-02, eta: 4:51:48, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5911, top5_acc: 0.8172, loss_cls: 1.6511, loss: 1.6511, grad_norm: 1.9430, top1_acc/aux0: 0.6372, top5_acc/aux0: 0.8457, loss_cls/aux0: 1.4944, loss/aux0: 1.4944, top1_acc/aux1: 0.6238, top5_acc/aux1: 0.8410, loss_cls/aux1: 1.4969, loss/aux1: 1.4969, top1_acc/aux2: 0.5559, top5_acc/aux2: 0.7905, loss_cls/aux2: 1.7823, loss/aux2: 1.7823 2020-10-26 19:04:09,539 - mmaction - INFO - Epoch [186][100/264] lr: 8.014e-02, eta: 4:51:30, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5899, top5_acc: 0.8130, loss_cls: 1.6659, loss: 1.6659, grad_norm: 1.9880, top1_acc/aux0: 0.6165, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5370, loss/aux0: 1.5370, top1_acc/aux1: 0.6306, top5_acc/aux1: 0.8418, loss_cls/aux1: 1.4863, loss/aux1: 1.4863, top1_acc/aux2: 0.5569, top5_acc/aux2: 0.7847, loss_cls/aux2: 1.7924, loss/aux2: 1.7924 2020-10-26 19:04:56,778 - mmaction - INFO - Epoch [186][120/264] lr: 8.014e-02, eta: 4:51:11, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5931, top5_acc: 0.8182, loss_cls: 1.6407, loss: 1.6407, grad_norm: 1.9851, top1_acc/aux0: 0.6095, top5_acc/aux0: 0.8358, loss_cls/aux0: 1.5580, loss/aux0: 1.5580, top1_acc/aux1: 0.6372, top5_acc/aux1: 0.8450, loss_cls/aux1: 1.4668, loss/aux1: 1.4668, top1_acc/aux2: 0.5677, top5_acc/aux2: 0.7974, loss_cls/aux2: 1.7491, loss/aux2: 1.7491 2020-10-26 19:05:44,397 - mmaction - INFO - Epoch [186][140/264] lr: 8.014e-02, eta: 4:50:52, time: 0.950, data_time: 0.001, memory: 8466, top1_acc: 0.5941, top5_acc: 0.8215, loss_cls: 1.6259, loss: 1.6259, grad_norm: 1.9200, top1_acc/aux0: 0.6205, top5_acc/aux0: 0.8434, loss_cls/aux0: 1.5231, loss/aux0: 1.5231, top1_acc/aux1: 0.6283, top5_acc/aux1: 0.8382, loss_cls/aux1: 1.4934, loss/aux1: 1.4934, top1_acc/aux2: 0.5571, top5_acc/aux2: 0.7901, loss_cls/aux2: 1.8165, loss/aux2: 1.8165 2020-10-26 19:06:31,658 - mmaction - INFO - Epoch [186][160/264] lr: 8.014e-02, eta: 4:50:33, time: 0.948, data_time: 0.001, memory: 8466, top1_acc: 0.5863, top5_acc: 0.8064, loss_cls: 1.6679, loss: 1.6679, grad_norm: 1.9901, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8450, loss_cls/aux0: 1.5004, loss/aux0: 1.5004, top1_acc/aux1: 0.6368, top5_acc/aux1: 0.8389, loss_cls/aux1: 1.4784, loss/aux1: 1.4784, top1_acc/aux2: 0.5470, top5_acc/aux2: 0.7837, loss_cls/aux2: 1.8600, loss/aux2: 1.8600 2020-10-26 19:07:19,178 - mmaction - INFO - Epoch [186][180/264] lr: 8.014e-02, eta: 4:50:15, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5885, top5_acc: 0.8087, loss_cls: 1.6773, loss: 1.6773, grad_norm: 2.0191, top1_acc/aux0: 0.6111, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.5428, loss/aux0: 1.5428, top1_acc/aux1: 0.6434, top5_acc/aux1: 0.8481, loss_cls/aux1: 1.4504, loss/aux1: 1.4504, top1_acc/aux2: 0.5444, top5_acc/aux2: 0.7866, loss_cls/aux2: 1.8523, loss/aux2: 1.8523 2020-10-26 19:08:06,759 - mmaction - INFO - Epoch [186][200/264] lr: 8.014e-02, eta: 4:49:56, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.5840, top5_acc: 0.8156, loss_cls: 1.6624, loss: 1.6624, grad_norm: 1.9796, top1_acc/aux0: 0.6101, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.5378, loss/aux0: 1.5378, top1_acc/aux1: 0.6241, top5_acc/aux1: 0.8418, loss_cls/aux1: 1.5078, loss/aux1: 1.5078, top1_acc/aux2: 0.5429, top5_acc/aux2: 0.7816, loss_cls/aux2: 1.8572, loss/aux2: 1.8572 2020-10-26 19:08:54,113 - mmaction - INFO - Epoch [186][220/264] lr: 8.014e-02, eta: 4:49:37, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5870, top5_acc: 0.8102, loss_cls: 1.6596, loss: 1.6596, grad_norm: 1.9699, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8429, loss_cls/aux0: 1.5263, loss/aux0: 1.5263, top1_acc/aux1: 0.6111, top5_acc/aux1: 0.8286, loss_cls/aux1: 1.5651, loss/aux1: 1.5651, top1_acc/aux2: 0.5460, top5_acc/aux2: 0.7816, loss_cls/aux2: 1.8470, loss/aux2: 1.8470 2020-10-26 19:09:41,615 - mmaction - INFO - Epoch [186][240/264] lr: 8.014e-02, eta: 4:49:19, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5847, top5_acc: 0.8111, loss_cls: 1.6571, loss: 1.6571, grad_norm: 1.9436, top1_acc/aux0: 0.6149, top5_acc/aux0: 0.8387, loss_cls/aux0: 1.5492, loss/aux0: 1.5492, top1_acc/aux1: 0.6116, top5_acc/aux1: 0.8276, loss_cls/aux1: 1.5597, loss/aux1: 1.5597, top1_acc/aux2: 0.5444, top5_acc/aux2: 0.7818, loss_cls/aux2: 1.8625, loss/aux2: 1.8625 2020-10-26 19:10:29,233 - mmaction - INFO - Epoch [186][260/264] lr: 8.014e-02, eta: 4:49:00, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.5877, top5_acc: 0.8115, loss_cls: 1.6805, loss: 1.6805, grad_norm: 1.9419, top1_acc/aux0: 0.6193, top5_acc/aux0: 0.8438, loss_cls/aux0: 1.5381, loss/aux0: 1.5381, top1_acc/aux1: 0.6181, top5_acc/aux1: 0.8363, loss_cls/aux1: 1.5188, loss/aux1: 1.5188, top1_acc/aux2: 0.5556, top5_acc/aux2: 0.7948, loss_cls/aux2: 1.8006, loss/aux2: 1.8006 2020-10-26 19:14:52,918 - mmaction - INFO - Epoch [187][20/264] lr: 7.804e-02, eta: 4:48:36, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5948, top5_acc: 0.8106, loss_cls: 1.6610, loss: 1.6610, grad_norm: 1.9800, top1_acc/aux0: 0.6233, top5_acc/aux0: 0.8382, loss_cls/aux0: 1.5441, loss/aux0: 1.5441, top1_acc/aux1: 0.6368, top5_acc/aux1: 0.8517, loss_cls/aux1: 1.4470, loss/aux1: 1.4470, top1_acc/aux2: 0.5795, top5_acc/aux2: 0.7990, loss_cls/aux2: 1.7227, loss/aux2: 1.7227 2020-10-26 19:15:39,982 - mmaction - INFO - Epoch [187][40/264] lr: 7.804e-02, eta: 4:48:18, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5906, top5_acc: 0.8153, loss_cls: 1.6716, loss: 1.6716, grad_norm: 1.9806, top1_acc/aux0: 0.6262, top5_acc/aux0: 0.8450, loss_cls/aux0: 1.5142, loss/aux0: 1.5142, top1_acc/aux1: 0.6344, top5_acc/aux1: 0.8500, loss_cls/aux1: 1.4736, loss/aux1: 1.4736, top1_acc/aux2: 0.5682, top5_acc/aux2: 0.7997, loss_cls/aux2: 1.7563, loss/aux2: 1.7563 2020-10-26 19:16:27,352 - mmaction - INFO - Epoch [187][60/264] lr: 7.804e-02, eta: 4:47:59, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6120, top5_acc: 0.8264, loss_cls: 1.5577, loss: 1.5577, grad_norm: 1.9933, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4739, loss/aux0: 1.4739, top1_acc/aux1: 0.6273, top5_acc/aux1: 0.8417, loss_cls/aux1: 1.5028, loss/aux1: 1.5028, top1_acc/aux2: 0.5644, top5_acc/aux2: 0.7998, loss_cls/aux2: 1.7699, loss/aux2: 1.7699 2020-10-26 19:17:14,667 - mmaction - INFO - Epoch [187][80/264] lr: 7.804e-02, eta: 4:47:40, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5882, top5_acc: 0.8134, loss_cls: 1.6561, loss: 1.6561, grad_norm: 2.0278, top1_acc/aux0: 0.6288, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.5047, loss/aux0: 1.5047, top1_acc/aux1: 0.6210, top5_acc/aux1: 0.8394, loss_cls/aux1: 1.5197, loss/aux1: 1.5197, top1_acc/aux2: 0.5628, top5_acc/aux2: 0.7983, loss_cls/aux2: 1.7579, loss/aux2: 1.7579 2020-10-26 19:18:02,242 - mmaction - INFO - Epoch [187][100/264] lr: 7.804e-02, eta: 4:47:21, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5905, top5_acc: 0.8155, loss_cls: 1.6494, loss: 1.6494, grad_norm: 2.0134, top1_acc/aux0: 0.6217, top5_acc/aux0: 0.8392, loss_cls/aux0: 1.5346, loss/aux0: 1.5346, top1_acc/aux1: 0.6234, top5_acc/aux1: 0.8476, loss_cls/aux1: 1.5244, loss/aux1: 1.5244, top1_acc/aux2: 0.5583, top5_acc/aux2: 0.7955, loss_cls/aux2: 1.7726, loss/aux2: 1.7726 2020-10-26 19:18:49,586 - mmaction - INFO - Epoch [187][120/264] lr: 7.804e-02, eta: 4:47:03, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5922, top5_acc: 0.8137, loss_cls: 1.6252, loss: 1.6252, grad_norm: 1.9903, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8436, loss_cls/aux0: 1.5079, loss/aux0: 1.5079, top1_acc/aux1: 0.6248, top5_acc/aux1: 0.8488, loss_cls/aux1: 1.4968, loss/aux1: 1.4968, top1_acc/aux2: 0.5625, top5_acc/aux2: 0.7957, loss_cls/aux2: 1.7615, loss/aux2: 1.7615 2020-10-26 19:19:36,943 - mmaction - INFO - Epoch [187][140/264] lr: 7.804e-02, eta: 4:46:44, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5858, top5_acc: 0.8005, loss_cls: 1.6939, loss: 1.6939, grad_norm: 2.0173, top1_acc/aux0: 0.6196, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.5233, loss/aux0: 1.5233, top1_acc/aux1: 0.6205, top5_acc/aux1: 0.8384, loss_cls/aux1: 1.5105, loss/aux1: 1.5105, top1_acc/aux2: 0.5661, top5_acc/aux2: 0.7986, loss_cls/aux2: 1.7245, loss/aux2: 1.7245 2020-10-26 19:20:24,311 - mmaction - INFO - Epoch [187][160/264] lr: 7.804e-02, eta: 4:46:25, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5950, top5_acc: 0.8175, loss_cls: 1.6257, loss: 1.6257, grad_norm: 1.9878, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.5138, loss/aux0: 1.5138, top1_acc/aux1: 0.6248, top5_acc/aux1: 0.8328, loss_cls/aux1: 1.5195, loss/aux1: 1.5195, top1_acc/aux2: 0.5561, top5_acc/aux2: 0.7866, loss_cls/aux2: 1.7842, loss/aux2: 1.7842 2020-10-26 19:21:12,136 - mmaction - INFO - Epoch [187][180/264] lr: 7.804e-02, eta: 4:46:06, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5941, top5_acc: 0.8109, loss_cls: 1.6603, loss: 1.6603, grad_norm: 1.9724, top1_acc/aux0: 0.6297, top5_acc/aux0: 0.8413, loss_cls/aux0: 1.5032, loss/aux0: 1.5032, top1_acc/aux1: 0.6238, top5_acc/aux1: 0.8330, loss_cls/aux1: 1.5048, loss/aux1: 1.5048, top1_acc/aux2: 0.5451, top5_acc/aux2: 0.7767, loss_cls/aux2: 1.8629, loss/aux2: 1.8629 2020-10-26 19:21:59,594 - mmaction - INFO - Epoch [187][200/264] lr: 7.804e-02, eta: 4:45:48, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5825, top5_acc: 0.8056, loss_cls: 1.7003, loss: 1.7003, grad_norm: 1.9586, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5302, loss/aux0: 1.5302, top1_acc/aux1: 0.6253, top5_acc/aux1: 0.8413, loss_cls/aux1: 1.4893, loss/aux1: 1.4893, top1_acc/aux2: 0.5594, top5_acc/aux2: 0.7911, loss_cls/aux2: 1.7926, loss/aux2: 1.7926 2020-10-26 19:22:46,636 - mmaction - INFO - Epoch [187][220/264] lr: 7.804e-02, eta: 4:45:29, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5861, top5_acc: 0.8233, loss_cls: 1.6499, loss: 1.6499, grad_norm: 1.9770, top1_acc/aux0: 0.6151, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5452, loss/aux0: 1.5452, top1_acc/aux1: 0.6333, top5_acc/aux1: 0.8443, loss_cls/aux1: 1.4700, loss/aux1: 1.4700, top1_acc/aux2: 0.5719, top5_acc/aux2: 0.8042, loss_cls/aux2: 1.7251, loss/aux2: 1.7251 2020-10-26 19:23:34,158 - mmaction - INFO - Epoch [187][240/264] lr: 7.804e-02, eta: 4:45:10, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6002, top5_acc: 0.8116, loss_cls: 1.6333, loss: 1.6333, grad_norm: 1.9933, top1_acc/aux0: 0.6142, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5479, loss/aux0: 1.5479, top1_acc/aux1: 0.6326, top5_acc/aux1: 0.8410, loss_cls/aux1: 1.4665, loss/aux1: 1.4665, top1_acc/aux2: 0.5698, top5_acc/aux2: 0.8066, loss_cls/aux2: 1.7289, loss/aux2: 1.7289 2020-10-26 19:24:21,533 - mmaction - INFO - Epoch [187][260/264] lr: 7.804e-02, eta: 4:44:52, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5847, top5_acc: 0.8064, loss_cls: 1.6808, loss: 1.6808, grad_norm: 2.0148, top1_acc/aux0: 0.6181, top5_acc/aux0: 0.8410, loss_cls/aux0: 1.5318, loss/aux0: 1.5318, top1_acc/aux1: 0.6507, top5_acc/aux1: 0.8477, loss_cls/aux1: 1.4288, loss/aux1: 1.4288, top1_acc/aux2: 0.5582, top5_acc/aux2: 0.7997, loss_cls/aux2: 1.7704, loss/aux2: 1.7704 2020-10-26 19:28:36,214 - mmaction - INFO - Epoch [188][20/264] lr: 7.596e-02, eta: 4:44:28, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5925, top5_acc: 0.8135, loss_cls: 1.6283, loss: 1.6283, grad_norm: 1.9315, top1_acc/aux0: 0.6302, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4862, loss/aux0: 1.4862, top1_acc/aux1: 0.6139, top5_acc/aux1: 0.8368, loss_cls/aux1: 1.5305, loss/aux1: 1.5305, top1_acc/aux2: 0.5781, top5_acc/aux2: 0.8080, loss_cls/aux2: 1.7161, loss/aux2: 1.7161 2020-10-26 19:29:23,298 - mmaction - INFO - Epoch [188][40/264] lr: 7.596e-02, eta: 4:44:09, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5863, top5_acc: 0.8168, loss_cls: 1.6469, loss: 1.6469, grad_norm: 2.0036, top1_acc/aux0: 0.6248, top5_acc/aux0: 0.8446, loss_cls/aux0: 1.4907, loss/aux0: 1.4907, top1_acc/aux1: 0.6276, top5_acc/aux1: 0.8436, loss_cls/aux1: 1.4850, loss/aux1: 1.4850, top1_acc/aux2: 0.5710, top5_acc/aux2: 0.8023, loss_cls/aux2: 1.7451, loss/aux2: 1.7451 2020-10-26 19:30:11,131 - mmaction - INFO - Epoch [188][60/264] lr: 7.596e-02, eta: 4:43:51, time: 0.981, data_time: 0.000, memory: 8466, top1_acc: 0.5894, top5_acc: 0.8186, loss_cls: 1.6286, loss: 1.6286, grad_norm: 2.0059, top1_acc/aux0: 0.6311, top5_acc/aux0: 0.8439, loss_cls/aux0: 1.4756, loss/aux0: 1.4756, top1_acc/aux1: 0.6321, top5_acc/aux1: 0.8420, loss_cls/aux1: 1.4734, loss/aux1: 1.4734, top1_acc/aux2: 0.5639, top5_acc/aux2: 0.7972, loss_cls/aux2: 1.7618, loss/aux2: 1.7618 2020-10-26 19:30:58,923 - mmaction - INFO - Epoch [188][80/264] lr: 7.596e-02, eta: 4:43:32, time: 0.952, data_time: 0.001, memory: 8466, top1_acc: 0.5993, top5_acc: 0.8120, loss_cls: 1.6407, loss: 1.6407, grad_norm: 1.9741, top1_acc/aux0: 0.6340, top5_acc/aux0: 0.8392, loss_cls/aux0: 1.5030, loss/aux0: 1.5030, top1_acc/aux1: 0.6314, top5_acc/aux1: 0.8410, loss_cls/aux1: 1.4792, loss/aux1: 1.4792, top1_acc/aux2: 0.5641, top5_acc/aux2: 0.7944, loss_cls/aux2: 1.7604, loss/aux2: 1.7604 2020-10-26 19:31:45,973 - mmaction - INFO - Epoch [188][100/264] lr: 7.596e-02, eta: 4:43:13, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6061, top5_acc: 0.8203, loss_cls: 1.6165, loss: 1.6165, grad_norm: 2.0004, top1_acc/aux0: 0.6267, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5437, loss/aux0: 1.5437, top1_acc/aux1: 0.6359, top5_acc/aux1: 0.8450, loss_cls/aux1: 1.4765, loss/aux1: 1.4765, top1_acc/aux2: 0.5597, top5_acc/aux2: 0.7936, loss_cls/aux2: 1.7643, loss/aux2: 1.7643 2020-10-26 19:32:33,099 - mmaction - INFO - Epoch [188][120/264] lr: 7.596e-02, eta: 4:42:55, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5984, top5_acc: 0.8215, loss_cls: 1.6226, loss: 1.6226, grad_norm: 1.9966, top1_acc/aux0: 0.6307, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.5051, loss/aux0: 1.5051, top1_acc/aux1: 0.6328, top5_acc/aux1: 0.8431, loss_cls/aux1: 1.4935, loss/aux1: 1.4935, top1_acc/aux2: 0.5625, top5_acc/aux2: 0.7938, loss_cls/aux2: 1.7624, loss/aux2: 1.7624 2020-10-26 19:33:20,638 - mmaction - INFO - Epoch [188][140/264] lr: 7.596e-02, eta: 4:42:36, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6030, top5_acc: 0.8200, loss_cls: 1.6184, loss: 1.6184, grad_norm: 2.0309, top1_acc/aux0: 0.6309, top5_acc/aux0: 0.8436, loss_cls/aux0: 1.4908, loss/aux0: 1.4908, top1_acc/aux1: 0.6342, top5_acc/aux1: 0.8446, loss_cls/aux1: 1.4800, loss/aux1: 1.4800, top1_acc/aux2: 0.5681, top5_acc/aux2: 0.7932, loss_cls/aux2: 1.7788, loss/aux2: 1.7788 2020-10-26 19:34:07,872 - mmaction - INFO - Epoch [188][160/264] lr: 7.596e-02, eta: 4:42:17, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5957, top5_acc: 0.8139, loss_cls: 1.6597, loss: 1.6597, grad_norm: 1.9979, top1_acc/aux0: 0.6309, top5_acc/aux0: 0.8405, loss_cls/aux0: 1.5028, loss/aux0: 1.5028, top1_acc/aux1: 0.6326, top5_acc/aux1: 0.8469, loss_cls/aux1: 1.4632, loss/aux1: 1.4632, top1_acc/aux2: 0.5639, top5_acc/aux2: 0.7941, loss_cls/aux2: 1.7897, loss/aux2: 1.7897 2020-10-26 19:34:55,306 - mmaction - INFO - Epoch [188][180/264] lr: 7.596e-02, eta: 4:41:59, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.5915, top5_acc: 0.8181, loss_cls: 1.6417, loss: 1.6417, grad_norm: 2.0462, top1_acc/aux0: 0.6247, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.5061, loss/aux0: 1.5061, top1_acc/aux1: 0.6247, top5_acc/aux1: 0.8455, loss_cls/aux1: 1.4779, loss/aux1: 1.4779, top1_acc/aux2: 0.5648, top5_acc/aux2: 0.7941, loss_cls/aux2: 1.7649, loss/aux2: 1.7649 2020-10-26 19:35:42,768 - mmaction - INFO - Epoch [188][200/264] lr: 7.596e-02, eta: 4:41:40, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.5774, top5_acc: 0.8073, loss_cls: 1.7036, loss: 1.7036, grad_norm: 1.9939, top1_acc/aux0: 0.6214, top5_acc/aux0: 0.8498, loss_cls/aux0: 1.4994, loss/aux0: 1.4994, top1_acc/aux1: 0.6158, top5_acc/aux1: 0.8382, loss_cls/aux1: 1.5300, loss/aux1: 1.5300, top1_acc/aux2: 0.5566, top5_acc/aux2: 0.7918, loss_cls/aux2: 1.7742, loss/aux2: 1.7742 2020-10-26 19:36:30,186 - mmaction - INFO - Epoch [188][220/264] lr: 7.596e-02, eta: 4:41:21, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5944, top5_acc: 0.8137, loss_cls: 1.6492, loss: 1.6492, grad_norm: 1.9809, top1_acc/aux0: 0.6276, top5_acc/aux0: 0.8460, loss_cls/aux0: 1.4860, loss/aux0: 1.4860, top1_acc/aux1: 0.6214, top5_acc/aux1: 0.8384, loss_cls/aux1: 1.5201, loss/aux1: 1.5201, top1_acc/aux2: 0.5547, top5_acc/aux2: 0.7948, loss_cls/aux2: 1.7922, loss/aux2: 1.7922 2020-10-26 19:37:17,680 - mmaction - INFO - Epoch [188][240/264] lr: 7.596e-02, eta: 4:41:02, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.5832, top5_acc: 0.8141, loss_cls: 1.6525, loss: 1.6525, grad_norm: 2.0536, top1_acc/aux0: 0.6278, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4936, loss/aux0: 1.4936, top1_acc/aux1: 0.6295, top5_acc/aux1: 0.8403, loss_cls/aux1: 1.4932, loss/aux1: 1.4932, top1_acc/aux2: 0.5653, top5_acc/aux2: 0.8000, loss_cls/aux2: 1.7682, loss/aux2: 1.7682 2020-10-26 19:38:04,937 - mmaction - INFO - Epoch [188][260/264] lr: 7.596e-02, eta: 4:40:44, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5849, top5_acc: 0.8064, loss_cls: 1.7107, loss: 1.7107, grad_norm: 2.0023, top1_acc/aux0: 0.6281, top5_acc/aux0: 0.8470, loss_cls/aux0: 1.5073, loss/aux0: 1.5073, top1_acc/aux1: 0.6262, top5_acc/aux1: 0.8453, loss_cls/aux1: 1.4779, loss/aux1: 1.4779, top1_acc/aux2: 0.5665, top5_acc/aux2: 0.7986, loss_cls/aux2: 1.7669, loss/aux2: 1.7669 2020-10-26 19:42:14,262 - mmaction - INFO - Epoch [189][20/264] lr: 7.390e-02, eta: 4:40:20, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5920, top5_acc: 0.8182, loss_cls: 1.6097, loss: 1.6097, grad_norm: 1.9872, top1_acc/aux0: 0.6278, top5_acc/aux0: 0.8420, loss_cls/aux0: 1.5225, loss/aux0: 1.5225, top1_acc/aux1: 0.6351, top5_acc/aux1: 0.8542, loss_cls/aux1: 1.4409, loss/aux1: 1.4409, top1_acc/aux2: 0.5635, top5_acc/aux2: 0.8042, loss_cls/aux2: 1.7833, loss/aux2: 1.7833 2020-10-26 19:43:01,615 - mmaction - INFO - Epoch [189][40/264] lr: 7.390e-02, eta: 4:40:01, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5908, top5_acc: 0.8066, loss_cls: 1.6541, loss: 1.6541, grad_norm: 1.9735, top1_acc/aux0: 0.6168, top5_acc/aux0: 0.8389, loss_cls/aux0: 1.5555, loss/aux0: 1.5555, top1_acc/aux1: 0.6309, top5_acc/aux1: 0.8467, loss_cls/aux1: 1.4583, loss/aux1: 1.4583, top1_acc/aux2: 0.5705, top5_acc/aux2: 0.8007, loss_cls/aux2: 1.7638, loss/aux2: 1.7638 2020-10-26 19:43:48,744 - mmaction - INFO - Epoch [189][60/264] lr: 7.390e-02, eta: 4:39:42, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.5998, top5_acc: 0.8220, loss_cls: 1.6204, loss: 1.6204, grad_norm: 2.0545, top1_acc/aux0: 0.6226, top5_acc/aux0: 0.8467, loss_cls/aux0: 1.5073, loss/aux0: 1.5073, top1_acc/aux1: 0.6328, top5_acc/aux1: 0.8427, loss_cls/aux1: 1.4648, loss/aux1: 1.4648, top1_acc/aux2: 0.5707, top5_acc/aux2: 0.7955, loss_cls/aux2: 1.7517, loss/aux2: 1.7517 2020-10-26 19:44:36,100 - mmaction - INFO - Epoch [189][80/264] lr: 7.390e-02, eta: 4:39:24, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5990, top5_acc: 0.8175, loss_cls: 1.6176, loss: 1.6176, grad_norm: 2.0233, top1_acc/aux0: 0.6300, top5_acc/aux0: 0.8488, loss_cls/aux0: 1.4678, loss/aux0: 1.4678, top1_acc/aux1: 0.6309, top5_acc/aux1: 0.8398, loss_cls/aux1: 1.4827, loss/aux1: 1.4827, top1_acc/aux2: 0.5698, top5_acc/aux2: 0.7991, loss_cls/aux2: 1.7407, loss/aux2: 1.7407 2020-10-26 19:45:23,154 - mmaction - INFO - Epoch [189][100/264] lr: 7.390e-02, eta: 4:39:05, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5984, top5_acc: 0.8208, loss_cls: 1.6086, loss: 1.6086, grad_norm: 2.0265, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8439, loss_cls/aux0: 1.4974, loss/aux0: 1.4974, top1_acc/aux1: 0.6215, top5_acc/aux1: 0.8363, loss_cls/aux1: 1.5129, loss/aux1: 1.5129, top1_acc/aux2: 0.5743, top5_acc/aux2: 0.8012, loss_cls/aux2: 1.7211, loss/aux2: 1.7211 2020-10-26 19:46:10,481 - mmaction - INFO - Epoch [189][120/264] lr: 7.390e-02, eta: 4:38:46, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5943, top5_acc: 0.8191, loss_cls: 1.6157, loss: 1.6157, grad_norm: 1.9825, top1_acc/aux0: 0.6189, top5_acc/aux0: 0.8403, loss_cls/aux0: 1.5277, loss/aux0: 1.5277, top1_acc/aux1: 0.6306, top5_acc/aux1: 0.8396, loss_cls/aux1: 1.4941, loss/aux1: 1.4941, top1_acc/aux2: 0.5733, top5_acc/aux2: 0.8010, loss_cls/aux2: 1.7226, loss/aux2: 1.7226 2020-10-26 19:46:57,980 - mmaction - INFO - Epoch [189][140/264] lr: 7.390e-02, eta: 4:38:27, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5887, top5_acc: 0.8130, loss_cls: 1.6561, loss: 1.6561, grad_norm: 2.0354, top1_acc/aux0: 0.6231, top5_acc/aux0: 0.8418, loss_cls/aux0: 1.5153, loss/aux0: 1.5153, top1_acc/aux1: 0.6339, top5_acc/aux1: 0.8385, loss_cls/aux1: 1.4804, loss/aux1: 1.4804, top1_acc/aux2: 0.5708, top5_acc/aux2: 0.7998, loss_cls/aux2: 1.7369, loss/aux2: 1.7369 2020-10-26 19:47:45,156 - mmaction - INFO - Epoch [189][160/264] lr: 7.390e-02, eta: 4:38:09, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5957, top5_acc: 0.8151, loss_cls: 1.6538, loss: 1.6538, grad_norm: 2.0176, top1_acc/aux0: 0.6309, top5_acc/aux0: 0.8493, loss_cls/aux0: 1.4775, loss/aux0: 1.4775, top1_acc/aux1: 0.6295, top5_acc/aux1: 0.8380, loss_cls/aux1: 1.4939, loss/aux1: 1.4939, top1_acc/aux2: 0.5608, top5_acc/aux2: 0.7899, loss_cls/aux2: 1.7884, loss/aux2: 1.7884 2020-10-26 19:48:32,677 - mmaction - INFO - Epoch [189][180/264] lr: 7.390e-02, eta: 4:37:50, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5948, top5_acc: 0.8222, loss_cls: 1.6489, loss: 1.6489, grad_norm: 2.0401, top1_acc/aux0: 0.6297, top5_acc/aux0: 0.8493, loss_cls/aux0: 1.4954, loss/aux0: 1.4954, top1_acc/aux1: 0.6399, top5_acc/aux1: 0.8422, loss_cls/aux1: 1.4713, loss/aux1: 1.4713, top1_acc/aux2: 0.5561, top5_acc/aux2: 0.7856, loss_cls/aux2: 1.8172, loss/aux2: 1.8172 2020-10-26 19:49:20,242 - mmaction - INFO - Epoch [189][200/264] lr: 7.390e-02, eta: 4:37:31, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5906, top5_acc: 0.8122, loss_cls: 1.6823, loss: 1.6823, grad_norm: 1.9787, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8509, loss_cls/aux0: 1.4826, loss/aux0: 1.4826, top1_acc/aux1: 0.6415, top5_acc/aux1: 0.8460, loss_cls/aux1: 1.4356, loss/aux1: 1.4356, top1_acc/aux2: 0.5582, top5_acc/aux2: 0.7899, loss_cls/aux2: 1.7951, loss/aux2: 1.7951 2020-10-26 19:50:07,506 - mmaction - INFO - Epoch [189][220/264] lr: 7.390e-02, eta: 4:37:13, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.5958, top5_acc: 0.8182, loss_cls: 1.6222, loss: 1.6222, grad_norm: 2.0065, top1_acc/aux0: 0.6330, top5_acc/aux0: 0.8450, loss_cls/aux0: 1.4788, loss/aux0: 1.4788, top1_acc/aux1: 0.6321, top5_acc/aux1: 0.8476, loss_cls/aux1: 1.4613, loss/aux1: 1.4613, top1_acc/aux2: 0.5547, top5_acc/aux2: 0.7924, loss_cls/aux2: 1.8053, loss/aux2: 1.8053 2020-10-26 19:50:55,208 - mmaction - INFO - Epoch [189][240/264] lr: 7.390e-02, eta: 4:36:54, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.5901, top5_acc: 0.8222, loss_cls: 1.6091, loss: 1.6091, grad_norm: 2.0334, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8382, loss_cls/aux0: 1.5065, loss/aux0: 1.5065, top1_acc/aux1: 0.6352, top5_acc/aux1: 0.8493, loss_cls/aux1: 1.4624, loss/aux1: 1.4624, top1_acc/aux2: 0.5557, top5_acc/aux2: 0.7917, loss_cls/aux2: 1.8097, loss/aux2: 1.8097 2020-10-26 19:51:42,483 - mmaction - INFO - Epoch [189][260/264] lr: 7.390e-02, eta: 4:36:35, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.6082, top5_acc: 0.8226, loss_cls: 1.5994, loss: 1.5994, grad_norm: 2.0549, top1_acc/aux0: 0.6182, top5_acc/aux0: 0.8420, loss_cls/aux0: 1.5045, loss/aux0: 1.5045, top1_acc/aux1: 0.6351, top5_acc/aux1: 0.8524, loss_cls/aux1: 1.4323, loss/aux1: 1.4323, top1_acc/aux2: 0.5634, top5_acc/aux2: 0.7905, loss_cls/aux2: 1.7872, loss/aux2: 1.7872 2020-10-26 19:56:04,024 - mmaction - INFO - Epoch [190][20/264] lr: 7.186e-02, eta: 4:36:12, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6031, top5_acc: 0.8146, loss_cls: 1.6238, loss: 1.6238, grad_norm: 2.0039, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8517, loss_cls/aux0: 1.4818, loss/aux0: 1.4818, top1_acc/aux1: 0.6368, top5_acc/aux1: 0.8576, loss_cls/aux1: 1.4154, loss/aux1: 1.4154, top1_acc/aux2: 0.5604, top5_acc/aux2: 0.7931, loss_cls/aux2: 1.7565, loss/aux2: 1.7565 2020-10-26 19:56:51,554 - mmaction - INFO - Epoch [190][40/264] lr: 7.186e-02, eta: 4:35:53, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6182, top5_acc: 0.8269, loss_cls: 1.5658, loss: 1.5658, grad_norm: 2.0132, top1_acc/aux0: 0.6351, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.4571, loss/aux0: 1.4571, top1_acc/aux1: 0.6273, top5_acc/aux1: 0.8524, loss_cls/aux1: 1.4589, loss/aux1: 1.4589, top1_acc/aux2: 0.5679, top5_acc/aux2: 0.7970, loss_cls/aux2: 1.7305, loss/aux2: 1.7305 2020-10-26 19:57:38,951 - mmaction - INFO - Epoch [190][60/264] lr: 7.186e-02, eta: 4:35:34, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6108, top5_acc: 0.8243, loss_cls: 1.5889, loss: 1.5889, grad_norm: 2.0259, top1_acc/aux0: 0.6314, top5_acc/aux0: 0.8457, loss_cls/aux0: 1.4900, loss/aux0: 1.4900, top1_acc/aux1: 0.6299, top5_acc/aux1: 0.8545, loss_cls/aux1: 1.4579, loss/aux1: 1.4579, top1_acc/aux2: 0.5769, top5_acc/aux2: 0.8066, loss_cls/aux2: 1.6901, loss/aux2: 1.6901 2020-10-26 19:58:26,642 - mmaction - INFO - Epoch [190][80/264] lr: 7.186e-02, eta: 4:35:15, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6073, top5_acc: 0.8196, loss_cls: 1.6084, loss: 1.6084, grad_norm: 2.0234, top1_acc/aux0: 0.6161, top5_acc/aux0: 0.8441, loss_cls/aux0: 1.5165, loss/aux0: 1.5165, top1_acc/aux1: 0.6384, top5_acc/aux1: 0.8550, loss_cls/aux1: 1.4456, loss/aux1: 1.4456, top1_acc/aux2: 0.5722, top5_acc/aux2: 0.8045, loss_cls/aux2: 1.7056, loss/aux2: 1.7056 2020-10-26 19:59:13,935 - mmaction - INFO - Epoch [190][100/264] lr: 7.186e-02, eta: 4:34:57, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6030, top5_acc: 0.8189, loss_cls: 1.6240, loss: 1.6240, grad_norm: 2.0309, top1_acc/aux0: 0.6231, top5_acc/aux0: 0.8535, loss_cls/aux0: 1.4676, loss/aux0: 1.4676, top1_acc/aux1: 0.6418, top5_acc/aux1: 0.8521, loss_cls/aux1: 1.4392, loss/aux1: 1.4392, top1_acc/aux2: 0.5634, top5_acc/aux2: 0.8007, loss_cls/aux2: 1.7416, loss/aux2: 1.7416 2020-10-26 20:00:01,387 - mmaction - INFO - Epoch [190][120/264] lr: 7.186e-02, eta: 4:34:38, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5990, top5_acc: 0.8207, loss_cls: 1.6130, loss: 1.6130, grad_norm: 2.0578, top1_acc/aux0: 0.6318, top5_acc/aux0: 0.8538, loss_cls/aux0: 1.4667, loss/aux0: 1.4667, top1_acc/aux1: 0.6288, top5_acc/aux1: 0.8464, loss_cls/aux1: 1.4726, loss/aux1: 1.4726, top1_acc/aux2: 0.5672, top5_acc/aux2: 0.8073, loss_cls/aux2: 1.7333, loss/aux2: 1.7333 2020-10-26 20:00:49,605 - mmaction - INFO - Epoch [190][140/264] lr: 7.186e-02, eta: 4:34:19, time: 0.950, data_time: 0.001, memory: 8466, top1_acc: 0.6012, top5_acc: 0.8137, loss_cls: 1.6421, loss: 1.6421, grad_norm: 2.0222, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8460, loss_cls/aux0: 1.5152, loss/aux0: 1.5152, top1_acc/aux1: 0.6194, top5_acc/aux1: 0.8425, loss_cls/aux1: 1.5110, loss/aux1: 1.5110, top1_acc/aux2: 0.5663, top5_acc/aux2: 0.8059, loss_cls/aux2: 1.7393, loss/aux2: 1.7393 2020-10-26 20:01:37,136 - mmaction - INFO - Epoch [190][160/264] lr: 7.186e-02, eta: 4:34:01, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.5958, top5_acc: 0.8191, loss_cls: 1.6299, loss: 1.6299, grad_norm: 2.0660, top1_acc/aux0: 0.6220, top5_acc/aux0: 0.8436, loss_cls/aux0: 1.5188, loss/aux0: 1.5188, top1_acc/aux1: 0.6307, top5_acc/aux1: 0.8474, loss_cls/aux1: 1.4834, loss/aux1: 1.4834, top1_acc/aux2: 0.5557, top5_acc/aux2: 0.8005, loss_cls/aux2: 1.7694, loss/aux2: 1.7694 2020-10-26 20:02:24,483 - mmaction - INFO - Epoch [190][180/264] lr: 7.186e-02, eta: 4:33:42, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5910, top5_acc: 0.8120, loss_cls: 1.6551, loss: 1.6551, grad_norm: 2.0945, top1_acc/aux0: 0.6175, top5_acc/aux0: 0.8394, loss_cls/aux0: 1.5279, loss/aux0: 1.5279, top1_acc/aux1: 0.6266, top5_acc/aux1: 0.8441, loss_cls/aux1: 1.4873, loss/aux1: 1.4873, top1_acc/aux2: 0.5616, top5_acc/aux2: 0.7998, loss_cls/aux2: 1.7680, loss/aux2: 1.7680 2020-10-26 20:03:11,970 - mmaction - INFO - Epoch [190][200/264] lr: 7.186e-02, eta: 4:33:23, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.5998, top5_acc: 0.8219, loss_cls: 1.5770, loss: 1.5770, grad_norm: 2.0152, top1_acc/aux0: 0.6234, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.5023, loss/aux0: 1.5023, top1_acc/aux1: 0.6215, top5_acc/aux1: 0.8427, loss_cls/aux1: 1.4805, loss/aux1: 1.4805, top1_acc/aux2: 0.5679, top5_acc/aux2: 0.8043, loss_cls/aux2: 1.7430, loss/aux2: 1.7430 2020-10-26 20:03:59,469 - mmaction - INFO - Epoch [190][220/264] lr: 7.186e-02, eta: 4:33:05, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5920, top5_acc: 0.8224, loss_cls: 1.6061, loss: 1.6061, grad_norm: 2.0191, top1_acc/aux0: 0.6352, top5_acc/aux0: 0.8611, loss_cls/aux0: 1.4418, loss/aux0: 1.4418, top1_acc/aux1: 0.6314, top5_acc/aux1: 0.8462, loss_cls/aux1: 1.4488, loss/aux1: 1.4488, top1_acc/aux2: 0.5632, top5_acc/aux2: 0.7995, loss_cls/aux2: 1.7591, loss/aux2: 1.7591 2020-10-26 20:04:46,878 - mmaction - INFO - Epoch [190][240/264] lr: 7.186e-02, eta: 4:32:46, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.6075, top5_acc: 0.8238, loss_cls: 1.5811, loss: 1.5811, grad_norm: 2.0305, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.4568, loss/aux0: 1.4568, top1_acc/aux1: 0.6457, top5_acc/aux1: 0.8503, loss_cls/aux1: 1.4212, loss/aux1: 1.4212, top1_acc/aux2: 0.5693, top5_acc/aux2: 0.7936, loss_cls/aux2: 1.7691, loss/aux2: 1.7691 2020-10-26 20:05:34,343 - mmaction - INFO - Epoch [190][260/264] lr: 7.186e-02, eta: 4:32:27, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5913, top5_acc: 0.8222, loss_cls: 1.6279, loss: 1.6279, grad_norm: 2.0349, top1_acc/aux0: 0.6273, top5_acc/aux0: 0.8486, loss_cls/aux0: 1.5022, loss/aux0: 1.5022, top1_acc/aux1: 0.6375, top5_acc/aux1: 0.8479, loss_cls/aux1: 1.4444, loss/aux1: 1.4444, top1_acc/aux2: 0.5701, top5_acc/aux2: 0.7908, loss_cls/aux2: 1.7665, loss/aux2: 1.7665 2020-10-26 20:09:43,750 - mmaction - INFO - Epoch [191][20/264] lr: 6.985e-02, eta: 4:32:03, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6113, top5_acc: 0.8274, loss_cls: 1.5605, loss: 1.5605, grad_norm: 2.0024, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8444, loss_cls/aux0: 1.5363, loss/aux0: 1.5363, top1_acc/aux1: 0.6531, top5_acc/aux1: 0.8635, loss_cls/aux1: 1.3930, loss/aux1: 1.3930, top1_acc/aux2: 0.5722, top5_acc/aux2: 0.7979, loss_cls/aux2: 1.7647, loss/aux2: 1.7647 2020-10-26 20:10:30,974 - mmaction - INFO - Epoch [191][40/264] lr: 6.985e-02, eta: 4:31:45, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5988, top5_acc: 0.8229, loss_cls: 1.5911, loss: 1.5911, grad_norm: 1.9953, top1_acc/aux0: 0.6385, top5_acc/aux0: 0.8507, loss_cls/aux0: 1.4765, loss/aux0: 1.4765, top1_acc/aux1: 0.6420, top5_acc/aux1: 0.8517, loss_cls/aux1: 1.4322, loss/aux1: 1.4322, top1_acc/aux2: 0.5733, top5_acc/aux2: 0.7955, loss_cls/aux2: 1.7579, loss/aux2: 1.7579 2020-10-26 20:11:17,969 - mmaction - INFO - Epoch [191][60/264] lr: 6.985e-02, eta: 4:31:26, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6052, top5_acc: 0.8252, loss_cls: 1.5910, loss: 1.5910, grad_norm: 2.0310, top1_acc/aux0: 0.6443, top5_acc/aux0: 0.8575, loss_cls/aux0: 1.4141, loss/aux0: 1.4141, top1_acc/aux1: 0.6373, top5_acc/aux1: 0.8431, loss_cls/aux1: 1.4676, loss/aux1: 1.4676, top1_acc/aux2: 0.5700, top5_acc/aux2: 0.7939, loss_cls/aux2: 1.7626, loss/aux2: 1.7626 2020-10-26 20:12:05,168 - mmaction - INFO - Epoch [191][80/264] lr: 6.985e-02, eta: 4:31:07, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5946, top5_acc: 0.8080, loss_cls: 1.6437, loss: 1.6437, grad_norm: 1.9746, top1_acc/aux0: 0.6384, top5_acc/aux0: 0.8538, loss_cls/aux0: 1.4316, loss/aux0: 1.4316, top1_acc/aux1: 0.6380, top5_acc/aux1: 0.8469, loss_cls/aux1: 1.4681, loss/aux1: 1.4681, top1_acc/aux2: 0.5628, top5_acc/aux2: 0.7972, loss_cls/aux2: 1.7679, loss/aux2: 1.7679 2020-10-26 20:12:53,662 - mmaction - INFO - Epoch [191][100/264] lr: 6.985e-02, eta: 4:30:48, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.6104, top5_acc: 0.8234, loss_cls: 1.5891, loss: 1.5891, grad_norm: 2.0735, top1_acc/aux0: 0.6262, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.4958, loss/aux0: 1.4958, top1_acc/aux1: 0.6227, top5_acc/aux1: 0.8436, loss_cls/aux1: 1.4838, loss/aux1: 1.4838, top1_acc/aux2: 0.5599, top5_acc/aux2: 0.7986, loss_cls/aux2: 1.7491, loss/aux2: 1.7491 2020-10-26 20:13:40,985 - mmaction - INFO - Epoch [191][120/264] lr: 6.985e-02, eta: 4:30:30, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6043, top5_acc: 0.8189, loss_cls: 1.6065, loss: 1.6065, grad_norm: 2.0581, top1_acc/aux0: 0.6207, top5_acc/aux0: 0.8392, loss_cls/aux0: 1.5026, loss/aux0: 1.5026, top1_acc/aux1: 0.6247, top5_acc/aux1: 0.8410, loss_cls/aux1: 1.4753, loss/aux1: 1.4753, top1_acc/aux2: 0.5630, top5_acc/aux2: 0.7988, loss_cls/aux2: 1.7406, loss/aux2: 1.7406 2020-10-26 20:14:28,536 - mmaction - INFO - Epoch [191][140/264] lr: 6.985e-02, eta: 4:30:11, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5997, top5_acc: 0.8252, loss_cls: 1.5769, loss: 1.5769, grad_norm: 2.0229, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8470, loss_cls/aux0: 1.4617, loss/aux0: 1.4617, top1_acc/aux1: 0.6300, top5_acc/aux1: 0.8410, loss_cls/aux1: 1.4885, loss/aux1: 1.4885, top1_acc/aux2: 0.5688, top5_acc/aux2: 0.8003, loss_cls/aux2: 1.7563, loss/aux2: 1.7563 2020-10-26 20:15:16,230 - mmaction - INFO - Epoch [191][160/264] lr: 6.985e-02, eta: 4:29:52, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.6101, top5_acc: 0.8233, loss_cls: 1.6024, loss: 1.6024, grad_norm: 2.0483, top1_acc/aux0: 0.6340, top5_acc/aux0: 0.8493, loss_cls/aux0: 1.4621, loss/aux0: 1.4621, top1_acc/aux1: 0.6307, top5_acc/aux1: 0.8396, loss_cls/aux1: 1.5062, loss/aux1: 1.5062, top1_acc/aux2: 0.5660, top5_acc/aux2: 0.7948, loss_cls/aux2: 1.7716, loss/aux2: 1.7716 2020-10-26 20:16:03,709 - mmaction - INFO - Epoch [191][180/264] lr: 6.985e-02, eta: 4:29:34, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6089, top5_acc: 0.8269, loss_cls: 1.5852, loss: 1.5852, grad_norm: 2.0764, top1_acc/aux0: 0.6373, top5_acc/aux0: 0.8550, loss_cls/aux0: 1.4447, loss/aux0: 1.4447, top1_acc/aux1: 0.6316, top5_acc/aux1: 0.8458, loss_cls/aux1: 1.4787, loss/aux1: 1.4787, top1_acc/aux2: 0.5620, top5_acc/aux2: 0.7969, loss_cls/aux2: 1.7569, loss/aux2: 1.7569 2020-10-26 20:16:51,543 - mmaction - INFO - Epoch [191][200/264] lr: 6.985e-02, eta: 4:29:15, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.6094, top5_acc: 0.8248, loss_cls: 1.5767, loss: 1.5767, grad_norm: 2.0571, top1_acc/aux0: 0.6372, top5_acc/aux0: 0.8582, loss_cls/aux0: 1.4354, loss/aux0: 1.4354, top1_acc/aux1: 0.6280, top5_acc/aux1: 0.8443, loss_cls/aux1: 1.4763, loss/aux1: 1.4763, top1_acc/aux2: 0.5689, top5_acc/aux2: 0.7977, loss_cls/aux2: 1.7407, loss/aux2: 1.7407 2020-10-26 20:17:39,160 - mmaction - INFO - Epoch [191][220/264] lr: 6.985e-02, eta: 4:28:56, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5951, top5_acc: 0.8234, loss_cls: 1.6037, loss: 1.6037, grad_norm: 2.0483, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8561, loss_cls/aux0: 1.4509, loss/aux0: 1.4509, top1_acc/aux1: 0.6340, top5_acc/aux1: 0.8436, loss_cls/aux1: 1.4662, loss/aux1: 1.4662, top1_acc/aux2: 0.5694, top5_acc/aux2: 0.7894, loss_cls/aux2: 1.7545, loss/aux2: 1.7545 2020-10-26 20:18:26,573 - mmaction - INFO - Epoch [191][240/264] lr: 6.985e-02, eta: 4:28:38, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5894, top5_acc: 0.8097, loss_cls: 1.6704, loss: 1.6704, grad_norm: 2.0328, top1_acc/aux0: 0.6318, top5_acc/aux0: 0.8472, loss_cls/aux0: 1.4818, loss/aux0: 1.4818, top1_acc/aux1: 0.6306, top5_acc/aux1: 0.8502, loss_cls/aux1: 1.4525, loss/aux1: 1.4525, top1_acc/aux2: 0.5703, top5_acc/aux2: 0.7951, loss_cls/aux2: 1.7368, loss/aux2: 1.7368 2020-10-26 20:19:14,616 - mmaction - INFO - Epoch [191][260/264] lr: 6.985e-02, eta: 4:28:19, time: 0.968, data_time: 0.000, memory: 8466, top1_acc: 0.6087, top5_acc: 0.8189, loss_cls: 1.5952, loss: 1.5952, grad_norm: 2.0696, top1_acc/aux0: 0.6345, top5_acc/aux0: 0.8425, loss_cls/aux0: 1.4849, loss/aux0: 1.4849, top1_acc/aux1: 0.6281, top5_acc/aux1: 0.8465, loss_cls/aux1: 1.4679, loss/aux1: 1.4679, top1_acc/aux2: 0.5731, top5_acc/aux2: 0.8045, loss_cls/aux2: 1.7067, loss/aux2: 1.7067 2020-10-26 20:23:55,178 - mmaction - INFO - Epoch [192][20/264] lr: 6.787e-02, eta: 4:27:55, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6050, top5_acc: 0.8226, loss_cls: 1.5887, loss: 1.5887, grad_norm: 2.0741, top1_acc/aux0: 0.6122, top5_acc/aux0: 0.8455, loss_cls/aux0: 1.5226, loss/aux0: 1.5226, top1_acc/aux1: 0.6444, top5_acc/aux1: 0.8580, loss_cls/aux1: 1.4129, loss/aux1: 1.4129, top1_acc/aux2: 0.5764, top5_acc/aux2: 0.8056, loss_cls/aux2: 1.7128, loss/aux2: 1.7128 2020-10-26 20:24:42,538 - mmaction - INFO - Epoch [192][40/264] lr: 6.787e-02, eta: 4:27:37, time: 0.962, data_time: 0.000, memory: 8466, top1_acc: 0.6023, top5_acc: 0.8210, loss_cls: 1.5858, loss: 1.5858, grad_norm: 2.0474, top1_acc/aux0: 0.6186, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.5262, loss/aux0: 1.5262, top1_acc/aux1: 0.6429, top5_acc/aux1: 0.8495, loss_cls/aux1: 1.4364, loss/aux1: 1.4364, top1_acc/aux2: 0.5719, top5_acc/aux2: 0.8087, loss_cls/aux2: 1.7078, loss/aux2: 1.7078 2020-10-26 20:25:29,930 - mmaction - INFO - Epoch [192][60/264] lr: 6.787e-02, eta: 4:27:18, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6101, top5_acc: 0.8227, loss_cls: 1.5828, loss: 1.5828, grad_norm: 2.0505, top1_acc/aux0: 0.6281, top5_acc/aux0: 0.8441, loss_cls/aux0: 1.4969, loss/aux0: 1.4969, top1_acc/aux1: 0.6394, top5_acc/aux1: 0.8434, loss_cls/aux1: 1.4530, loss/aux1: 1.4530, top1_acc/aux2: 0.5720, top5_acc/aux2: 0.8066, loss_cls/aux2: 1.7006, loss/aux2: 1.7006 2020-10-26 20:26:17,084 - mmaction - INFO - Epoch [192][80/264] lr: 6.787e-02, eta: 4:26:59, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6071, top5_acc: 0.8259, loss_cls: 1.5746, loss: 1.5746, grad_norm: 2.0344, top1_acc/aux0: 0.6408, top5_acc/aux0: 0.8543, loss_cls/aux0: 1.4340, loss/aux0: 1.4340, top1_acc/aux1: 0.6411, top5_acc/aux1: 0.8467, loss_cls/aux1: 1.4336, loss/aux1: 1.4336, top1_acc/aux2: 0.5769, top5_acc/aux2: 0.7988, loss_cls/aux2: 1.7110, loss/aux2: 1.7110 2020-10-26 20:27:04,360 - mmaction - INFO - Epoch [192][100/264] lr: 6.787e-02, eta: 4:26:41, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.6148, top5_acc: 0.8238, loss_cls: 1.5517, loss: 1.5517, grad_norm: 2.0772, top1_acc/aux0: 0.6394, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4431, loss/aux0: 1.4431, top1_acc/aux1: 0.6472, top5_acc/aux1: 0.8509, loss_cls/aux1: 1.4179, loss/aux1: 1.4179, top1_acc/aux2: 0.5750, top5_acc/aux2: 0.8031, loss_cls/aux2: 1.7245, loss/aux2: 1.7245 2020-10-26 20:27:51,557 - mmaction - INFO - Epoch [192][120/264] lr: 6.787e-02, eta: 4:26:22, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6016, top5_acc: 0.8229, loss_cls: 1.5992, loss: 1.5992, grad_norm: 2.0728, top1_acc/aux0: 0.6406, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.4426, loss/aux0: 1.4426, top1_acc/aux1: 0.6450, top5_acc/aux1: 0.8547, loss_cls/aux1: 1.4223, loss/aux1: 1.4223, top1_acc/aux2: 0.5694, top5_acc/aux2: 0.8031, loss_cls/aux2: 1.7303, loss/aux2: 1.7303 2020-10-26 20:28:38,407 - mmaction - INFO - Epoch [192][140/264] lr: 6.787e-02, eta: 4:26:03, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6052, top5_acc: 0.8214, loss_cls: 1.5865, loss: 1.5865, grad_norm: 2.0686, top1_acc/aux0: 0.6441, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4403, loss/aux0: 1.4403, top1_acc/aux1: 0.6330, top5_acc/aux1: 0.8476, loss_cls/aux1: 1.4619, loss/aux1: 1.4619, top1_acc/aux2: 0.5714, top5_acc/aux2: 0.8009, loss_cls/aux2: 1.7253, loss/aux2: 1.7253 2020-10-26 20:29:25,674 - mmaction - INFO - Epoch [192][160/264] lr: 6.787e-02, eta: 4:25:44, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6076, top5_acc: 0.8208, loss_cls: 1.5853, loss: 1.5853, grad_norm: 2.0774, top1_acc/aux0: 0.6401, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4655, loss/aux0: 1.4655, top1_acc/aux1: 0.6281, top5_acc/aux1: 0.8384, loss_cls/aux1: 1.5073, loss/aux1: 1.5073, top1_acc/aux2: 0.5788, top5_acc/aux2: 0.8090, loss_cls/aux2: 1.7053, loss/aux2: 1.7053 2020-10-26 20:30:14,051 - mmaction - INFO - Epoch [192][180/264] lr: 6.787e-02, eta: 4:25:26, time: 0.995, data_time: 0.000, memory: 8466, top1_acc: 0.6017, top5_acc: 0.8134, loss_cls: 1.6211, loss: 1.6211, grad_norm: 2.0571, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8493, loss_cls/aux0: 1.4866, loss/aux0: 1.4866, top1_acc/aux1: 0.6281, top5_acc/aux1: 0.8377, loss_cls/aux1: 1.5044, loss/aux1: 1.5044, top1_acc/aux2: 0.5781, top5_acc/aux2: 0.8095, loss_cls/aux2: 1.7034, loss/aux2: 1.7034 2020-10-26 20:31:01,794 - mmaction - INFO - Epoch [192][200/264] lr: 6.787e-02, eta: 4:25:07, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.6080, top5_acc: 0.8233, loss_cls: 1.5835, loss: 1.5835, grad_norm: 2.0394, top1_acc/aux0: 0.6318, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4813, loss/aux0: 1.4813, top1_acc/aux1: 0.6264, top5_acc/aux1: 0.8436, loss_cls/aux1: 1.4786, loss/aux1: 1.4786, top1_acc/aux2: 0.5703, top5_acc/aux2: 0.8002, loss_cls/aux2: 1.7506, loss/aux2: 1.7506 2020-10-26 20:31:49,211 - mmaction - INFO - Epoch [192][220/264] lr: 6.787e-02, eta: 4:24:49, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.6050, top5_acc: 0.8280, loss_cls: 1.5725, loss: 1.5725, grad_norm: 1.9998, top1_acc/aux0: 0.6387, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.4623, loss/aux0: 1.4623, top1_acc/aux1: 0.6396, top5_acc/aux1: 0.8462, loss_cls/aux1: 1.4526, loss/aux1: 1.4526, top1_acc/aux2: 0.5686, top5_acc/aux2: 0.8000, loss_cls/aux2: 1.7454, loss/aux2: 1.7454 2020-10-26 20:32:37,415 - mmaction - INFO - Epoch [192][240/264] lr: 6.787e-02, eta: 4:24:30, time: 0.965, data_time: 0.000, memory: 8466, top1_acc: 0.6010, top5_acc: 0.8231, loss_cls: 1.5810, loss: 1.5810, grad_norm: 2.0393, top1_acc/aux0: 0.6278, top5_acc/aux0: 0.8443, loss_cls/aux0: 1.4989, loss/aux0: 1.4989, top1_acc/aux1: 0.6460, top5_acc/aux1: 0.8429, loss_cls/aux1: 1.4441, loss/aux1: 1.4441, top1_acc/aux2: 0.5760, top5_acc/aux2: 0.8056, loss_cls/aux2: 1.7080, loss/aux2: 1.7080 2020-10-26 20:33:24,840 - mmaction - INFO - Epoch [192][260/264] lr: 6.787e-02, eta: 4:24:11, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.5984, top5_acc: 0.8226, loss_cls: 1.5894, loss: 1.5894, grad_norm: 2.0894, top1_acc/aux0: 0.6248, top5_acc/aux0: 0.8460, loss_cls/aux0: 1.4938, loss/aux0: 1.4938, top1_acc/aux1: 0.6417, top5_acc/aux1: 0.8453, loss_cls/aux1: 1.4379, loss/aux1: 1.4379, top1_acc/aux2: 0.5788, top5_acc/aux2: 0.8052, loss_cls/aux2: 1.7364, loss/aux2: 1.7364 2020-10-26 20:33:41,606 - mmaction - INFO - Saving checkpoint at 192 epochs 2020-10-26 20:34:50,490 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-26 20:34:50,671 - mmaction - INFO - top1_acc 0.6999 top5_acc 0.8946 2020-10-26 20:34:50,671 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-26 20:34:50,716 - mmaction - INFO - mean_acc 0.7000 2020-10-26 20:34:50,716 - mmaction - INFO - Now best checkpoint is epoch_192.pth 2020-10-26 20:34:50,753 - mmaction - INFO - Epoch(val) [192][264] top1_acc: 0.6999, top5_acc: 0.8946, mean_class_accuracy: 0.7000 2020-10-26 20:38:11,626 - mmaction - INFO - Epoch [193][20/264] lr: 6.590e-02, eta: 4:23:48, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6108, top5_acc: 0.8264, loss_cls: 1.5596, loss: 1.5596, grad_norm: 2.0622, top1_acc/aux0: 0.6392, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4450, loss/aux0: 1.4450, top1_acc/aux1: 0.6326, top5_acc/aux1: 0.8420, loss_cls/aux1: 1.4876, loss/aux1: 1.4876, top1_acc/aux2: 0.5733, top5_acc/aux2: 0.7986, loss_cls/aux2: 1.7165, loss/aux2: 1.7165 2020-10-26 20:38:58,948 - mmaction - INFO - Epoch [193][40/264] lr: 6.590e-02, eta: 4:23:29, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.6090, top5_acc: 0.8243, loss_cls: 1.5889, loss: 1.5889, grad_norm: 2.1048, top1_acc/aux0: 0.6465, top5_acc/aux0: 0.8512, loss_cls/aux0: 1.4264, loss/aux0: 1.4264, top1_acc/aux1: 0.6340, top5_acc/aux1: 0.8483, loss_cls/aux1: 1.4643, loss/aux1: 1.4643, top1_acc/aux2: 0.5635, top5_acc/aux2: 0.7991, loss_cls/aux2: 1.7231, loss/aux2: 1.7231 2020-10-26 20:39:46,326 - mmaction - INFO - Epoch [193][60/264] lr: 6.590e-02, eta: 4:23:10, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.6040, top5_acc: 0.8248, loss_cls: 1.5767, loss: 1.5767, grad_norm: 2.0954, top1_acc/aux0: 0.6411, top5_acc/aux0: 0.8467, loss_cls/aux0: 1.4625, loss/aux0: 1.4625, top1_acc/aux1: 0.6411, top5_acc/aux1: 0.8563, loss_cls/aux1: 1.4347, loss/aux1: 1.4347, top1_acc/aux2: 0.5707, top5_acc/aux2: 0.7981, loss_cls/aux2: 1.7214, loss/aux2: 1.7214 2020-10-26 20:40:33,900 - mmaction - INFO - Epoch [193][80/264] lr: 6.590e-02, eta: 4:22:52, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6146, top5_acc: 0.8373, loss_cls: 1.5122, loss: 1.5122, grad_norm: 2.0491, top1_acc/aux0: 0.6370, top5_acc/aux0: 0.8514, loss_cls/aux0: 1.4594, loss/aux0: 1.4594, top1_acc/aux1: 0.6493, top5_acc/aux1: 0.8580, loss_cls/aux1: 1.4272, loss/aux1: 1.4272, top1_acc/aux2: 0.5811, top5_acc/aux2: 0.8002, loss_cls/aux2: 1.6995, loss/aux2: 1.6995 2020-10-26 20:41:21,118 - mmaction - INFO - Epoch [193][100/264] lr: 6.590e-02, eta: 4:22:33, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6057, top5_acc: 0.8196, loss_cls: 1.5759, loss: 1.5759, grad_norm: 2.0767, top1_acc/aux0: 0.6401, top5_acc/aux0: 0.8559, loss_cls/aux0: 1.4361, loss/aux0: 1.4361, top1_acc/aux1: 0.6536, top5_acc/aux1: 0.8573, loss_cls/aux1: 1.4016, loss/aux1: 1.4016, top1_acc/aux2: 0.5795, top5_acc/aux2: 0.8059, loss_cls/aux2: 1.6927, loss/aux2: 1.6927 2020-10-26 20:42:08,674 - mmaction - INFO - Epoch [193][120/264] lr: 6.590e-02, eta: 4:22:14, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6056, top5_acc: 0.8302, loss_cls: 1.5662, loss: 1.5662, grad_norm: 2.0614, top1_acc/aux0: 0.6382, top5_acc/aux0: 0.8476, loss_cls/aux0: 1.4673, loss/aux0: 1.4673, top1_acc/aux1: 0.6439, top5_acc/aux1: 0.8531, loss_cls/aux1: 1.4196, loss/aux1: 1.4196, top1_acc/aux2: 0.5866, top5_acc/aux2: 0.8057, loss_cls/aux2: 1.6922, loss/aux2: 1.6922 2020-10-26 20:42:55,769 - mmaction - INFO - Epoch [193][140/264] lr: 6.590e-02, eta: 4:21:55, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6012, top5_acc: 0.8257, loss_cls: 1.5817, loss: 1.5817, grad_norm: 2.1259, top1_acc/aux0: 0.6280, top5_acc/aux0: 0.8436, loss_cls/aux0: 1.5038, loss/aux0: 1.5038, top1_acc/aux1: 0.6358, top5_acc/aux1: 0.8424, loss_cls/aux1: 1.4597, loss/aux1: 1.4597, top1_acc/aux2: 0.5741, top5_acc/aux2: 0.8003, loss_cls/aux2: 1.7284, loss/aux2: 1.7284 2020-10-26 20:43:42,775 - mmaction - INFO - Epoch [193][160/264] lr: 6.590e-02, eta: 4:21:37, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6087, top5_acc: 0.8205, loss_cls: 1.5911, loss: 1.5911, grad_norm: 2.0820, top1_acc/aux0: 0.6210, top5_acc/aux0: 0.8441, loss_cls/aux0: 1.5033, loss/aux0: 1.5033, top1_acc/aux1: 0.6406, top5_acc/aux1: 0.8406, loss_cls/aux1: 1.4585, loss/aux1: 1.4585, top1_acc/aux2: 0.5760, top5_acc/aux2: 0.8026, loss_cls/aux2: 1.7181, loss/aux2: 1.7181 2020-10-26 20:44:30,289 - mmaction - INFO - Epoch [193][180/264] lr: 6.590e-02, eta: 4:21:18, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.5970, top5_acc: 0.8196, loss_cls: 1.6018, loss: 1.6018, grad_norm: 2.0890, top1_acc/aux0: 0.6318, top5_acc/aux0: 0.8491, loss_cls/aux0: 1.4558, loss/aux0: 1.4558, top1_acc/aux1: 0.6425, top5_acc/aux1: 0.8476, loss_cls/aux1: 1.4616, loss/aux1: 1.4616, top1_acc/aux2: 0.5764, top5_acc/aux2: 0.8003, loss_cls/aux2: 1.7246, loss/aux2: 1.7246 2020-10-26 20:45:18,378 - mmaction - INFO - Epoch [193][200/264] lr: 6.590e-02, eta: 4:21:00, time: 0.983, data_time: 0.000, memory: 8466, top1_acc: 0.5969, top5_acc: 0.8290, loss_cls: 1.6059, loss: 1.6059, grad_norm: 2.0792, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8535, loss_cls/aux0: 1.4463, loss/aux0: 1.4463, top1_acc/aux1: 0.6420, top5_acc/aux1: 0.8526, loss_cls/aux1: 1.4384, loss/aux1: 1.4384, top1_acc/aux2: 0.5627, top5_acc/aux2: 0.7944, loss_cls/aux2: 1.7753, loss/aux2: 1.7753 2020-10-26 20:46:05,939 - mmaction - INFO - Epoch [193][220/264] lr: 6.590e-02, eta: 4:20:41, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6038, top5_acc: 0.8337, loss_cls: 1.5684, loss: 1.5684, grad_norm: 2.1124, top1_acc/aux0: 0.6349, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.4435, loss/aux0: 1.4435, top1_acc/aux1: 0.6451, top5_acc/aux1: 0.8528, loss_cls/aux1: 1.4113, loss/aux1: 1.4113, top1_acc/aux2: 0.5712, top5_acc/aux2: 0.8028, loss_cls/aux2: 1.7230, loss/aux2: 1.7230 2020-10-26 20:46:53,249 - mmaction - INFO - Epoch [193][240/264] lr: 6.590e-02, eta: 4:20:22, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5911, top5_acc: 0.8188, loss_cls: 1.6288, loss: 1.6288, grad_norm: 2.0617, top1_acc/aux0: 0.6385, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.4469, loss/aux0: 1.4469, top1_acc/aux1: 0.6469, top5_acc/aux1: 0.8495, loss_cls/aux1: 1.4125, loss/aux1: 1.4125, top1_acc/aux2: 0.5793, top5_acc/aux2: 0.8078, loss_cls/aux2: 1.6868, loss/aux2: 1.6868 2020-10-26 20:47:40,571 - mmaction - INFO - Epoch [193][260/264] lr: 6.590e-02, eta: 4:20:03, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6054, top5_acc: 0.8220, loss_cls: 1.5995, loss: 1.5995, grad_norm: 2.0933, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8481, loss_cls/aux0: 1.4609, loss/aux0: 1.4609, top1_acc/aux1: 0.6432, top5_acc/aux1: 0.8443, loss_cls/aux1: 1.4355, loss/aux1: 1.4355, top1_acc/aux2: 0.5818, top5_acc/aux2: 0.8073, loss_cls/aux2: 1.6869, loss/aux2: 1.6869 2020-10-26 20:52:21,684 - mmaction - INFO - Epoch [194][20/264] lr: 6.396e-02, eta: 4:19:40, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6101, top5_acc: 0.8231, loss_cls: 1.5707, loss: 1.5707, grad_norm: 2.1075, top1_acc/aux0: 0.6392, top5_acc/aux0: 0.8597, loss_cls/aux0: 1.4297, loss/aux0: 1.4297, top1_acc/aux1: 0.6351, top5_acc/aux1: 0.8472, loss_cls/aux1: 1.4625, loss/aux1: 1.4625, top1_acc/aux2: 0.5712, top5_acc/aux2: 0.8069, loss_cls/aux2: 1.7211, loss/aux2: 1.7211 2020-10-26 20:53:08,528 - mmaction - INFO - Epoch [194][40/264] lr: 6.396e-02, eta: 4:19:21, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6179, top5_acc: 0.8321, loss_cls: 1.5424, loss: 1.5424, grad_norm: 2.0902, top1_acc/aux0: 0.6418, top5_acc/aux0: 0.8533, loss_cls/aux0: 1.4358, loss/aux0: 1.4358, top1_acc/aux1: 0.6378, top5_acc/aux1: 0.8517, loss_cls/aux1: 1.4399, loss/aux1: 1.4399, top1_acc/aux2: 0.5703, top5_acc/aux2: 0.8059, loss_cls/aux2: 1.7279, loss/aux2: 1.7279 2020-10-26 20:53:56,184 - mmaction - INFO - Epoch [194][60/264] lr: 6.396e-02, eta: 4:19:02, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.6139, top5_acc: 0.8276, loss_cls: 1.5681, loss: 1.5681, grad_norm: 2.1055, top1_acc/aux0: 0.6344, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.4684, loss/aux0: 1.4684, top1_acc/aux1: 0.6462, top5_acc/aux1: 0.8594, loss_cls/aux1: 1.4118, loss/aux1: 1.4118, top1_acc/aux2: 0.5748, top5_acc/aux2: 0.8090, loss_cls/aux2: 1.7097, loss/aux2: 1.7097 2020-10-26 20:54:43,986 - mmaction - INFO - Epoch [194][80/264] lr: 6.396e-02, eta: 4:18:44, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.6184, top5_acc: 0.8281, loss_cls: 1.5468, loss: 1.5468, grad_norm: 2.0894, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8514, loss_cls/aux0: 1.4663, loss/aux0: 1.4663, top1_acc/aux1: 0.6495, top5_acc/aux1: 0.8609, loss_cls/aux1: 1.3952, loss/aux1: 1.3952, top1_acc/aux2: 0.5736, top5_acc/aux2: 0.8090, loss_cls/aux2: 1.7021, loss/aux2: 1.7021 2020-10-26 20:55:31,566 - mmaction - INFO - Epoch [194][100/264] lr: 6.396e-02, eta: 4:18:25, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.6102, top5_acc: 0.8188, loss_cls: 1.5645, loss: 1.5645, grad_norm: 2.0642, top1_acc/aux0: 0.6405, top5_acc/aux0: 0.8535, loss_cls/aux0: 1.4468, loss/aux0: 1.4468, top1_acc/aux1: 0.6422, top5_acc/aux1: 0.8526, loss_cls/aux1: 1.4207, loss/aux1: 1.4207, top1_acc/aux2: 0.5705, top5_acc/aux2: 0.8054, loss_cls/aux2: 1.7171, loss/aux2: 1.7171 2020-10-26 20:56:18,954 - mmaction - INFO - Epoch [194][120/264] lr: 6.396e-02, eta: 4:18:06, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6219, top5_acc: 0.8323, loss_cls: 1.5231, loss: 1.5231, grad_norm: 2.0904, top1_acc/aux0: 0.6458, top5_acc/aux0: 0.8543, loss_cls/aux0: 1.4225, loss/aux0: 1.4225, top1_acc/aux1: 0.6392, top5_acc/aux1: 0.8432, loss_cls/aux1: 1.4608, loss/aux1: 1.4608, top1_acc/aux2: 0.5774, top5_acc/aux2: 0.8087, loss_cls/aux2: 1.6966, loss/aux2: 1.6966 2020-10-26 20:57:06,297 - mmaction - INFO - Epoch [194][140/264] lr: 6.396e-02, eta: 4:17:48, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6125, top5_acc: 0.8295, loss_cls: 1.5491, loss: 1.5491, grad_norm: 2.0480, top1_acc/aux0: 0.6476, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4226, loss/aux0: 1.4226, top1_acc/aux1: 0.6474, top5_acc/aux1: 0.8505, loss_cls/aux1: 1.4222, loss/aux1: 1.4222, top1_acc/aux2: 0.5795, top5_acc/aux2: 0.8148, loss_cls/aux2: 1.6771, loss/aux2: 1.6771 2020-10-26 20:57:53,625 - mmaction - INFO - Epoch [194][160/264] lr: 6.396e-02, eta: 4:17:29, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6111, top5_acc: 0.8300, loss_cls: 1.5759, loss: 1.5759, grad_norm: 2.1144, top1_acc/aux0: 0.6408, top5_acc/aux0: 0.8528, loss_cls/aux0: 1.4455, loss/aux0: 1.4455, top1_acc/aux1: 0.6470, top5_acc/aux1: 0.8542, loss_cls/aux1: 1.4122, loss/aux1: 1.4122, top1_acc/aux2: 0.5866, top5_acc/aux2: 0.8118, loss_cls/aux2: 1.6691, loss/aux2: 1.6691 2020-10-26 20:58:41,392 - mmaction - INFO - Epoch [194][180/264] lr: 6.396e-02, eta: 4:17:10, time: 0.962, data_time: 0.000, memory: 8466, top1_acc: 0.6019, top5_acc: 0.8193, loss_cls: 1.6079, loss: 1.6079, grad_norm: 2.0938, top1_acc/aux0: 0.6377, top5_acc/aux0: 0.8566, loss_cls/aux0: 1.4529, loss/aux0: 1.4529, top1_acc/aux1: 0.6391, top5_acc/aux1: 0.8455, loss_cls/aux1: 1.4509, loss/aux1: 1.4509, top1_acc/aux2: 0.5891, top5_acc/aux2: 0.8033, loss_cls/aux2: 1.6910, loss/aux2: 1.6910 2020-10-26 20:59:28,465 - mmaction - INFO - Epoch [194][200/264] lr: 6.396e-02, eta: 4:16:52, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6062, top5_acc: 0.8311, loss_cls: 1.5783, loss: 1.5783, grad_norm: 2.1171, top1_acc/aux0: 0.6429, top5_acc/aux0: 0.8571, loss_cls/aux0: 1.4367, loss/aux0: 1.4367, top1_acc/aux1: 0.6373, top5_acc/aux1: 0.8493, loss_cls/aux1: 1.4387, loss/aux1: 1.4387, top1_acc/aux2: 0.5807, top5_acc/aux2: 0.8049, loss_cls/aux2: 1.7046, loss/aux2: 1.7046 2020-10-26 21:00:24,934 - mmaction - INFO - Epoch [194][220/264] lr: 6.396e-02, eta: 4:16:36, time: 1.389, data_time: 0.000, memory: 8466, top1_acc: 0.6134, top5_acc: 0.8250, loss_cls: 1.5837, loss: 1.5837, grad_norm: 2.1357, top1_acc/aux0: 0.6512, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.3814, loss/aux0: 1.3814, top1_acc/aux1: 0.6431, top5_acc/aux1: 0.8559, loss_cls/aux1: 1.4189, loss/aux1: 1.4189, top1_acc/aux2: 0.5799, top5_acc/aux2: 0.8024, loss_cls/aux2: 1.7023, loss/aux2: 1.7023 2020-10-26 21:01:12,469 - mmaction - INFO - Epoch [194][240/264] lr: 6.396e-02, eta: 4:16:17, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5995, top5_acc: 0.8274, loss_cls: 1.6108, loss: 1.6108, grad_norm: 2.0877, top1_acc/aux0: 0.6497, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3857, loss/aux0: 1.3857, top1_acc/aux1: 0.6484, top5_acc/aux1: 0.8580, loss_cls/aux1: 1.4080, loss/aux1: 1.4080, top1_acc/aux2: 0.5859, top5_acc/aux2: 0.7988, loss_cls/aux2: 1.6931, loss/aux2: 1.6931 2020-10-26 21:01:59,542 - mmaction - INFO - Epoch [194][260/264] lr: 6.396e-02, eta: 4:15:58, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5972, top5_acc: 0.8156, loss_cls: 1.6066, loss: 1.6066, grad_norm: 2.1477, top1_acc/aux0: 0.6342, top5_acc/aux0: 0.8545, loss_cls/aux0: 1.4612, loss/aux0: 1.4612, top1_acc/aux1: 0.6477, top5_acc/aux1: 0.8568, loss_cls/aux1: 1.4095, loss/aux1: 1.4095, top1_acc/aux2: 0.5842, top5_acc/aux2: 0.8043, loss_cls/aux2: 1.6708, loss/aux2: 1.6708 2020-10-26 21:06:45,140 - mmaction - INFO - Epoch [195][20/264] lr: 6.204e-02, eta: 4:15:35, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.6170, top5_acc: 0.8255, loss_cls: 1.5338, loss: 1.5338, grad_norm: 2.0949, top1_acc/aux0: 0.6524, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.3766, loss/aux0: 1.3766, top1_acc/aux1: 0.6441, top5_acc/aux1: 0.8434, loss_cls/aux1: 1.4376, loss/aux1: 1.4376, top1_acc/aux2: 0.5767, top5_acc/aux2: 0.8135, loss_cls/aux2: 1.6826, loss/aux2: 1.6826 2020-10-26 21:07:32,148 - mmaction - INFO - Epoch [195][40/264] lr: 6.204e-02, eta: 4:15:16, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6106, top5_acc: 0.8339, loss_cls: 1.5301, loss: 1.5301, grad_norm: 2.0770, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3852, loss/aux0: 1.3852, top1_acc/aux1: 0.6465, top5_acc/aux1: 0.8479, loss_cls/aux1: 1.4322, loss/aux1: 1.4322, top1_acc/aux2: 0.5813, top5_acc/aux2: 0.8125, loss_cls/aux2: 1.6842, loss/aux2: 1.6842 2020-10-26 21:08:19,496 - mmaction - INFO - Epoch [195][60/264] lr: 6.204e-02, eta: 4:14:57, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6120, top5_acc: 0.8313, loss_cls: 1.5452, loss: 1.5452, grad_norm: 2.1305, top1_acc/aux0: 0.6462, top5_acc/aux0: 0.8569, loss_cls/aux0: 1.4110, loss/aux0: 1.4110, top1_acc/aux1: 0.6498, top5_acc/aux1: 0.8580, loss_cls/aux1: 1.3985, loss/aux1: 1.3985, top1_acc/aux2: 0.5856, top5_acc/aux2: 0.8010, loss_cls/aux2: 1.7092, loss/aux2: 1.7092 2020-10-26 21:09:06,801 - mmaction - INFO - Epoch [195][80/264] lr: 6.204e-02, eta: 4:14:39, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.6161, top5_acc: 0.8328, loss_cls: 1.5424, loss: 1.5424, grad_norm: 2.1249, top1_acc/aux0: 0.6425, top5_acc/aux0: 0.8595, loss_cls/aux0: 1.4242, loss/aux0: 1.4242, top1_acc/aux1: 0.6469, top5_acc/aux1: 0.8608, loss_cls/aux1: 1.3827, loss/aux1: 1.3827, top1_acc/aux2: 0.5804, top5_acc/aux2: 0.7976, loss_cls/aux2: 1.7022, loss/aux2: 1.7022 2020-10-26 21:09:54,096 - mmaction - INFO - Epoch [195][100/264] lr: 6.204e-02, eta: 4:14:20, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6198, top5_acc: 0.8297, loss_cls: 1.5389, loss: 1.5389, grad_norm: 2.1573, top1_acc/aux0: 0.6392, top5_acc/aux0: 0.8571, loss_cls/aux0: 1.4284, loss/aux0: 1.4284, top1_acc/aux1: 0.6460, top5_acc/aux1: 0.8578, loss_cls/aux1: 1.3956, loss/aux1: 1.3956, top1_acc/aux2: 0.5741, top5_acc/aux2: 0.8075, loss_cls/aux2: 1.6900, loss/aux2: 1.6900 2020-10-26 21:10:41,604 - mmaction - INFO - Epoch [195][120/264] lr: 6.204e-02, eta: 4:14:01, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.6113, top5_acc: 0.8288, loss_cls: 1.5644, loss: 1.5644, grad_norm: 2.1333, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8543, loss_cls/aux0: 1.4291, loss/aux0: 1.4291, top1_acc/aux1: 0.6444, top5_acc/aux1: 0.8543, loss_cls/aux1: 1.4105, loss/aux1: 1.4105, top1_acc/aux2: 0.5814, top5_acc/aux2: 0.8113, loss_cls/aux2: 1.6869, loss/aux2: 1.6869 2020-10-26 21:11:29,007 - mmaction - INFO - Epoch [195][140/264] lr: 6.204e-02, eta: 4:13:42, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6089, top5_acc: 0.8198, loss_cls: 1.5939, loss: 1.5939, grad_norm: 2.1070, top1_acc/aux0: 0.6432, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.4168, loss/aux0: 1.4168, top1_acc/aux1: 0.6431, top5_acc/aux1: 0.8573, loss_cls/aux1: 1.4006, loss/aux1: 1.4006, top1_acc/aux2: 0.5868, top5_acc/aux2: 0.8113, loss_cls/aux2: 1.6676, loss/aux2: 1.6676 2020-10-26 21:12:16,530 - mmaction - INFO - Epoch [195][160/264] lr: 6.204e-02, eta: 4:13:24, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6064, top5_acc: 0.8205, loss_cls: 1.5863, loss: 1.5863, grad_norm: 2.1194, top1_acc/aux0: 0.6507, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3995, loss/aux0: 1.3995, top1_acc/aux1: 0.6550, top5_acc/aux1: 0.8599, loss_cls/aux1: 1.3718, loss/aux1: 1.3718, top1_acc/aux2: 0.5795, top5_acc/aux2: 0.8047, loss_cls/aux2: 1.7000, loss/aux2: 1.7000 2020-10-26 21:13:04,298 - mmaction - INFO - Epoch [195][180/264] lr: 6.204e-02, eta: 4:13:05, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.6113, top5_acc: 0.8264, loss_cls: 1.5613, loss: 1.5613, grad_norm: 2.1686, top1_acc/aux0: 0.6562, top5_acc/aux0: 0.8627, loss_cls/aux0: 1.3908, loss/aux0: 1.3908, top1_acc/aux1: 0.6573, top5_acc/aux1: 0.8564, loss_cls/aux1: 1.3820, loss/aux1: 1.3820, top1_acc/aux2: 0.5766, top5_acc/aux2: 0.8050, loss_cls/aux2: 1.7145, loss/aux2: 1.7145 2020-10-26 21:13:51,806 - mmaction - INFO - Epoch [195][200/264] lr: 6.204e-02, eta: 4:12:46, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.6087, top5_acc: 0.8306, loss_cls: 1.5478, loss: 1.5478, grad_norm: 2.1278, top1_acc/aux0: 0.6531, top5_acc/aux0: 0.8580, loss_cls/aux0: 1.4172, loss/aux0: 1.4172, top1_acc/aux1: 0.6557, top5_acc/aux1: 0.8613, loss_cls/aux1: 1.3753, loss/aux1: 1.3753, top1_acc/aux2: 0.5837, top5_acc/aux2: 0.8120, loss_cls/aux2: 1.6834, loss/aux2: 1.6834 2020-10-26 21:14:39,287 - mmaction - INFO - Epoch [195][220/264] lr: 6.204e-02, eta: 4:12:28, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6102, top5_acc: 0.8271, loss_cls: 1.5585, loss: 1.5585, grad_norm: 2.1387, top1_acc/aux0: 0.6530, top5_acc/aux0: 0.8543, loss_cls/aux0: 1.4147, loss/aux0: 1.4147, top1_acc/aux1: 0.6590, top5_acc/aux1: 0.8653, loss_cls/aux1: 1.3557, loss/aux1: 1.3557, top1_acc/aux2: 0.5769, top5_acc/aux2: 0.8049, loss_cls/aux2: 1.7126, loss/aux2: 1.7126 2020-10-26 21:15:26,289 - mmaction - INFO - Epoch [195][240/264] lr: 6.204e-02, eta: 4:12:09, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5946, top5_acc: 0.8196, loss_cls: 1.6198, loss: 1.6198, grad_norm: 2.1538, top1_acc/aux0: 0.6549, top5_acc/aux0: 0.8587, loss_cls/aux0: 1.3898, loss/aux0: 1.3898, top1_acc/aux1: 0.6597, top5_acc/aux1: 0.8635, loss_cls/aux1: 1.3588, loss/aux1: 1.3588, top1_acc/aux2: 0.5700, top5_acc/aux2: 0.7991, loss_cls/aux2: 1.7286, loss/aux2: 1.7286 2020-10-26 21:16:13,760 - mmaction - INFO - Epoch [195][260/264] lr: 6.204e-02, eta: 4:11:50, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6227, top5_acc: 0.8269, loss_cls: 1.5341, loss: 1.5341, grad_norm: 2.1589, top1_acc/aux0: 0.6417, top5_acc/aux0: 0.8571, loss_cls/aux0: 1.4252, loss/aux0: 1.4252, top1_acc/aux1: 0.6509, top5_acc/aux1: 0.8550, loss_cls/aux1: 1.4068, loss/aux1: 1.4068, top1_acc/aux2: 0.5813, top5_acc/aux2: 0.8045, loss_cls/aux2: 1.6950, loss/aux2: 1.6950 2020-10-26 21:20:25,929 - mmaction - INFO - Epoch [196][20/264] lr: 6.015e-02, eta: 4:11:27, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6141, top5_acc: 0.8295, loss_cls: 1.5419, loss: 1.5419, grad_norm: 2.1571, top1_acc/aux0: 0.6420, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.4266, loss/aux0: 1.4266, top1_acc/aux1: 0.6441, top5_acc/aux1: 0.8462, loss_cls/aux1: 1.3970, loss/aux1: 1.3970, top1_acc/aux2: 0.5642, top5_acc/aux2: 0.8069, loss_cls/aux2: 1.7244, loss/aux2: 1.7244 2020-10-26 21:21:13,094 - mmaction - INFO - Epoch [196][40/264] lr: 6.015e-02, eta: 4:11:08, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6158, top5_acc: 0.8306, loss_cls: 1.5271, loss: 1.5271, grad_norm: 2.1454, top1_acc/aux0: 0.6356, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.4543, loss/aux0: 1.4543, top1_acc/aux1: 0.6497, top5_acc/aux1: 0.8542, loss_cls/aux1: 1.3834, loss/aux1: 1.3834, top1_acc/aux2: 0.5698, top5_acc/aux2: 0.8052, loss_cls/aux2: 1.7201, loss/aux2: 1.7201 2020-10-26 21:22:00,965 - mmaction - INFO - Epoch [196][60/264] lr: 6.015e-02, eta: 4:10:49, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.6036, top5_acc: 0.8245, loss_cls: 1.5610, loss: 1.5610, grad_norm: 2.1872, top1_acc/aux0: 0.6304, top5_acc/aux0: 0.8465, loss_cls/aux0: 1.4588, loss/aux0: 1.4588, top1_acc/aux1: 0.6521, top5_acc/aux1: 0.8583, loss_cls/aux1: 1.3845, loss/aux1: 1.3845, top1_acc/aux2: 0.5790, top5_acc/aux2: 0.8095, loss_cls/aux2: 1.6928, loss/aux2: 1.6928 2020-10-26 21:22:48,237 - mmaction - INFO - Epoch [196][80/264] lr: 6.015e-02, eta: 4:10:30, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6146, top5_acc: 0.8269, loss_cls: 1.5437, loss: 1.5437, grad_norm: 2.1050, top1_acc/aux0: 0.6366, top5_acc/aux0: 0.8566, loss_cls/aux0: 1.4270, loss/aux0: 1.4270, top1_acc/aux1: 0.6538, top5_acc/aux1: 0.8606, loss_cls/aux1: 1.3817, loss/aux1: 1.3817, top1_acc/aux2: 0.5795, top5_acc/aux2: 0.8108, loss_cls/aux2: 1.6765, loss/aux2: 1.6765 2020-10-26 21:23:35,704 - mmaction - INFO - Epoch [196][100/264] lr: 6.015e-02, eta: 4:10:12, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.6227, top5_acc: 0.8309, loss_cls: 1.5322, loss: 1.5322, grad_norm: 2.1600, top1_acc/aux0: 0.6439, top5_acc/aux0: 0.8632, loss_cls/aux0: 1.4218, loss/aux0: 1.4218, top1_acc/aux1: 0.6491, top5_acc/aux1: 0.8573, loss_cls/aux1: 1.3969, loss/aux1: 1.3969, top1_acc/aux2: 0.5832, top5_acc/aux2: 0.8087, loss_cls/aux2: 1.6659, loss/aux2: 1.6659 2020-10-26 21:24:23,434 - mmaction - INFO - Epoch [196][120/264] lr: 6.015e-02, eta: 4:09:53, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.6116, top5_acc: 0.8220, loss_cls: 1.5794, loss: 1.5794, grad_norm: 2.1696, top1_acc/aux0: 0.6460, top5_acc/aux0: 0.8590, loss_cls/aux0: 1.4154, loss/aux0: 1.4154, top1_acc/aux1: 0.6405, top5_acc/aux1: 0.8458, loss_cls/aux1: 1.4358, loss/aux1: 1.4358, top1_acc/aux2: 0.5884, top5_acc/aux2: 0.8078, loss_cls/aux2: 1.6648, loss/aux2: 1.6648 2020-10-26 21:25:10,886 - mmaction - INFO - Epoch [196][140/264] lr: 6.015e-02, eta: 4:09:34, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6141, top5_acc: 0.8319, loss_cls: 1.5370, loss: 1.5370, grad_norm: 2.1518, top1_acc/aux0: 0.6562, top5_acc/aux0: 0.8585, loss_cls/aux0: 1.3842, loss/aux0: 1.3842, top1_acc/aux1: 0.6392, top5_acc/aux1: 0.8474, loss_cls/aux1: 1.4388, loss/aux1: 1.4388, top1_acc/aux2: 0.5858, top5_acc/aux2: 0.8089, loss_cls/aux2: 1.6867, loss/aux2: 1.6867 2020-10-26 21:25:58,534 - mmaction - INFO - Epoch [196][160/264] lr: 6.015e-02, eta: 4:09:16, time: 0.964, data_time: 0.000, memory: 8466, top1_acc: 0.6196, top5_acc: 0.8347, loss_cls: 1.5126, loss: 1.5126, grad_norm: 2.1442, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8575, loss_cls/aux0: 1.4209, loss/aux0: 1.4209, top1_acc/aux1: 0.6451, top5_acc/aux1: 0.8549, loss_cls/aux1: 1.4152, loss/aux1: 1.4152, top1_acc/aux2: 0.5880, top5_acc/aux2: 0.8167, loss_cls/aux2: 1.6619, loss/aux2: 1.6619 2020-10-26 21:26:46,113 - mmaction - INFO - Epoch [196][180/264] lr: 6.015e-02, eta: 4:08:57, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.6266, top5_acc: 0.8377, loss_cls: 1.5082, loss: 1.5082, grad_norm: 2.1187, top1_acc/aux0: 0.6356, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.4437, loss/aux0: 1.4437, top1_acc/aux1: 0.6437, top5_acc/aux1: 0.8491, loss_cls/aux1: 1.4199, loss/aux1: 1.4199, top1_acc/aux2: 0.5866, top5_acc/aux2: 0.8142, loss_cls/aux2: 1.6549, loss/aux2: 1.6549 2020-10-26 21:27:33,316 - mmaction - INFO - Epoch [196][200/264] lr: 6.015e-02, eta: 4:08:38, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6156, top5_acc: 0.8288, loss_cls: 1.5459, loss: 1.5459, grad_norm: 2.0767, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.3923, loss/aux0: 1.3923, top1_acc/aux1: 0.6377, top5_acc/aux1: 0.8413, loss_cls/aux1: 1.4313, loss/aux1: 1.4313, top1_acc/aux2: 0.5835, top5_acc/aux2: 0.8064, loss_cls/aux2: 1.6740, loss/aux2: 1.6740 2020-10-26 21:28:20,360 - mmaction - INFO - Epoch [196][220/264] lr: 6.015e-02, eta: 4:08:20, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6165, top5_acc: 0.8326, loss_cls: 1.5282, loss: 1.5282, grad_norm: 2.1556, top1_acc/aux0: 0.6559, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.3857, loss/aux0: 1.3857, top1_acc/aux1: 0.6361, top5_acc/aux1: 0.8448, loss_cls/aux1: 1.4490, loss/aux1: 1.4490, top1_acc/aux2: 0.5858, top5_acc/aux2: 0.8064, loss_cls/aux2: 1.6824, loss/aux2: 1.6824 2020-10-26 21:29:07,938 - mmaction - INFO - Epoch [196][240/264] lr: 6.015e-02, eta: 4:08:01, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.6125, top5_acc: 0.8306, loss_cls: 1.5580, loss: 1.5580, grad_norm: 2.1491, top1_acc/aux0: 0.6429, top5_acc/aux0: 0.8507, loss_cls/aux0: 1.4395, loss/aux0: 1.4395, top1_acc/aux1: 0.6413, top5_acc/aux1: 0.8517, loss_cls/aux1: 1.4387, loss/aux1: 1.4387, top1_acc/aux2: 0.5880, top5_acc/aux2: 0.8123, loss_cls/aux2: 1.6717, loss/aux2: 1.6717 2020-10-26 21:29:55,291 - mmaction - INFO - Epoch [196][260/264] lr: 6.015e-02, eta: 4:07:42, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6118, top5_acc: 0.8304, loss_cls: 1.5426, loss: 1.5426, grad_norm: 2.1303, top1_acc/aux0: 0.6368, top5_acc/aux0: 0.8502, loss_cls/aux0: 1.4592, loss/aux0: 1.4592, top1_acc/aux1: 0.6469, top5_acc/aux1: 0.8575, loss_cls/aux1: 1.4072, loss/aux1: 1.4072, top1_acc/aux2: 0.5858, top5_acc/aux2: 0.8149, loss_cls/aux2: 1.6616, loss/aux2: 1.6616 2020-10-26 21:34:28,873 - mmaction - INFO - Epoch [197][20/264] lr: 5.829e-02, eta: 4:07:19, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.6179, top5_acc: 0.8290, loss_cls: 1.5315, loss: 1.5315, grad_norm: 2.1959, top1_acc/aux0: 0.6302, top5_acc/aux0: 0.8476, loss_cls/aux0: 1.4612, loss/aux0: 1.4612, top1_acc/aux1: 0.6458, top5_acc/aux1: 0.8507, loss_cls/aux1: 1.4220, loss/aux1: 1.4220, top1_acc/aux2: 0.5941, top5_acc/aux2: 0.8142, loss_cls/aux2: 1.6577, loss/aux2: 1.6577 2020-10-26 21:35:16,817 - mmaction - INFO - Epoch [197][40/264] lr: 5.829e-02, eta: 4:07:00, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.6300, top5_acc: 0.8398, loss_cls: 1.4807, loss: 1.4807, grad_norm: 2.1582, top1_acc/aux0: 0.6335, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.4603, loss/aux0: 1.4603, top1_acc/aux1: 0.6467, top5_acc/aux1: 0.8502, loss_cls/aux1: 1.4197, loss/aux1: 1.4197, top1_acc/aux2: 0.5932, top5_acc/aux2: 0.8104, loss_cls/aux2: 1.6620, loss/aux2: 1.6620 2020-10-26 21:36:03,934 - mmaction - INFO - Epoch [197][60/264] lr: 5.829e-02, eta: 4:06:41, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6262, top5_acc: 0.8363, loss_cls: 1.4856, loss: 1.4856, grad_norm: 2.1569, top1_acc/aux0: 0.6505, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.4226, loss/aux0: 1.4226, top1_acc/aux1: 0.6479, top5_acc/aux1: 0.8552, loss_cls/aux1: 1.3845, loss/aux1: 1.3845, top1_acc/aux2: 0.5957, top5_acc/aux2: 0.8123, loss_cls/aux2: 1.6542, loss/aux2: 1.6542 2020-10-26 21:36:51,533 - mmaction - INFO - Epoch [197][80/264] lr: 5.829e-02, eta: 4:06:23, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6177, top5_acc: 0.8288, loss_cls: 1.5529, loss: 1.5529, grad_norm: 2.0959, top1_acc/aux0: 0.6634, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3708, loss/aux0: 1.3708, top1_acc/aux1: 0.6597, top5_acc/aux1: 0.8620, loss_cls/aux1: 1.3466, loss/aux1: 1.3466, top1_acc/aux2: 0.5960, top5_acc/aux2: 0.8144, loss_cls/aux2: 1.6687, loss/aux2: 1.6687 2020-10-26 21:37:38,795 - mmaction - INFO - Epoch [197][100/264] lr: 5.829e-02, eta: 4:06:04, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6253, top5_acc: 0.8354, loss_cls: 1.5033, loss: 1.5033, grad_norm: 2.1992, top1_acc/aux0: 0.6524, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3896, loss/aux0: 1.3896, top1_acc/aux1: 0.6583, top5_acc/aux1: 0.8609, loss_cls/aux1: 1.3690, loss/aux1: 1.3690, top1_acc/aux2: 0.5965, top5_acc/aux2: 0.8113, loss_cls/aux2: 1.6616, loss/aux2: 1.6616 2020-10-26 21:38:26,158 - mmaction - INFO - Epoch [197][120/264] lr: 5.829e-02, eta: 4:05:45, time: 0.953, data_time: 0.001, memory: 8466, top1_acc: 0.6187, top5_acc: 0.8326, loss_cls: 1.5033, loss: 1.5033, grad_norm: 2.1085, top1_acc/aux0: 0.6458, top5_acc/aux0: 0.8613, loss_cls/aux0: 1.4021, loss/aux0: 1.4021, top1_acc/aux1: 0.6406, top5_acc/aux1: 0.8509, loss_cls/aux1: 1.4202, loss/aux1: 1.4202, top1_acc/aux2: 0.5941, top5_acc/aux2: 0.8118, loss_cls/aux2: 1.6452, loss/aux2: 1.6452 2020-10-26 21:39:13,731 - mmaction - INFO - Epoch [197][140/264] lr: 5.829e-02, eta: 4:05:26, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6189, top5_acc: 0.8311, loss_cls: 1.5308, loss: 1.5308, grad_norm: 2.1237, top1_acc/aux0: 0.6417, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.4177, loss/aux0: 1.4177, top1_acc/aux1: 0.6415, top5_acc/aux1: 0.8495, loss_cls/aux1: 1.4305, loss/aux1: 1.4305, top1_acc/aux2: 0.5795, top5_acc/aux2: 0.8104, loss_cls/aux2: 1.6824, loss/aux2: 1.6824 2020-10-26 21:40:01,362 - mmaction - INFO - Epoch [197][160/264] lr: 5.829e-02, eta: 4:05:08, time: 0.962, data_time: 0.000, memory: 8466, top1_acc: 0.6134, top5_acc: 0.8295, loss_cls: 1.5487, loss: 1.5487, grad_norm: 2.1627, top1_acc/aux0: 0.6368, top5_acc/aux0: 0.8538, loss_cls/aux0: 1.4351, loss/aux0: 1.4351, top1_acc/aux1: 0.6490, top5_acc/aux1: 0.8582, loss_cls/aux1: 1.3947, loss/aux1: 1.3947, top1_acc/aux2: 0.5707, top5_acc/aux2: 0.8068, loss_cls/aux2: 1.7050, loss/aux2: 1.7050 2020-10-26 21:40:49,071 - mmaction - INFO - Epoch [197][180/264] lr: 5.829e-02, eta: 4:04:49, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6191, top5_acc: 0.8349, loss_cls: 1.5185, loss: 1.5185, grad_norm: 2.1583, top1_acc/aux0: 0.6470, top5_acc/aux0: 0.8601, loss_cls/aux0: 1.3989, loss/aux0: 1.3989, top1_acc/aux1: 0.6557, top5_acc/aux1: 0.8585, loss_cls/aux1: 1.3717, loss/aux1: 1.3717, top1_acc/aux2: 0.5710, top5_acc/aux2: 0.8038, loss_cls/aux2: 1.7089, loss/aux2: 1.7089 2020-10-26 21:41:36,677 - mmaction - INFO - Epoch [197][200/264] lr: 5.829e-02, eta: 4:04:30, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.6245, top5_acc: 0.8375, loss_cls: 1.4982, loss: 1.4982, grad_norm: 2.1783, top1_acc/aux0: 0.6531, top5_acc/aux0: 0.8554, loss_cls/aux0: 1.3843, loss/aux0: 1.3843, top1_acc/aux1: 0.6575, top5_acc/aux1: 0.8571, loss_cls/aux1: 1.3590, loss/aux1: 1.3590, top1_acc/aux2: 0.5800, top5_acc/aux2: 0.8097, loss_cls/aux2: 1.6756, loss/aux2: 1.6756 2020-10-26 21:42:24,063 - mmaction - INFO - Epoch [197][220/264] lr: 5.829e-02, eta: 4:04:12, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6148, top5_acc: 0.8240, loss_cls: 1.5656, loss: 1.5656, grad_norm: 2.1718, top1_acc/aux0: 0.6377, top5_acc/aux0: 0.8405, loss_cls/aux0: 1.4517, loss/aux0: 1.4517, top1_acc/aux1: 0.6594, top5_acc/aux1: 0.8615, loss_cls/aux1: 1.3273, loss/aux1: 1.3273, top1_acc/aux2: 0.5859, top5_acc/aux2: 0.8122, loss_cls/aux2: 1.6703, loss/aux2: 1.6703 2020-10-26 21:43:11,579 - mmaction - INFO - Epoch [197][240/264] lr: 5.829e-02, eta: 4:03:53, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6102, top5_acc: 0.8253, loss_cls: 1.5626, loss: 1.5626, grad_norm: 2.1748, top1_acc/aux0: 0.6422, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4372, loss/aux0: 1.4372, top1_acc/aux1: 0.6597, top5_acc/aux1: 0.8627, loss_cls/aux1: 1.3274, loss/aux1: 1.3274, top1_acc/aux2: 0.5811, top5_acc/aux2: 0.8094, loss_cls/aux2: 1.6993, loss/aux2: 1.6993 2020-10-26 21:43:59,813 - mmaction - INFO - Epoch [197][260/264] lr: 5.829e-02, eta: 4:03:34, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6062, top5_acc: 0.8285, loss_cls: 1.5594, loss: 1.5594, grad_norm: 2.1825, top1_acc/aux0: 0.6556, top5_acc/aux0: 0.8597, loss_cls/aux0: 1.3890, loss/aux0: 1.3890, top1_acc/aux1: 0.6457, top5_acc/aux1: 0.8533, loss_cls/aux1: 1.3857, loss/aux1: 1.3857, top1_acc/aux2: 0.5833, top5_acc/aux2: 0.8108, loss_cls/aux2: 1.6746, loss/aux2: 1.6746 2020-10-26 21:49:29,673 - mmaction - INFO - Epoch [198][20/264] lr: 5.644e-02, eta: 4:03:11, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6172, top5_acc: 0.8234, loss_cls: 1.5326, loss: 1.5326, grad_norm: 2.2027, top1_acc/aux0: 0.6472, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.4280, loss/aux0: 1.4280, top1_acc/aux1: 0.6403, top5_acc/aux1: 0.8590, loss_cls/aux1: 1.4140, loss/aux1: 1.4140, top1_acc/aux2: 0.5965, top5_acc/aux2: 0.8260, loss_cls/aux2: 1.6026, loss/aux2: 1.6026 2020-10-26 21:50:16,538 - mmaction - INFO - Epoch [198][40/264] lr: 5.644e-02, eta: 4:02:52, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6102, top5_acc: 0.8260, loss_cls: 1.5511, loss: 1.5511, grad_norm: 2.2141, top1_acc/aux0: 0.6424, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4272, loss/aux0: 1.4272, top1_acc/aux1: 0.6481, top5_acc/aux1: 0.8601, loss_cls/aux1: 1.3858, loss/aux1: 1.3858, top1_acc/aux2: 0.5913, top5_acc/aux2: 0.8252, loss_cls/aux2: 1.6243, loss/aux2: 1.6243 2020-10-26 21:51:03,914 - mmaction - INFO - Epoch [198][60/264] lr: 5.644e-02, eta: 4:02:33, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6172, top5_acc: 0.8297, loss_cls: 1.5449, loss: 1.5449, grad_norm: 2.1794, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8528, loss_cls/aux0: 1.4451, loss/aux0: 1.4451, top1_acc/aux1: 0.6516, top5_acc/aux1: 0.8559, loss_cls/aux1: 1.3717, loss/aux1: 1.3717, top1_acc/aux2: 0.5878, top5_acc/aux2: 0.8156, loss_cls/aux2: 1.6533, loss/aux2: 1.6533 2020-10-26 21:51:51,383 - mmaction - INFO - Epoch [198][80/264] lr: 5.644e-02, eta: 4:02:14, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.6220, top5_acc: 0.8335, loss_cls: 1.5241, loss: 1.5241, grad_norm: 2.1757, top1_acc/aux0: 0.6462, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.4154, loss/aux0: 1.4154, top1_acc/aux1: 0.6500, top5_acc/aux1: 0.8533, loss_cls/aux1: 1.3859, loss/aux1: 1.3859, top1_acc/aux2: 0.5896, top5_acc/aux2: 0.8061, loss_cls/aux2: 1.6549, loss/aux2: 1.6549 2020-10-26 21:52:38,586 - mmaction - INFO - Epoch [198][100/264] lr: 5.644e-02, eta: 4:01:56, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8392, loss_cls: 1.4919, loss: 1.4919, grad_norm: 2.1378, top1_acc/aux0: 0.6538, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3831, loss/aux0: 1.3831, top1_acc/aux1: 0.6495, top5_acc/aux1: 0.8528, loss_cls/aux1: 1.3932, loss/aux1: 1.3932, top1_acc/aux2: 0.5931, top5_acc/aux2: 0.8127, loss_cls/aux2: 1.6265, loss/aux2: 1.6265 2020-10-26 21:53:26,131 - mmaction - INFO - Epoch [198][120/264] lr: 5.644e-02, eta: 4:01:37, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.6288, top5_acc: 0.8382, loss_cls: 1.4994, loss: 1.4994, grad_norm: 2.1238, top1_acc/aux0: 0.6491, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.4065, loss/aux0: 1.4065, top1_acc/aux1: 0.6564, top5_acc/aux1: 0.8585, loss_cls/aux1: 1.3767, loss/aux1: 1.3767, top1_acc/aux2: 0.5962, top5_acc/aux2: 0.8144, loss_cls/aux2: 1.6215, loss/aux2: 1.6215 2020-10-26 21:54:13,801 - mmaction - INFO - Epoch [198][140/264] lr: 5.644e-02, eta: 4:01:18, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.6210, top5_acc: 0.8309, loss_cls: 1.5242, loss: 1.5242, grad_norm: 2.1712, top1_acc/aux0: 0.6472, top5_acc/aux0: 0.8559, loss_cls/aux0: 1.4083, loss/aux0: 1.4083, top1_acc/aux1: 0.6578, top5_acc/aux1: 0.8573, loss_cls/aux1: 1.3728, loss/aux1: 1.3728, top1_acc/aux2: 0.5934, top5_acc/aux2: 0.8106, loss_cls/aux2: 1.6438, loss/aux2: 1.6438 2020-10-26 21:55:01,387 - mmaction - INFO - Epoch [198][160/264] lr: 5.644e-02, eta: 4:01:00, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6161, top5_acc: 0.8332, loss_cls: 1.5235, loss: 1.5235, grad_norm: 2.1272, top1_acc/aux0: 0.6462, top5_acc/aux0: 0.8556, loss_cls/aux0: 1.4097, loss/aux0: 1.4097, top1_acc/aux1: 0.6609, top5_acc/aux1: 0.8542, loss_cls/aux1: 1.3563, loss/aux1: 1.3563, top1_acc/aux2: 0.5842, top5_acc/aux2: 0.8139, loss_cls/aux2: 1.6554, loss/aux2: 1.6554 2020-10-26 21:55:48,585 - mmaction - INFO - Epoch [198][180/264] lr: 5.644e-02, eta: 4:00:41, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6052, top5_acc: 0.8288, loss_cls: 1.5777, loss: 1.5777, grad_norm: 2.1774, top1_acc/aux0: 0.6458, top5_acc/aux0: 0.8582, loss_cls/aux0: 1.4084, loss/aux0: 1.4084, top1_acc/aux1: 0.6566, top5_acc/aux1: 0.8549, loss_cls/aux1: 1.3780, loss/aux1: 1.3780, top1_acc/aux2: 0.5861, top5_acc/aux2: 0.8175, loss_cls/aux2: 1.6393, loss/aux2: 1.6393 2020-10-26 21:56:35,869 - mmaction - INFO - Epoch [198][200/264] lr: 5.644e-02, eta: 4:00:22, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6186, top5_acc: 0.8299, loss_cls: 1.5545, loss: 1.5545, grad_norm: 2.2186, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8611, loss_cls/aux0: 1.3954, loss/aux0: 1.3954, top1_acc/aux1: 0.6451, top5_acc/aux1: 0.8495, loss_cls/aux1: 1.4248, loss/aux1: 1.4248, top1_acc/aux2: 0.5813, top5_acc/aux2: 0.8101, loss_cls/aux2: 1.6743, loss/aux2: 1.6743 2020-10-26 21:57:23,267 - mmaction - INFO - Epoch [198][220/264] lr: 5.644e-02, eta: 4:00:04, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6309, top5_acc: 0.8418, loss_cls: 1.4861, loss: 1.4861, grad_norm: 2.1695, top1_acc/aux0: 0.6481, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.4092, loss/aux0: 1.4092, top1_acc/aux1: 0.6549, top5_acc/aux1: 0.8556, loss_cls/aux1: 1.4007, loss/aux1: 1.4007, top1_acc/aux2: 0.5814, top5_acc/aux2: 0.8035, loss_cls/aux2: 1.6934, loss/aux2: 1.6934 2020-10-26 21:58:10,524 - mmaction - INFO - Epoch [198][240/264] lr: 5.644e-02, eta: 3:59:45, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6177, top5_acc: 0.8309, loss_cls: 1.5155, loss: 1.5155, grad_norm: 2.1724, top1_acc/aux0: 0.6424, top5_acc/aux0: 0.8590, loss_cls/aux0: 1.4083, loss/aux0: 1.4083, top1_acc/aux1: 0.6549, top5_acc/aux1: 0.8552, loss_cls/aux1: 1.3939, loss/aux1: 1.3939, top1_acc/aux2: 0.5913, top5_acc/aux2: 0.8073, loss_cls/aux2: 1.6540, loss/aux2: 1.6540 2020-10-26 21:58:58,069 - mmaction - INFO - Epoch [198][260/264] lr: 5.644e-02, eta: 3:59:26, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6281, top5_acc: 0.8401, loss_cls: 1.4842, loss: 1.4842, grad_norm: 2.1725, top1_acc/aux0: 0.6554, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3684, loss/aux0: 1.3684, top1_acc/aux1: 0.6465, top5_acc/aux1: 0.8554, loss_cls/aux1: 1.3984, loss/aux1: 1.3984, top1_acc/aux2: 0.5863, top5_acc/aux2: 0.8095, loss_cls/aux2: 1.6607, loss/aux2: 1.6607 2020-10-26 22:03:27,586 - mmaction - INFO - Epoch [199][20/264] lr: 5.463e-02, eta: 3:59:03, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6215, top5_acc: 0.8354, loss_cls: 1.4940, loss: 1.4940, grad_norm: 2.1902, top1_acc/aux0: 0.6556, top5_acc/aux0: 0.8639, loss_cls/aux0: 1.3463, loss/aux0: 1.3463, top1_acc/aux1: 0.6642, top5_acc/aux1: 0.8632, loss_cls/aux1: 1.3561, loss/aux1: 1.3561, top1_acc/aux2: 0.5924, top5_acc/aux2: 0.8142, loss_cls/aux2: 1.6401, loss/aux2: 1.6401 2020-10-26 22:04:14,651 - mmaction - INFO - Epoch [199][40/264] lr: 5.463e-02, eta: 3:58:44, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6297, top5_acc: 0.8441, loss_cls: 1.4730, loss: 1.4730, grad_norm: 2.1622, top1_acc/aux0: 0.6507, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3825, loss/aux0: 1.3825, top1_acc/aux1: 0.6590, top5_acc/aux1: 0.8559, loss_cls/aux1: 1.3845, loss/aux1: 1.3845, top1_acc/aux2: 0.5849, top5_acc/aux2: 0.8141, loss_cls/aux2: 1.6463, loss/aux2: 1.6463 2020-10-26 22:05:01,941 - mmaction - INFO - Epoch [199][60/264] lr: 5.463e-02, eta: 3:58:25, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.6276, top5_acc: 0.8387, loss_cls: 1.5003, loss: 1.5003, grad_norm: 2.2033, top1_acc/aux0: 0.6510, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.4000, loss/aux0: 1.4000, top1_acc/aux1: 0.6622, top5_acc/aux1: 0.8554, loss_cls/aux1: 1.3804, loss/aux1: 1.3804, top1_acc/aux2: 0.5898, top5_acc/aux2: 0.8198, loss_cls/aux2: 1.6279, loss/aux2: 1.6279 2020-10-26 22:05:49,282 - mmaction - INFO - Epoch [199][80/264] lr: 5.463e-02, eta: 3:58:06, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.6208, top5_acc: 0.8250, loss_cls: 1.5446, loss: 1.5446, grad_norm: 2.2121, top1_acc/aux0: 0.6549, top5_acc/aux0: 0.8616, loss_cls/aux0: 1.3820, loss/aux0: 1.3820, top1_acc/aux1: 0.6634, top5_acc/aux1: 0.8611, loss_cls/aux1: 1.3587, loss/aux1: 1.3587, top1_acc/aux2: 0.5877, top5_acc/aux2: 0.8170, loss_cls/aux2: 1.6562, loss/aux2: 1.6562 2020-10-26 22:06:36,488 - mmaction - INFO - Epoch [199][100/264] lr: 5.463e-02, eta: 3:57:48, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6316, top5_acc: 0.8434, loss_cls: 1.4794, loss: 1.4794, grad_norm: 2.2202, top1_acc/aux0: 0.6582, top5_acc/aux0: 0.8606, loss_cls/aux0: 1.3606, loss/aux0: 1.3606, top1_acc/aux1: 0.6497, top5_acc/aux1: 0.8540, loss_cls/aux1: 1.4101, loss/aux1: 1.4101, top1_acc/aux2: 0.5769, top5_acc/aux2: 0.8036, loss_cls/aux2: 1.6936, loss/aux2: 1.6936 2020-10-26 22:07:23,615 - mmaction - INFO - Epoch [199][120/264] lr: 5.463e-02, eta: 3:57:29, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6252, top5_acc: 0.8273, loss_cls: 1.5124, loss: 1.5124, grad_norm: 2.1651, top1_acc/aux0: 0.6530, top5_acc/aux0: 0.8601, loss_cls/aux0: 1.3762, loss/aux0: 1.3762, top1_acc/aux1: 0.6519, top5_acc/aux1: 0.8545, loss_cls/aux1: 1.4009, loss/aux1: 1.4009, top1_acc/aux2: 0.5785, top5_acc/aux2: 0.8012, loss_cls/aux2: 1.6887, loss/aux2: 1.6887 2020-10-26 22:08:18,345 - mmaction - INFO - Epoch [199][140/264] lr: 5.463e-02, eta: 3:57:12, time: 1.295, data_time: 0.209, memory: 8466, top1_acc: 0.6175, top5_acc: 0.8302, loss_cls: 1.5192, loss: 1.5192, grad_norm: 2.1288, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8580, loss_cls/aux0: 1.3950, loss/aux0: 1.3950, top1_acc/aux1: 0.6509, top5_acc/aux1: 0.8576, loss_cls/aux1: 1.3855, loss/aux1: 1.3855, top1_acc/aux2: 0.5793, top5_acc/aux2: 0.8056, loss_cls/aux2: 1.7004, loss/aux2: 1.7004 2020-10-26 22:09:28,923 - mmaction - INFO - Epoch [199][160/264] lr: 5.463e-02, eta: 3:56:54, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6240, top5_acc: 0.8276, loss_cls: 1.5203, loss: 1.5203, grad_norm: 2.1291, top1_acc/aux0: 0.6575, top5_acc/aux0: 0.8597, loss_cls/aux0: 1.3670, loss/aux0: 1.3670, top1_acc/aux1: 0.6538, top5_acc/aux1: 0.8590, loss_cls/aux1: 1.3808, loss/aux1: 1.3808, top1_acc/aux2: 0.5939, top5_acc/aux2: 0.8212, loss_cls/aux2: 1.6297, loss/aux2: 1.6297 2020-10-26 22:11:01,371 - mmaction - INFO - Epoch [199][180/264] lr: 5.463e-02, eta: 3:56:41, time: 1.944, data_time: 0.000, memory: 8466, top1_acc: 0.6253, top5_acc: 0.8326, loss_cls: 1.5337, loss: 1.5337, grad_norm: 2.1756, top1_acc/aux0: 0.6566, top5_acc/aux0: 0.8601, loss_cls/aux0: 1.3720, loss/aux0: 1.3720, top1_acc/aux1: 0.6589, top5_acc/aux1: 0.8592, loss_cls/aux1: 1.3655, loss/aux1: 1.3655, top1_acc/aux2: 0.6036, top5_acc/aux2: 0.8252, loss_cls/aux2: 1.5838, loss/aux2: 1.5838 2020-10-26 22:11:48,786 - mmaction - INFO - Epoch [199][200/264] lr: 5.463e-02, eta: 3:56:22, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6266, top5_acc: 0.8424, loss_cls: 1.5013, loss: 1.5013, grad_norm: 2.2073, top1_acc/aux0: 0.6564, top5_acc/aux0: 0.8592, loss_cls/aux0: 1.3695, loss/aux0: 1.3695, top1_acc/aux1: 0.6519, top5_acc/aux1: 0.8543, loss_cls/aux1: 1.4033, loss/aux1: 1.4033, top1_acc/aux2: 0.6021, top5_acc/aux2: 0.8198, loss_cls/aux2: 1.6096, loss/aux2: 1.6096 2020-10-26 22:12:36,255 - mmaction - INFO - Epoch [199][220/264] lr: 5.463e-02, eta: 3:56:03, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6175, top5_acc: 0.8271, loss_cls: 1.5312, loss: 1.5312, grad_norm: 2.2464, top1_acc/aux0: 0.6592, top5_acc/aux0: 0.8644, loss_cls/aux0: 1.3554, loss/aux0: 1.3554, top1_acc/aux1: 0.6528, top5_acc/aux1: 0.8550, loss_cls/aux1: 1.3952, loss/aux1: 1.3952, top1_acc/aux2: 0.5960, top5_acc/aux2: 0.8172, loss_cls/aux2: 1.6279, loss/aux2: 1.6279 2020-10-26 22:13:23,309 - mmaction - INFO - Epoch [199][240/264] lr: 5.463e-02, eta: 3:55:44, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6293, top5_acc: 0.8385, loss_cls: 1.4860, loss: 1.4860, grad_norm: 2.2408, top1_acc/aux0: 0.6606, top5_acc/aux0: 0.8655, loss_cls/aux0: 1.3619, loss/aux0: 1.3619, top1_acc/aux1: 0.6526, top5_acc/aux1: 0.8613, loss_cls/aux1: 1.3738, loss/aux1: 1.3738, top1_acc/aux2: 0.5866, top5_acc/aux2: 0.8102, loss_cls/aux2: 1.6665, loss/aux2: 1.6665 2020-10-26 22:14:15,083 - mmaction - INFO - Epoch [199][260/264] lr: 5.463e-02, eta: 3:55:26, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6281, top5_acc: 0.8330, loss_cls: 1.4950, loss: 1.4950, grad_norm: 2.1657, top1_acc/aux0: 0.6599, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3380, loss/aux0: 1.3380, top1_acc/aux1: 0.6536, top5_acc/aux1: 0.8616, loss_cls/aux1: 1.3937, loss/aux1: 1.3937, top1_acc/aux2: 0.5908, top5_acc/aux2: 0.8132, loss_cls/aux2: 1.6529, loss/aux2: 1.6529 2020-10-26 22:19:10,926 - mmaction - INFO - Epoch [200][20/264] lr: 5.284e-02, eta: 3:55:02, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6368, top5_acc: 0.8451, loss_cls: 1.4588, loss: 1.4588, grad_norm: 2.1430, top1_acc/aux0: 0.6622, top5_acc/aux0: 0.8618, loss_cls/aux0: 1.3710, loss/aux0: 1.3710, top1_acc/aux1: 0.6503, top5_acc/aux1: 0.8639, loss_cls/aux1: 1.3860, loss/aux1: 1.3860, top1_acc/aux2: 0.5958, top5_acc/aux2: 0.8097, loss_cls/aux2: 1.6324, loss/aux2: 1.6324 2020-10-26 22:19:58,411 - mmaction - INFO - Epoch [200][40/264] lr: 5.284e-02, eta: 3:54:43, time: 0.971, data_time: 0.000, memory: 8466, top1_acc: 0.6330, top5_acc: 0.8385, loss_cls: 1.4940, loss: 1.4940, grad_norm: 2.2072, top1_acc/aux0: 0.6731, top5_acc/aux0: 0.8705, loss_cls/aux0: 1.3294, loss/aux0: 1.3294, top1_acc/aux1: 0.6601, top5_acc/aux1: 0.8663, loss_cls/aux1: 1.3479, loss/aux1: 1.3479, top1_acc/aux2: 0.6005, top5_acc/aux2: 0.8191, loss_cls/aux2: 1.6081, loss/aux2: 1.6081 2020-10-26 22:20:45,456 - mmaction - INFO - Epoch [200][60/264] lr: 5.284e-02, eta: 3:54:25, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6241, top5_acc: 0.8339, loss_cls: 1.4957, loss: 1.4957, grad_norm: 2.2051, top1_acc/aux0: 0.6733, top5_acc/aux0: 0.8691, loss_cls/aux0: 1.3286, loss/aux0: 1.3286, top1_acc/aux1: 0.6611, top5_acc/aux1: 0.8663, loss_cls/aux1: 1.3315, loss/aux1: 1.3315, top1_acc/aux2: 0.6083, top5_acc/aux2: 0.8286, loss_cls/aux2: 1.5861, loss/aux2: 1.5861 2020-10-26 22:21:33,106 - mmaction - INFO - Epoch [200][80/264] lr: 5.284e-02, eta: 3:54:06, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.6229, top5_acc: 0.8323, loss_cls: 1.5172, loss: 1.5172, grad_norm: 2.1834, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.4084, loss/aux0: 1.4084, top1_acc/aux1: 0.6509, top5_acc/aux1: 0.8642, loss_cls/aux1: 1.3536, loss/aux1: 1.3536, top1_acc/aux2: 0.6066, top5_acc/aux2: 0.8283, loss_cls/aux2: 1.5876, loss/aux2: 1.5876 2020-10-26 22:22:20,247 - mmaction - INFO - Epoch [200][100/264] lr: 5.284e-02, eta: 3:53:47, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6304, top5_acc: 0.8429, loss_cls: 1.4747, loss: 1.4747, grad_norm: 2.1937, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8563, loss_cls/aux0: 1.4124, loss/aux0: 1.4124, top1_acc/aux1: 0.6611, top5_acc/aux1: 0.8632, loss_cls/aux1: 1.3424, loss/aux1: 1.3424, top1_acc/aux2: 0.5960, top5_acc/aux2: 0.8229, loss_cls/aux2: 1.6177, loss/aux2: 1.6177 2020-10-26 22:23:08,052 - mmaction - INFO - Epoch [200][120/264] lr: 5.284e-02, eta: 3:53:29, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.6219, top5_acc: 0.8448, loss_cls: 1.5019, loss: 1.5019, grad_norm: 2.2381, top1_acc/aux0: 0.6514, top5_acc/aux0: 0.8575, loss_cls/aux0: 1.4046, loss/aux0: 1.4046, top1_acc/aux1: 0.6602, top5_acc/aux1: 0.8556, loss_cls/aux1: 1.3632, loss/aux1: 1.3632, top1_acc/aux2: 0.5882, top5_acc/aux2: 0.8156, loss_cls/aux2: 1.6448, loss/aux2: 1.6448 2020-10-26 22:23:55,682 - mmaction - INFO - Epoch [200][140/264] lr: 5.284e-02, eta: 3:53:10, time: 0.962, data_time: 0.000, memory: 8466, top1_acc: 0.6276, top5_acc: 0.8368, loss_cls: 1.4999, loss: 1.4999, grad_norm: 2.2602, top1_acc/aux0: 0.6545, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.4101, loss/aux0: 1.4101, top1_acc/aux1: 0.6510, top5_acc/aux1: 0.8516, loss_cls/aux1: 1.4029, loss/aux1: 1.4029, top1_acc/aux2: 0.5939, top5_acc/aux2: 0.8196, loss_cls/aux2: 1.6182, loss/aux2: 1.6182 2020-10-26 22:24:43,070 - mmaction - INFO - Epoch [200][160/264] lr: 5.284e-02, eta: 3:52:51, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6250, top5_acc: 0.8354, loss_cls: 1.5019, loss: 1.5019, grad_norm: 2.2619, top1_acc/aux0: 0.6481, top5_acc/aux0: 0.8644, loss_cls/aux0: 1.4142, loss/aux0: 1.4142, top1_acc/aux1: 0.6552, top5_acc/aux1: 0.8523, loss_cls/aux1: 1.4059, loss/aux1: 1.4059, top1_acc/aux2: 0.5946, top5_acc/aux2: 0.8172, loss_cls/aux2: 1.6315, loss/aux2: 1.6315 2020-10-26 22:25:30,778 - mmaction - INFO - Epoch [200][180/264] lr: 5.284e-02, eta: 3:52:33, time: 0.962, data_time: 0.000, memory: 8466, top1_acc: 0.6220, top5_acc: 0.8432, loss_cls: 1.4921, loss: 1.4921, grad_norm: 2.2417, top1_acc/aux0: 0.6531, top5_acc/aux0: 0.8684, loss_cls/aux0: 1.3738, loss/aux0: 1.3738, top1_acc/aux1: 0.6609, top5_acc/aux1: 0.8585, loss_cls/aux1: 1.3556, loss/aux1: 1.3556, top1_acc/aux2: 0.5960, top5_acc/aux2: 0.8113, loss_cls/aux2: 1.6496, loss/aux2: 1.6496 2020-10-26 22:26:18,387 - mmaction - INFO - Epoch [200][200/264] lr: 5.284e-02, eta: 3:52:14, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.6347, top5_acc: 0.8411, loss_cls: 1.4634, loss: 1.4634, grad_norm: 2.2204, top1_acc/aux0: 0.6531, top5_acc/aux0: 0.8613, loss_cls/aux0: 1.3764, loss/aux0: 1.3764, top1_acc/aux1: 0.6627, top5_acc/aux1: 0.8623, loss_cls/aux1: 1.3379, loss/aux1: 1.3379, top1_acc/aux2: 0.6023, top5_acc/aux2: 0.8170, loss_cls/aux2: 1.6278, loss/aux2: 1.6278 2020-10-26 22:27:06,035 - mmaction - INFO - Epoch [200][220/264] lr: 5.284e-02, eta: 3:51:55, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.6089, top5_acc: 0.8356, loss_cls: 1.5312, loss: 1.5312, grad_norm: 2.2414, top1_acc/aux0: 0.6411, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4304, loss/aux0: 1.4304, top1_acc/aux1: 0.6620, top5_acc/aux1: 0.8578, loss_cls/aux1: 1.3668, loss/aux1: 1.3668, top1_acc/aux2: 0.5905, top5_acc/aux2: 0.8125, loss_cls/aux2: 1.6615, loss/aux2: 1.6615 2020-10-26 22:27:53,512 - mmaction - INFO - Epoch [200][240/264] lr: 5.284e-02, eta: 3:51:36, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6288, top5_acc: 0.8311, loss_cls: 1.5078, loss: 1.5078, grad_norm: 2.2328, top1_acc/aux0: 0.6484, top5_acc/aux0: 0.8575, loss_cls/aux0: 1.3896, loss/aux0: 1.3896, top1_acc/aux1: 0.6585, top5_acc/aux1: 0.8561, loss_cls/aux1: 1.3676, loss/aux1: 1.3676, top1_acc/aux2: 0.5842, top5_acc/aux2: 0.8066, loss_cls/aux2: 1.6791, loss/aux2: 1.6791 2020-10-26 22:28:40,972 - mmaction - INFO - Epoch [200][260/264] lr: 5.284e-02, eta: 3:51:18, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.6196, top5_acc: 0.8330, loss_cls: 1.5203, loss: 1.5203, grad_norm: 2.2311, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.4022, loss/aux0: 1.4022, top1_acc/aux1: 0.6578, top5_acc/aux1: 0.8528, loss_cls/aux1: 1.3617, loss/aux1: 1.3617, top1_acc/aux2: 0.5885, top5_acc/aux2: 0.8135, loss_cls/aux2: 1.6564, loss/aux2: 1.6564 2020-10-26 22:28:58,087 - mmaction - INFO - Saving checkpoint at 200 epochs 2020-10-26 22:30:02,973 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-26 22:30:03,118 - mmaction - INFO - top1_acc 0.7146 top5_acc 0.8993 2020-10-26 22:30:03,118 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-26 22:30:03,198 - mmaction - INFO - mean_acc 0.7148 2020-10-26 22:30:03,198 - mmaction - INFO - Now best checkpoint is epoch_200.pth 2020-10-26 22:30:03,206 - mmaction - INFO - Epoch(val) [200][264] top1_acc: 0.7146, top5_acc: 0.8993, mean_class_accuracy: 0.7148 2020-10-26 22:33:25,056 - mmaction - INFO - Epoch [201][20/264] lr: 5.107e-02, eta: 3:50:54, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6229, top5_acc: 0.8417, loss_cls: 1.4895, loss: 1.4895, grad_norm: 2.2313, top1_acc/aux0: 0.6524, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.3729, loss/aux0: 1.3729, top1_acc/aux1: 0.6604, top5_acc/aux1: 0.8535, loss_cls/aux1: 1.3644, loss/aux1: 1.3644, top1_acc/aux2: 0.5983, top5_acc/aux2: 0.8215, loss_cls/aux2: 1.5896, loss/aux2: 1.5896 2020-10-26 22:34:12,295 - mmaction - INFO - Epoch [201][40/264] lr: 5.107e-02, eta: 3:50:35, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.6252, top5_acc: 0.8318, loss_cls: 1.4987, loss: 1.4987, grad_norm: 2.1910, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8618, loss_cls/aux0: 1.3705, loss/aux0: 1.3705, top1_acc/aux1: 0.6644, top5_acc/aux1: 0.8543, loss_cls/aux1: 1.3506, loss/aux1: 1.3506, top1_acc/aux2: 0.5998, top5_acc/aux2: 0.8227, loss_cls/aux2: 1.5967, loss/aux2: 1.5967 2020-10-26 22:34:59,503 - mmaction - INFO - Epoch [201][60/264] lr: 5.107e-02, eta: 3:50:17, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6333, top5_acc: 0.8427, loss_cls: 1.4514, loss: 1.4514, grad_norm: 2.2362, top1_acc/aux0: 0.6656, top5_acc/aux0: 0.8720, loss_cls/aux0: 1.3371, loss/aux0: 1.3371, top1_acc/aux1: 0.6649, top5_acc/aux1: 0.8576, loss_cls/aux1: 1.3512, loss/aux1: 1.3512, top1_acc/aux2: 0.6089, top5_acc/aux2: 0.8243, loss_cls/aux2: 1.5984, loss/aux2: 1.5984 2020-10-26 22:35:47,097 - mmaction - INFO - Epoch [201][80/264] lr: 5.107e-02, eta: 3:49:58, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6398, top5_acc: 0.8465, loss_cls: 1.4413, loss: 1.4413, grad_norm: 2.2301, top1_acc/aux0: 0.6649, top5_acc/aux0: 0.8681, loss_cls/aux0: 1.3444, loss/aux0: 1.3444, top1_acc/aux1: 0.6566, top5_acc/aux1: 0.8554, loss_cls/aux1: 1.3829, loss/aux1: 1.3829, top1_acc/aux2: 0.6144, top5_acc/aux2: 0.8245, loss_cls/aux2: 1.5772, loss/aux2: 1.5772 2020-10-26 22:36:34,146 - mmaction - INFO - Epoch [201][100/264] lr: 5.107e-02, eta: 3:49:39, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6401, top5_acc: 0.8514, loss_cls: 1.4311, loss: 1.4311, grad_norm: 2.2358, top1_acc/aux0: 0.6609, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3478, loss/aux0: 1.3478, top1_acc/aux1: 0.6547, top5_acc/aux1: 0.8545, loss_cls/aux1: 1.3732, loss/aux1: 1.3732, top1_acc/aux2: 0.6073, top5_acc/aux2: 0.8188, loss_cls/aux2: 1.6049, loss/aux2: 1.6049 2020-10-26 22:37:21,536 - mmaction - INFO - Epoch [201][120/264] lr: 5.107e-02, eta: 3:49:21, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.6333, top5_acc: 0.8417, loss_cls: 1.4633, loss: 1.4633, grad_norm: 2.2085, top1_acc/aux0: 0.6667, top5_acc/aux0: 0.8717, loss_cls/aux0: 1.3219, loss/aux0: 1.3219, top1_acc/aux1: 0.6569, top5_acc/aux1: 0.8538, loss_cls/aux1: 1.3650, loss/aux1: 1.3650, top1_acc/aux2: 0.6045, top5_acc/aux2: 0.8198, loss_cls/aux2: 1.6093, loss/aux2: 1.6093 2020-10-26 22:38:08,828 - mmaction - INFO - Epoch [201][140/264] lr: 5.107e-02, eta: 3:49:02, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6387, top5_acc: 0.8323, loss_cls: 1.4787, loss: 1.4787, grad_norm: 2.2591, top1_acc/aux0: 0.6682, top5_acc/aux0: 0.8679, loss_cls/aux0: 1.3296, loss/aux0: 1.3296, top1_acc/aux1: 0.6526, top5_acc/aux1: 0.8495, loss_cls/aux1: 1.3912, loss/aux1: 1.3912, top1_acc/aux2: 0.6054, top5_acc/aux2: 0.8215, loss_cls/aux2: 1.6000, loss/aux2: 1.6000 2020-10-26 22:38:56,113 - mmaction - INFO - Epoch [201][160/264] lr: 5.107e-02, eta: 3:48:43, time: 0.947, data_time: 0.001, memory: 8466, top1_acc: 0.6224, top5_acc: 0.8359, loss_cls: 1.5078, loss: 1.5078, grad_norm: 2.1700, top1_acc/aux0: 0.6681, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3475, loss/aux0: 1.3475, top1_acc/aux1: 0.6554, top5_acc/aux1: 0.8545, loss_cls/aux1: 1.3726, loss/aux1: 1.3726, top1_acc/aux2: 0.5993, top5_acc/aux2: 0.8188, loss_cls/aux2: 1.6222, loss/aux2: 1.6222 2020-10-26 22:39:43,277 - mmaction - INFO - Epoch [201][180/264] lr: 5.107e-02, eta: 3:48:24, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6292, top5_acc: 0.8352, loss_cls: 1.4989, loss: 1.4989, grad_norm: 2.2380, top1_acc/aux0: 0.6649, top5_acc/aux0: 0.8634, loss_cls/aux0: 1.3564, loss/aux0: 1.3564, top1_acc/aux1: 0.6653, top5_acc/aux1: 0.8667, loss_cls/aux1: 1.3155, loss/aux1: 1.3155, top1_acc/aux2: 0.5962, top5_acc/aux2: 0.8217, loss_cls/aux2: 1.6086, loss/aux2: 1.6086 2020-10-26 22:40:30,734 - mmaction - INFO - Epoch [201][200/264] lr: 5.107e-02, eta: 3:48:06, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6389, top5_acc: 0.8432, loss_cls: 1.4643, loss: 1.4643, grad_norm: 2.2609, top1_acc/aux0: 0.6606, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3684, loss/aux0: 1.3684, top1_acc/aux1: 0.6637, top5_acc/aux1: 0.8656, loss_cls/aux1: 1.3269, loss/aux1: 1.3269, top1_acc/aux2: 0.5915, top5_acc/aux2: 0.8168, loss_cls/aux2: 1.6353, loss/aux2: 1.6353 2020-10-26 22:41:18,010 - mmaction - INFO - Epoch [201][220/264] lr: 5.107e-02, eta: 3:47:47, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6262, top5_acc: 0.8342, loss_cls: 1.5245, loss: 1.5245, grad_norm: 2.2568, top1_acc/aux0: 0.6524, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3896, loss/aux0: 1.3896, top1_acc/aux1: 0.6611, top5_acc/aux1: 0.8595, loss_cls/aux1: 1.3519, loss/aux1: 1.3519, top1_acc/aux2: 0.5910, top5_acc/aux2: 0.8104, loss_cls/aux2: 1.6524, loss/aux2: 1.6524 2020-10-26 22:42:05,270 - mmaction - INFO - Epoch [201][240/264] lr: 5.107e-02, eta: 3:47:28, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6273, top5_acc: 0.8339, loss_cls: 1.5206, loss: 1.5206, grad_norm: 2.2375, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.4024, loss/aux0: 1.4024, top1_acc/aux1: 0.6660, top5_acc/aux1: 0.8639, loss_cls/aux1: 1.3186, loss/aux1: 1.3186, top1_acc/aux2: 0.6003, top5_acc/aux2: 0.8163, loss_cls/aux2: 1.6089, loss/aux2: 1.6089 2020-10-26 22:42:52,642 - mmaction - INFO - Epoch [201][260/264] lr: 5.107e-02, eta: 3:47:09, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.6188, top5_acc: 0.8332, loss_cls: 1.5238, loss: 1.5238, grad_norm: 2.2829, top1_acc/aux0: 0.6533, top5_acc/aux0: 0.8595, loss_cls/aux0: 1.3861, loss/aux0: 1.3861, top1_acc/aux1: 0.6613, top5_acc/aux1: 0.8675, loss_cls/aux1: 1.3262, loss/aux1: 1.3262, top1_acc/aux2: 0.6003, top5_acc/aux2: 0.8252, loss_cls/aux2: 1.5883, loss/aux2: 1.5883 2020-10-26 22:47:35,317 - mmaction - INFO - Epoch [202][20/264] lr: 4.933e-02, eta: 3:46:46, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6436, top5_acc: 0.8493, loss_cls: 1.4221, loss: 1.4221, grad_norm: 2.1916, top1_acc/aux0: 0.6556, top5_acc/aux0: 0.8608, loss_cls/aux0: 1.3772, loss/aux0: 1.3772, top1_acc/aux1: 0.6618, top5_acc/aux1: 0.8726, loss_cls/aux1: 1.3215, loss/aux1: 1.3215, top1_acc/aux2: 0.6094, top5_acc/aux2: 0.8319, loss_cls/aux2: 1.5723, loss/aux2: 1.5723 2020-10-26 22:48:22,594 - mmaction - INFO - Epoch [202][40/264] lr: 4.933e-02, eta: 3:46:27, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6387, top5_acc: 0.8403, loss_cls: 1.4477, loss: 1.4477, grad_norm: 2.2184, top1_acc/aux0: 0.6536, top5_acc/aux0: 0.8580, loss_cls/aux0: 1.3765, loss/aux0: 1.3765, top1_acc/aux1: 0.6661, top5_acc/aux1: 0.8681, loss_cls/aux1: 1.3099, loss/aux1: 1.3099, top1_acc/aux2: 0.6068, top5_acc/aux2: 0.8274, loss_cls/aux2: 1.5887, loss/aux2: 1.5887 2020-10-26 22:49:09,863 - mmaction - INFO - Epoch [202][60/264] lr: 4.933e-02, eta: 3:46:08, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6326, top5_acc: 0.8441, loss_cls: 1.4426, loss: 1.4426, grad_norm: 2.2524, top1_acc/aux0: 0.6557, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3654, loss/aux0: 1.3654, top1_acc/aux1: 0.6655, top5_acc/aux1: 0.8655, loss_cls/aux1: 1.3273, loss/aux1: 1.3273, top1_acc/aux2: 0.6095, top5_acc/aux2: 0.8212, loss_cls/aux2: 1.5935, loss/aux2: 1.5935 2020-10-26 22:49:57,374 - mmaction - INFO - Epoch [202][80/264] lr: 4.933e-02, eta: 3:45:50, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6377, top5_acc: 0.8405, loss_cls: 1.4723, loss: 1.4723, grad_norm: 2.2755, top1_acc/aux0: 0.6625, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3456, loss/aux0: 1.3456, top1_acc/aux1: 0.6620, top5_acc/aux1: 0.8618, loss_cls/aux1: 1.3593, loss/aux1: 1.3593, top1_acc/aux2: 0.5998, top5_acc/aux2: 0.8167, loss_cls/aux2: 1.6067, loss/aux2: 1.6067 2020-10-26 22:50:44,559 - mmaction - INFO - Epoch [202][100/264] lr: 4.933e-02, eta: 3:45:31, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6229, top5_acc: 0.8392, loss_cls: 1.4948, loss: 1.4948, grad_norm: 2.2424, top1_acc/aux0: 0.6620, top5_acc/aux0: 0.8675, loss_cls/aux0: 1.3519, loss/aux0: 1.3519, top1_acc/aux1: 0.6599, top5_acc/aux1: 0.8580, loss_cls/aux1: 1.3621, loss/aux1: 1.3621, top1_acc/aux2: 0.5953, top5_acc/aux2: 0.8194, loss_cls/aux2: 1.6078, loss/aux2: 1.6078 2020-10-26 22:51:31,846 - mmaction - INFO - Epoch [202][120/264] lr: 4.933e-02, eta: 3:45:12, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6227, top5_acc: 0.8359, loss_cls: 1.4912, loss: 1.4912, grad_norm: 2.2440, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8681, loss_cls/aux0: 1.3551, loss/aux0: 1.3551, top1_acc/aux1: 0.6545, top5_acc/aux1: 0.8608, loss_cls/aux1: 1.3755, loss/aux1: 1.3755, top1_acc/aux2: 0.5950, top5_acc/aux2: 0.8194, loss_cls/aux2: 1.6214, loss/aux2: 1.6214 2020-10-26 22:52:19,194 - mmaction - INFO - Epoch [202][140/264] lr: 4.933e-02, eta: 3:44:53, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6332, top5_acc: 0.8413, loss_cls: 1.4763, loss: 1.4763, grad_norm: 2.2904, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8686, loss_cls/aux0: 1.3233, loss/aux0: 1.3233, top1_acc/aux1: 0.6566, top5_acc/aux1: 0.8620, loss_cls/aux1: 1.3732, loss/aux1: 1.3732, top1_acc/aux2: 0.5929, top5_acc/aux2: 0.8158, loss_cls/aux2: 1.6293, loss/aux2: 1.6293 2020-10-26 22:53:06,252 - mmaction - INFO - Epoch [202][160/264] lr: 4.933e-02, eta: 3:44:35, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6328, top5_acc: 0.8439, loss_cls: 1.4468, loss: 1.4468, grad_norm: 2.2613, top1_acc/aux0: 0.6590, top5_acc/aux0: 0.8653, loss_cls/aux0: 1.3352, loss/aux0: 1.3352, top1_acc/aux1: 0.6604, top5_acc/aux1: 0.8601, loss_cls/aux1: 1.3654, loss/aux1: 1.3654, top1_acc/aux2: 0.6003, top5_acc/aux2: 0.8161, loss_cls/aux2: 1.6251, loss/aux2: 1.6251 2020-10-26 22:53:54,015 - mmaction - INFO - Epoch [202][180/264] lr: 4.933e-02, eta: 3:44:16, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.6378, top5_acc: 0.8415, loss_cls: 1.4537, loss: 1.4537, grad_norm: 2.2606, top1_acc/aux0: 0.6457, top5_acc/aux0: 0.8585, loss_cls/aux0: 1.3901, loss/aux0: 1.3901, top1_acc/aux1: 0.6613, top5_acc/aux1: 0.8571, loss_cls/aux1: 1.3657, loss/aux1: 1.3657, top1_acc/aux2: 0.5958, top5_acc/aux2: 0.8144, loss_cls/aux2: 1.6442, loss/aux2: 1.6442 2020-10-26 22:54:41,768 - mmaction - INFO - Epoch [202][200/264] lr: 4.933e-02, eta: 3:43:57, time: 0.964, data_time: 0.000, memory: 8466, top1_acc: 0.6361, top5_acc: 0.8424, loss_cls: 1.4453, loss: 1.4453, grad_norm: 2.2671, top1_acc/aux0: 0.6472, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4051, loss/aux0: 1.4051, top1_acc/aux1: 0.6642, top5_acc/aux1: 0.8627, loss_cls/aux1: 1.3294, loss/aux1: 1.3294, top1_acc/aux2: 0.5993, top5_acc/aux2: 0.8196, loss_cls/aux2: 1.6158, loss/aux2: 1.6158 2020-10-26 22:55:29,228 - mmaction - INFO - Epoch [202][220/264] lr: 4.933e-02, eta: 3:43:39, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6227, top5_acc: 0.8323, loss_cls: 1.5201, loss: 1.5201, grad_norm: 2.2779, top1_acc/aux0: 0.6595, top5_acc/aux0: 0.8611, loss_cls/aux0: 1.3674, loss/aux0: 1.3674, top1_acc/aux1: 0.6641, top5_acc/aux1: 0.8651, loss_cls/aux1: 1.3255, loss/aux1: 1.3255, top1_acc/aux2: 0.6024, top5_acc/aux2: 0.8194, loss_cls/aux2: 1.6104, loss/aux2: 1.6104 2020-10-26 22:56:16,858 - mmaction - INFO - Epoch [202][240/264] lr: 4.933e-02, eta: 3:43:20, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.6312, top5_acc: 0.8486, loss_cls: 1.4537, loss: 1.4537, grad_norm: 2.2340, top1_acc/aux0: 0.6580, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3757, loss/aux0: 1.3757, top1_acc/aux1: 0.6637, top5_acc/aux1: 0.8630, loss_cls/aux1: 1.3399, loss/aux1: 1.3399, top1_acc/aux2: 0.6063, top5_acc/aux2: 0.8219, loss_cls/aux2: 1.6165, loss/aux2: 1.6165 2020-10-26 22:57:04,478 - mmaction - INFO - Epoch [202][260/264] lr: 4.933e-02, eta: 3:43:01, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.6193, top5_acc: 0.8323, loss_cls: 1.5014, loss: 1.5014, grad_norm: 2.3022, top1_acc/aux0: 0.6538, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.3778, loss/aux0: 1.3778, top1_acc/aux1: 0.6670, top5_acc/aux1: 0.8679, loss_cls/aux1: 1.3286, loss/aux1: 1.3286, top1_acc/aux2: 0.6017, top5_acc/aux2: 0.8286, loss_cls/aux2: 1.6219, loss/aux2: 1.6219 2020-10-26 23:01:26,386 - mmaction - INFO - Epoch [203][20/264] lr: 4.762e-02, eta: 3:42:38, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6382, top5_acc: 0.8483, loss_cls: 1.4272, loss: 1.4272, grad_norm: 2.2781, top1_acc/aux0: 0.6615, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3638, loss/aux0: 1.3638, top1_acc/aux1: 0.6615, top5_acc/aux1: 0.8573, loss_cls/aux1: 1.3513, loss/aux1: 1.3513, top1_acc/aux2: 0.6174, top5_acc/aux2: 0.8285, loss_cls/aux2: 1.5580, loss/aux2: 1.5580 2020-10-26 23:02:13,534 - mmaction - INFO - Epoch [203][40/264] lr: 4.762e-02, eta: 3:42:19, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.6356, top5_acc: 0.8394, loss_cls: 1.4585, loss: 1.4585, grad_norm: 2.2444, top1_acc/aux0: 0.6585, top5_acc/aux0: 0.8623, loss_cls/aux0: 1.3731, loss/aux0: 1.3731, top1_acc/aux1: 0.6606, top5_acc/aux1: 0.8568, loss_cls/aux1: 1.3560, loss/aux1: 1.3560, top1_acc/aux2: 0.6043, top5_acc/aux2: 0.8233, loss_cls/aux2: 1.5732, loss/aux2: 1.5732 2020-10-26 23:03:01,176 - mmaction - INFO - Epoch [203][60/264] lr: 4.762e-02, eta: 3:42:00, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.6453, top5_acc: 0.8453, loss_cls: 1.4100, loss: 1.4100, grad_norm: 2.2750, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8606, loss_cls/aux0: 1.3671, loss/aux0: 1.3671, top1_acc/aux1: 0.6575, top5_acc/aux1: 0.8597, loss_cls/aux1: 1.3517, loss/aux1: 1.3517, top1_acc/aux2: 0.5951, top5_acc/aux2: 0.8158, loss_cls/aux2: 1.5919, loss/aux2: 1.5919 2020-10-26 23:03:48,521 - mmaction - INFO - Epoch [203][80/264] lr: 4.762e-02, eta: 3:41:42, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6333, top5_acc: 0.8420, loss_cls: 1.4659, loss: 1.4659, grad_norm: 2.3256, top1_acc/aux0: 0.6576, top5_acc/aux0: 0.8632, loss_cls/aux0: 1.3718, loss/aux0: 1.3718, top1_acc/aux1: 0.6562, top5_acc/aux1: 0.8608, loss_cls/aux1: 1.3584, loss/aux1: 1.3584, top1_acc/aux2: 0.6080, top5_acc/aux2: 0.8266, loss_cls/aux2: 1.5598, loss/aux2: 1.5598 2020-10-26 23:04:36,015 - mmaction - INFO - Epoch [203][100/264] lr: 4.762e-02, eta: 3:41:23, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.6415, top5_acc: 0.8472, loss_cls: 1.4361, loss: 1.4361, grad_norm: 2.2803, top1_acc/aux0: 0.6528, top5_acc/aux0: 0.8642, loss_cls/aux0: 1.3842, loss/aux0: 1.3842, top1_acc/aux1: 0.6602, top5_acc/aux1: 0.8608, loss_cls/aux1: 1.3582, loss/aux1: 1.3582, top1_acc/aux2: 0.6101, top5_acc/aux2: 0.8332, loss_cls/aux2: 1.5668, loss/aux2: 1.5668 2020-10-26 23:05:23,365 - mmaction - INFO - Epoch [203][120/264] lr: 4.762e-02, eta: 3:41:04, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6253, top5_acc: 0.8413, loss_cls: 1.4934, loss: 1.4934, grad_norm: 2.3093, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3676, loss/aux0: 1.3676, top1_acc/aux1: 0.6635, top5_acc/aux1: 0.8655, loss_cls/aux1: 1.3414, loss/aux1: 1.3414, top1_acc/aux2: 0.6066, top5_acc/aux2: 0.8208, loss_cls/aux2: 1.6030, loss/aux2: 1.6030 2020-10-26 23:06:10,726 - mmaction - INFO - Epoch [203][140/264] lr: 4.762e-02, eta: 3:40:45, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6396, top5_acc: 0.8486, loss_cls: 1.4244, loss: 1.4244, grad_norm: 2.3235, top1_acc/aux0: 0.6580, top5_acc/aux0: 0.8597, loss_cls/aux0: 1.3686, loss/aux0: 1.3686, top1_acc/aux1: 0.6663, top5_acc/aux1: 0.8653, loss_cls/aux1: 1.3331, loss/aux1: 1.3331, top1_acc/aux2: 0.6082, top5_acc/aux2: 0.8214, loss_cls/aux2: 1.5764, loss/aux2: 1.5764 2020-10-26 23:06:58,170 - mmaction - INFO - Epoch [203][160/264] lr: 4.762e-02, eta: 3:40:27, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6304, top5_acc: 0.8450, loss_cls: 1.4555, loss: 1.4555, grad_norm: 2.3057, top1_acc/aux0: 0.6627, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3682, loss/aux0: 1.3682, top1_acc/aux1: 0.6679, top5_acc/aux1: 0.8656, loss_cls/aux1: 1.3169, loss/aux1: 1.3169, top1_acc/aux2: 0.6120, top5_acc/aux2: 0.8266, loss_cls/aux2: 1.5554, loss/aux2: 1.5554 2020-10-26 23:07:45,565 - mmaction - INFO - Epoch [203][180/264] lr: 4.762e-02, eta: 3:40:08, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6340, top5_acc: 0.8434, loss_cls: 1.4389, loss: 1.4389, grad_norm: 2.3328, top1_acc/aux0: 0.6616, top5_acc/aux0: 0.8653, loss_cls/aux0: 1.3485, loss/aux0: 1.3485, top1_acc/aux1: 0.6677, top5_acc/aux1: 0.8637, loss_cls/aux1: 1.3310, loss/aux1: 1.3310, top1_acc/aux2: 0.6128, top5_acc/aux2: 0.8224, loss_cls/aux2: 1.5749, loss/aux2: 1.5749 2020-10-26 23:08:32,876 - mmaction - INFO - Epoch [203][200/264] lr: 4.762e-02, eta: 3:39:49, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6319, top5_acc: 0.8444, loss_cls: 1.4730, loss: 1.4730, grad_norm: 2.2806, top1_acc/aux0: 0.6601, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3454, loss/aux0: 1.3454, top1_acc/aux1: 0.6755, top5_acc/aux1: 0.8611, loss_cls/aux1: 1.3245, loss/aux1: 1.3245, top1_acc/aux2: 0.6028, top5_acc/aux2: 0.8141, loss_cls/aux2: 1.6242, loss/aux2: 1.6242 2020-10-26 23:09:20,615 - mmaction - INFO - Epoch [203][220/264] lr: 4.762e-02, eta: 3:39:31, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.6288, top5_acc: 0.8368, loss_cls: 1.4749, loss: 1.4749, grad_norm: 2.2854, top1_acc/aux0: 0.6528, top5_acc/aux0: 0.8670, loss_cls/aux0: 1.3600, loss/aux0: 1.3600, top1_acc/aux1: 0.6748, top5_acc/aux1: 0.8667, loss_cls/aux1: 1.3107, loss/aux1: 1.3107, top1_acc/aux2: 0.6057, top5_acc/aux2: 0.8219, loss_cls/aux2: 1.6022, loss/aux2: 1.6022 2020-10-26 23:10:09,087 - mmaction - INFO - Epoch [203][240/264] lr: 4.762e-02, eta: 3:39:12, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6290, top5_acc: 0.8325, loss_cls: 1.5037, loss: 1.5037, grad_norm: 2.2730, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8705, loss_cls/aux0: 1.3490, loss/aux0: 1.3490, top1_acc/aux1: 0.6656, top5_acc/aux1: 0.8679, loss_cls/aux1: 1.3241, loss/aux1: 1.3241, top1_acc/aux2: 0.6035, top5_acc/aux2: 0.8276, loss_cls/aux2: 1.5894, loss/aux2: 1.5894 2020-10-26 23:10:57,313 - mmaction - INFO - Epoch [203][260/264] lr: 4.762e-02, eta: 3:38:53, time: 0.975, data_time: 0.000, memory: 8466, top1_acc: 0.6326, top5_acc: 0.8405, loss_cls: 1.4665, loss: 1.4665, grad_norm: 2.3463, top1_acc/aux0: 0.6575, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.3444, loss/aux0: 1.3444, top1_acc/aux1: 0.6684, top5_acc/aux1: 0.8672, loss_cls/aux1: 1.3130, loss/aux1: 1.3130, top1_acc/aux2: 0.6042, top5_acc/aux2: 0.8276, loss_cls/aux2: 1.5730, loss/aux2: 1.5730 2020-10-26 23:15:45,882 - mmaction - INFO - Epoch [204][20/264] lr: 4.594e-02, eta: 3:38:30, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.6457, top5_acc: 0.8493, loss_cls: 1.4054, loss: 1.4054, grad_norm: 2.2789, top1_acc/aux0: 0.6705, top5_acc/aux0: 0.8806, loss_cls/aux0: 1.2944, loss/aux0: 1.2944, top1_acc/aux1: 0.6660, top5_acc/aux1: 0.8698, loss_cls/aux1: 1.2961, loss/aux1: 1.2961, top1_acc/aux2: 0.6292, top5_acc/aux2: 0.8253, loss_cls/aux2: 1.5119, loss/aux2: 1.5119 2020-10-26 23:16:33,179 - mmaction - INFO - Epoch [204][40/264] lr: 4.594e-02, eta: 3:38:11, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6460, top5_acc: 0.8491, loss_cls: 1.4180, loss: 1.4180, grad_norm: 2.3006, top1_acc/aux0: 0.6644, top5_acc/aux0: 0.8710, loss_cls/aux0: 1.3415, loss/aux0: 1.3415, top1_acc/aux1: 0.6615, top5_acc/aux1: 0.8634, loss_cls/aux1: 1.3254, loss/aux1: 1.3254, top1_acc/aux2: 0.6161, top5_acc/aux2: 0.8247, loss_cls/aux2: 1.5520, loss/aux2: 1.5520 2020-10-26 23:17:20,301 - mmaction - INFO - Epoch [204][60/264] lr: 4.594e-02, eta: 3:37:52, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6375, top5_acc: 0.8431, loss_cls: 1.4475, loss: 1.4475, grad_norm: 2.3252, top1_acc/aux0: 0.6646, top5_acc/aux0: 0.8658, loss_cls/aux0: 1.3584, loss/aux0: 1.3584, top1_acc/aux1: 0.6635, top5_acc/aux1: 0.8608, loss_cls/aux1: 1.3273, loss/aux1: 1.3273, top1_acc/aux2: 0.6068, top5_acc/aux2: 0.8203, loss_cls/aux2: 1.5974, loss/aux2: 1.5974 2020-10-26 23:18:07,411 - mmaction - INFO - Epoch [204][80/264] lr: 4.594e-02, eta: 3:37:34, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6365, top5_acc: 0.8427, loss_cls: 1.4542, loss: 1.4542, grad_norm: 2.2741, top1_acc/aux0: 0.6696, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3299, loss/aux0: 1.3299, top1_acc/aux1: 0.6592, top5_acc/aux1: 0.8576, loss_cls/aux1: 1.3435, loss/aux1: 1.3435, top1_acc/aux2: 0.6148, top5_acc/aux2: 0.8241, loss_cls/aux2: 1.5818, loss/aux2: 1.5818 2020-10-26 23:18:54,979 - mmaction - INFO - Epoch [204][100/264] lr: 4.594e-02, eta: 3:37:15, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6410, top5_acc: 0.8484, loss_cls: 1.4145, loss: 1.4145, grad_norm: 2.2938, top1_acc/aux0: 0.6641, top5_acc/aux0: 0.8668, loss_cls/aux0: 1.3358, loss/aux0: 1.3358, top1_acc/aux1: 0.6521, top5_acc/aux1: 0.8543, loss_cls/aux1: 1.3701, loss/aux1: 1.3701, top1_acc/aux2: 0.6080, top5_acc/aux2: 0.8255, loss_cls/aux2: 1.5986, loss/aux2: 1.5986 2020-10-26 23:19:42,614 - mmaction - INFO - Epoch [204][120/264] lr: 4.594e-02, eta: 3:36:56, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.6450, top5_acc: 0.8408, loss_cls: 1.4381, loss: 1.4381, grad_norm: 2.2855, top1_acc/aux0: 0.6585, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.3752, loss/aux0: 1.3752, top1_acc/aux1: 0.6625, top5_acc/aux1: 0.8569, loss_cls/aux1: 1.3462, loss/aux1: 1.3462, top1_acc/aux2: 0.6075, top5_acc/aux2: 0.8215, loss_cls/aux2: 1.6110, loss/aux2: 1.6110 2020-10-26 23:20:31,102 - mmaction - INFO - Epoch [204][140/264] lr: 4.594e-02, eta: 3:36:38, time: 0.987, data_time: 0.000, memory: 8466, top1_acc: 0.6363, top5_acc: 0.8392, loss_cls: 1.4562, loss: 1.4562, grad_norm: 2.2668, top1_acc/aux0: 0.6667, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.3720, loss/aux0: 1.3720, top1_acc/aux1: 0.6663, top5_acc/aux1: 0.8592, loss_cls/aux1: 1.3385, loss/aux1: 1.3385, top1_acc/aux2: 0.6087, top5_acc/aux2: 0.8205, loss_cls/aux2: 1.5879, loss/aux2: 1.5879 2020-10-26 23:21:18,525 - mmaction - INFO - Epoch [204][160/264] lr: 4.594e-02, eta: 3:36:19, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6351, top5_acc: 0.8349, loss_cls: 1.4800, loss: 1.4800, grad_norm: 2.3033, top1_acc/aux0: 0.6694, top5_acc/aux0: 0.8665, loss_cls/aux0: 1.3506, loss/aux0: 1.3506, top1_acc/aux1: 0.6724, top5_acc/aux1: 0.8656, loss_cls/aux1: 1.3184, loss/aux1: 1.3184, top1_acc/aux2: 0.6069, top5_acc/aux2: 0.8234, loss_cls/aux2: 1.5627, loss/aux2: 1.5627 2020-10-26 23:22:05,786 - mmaction - INFO - Epoch [204][180/264] lr: 4.594e-02, eta: 3:36:00, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6314, top5_acc: 0.8396, loss_cls: 1.4731, loss: 1.4731, grad_norm: 2.2997, top1_acc/aux0: 0.6549, top5_acc/aux0: 0.8606, loss_cls/aux0: 1.3940, loss/aux0: 1.3940, top1_acc/aux1: 0.6729, top5_acc/aux1: 0.8632, loss_cls/aux1: 1.3170, loss/aux1: 1.3170, top1_acc/aux2: 0.6193, top5_acc/aux2: 0.8290, loss_cls/aux2: 1.5317, loss/aux2: 1.5317 2020-10-26 23:22:53,340 - mmaction - INFO - Epoch [204][200/264] lr: 4.594e-02, eta: 3:35:41, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6394, top5_acc: 0.8431, loss_cls: 1.4351, loss: 1.4351, grad_norm: 2.2494, top1_acc/aux0: 0.6587, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3825, loss/aux0: 1.3825, top1_acc/aux1: 0.6694, top5_acc/aux1: 0.8573, loss_cls/aux1: 1.3214, loss/aux1: 1.3214, top1_acc/aux2: 0.6156, top5_acc/aux2: 0.8198, loss_cls/aux2: 1.5646, loss/aux2: 1.5646 2020-10-26 23:23:40,859 - mmaction - INFO - Epoch [204][220/264] lr: 4.594e-02, eta: 3:35:23, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.6455, top5_acc: 0.8450, loss_cls: 1.4346, loss: 1.4346, grad_norm: 2.3106, top1_acc/aux0: 0.6628, top5_acc/aux0: 0.8655, loss_cls/aux0: 1.3532, loss/aux0: 1.3532, top1_acc/aux1: 0.6719, top5_acc/aux1: 0.8597, loss_cls/aux1: 1.3259, loss/aux1: 1.3259, top1_acc/aux2: 0.6021, top5_acc/aux2: 0.8141, loss_cls/aux2: 1.6167, loss/aux2: 1.6167 2020-10-26 23:24:28,156 - mmaction - INFO - Epoch [204][240/264] lr: 4.594e-02, eta: 3:35:04, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.6385, top5_acc: 0.8462, loss_cls: 1.4326, loss: 1.4326, grad_norm: 2.2735, top1_acc/aux0: 0.6634, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3492, loss/aux0: 1.3492, top1_acc/aux1: 0.6700, top5_acc/aux1: 0.8609, loss_cls/aux1: 1.3309, loss/aux1: 1.3309, top1_acc/aux2: 0.6045, top5_acc/aux2: 0.8219, loss_cls/aux2: 1.6028, loss/aux2: 1.6028 2020-10-26 23:25:15,704 - mmaction - INFO - Epoch [204][260/264] lr: 4.594e-02, eta: 3:34:45, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6417, top5_acc: 0.8405, loss_cls: 1.4295, loss: 1.4295, grad_norm: 2.3348, top1_acc/aux0: 0.6634, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3432, loss/aux0: 1.3432, top1_acc/aux1: 0.6622, top5_acc/aux1: 0.8556, loss_cls/aux1: 1.3555, loss/aux1: 1.3555, top1_acc/aux2: 0.6049, top5_acc/aux2: 0.8227, loss_cls/aux2: 1.5960, loss/aux2: 1.5960 2020-10-26 23:29:31,678 - mmaction - INFO - Epoch [205][20/264] lr: 4.428e-02, eta: 3:34:22, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6472, top5_acc: 0.8472, loss_cls: 1.4117, loss: 1.4117, grad_norm: 2.2660, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8688, loss_cls/aux0: 1.3175, loss/aux0: 1.3175, top1_acc/aux1: 0.6677, top5_acc/aux1: 0.8608, loss_cls/aux1: 1.3334, loss/aux1: 1.3334, top1_acc/aux2: 0.6104, top5_acc/aux2: 0.8306, loss_cls/aux2: 1.5729, loss/aux2: 1.5729 2020-10-26 23:30:20,032 - mmaction - INFO - Epoch [205][40/264] lr: 4.428e-02, eta: 3:34:03, time: 0.999, data_time: 0.000, memory: 8466, top1_acc: 0.6469, top5_acc: 0.8481, loss_cls: 1.4099, loss: 1.4099, grad_norm: 2.3521, top1_acc/aux0: 0.6627, top5_acc/aux0: 0.8658, loss_cls/aux0: 1.3282, loss/aux0: 1.3282, top1_acc/aux1: 0.6635, top5_acc/aux1: 0.8609, loss_cls/aux1: 1.3385, loss/aux1: 1.3385, top1_acc/aux2: 0.6059, top5_acc/aux2: 0.8295, loss_cls/aux2: 1.5840, loss/aux2: 1.5840 2020-10-26 23:31:07,781 - mmaction - INFO - Epoch [205][60/264] lr: 4.428e-02, eta: 3:33:45, time: 0.967, data_time: 0.000, memory: 8466, top1_acc: 0.6330, top5_acc: 0.8387, loss_cls: 1.4669, loss: 1.4669, grad_norm: 2.3438, top1_acc/aux0: 0.6625, top5_acc/aux0: 0.8660, loss_cls/aux0: 1.3322, loss/aux0: 1.3322, top1_acc/aux1: 0.6632, top5_acc/aux1: 0.8616, loss_cls/aux1: 1.3332, loss/aux1: 1.3332, top1_acc/aux2: 0.6040, top5_acc/aux2: 0.8266, loss_cls/aux2: 1.5884, loss/aux2: 1.5884 2020-10-26 23:31:55,222 - mmaction - INFO - Epoch [205][80/264] lr: 4.428e-02, eta: 3:33:26, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.6352, top5_acc: 0.8464, loss_cls: 1.4093, loss: 1.4093, grad_norm: 2.3145, top1_acc/aux0: 0.6644, top5_acc/aux0: 0.8675, loss_cls/aux0: 1.3251, loss/aux0: 1.3251, top1_acc/aux1: 0.6649, top5_acc/aux1: 0.8632, loss_cls/aux1: 1.3359, loss/aux1: 1.3359, top1_acc/aux2: 0.6115, top5_acc/aux2: 0.8276, loss_cls/aux2: 1.5657, loss/aux2: 1.5657 2020-10-26 23:32:44,973 - mmaction - INFO - Epoch [205][100/264] lr: 4.428e-02, eta: 3:33:08, time: 1.076, data_time: 0.000, memory: 8466, top1_acc: 0.6424, top5_acc: 0.8510, loss_cls: 1.4394, loss: 1.4394, grad_norm: 2.3189, top1_acc/aux0: 0.6622, top5_acc/aux0: 0.8715, loss_cls/aux0: 1.3269, loss/aux0: 1.3269, top1_acc/aux1: 0.6663, top5_acc/aux1: 0.8625, loss_cls/aux1: 1.3305, loss/aux1: 1.3305, top1_acc/aux2: 0.6118, top5_acc/aux2: 0.8255, loss_cls/aux2: 1.5543, loss/aux2: 1.5543 2020-10-26 23:33:31,943 - mmaction - INFO - Epoch [205][120/264] lr: 4.428e-02, eta: 3:32:49, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6434, top5_acc: 0.8474, loss_cls: 1.4354, loss: 1.4354, grad_norm: 2.3618, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8694, loss_cls/aux0: 1.3480, loss/aux0: 1.3480, top1_acc/aux1: 0.6776, top5_acc/aux1: 0.8675, loss_cls/aux1: 1.2869, loss/aux1: 1.2869, top1_acc/aux2: 0.6102, top5_acc/aux2: 0.8240, loss_cls/aux2: 1.5539, loss/aux2: 1.5539 2020-10-26 23:34:19,167 - mmaction - INFO - Epoch [205][140/264] lr: 4.428e-02, eta: 3:32:30, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6467, top5_acc: 0.8509, loss_cls: 1.4131, loss: 1.4131, grad_norm: 2.3187, top1_acc/aux0: 0.6705, top5_acc/aux0: 0.8705, loss_cls/aux0: 1.3131, loss/aux0: 1.3131, top1_acc/aux1: 0.6795, top5_acc/aux1: 0.8712, loss_cls/aux1: 1.2801, loss/aux1: 1.2801, top1_acc/aux2: 0.6106, top5_acc/aux2: 0.8259, loss_cls/aux2: 1.5651, loss/aux2: 1.5651 2020-10-26 23:35:06,384 - mmaction - INFO - Epoch [205][160/264] lr: 4.428e-02, eta: 3:32:12, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6418, top5_acc: 0.8380, loss_cls: 1.4488, loss: 1.4488, grad_norm: 2.2684, top1_acc/aux0: 0.6790, top5_acc/aux0: 0.8767, loss_cls/aux0: 1.2782, loss/aux0: 1.2782, top1_acc/aux1: 0.6727, top5_acc/aux1: 0.8627, loss_cls/aux1: 1.3140, loss/aux1: 1.3140, top1_acc/aux2: 0.6043, top5_acc/aux2: 0.8189, loss_cls/aux2: 1.5913, loss/aux2: 1.5913 2020-10-26 23:35:53,446 - mmaction - INFO - Epoch [205][180/264] lr: 4.428e-02, eta: 3:31:53, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6392, top5_acc: 0.8410, loss_cls: 1.4510, loss: 1.4510, grad_norm: 2.3182, top1_acc/aux0: 0.6651, top5_acc/aux0: 0.8686, loss_cls/aux0: 1.3212, loss/aux0: 1.3212, top1_acc/aux1: 0.6759, top5_acc/aux1: 0.8611, loss_cls/aux1: 1.3013, loss/aux1: 1.3013, top1_acc/aux2: 0.6113, top5_acc/aux2: 0.8257, loss_cls/aux2: 1.5520, loss/aux2: 1.5520 2020-10-26 23:36:40,731 - mmaction - INFO - Epoch [205][200/264] lr: 4.428e-02, eta: 3:31:34, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6429, top5_acc: 0.8441, loss_cls: 1.4423, loss: 1.4423, grad_norm: 2.3045, top1_acc/aux0: 0.6467, top5_acc/aux0: 0.8618, loss_cls/aux0: 1.3705, loss/aux0: 1.3705, top1_acc/aux1: 0.6762, top5_acc/aux1: 0.8707, loss_cls/aux1: 1.2959, loss/aux1: 1.2959, top1_acc/aux2: 0.6148, top5_acc/aux2: 0.8339, loss_cls/aux2: 1.5421, loss/aux2: 1.5421 2020-10-26 23:37:27,707 - mmaction - INFO - Epoch [205][220/264] lr: 4.428e-02, eta: 3:31:15, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6347, top5_acc: 0.8464, loss_cls: 1.4368, loss: 1.4368, grad_norm: 2.3160, top1_acc/aux0: 0.6592, top5_acc/aux0: 0.8627, loss_cls/aux0: 1.3442, loss/aux0: 1.3442, top1_acc/aux1: 0.6743, top5_acc/aux1: 0.8688, loss_cls/aux1: 1.3193, loss/aux1: 1.3193, top1_acc/aux2: 0.6177, top5_acc/aux2: 0.8330, loss_cls/aux2: 1.5430, loss/aux2: 1.5430 2020-10-26 23:38:14,914 - mmaction - INFO - Epoch [205][240/264] lr: 4.428e-02, eta: 3:30:57, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6420, top5_acc: 0.8455, loss_cls: 1.4287, loss: 1.4287, grad_norm: 2.3576, top1_acc/aux0: 0.6741, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3035, loss/aux0: 1.3035, top1_acc/aux1: 0.6748, top5_acc/aux1: 0.8611, loss_cls/aux1: 1.3241, loss/aux1: 1.3241, top1_acc/aux2: 0.6163, top5_acc/aux2: 0.8273, loss_cls/aux2: 1.5606, loss/aux2: 1.5606 2020-10-26 23:39:02,045 - mmaction - INFO - Epoch [205][260/264] lr: 4.428e-02, eta: 3:30:38, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6399, top5_acc: 0.8444, loss_cls: 1.4501, loss: 1.4501, grad_norm: 2.3798, top1_acc/aux0: 0.6665, top5_acc/aux0: 0.8655, loss_cls/aux0: 1.3259, loss/aux0: 1.3259, top1_acc/aux1: 0.6786, top5_acc/aux1: 0.8686, loss_cls/aux1: 1.2848, loss/aux1: 1.2848, top1_acc/aux2: 0.6108, top5_acc/aux2: 0.8299, loss_cls/aux2: 1.5631, loss/aux2: 1.5631 2020-10-26 23:43:47,153 - mmaction - INFO - Epoch [206][20/264] lr: 4.265e-02, eta: 3:30:14, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6385, top5_acc: 0.8531, loss_cls: 1.4257, loss: 1.4257, grad_norm: 2.3282, top1_acc/aux0: 0.6792, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.2986, loss/aux0: 1.2986, top1_acc/aux1: 0.6604, top5_acc/aux1: 0.8604, loss_cls/aux1: 1.3534, loss/aux1: 1.3534, top1_acc/aux2: 0.6240, top5_acc/aux2: 0.8316, loss_cls/aux2: 1.5617, loss/aux2: 1.5617 2020-10-26 23:44:34,267 - mmaction - INFO - Epoch [206][40/264] lr: 4.265e-02, eta: 3:29:56, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6571, top5_acc: 0.8500, loss_cls: 1.3901, loss: 1.3901, grad_norm: 2.3433, top1_acc/aux0: 0.6825, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2796, loss/aux0: 1.2796, top1_acc/aux1: 0.6622, top5_acc/aux1: 0.8587, loss_cls/aux1: 1.3498, loss/aux1: 1.3498, top1_acc/aux2: 0.6113, top5_acc/aux2: 0.8264, loss_cls/aux2: 1.5689, loss/aux2: 1.5689 2020-10-26 23:45:21,393 - mmaction - INFO - Epoch [206][60/264] lr: 4.265e-02, eta: 3:29:37, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6521, top5_acc: 0.8554, loss_cls: 1.3983, loss: 1.3983, grad_norm: 2.3036, top1_acc/aux0: 0.6833, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2758, loss/aux0: 1.2758, top1_acc/aux1: 0.6615, top5_acc/aux1: 0.8613, loss_cls/aux1: 1.3335, loss/aux1: 1.3335, top1_acc/aux2: 0.6089, top5_acc/aux2: 0.8253, loss_cls/aux2: 1.5617, loss/aux2: 1.5617 2020-10-26 23:46:08,391 - mmaction - INFO - Epoch [206][80/264] lr: 4.265e-02, eta: 3:29:18, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6576, top5_acc: 0.8530, loss_cls: 1.3935, loss: 1.3935, grad_norm: 2.3486, top1_acc/aux0: 0.6778, top5_acc/aux0: 0.8712, loss_cls/aux0: 1.2895, loss/aux0: 1.2895, top1_acc/aux1: 0.6681, top5_acc/aux1: 0.8719, loss_cls/aux1: 1.3019, loss/aux1: 1.3019, top1_acc/aux2: 0.6198, top5_acc/aux2: 0.8300, loss_cls/aux2: 1.5388, loss/aux2: 1.5388 2020-10-26 23:46:55,751 - mmaction - INFO - Epoch [206][100/264] lr: 4.265e-02, eta: 3:28:59, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6507, top5_acc: 0.8490, loss_cls: 1.3899, loss: 1.3899, grad_norm: 2.3316, top1_acc/aux0: 0.6845, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2627, loss/aux0: 1.2627, top1_acc/aux1: 0.6759, top5_acc/aux1: 0.8736, loss_cls/aux1: 1.2932, loss/aux1: 1.2932, top1_acc/aux2: 0.6224, top5_acc/aux2: 0.8290, loss_cls/aux2: 1.5242, loss/aux2: 1.5242 2020-10-26 23:47:43,185 - mmaction - INFO - Epoch [206][120/264] lr: 4.265e-02, eta: 3:28:41, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6509, top5_acc: 0.8550, loss_cls: 1.4046, loss: 1.4046, grad_norm: 2.3746, top1_acc/aux0: 0.6766, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2947, loss/aux0: 1.2947, top1_acc/aux1: 0.6760, top5_acc/aux1: 0.8688, loss_cls/aux1: 1.2987, loss/aux1: 1.2987, top1_acc/aux2: 0.6193, top5_acc/aux2: 0.8274, loss_cls/aux2: 1.5437, loss/aux2: 1.5437 2020-10-26 23:48:30,218 - mmaction - INFO - Epoch [206][140/264] lr: 4.265e-02, eta: 3:28:22, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6467, top5_acc: 0.8465, loss_cls: 1.3977, loss: 1.3977, grad_norm: 2.3039, top1_acc/aux0: 0.6682, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.3039, loss/aux0: 1.3039, top1_acc/aux1: 0.6715, top5_acc/aux1: 0.8700, loss_cls/aux1: 1.3045, loss/aux1: 1.3045, top1_acc/aux2: 0.6144, top5_acc/aux2: 0.8293, loss_cls/aux2: 1.5541, loss/aux2: 1.5541 2020-10-26 23:49:17,385 - mmaction - INFO - Epoch [206][160/264] lr: 4.265e-02, eta: 3:28:03, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6384, top5_acc: 0.8503, loss_cls: 1.4135, loss: 1.4135, grad_norm: 2.3538, top1_acc/aux0: 0.6724, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2803, loss/aux0: 1.2803, top1_acc/aux1: 0.6635, top5_acc/aux1: 0.8696, loss_cls/aux1: 1.3323, loss/aux1: 1.3323, top1_acc/aux2: 0.6155, top5_acc/aux2: 0.8328, loss_cls/aux2: 1.5346, loss/aux2: 1.5346 2020-10-26 23:50:04,636 - mmaction - INFO - Epoch [206][180/264] lr: 4.265e-02, eta: 3:27:45, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6472, top5_acc: 0.8438, loss_cls: 1.4336, loss: 1.4336, grad_norm: 2.3387, top1_acc/aux0: 0.6696, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2987, loss/aux0: 1.2987, top1_acc/aux1: 0.6672, top5_acc/aux1: 0.8635, loss_cls/aux1: 1.3305, loss/aux1: 1.3305, top1_acc/aux2: 0.6193, top5_acc/aux2: 0.8335, loss_cls/aux2: 1.5364, loss/aux2: 1.5364 2020-10-26 23:50:52,147 - mmaction - INFO - Epoch [206][200/264] lr: 4.265e-02, eta: 3:27:26, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6422, top5_acc: 0.8418, loss_cls: 1.4252, loss: 1.4252, grad_norm: 2.2942, top1_acc/aux0: 0.6776, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.2768, loss/aux0: 1.2768, top1_acc/aux1: 0.6736, top5_acc/aux1: 0.8639, loss_cls/aux1: 1.3051, loss/aux1: 1.3051, top1_acc/aux2: 0.6186, top5_acc/aux2: 0.8349, loss_cls/aux2: 1.5392, loss/aux2: 1.5392 2020-10-26 23:51:39,946 - mmaction - INFO - Epoch [206][220/264] lr: 4.265e-02, eta: 3:27:07, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6410, top5_acc: 0.8429, loss_cls: 1.4487, loss: 1.4487, grad_norm: 2.3877, top1_acc/aux0: 0.6811, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.2766, loss/aux0: 1.2766, top1_acc/aux1: 0.6740, top5_acc/aux1: 0.8693, loss_cls/aux1: 1.3022, loss/aux1: 1.3022, top1_acc/aux2: 0.6181, top5_acc/aux2: 0.8361, loss_cls/aux2: 1.5104, loss/aux2: 1.5104 2020-10-26 23:52:27,669 - mmaction - INFO - Epoch [206][240/264] lr: 4.265e-02, eta: 3:26:48, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6528, top5_acc: 0.8566, loss_cls: 1.3827, loss: 1.3827, grad_norm: 2.3400, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8722, loss_cls/aux0: 1.2836, loss/aux0: 1.2836, top1_acc/aux1: 0.6790, top5_acc/aux1: 0.8682, loss_cls/aux1: 1.3067, loss/aux1: 1.3067, top1_acc/aux2: 0.6220, top5_acc/aux2: 0.8333, loss_cls/aux2: 1.4995, loss/aux2: 1.4995 2020-10-26 23:53:15,551 - mmaction - INFO - Epoch [206][260/264] lr: 4.265e-02, eta: 3:26:30, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.6467, top5_acc: 0.8491, loss_cls: 1.4239, loss: 1.4239, grad_norm: 2.3809, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8738, loss_cls/aux0: 1.2815, loss/aux0: 1.2815, top1_acc/aux1: 0.6733, top5_acc/aux1: 0.8644, loss_cls/aux1: 1.3304, loss/aux1: 1.3304, top1_acc/aux2: 0.6267, top5_acc/aux2: 0.8361, loss_cls/aux2: 1.5076, loss/aux2: 1.5076 2020-10-26 23:58:04,266 - mmaction - INFO - Epoch [207][20/264] lr: 4.104e-02, eta: 3:26:06, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6533, top5_acc: 0.8524, loss_cls: 1.3882, loss: 1.3882, grad_norm: 2.3864, top1_acc/aux0: 0.6667, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.3315, loss/aux0: 1.3315, top1_acc/aux1: 0.6618, top5_acc/aux1: 0.8545, loss_cls/aux1: 1.3470, loss/aux1: 1.3470, top1_acc/aux2: 0.6017, top5_acc/aux2: 0.8302, loss_cls/aux2: 1.5734, loss/aux2: 1.5734 2020-10-26 23:58:51,475 - mmaction - INFO - Epoch [207][40/264] lr: 4.104e-02, eta: 3:25:47, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6472, top5_acc: 0.8490, loss_cls: 1.4068, loss: 1.4068, grad_norm: 2.3781, top1_acc/aux0: 0.6767, top5_acc/aux0: 0.8712, loss_cls/aux0: 1.2775, loss/aux0: 1.2775, top1_acc/aux1: 0.6734, top5_acc/aux1: 0.8642, loss_cls/aux1: 1.3033, loss/aux1: 1.3033, top1_acc/aux2: 0.6104, top5_acc/aux2: 0.8306, loss_cls/aux2: 1.5493, loss/aux2: 1.5493 2020-10-26 23:59:38,781 - mmaction - INFO - Epoch [207][60/264] lr: 4.104e-02, eta: 3:25:29, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6392, top5_acc: 0.8439, loss_cls: 1.4435, loss: 1.4435, grad_norm: 2.3354, top1_acc/aux0: 0.6788, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2728, loss/aux0: 1.2728, top1_acc/aux1: 0.6780, top5_acc/aux1: 0.8677, loss_cls/aux1: 1.2970, loss/aux1: 1.2970, top1_acc/aux2: 0.6179, top5_acc/aux2: 0.8325, loss_cls/aux2: 1.5236, loss/aux2: 1.5236 2020-10-27 00:00:32,688 - mmaction - INFO - Epoch [207][80/264] lr: 4.104e-02, eta: 3:25:10, time: 0.964, data_time: 0.000, memory: 8466, top1_acc: 0.6505, top5_acc: 0.8481, loss_cls: 1.4020, loss: 1.4020, grad_norm: 2.3362, top1_acc/aux0: 0.6665, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3294, loss/aux0: 1.3294, top1_acc/aux1: 0.6757, top5_acc/aux1: 0.8681, loss_cls/aux1: 1.3038, loss/aux1: 1.3038, top1_acc/aux2: 0.6184, top5_acc/aux2: 0.8335, loss_cls/aux2: 1.5331, loss/aux2: 1.5331 2020-10-27 00:01:19,864 - mmaction - INFO - Epoch [207][100/264] lr: 4.104e-02, eta: 3:24:51, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6563, top5_acc: 0.8559, loss_cls: 1.3636, loss: 1.3636, grad_norm: 2.3551, top1_acc/aux0: 0.6684, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.3135, loss/aux0: 1.3135, top1_acc/aux1: 0.6816, top5_acc/aux1: 0.8729, loss_cls/aux1: 1.2756, loss/aux1: 1.2756, top1_acc/aux2: 0.6144, top5_acc/aux2: 0.8326, loss_cls/aux2: 1.5458, loss/aux2: 1.5458 2020-10-27 00:02:07,299 - mmaction - INFO - Epoch [207][120/264] lr: 4.104e-02, eta: 3:24:33, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6446, top5_acc: 0.8490, loss_cls: 1.4069, loss: 1.4069, grad_norm: 2.3531, top1_acc/aux0: 0.6795, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2782, loss/aux0: 1.2782, top1_acc/aux1: 0.6833, top5_acc/aux1: 0.8741, loss_cls/aux1: 1.2717, loss/aux1: 1.2717, top1_acc/aux2: 0.6161, top5_acc/aux2: 0.8378, loss_cls/aux2: 1.5160, loss/aux2: 1.5160 2020-10-27 00:02:54,912 - mmaction - INFO - Epoch [207][140/264] lr: 4.104e-02, eta: 3:24:14, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.6564, top5_acc: 0.8543, loss_cls: 1.3625, loss: 1.3625, grad_norm: 2.3825, top1_acc/aux0: 0.6773, top5_acc/aux0: 0.8741, loss_cls/aux0: 1.2845, loss/aux0: 1.2845, top1_acc/aux1: 0.6752, top5_acc/aux1: 0.8733, loss_cls/aux1: 1.2900, loss/aux1: 1.2900, top1_acc/aux2: 0.6201, top5_acc/aux2: 0.8328, loss_cls/aux2: 1.5321, loss/aux2: 1.5321 2020-10-27 00:03:42,249 - mmaction - INFO - Epoch [207][160/264] lr: 4.104e-02, eta: 3:23:55, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6517, top5_acc: 0.8510, loss_cls: 1.3943, loss: 1.3943, grad_norm: 2.3746, top1_acc/aux0: 0.6748, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2841, loss/aux0: 1.2841, top1_acc/aux1: 0.6715, top5_acc/aux1: 0.8705, loss_cls/aux1: 1.2936, loss/aux1: 1.2936, top1_acc/aux2: 0.6125, top5_acc/aux2: 0.8255, loss_cls/aux2: 1.5645, loss/aux2: 1.5645 2020-10-27 00:04:29,537 - mmaction - INFO - Epoch [207][180/264] lr: 4.104e-02, eta: 3:23:36, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6378, top5_acc: 0.8432, loss_cls: 1.4210, loss: 1.4210, grad_norm: 2.3859, top1_acc/aux0: 0.6726, top5_acc/aux0: 0.8720, loss_cls/aux0: 1.3001, loss/aux0: 1.3001, top1_acc/aux1: 0.6700, top5_acc/aux1: 0.8677, loss_cls/aux1: 1.2975, loss/aux1: 1.2975, top1_acc/aux2: 0.6078, top5_acc/aux2: 0.8269, loss_cls/aux2: 1.5554, loss/aux2: 1.5554 2020-10-27 00:05:17,147 - mmaction - INFO - Epoch [207][200/264] lr: 4.104e-02, eta: 3:23:18, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6488, top5_acc: 0.8557, loss_cls: 1.3872, loss: 1.3872, grad_norm: 2.4098, top1_acc/aux0: 0.6637, top5_acc/aux0: 0.8705, loss_cls/aux0: 1.3288, loss/aux0: 1.3288, top1_acc/aux1: 0.6649, top5_acc/aux1: 0.8642, loss_cls/aux1: 1.3184, loss/aux1: 1.3184, top1_acc/aux2: 0.6118, top5_acc/aux2: 0.8278, loss_cls/aux2: 1.5337, loss/aux2: 1.5337 2020-10-27 00:06:04,661 - mmaction - INFO - Epoch [207][220/264] lr: 4.104e-02, eta: 3:22:59, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6467, top5_acc: 0.8441, loss_cls: 1.3959, loss: 1.3959, grad_norm: 2.3461, top1_acc/aux0: 0.6618, top5_acc/aux0: 0.8688, loss_cls/aux0: 1.3322, loss/aux0: 1.3322, top1_acc/aux1: 0.6675, top5_acc/aux1: 0.8656, loss_cls/aux1: 1.3169, loss/aux1: 1.3169, top1_acc/aux2: 0.6177, top5_acc/aux2: 0.8311, loss_cls/aux2: 1.5070, loss/aux2: 1.5070 2020-10-27 00:06:51,875 - mmaction - INFO - Epoch [207][240/264] lr: 4.104e-02, eta: 3:22:40, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6467, top5_acc: 0.8476, loss_cls: 1.4352, loss: 1.4352, grad_norm: 2.3935, top1_acc/aux0: 0.6679, top5_acc/aux0: 0.8710, loss_cls/aux0: 1.3171, loss/aux0: 1.3171, top1_acc/aux1: 0.6641, top5_acc/aux1: 0.8684, loss_cls/aux1: 1.3275, loss/aux1: 1.3275, top1_acc/aux2: 0.6115, top5_acc/aux2: 0.8264, loss_cls/aux2: 1.5422, loss/aux2: 1.5422 2020-10-27 00:07:39,168 - mmaction - INFO - Epoch [207][260/264] lr: 4.104e-02, eta: 3:22:21, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.6434, top5_acc: 0.8512, loss_cls: 1.4092, loss: 1.4092, grad_norm: 2.4281, top1_acc/aux0: 0.6681, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.3154, loss/aux0: 1.3154, top1_acc/aux1: 0.6715, top5_acc/aux1: 0.8740, loss_cls/aux1: 1.3061, loss/aux1: 1.3061, top1_acc/aux2: 0.6172, top5_acc/aux2: 0.8273, loss_cls/aux2: 1.5400, loss/aux2: 1.5400 2020-10-27 00:12:19,814 - mmaction - INFO - Epoch [208][20/264] lr: 3.947e-02, eta: 3:21:58, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6432, top5_acc: 0.8451, loss_cls: 1.4155, loss: 1.4155, grad_norm: 2.3823, top1_acc/aux0: 0.6691, top5_acc/aux0: 0.8712, loss_cls/aux0: 1.3198, loss/aux0: 1.3198, top1_acc/aux1: 0.6788, top5_acc/aux1: 0.8806, loss_cls/aux1: 1.2438, loss/aux1: 1.2438, top1_acc/aux2: 0.6299, top5_acc/aux2: 0.8385, loss_cls/aux2: 1.4573, loss/aux2: 1.4573 2020-10-27 00:13:06,972 - mmaction - INFO - Epoch [208][40/264] lr: 3.947e-02, eta: 3:21:39, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6486, top5_acc: 0.8484, loss_cls: 1.3952, loss: 1.3952, grad_norm: 2.4241, top1_acc/aux0: 0.6707, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.3091, loss/aux0: 1.3091, top1_acc/aux1: 0.6795, top5_acc/aux1: 0.8766, loss_cls/aux1: 1.2513, loss/aux1: 1.2513, top1_acc/aux2: 0.6226, top5_acc/aux2: 0.8280, loss_cls/aux2: 1.5137, loss/aux2: 1.5137 2020-10-27 00:13:54,526 - mmaction - INFO - Epoch [208][60/264] lr: 3.947e-02, eta: 3:21:21, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.6507, top5_acc: 0.8542, loss_cls: 1.3850, loss: 1.3850, grad_norm: 2.3932, top1_acc/aux0: 0.6719, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2860, loss/aux0: 1.2860, top1_acc/aux1: 0.6771, top5_acc/aux1: 0.8694, loss_cls/aux1: 1.2826, loss/aux1: 1.2826, top1_acc/aux2: 0.6194, top5_acc/aux2: 0.8292, loss_cls/aux2: 1.5320, loss/aux2: 1.5320 2020-10-27 00:14:41,938 - mmaction - INFO - Epoch [208][80/264] lr: 3.947e-02, eta: 3:21:02, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6585, top5_acc: 0.8583, loss_cls: 1.3684, loss: 1.3684, grad_norm: 2.4329, top1_acc/aux0: 0.6747, top5_acc/aux0: 0.8710, loss_cls/aux0: 1.2849, loss/aux0: 1.2849, top1_acc/aux1: 0.6733, top5_acc/aux1: 0.8665, loss_cls/aux1: 1.3031, loss/aux1: 1.3031, top1_acc/aux2: 0.6184, top5_acc/aux2: 0.8366, loss_cls/aux2: 1.5152, loss/aux2: 1.5152 2020-10-27 00:15:29,360 - mmaction - INFO - Epoch [208][100/264] lr: 3.947e-02, eta: 3:20:43, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6519, top5_acc: 0.8502, loss_cls: 1.4047, loss: 1.4047, grad_norm: 2.3712, top1_acc/aux0: 0.6694, top5_acc/aux0: 0.8684, loss_cls/aux0: 1.3152, loss/aux0: 1.3152, top1_acc/aux1: 0.6745, top5_acc/aux1: 0.8658, loss_cls/aux1: 1.3138, loss/aux1: 1.3138, top1_acc/aux2: 0.6142, top5_acc/aux2: 0.8325, loss_cls/aux2: 1.5382, loss/aux2: 1.5382 2020-10-27 00:16:16,797 - mmaction - INFO - Epoch [208][120/264] lr: 3.947e-02, eta: 3:20:24, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6476, top5_acc: 0.8479, loss_cls: 1.3841, loss: 1.3841, grad_norm: 2.3661, top1_acc/aux0: 0.6736, top5_acc/aux0: 0.8752, loss_cls/aux0: 1.2889, loss/aux0: 1.2889, top1_acc/aux1: 0.6757, top5_acc/aux1: 0.8661, loss_cls/aux1: 1.3164, loss/aux1: 1.3164, top1_acc/aux2: 0.6182, top5_acc/aux2: 0.8363, loss_cls/aux2: 1.5315, loss/aux2: 1.5315 2020-10-27 00:17:04,178 - mmaction - INFO - Epoch [208][140/264] lr: 3.947e-02, eta: 3:20:06, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.6634, top5_acc: 0.8587, loss_cls: 1.3448, loss: 1.3448, grad_norm: 2.4039, top1_acc/aux0: 0.6802, top5_acc/aux0: 0.8790, loss_cls/aux0: 1.2618, loss/aux0: 1.2618, top1_acc/aux1: 0.6786, top5_acc/aux1: 0.8703, loss_cls/aux1: 1.2861, loss/aux1: 1.2861, top1_acc/aux2: 0.6220, top5_acc/aux2: 0.8365, loss_cls/aux2: 1.5211, loss/aux2: 1.5211 2020-10-27 00:17:51,527 - mmaction - INFO - Epoch [208][160/264] lr: 3.947e-02, eta: 3:19:47, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6585, top5_acc: 0.8486, loss_cls: 1.3729, loss: 1.3729, grad_norm: 2.3982, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8691, loss_cls/aux0: 1.3142, loss/aux0: 1.3142, top1_acc/aux1: 0.6759, top5_acc/aux1: 0.8693, loss_cls/aux1: 1.2975, loss/aux1: 1.2975, top1_acc/aux2: 0.6184, top5_acc/aux2: 0.8304, loss_cls/aux2: 1.5239, loss/aux2: 1.5239 2020-10-27 00:18:38,509 - mmaction - INFO - Epoch [208][180/264] lr: 3.947e-02, eta: 3:19:28, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6481, top5_acc: 0.8497, loss_cls: 1.4029, loss: 1.4029, grad_norm: 2.3895, top1_acc/aux0: 0.6748, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.2999, loss/aux0: 1.2999, top1_acc/aux1: 0.6719, top5_acc/aux1: 0.8700, loss_cls/aux1: 1.2999, loss/aux1: 1.2999, top1_acc/aux2: 0.6193, top5_acc/aux2: 0.8299, loss_cls/aux2: 1.5242, loss/aux2: 1.5242 2020-10-27 00:19:26,066 - mmaction - INFO - Epoch [208][200/264] lr: 3.947e-02, eta: 3:19:09, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6453, top5_acc: 0.8458, loss_cls: 1.4087, loss: 1.4087, grad_norm: 2.3593, top1_acc/aux0: 0.6852, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2432, loss/aux0: 1.2432, top1_acc/aux1: 0.6710, top5_acc/aux1: 0.8684, loss_cls/aux1: 1.3023, loss/aux1: 1.3023, top1_acc/aux2: 0.6259, top5_acc/aux2: 0.8358, loss_cls/aux2: 1.5162, loss/aux2: 1.5162 2020-10-27 00:20:21,455 - mmaction - INFO - Epoch [208][220/264] lr: 3.947e-02, eta: 3:18:53, time: 1.334, data_time: 0.000, memory: 8466, top1_acc: 0.6451, top5_acc: 0.8425, loss_cls: 1.4435, loss: 1.4435, grad_norm: 2.3834, top1_acc/aux0: 0.6738, top5_acc/aux0: 0.8769, loss_cls/aux0: 1.2606, loss/aux0: 1.2606, top1_acc/aux1: 0.6710, top5_acc/aux1: 0.8648, loss_cls/aux1: 1.3242, loss/aux1: 1.3242, top1_acc/aux2: 0.6229, top5_acc/aux2: 0.8356, loss_cls/aux2: 1.5200, loss/aux2: 1.5200 2020-10-27 00:21:29,808 - mmaction - INFO - Epoch [208][240/264] lr: 3.947e-02, eta: 3:18:34, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6597, top5_acc: 0.8585, loss_cls: 1.3482, loss: 1.3482, grad_norm: 2.3620, top1_acc/aux0: 0.6698, top5_acc/aux0: 0.8748, loss_cls/aux0: 1.2864, loss/aux0: 1.2864, top1_acc/aux1: 0.6839, top5_acc/aux1: 0.8689, loss_cls/aux1: 1.2796, loss/aux1: 1.2796, top1_acc/aux2: 0.6116, top5_acc/aux2: 0.8269, loss_cls/aux2: 1.5382, loss/aux2: 1.5382 2020-10-27 00:22:17,188 - mmaction - INFO - Epoch [208][260/264] lr: 3.947e-02, eta: 3:18:15, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6443, top5_acc: 0.8474, loss_cls: 1.4008, loss: 1.4008, grad_norm: 2.3555, top1_acc/aux0: 0.6832, top5_acc/aux0: 0.8795, loss_cls/aux0: 1.2588, loss/aux0: 1.2588, top1_acc/aux1: 0.6910, top5_acc/aux1: 0.8720, loss_cls/aux1: 1.2548, loss/aux1: 1.2548, top1_acc/aux2: 0.6118, top5_acc/aux2: 0.8290, loss_cls/aux2: 1.5375, loss/aux2: 1.5375 2020-10-27 00:22:33,381 - mmaction - INFO - Saving checkpoint at 208 epochs 2020-10-27 00:23:31,009 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-27 00:23:31,184 - mmaction - INFO - top1_acc 0.7298 top5_acc 0.9099 2020-10-27 00:23:31,184 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-27 00:23:31,330 - mmaction - INFO - mean_acc 0.7298 2020-10-27 00:23:31,331 - mmaction - INFO - Now best checkpoint is epoch_208.pth 2020-10-27 00:23:31,339 - mmaction - INFO - Epoch(val) [208][264] top1_acc: 0.7298, top5_acc: 0.9099, mean_class_accuracy: 0.7298 2020-10-27 00:27:31,807 - mmaction - INFO - Epoch [209][20/264] lr: 3.792e-02, eta: 3:17:52, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.6649, top5_acc: 0.8649, loss_cls: 1.3303, loss: 1.3303, grad_norm: 2.3858, top1_acc/aux0: 0.6743, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2755, loss/aux0: 1.2755, top1_acc/aux1: 0.6795, top5_acc/aux1: 0.8677, loss_cls/aux1: 1.2882, loss/aux1: 1.2882, top1_acc/aux2: 0.6049, top5_acc/aux2: 0.8167, loss_cls/aux2: 1.6217, loss/aux2: 1.6217 2020-10-27 00:28:18,988 - mmaction - INFO - Epoch [209][40/264] lr: 3.792e-02, eta: 3:17:33, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.6523, top5_acc: 0.8590, loss_cls: 1.3485, loss: 1.3485, grad_norm: 2.3868, top1_acc/aux0: 0.6840, top5_acc/aux0: 0.8837, loss_cls/aux0: 1.2391, loss/aux0: 1.2391, top1_acc/aux1: 0.6868, top5_acc/aux1: 0.8734, loss_cls/aux1: 1.2486, loss/aux1: 1.2486, top1_acc/aux2: 0.6090, top5_acc/aux2: 0.8203, loss_cls/aux2: 1.5887, loss/aux2: 1.5887 2020-10-27 00:29:06,443 - mmaction - INFO - Epoch [209][60/264] lr: 3.792e-02, eta: 3:17:14, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.6628, top5_acc: 0.8615, loss_cls: 1.3300, loss: 1.3300, grad_norm: 2.3824, top1_acc/aux0: 0.6844, top5_acc/aux0: 0.8793, loss_cls/aux0: 1.2569, loss/aux0: 1.2569, top1_acc/aux1: 0.6875, top5_acc/aux1: 0.8757, loss_cls/aux1: 1.2453, loss/aux1: 1.2453, top1_acc/aux2: 0.6149, top5_acc/aux2: 0.8247, loss_cls/aux2: 1.5526, loss/aux2: 1.5526 2020-10-27 00:29:53,906 - mmaction - INFO - Epoch [209][80/264] lr: 3.792e-02, eta: 3:16:56, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6684, top5_acc: 0.8571, loss_cls: 1.3406, loss: 1.3406, grad_norm: 2.3566, top1_acc/aux0: 0.6795, top5_acc/aux0: 0.8689, loss_cls/aux0: 1.3004, loss/aux0: 1.3004, top1_acc/aux1: 0.6807, top5_acc/aux1: 0.8750, loss_cls/aux1: 1.2597, loss/aux1: 1.2597, top1_acc/aux2: 0.6238, top5_acc/aux2: 0.8321, loss_cls/aux2: 1.5207, loss/aux2: 1.5207 2020-10-27 00:30:42,207 - mmaction - INFO - Epoch [209][100/264] lr: 3.792e-02, eta: 3:16:37, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6635, top5_acc: 0.8543, loss_cls: 1.3612, loss: 1.3612, grad_norm: 2.4020, top1_acc/aux0: 0.6844, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2915, loss/aux0: 1.2915, top1_acc/aux1: 0.6800, top5_acc/aux1: 0.8741, loss_cls/aux1: 1.2495, loss/aux1: 1.2495, top1_acc/aux2: 0.6311, top5_acc/aux2: 0.8385, loss_cls/aux2: 1.4799, loss/aux2: 1.4799 2020-10-27 00:31:30,040 - mmaction - INFO - Epoch [209][120/264] lr: 3.792e-02, eta: 3:16:18, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.6502, top5_acc: 0.8519, loss_cls: 1.3713, loss: 1.3713, grad_norm: 2.4307, top1_acc/aux0: 0.6804, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2922, loss/aux0: 1.2922, top1_acc/aux1: 0.6795, top5_acc/aux1: 0.8729, loss_cls/aux1: 1.2649, loss/aux1: 1.2649, top1_acc/aux2: 0.6238, top5_acc/aux2: 0.8340, loss_cls/aux2: 1.4945, loss/aux2: 1.4945 2020-10-27 00:32:17,603 - mmaction - INFO - Epoch [209][140/264] lr: 3.792e-02, eta: 3:15:59, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6655, top5_acc: 0.8618, loss_cls: 1.3355, loss: 1.3355, grad_norm: 2.5107, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2975, loss/aux0: 1.2975, top1_acc/aux1: 0.6833, top5_acc/aux1: 0.8719, loss_cls/aux1: 1.2809, loss/aux1: 1.2809, top1_acc/aux2: 0.6181, top5_acc/aux2: 0.8293, loss_cls/aux2: 1.5394, loss/aux2: 1.5394 2020-10-27 00:33:05,349 - mmaction - INFO - Epoch [209][160/264] lr: 3.792e-02, eta: 3:15:41, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.6653, top5_acc: 0.8566, loss_cls: 1.3464, loss: 1.3464, grad_norm: 2.4293, top1_acc/aux0: 0.6705, top5_acc/aux0: 0.8762, loss_cls/aux0: 1.2821, loss/aux0: 1.2821, top1_acc/aux1: 0.6767, top5_acc/aux1: 0.8651, loss_cls/aux1: 1.3204, loss/aux1: 1.3204, top1_acc/aux2: 0.6189, top5_acc/aux2: 0.8314, loss_cls/aux2: 1.5424, loss/aux2: 1.5424 2020-10-27 00:33:52,642 - mmaction - INFO - Epoch [209][180/264] lr: 3.792e-02, eta: 3:15:22, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6517, top5_acc: 0.8516, loss_cls: 1.3864, loss: 1.3864, grad_norm: 2.4150, top1_acc/aux0: 0.6752, top5_acc/aux0: 0.8785, loss_cls/aux0: 1.2566, loss/aux0: 1.2566, top1_acc/aux1: 0.6766, top5_acc/aux1: 0.8720, loss_cls/aux1: 1.2827, loss/aux1: 1.2827, top1_acc/aux2: 0.6153, top5_acc/aux2: 0.8299, loss_cls/aux2: 1.5467, loss/aux2: 1.5467 2020-10-27 00:34:40,149 - mmaction - INFO - Epoch [209][200/264] lr: 3.792e-02, eta: 3:15:03, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6470, top5_acc: 0.8530, loss_cls: 1.3793, loss: 1.3793, grad_norm: 2.4269, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8804, loss_cls/aux0: 1.2418, loss/aux0: 1.2418, top1_acc/aux1: 0.6814, top5_acc/aux1: 0.8729, loss_cls/aux1: 1.2660, loss/aux1: 1.2660, top1_acc/aux2: 0.6141, top5_acc/aux2: 0.8290, loss_cls/aux2: 1.5532, loss/aux2: 1.5532 2020-10-27 00:35:27,656 - mmaction - INFO - Epoch [209][220/264] lr: 3.792e-02, eta: 3:14:44, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.6542, top5_acc: 0.8514, loss_cls: 1.3686, loss: 1.3686, grad_norm: 2.4410, top1_acc/aux0: 0.6955, top5_acc/aux0: 0.8866, loss_cls/aux0: 1.2265, loss/aux0: 1.2265, top1_acc/aux1: 0.6762, top5_acc/aux1: 0.8653, loss_cls/aux1: 1.2969, loss/aux1: 1.2969, top1_acc/aux2: 0.6191, top5_acc/aux2: 0.8359, loss_cls/aux2: 1.5168, loss/aux2: 1.5168 2020-10-27 00:36:14,970 - mmaction - INFO - Epoch [209][240/264] lr: 3.792e-02, eta: 3:14:26, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6569, top5_acc: 0.8481, loss_cls: 1.3789, loss: 1.3789, grad_norm: 2.4102, top1_acc/aux0: 0.6814, top5_acc/aux0: 0.8821, loss_cls/aux0: 1.2430, loss/aux0: 1.2430, top1_acc/aux1: 0.6785, top5_acc/aux1: 0.8677, loss_cls/aux1: 1.2762, loss/aux1: 1.2762, top1_acc/aux2: 0.6179, top5_acc/aux2: 0.8297, loss_cls/aux2: 1.5330, loss/aux2: 1.5330 2020-10-27 00:37:02,402 - mmaction - INFO - Epoch [209][260/264] lr: 3.792e-02, eta: 3:14:07, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.6503, top5_acc: 0.8550, loss_cls: 1.3913, loss: 1.3913, grad_norm: 2.4262, top1_acc/aux0: 0.6675, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.2920, loss/aux0: 1.2920, top1_acc/aux1: 0.6826, top5_acc/aux1: 0.8674, loss_cls/aux1: 1.2730, loss/aux1: 1.2730, top1_acc/aux2: 0.6236, top5_acc/aux2: 0.8300, loss_cls/aux2: 1.5352, loss/aux2: 1.5352 2020-10-27 00:42:09,268 - mmaction - INFO - Epoch [210][20/264] lr: 3.640e-02, eta: 3:13:44, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6576, top5_acc: 0.8575, loss_cls: 1.3632, loss: 1.3632, grad_norm: 2.4720, top1_acc/aux0: 0.6743, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2827, loss/aux0: 1.2827, top1_acc/aux1: 0.6934, top5_acc/aux1: 0.8733, loss_cls/aux1: 1.2575, loss/aux1: 1.2575, top1_acc/aux2: 0.6281, top5_acc/aux2: 0.8410, loss_cls/aux2: 1.4790, loss/aux2: 1.4790 2020-10-27 00:42:56,730 - mmaction - INFO - Epoch [210][40/264] lr: 3.640e-02, eta: 3:13:25, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.6580, top5_acc: 0.8516, loss_cls: 1.3764, loss: 1.3764, grad_norm: 2.4525, top1_acc/aux0: 0.6859, top5_acc/aux0: 0.8814, loss_cls/aux0: 1.2452, loss/aux0: 1.2452, top1_acc/aux1: 0.6859, top5_acc/aux1: 0.8734, loss_cls/aux1: 1.2751, loss/aux1: 1.2751, top1_acc/aux2: 0.6262, top5_acc/aux2: 0.8401, loss_cls/aux2: 1.4865, loss/aux2: 1.4865 2020-10-27 00:43:43,818 - mmaction - INFO - Epoch [210][60/264] lr: 3.640e-02, eta: 3:13:06, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6602, top5_acc: 0.8561, loss_cls: 1.3586, loss: 1.3586, grad_norm: 2.4397, top1_acc/aux0: 0.6882, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.2302, loss/aux0: 1.2302, top1_acc/aux1: 0.6865, top5_acc/aux1: 0.8750, loss_cls/aux1: 1.2568, loss/aux1: 1.2568, top1_acc/aux2: 0.6207, top5_acc/aux2: 0.8354, loss_cls/aux2: 1.5112, loss/aux2: 1.5112 2020-10-27 00:44:31,583 - mmaction - INFO - Epoch [210][80/264] lr: 3.640e-02, eta: 3:12:48, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.6530, top5_acc: 0.8582, loss_cls: 1.3620, loss: 1.3620, grad_norm: 2.4527, top1_acc/aux0: 0.6877, top5_acc/aux0: 0.8793, loss_cls/aux0: 1.2365, loss/aux0: 1.2365, top1_acc/aux1: 0.6872, top5_acc/aux1: 0.8747, loss_cls/aux1: 1.2373, loss/aux1: 1.2373, top1_acc/aux2: 0.6191, top5_acc/aux2: 0.8375, loss_cls/aux2: 1.5344, loss/aux2: 1.5344 2020-10-27 00:45:19,017 - mmaction - INFO - Epoch [210][100/264] lr: 3.640e-02, eta: 3:12:29, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6644, top5_acc: 0.8613, loss_cls: 1.3399, loss: 1.3399, grad_norm: 2.4654, top1_acc/aux0: 0.6875, top5_acc/aux0: 0.8788, loss_cls/aux0: 1.2463, loss/aux0: 1.2463, top1_acc/aux1: 0.6816, top5_acc/aux1: 0.8701, loss_cls/aux1: 1.2705, loss/aux1: 1.2705, top1_acc/aux2: 0.6203, top5_acc/aux2: 0.8375, loss_cls/aux2: 1.5049, loss/aux2: 1.5049 2020-10-27 00:46:06,130 - mmaction - INFO - Epoch [210][120/264] lr: 3.640e-02, eta: 3:12:10, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6637, top5_acc: 0.8632, loss_cls: 1.3350, loss: 1.3350, grad_norm: 2.4546, top1_acc/aux0: 0.6783, top5_acc/aux0: 0.8793, loss_cls/aux0: 1.2714, loss/aux0: 1.2714, top1_acc/aux1: 0.6866, top5_acc/aux1: 0.8663, loss_cls/aux1: 1.2680, loss/aux1: 1.2680, top1_acc/aux2: 0.6234, top5_acc/aux2: 0.8352, loss_cls/aux2: 1.4823, loss/aux2: 1.4823 2020-10-27 00:46:53,338 - mmaction - INFO - Epoch [210][140/264] lr: 3.640e-02, eta: 3:11:51, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6587, top5_acc: 0.8618, loss_cls: 1.3410, loss: 1.3410, grad_norm: 2.3785, top1_acc/aux0: 0.6759, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2753, loss/aux0: 1.2753, top1_acc/aux1: 0.6868, top5_acc/aux1: 0.8717, loss_cls/aux1: 1.2389, loss/aux1: 1.2389, top1_acc/aux2: 0.6236, top5_acc/aux2: 0.8313, loss_cls/aux2: 1.5275, loss/aux2: 1.5275 2020-10-27 00:47:40,846 - mmaction - INFO - Epoch [210][160/264] lr: 3.640e-02, eta: 3:11:33, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6602, top5_acc: 0.8526, loss_cls: 1.3794, loss: 1.3794, grad_norm: 2.3980, top1_acc/aux0: 0.6830, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2559, loss/aux0: 1.2559, top1_acc/aux1: 0.6865, top5_acc/aux1: 0.8757, loss_cls/aux1: 1.2326, loss/aux1: 1.2326, top1_acc/aux2: 0.6306, top5_acc/aux2: 0.8333, loss_cls/aux2: 1.5024, loss/aux2: 1.5024 2020-10-27 00:48:28,277 - mmaction - INFO - Epoch [210][180/264] lr: 3.640e-02, eta: 3:11:14, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.6549, top5_acc: 0.8589, loss_cls: 1.3534, loss: 1.3534, grad_norm: 2.5046, top1_acc/aux0: 0.6852, top5_acc/aux0: 0.8759, loss_cls/aux0: 1.2627, loss/aux0: 1.2627, top1_acc/aux1: 0.6816, top5_acc/aux1: 0.8698, loss_cls/aux1: 1.2634, loss/aux1: 1.2634, top1_acc/aux2: 0.6306, top5_acc/aux2: 0.8292, loss_cls/aux2: 1.5011, loss/aux2: 1.5011 2020-10-27 00:49:15,506 - mmaction - INFO - Epoch [210][200/264] lr: 3.640e-02, eta: 3:10:55, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6637, top5_acc: 0.8573, loss_cls: 1.3567, loss: 1.3567, grad_norm: 2.4435, top1_acc/aux0: 0.6821, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2797, loss/aux0: 1.2797, top1_acc/aux1: 0.6788, top5_acc/aux1: 0.8694, loss_cls/aux1: 1.2781, loss/aux1: 1.2781, top1_acc/aux2: 0.6177, top5_acc/aux2: 0.8250, loss_cls/aux2: 1.5438, loss/aux2: 1.5438 2020-10-27 00:50:02,828 - mmaction - INFO - Epoch [210][220/264] lr: 3.640e-02, eta: 3:10:36, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6507, top5_acc: 0.8592, loss_cls: 1.3515, loss: 1.3515, grad_norm: 2.4572, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8819, loss_cls/aux0: 1.2481, loss/aux0: 1.2481, top1_acc/aux1: 0.6851, top5_acc/aux1: 0.8785, loss_cls/aux1: 1.2309, loss/aux1: 1.2309, top1_acc/aux2: 0.6172, top5_acc/aux2: 0.8273, loss_cls/aux2: 1.5341, loss/aux2: 1.5341 2020-10-27 00:50:50,240 - mmaction - INFO - Epoch [210][240/264] lr: 3.640e-02, eta: 3:10:18, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6542, top5_acc: 0.8557, loss_cls: 1.3610, loss: 1.3610, grad_norm: 2.4253, top1_acc/aux0: 0.6795, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.2753, loss/aux0: 1.2753, top1_acc/aux1: 0.6828, top5_acc/aux1: 0.8814, loss_cls/aux1: 1.2324, loss/aux1: 1.2324, top1_acc/aux2: 0.6200, top5_acc/aux2: 0.8267, loss_cls/aux2: 1.5298, loss/aux2: 1.5298 2020-10-27 00:51:37,516 - mmaction - INFO - Epoch [210][260/264] lr: 3.640e-02, eta: 3:09:59, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6569, top5_acc: 0.8476, loss_cls: 1.3861, loss: 1.3861, grad_norm: 2.5014, top1_acc/aux0: 0.6781, top5_acc/aux0: 0.8717, loss_cls/aux0: 1.2851, loss/aux0: 1.2851, top1_acc/aux1: 0.6790, top5_acc/aux1: 0.8727, loss_cls/aux1: 1.2781, loss/aux1: 1.2781, top1_acc/aux2: 0.6280, top5_acc/aux2: 0.8392, loss_cls/aux2: 1.4896, loss/aux2: 1.4896 2020-10-27 00:55:57,335 - mmaction - INFO - Epoch [211][20/264] lr: 3.491e-02, eta: 3:09:36, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6691, top5_acc: 0.8660, loss_cls: 1.3027, loss: 1.3027, grad_norm: 2.4532, top1_acc/aux0: 0.6854, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.2257, loss/aux0: 1.2257, top1_acc/aux1: 0.6816, top5_acc/aux1: 0.8663, loss_cls/aux1: 1.2657, loss/aux1: 1.2657, top1_acc/aux2: 0.6316, top5_acc/aux2: 0.8434, loss_cls/aux2: 1.4184, loss/aux2: 1.4184 2020-10-27 00:56:44,537 - mmaction - INFO - Epoch [211][40/264] lr: 3.491e-02, eta: 3:09:17, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6696, top5_acc: 0.8665, loss_cls: 1.3259, loss: 1.3259, grad_norm: 2.4585, top1_acc/aux0: 0.6833, top5_acc/aux0: 0.8804, loss_cls/aux0: 1.2461, loss/aux0: 1.2461, top1_acc/aux1: 0.6771, top5_acc/aux1: 0.8681, loss_cls/aux1: 1.2713, loss/aux1: 1.2713, top1_acc/aux2: 0.6335, top5_acc/aux2: 0.8425, loss_cls/aux2: 1.4395, loss/aux2: 1.4395 2020-10-27 00:57:32,109 - mmaction - INFO - Epoch [211][60/264] lr: 3.491e-02, eta: 3:08:58, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6752, top5_acc: 0.8655, loss_cls: 1.2903, loss: 1.2903, grad_norm: 2.4873, top1_acc/aux0: 0.6759, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2807, loss/aux0: 1.2807, top1_acc/aux1: 0.6852, top5_acc/aux1: 0.8753, loss_cls/aux1: 1.2259, loss/aux1: 1.2259, top1_acc/aux2: 0.6330, top5_acc/aux2: 0.8446, loss_cls/aux2: 1.4531, loss/aux2: 1.4531 2020-10-27 00:58:19,690 - mmaction - INFO - Epoch [211][80/264] lr: 3.491e-02, eta: 3:08:39, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.6642, top5_acc: 0.8630, loss_cls: 1.3148, loss: 1.3148, grad_norm: 2.4472, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8738, loss_cls/aux0: 1.2780, loss/aux0: 1.2780, top1_acc/aux1: 0.6913, top5_acc/aux1: 0.8762, loss_cls/aux1: 1.2160, loss/aux1: 1.2160, top1_acc/aux2: 0.6352, top5_acc/aux2: 0.8464, loss_cls/aux2: 1.4381, loss/aux2: 1.4381 2020-10-27 00:59:07,026 - mmaction - INFO - Epoch [211][100/264] lr: 3.491e-02, eta: 3:08:21, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6750, top5_acc: 0.8635, loss_cls: 1.3006, loss: 1.3006, grad_norm: 2.4610, top1_acc/aux0: 0.6844, top5_acc/aux0: 0.8726, loss_cls/aux0: 1.2665, loss/aux0: 1.2665, top1_acc/aux1: 0.6788, top5_acc/aux1: 0.8766, loss_cls/aux1: 1.2590, loss/aux1: 1.2590, top1_acc/aux2: 0.6326, top5_acc/aux2: 0.8417, loss_cls/aux2: 1.4542, loss/aux2: 1.4542 2020-10-27 00:59:54,442 - mmaction - INFO - Epoch [211][120/264] lr: 3.491e-02, eta: 3:08:02, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.6700, top5_acc: 0.8623, loss_cls: 1.3180, loss: 1.3180, grad_norm: 2.4495, top1_acc/aux0: 0.6830, top5_acc/aux0: 0.8764, loss_cls/aux0: 1.2689, loss/aux0: 1.2689, top1_acc/aux1: 0.6755, top5_acc/aux1: 0.8755, loss_cls/aux1: 1.2722, loss/aux1: 1.2722, top1_acc/aux2: 0.6217, top5_acc/aux2: 0.8398, loss_cls/aux2: 1.5028, loss/aux2: 1.5028 2020-10-27 01:00:42,560 - mmaction - INFO - Epoch [211][140/264] lr: 3.491e-02, eta: 3:07:43, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6575, top5_acc: 0.8509, loss_cls: 1.3539, loss: 1.3539, grad_norm: 2.5044, top1_acc/aux0: 0.6882, top5_acc/aux0: 0.8788, loss_cls/aux0: 1.2620, loss/aux0: 1.2620, top1_acc/aux1: 0.6847, top5_acc/aux1: 0.8800, loss_cls/aux1: 1.2384, loss/aux1: 1.2384, top1_acc/aux2: 0.6212, top5_acc/aux2: 0.8363, loss_cls/aux2: 1.5213, loss/aux2: 1.5213 2020-10-27 01:01:29,689 - mmaction - INFO - Epoch [211][160/264] lr: 3.491e-02, eta: 3:07:25, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6573, top5_acc: 0.8542, loss_cls: 1.3686, loss: 1.3686, grad_norm: 2.4470, top1_acc/aux0: 0.6910, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2528, loss/aux0: 1.2528, top1_acc/aux1: 0.6875, top5_acc/aux1: 0.8788, loss_cls/aux1: 1.2283, loss/aux1: 1.2283, top1_acc/aux2: 0.6297, top5_acc/aux2: 0.8347, loss_cls/aux2: 1.4866, loss/aux2: 1.4866 2020-10-27 01:02:16,871 - mmaction - INFO - Epoch [211][180/264] lr: 3.491e-02, eta: 3:07:06, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6698, top5_acc: 0.8615, loss_cls: 1.3373, loss: 1.3373, grad_norm: 2.4274, top1_acc/aux0: 0.6851, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2456, loss/aux0: 1.2456, top1_acc/aux1: 0.6804, top5_acc/aux1: 0.8672, loss_cls/aux1: 1.2941, loss/aux1: 1.2941, top1_acc/aux2: 0.6314, top5_acc/aux2: 0.8405, loss_cls/aux2: 1.4674, loss/aux2: 1.4674 2020-10-27 01:03:04,329 - mmaction - INFO - Epoch [211][200/264] lr: 3.491e-02, eta: 3:06:47, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6615, top5_acc: 0.8557, loss_cls: 1.3558, loss: 1.3558, grad_norm: 2.4840, top1_acc/aux0: 0.6764, top5_acc/aux0: 0.8764, loss_cls/aux0: 1.2597, loss/aux0: 1.2597, top1_acc/aux1: 0.6818, top5_acc/aux1: 0.8686, loss_cls/aux1: 1.2896, loss/aux1: 1.2896, top1_acc/aux2: 0.6378, top5_acc/aux2: 0.8526, loss_cls/aux2: 1.4326, loss/aux2: 1.4326 2020-10-27 01:03:51,570 - mmaction - INFO - Epoch [211][220/264] lr: 3.491e-02, eta: 3:06:28, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6632, top5_acc: 0.8653, loss_cls: 1.3318, loss: 1.3318, grad_norm: 2.4210, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2803, loss/aux0: 1.2803, top1_acc/aux1: 0.6873, top5_acc/aux1: 0.8696, loss_cls/aux1: 1.2621, loss/aux1: 1.2621, top1_acc/aux2: 0.6380, top5_acc/aux2: 0.8516, loss_cls/aux2: 1.4306, loss/aux2: 1.4306 2020-10-27 01:04:39,148 - mmaction - INFO - Epoch [211][240/264] lr: 3.491e-02, eta: 3:06:10, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6498, top5_acc: 0.8486, loss_cls: 1.3912, loss: 1.3912, grad_norm: 2.4972, top1_acc/aux0: 0.6760, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.3040, loss/aux0: 1.3040, top1_acc/aux1: 0.6752, top5_acc/aux1: 0.8677, loss_cls/aux1: 1.2894, loss/aux1: 1.2894, top1_acc/aux2: 0.6318, top5_acc/aux2: 0.8382, loss_cls/aux2: 1.4729, loss/aux2: 1.4729 2020-10-27 01:05:26,468 - mmaction - INFO - Epoch [211][260/264] lr: 3.491e-02, eta: 3:05:51, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.6556, top5_acc: 0.8613, loss_cls: 1.3508, loss: 1.3508, grad_norm: 2.4535, top1_acc/aux0: 0.6819, top5_acc/aux0: 0.8738, loss_cls/aux0: 1.2769, loss/aux0: 1.2769, top1_acc/aux1: 0.6712, top5_acc/aux1: 0.8677, loss_cls/aux1: 1.3069, loss/aux1: 1.3069, top1_acc/aux2: 0.6266, top5_acc/aux2: 0.8335, loss_cls/aux2: 1.4994, loss/aux2: 1.4994 2020-10-27 01:09:51,195 - mmaction - INFO - Epoch [212][20/264] lr: 3.345e-02, eta: 3:05:28, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6681, top5_acc: 0.8672, loss_cls: 1.3073, loss: 1.3073, grad_norm: 2.4859, top1_acc/aux0: 0.6938, top5_acc/aux0: 0.8813, loss_cls/aux0: 1.2249, loss/aux0: 1.2249, top1_acc/aux1: 0.6788, top5_acc/aux1: 0.8639, loss_cls/aux1: 1.2753, loss/aux1: 1.2753, top1_acc/aux2: 0.6233, top5_acc/aux2: 0.8344, loss_cls/aux2: 1.5000, loss/aux2: 1.5000 2020-10-27 01:10:38,263 - mmaction - INFO - Epoch [212][40/264] lr: 3.345e-02, eta: 3:05:09, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6644, top5_acc: 0.8556, loss_cls: 1.3366, loss: 1.3366, grad_norm: 2.4178, top1_acc/aux0: 0.6908, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2270, loss/aux0: 1.2270, top1_acc/aux1: 0.6811, top5_acc/aux1: 0.8682, loss_cls/aux1: 1.2665, loss/aux1: 1.2665, top1_acc/aux2: 0.6252, top5_acc/aux2: 0.8372, loss_cls/aux2: 1.4921, loss/aux2: 1.4921 2020-10-27 01:11:25,780 - mmaction - INFO - Epoch [212][60/264] lr: 3.345e-02, eta: 3:04:50, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6611, top5_acc: 0.8564, loss_cls: 1.3353, loss: 1.3353, grad_norm: 2.4743, top1_acc/aux0: 0.6802, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2276, loss/aux0: 1.2276, top1_acc/aux1: 0.6819, top5_acc/aux1: 0.8705, loss_cls/aux1: 1.2660, loss/aux1: 1.2660, top1_acc/aux2: 0.6358, top5_acc/aux2: 0.8406, loss_cls/aux2: 1.4706, loss/aux2: 1.4706 2020-10-27 01:12:13,077 - mmaction - INFO - Epoch [212][80/264] lr: 3.345e-02, eta: 3:04:31, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6785, top5_acc: 0.8656, loss_cls: 1.2802, loss: 1.2802, grad_norm: 2.4919, top1_acc/aux0: 0.6783, top5_acc/aux0: 0.8813, loss_cls/aux0: 1.2340, loss/aux0: 1.2340, top1_acc/aux1: 0.6809, top5_acc/aux1: 0.8708, loss_cls/aux1: 1.2588, loss/aux1: 1.2588, top1_acc/aux2: 0.6399, top5_acc/aux2: 0.8420, loss_cls/aux2: 1.4511, loss/aux2: 1.4511 2020-10-27 01:13:00,284 - mmaction - INFO - Epoch [212][100/264] lr: 3.345e-02, eta: 3:04:13, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6538, top5_acc: 0.8545, loss_cls: 1.3929, loss: 1.3929, grad_norm: 2.4736, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8774, loss_cls/aux0: 1.2422, loss/aux0: 1.2422, top1_acc/aux1: 0.6811, top5_acc/aux1: 0.8684, loss_cls/aux1: 1.2578, loss/aux1: 1.2578, top1_acc/aux2: 0.6326, top5_acc/aux2: 0.8396, loss_cls/aux2: 1.4618, loss/aux2: 1.4618 2020-10-27 01:13:47,482 - mmaction - INFO - Epoch [212][120/264] lr: 3.345e-02, eta: 3:03:54, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6646, top5_acc: 0.8538, loss_cls: 1.3444, loss: 1.3444, grad_norm: 2.4829, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8780, loss_cls/aux0: 1.2486, loss/aux0: 1.2486, top1_acc/aux1: 0.6813, top5_acc/aux1: 0.8667, loss_cls/aux1: 1.2657, loss/aux1: 1.2657, top1_acc/aux2: 0.6240, top5_acc/aux2: 0.8403, loss_cls/aux2: 1.4749, loss/aux2: 1.4749 2020-10-27 01:14:34,805 - mmaction - INFO - Epoch [212][140/264] lr: 3.345e-02, eta: 3:03:35, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6512, top5_acc: 0.8464, loss_cls: 1.3930, loss: 1.3930, grad_norm: 2.4938, top1_acc/aux0: 0.6762, top5_acc/aux0: 0.8688, loss_cls/aux0: 1.2879, loss/aux0: 1.2879, top1_acc/aux1: 0.6804, top5_acc/aux1: 0.8707, loss_cls/aux1: 1.2709, loss/aux1: 1.2709, top1_acc/aux2: 0.6250, top5_acc/aux2: 0.8399, loss_cls/aux2: 1.4872, loss/aux2: 1.4872 2020-10-27 01:15:22,287 - mmaction - INFO - Epoch [212][160/264] lr: 3.345e-02, eta: 3:03:16, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6720, top5_acc: 0.8628, loss_cls: 1.3178, loss: 1.3178, grad_norm: 2.5503, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2612, loss/aux0: 1.2612, top1_acc/aux1: 0.6828, top5_acc/aux1: 0.8745, loss_cls/aux1: 1.2615, loss/aux1: 1.2615, top1_acc/aux2: 0.6378, top5_acc/aux2: 0.8403, loss_cls/aux2: 1.4761, loss/aux2: 1.4761 2020-10-27 01:16:09,879 - mmaction - INFO - Epoch [212][180/264] lr: 3.345e-02, eta: 3:02:58, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6557, top5_acc: 0.8554, loss_cls: 1.3552, loss: 1.3552, grad_norm: 2.4601, top1_acc/aux0: 0.6910, top5_acc/aux0: 0.8847, loss_cls/aux0: 1.2234, loss/aux0: 1.2234, top1_acc/aux1: 0.6851, top5_acc/aux1: 0.8762, loss_cls/aux1: 1.2436, loss/aux1: 1.2436, top1_acc/aux2: 0.6398, top5_acc/aux2: 0.8431, loss_cls/aux2: 1.4495, loss/aux2: 1.4495 2020-10-27 01:16:57,368 - mmaction - INFO - Epoch [212][200/264] lr: 3.345e-02, eta: 3:02:39, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6448, top5_acc: 0.8477, loss_cls: 1.4155, loss: 1.4155, grad_norm: 2.5251, top1_acc/aux0: 0.6905, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2390, loss/aux0: 1.2390, top1_acc/aux1: 0.6835, top5_acc/aux1: 0.8700, loss_cls/aux1: 1.2582, loss/aux1: 1.2582, top1_acc/aux2: 0.6328, top5_acc/aux2: 0.8448, loss_cls/aux2: 1.4496, loss/aux2: 1.4496 2020-10-27 01:17:44,730 - mmaction - INFO - Epoch [212][220/264] lr: 3.345e-02, eta: 3:02:20, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6703, top5_acc: 0.8672, loss_cls: 1.2981, loss: 1.2981, grad_norm: 2.5031, top1_acc/aux0: 0.6906, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2330, loss/aux0: 1.2330, top1_acc/aux1: 0.6842, top5_acc/aux1: 0.8693, loss_cls/aux1: 1.2491, loss/aux1: 1.2491, top1_acc/aux2: 0.6286, top5_acc/aux2: 0.8420, loss_cls/aux2: 1.4562, loss/aux2: 1.4562 2020-10-27 01:18:32,477 - mmaction - INFO - Epoch [212][240/264] lr: 3.345e-02, eta: 3:02:01, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.6503, top5_acc: 0.8602, loss_cls: 1.3610, loss: 1.3610, grad_norm: 2.5567, top1_acc/aux0: 0.6866, top5_acc/aux0: 0.8790, loss_cls/aux0: 1.2401, loss/aux0: 1.2401, top1_acc/aux1: 0.6908, top5_acc/aux1: 0.8738, loss_cls/aux1: 1.2252, loss/aux1: 1.2252, top1_acc/aux2: 0.6311, top5_acc/aux2: 0.8420, loss_cls/aux2: 1.4516, loss/aux2: 1.4516 2020-10-27 01:19:19,558 - mmaction - INFO - Epoch [212][260/264] lr: 3.345e-02, eta: 3:01:43, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6767, top5_acc: 0.8632, loss_cls: 1.3252, loss: 1.3252, grad_norm: 2.4749, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8769, loss_cls/aux0: 1.2478, loss/aux0: 1.2478, top1_acc/aux1: 0.6932, top5_acc/aux1: 0.8786, loss_cls/aux1: 1.2161, loss/aux1: 1.2161, top1_acc/aux2: 0.6257, top5_acc/aux2: 0.8457, loss_cls/aux2: 1.4520, loss/aux2: 1.4520 2020-10-27 01:24:12,125 - mmaction - INFO - Epoch [213][20/264] lr: 3.201e-02, eta: 3:01:19, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6757, top5_acc: 0.8684, loss_cls: 1.2844, loss: 1.2844, grad_norm: 2.4944, top1_acc/aux0: 0.6792, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2605, loss/aux0: 1.2605, top1_acc/aux1: 0.6951, top5_acc/aux1: 0.8764, loss_cls/aux1: 1.2170, loss/aux1: 1.2170, top1_acc/aux2: 0.6278, top5_acc/aux2: 0.8358, loss_cls/aux2: 1.4657, loss/aux2: 1.4657 2020-10-27 01:24:59,223 - mmaction - INFO - Epoch [213][40/264] lr: 3.201e-02, eta: 3:01:01, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6639, top5_acc: 0.8608, loss_cls: 1.3394, loss: 1.3394, grad_norm: 2.5564, top1_acc/aux0: 0.6802, top5_acc/aux0: 0.8813, loss_cls/aux0: 1.2510, loss/aux0: 1.2510, top1_acc/aux1: 0.6955, top5_acc/aux1: 0.8769, loss_cls/aux1: 1.2173, loss/aux1: 1.2173, top1_acc/aux2: 0.6295, top5_acc/aux2: 0.8372, loss_cls/aux2: 1.4815, loss/aux2: 1.4815 2020-10-27 01:25:46,389 - mmaction - INFO - Epoch [213][60/264] lr: 3.201e-02, eta: 3:00:42, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6727, top5_acc: 0.8608, loss_cls: 1.3100, loss: 1.3100, grad_norm: 2.4716, top1_acc/aux0: 0.6786, top5_acc/aux0: 0.8814, loss_cls/aux0: 1.2479, loss/aux0: 1.2479, top1_acc/aux1: 0.6877, top5_acc/aux1: 0.8705, loss_cls/aux1: 1.2476, loss/aux1: 1.2476, top1_acc/aux2: 0.6347, top5_acc/aux2: 0.8431, loss_cls/aux2: 1.4722, loss/aux2: 1.4722 2020-10-27 01:26:33,777 - mmaction - INFO - Epoch [213][80/264] lr: 3.201e-02, eta: 3:00:23, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.6672, top5_acc: 0.8611, loss_cls: 1.3219, loss: 1.3219, grad_norm: 2.4621, top1_acc/aux0: 0.6915, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.2104, loss/aux0: 1.2104, top1_acc/aux1: 0.6823, top5_acc/aux1: 0.8748, loss_cls/aux1: 1.2470, loss/aux1: 1.2470, top1_acc/aux2: 0.6403, top5_acc/aux2: 0.8507, loss_cls/aux2: 1.4395, loss/aux2: 1.4395 2020-10-27 01:27:20,759 - mmaction - INFO - Epoch [213][100/264] lr: 3.201e-02, eta: 3:00:04, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6580, top5_acc: 0.8583, loss_cls: 1.3429, loss: 1.3429, grad_norm: 2.5066, top1_acc/aux0: 0.6927, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2094, loss/aux0: 1.2094, top1_acc/aux1: 0.6783, top5_acc/aux1: 0.8759, loss_cls/aux1: 1.2635, loss/aux1: 1.2635, top1_acc/aux2: 0.6387, top5_acc/aux2: 0.8497, loss_cls/aux2: 1.4362, loss/aux2: 1.4362 2020-10-27 01:28:08,197 - mmaction - INFO - Epoch [213][120/264] lr: 3.201e-02, eta: 2:59:46, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.6734, top5_acc: 0.8613, loss_cls: 1.3078, loss: 1.3078, grad_norm: 2.5115, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2456, loss/aux0: 1.2456, top1_acc/aux1: 0.6759, top5_acc/aux1: 0.8700, loss_cls/aux1: 1.2789, loss/aux1: 1.2789, top1_acc/aux2: 0.6339, top5_acc/aux2: 0.8406, loss_cls/aux2: 1.4537, loss/aux2: 1.4537 2020-10-27 01:28:55,776 - mmaction - INFO - Epoch [213][140/264] lr: 3.201e-02, eta: 2:59:27, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6748, top5_acc: 0.8660, loss_cls: 1.3033, loss: 1.3033, grad_norm: 2.4938, top1_acc/aux0: 0.6832, top5_acc/aux0: 0.8712, loss_cls/aux0: 1.2601, loss/aux0: 1.2601, top1_acc/aux1: 0.6877, top5_acc/aux1: 0.8752, loss_cls/aux1: 1.2281, loss/aux1: 1.2281, top1_acc/aux2: 0.6378, top5_acc/aux2: 0.8394, loss_cls/aux2: 1.4396, loss/aux2: 1.4396 2020-10-27 01:29:43,107 - mmaction - INFO - Epoch [213][160/264] lr: 3.201e-02, eta: 2:59:08, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6679, top5_acc: 0.8592, loss_cls: 1.3302, loss: 1.3302, grad_norm: 2.5007, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8759, loss_cls/aux0: 1.2619, loss/aux0: 1.2619, top1_acc/aux1: 0.6911, top5_acc/aux1: 0.8781, loss_cls/aux1: 1.2230, loss/aux1: 1.2230, top1_acc/aux2: 0.6342, top5_acc/aux2: 0.8399, loss_cls/aux2: 1.4473, loss/aux2: 1.4473 2020-10-27 01:30:31,402 - mmaction - INFO - Epoch [213][180/264] lr: 3.201e-02, eta: 2:58:49, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6790, top5_acc: 0.8649, loss_cls: 1.2840, loss: 1.2840, grad_norm: 2.5584, top1_acc/aux0: 0.6885, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2479, loss/aux0: 1.2479, top1_acc/aux1: 0.6913, top5_acc/aux1: 0.8832, loss_cls/aux1: 1.2121, loss/aux1: 1.2121, top1_acc/aux2: 0.6259, top5_acc/aux2: 0.8321, loss_cls/aux2: 1.4944, loss/aux2: 1.4944 2020-10-27 01:31:18,858 - mmaction - INFO - Epoch [213][200/264] lr: 3.201e-02, eta: 2:58:31, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.6651, top5_acc: 0.8491, loss_cls: 1.3555, loss: 1.3555, grad_norm: 2.5810, top1_acc/aux0: 0.6925, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2345, loss/aux0: 1.2345, top1_acc/aux1: 0.6957, top5_acc/aux1: 0.8833, loss_cls/aux1: 1.2014, loss/aux1: 1.2014, top1_acc/aux2: 0.6302, top5_acc/aux2: 0.8311, loss_cls/aux2: 1.4883, loss/aux2: 1.4883 2020-10-27 01:32:06,489 - mmaction - INFO - Epoch [213][220/264] lr: 3.201e-02, eta: 2:58:12, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6715, top5_acc: 0.8675, loss_cls: 1.3040, loss: 1.3040, grad_norm: 2.5041, top1_acc/aux0: 0.6932, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.2109, loss/aux0: 1.2109, top1_acc/aux1: 0.6842, top5_acc/aux1: 0.8752, loss_cls/aux1: 1.2436, loss/aux1: 1.2436, top1_acc/aux2: 0.6328, top5_acc/aux2: 0.8366, loss_cls/aux2: 1.4660, loss/aux2: 1.4660 2020-10-27 01:32:53,748 - mmaction - INFO - Epoch [213][240/264] lr: 3.201e-02, eta: 2:57:53, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6512, top5_acc: 0.8589, loss_cls: 1.3773, loss: 1.3773, grad_norm: 2.5030, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.2192, loss/aux0: 1.2192, top1_acc/aux1: 0.6826, top5_acc/aux1: 0.8743, loss_cls/aux1: 1.2478, loss/aux1: 1.2478, top1_acc/aux2: 0.6290, top5_acc/aux2: 0.8436, loss_cls/aux2: 1.4752, loss/aux2: 1.4752 2020-10-27 01:33:41,146 - mmaction - INFO - Epoch [213][260/264] lr: 3.201e-02, eta: 2:57:34, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.6615, top5_acc: 0.8665, loss_cls: 1.3132, loss: 1.3132, grad_norm: 2.4831, top1_acc/aux0: 0.6786, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2462, loss/aux0: 1.2462, top1_acc/aux1: 0.7016, top5_acc/aux1: 0.8786, loss_cls/aux1: 1.1997, loss/aux1: 1.1997, top1_acc/aux2: 0.6366, top5_acc/aux2: 0.8486, loss_cls/aux2: 1.4586, loss/aux2: 1.4586 2020-10-27 01:37:41,688 - mmaction - INFO - Epoch [214][20/264] lr: 3.061e-02, eta: 2:57:11, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6809, top5_acc: 0.8649, loss_cls: 1.2678, loss: 1.2678, grad_norm: 2.4792, top1_acc/aux0: 0.6889, top5_acc/aux0: 0.8785, loss_cls/aux0: 1.2307, loss/aux0: 1.2307, top1_acc/aux1: 0.6826, top5_acc/aux1: 0.8705, loss_cls/aux1: 1.2456, loss/aux1: 1.2456, top1_acc/aux2: 0.6403, top5_acc/aux2: 0.8514, loss_cls/aux2: 1.4493, loss/aux2: 1.4493 2020-10-27 01:38:28,909 - mmaction - INFO - Epoch [214][40/264] lr: 3.061e-02, eta: 2:56:52, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.6823, top5_acc: 0.8670, loss_cls: 1.2905, loss: 1.2905, grad_norm: 2.4952, top1_acc/aux0: 0.6917, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2244, loss/aux0: 1.2244, top1_acc/aux1: 0.6819, top5_acc/aux1: 0.8722, loss_cls/aux1: 1.2443, loss/aux1: 1.2443, top1_acc/aux2: 0.6448, top5_acc/aux2: 0.8486, loss_cls/aux2: 1.4318, loss/aux2: 1.4318 2020-10-27 01:39:16,108 - mmaction - INFO - Epoch [214][60/264] lr: 3.061e-02, eta: 2:56:34, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6806, top5_acc: 0.8736, loss_cls: 1.2586, loss: 1.2586, grad_norm: 2.5005, top1_acc/aux0: 0.6988, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1894, loss/aux0: 1.1894, top1_acc/aux1: 0.6911, top5_acc/aux1: 0.8759, loss_cls/aux1: 1.2235, loss/aux1: 1.2235, top1_acc/aux2: 0.6441, top5_acc/aux2: 0.8451, loss_cls/aux2: 1.4162, loss/aux2: 1.4162 2020-10-27 01:40:03,620 - mmaction - INFO - Epoch [214][80/264] lr: 3.061e-02, eta: 2:56:15, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6675, top5_acc: 0.8580, loss_cls: 1.3174, loss: 1.3174, grad_norm: 2.5228, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8861, loss_cls/aux0: 1.1714, loss/aux0: 1.1714, top1_acc/aux1: 0.6866, top5_acc/aux1: 0.8733, loss_cls/aux1: 1.2483, loss/aux1: 1.2483, top1_acc/aux2: 0.6359, top5_acc/aux2: 0.8392, loss_cls/aux2: 1.4518, loss/aux2: 1.4518 2020-10-27 01:40:50,674 - mmaction - INFO - Epoch [214][100/264] lr: 3.061e-02, eta: 2:55:56, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6644, top5_acc: 0.8653, loss_cls: 1.3219, loss: 1.3219, grad_norm: 2.5037, top1_acc/aux0: 0.6936, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.2092, loss/aux0: 1.2092, top1_acc/aux1: 0.6766, top5_acc/aux1: 0.8712, loss_cls/aux1: 1.2740, loss/aux1: 1.2740, top1_acc/aux2: 0.6365, top5_acc/aux2: 0.8396, loss_cls/aux2: 1.4655, loss/aux2: 1.4655 2020-10-27 01:41:38,293 - mmaction - INFO - Epoch [214][120/264] lr: 3.061e-02, eta: 2:55:38, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.6701, top5_acc: 0.8661, loss_cls: 1.3131, loss: 1.3131, grad_norm: 2.5154, top1_acc/aux0: 0.6970, top5_acc/aux0: 0.8915, loss_cls/aux0: 1.2004, loss/aux0: 1.2004, top1_acc/aux1: 0.6873, top5_acc/aux1: 0.8714, loss_cls/aux1: 1.2456, loss/aux1: 1.2456, top1_acc/aux2: 0.6443, top5_acc/aux2: 0.8521, loss_cls/aux2: 1.4211, loss/aux2: 1.4211 2020-10-27 01:42:25,682 - mmaction - INFO - Epoch [214][140/264] lr: 3.061e-02, eta: 2:55:19, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.6672, top5_acc: 0.8668, loss_cls: 1.3009, loss: 1.3009, grad_norm: 2.5553, top1_acc/aux0: 0.7012, top5_acc/aux0: 0.8887, loss_cls/aux0: 1.1822, loss/aux0: 1.1822, top1_acc/aux1: 0.6891, top5_acc/aux1: 0.8714, loss_cls/aux1: 1.2286, loss/aux1: 1.2286, top1_acc/aux2: 0.6411, top5_acc/aux2: 0.8507, loss_cls/aux2: 1.4292, loss/aux2: 1.4292 2020-10-27 01:43:12,801 - mmaction - INFO - Epoch [214][160/264] lr: 3.061e-02, eta: 2:55:00, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6696, top5_acc: 0.8642, loss_cls: 1.2934, loss: 1.2934, grad_norm: 2.5715, top1_acc/aux0: 0.6863, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.2252, loss/aux0: 1.2252, top1_acc/aux1: 0.6844, top5_acc/aux1: 0.8733, loss_cls/aux1: 1.2348, loss/aux1: 1.2348, top1_acc/aux2: 0.6352, top5_acc/aux2: 0.8432, loss_cls/aux2: 1.4516, loss/aux2: 1.4516 2020-10-27 01:44:00,013 - mmaction - INFO - Epoch [214][180/264] lr: 3.061e-02, eta: 2:54:41, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6684, top5_acc: 0.8589, loss_cls: 1.3395, loss: 1.3395, grad_norm: 2.4749, top1_acc/aux0: 0.6934, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.2080, loss/aux0: 1.2080, top1_acc/aux1: 0.6793, top5_acc/aux1: 0.8656, loss_cls/aux1: 1.2878, loss/aux1: 1.2878, top1_acc/aux2: 0.6398, top5_acc/aux2: 0.8401, loss_cls/aux2: 1.4467, loss/aux2: 1.4467 2020-10-27 01:44:47,243 - mmaction - INFO - Epoch [214][200/264] lr: 3.061e-02, eta: 2:54:23, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6622, top5_acc: 0.8604, loss_cls: 1.3163, loss: 1.3163, grad_norm: 2.5641, top1_acc/aux0: 0.6948, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.2158, loss/aux0: 1.2158, top1_acc/aux1: 0.6875, top5_acc/aux1: 0.8701, loss_cls/aux1: 1.2528, loss/aux1: 1.2528, top1_acc/aux2: 0.6427, top5_acc/aux2: 0.8370, loss_cls/aux2: 1.4435, loss/aux2: 1.4435 2020-10-27 01:45:34,590 - mmaction - INFO - Epoch [214][220/264] lr: 3.061e-02, eta: 2:54:04, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.6837, top5_acc: 0.8670, loss_cls: 1.2663, loss: 1.2663, grad_norm: 2.5595, top1_acc/aux0: 0.6833, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.2528, loss/aux0: 1.2528, top1_acc/aux1: 0.6878, top5_acc/aux1: 0.8753, loss_cls/aux1: 1.2347, loss/aux1: 1.2347, top1_acc/aux2: 0.6311, top5_acc/aux2: 0.8363, loss_cls/aux2: 1.4734, loss/aux2: 1.4734 2020-10-27 01:46:22,380 - mmaction - INFO - Epoch [214][240/264] lr: 3.061e-02, eta: 2:53:45, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.6800, top5_acc: 0.8637, loss_cls: 1.3094, loss: 1.3094, grad_norm: 2.4954, top1_acc/aux0: 0.6988, top5_acc/aux0: 0.8788, loss_cls/aux0: 1.2001, loss/aux0: 1.2001, top1_acc/aux1: 0.6800, top5_acc/aux1: 0.8715, loss_cls/aux1: 1.2743, loss/aux1: 1.2743, top1_acc/aux2: 0.6271, top5_acc/aux2: 0.8420, loss_cls/aux2: 1.4762, loss/aux2: 1.4762 2020-10-27 01:47:09,731 - mmaction - INFO - Epoch [214][260/264] lr: 3.061e-02, eta: 2:53:26, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6679, top5_acc: 0.8630, loss_cls: 1.3026, loss: 1.3026, grad_norm: 2.5206, top1_acc/aux0: 0.6972, top5_acc/aux0: 0.8800, loss_cls/aux0: 1.1979, loss/aux0: 1.1979, top1_acc/aux1: 0.6896, top5_acc/aux1: 0.8750, loss_cls/aux1: 1.2392, loss/aux1: 1.2392, top1_acc/aux2: 0.6363, top5_acc/aux2: 0.8488, loss_cls/aux2: 1.4339, loss/aux2: 1.4339 2020-10-27 01:51:23,241 - mmaction - INFO - Epoch [215][20/264] lr: 2.923e-02, eta: 2:53:03, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.6700, top5_acc: 0.8608, loss_cls: 1.3020, loss: 1.3020, grad_norm: 2.5183, top1_acc/aux0: 0.6788, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.2684, loss/aux0: 1.2684, top1_acc/aux1: 0.6941, top5_acc/aux1: 0.8740, loss_cls/aux1: 1.1964, loss/aux1: 1.1964, top1_acc/aux2: 0.6444, top5_acc/aux2: 0.8396, loss_cls/aux2: 1.4213, loss/aux2: 1.4213 2020-10-27 01:52:10,843 - mmaction - INFO - Epoch [215][40/264] lr: 2.923e-02, eta: 2:52:44, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.6840, top5_acc: 0.8623, loss_cls: 1.2822, loss: 1.2822, grad_norm: 2.5226, top1_acc/aux0: 0.6918, top5_acc/aux0: 0.8795, loss_cls/aux0: 1.2305, loss/aux0: 1.2305, top1_acc/aux1: 0.6990, top5_acc/aux1: 0.8773, loss_cls/aux1: 1.1859, loss/aux1: 1.1859, top1_acc/aux2: 0.6516, top5_acc/aux2: 0.8500, loss_cls/aux2: 1.4025, loss/aux2: 1.4025 2020-10-27 01:52:58,016 - mmaction - INFO - Epoch [215][60/264] lr: 2.923e-02, eta: 2:52:26, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6837, top5_acc: 0.8693, loss_cls: 1.2761, loss: 1.2761, grad_norm: 2.5307, top1_acc/aux0: 0.7061, top5_acc/aux0: 0.8877, loss_cls/aux0: 1.1737, loss/aux0: 1.1737, top1_acc/aux1: 0.7069, top5_acc/aux1: 0.8799, loss_cls/aux1: 1.1760, loss/aux1: 1.1760, top1_acc/aux2: 0.6483, top5_acc/aux2: 0.8566, loss_cls/aux2: 1.4142, loss/aux2: 1.4142 2020-10-27 01:53:45,670 - mmaction - INFO - Epoch [215][80/264] lr: 2.923e-02, eta: 2:52:07, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.6910, top5_acc: 0.8743, loss_cls: 1.2381, loss: 1.2381, grad_norm: 2.5976, top1_acc/aux0: 0.7009, top5_acc/aux0: 0.8840, loss_cls/aux0: 1.1889, loss/aux0: 1.1889, top1_acc/aux1: 0.7016, top5_acc/aux1: 0.8804, loss_cls/aux1: 1.1897, loss/aux1: 1.1897, top1_acc/aux2: 0.6384, top5_acc/aux2: 0.8543, loss_cls/aux2: 1.4263, loss/aux2: 1.4263 2020-10-27 01:54:33,111 - mmaction - INFO - Epoch [215][100/264] lr: 2.923e-02, eta: 2:51:48, time: 0.963, data_time: 0.000, memory: 8466, top1_acc: 0.6840, top5_acc: 0.8675, loss_cls: 1.2601, loss: 1.2601, grad_norm: 2.5166, top1_acc/aux0: 0.6951, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.2285, loss/aux0: 1.2285, top1_acc/aux1: 0.6951, top5_acc/aux1: 0.8830, loss_cls/aux1: 1.2071, loss/aux1: 1.2071, top1_acc/aux2: 0.6432, top5_acc/aux2: 0.8479, loss_cls/aux2: 1.4213, loss/aux2: 1.4213 2020-10-27 01:55:20,326 - mmaction - INFO - Epoch [215][120/264] lr: 2.923e-02, eta: 2:51:30, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6800, top5_acc: 0.8693, loss_cls: 1.2839, loss: 1.2839, grad_norm: 2.5455, top1_acc/aux0: 0.6944, top5_acc/aux0: 0.8785, loss_cls/aux0: 1.2254, loss/aux0: 1.2254, top1_acc/aux1: 0.6901, top5_acc/aux1: 0.8760, loss_cls/aux1: 1.2379, loss/aux1: 1.2379, top1_acc/aux2: 0.6413, top5_acc/aux2: 0.8380, loss_cls/aux2: 1.4456, loss/aux2: 1.4456 2020-10-27 01:56:07,930 - mmaction - INFO - Epoch [215][140/264] lr: 2.923e-02, eta: 2:51:11, time: 0.962, data_time: 0.000, memory: 8466, top1_acc: 0.6752, top5_acc: 0.8632, loss_cls: 1.2875, loss: 1.2875, grad_norm: 2.5835, top1_acc/aux0: 0.6970, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2092, loss/aux0: 1.2092, top1_acc/aux1: 0.6891, top5_acc/aux1: 0.8786, loss_cls/aux1: 1.2286, loss/aux1: 1.2286, top1_acc/aux2: 0.6368, top5_acc/aux2: 0.8439, loss_cls/aux2: 1.4273, loss/aux2: 1.4273 2020-10-27 01:56:55,456 - mmaction - INFO - Epoch [215][160/264] lr: 2.923e-02, eta: 2:50:52, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6694, top5_acc: 0.8601, loss_cls: 1.3105, loss: 1.3105, grad_norm: 2.4755, top1_acc/aux0: 0.6943, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2260, loss/aux0: 1.2260, top1_acc/aux1: 0.7002, top5_acc/aux1: 0.8863, loss_cls/aux1: 1.1836, loss/aux1: 1.1836, top1_acc/aux2: 0.6368, top5_acc/aux2: 0.8474, loss_cls/aux2: 1.4283, loss/aux2: 1.4283 2020-10-27 01:57:42,856 - mmaction - INFO - Epoch [215][180/264] lr: 2.923e-02, eta: 2:50:33, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6771, top5_acc: 0.8663, loss_cls: 1.2851, loss: 1.2851, grad_norm: 2.5656, top1_acc/aux0: 0.6944, top5_acc/aux0: 0.8804, loss_cls/aux0: 1.2115, loss/aux0: 1.2115, top1_acc/aux1: 0.7080, top5_acc/aux1: 0.8821, loss_cls/aux1: 1.1813, loss/aux1: 1.1813, top1_acc/aux2: 0.6375, top5_acc/aux2: 0.8467, loss_cls/aux2: 1.4384, loss/aux2: 1.4384 2020-10-27 01:58:30,353 - mmaction - INFO - Epoch [215][200/264] lr: 2.923e-02, eta: 2:50:15, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6717, top5_acc: 0.8635, loss_cls: 1.2825, loss: 1.2825, grad_norm: 2.4938, top1_acc/aux0: 0.6934, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1975, loss/aux0: 1.1975, top1_acc/aux1: 0.7102, top5_acc/aux1: 0.8825, loss_cls/aux1: 1.1876, loss/aux1: 1.1876, top1_acc/aux2: 0.6302, top5_acc/aux2: 0.8403, loss_cls/aux2: 1.4526, loss/aux2: 1.4526 2020-10-27 01:59:17,825 - mmaction - INFO - Epoch [215][220/264] lr: 2.923e-02, eta: 2:49:56, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6727, top5_acc: 0.8679, loss_cls: 1.2856, loss: 1.2856, grad_norm: 2.5708, top1_acc/aux0: 0.6995, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1734, loss/aux0: 1.1734, top1_acc/aux1: 0.6998, top5_acc/aux1: 0.8797, loss_cls/aux1: 1.2147, loss/aux1: 1.2147, top1_acc/aux2: 0.6264, top5_acc/aux2: 0.8328, loss_cls/aux2: 1.4848, loss/aux2: 1.4848 2020-10-27 02:00:05,114 - mmaction - INFO - Epoch [215][240/264] lr: 2.923e-02, eta: 2:49:37, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6667, top5_acc: 0.8698, loss_cls: 1.2898, loss: 1.2898, grad_norm: 2.6004, top1_acc/aux0: 0.7073, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.1652, loss/aux0: 1.1652, top1_acc/aux1: 0.6899, top5_acc/aux1: 0.8764, loss_cls/aux1: 1.2390, loss/aux1: 1.2390, top1_acc/aux2: 0.6325, top5_acc/aux2: 0.8326, loss_cls/aux2: 1.4822, loss/aux2: 1.4822 2020-10-27 02:00:53,368 - mmaction - INFO - Epoch [215][260/264] lr: 2.923e-02, eta: 2:49:18, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6703, top5_acc: 0.8587, loss_cls: 1.3353, loss: 1.3353, grad_norm: 2.5688, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.1983, loss/aux0: 1.1983, top1_acc/aux1: 0.6910, top5_acc/aux1: 0.8781, loss_cls/aux1: 1.2201, loss/aux1: 1.2201, top1_acc/aux2: 0.6285, top5_acc/aux2: 0.8325, loss_cls/aux2: 1.4832, loss/aux2: 1.4832 2020-10-27 02:05:37,699 - mmaction - INFO - Epoch [216][20/264] lr: 2.788e-02, eta: 2:48:55, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6813, top5_acc: 0.8696, loss_cls: 1.2646, loss: 1.2646, grad_norm: 2.5817, top1_acc/aux0: 0.7000, top5_acc/aux0: 0.8931, loss_cls/aux0: 1.1818, loss/aux0: 1.1818, top1_acc/aux1: 0.6955, top5_acc/aux1: 0.8823, loss_cls/aux1: 1.2011, loss/aux1: 1.2011, top1_acc/aux2: 0.6563, top5_acc/aux2: 0.8625, loss_cls/aux2: 1.3546, loss/aux2: 1.3546 2020-10-27 02:06:25,067 - mmaction - INFO - Epoch [216][40/264] lr: 2.788e-02, eta: 2:48:37, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.6766, top5_acc: 0.8731, loss_cls: 1.2459, loss: 1.2459, grad_norm: 2.6082, top1_acc/aux0: 0.6887, top5_acc/aux0: 0.8868, loss_cls/aux0: 1.2172, loss/aux0: 1.2172, top1_acc/aux1: 0.6896, top5_acc/aux1: 0.8786, loss_cls/aux1: 1.2176, loss/aux1: 1.2176, top1_acc/aux2: 0.6502, top5_acc/aux2: 0.8569, loss_cls/aux2: 1.3851, loss/aux2: 1.3851 2020-10-27 02:07:12,409 - mmaction - INFO - Epoch [216][60/264] lr: 2.788e-02, eta: 2:48:18, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6766, top5_acc: 0.8694, loss_cls: 1.2813, loss: 1.2813, grad_norm: 2.5156, top1_acc/aux0: 0.6908, top5_acc/aux0: 0.8845, loss_cls/aux0: 1.2074, loss/aux0: 1.2074, top1_acc/aux1: 0.6873, top5_acc/aux1: 0.8726, loss_cls/aux1: 1.2384, loss/aux1: 1.2384, top1_acc/aux2: 0.6446, top5_acc/aux2: 0.8503, loss_cls/aux2: 1.4180, loss/aux2: 1.4180 2020-10-27 02:07:59,664 - mmaction - INFO - Epoch [216][80/264] lr: 2.788e-02, eta: 2:47:59, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6806, top5_acc: 0.8734, loss_cls: 1.2438, loss: 1.2438, grad_norm: 2.6092, top1_acc/aux0: 0.7003, top5_acc/aux0: 0.8858, loss_cls/aux0: 1.1744, loss/aux0: 1.1744, top1_acc/aux1: 0.6979, top5_acc/aux1: 0.8793, loss_cls/aux1: 1.2005, loss/aux1: 1.2005, top1_acc/aux2: 0.6483, top5_acc/aux2: 0.8510, loss_cls/aux2: 1.4076, loss/aux2: 1.4076 2020-10-27 02:08:46,933 - mmaction - INFO - Epoch [216][100/264] lr: 2.788e-02, eta: 2:47:40, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.6771, top5_acc: 0.8632, loss_cls: 1.2872, loss: 1.2872, grad_norm: 2.5879, top1_acc/aux0: 0.7028, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.1828, loss/aux0: 1.1828, top1_acc/aux1: 0.6979, top5_acc/aux1: 0.8828, loss_cls/aux1: 1.1902, loss/aux1: 1.1902, top1_acc/aux2: 0.6432, top5_acc/aux2: 0.8503, loss_cls/aux2: 1.4216, loss/aux2: 1.4216 2020-10-27 02:09:34,509 - mmaction - INFO - Epoch [216][120/264] lr: 2.788e-02, eta: 2:47:22, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6788, top5_acc: 0.8668, loss_cls: 1.2789, loss: 1.2789, grad_norm: 2.5435, top1_acc/aux0: 0.6991, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2175, loss/aux0: 1.2175, top1_acc/aux1: 0.6896, top5_acc/aux1: 0.8769, loss_cls/aux1: 1.2215, loss/aux1: 1.2215, top1_acc/aux2: 0.6361, top5_acc/aux2: 0.8432, loss_cls/aux2: 1.4529, loss/aux2: 1.4529 2020-10-27 02:10:21,791 - mmaction - INFO - Epoch [216][140/264] lr: 2.788e-02, eta: 2:47:03, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6903, top5_acc: 0.8731, loss_cls: 1.2287, loss: 1.2287, grad_norm: 2.6082, top1_acc/aux0: 0.6957, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2231, loss/aux0: 1.2231, top1_acc/aux1: 0.6845, top5_acc/aux1: 0.8776, loss_cls/aux1: 1.2246, loss/aux1: 1.2246, top1_acc/aux2: 0.6491, top5_acc/aux2: 0.8464, loss_cls/aux2: 1.4064, loss/aux2: 1.4064 2020-10-27 02:11:09,119 - mmaction - INFO - Epoch [216][160/264] lr: 2.788e-02, eta: 2:46:44, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6849, top5_acc: 0.8724, loss_cls: 1.2376, loss: 1.2376, grad_norm: 2.6337, top1_acc/aux0: 0.7106, top5_acc/aux0: 0.8903, loss_cls/aux0: 1.1573, loss/aux0: 1.1573, top1_acc/aux1: 0.6901, top5_acc/aux1: 0.8806, loss_cls/aux1: 1.2080, loss/aux1: 1.2080, top1_acc/aux2: 0.6564, top5_acc/aux2: 0.8517, loss_cls/aux2: 1.3734, loss/aux2: 1.3734 2020-10-27 02:11:56,721 - mmaction - INFO - Epoch [216][180/264] lr: 2.788e-02, eta: 2:46:25, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6788, top5_acc: 0.8674, loss_cls: 1.2680, loss: 1.2680, grad_norm: 2.5751, top1_acc/aux0: 0.7082, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1613, loss/aux0: 1.1613, top1_acc/aux1: 0.6997, top5_acc/aux1: 0.8854, loss_cls/aux1: 1.1857, loss/aux1: 1.1857, top1_acc/aux2: 0.6467, top5_acc/aux2: 0.8523, loss_cls/aux2: 1.3968, loss/aux2: 1.3968 2020-10-27 02:12:44,156 - mmaction - INFO - Epoch [216][200/264] lr: 2.788e-02, eta: 2:46:07, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.6731, top5_acc: 0.8646, loss_cls: 1.2791, loss: 1.2791, grad_norm: 2.6076, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8887, loss_cls/aux0: 1.1757, loss/aux0: 1.1757, top1_acc/aux1: 0.6927, top5_acc/aux1: 0.8845, loss_cls/aux1: 1.2080, loss/aux1: 1.2080, top1_acc/aux2: 0.6325, top5_acc/aux2: 0.8472, loss_cls/aux2: 1.4281, loss/aux2: 1.4281 2020-10-27 02:13:31,634 - mmaction - INFO - Epoch [216][220/264] lr: 2.788e-02, eta: 2:45:48, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6821, top5_acc: 0.8693, loss_cls: 1.2775, loss: 1.2775, grad_norm: 2.6507, top1_acc/aux0: 0.6927, top5_acc/aux0: 0.8878, loss_cls/aux0: 1.1834, loss/aux0: 1.1834, top1_acc/aux1: 0.6892, top5_acc/aux1: 0.8800, loss_cls/aux1: 1.2330, loss/aux1: 1.2330, top1_acc/aux2: 0.6319, top5_acc/aux2: 0.8458, loss_cls/aux2: 1.4328, loss/aux2: 1.4328 2020-10-27 02:14:19,516 - mmaction - INFO - Epoch [216][240/264] lr: 2.788e-02, eta: 2:45:29, time: 0.970, data_time: 0.000, memory: 8466, top1_acc: 0.6875, top5_acc: 0.8700, loss_cls: 1.2510, loss: 1.2510, grad_norm: 2.5661, top1_acc/aux0: 0.6905, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2165, loss/aux0: 1.2165, top1_acc/aux1: 0.6951, top5_acc/aux1: 0.8799, loss_cls/aux1: 1.2245, loss/aux1: 1.2245, top1_acc/aux2: 0.6352, top5_acc/aux2: 0.8458, loss_cls/aux2: 1.4433, loss/aux2: 1.4433 2020-10-27 02:15:07,145 - mmaction - INFO - Epoch [216][260/264] lr: 2.788e-02, eta: 2:45:11, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.6648, top5_acc: 0.8653, loss_cls: 1.3299, loss: 1.3299, grad_norm: 2.6089, top1_acc/aux0: 0.6955, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1969, loss/aux0: 1.1969, top1_acc/aux1: 0.6960, top5_acc/aux1: 0.8804, loss_cls/aux1: 1.2048, loss/aux1: 1.2048, top1_acc/aux2: 0.6366, top5_acc/aux2: 0.8450, loss_cls/aux2: 1.4436, loss/aux2: 1.4436 2020-10-27 02:15:22,493 - mmaction - INFO - Saving checkpoint at 216 epochs 2020-10-27 02:16:25,447 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-27 02:16:25,549 - mmaction - INFO - top1_acc 0.7429 top5_acc 0.9157 2020-10-27 02:16:25,550 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-27 02:16:25,559 - mmaction - INFO - mean_acc 0.7433 2020-10-27 02:16:25,559 - mmaction - INFO - Now best checkpoint is epoch_216.pth 2020-10-27 02:16:25,581 - mmaction - INFO - Epoch(val) [216][264] top1_acc: 0.7429, top5_acc: 0.9157, mean_class_accuracy: 0.7433 2020-10-27 02:19:57,045 - mmaction - INFO - Epoch [217][20/264] lr: 2.657e-02, eta: 2:44:47, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6908, top5_acc: 0.8741, loss_cls: 1.2250, loss: 1.2250, grad_norm: 2.5716, top1_acc/aux0: 0.7111, top5_acc/aux0: 0.8840, loss_cls/aux0: 1.1730, loss/aux0: 1.1730, top1_acc/aux1: 0.6965, top5_acc/aux1: 0.8819, loss_cls/aux1: 1.1970, loss/aux1: 1.1970, top1_acc/aux2: 0.6611, top5_acc/aux2: 0.8514, loss_cls/aux2: 1.3951, loss/aux2: 1.3951 2020-10-27 02:20:44,045 - mmaction - INFO - Epoch [217][40/264] lr: 2.657e-02, eta: 2:44:29, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6783, top5_acc: 0.8745, loss_cls: 1.2572, loss: 1.2572, grad_norm: 2.5936, top1_acc/aux0: 0.7082, top5_acc/aux0: 0.8866, loss_cls/aux0: 1.1627, loss/aux0: 1.1627, top1_acc/aux1: 0.6938, top5_acc/aux1: 0.8773, loss_cls/aux1: 1.2219, loss/aux1: 1.2219, top1_acc/aux2: 0.6538, top5_acc/aux2: 0.8524, loss_cls/aux2: 1.3985, loss/aux2: 1.3985 2020-10-27 02:21:31,284 - mmaction - INFO - Epoch [217][60/264] lr: 2.657e-02, eta: 2:44:10, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6915, top5_acc: 0.8766, loss_cls: 1.2109, loss: 1.2109, grad_norm: 2.6196, top1_acc/aux0: 0.6979, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.1957, loss/aux0: 1.1957, top1_acc/aux1: 0.6955, top5_acc/aux1: 0.8790, loss_cls/aux1: 1.2156, loss/aux1: 1.2156, top1_acc/aux2: 0.6311, top5_acc/aux2: 0.8472, loss_cls/aux2: 1.4536, loss/aux2: 1.4536 2020-10-27 02:22:20,021 - mmaction - INFO - Epoch [217][80/264] lr: 2.657e-02, eta: 2:43:51, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6851, top5_acc: 0.8681, loss_cls: 1.2507, loss: 1.2507, grad_norm: 2.6448, top1_acc/aux0: 0.6903, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2310, loss/aux0: 1.2310, top1_acc/aux1: 0.6986, top5_acc/aux1: 0.8821, loss_cls/aux1: 1.2047, loss/aux1: 1.2047, top1_acc/aux2: 0.6236, top5_acc/aux2: 0.8450, loss_cls/aux2: 1.4734, loss/aux2: 1.4734 2020-10-27 02:23:07,315 - mmaction - INFO - Epoch [217][100/264] lr: 2.657e-02, eta: 2:43:32, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.6939, top5_acc: 0.8823, loss_cls: 1.2108, loss: 1.2108, grad_norm: 2.5466, top1_acc/aux0: 0.6970, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1960, loss/aux0: 1.1960, top1_acc/aux1: 0.6878, top5_acc/aux1: 0.8729, loss_cls/aux1: 1.2451, loss/aux1: 1.2451, top1_acc/aux2: 0.6437, top5_acc/aux2: 0.8505, loss_cls/aux2: 1.4061, loss/aux2: 1.4061 2020-10-27 02:23:54,912 - mmaction - INFO - Epoch [217][120/264] lr: 2.657e-02, eta: 2:43:14, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6740, top5_acc: 0.8734, loss_cls: 1.2698, loss: 1.2698, grad_norm: 2.6351, top1_acc/aux0: 0.7087, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.1504, loss/aux0: 1.1504, top1_acc/aux1: 0.6955, top5_acc/aux1: 0.8753, loss_cls/aux1: 1.2142, loss/aux1: 1.2142, top1_acc/aux2: 0.6589, top5_acc/aux2: 0.8556, loss_cls/aux2: 1.3573, loss/aux2: 1.3573 2020-10-27 02:24:42,433 - mmaction - INFO - Epoch [217][140/264] lr: 2.657e-02, eta: 2:42:55, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.6858, top5_acc: 0.8656, loss_cls: 1.2454, loss: 1.2454, grad_norm: 2.6032, top1_acc/aux0: 0.7066, top5_acc/aux0: 0.8918, loss_cls/aux0: 1.1665, loss/aux0: 1.1665, top1_acc/aux1: 0.7101, top5_acc/aux1: 0.8872, loss_cls/aux1: 1.1557, loss/aux1: 1.1557, top1_acc/aux2: 0.6589, top5_acc/aux2: 0.8536, loss_cls/aux2: 1.3661, loss/aux2: 1.3661 2020-10-27 02:25:29,809 - mmaction - INFO - Epoch [217][160/264] lr: 2.657e-02, eta: 2:42:36, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6717, top5_acc: 0.8660, loss_cls: 1.2709, loss: 1.2709, grad_norm: 2.6461, top1_acc/aux0: 0.6970, top5_acc/aux0: 0.8899, loss_cls/aux0: 1.1877, loss/aux0: 1.1877, top1_acc/aux1: 0.7024, top5_acc/aux1: 0.8821, loss_cls/aux1: 1.1869, loss/aux1: 1.1869, top1_acc/aux2: 0.6486, top5_acc/aux2: 0.8434, loss_cls/aux2: 1.4260, loss/aux2: 1.4260 2020-10-27 02:26:17,396 - mmaction - INFO - Epoch [217][180/264] lr: 2.657e-02, eta: 2:42:17, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6786, top5_acc: 0.8688, loss_cls: 1.2729, loss: 1.2729, grad_norm: 2.5810, top1_acc/aux0: 0.6915, top5_acc/aux0: 0.8856, loss_cls/aux0: 1.2082, loss/aux0: 1.2082, top1_acc/aux1: 0.6970, top5_acc/aux1: 0.8771, loss_cls/aux1: 1.2113, loss/aux1: 1.2113, top1_acc/aux2: 0.6403, top5_acc/aux2: 0.8394, loss_cls/aux2: 1.4488, loss/aux2: 1.4488 2020-10-27 02:27:04,919 - mmaction - INFO - Epoch [217][200/264] lr: 2.657e-02, eta: 2:41:59, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.6755, top5_acc: 0.8649, loss_cls: 1.2964, loss: 1.2964, grad_norm: 2.5637, top1_acc/aux0: 0.6965, top5_acc/aux0: 0.8877, loss_cls/aux0: 1.1982, loss/aux0: 1.1982, top1_acc/aux1: 0.7042, top5_acc/aux1: 0.8844, loss_cls/aux1: 1.1668, loss/aux1: 1.1668, top1_acc/aux2: 0.6372, top5_acc/aux2: 0.8464, loss_cls/aux2: 1.4410, loss/aux2: 1.4410 2020-10-27 02:27:52,294 - mmaction - INFO - Epoch [217][220/264] lr: 2.657e-02, eta: 2:41:40, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6804, top5_acc: 0.8672, loss_cls: 1.2673, loss: 1.2673, grad_norm: 2.6419, top1_acc/aux0: 0.7040, top5_acc/aux0: 0.8939, loss_cls/aux0: 1.1607, loss/aux0: 1.1607, top1_acc/aux1: 0.7097, top5_acc/aux1: 0.8813, loss_cls/aux1: 1.1690, loss/aux1: 1.1690, top1_acc/aux2: 0.6318, top5_acc/aux2: 0.8448, loss_cls/aux2: 1.4616, loss/aux2: 1.4616 2020-10-27 02:28:40,576 - mmaction - INFO - Epoch [217][240/264] lr: 2.657e-02, eta: 2:41:21, time: 0.985, data_time: 0.000, memory: 8466, top1_acc: 0.6786, top5_acc: 0.8698, loss_cls: 1.2566, loss: 1.2566, grad_norm: 2.5945, top1_acc/aux0: 0.7030, top5_acc/aux0: 0.8913, loss_cls/aux0: 1.1554, loss/aux0: 1.1554, top1_acc/aux1: 0.7080, top5_acc/aux1: 0.8790, loss_cls/aux1: 1.1881, loss/aux1: 1.1881, top1_acc/aux2: 0.6326, top5_acc/aux2: 0.8410, loss_cls/aux2: 1.4566, loss/aux2: 1.4566 2020-10-27 02:29:27,946 - mmaction - INFO - Epoch [217][260/264] lr: 2.657e-02, eta: 2:41:03, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6800, top5_acc: 0.8740, loss_cls: 1.2474, loss: 1.2474, grad_norm: 2.6288, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8858, loss_cls/aux0: 1.1695, loss/aux0: 1.1695, top1_acc/aux1: 0.7019, top5_acc/aux1: 0.8781, loss_cls/aux1: 1.2024, loss/aux1: 1.2024, top1_acc/aux2: 0.6373, top5_acc/aux2: 0.8460, loss_cls/aux2: 1.4357, loss/aux2: 1.4357 2020-10-27 02:33:48,157 - mmaction - INFO - Epoch [218][20/264] lr: 2.528e-02, eta: 2:40:40, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6854, top5_acc: 0.8719, loss_cls: 1.2262, loss: 1.2262, grad_norm: 2.6503, top1_acc/aux0: 0.6875, top5_acc/aux0: 0.8806, loss_cls/aux0: 1.2141, loss/aux0: 1.2141, top1_acc/aux1: 0.6826, top5_acc/aux1: 0.8681, loss_cls/aux1: 1.2596, loss/aux1: 1.2596, top1_acc/aux2: 0.6479, top5_acc/aux2: 0.8503, loss_cls/aux2: 1.4099, loss/aux2: 1.4099 2020-10-27 02:34:35,743 - mmaction - INFO - Epoch [218][40/264] lr: 2.528e-02, eta: 2:40:21, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.6819, top5_acc: 0.8651, loss_cls: 1.2454, loss: 1.2454, grad_norm: 2.6392, top1_acc/aux0: 0.6918, top5_acc/aux0: 0.8847, loss_cls/aux0: 1.1958, loss/aux0: 1.1958, top1_acc/aux1: 0.6868, top5_acc/aux1: 0.8743, loss_cls/aux1: 1.2294, loss/aux1: 1.2294, top1_acc/aux2: 0.6497, top5_acc/aux2: 0.8472, loss_cls/aux2: 1.4080, loss/aux2: 1.4080 2020-10-27 02:35:23,166 - mmaction - INFO - Epoch [218][60/264] lr: 2.528e-02, eta: 2:40:02, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.6892, top5_acc: 0.8795, loss_cls: 1.2087, loss: 1.2087, grad_norm: 2.6327, top1_acc/aux0: 0.7043, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1603, loss/aux0: 1.1603, top1_acc/aux1: 0.6998, top5_acc/aux1: 0.8802, loss_cls/aux1: 1.1952, loss/aux1: 1.1952, top1_acc/aux2: 0.6571, top5_acc/aux2: 0.8505, loss_cls/aux2: 1.3692, loss/aux2: 1.3692 2020-10-27 02:36:10,407 - mmaction - INFO - Epoch [218][80/264] lr: 2.528e-02, eta: 2:39:43, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6932, top5_acc: 0.8745, loss_cls: 1.2302, loss: 1.2302, grad_norm: 2.6093, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.8903, loss_cls/aux0: 1.1656, loss/aux0: 1.1656, top1_acc/aux1: 0.7089, top5_acc/aux1: 0.8837, loss_cls/aux1: 1.1926, loss/aux1: 1.1926, top1_acc/aux2: 0.6630, top5_acc/aux2: 0.8571, loss_cls/aux2: 1.3410, loss/aux2: 1.3410 2020-10-27 02:36:57,998 - mmaction - INFO - Epoch [218][100/264] lr: 2.528e-02, eta: 2:39:25, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.6828, top5_acc: 0.8771, loss_cls: 1.2315, loss: 1.2315, grad_norm: 2.6564, top1_acc/aux0: 0.7023, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.1718, loss/aux0: 1.1718, top1_acc/aux1: 0.7059, top5_acc/aux1: 0.8899, loss_cls/aux1: 1.1751, loss/aux1: 1.1751, top1_acc/aux2: 0.6535, top5_acc/aux2: 0.8540, loss_cls/aux2: 1.3771, loss/aux2: 1.3771 2020-10-27 02:37:46,160 - mmaction - INFO - Epoch [218][120/264] lr: 2.528e-02, eta: 2:39:06, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.6799, top5_acc: 0.8646, loss_cls: 1.2704, loss: 1.2704, grad_norm: 2.6443, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1829, loss/aux0: 1.1829, top1_acc/aux1: 0.6962, top5_acc/aux1: 0.8892, loss_cls/aux1: 1.1811, loss/aux1: 1.1811, top1_acc/aux2: 0.6484, top5_acc/aux2: 0.8552, loss_cls/aux2: 1.3825, loss/aux2: 1.3825 2020-10-27 02:38:33,808 - mmaction - INFO - Epoch [218][140/264] lr: 2.528e-02, eta: 2:38:47, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.6903, top5_acc: 0.8738, loss_cls: 1.2247, loss: 1.2247, grad_norm: 2.7138, top1_acc/aux0: 0.6990, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1825, loss/aux0: 1.1825, top1_acc/aux1: 0.6932, top5_acc/aux1: 0.8828, loss_cls/aux1: 1.1923, loss/aux1: 1.1923, top1_acc/aux2: 0.6474, top5_acc/aux2: 0.8535, loss_cls/aux2: 1.3865, loss/aux2: 1.3865 2020-10-27 02:39:20,978 - mmaction - INFO - Epoch [218][160/264] lr: 2.528e-02, eta: 2:38:28, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6703, top5_acc: 0.8734, loss_cls: 1.2725, loss: 1.2725, grad_norm: 2.6774, top1_acc/aux0: 0.6960, top5_acc/aux0: 0.8868, loss_cls/aux0: 1.1662, loss/aux0: 1.1662, top1_acc/aux1: 0.7040, top5_acc/aux1: 0.8826, loss_cls/aux1: 1.1687, loss/aux1: 1.1687, top1_acc/aux2: 0.6451, top5_acc/aux2: 0.8455, loss_cls/aux2: 1.4210, loss/aux2: 1.4210 2020-10-27 02:40:08,399 - mmaction - INFO - Epoch [218][180/264] lr: 2.528e-02, eta: 2:38:10, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6911, top5_acc: 0.8724, loss_cls: 1.2236, loss: 1.2236, grad_norm: 2.6430, top1_acc/aux0: 0.6934, top5_acc/aux0: 0.8845, loss_cls/aux0: 1.1859, loss/aux0: 1.1859, top1_acc/aux1: 0.7123, top5_acc/aux1: 0.8849, loss_cls/aux1: 1.1584, loss/aux1: 1.1584, top1_acc/aux2: 0.6543, top5_acc/aux2: 0.8481, loss_cls/aux2: 1.3906, loss/aux2: 1.3906 2020-10-27 02:40:55,838 - mmaction - INFO - Epoch [218][200/264] lr: 2.528e-02, eta: 2:37:51, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6950, top5_acc: 0.8792, loss_cls: 1.1935, loss: 1.1935, grad_norm: 2.6530, top1_acc/aux0: 0.6965, top5_acc/aux0: 0.8814, loss_cls/aux0: 1.1950, loss/aux0: 1.1950, top1_acc/aux1: 0.7042, top5_acc/aux1: 0.8804, loss_cls/aux1: 1.1896, loss/aux1: 1.1896, top1_acc/aux2: 0.6566, top5_acc/aux2: 0.8542, loss_cls/aux2: 1.3755, loss/aux2: 1.3755 2020-10-27 02:41:43,465 - mmaction - INFO - Epoch [218][220/264] lr: 2.528e-02, eta: 2:37:32, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6842, top5_acc: 0.8668, loss_cls: 1.2564, loss: 1.2564, grad_norm: 2.6132, top1_acc/aux0: 0.7056, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1372, loss/aux0: 1.1372, top1_acc/aux1: 0.7024, top5_acc/aux1: 0.8802, loss_cls/aux1: 1.1908, loss/aux1: 1.1908, top1_acc/aux2: 0.6493, top5_acc/aux2: 0.8510, loss_cls/aux2: 1.3982, loss/aux2: 1.3982 2020-10-27 02:42:30,787 - mmaction - INFO - Epoch [218][240/264] lr: 2.528e-02, eta: 2:37:13, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6896, top5_acc: 0.8686, loss_cls: 1.2448, loss: 1.2448, grad_norm: 2.5827, top1_acc/aux0: 0.7132, top5_acc/aux0: 0.8988, loss_cls/aux0: 1.1086, loss/aux0: 1.1086, top1_acc/aux1: 0.7026, top5_acc/aux1: 0.8799, loss_cls/aux1: 1.1926, loss/aux1: 1.1926, top1_acc/aux2: 0.6483, top5_acc/aux2: 0.8498, loss_cls/aux2: 1.3998, loss/aux2: 1.3998 2020-10-27 02:43:18,143 - mmaction - INFO - Epoch [218][260/264] lr: 2.528e-02, eta: 2:36:55, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.6771, top5_acc: 0.8660, loss_cls: 1.2745, loss: 1.2745, grad_norm: 2.6576, top1_acc/aux0: 0.7012, top5_acc/aux0: 0.8887, loss_cls/aux0: 1.1767, loss/aux0: 1.1767, top1_acc/aux1: 0.7047, top5_acc/aux1: 0.8806, loss_cls/aux1: 1.1817, loss/aux1: 1.1817, top1_acc/aux2: 0.6514, top5_acc/aux2: 0.8578, loss_cls/aux2: 1.3843, loss/aux2: 1.3843 2020-10-27 02:48:03,417 - mmaction - INFO - Epoch [219][20/264] lr: 2.402e-02, eta: 2:36:32, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6863, top5_acc: 0.8793, loss_cls: 1.2030, loss: 1.2030, grad_norm: 2.7222, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.1519, loss/aux0: 1.1519, top1_acc/aux1: 0.7215, top5_acc/aux1: 0.8917, loss_cls/aux1: 1.0890, loss/aux1: 1.0890, top1_acc/aux2: 0.6559, top5_acc/aux2: 0.8608, loss_cls/aux2: 1.3810, loss/aux2: 1.3810 2020-10-27 02:48:50,495 - mmaction - INFO - Epoch [219][40/264] lr: 2.402e-02, eta: 2:36:13, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6958, top5_acc: 0.8823, loss_cls: 1.1912, loss: 1.1912, grad_norm: 2.6041, top1_acc/aux0: 0.7024, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.1597, loss/aux0: 1.1597, top1_acc/aux1: 0.7090, top5_acc/aux1: 0.8861, loss_cls/aux1: 1.1393, loss/aux1: 1.1393, top1_acc/aux2: 0.6564, top5_acc/aux2: 0.8540, loss_cls/aux2: 1.3728, loss/aux2: 1.3728 2020-10-27 02:49:37,737 - mmaction - INFO - Epoch [219][60/264] lr: 2.402e-02, eta: 2:35:54, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6891, top5_acc: 0.8707, loss_cls: 1.2280, loss: 1.2280, grad_norm: 2.6209, top1_acc/aux0: 0.6951, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1821, loss/aux0: 1.1821, top1_acc/aux1: 0.6937, top5_acc/aux1: 0.8806, loss_cls/aux1: 1.1868, loss/aux1: 1.1868, top1_acc/aux2: 0.6613, top5_acc/aux2: 0.8563, loss_cls/aux2: 1.3296, loss/aux2: 1.3296 2020-10-27 02:50:24,921 - mmaction - INFO - Epoch [219][80/264] lr: 2.402e-02, eta: 2:35:35, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7073, top5_acc: 0.8833, loss_cls: 1.1721, loss: 1.1721, grad_norm: 2.6519, top1_acc/aux0: 0.6993, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1617, loss/aux0: 1.1617, top1_acc/aux1: 0.7010, top5_acc/aux1: 0.8825, loss_cls/aux1: 1.1698, loss/aux1: 1.1698, top1_acc/aux2: 0.6533, top5_acc/aux2: 0.8536, loss_cls/aux2: 1.3515, loss/aux2: 1.3515 2020-10-27 02:51:12,462 - mmaction - INFO - Epoch [219][100/264] lr: 2.402e-02, eta: 2:35:17, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6870, top5_acc: 0.8781, loss_cls: 1.2191, loss: 1.2191, grad_norm: 2.6703, top1_acc/aux0: 0.7148, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.1211, loss/aux0: 1.1211, top1_acc/aux1: 0.7115, top5_acc/aux1: 0.8873, loss_cls/aux1: 1.1585, loss/aux1: 1.1585, top1_acc/aux2: 0.6540, top5_acc/aux2: 0.8526, loss_cls/aux2: 1.3671, loss/aux2: 1.3671 2020-10-27 02:52:00,247 - mmaction - INFO - Epoch [219][120/264] lr: 2.402e-02, eta: 2:34:58, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.6875, top5_acc: 0.8760, loss_cls: 1.2162, loss: 1.2162, grad_norm: 2.6604, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.8944, loss_cls/aux0: 1.1275, loss/aux0: 1.1275, top1_acc/aux1: 0.7047, top5_acc/aux1: 0.8837, loss_cls/aux1: 1.1866, loss/aux1: 1.1866, top1_acc/aux2: 0.6611, top5_acc/aux2: 0.8627, loss_cls/aux2: 1.3324, loss/aux2: 1.3324 2020-10-27 02:52:47,412 - mmaction - INFO - Epoch [219][140/264] lr: 2.402e-02, eta: 2:34:39, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6929, top5_acc: 0.8712, loss_cls: 1.2070, loss: 1.2070, grad_norm: 2.6692, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1174, loss/aux0: 1.1174, top1_acc/aux1: 0.6988, top5_acc/aux1: 0.8845, loss_cls/aux1: 1.1925, loss/aux1: 1.1925, top1_acc/aux2: 0.6505, top5_acc/aux2: 0.8491, loss_cls/aux2: 1.3868, loss/aux2: 1.3868 2020-10-27 02:53:34,627 - mmaction - INFO - Epoch [219][160/264] lr: 2.402e-02, eta: 2:34:20, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6903, top5_acc: 0.8734, loss_cls: 1.2502, loss: 1.2502, grad_norm: 2.6946, top1_acc/aux0: 0.7168, top5_acc/aux0: 0.8931, loss_cls/aux0: 1.1212, loss/aux0: 1.1212, top1_acc/aux1: 0.6993, top5_acc/aux1: 0.8922, loss_cls/aux1: 1.1773, loss/aux1: 1.1773, top1_acc/aux2: 0.6500, top5_acc/aux2: 0.8469, loss_cls/aux2: 1.4021, loss/aux2: 1.4021 2020-10-27 02:54:22,271 - mmaction - INFO - Epoch [219][180/264] lr: 2.402e-02, eta: 2:34:02, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.6865, top5_acc: 0.8727, loss_cls: 1.2444, loss: 1.2444, grad_norm: 2.6925, top1_acc/aux0: 0.7069, top5_acc/aux0: 0.8877, loss_cls/aux0: 1.1614, loss/aux0: 1.1614, top1_acc/aux1: 0.6979, top5_acc/aux1: 0.8859, loss_cls/aux1: 1.1789, loss/aux1: 1.1789, top1_acc/aux2: 0.6493, top5_acc/aux2: 0.8554, loss_cls/aux2: 1.3816, loss/aux2: 1.3816 2020-10-27 02:55:09,640 - mmaction - INFO - Epoch [219][200/264] lr: 2.402e-02, eta: 2:33:43, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6859, top5_acc: 0.8741, loss_cls: 1.2367, loss: 1.2367, grad_norm: 2.6829, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8910, loss_cls/aux0: 1.1533, loss/aux0: 1.1533, top1_acc/aux1: 0.7043, top5_acc/aux1: 0.8819, loss_cls/aux1: 1.1793, loss/aux1: 1.1793, top1_acc/aux2: 0.6444, top5_acc/aux2: 0.8507, loss_cls/aux2: 1.4085, loss/aux2: 1.4085 2020-10-27 02:55:56,949 - mmaction - INFO - Epoch [219][220/264] lr: 2.402e-02, eta: 2:33:24, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6899, top5_acc: 0.8740, loss_cls: 1.2320, loss: 1.2320, grad_norm: 2.6648, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1493, loss/aux0: 1.1493, top1_acc/aux1: 0.6969, top5_acc/aux1: 0.8774, loss_cls/aux1: 1.2302, loss/aux1: 1.2302, top1_acc/aux2: 0.6470, top5_acc/aux2: 0.8550, loss_cls/aux2: 1.3948, loss/aux2: 1.3948 2020-10-27 02:56:44,066 - mmaction - INFO - Epoch [219][240/264] lr: 2.402e-02, eta: 2:33:05, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6807, top5_acc: 0.8762, loss_cls: 1.2415, loss: 1.2415, grad_norm: 2.6904, top1_acc/aux0: 0.6917, top5_acc/aux0: 0.8892, loss_cls/aux0: 1.1808, loss/aux0: 1.1808, top1_acc/aux1: 0.6865, top5_acc/aux1: 0.8776, loss_cls/aux1: 1.2447, loss/aux1: 1.2447, top1_acc/aux2: 0.6460, top5_acc/aux2: 0.8590, loss_cls/aux2: 1.3812, loss/aux2: 1.3812 2020-10-27 02:57:31,956 - mmaction - INFO - Epoch [219][260/264] lr: 2.402e-02, eta: 2:32:47, time: 0.968, data_time: 0.000, memory: 8466, top1_acc: 0.6918, top5_acc: 0.8792, loss_cls: 1.2042, loss: 1.2042, grad_norm: 2.7023, top1_acc/aux0: 0.6991, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1576, loss/aux0: 1.1576, top1_acc/aux1: 0.6984, top5_acc/aux1: 0.8851, loss_cls/aux1: 1.1827, loss/aux1: 1.1827, top1_acc/aux2: 0.6491, top5_acc/aux2: 0.8550, loss_cls/aux2: 1.3786, loss/aux2: 1.3786 2020-10-27 03:02:13,849 - mmaction - INFO - Epoch [220][20/264] lr: 2.280e-02, eta: 2:32:24, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7085, top5_acc: 0.8783, loss_cls: 1.1781, loss: 1.1781, grad_norm: 2.6503, top1_acc/aux0: 0.6986, top5_acc/aux0: 0.8819, loss_cls/aux0: 1.1989, loss/aux0: 1.1989, top1_acc/aux1: 0.6969, top5_acc/aux1: 0.8865, loss_cls/aux1: 1.1671, loss/aux1: 1.1671, top1_acc/aux2: 0.6556, top5_acc/aux2: 0.8594, loss_cls/aux2: 1.3384, loss/aux2: 1.3384 2020-10-27 03:03:01,097 - mmaction - INFO - Epoch [220][40/264] lr: 2.280e-02, eta: 2:32:05, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6931, top5_acc: 0.8743, loss_cls: 1.2221, loss: 1.2221, grad_norm: 2.6567, top1_acc/aux0: 0.7003, top5_acc/aux0: 0.8811, loss_cls/aux0: 1.1884, loss/aux0: 1.1884, top1_acc/aux1: 0.6957, top5_acc/aux1: 0.8825, loss_cls/aux1: 1.1937, loss/aux1: 1.1937, top1_acc/aux2: 0.6561, top5_acc/aux2: 0.8524, loss_cls/aux2: 1.3577, loss/aux2: 1.3577 2020-10-27 03:03:48,132 - mmaction - INFO - Epoch [220][60/264] lr: 2.280e-02, eta: 2:31:46, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6951, top5_acc: 0.8839, loss_cls: 1.1739, loss: 1.1739, grad_norm: 2.7525, top1_acc/aux0: 0.7089, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1565, loss/aux0: 1.1565, top1_acc/aux1: 0.6958, top5_acc/aux1: 0.8811, loss_cls/aux1: 1.1935, loss/aux1: 1.1935, top1_acc/aux2: 0.6552, top5_acc/aux2: 0.8502, loss_cls/aux2: 1.3609, loss/aux2: 1.3609 2020-10-27 03:04:35,479 - mmaction - INFO - Epoch [220][80/264] lr: 2.280e-02, eta: 2:31:27, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.6969, top5_acc: 0.8661, loss_cls: 1.2227, loss: 1.2227, grad_norm: 2.6274, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.8946, loss_cls/aux0: 1.1264, loss/aux0: 1.1264, top1_acc/aux1: 0.7000, top5_acc/aux1: 0.8809, loss_cls/aux1: 1.1802, loss/aux1: 1.1802, top1_acc/aux2: 0.6552, top5_acc/aux2: 0.8545, loss_cls/aux2: 1.3447, loss/aux2: 1.3447 2020-10-27 03:05:22,848 - mmaction - INFO - Epoch [220][100/264] lr: 2.280e-02, eta: 2:31:09, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.7050, top5_acc: 0.8807, loss_cls: 1.1736, loss: 1.1736, grad_norm: 2.6583, top1_acc/aux0: 0.7191, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.1146, loss/aux0: 1.1146, top1_acc/aux1: 0.7035, top5_acc/aux1: 0.8811, loss_cls/aux1: 1.1763, loss/aux1: 1.1763, top1_acc/aux2: 0.6608, top5_acc/aux2: 0.8589, loss_cls/aux2: 1.3394, loss/aux2: 1.3394 2020-10-27 03:06:10,351 - mmaction - INFO - Epoch [220][120/264] lr: 2.280e-02, eta: 2:30:50, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6960, top5_acc: 0.8717, loss_cls: 1.2254, loss: 1.2254, grad_norm: 2.6734, top1_acc/aux0: 0.7174, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.1127, loss/aux0: 1.1127, top1_acc/aux1: 0.7016, top5_acc/aux1: 0.8818, loss_cls/aux1: 1.1739, loss/aux1: 1.1739, top1_acc/aux2: 0.6592, top5_acc/aux2: 0.8540, loss_cls/aux2: 1.3610, loss/aux2: 1.3610 2020-10-27 03:06:58,511 - mmaction - INFO - Epoch [220][140/264] lr: 2.280e-02, eta: 2:30:31, time: 0.986, data_time: 0.000, memory: 8466, top1_acc: 0.6910, top5_acc: 0.8686, loss_cls: 1.2221, loss: 1.2221, grad_norm: 2.6889, top1_acc/aux0: 0.7082, top5_acc/aux0: 0.8939, loss_cls/aux0: 1.1503, loss/aux0: 1.1503, top1_acc/aux1: 0.6970, top5_acc/aux1: 0.8806, loss_cls/aux1: 1.1879, loss/aux1: 1.1879, top1_acc/aux2: 0.6557, top5_acc/aux2: 0.8528, loss_cls/aux2: 1.3728, loss/aux2: 1.3728 2020-10-27 03:07:45,734 - mmaction - INFO - Epoch [220][160/264] lr: 2.280e-02, eta: 2:30:13, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.6910, top5_acc: 0.8757, loss_cls: 1.2131, loss: 1.2131, grad_norm: 2.7066, top1_acc/aux0: 0.7012, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1565, loss/aux0: 1.1565, top1_acc/aux1: 0.7002, top5_acc/aux1: 0.8828, loss_cls/aux1: 1.1804, loss/aux1: 1.1804, top1_acc/aux2: 0.6597, top5_acc/aux2: 0.8660, loss_cls/aux2: 1.3210, loss/aux2: 1.3210 2020-10-27 03:08:32,982 - mmaction - INFO - Epoch [220][180/264] lr: 2.280e-02, eta: 2:29:54, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6995, top5_acc: 0.8806, loss_cls: 1.1964, loss: 1.1964, grad_norm: 2.6747, top1_acc/aux0: 0.7076, top5_acc/aux0: 0.8903, loss_cls/aux0: 1.1305, loss/aux0: 1.1305, top1_acc/aux1: 0.7069, top5_acc/aux1: 0.8877, loss_cls/aux1: 1.1640, loss/aux1: 1.1640, top1_acc/aux2: 0.6599, top5_acc/aux2: 0.8646, loss_cls/aux2: 1.3104, loss/aux2: 1.3104 2020-10-27 03:09:20,259 - mmaction - INFO - Epoch [220][200/264] lr: 2.280e-02, eta: 2:29:35, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.6861, top5_acc: 0.8719, loss_cls: 1.2454, loss: 1.2454, grad_norm: 2.7619, top1_acc/aux0: 0.7045, top5_acc/aux0: 0.8899, loss_cls/aux0: 1.1448, loss/aux0: 1.1448, top1_acc/aux1: 0.7009, top5_acc/aux1: 0.8845, loss_cls/aux1: 1.1800, loss/aux1: 1.1800, top1_acc/aux2: 0.6707, top5_acc/aux2: 0.8639, loss_cls/aux2: 1.2990, loss/aux2: 1.2990 2020-10-27 03:10:07,600 - mmaction - INFO - Epoch [220][220/264] lr: 2.280e-02, eta: 2:29:16, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.6969, top5_acc: 0.8729, loss_cls: 1.2193, loss: 1.2193, grad_norm: 2.7119, top1_acc/aux0: 0.7094, top5_acc/aux0: 0.8908, loss_cls/aux0: 1.1453, loss/aux0: 1.1453, top1_acc/aux1: 0.7009, top5_acc/aux1: 0.8870, loss_cls/aux1: 1.1644, loss/aux1: 1.1644, top1_acc/aux2: 0.6705, top5_acc/aux2: 0.8606, loss_cls/aux2: 1.3089, loss/aux2: 1.3089 2020-10-27 03:10:54,955 - mmaction - INFO - Epoch [220][240/264] lr: 2.280e-02, eta: 2:28:58, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7016, top5_acc: 0.8792, loss_cls: 1.1627, loss: 1.1627, grad_norm: 2.7101, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.1549, loss/aux0: 1.1549, top1_acc/aux1: 0.7071, top5_acc/aux1: 0.8891, loss_cls/aux1: 1.1619, loss/aux1: 1.1619, top1_acc/aux2: 0.6618, top5_acc/aux2: 0.8550, loss_cls/aux2: 1.3411, loss/aux2: 1.3411 2020-10-27 03:11:42,112 - mmaction - INFO - Epoch [220][260/264] lr: 2.280e-02, eta: 2:28:39, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6830, top5_acc: 0.8792, loss_cls: 1.2189, loss: 1.2189, grad_norm: 2.7253, top1_acc/aux0: 0.7049, top5_acc/aux0: 0.8832, loss_cls/aux0: 1.1672, loss/aux0: 1.1672, top1_acc/aux1: 0.7111, top5_acc/aux1: 0.8832, loss_cls/aux1: 1.1687, loss/aux1: 1.1687, top1_acc/aux2: 0.6573, top5_acc/aux2: 0.8507, loss_cls/aux2: 1.3661, loss/aux2: 1.3661 2020-10-27 03:15:49,376 - mmaction - INFO - Epoch [221][20/264] lr: 2.160e-02, eta: 2:28:16, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.7005, top5_acc: 0.8776, loss_cls: 1.1940, loss: 1.1940, grad_norm: 2.7350, top1_acc/aux0: 0.7066, top5_acc/aux0: 0.8913, loss_cls/aux0: 1.1534, loss/aux0: 1.1534, top1_acc/aux1: 0.6965, top5_acc/aux1: 0.8823, loss_cls/aux1: 1.1980, loss/aux1: 1.1980, top1_acc/aux2: 0.6618, top5_acc/aux2: 0.8528, loss_cls/aux2: 1.3505, loss/aux2: 1.3505 2020-10-27 03:16:36,378 - mmaction - INFO - Epoch [221][40/264] lr: 2.160e-02, eta: 2:27:57, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7005, top5_acc: 0.8868, loss_cls: 1.1609, loss: 1.1609, grad_norm: 2.6496, top1_acc/aux0: 0.7045, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1605, loss/aux0: 1.1605, top1_acc/aux1: 0.7028, top5_acc/aux1: 0.8823, loss_cls/aux1: 1.1785, loss/aux1: 1.1785, top1_acc/aux2: 0.6609, top5_acc/aux2: 0.8575, loss_cls/aux2: 1.3278, loss/aux2: 1.3278 2020-10-27 03:17:23,576 - mmaction - INFO - Epoch [221][60/264] lr: 2.160e-02, eta: 2:27:38, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.6917, top5_acc: 0.8769, loss_cls: 1.2065, loss: 1.2065, grad_norm: 2.6817, top1_acc/aux0: 0.7137, top5_acc/aux0: 0.8939, loss_cls/aux0: 1.1444, loss/aux0: 1.1444, top1_acc/aux1: 0.7104, top5_acc/aux1: 0.8856, loss_cls/aux1: 1.1576, loss/aux1: 1.1576, top1_acc/aux2: 0.6623, top5_acc/aux2: 0.8608, loss_cls/aux2: 1.3109, loss/aux2: 1.3109 2020-10-27 03:18:11,095 - mmaction - INFO - Epoch [221][80/264] lr: 2.160e-02, eta: 2:27:20, time: 0.963, data_time: 0.000, memory: 8466, top1_acc: 0.7059, top5_acc: 0.8845, loss_cls: 1.1517, loss: 1.1517, grad_norm: 2.6871, top1_acc/aux0: 0.7226, top5_acc/aux0: 0.8960, loss_cls/aux0: 1.1138, loss/aux0: 1.1138, top1_acc/aux1: 0.7080, top5_acc/aux1: 0.8856, loss_cls/aux1: 1.1679, loss/aux1: 1.1679, top1_acc/aux2: 0.6686, top5_acc/aux2: 0.8609, loss_cls/aux2: 1.3127, loss/aux2: 1.3127 2020-10-27 03:18:58,426 - mmaction - INFO - Epoch [221][100/264] lr: 2.160e-02, eta: 2:27:01, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.6922, top5_acc: 0.8771, loss_cls: 1.2071, loss: 1.2071, grad_norm: 2.7289, top1_acc/aux0: 0.7123, top5_acc/aux0: 0.8931, loss_cls/aux0: 1.1260, loss/aux0: 1.1260, top1_acc/aux1: 0.6983, top5_acc/aux1: 0.8849, loss_cls/aux1: 1.1699, loss/aux1: 1.1699, top1_acc/aux2: 0.6658, top5_acc/aux2: 0.8569, loss_cls/aux2: 1.3306, loss/aux2: 1.3306 2020-10-27 03:19:45,728 - mmaction - INFO - Epoch [221][120/264] lr: 2.160e-02, eta: 2:26:42, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.7035, top5_acc: 0.8804, loss_cls: 1.1677, loss: 1.1677, grad_norm: 2.7517, top1_acc/aux0: 0.7050, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1441, loss/aux0: 1.1441, top1_acc/aux1: 0.6958, top5_acc/aux1: 0.8854, loss_cls/aux1: 1.1708, loss/aux1: 1.1708, top1_acc/aux2: 0.6660, top5_acc/aux2: 0.8569, loss_cls/aux2: 1.3470, loss/aux2: 1.3470 2020-10-27 03:20:33,164 - mmaction - INFO - Epoch [221][140/264] lr: 2.160e-02, eta: 2:26:24, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.6908, top5_acc: 0.8740, loss_cls: 1.2095, loss: 1.2095, grad_norm: 2.7389, top1_acc/aux0: 0.7082, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.1490, loss/aux0: 1.1490, top1_acc/aux1: 0.6988, top5_acc/aux1: 0.8816, loss_cls/aux1: 1.1821, loss/aux1: 1.1821, top1_acc/aux2: 0.6700, top5_acc/aux2: 0.8656, loss_cls/aux2: 1.3135, loss/aux2: 1.3135 2020-10-27 03:21:20,321 - mmaction - INFO - Epoch [221][160/264] lr: 2.160e-02, eta: 2:26:05, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6950, top5_acc: 0.8800, loss_cls: 1.1860, loss: 1.1860, grad_norm: 2.7189, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1292, loss/aux0: 1.1292, top1_acc/aux1: 0.6970, top5_acc/aux1: 0.8840, loss_cls/aux1: 1.1797, loss/aux1: 1.1797, top1_acc/aux2: 0.6653, top5_acc/aux2: 0.8642, loss_cls/aux2: 1.3074, loss/aux2: 1.3074 2020-10-27 03:22:07,937 - mmaction - INFO - Epoch [221][180/264] lr: 2.160e-02, eta: 2:25:46, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.6917, top5_acc: 0.8720, loss_cls: 1.2134, loss: 1.2134, grad_norm: 2.7319, top1_acc/aux0: 0.7267, top5_acc/aux0: 0.8960, loss_cls/aux0: 1.0899, loss/aux0: 1.0899, top1_acc/aux1: 0.7023, top5_acc/aux1: 0.8842, loss_cls/aux1: 1.1752, loss/aux1: 1.1752, top1_acc/aux2: 0.6618, top5_acc/aux2: 0.8595, loss_cls/aux2: 1.3376, loss/aux2: 1.3376 2020-10-27 03:22:55,503 - mmaction - INFO - Epoch [221][200/264] lr: 2.160e-02, eta: 2:25:27, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.6934, top5_acc: 0.8774, loss_cls: 1.2064, loss: 1.2064, grad_norm: 2.7408, top1_acc/aux0: 0.7174, top5_acc/aux0: 0.8925, loss_cls/aux0: 1.1220, loss/aux0: 1.1220, top1_acc/aux1: 0.7111, top5_acc/aux1: 0.8806, loss_cls/aux1: 1.1843, loss/aux1: 1.1843, top1_acc/aux2: 0.6637, top5_acc/aux2: 0.8611, loss_cls/aux2: 1.3405, loss/aux2: 1.3405 2020-10-27 03:23:43,023 - mmaction - INFO - Epoch [221][220/264] lr: 2.160e-02, eta: 2:25:09, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6894, top5_acc: 0.8738, loss_cls: 1.2245, loss: 1.2245, grad_norm: 2.6713, top1_acc/aux0: 0.7038, top5_acc/aux0: 0.8845, loss_cls/aux0: 1.1759, loss/aux0: 1.1759, top1_acc/aux1: 0.7099, top5_acc/aux1: 0.8821, loss_cls/aux1: 1.1954, loss/aux1: 1.1954, top1_acc/aux2: 0.6606, top5_acc/aux2: 0.8582, loss_cls/aux2: 1.3499, loss/aux2: 1.3499 2020-10-27 03:24:30,756 - mmaction - INFO - Epoch [221][240/264] lr: 2.160e-02, eta: 2:24:50, time: 0.965, data_time: 0.000, memory: 8466, top1_acc: 0.6967, top5_acc: 0.8783, loss_cls: 1.2007, loss: 1.2007, grad_norm: 2.6861, top1_acc/aux0: 0.7123, top5_acc/aux0: 0.8856, loss_cls/aux0: 1.1352, loss/aux0: 1.1352, top1_acc/aux1: 0.7068, top5_acc/aux1: 0.8865, loss_cls/aux1: 1.1662, loss/aux1: 1.1662, top1_acc/aux2: 0.6616, top5_acc/aux2: 0.8589, loss_cls/aux2: 1.3249, loss/aux2: 1.3249 2020-10-27 03:25:18,468 - mmaction - INFO - Epoch [221][260/264] lr: 2.160e-02, eta: 2:24:31, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6943, top5_acc: 0.8781, loss_cls: 1.1850, loss: 1.1850, grad_norm: 2.7881, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.1203, loss/aux0: 1.1203, top1_acc/aux1: 0.7066, top5_acc/aux1: 0.8903, loss_cls/aux1: 1.1281, loss/aux1: 1.1281, top1_acc/aux2: 0.6674, top5_acc/aux2: 0.8601, loss_cls/aux2: 1.3048, loss/aux2: 1.3048 2020-10-27 03:29:50,526 - mmaction - INFO - Epoch [222][20/264] lr: 2.044e-02, eta: 2:24:08, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7122, top5_acc: 0.8832, loss_cls: 1.1454, loss: 1.1454, grad_norm: 2.7598, top1_acc/aux0: 0.7080, top5_acc/aux0: 0.8851, loss_cls/aux0: 1.1663, loss/aux0: 1.1663, top1_acc/aux1: 0.7059, top5_acc/aux1: 0.8858, loss_cls/aux1: 1.1415, loss/aux1: 1.1415, top1_acc/aux2: 0.6649, top5_acc/aux2: 0.8587, loss_cls/aux2: 1.3251, loss/aux2: 1.3251 2020-10-27 03:30:38,675 - mmaction - INFO - Epoch [222][40/264] lr: 2.044e-02, eta: 2:23:49, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7042, top5_acc: 0.8813, loss_cls: 1.1427, loss: 1.1427, grad_norm: 2.7780, top1_acc/aux0: 0.7056, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1521, loss/aux0: 1.1521, top1_acc/aux1: 0.7097, top5_acc/aux1: 0.8891, loss_cls/aux1: 1.1318, loss/aux1: 1.1318, top1_acc/aux2: 0.6625, top5_acc/aux2: 0.8585, loss_cls/aux2: 1.3301, loss/aux2: 1.3301 2020-10-27 03:31:26,313 - mmaction - INFO - Epoch [222][60/264] lr: 2.044e-02, eta: 2:23:31, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7108, top5_acc: 0.8892, loss_cls: 1.1401, loss: 1.1401, grad_norm: 2.7185, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1316, loss/aux0: 1.1316, top1_acc/aux1: 0.7061, top5_acc/aux1: 0.8878, loss_cls/aux1: 1.1540, loss/aux1: 1.1540, top1_acc/aux2: 0.6649, top5_acc/aux2: 0.8628, loss_cls/aux2: 1.3186, loss/aux2: 1.3186 2020-10-27 03:32:13,882 - mmaction - INFO - Epoch [222][80/264] lr: 2.044e-02, eta: 2:23:12, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.6905, top5_acc: 0.8726, loss_cls: 1.2306, loss: 1.2306, grad_norm: 2.7271, top1_acc/aux0: 0.7163, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1240, loss/aux0: 1.1240, top1_acc/aux1: 0.7005, top5_acc/aux1: 0.8863, loss_cls/aux1: 1.1686, loss/aux1: 1.1686, top1_acc/aux2: 0.6707, top5_acc/aux2: 0.8616, loss_cls/aux2: 1.3093, loss/aux2: 1.3093 2020-10-27 03:33:01,352 - mmaction - INFO - Epoch [222][100/264] lr: 2.044e-02, eta: 2:22:53, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7073, top5_acc: 0.8774, loss_cls: 1.1612, loss: 1.1612, grad_norm: 2.7314, top1_acc/aux0: 0.7165, top5_acc/aux0: 0.8988, loss_cls/aux0: 1.0888, loss/aux0: 1.0888, top1_acc/aux1: 0.7102, top5_acc/aux1: 0.8929, loss_cls/aux1: 1.1239, loss/aux1: 1.1239, top1_acc/aux2: 0.6760, top5_acc/aux2: 0.8580, loss_cls/aux2: 1.3064, loss/aux2: 1.3064 2020-10-27 03:33:48,996 - mmaction - INFO - Epoch [222][120/264] lr: 2.044e-02, eta: 2:22:35, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7083, top5_acc: 0.8833, loss_cls: 1.1604, loss: 1.1604, grad_norm: 2.7400, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.8962, loss_cls/aux0: 1.0923, loss/aux0: 1.0923, top1_acc/aux1: 0.7153, top5_acc/aux1: 0.8878, loss_cls/aux1: 1.1394, loss/aux1: 1.1394, top1_acc/aux2: 0.6701, top5_acc/aux2: 0.8601, loss_cls/aux2: 1.3117, loss/aux2: 1.3117 2020-10-27 03:34:36,296 - mmaction - INFO - Epoch [222][140/264] lr: 2.044e-02, eta: 2:22:16, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.7030, top5_acc: 0.8819, loss_cls: 1.1572, loss: 1.1572, grad_norm: 2.7226, top1_acc/aux0: 0.7134, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.1087, loss/aux0: 1.1087, top1_acc/aux1: 0.7106, top5_acc/aux1: 0.8845, loss_cls/aux1: 1.1601, loss/aux1: 1.1601, top1_acc/aux2: 0.6580, top5_acc/aux2: 0.8590, loss_cls/aux2: 1.3353, loss/aux2: 1.3353 2020-10-27 03:35:23,925 - mmaction - INFO - Epoch [222][160/264] lr: 2.044e-02, eta: 2:21:57, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7080, top5_acc: 0.8804, loss_cls: 1.1869, loss: 1.1869, grad_norm: 2.7278, top1_acc/aux0: 0.7155, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1033, loss/aux0: 1.1033, top1_acc/aux1: 0.7047, top5_acc/aux1: 0.8877, loss_cls/aux1: 1.1436, loss/aux1: 1.1436, top1_acc/aux2: 0.6568, top5_acc/aux2: 0.8582, loss_cls/aux2: 1.3414, loss/aux2: 1.3414 2020-10-27 03:36:11,332 - mmaction - INFO - Epoch [222][180/264] lr: 2.044e-02, eta: 2:21:38, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7019, top5_acc: 0.8736, loss_cls: 1.1981, loss: 1.1981, grad_norm: 2.7369, top1_acc/aux0: 0.7134, top5_acc/aux0: 0.8946, loss_cls/aux0: 1.1185, loss/aux0: 1.1185, top1_acc/aux1: 0.7082, top5_acc/aux1: 0.8880, loss_cls/aux1: 1.1287, loss/aux1: 1.1287, top1_acc/aux2: 0.6556, top5_acc/aux2: 0.8580, loss_cls/aux2: 1.3436, loss/aux2: 1.3436 2020-10-27 03:36:58,870 - mmaction - INFO - Epoch [222][200/264] lr: 2.044e-02, eta: 2:21:20, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.6969, top5_acc: 0.8714, loss_cls: 1.1945, loss: 1.1945, grad_norm: 2.7950, top1_acc/aux0: 0.7128, top5_acc/aux0: 0.8983, loss_cls/aux0: 1.0967, loss/aux0: 1.0967, top1_acc/aux1: 0.7087, top5_acc/aux1: 0.8892, loss_cls/aux1: 1.1264, loss/aux1: 1.1264, top1_acc/aux2: 0.6592, top5_acc/aux2: 0.8606, loss_cls/aux2: 1.3338, loss/aux2: 1.3338 2020-10-27 03:37:46,658 - mmaction - INFO - Epoch [222][220/264] lr: 2.044e-02, eta: 2:21:01, time: 0.963, data_time: 0.000, memory: 8466, top1_acc: 0.7017, top5_acc: 0.8766, loss_cls: 1.1561, loss: 1.1561, grad_norm: 2.7345, top1_acc/aux0: 0.7082, top5_acc/aux0: 0.8889, loss_cls/aux0: 1.1545, loss/aux0: 1.1545, top1_acc/aux1: 0.7076, top5_acc/aux1: 0.8899, loss_cls/aux1: 1.1338, loss/aux1: 1.1338, top1_acc/aux2: 0.6677, top5_acc/aux2: 0.8639, loss_cls/aux2: 1.3071, loss/aux2: 1.3071 2020-10-27 03:38:34,284 - mmaction - INFO - Epoch [222][240/264] lr: 2.044e-02, eta: 2:20:42, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7026, top5_acc: 0.8778, loss_cls: 1.1804, loss: 1.1804, grad_norm: 2.7352, top1_acc/aux0: 0.7092, top5_acc/aux0: 0.8800, loss_cls/aux0: 1.1848, loss/aux0: 1.1848, top1_acc/aux1: 0.7056, top5_acc/aux1: 0.8868, loss_cls/aux1: 1.1547, loss/aux1: 1.1547, top1_acc/aux2: 0.6703, top5_acc/aux2: 0.8644, loss_cls/aux2: 1.2947, loss/aux2: 1.2947 2020-10-27 03:39:21,806 - mmaction - INFO - Epoch [222][260/264] lr: 2.044e-02, eta: 2:20:23, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.6932, top5_acc: 0.8802, loss_cls: 1.2018, loss: 1.2018, grad_norm: 2.7875, top1_acc/aux0: 0.7170, top5_acc/aux0: 0.8884, loss_cls/aux0: 1.1494, loss/aux0: 1.1494, top1_acc/aux1: 0.6957, top5_acc/aux1: 0.8811, loss_cls/aux1: 1.1892, loss/aux1: 1.1892, top1_acc/aux2: 0.6674, top5_acc/aux2: 0.8634, loss_cls/aux2: 1.3105, loss/aux2: 1.3105 2020-10-27 03:43:55,530 - mmaction - INFO - Epoch [223][20/264] lr: 1.930e-02, eta: 2:20:00, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7066, top5_acc: 0.8807, loss_cls: 1.1639, loss: 1.1639, grad_norm: 2.7781, top1_acc/aux0: 0.7080, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1211, loss/aux0: 1.1211, top1_acc/aux1: 0.7083, top5_acc/aux1: 0.8819, loss_cls/aux1: 1.1563, loss/aux1: 1.1563, top1_acc/aux2: 0.6729, top5_acc/aux2: 0.8753, loss_cls/aux2: 1.2609, loss/aux2: 1.2609 2020-10-27 03:44:42,724 - mmaction - INFO - Epoch [223][40/264] lr: 1.930e-02, eta: 2:19:42, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7163, top5_acc: 0.8851, loss_cls: 1.1190, loss: 1.1190, grad_norm: 2.6829, top1_acc/aux0: 0.7033, top5_acc/aux0: 0.8873, loss_cls/aux0: 1.1435, loss/aux0: 1.1435, top1_acc/aux1: 0.7104, top5_acc/aux1: 0.8856, loss_cls/aux1: 1.1494, loss/aux1: 1.1494, top1_acc/aux2: 0.6724, top5_acc/aux2: 0.8672, loss_cls/aux2: 1.2864, loss/aux2: 1.2864 2020-10-27 03:45:30,395 - mmaction - INFO - Epoch [223][60/264] lr: 1.930e-02, eta: 2:19:23, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.7127, top5_acc: 0.8861, loss_cls: 1.1445, loss: 1.1445, grad_norm: 2.7738, top1_acc/aux0: 0.7075, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1275, loss/aux0: 1.1275, top1_acc/aux1: 0.7108, top5_acc/aux1: 0.8910, loss_cls/aux1: 1.1471, loss/aux1: 1.1471, top1_acc/aux2: 0.6715, top5_acc/aux2: 0.8599, loss_cls/aux2: 1.3028, loss/aux2: 1.3028 2020-10-27 03:46:17,706 - mmaction - INFO - Epoch [223][80/264] lr: 1.930e-02, eta: 2:19:04, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6932, top5_acc: 0.8781, loss_cls: 1.1757, loss: 1.1757, grad_norm: 2.7692, top1_acc/aux0: 0.7168, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0999, loss/aux0: 1.0999, top1_acc/aux1: 0.7141, top5_acc/aux1: 0.8927, loss_cls/aux1: 1.1304, loss/aux1: 1.1304, top1_acc/aux2: 0.6675, top5_acc/aux2: 0.8592, loss_cls/aux2: 1.3196, loss/aux2: 1.3196 2020-10-27 03:47:04,935 - mmaction - INFO - Epoch [223][100/264] lr: 1.930e-02, eta: 2:18:45, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7017, top5_acc: 0.8773, loss_cls: 1.1867, loss: 1.1867, grad_norm: 2.7374, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8941, loss_cls/aux0: 1.1142, loss/aux0: 1.1142, top1_acc/aux1: 0.7148, top5_acc/aux1: 0.8863, loss_cls/aux1: 1.1269, loss/aux1: 1.1269, top1_acc/aux2: 0.6696, top5_acc/aux2: 0.8594, loss_cls/aux2: 1.3359, loss/aux2: 1.3359 2020-10-27 03:47:52,639 - mmaction - INFO - Epoch [223][120/264] lr: 1.930e-02, eta: 2:18:27, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.7069, top5_acc: 0.8915, loss_cls: 1.1382, loss: 1.1382, grad_norm: 2.7342, top1_acc/aux0: 0.7233, top5_acc/aux0: 0.8957, loss_cls/aux0: 1.1044, loss/aux0: 1.1044, top1_acc/aux1: 0.7085, top5_acc/aux1: 0.8873, loss_cls/aux1: 1.1442, loss/aux1: 1.1442, top1_acc/aux2: 0.6719, top5_acc/aux2: 0.8606, loss_cls/aux2: 1.3186, loss/aux2: 1.3186 2020-10-27 03:48:39,910 - mmaction - INFO - Epoch [223][140/264] lr: 1.930e-02, eta: 2:18:08, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6948, top5_acc: 0.8738, loss_cls: 1.2008, loss: 1.2008, grad_norm: 2.7283, top1_acc/aux0: 0.7179, top5_acc/aux0: 0.8946, loss_cls/aux0: 1.1106, loss/aux0: 1.1106, top1_acc/aux1: 0.7094, top5_acc/aux1: 0.8944, loss_cls/aux1: 1.1426, loss/aux1: 1.1426, top1_acc/aux2: 0.6656, top5_acc/aux2: 0.8568, loss_cls/aux2: 1.3254, loss/aux2: 1.3254 2020-10-27 03:49:27,351 - mmaction - INFO - Epoch [223][160/264] lr: 1.930e-02, eta: 2:17:49, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6976, top5_acc: 0.8809, loss_cls: 1.1646, loss: 1.1646, grad_norm: 2.8177, top1_acc/aux0: 0.7087, top5_acc/aux0: 0.8903, loss_cls/aux0: 1.1378, loss/aux0: 1.1378, top1_acc/aux1: 0.7106, top5_acc/aux1: 0.8957, loss_cls/aux1: 1.1354, loss/aux1: 1.1354, top1_acc/aux2: 0.6641, top5_acc/aux2: 0.8512, loss_cls/aux2: 1.3417, loss/aux2: 1.3417 2020-10-27 03:50:14,852 - mmaction - INFO - Epoch [223][180/264] lr: 1.930e-02, eta: 2:17:31, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.7099, top5_acc: 0.8832, loss_cls: 1.1431, loss: 1.1431, grad_norm: 2.8002, top1_acc/aux0: 0.7116, top5_acc/aux0: 0.8913, loss_cls/aux0: 1.1369, loss/aux0: 1.1369, top1_acc/aux1: 0.7142, top5_acc/aux1: 0.8913, loss_cls/aux1: 1.1317, loss/aux1: 1.1317, top1_acc/aux2: 0.6651, top5_acc/aux2: 0.8523, loss_cls/aux2: 1.3318, loss/aux2: 1.3318 2020-10-27 03:51:02,072 - mmaction - INFO - Epoch [223][200/264] lr: 1.930e-02, eta: 2:17:12, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7002, top5_acc: 0.8797, loss_cls: 1.1644, loss: 1.1644, grad_norm: 2.7319, top1_acc/aux0: 0.7191, top5_acc/aux0: 0.8957, loss_cls/aux0: 1.0979, loss/aux0: 1.0979, top1_acc/aux1: 0.7196, top5_acc/aux1: 0.8917, loss_cls/aux1: 1.1035, loss/aux1: 1.1035, top1_acc/aux2: 0.6653, top5_acc/aux2: 0.8556, loss_cls/aux2: 1.3342, loss/aux2: 1.3342 2020-10-27 03:51:49,735 - mmaction - INFO - Epoch [223][220/264] lr: 1.930e-02, eta: 2:16:53, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7059, top5_acc: 0.8753, loss_cls: 1.1840, loss: 1.1840, grad_norm: 2.7311, top1_acc/aux0: 0.7236, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0749, loss/aux0: 1.0749, top1_acc/aux1: 0.7182, top5_acc/aux1: 0.8906, loss_cls/aux1: 1.1017, loss/aux1: 1.1017, top1_acc/aux2: 0.6715, top5_acc/aux2: 0.8604, loss_cls/aux2: 1.3140, loss/aux2: 1.3140 2020-10-27 03:52:37,181 - mmaction - INFO - Epoch [223][240/264] lr: 1.930e-02, eta: 2:16:34, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.7069, top5_acc: 0.8837, loss_cls: 1.1446, loss: 1.1446, grad_norm: 2.7865, top1_acc/aux0: 0.7165, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1172, loss/aux0: 1.1172, top1_acc/aux1: 0.7200, top5_acc/aux1: 0.8872, loss_cls/aux1: 1.1191, loss/aux1: 1.1191, top1_acc/aux2: 0.6701, top5_acc/aux2: 0.8576, loss_cls/aux2: 1.3149, loss/aux2: 1.3149 2020-10-27 03:53:24,792 - mmaction - INFO - Epoch [223][260/264] lr: 1.930e-02, eta: 2:16:16, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7047, top5_acc: 0.8806, loss_cls: 1.1845, loss: 1.1845, grad_norm: 2.7657, top1_acc/aux0: 0.7080, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1565, loss/aux0: 1.1565, top1_acc/aux1: 0.7227, top5_acc/aux1: 0.8917, loss_cls/aux1: 1.1123, loss/aux1: 1.1123, top1_acc/aux2: 0.6658, top5_acc/aux2: 0.8528, loss_cls/aux2: 1.3364, loss/aux2: 1.3364 2020-10-27 03:58:13,722 - mmaction - INFO - Epoch [224][20/264] lr: 1.820e-02, eta: 2:15:53, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7141, top5_acc: 0.8826, loss_cls: 1.1373, loss: 1.1373, grad_norm: 2.7739, top1_acc/aux0: 0.7080, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1528, loss/aux0: 1.1528, top1_acc/aux1: 0.7128, top5_acc/aux1: 0.8993, loss_cls/aux1: 1.1017, loss/aux1: 1.1017, top1_acc/aux2: 0.6608, top5_acc/aux2: 0.8535, loss_cls/aux2: 1.3459, loss/aux2: 1.3459 2020-10-27 03:59:00,941 - mmaction - INFO - Epoch [224][40/264] lr: 1.820e-02, eta: 2:15:34, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7111, top5_acc: 0.8882, loss_cls: 1.1274, loss: 1.1274, grad_norm: 2.7510, top1_acc/aux0: 0.7132, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.1338, loss/aux0: 1.1338, top1_acc/aux1: 0.7075, top5_acc/aux1: 0.8944, loss_cls/aux1: 1.1303, loss/aux1: 1.1303, top1_acc/aux2: 0.6681, top5_acc/aux2: 0.8599, loss_cls/aux2: 1.3097, loss/aux2: 1.3097 2020-10-27 03:59:48,457 - mmaction - INFO - Epoch [224][60/264] lr: 1.820e-02, eta: 2:15:15, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.7155, top5_acc: 0.8842, loss_cls: 1.1318, loss: 1.1318, grad_norm: 2.7873, top1_acc/aux0: 0.7264, top5_acc/aux0: 0.9009, loss_cls/aux0: 1.0877, loss/aux0: 1.0877, top1_acc/aux1: 0.7087, top5_acc/aux1: 0.8899, loss_cls/aux1: 1.1426, loss/aux1: 1.1426, top1_acc/aux2: 0.6780, top5_acc/aux2: 0.8694, loss_cls/aux2: 1.2744, loss/aux2: 1.2744 2020-10-27 04:00:36,687 - mmaction - INFO - Epoch [224][80/264] lr: 1.820e-02, eta: 2:14:56, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7038, top5_acc: 0.8788, loss_cls: 1.1615, loss: 1.1615, grad_norm: 2.7258, top1_acc/aux0: 0.7210, top5_acc/aux0: 0.8920, loss_cls/aux0: 1.1066, loss/aux0: 1.1066, top1_acc/aux1: 0.7148, top5_acc/aux1: 0.8868, loss_cls/aux1: 1.1385, loss/aux1: 1.1385, top1_acc/aux2: 0.6802, top5_acc/aux2: 0.8686, loss_cls/aux2: 1.2710, loss/aux2: 1.2710 2020-10-27 04:01:23,943 - mmaction - INFO - Epoch [224][100/264] lr: 1.820e-02, eta: 2:14:38, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7128, top5_acc: 0.8863, loss_cls: 1.1449, loss: 1.1449, grad_norm: 2.7808, top1_acc/aux0: 0.7155, top5_acc/aux0: 0.8913, loss_cls/aux0: 1.1141, loss/aux0: 1.1141, top1_acc/aux1: 0.7116, top5_acc/aux1: 0.8889, loss_cls/aux1: 1.1338, loss/aux1: 1.1338, top1_acc/aux2: 0.6769, top5_acc/aux2: 0.8642, loss_cls/aux2: 1.2708, loss/aux2: 1.2708 2020-10-27 04:02:11,580 - mmaction - INFO - Epoch [224][120/264] lr: 1.820e-02, eta: 2:14:19, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.7156, top5_acc: 0.8887, loss_cls: 1.1289, loss: 1.1289, grad_norm: 2.7700, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.8946, loss_cls/aux0: 1.1033, loss/aux0: 1.1033, top1_acc/aux1: 0.7137, top5_acc/aux1: 0.8955, loss_cls/aux1: 1.1062, loss/aux1: 1.1062, top1_acc/aux2: 0.6793, top5_acc/aux2: 0.8646, loss_cls/aux2: 1.2729, loss/aux2: 1.2729 2020-10-27 04:02:58,720 - mmaction - INFO - Epoch [224][140/264] lr: 1.820e-02, eta: 2:14:00, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7132, top5_acc: 0.8868, loss_cls: 1.1522, loss: 1.1522, grad_norm: 2.7743, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.8931, loss_cls/aux0: 1.1238, loss/aux0: 1.1238, top1_acc/aux1: 0.7200, top5_acc/aux1: 0.8943, loss_cls/aux1: 1.1018, loss/aux1: 1.1018, top1_acc/aux2: 0.6793, top5_acc/aux2: 0.8653, loss_cls/aux2: 1.2726, loss/aux2: 1.2726 2020-10-27 04:03:46,311 - mmaction - INFO - Epoch [224][160/264] lr: 1.820e-02, eta: 2:13:41, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7030, top5_acc: 0.8806, loss_cls: 1.1663, loss: 1.1663, grad_norm: 2.8017, top1_acc/aux0: 0.7257, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.0915, loss/aux0: 1.0915, top1_acc/aux1: 0.7108, top5_acc/aux1: 0.8899, loss_cls/aux1: 1.1230, loss/aux1: 1.1230, top1_acc/aux2: 0.6752, top5_acc/aux2: 0.8674, loss_cls/aux2: 1.2695, loss/aux2: 1.2695 2020-10-27 04:04:33,744 - mmaction - INFO - Epoch [224][180/264] lr: 1.820e-02, eta: 2:13:23, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7035, top5_acc: 0.8788, loss_cls: 1.1763, loss: 1.1763, grad_norm: 2.8036, top1_acc/aux0: 0.7234, top5_acc/aux0: 0.8925, loss_cls/aux0: 1.1046, loss/aux0: 1.1046, top1_acc/aux1: 0.7042, top5_acc/aux1: 0.8878, loss_cls/aux1: 1.1311, loss/aux1: 1.1311, top1_acc/aux2: 0.6722, top5_acc/aux2: 0.8616, loss_cls/aux2: 1.2934, loss/aux2: 1.2934 2020-10-27 04:05:21,465 - mmaction - INFO - Epoch [224][200/264] lr: 1.820e-02, eta: 2:13:04, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7104, top5_acc: 0.8811, loss_cls: 1.1576, loss: 1.1576, grad_norm: 2.8488, top1_acc/aux0: 0.7083, top5_acc/aux0: 0.8894, loss_cls/aux0: 1.1640, loss/aux0: 1.1640, top1_acc/aux1: 0.7170, top5_acc/aux1: 0.8910, loss_cls/aux1: 1.1061, loss/aux1: 1.1061, top1_acc/aux2: 0.6686, top5_acc/aux2: 0.8582, loss_cls/aux2: 1.3199, loss/aux2: 1.3199 2020-10-27 04:06:09,072 - mmaction - INFO - Epoch [224][220/264] lr: 1.820e-02, eta: 2:12:45, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7125, top5_acc: 0.8906, loss_cls: 1.1219, loss: 1.1219, grad_norm: 2.8239, top1_acc/aux0: 0.7069, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.1423, loss/aux0: 1.1423, top1_acc/aux1: 0.7177, top5_acc/aux1: 0.8924, loss_cls/aux1: 1.1044, loss/aux1: 1.1044, top1_acc/aux2: 0.6726, top5_acc/aux2: 0.8668, loss_cls/aux2: 1.2807, loss/aux2: 1.2807 2020-10-27 04:06:56,850 - mmaction - INFO - Epoch [224][240/264] lr: 1.820e-02, eta: 2:12:26, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7208, top5_acc: 0.8863, loss_cls: 1.0985, loss: 1.0985, grad_norm: 2.8716, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.1363, loss/aux0: 1.1363, top1_acc/aux1: 0.7109, top5_acc/aux1: 0.8894, loss_cls/aux1: 1.1356, loss/aux1: 1.1356, top1_acc/aux2: 0.6762, top5_acc/aux2: 0.8658, loss_cls/aux2: 1.2723, loss/aux2: 1.2723 2020-10-27 04:07:44,408 - mmaction - INFO - Epoch [224][260/264] lr: 1.820e-02, eta: 2:12:08, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7083, top5_acc: 0.8818, loss_cls: 1.1445, loss: 1.1445, grad_norm: 2.7807, top1_acc/aux0: 0.7059, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1611, loss/aux0: 1.1611, top1_acc/aux1: 0.7177, top5_acc/aux1: 0.8910, loss_cls/aux1: 1.1330, loss/aux1: 1.1330, top1_acc/aux2: 0.6759, top5_acc/aux2: 0.8634, loss_cls/aux2: 1.2980, loss/aux2: 1.2980 2020-10-27 04:08:00,446 - mmaction - INFO - Saving checkpoint at 224 epochs 2020-10-27 04:08:57,904 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-27 04:08:58,006 - mmaction - INFO - top1_acc 0.7567 top5_acc 0.9206 2020-10-27 04:08:58,006 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-27 04:08:58,015 - mmaction - INFO - mean_acc 0.7567 2020-10-27 04:08:58,016 - mmaction - INFO - Now best checkpoint is epoch_224.pth 2020-10-27 04:08:58,163 - mmaction - INFO - Epoch(val) [224][264] top1_acc: 0.7567, top5_acc: 0.9206, mean_class_accuracy: 0.7567 2020-10-27 04:12:20,812 - mmaction - INFO - Epoch [225][20/264] lr: 1.713e-02, eta: 2:11:45, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7193, top5_acc: 0.8837, loss_cls: 1.1149, loss: 1.1149, grad_norm: 2.8015, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.8983, loss_cls/aux0: 1.0779, loss/aux0: 1.0779, top1_acc/aux1: 0.7240, top5_acc/aux1: 0.8882, loss_cls/aux1: 1.1081, loss/aux1: 1.1081, top1_acc/aux2: 0.6771, top5_acc/aux2: 0.8701, loss_cls/aux2: 1.2549, loss/aux2: 1.2549 2020-10-27 04:13:07,620 - mmaction - INFO - Epoch [225][40/264] lr: 1.713e-02, eta: 2:11:26, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7155, top5_acc: 0.8924, loss_cls: 1.0853, loss: 1.0853, grad_norm: 2.8035, top1_acc/aux0: 0.7220, top5_acc/aux0: 0.8991, loss_cls/aux0: 1.0826, loss/aux0: 1.0826, top1_acc/aux1: 0.7137, top5_acc/aux1: 0.8825, loss_cls/aux1: 1.1551, loss/aux1: 1.1551, top1_acc/aux2: 0.6705, top5_acc/aux2: 0.8668, loss_cls/aux2: 1.2818, loss/aux2: 1.2818 2020-10-27 04:13:54,999 - mmaction - INFO - Epoch [225][60/264] lr: 1.713e-02, eta: 2:11:07, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7161, top5_acc: 0.8813, loss_cls: 1.1332, loss: 1.1332, grad_norm: 2.7819, top1_acc/aux0: 0.7222, top5_acc/aux0: 0.9009, loss_cls/aux0: 1.0885, loss/aux0: 1.0885, top1_acc/aux1: 0.7115, top5_acc/aux1: 0.8847, loss_cls/aux1: 1.1611, loss/aux1: 1.1611, top1_acc/aux2: 0.6745, top5_acc/aux2: 0.8661, loss_cls/aux2: 1.2864, loss/aux2: 1.2864 2020-10-27 04:14:42,392 - mmaction - INFO - Epoch [225][80/264] lr: 1.713e-02, eta: 2:10:48, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7069, top5_acc: 0.8823, loss_cls: 1.1667, loss: 1.1667, grad_norm: 2.8901, top1_acc/aux0: 0.7217, top5_acc/aux0: 0.8950, loss_cls/aux0: 1.0990, loss/aux0: 1.0990, top1_acc/aux1: 0.7146, top5_acc/aux1: 0.8865, loss_cls/aux1: 1.1381, loss/aux1: 1.1381, top1_acc/aux2: 0.6889, top5_acc/aux2: 0.8720, loss_cls/aux2: 1.2534, loss/aux2: 1.2534 2020-10-27 04:15:29,815 - mmaction - INFO - Epoch [225][100/264] lr: 1.713e-02, eta: 2:10:30, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7050, top5_acc: 0.8851, loss_cls: 1.1570, loss: 1.1570, grad_norm: 2.8958, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1213, loss/aux0: 1.1213, top1_acc/aux1: 0.7113, top5_acc/aux1: 0.8828, loss_cls/aux1: 1.1359, loss/aux1: 1.1359, top1_acc/aux2: 0.6826, top5_acc/aux2: 0.8698, loss_cls/aux2: 1.2679, loss/aux2: 1.2679 2020-10-27 04:16:17,540 - mmaction - INFO - Epoch [225][120/264] lr: 1.713e-02, eta: 2:10:11, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.7160, top5_acc: 0.8901, loss_cls: 1.1160, loss: 1.1160, grad_norm: 2.8469, top1_acc/aux0: 0.7191, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0948, loss/aux0: 1.0948, top1_acc/aux1: 0.7163, top5_acc/aux1: 0.8891, loss_cls/aux1: 1.1009, loss/aux1: 1.1009, top1_acc/aux2: 0.6703, top5_acc/aux2: 0.8679, loss_cls/aux2: 1.3042, loss/aux2: 1.3042 2020-10-27 04:17:04,610 - mmaction - INFO - Epoch [225][140/264] lr: 1.713e-02, eta: 2:09:52, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7078, top5_acc: 0.8818, loss_cls: 1.1599, loss: 1.1599, grad_norm: 2.8561, top1_acc/aux0: 0.7273, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0688, loss/aux0: 1.0688, top1_acc/aux1: 0.7108, top5_acc/aux1: 0.8898, loss_cls/aux1: 1.1129, loss/aux1: 1.1129, top1_acc/aux2: 0.6712, top5_acc/aux2: 0.8705, loss_cls/aux2: 1.2889, loss/aux2: 1.2889 2020-10-27 04:17:51,976 - mmaction - INFO - Epoch [225][160/264] lr: 1.713e-02, eta: 2:09:34, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7139, top5_acc: 0.8929, loss_cls: 1.1100, loss: 1.1100, grad_norm: 2.8210, top1_acc/aux0: 0.7170, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1053, loss/aux0: 1.1053, top1_acc/aux1: 0.7089, top5_acc/aux1: 0.8896, loss_cls/aux1: 1.1186, loss/aux1: 1.1186, top1_acc/aux2: 0.6819, top5_acc/aux2: 0.8710, loss_cls/aux2: 1.2581, loss/aux2: 1.2581 2020-10-27 04:18:39,629 - mmaction - INFO - Epoch [225][180/264] lr: 1.713e-02, eta: 2:09:15, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7241, top5_acc: 0.8877, loss_cls: 1.0995, loss: 1.0995, grad_norm: 2.7727, top1_acc/aux0: 0.7207, top5_acc/aux0: 0.8950, loss_cls/aux0: 1.0988, loss/aux0: 1.0988, top1_acc/aux1: 0.7144, top5_acc/aux1: 0.8905, loss_cls/aux1: 1.1136, loss/aux1: 1.1136, top1_acc/aux2: 0.6767, top5_acc/aux2: 0.8672, loss_cls/aux2: 1.2825, loss/aux2: 1.2825 2020-10-27 04:19:27,402 - mmaction - INFO - Epoch [225][200/264] lr: 1.713e-02, eta: 2:08:56, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.7238, top5_acc: 0.8922, loss_cls: 1.0956, loss: 1.0956, grad_norm: 2.8281, top1_acc/aux0: 0.7250, top5_acc/aux0: 0.9043, loss_cls/aux0: 1.0678, loss/aux0: 1.0678, top1_acc/aux1: 0.7196, top5_acc/aux1: 0.8894, loss_cls/aux1: 1.1146, loss/aux1: 1.1146, top1_acc/aux2: 0.6748, top5_acc/aux2: 0.8665, loss_cls/aux2: 1.2794, loss/aux2: 1.2794 2020-10-27 04:20:14,958 - mmaction - INFO - Epoch [225][220/264] lr: 1.713e-02, eta: 2:08:37, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.7139, top5_acc: 0.8858, loss_cls: 1.1363, loss: 1.1363, grad_norm: 2.7811, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.9038, loss_cls/aux0: 1.0722, loss/aux0: 1.0722, top1_acc/aux1: 0.7222, top5_acc/aux1: 0.8920, loss_cls/aux1: 1.1127, loss/aux1: 1.1127, top1_acc/aux2: 0.6809, top5_acc/aux2: 0.8710, loss_cls/aux2: 1.2570, loss/aux2: 1.2570 2020-10-27 04:21:02,554 - mmaction - INFO - Epoch [225][240/264] lr: 1.713e-02, eta: 2:08:19, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7116, top5_acc: 0.8887, loss_cls: 1.1186, loss: 1.1186, grad_norm: 2.8410, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.8970, loss_cls/aux0: 1.0857, loss/aux0: 1.0857, top1_acc/aux1: 0.7191, top5_acc/aux1: 0.8934, loss_cls/aux1: 1.1172, loss/aux1: 1.1172, top1_acc/aux2: 0.6790, top5_acc/aux2: 0.8715, loss_cls/aux2: 1.2506, loss/aux2: 1.2506 2020-10-27 04:21:50,106 - mmaction - INFO - Epoch [225][260/264] lr: 1.713e-02, eta: 2:08:00, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7090, top5_acc: 0.8792, loss_cls: 1.1567, loss: 1.1567, grad_norm: 2.8825, top1_acc/aux0: 0.7250, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.0867, loss/aux0: 1.0867, top1_acc/aux1: 0.7224, top5_acc/aux1: 0.8892, loss_cls/aux1: 1.1074, loss/aux1: 1.1074, top1_acc/aux2: 0.6799, top5_acc/aux2: 0.8656, loss_cls/aux2: 1.2620, loss/aux2: 1.2620 2020-10-27 04:26:09,702 - mmaction - INFO - Epoch [226][20/264] lr: 1.609e-02, eta: 2:07:37, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7141, top5_acc: 0.8873, loss_cls: 1.0994, loss: 1.0994, grad_norm: 2.8528, top1_acc/aux0: 0.7264, top5_acc/aux0: 0.9087, loss_cls/aux0: 1.0410, loss/aux0: 1.0410, top1_acc/aux1: 0.7059, top5_acc/aux1: 0.8858, loss_cls/aux1: 1.1461, loss/aux1: 1.1461, top1_acc/aux2: 0.6861, top5_acc/aux2: 0.8667, loss_cls/aux2: 1.2458, loss/aux2: 1.2458 2020-10-27 04:26:56,626 - mmaction - INFO - Epoch [226][40/264] lr: 1.609e-02, eta: 2:07:18, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7255, top5_acc: 0.8964, loss_cls: 1.0668, loss: 1.0668, grad_norm: 2.8212, top1_acc/aux0: 0.7267, top5_acc/aux0: 0.9056, loss_cls/aux0: 1.0401, loss/aux0: 1.0401, top1_acc/aux1: 0.7092, top5_acc/aux1: 0.8877, loss_cls/aux1: 1.1522, loss/aux1: 1.1522, top1_acc/aux2: 0.6866, top5_acc/aux2: 0.8689, loss_cls/aux2: 1.2563, loss/aux2: 1.2563 2020-10-27 04:27:44,015 - mmaction - INFO - Epoch [226][60/264] lr: 1.609e-02, eta: 2:06:59, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7130, top5_acc: 0.8885, loss_cls: 1.1156, loss: 1.1156, grad_norm: 2.8439, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.8993, loss_cls/aux0: 1.0615, loss/aux0: 1.0615, top1_acc/aux1: 0.7217, top5_acc/aux1: 0.8944, loss_cls/aux1: 1.1063, loss/aux1: 1.1063, top1_acc/aux2: 0.6872, top5_acc/aux2: 0.8726, loss_cls/aux2: 1.2512, loss/aux2: 1.2512 2020-10-27 04:28:31,535 - mmaction - INFO - Epoch [226][80/264] lr: 1.609e-02, eta: 2:06:41, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.7247, top5_acc: 0.8939, loss_cls: 1.0742, loss: 1.0742, grad_norm: 2.8056, top1_acc/aux0: 0.7300, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0615, loss/aux0: 1.0615, top1_acc/aux1: 0.7219, top5_acc/aux1: 0.8936, loss_cls/aux1: 1.0944, loss/aux1: 1.0944, top1_acc/aux2: 0.6892, top5_acc/aux2: 0.8727, loss_cls/aux2: 1.2346, loss/aux2: 1.2346 2020-10-27 04:29:19,040 - mmaction - INFO - Epoch [226][100/264] lr: 1.609e-02, eta: 2:06:22, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7314, top5_acc: 0.8927, loss_cls: 1.0670, loss: 1.0670, grad_norm: 2.9161, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.8931, loss_cls/aux0: 1.0914, loss/aux0: 1.0914, top1_acc/aux1: 0.7165, top5_acc/aux1: 0.8941, loss_cls/aux1: 1.1071, loss/aux1: 1.1071, top1_acc/aux2: 0.6905, top5_acc/aux2: 0.8726, loss_cls/aux2: 1.2423, loss/aux2: 1.2423 2020-10-27 04:30:06,465 - mmaction - INFO - Epoch [226][120/264] lr: 1.609e-02, eta: 2:06:03, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7089, top5_acc: 0.8872, loss_cls: 1.1363, loss: 1.1363, grad_norm: 2.8710, top1_acc/aux0: 0.7196, top5_acc/aux0: 0.8925, loss_cls/aux0: 1.1077, loss/aux0: 1.1077, top1_acc/aux1: 0.7191, top5_acc/aux1: 0.8946, loss_cls/aux1: 1.1002, loss/aux1: 1.1002, top1_acc/aux2: 0.6950, top5_acc/aux2: 0.8729, loss_cls/aux2: 1.2366, loss/aux2: 1.2366 2020-10-27 04:30:54,774 - mmaction - INFO - Epoch [226][140/264] lr: 1.609e-02, eta: 2:05:44, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7194, top5_acc: 0.8854, loss_cls: 1.1136, loss: 1.1136, grad_norm: 2.8828, top1_acc/aux0: 0.7243, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0772, loss/aux0: 1.0772, top1_acc/aux1: 0.7259, top5_acc/aux1: 0.8934, loss_cls/aux1: 1.0869, loss/aux1: 1.0869, top1_acc/aux2: 0.6901, top5_acc/aux2: 0.8679, loss_cls/aux2: 1.2509, loss/aux2: 1.2509 2020-10-27 04:31:42,090 - mmaction - INFO - Epoch [226][160/264] lr: 1.609e-02, eta: 2:05:26, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7217, top5_acc: 0.8939, loss_cls: 1.0871, loss: 1.0871, grad_norm: 2.8910, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.9007, loss_cls/aux0: 1.0786, loss/aux0: 1.0786, top1_acc/aux1: 0.7316, top5_acc/aux1: 0.8915, loss_cls/aux1: 1.0826, loss/aux1: 1.0826, top1_acc/aux2: 0.6816, top5_acc/aux2: 0.8660, loss_cls/aux2: 1.2714, loss/aux2: 1.2714 2020-10-27 04:32:29,647 - mmaction - INFO - Epoch [226][180/264] lr: 1.609e-02, eta: 2:05:07, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.7215, top5_acc: 0.8955, loss_cls: 1.0757, loss: 1.0757, grad_norm: 2.8773, top1_acc/aux0: 0.7236, top5_acc/aux0: 0.9061, loss_cls/aux0: 1.0540, loss/aux0: 1.0540, top1_acc/aux1: 0.7262, top5_acc/aux1: 0.8918, loss_cls/aux1: 1.0907, loss/aux1: 1.0907, top1_acc/aux2: 0.6922, top5_acc/aux2: 0.8762, loss_cls/aux2: 1.2167, loss/aux2: 1.2167 2020-10-27 04:33:16,965 - mmaction - INFO - Epoch [226][200/264] lr: 1.609e-02, eta: 2:04:48, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7141, top5_acc: 0.8868, loss_cls: 1.1199, loss: 1.1199, grad_norm: 2.8990, top1_acc/aux0: 0.7368, top5_acc/aux0: 0.9082, loss_cls/aux0: 1.0203, loss/aux0: 1.0203, top1_acc/aux1: 0.7241, top5_acc/aux1: 0.8969, loss_cls/aux1: 1.0728, loss/aux1: 1.0728, top1_acc/aux2: 0.6965, top5_acc/aux2: 0.8750, loss_cls/aux2: 1.2161, loss/aux2: 1.2161 2020-10-27 04:34:04,475 - mmaction - INFO - Epoch [226][220/264] lr: 1.609e-02, eta: 2:04:30, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7148, top5_acc: 0.8932, loss_cls: 1.1153, loss: 1.1153, grad_norm: 2.8670, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9080, loss_cls/aux0: 1.0084, loss/aux0: 1.0084, top1_acc/aux1: 0.7241, top5_acc/aux1: 0.8974, loss_cls/aux1: 1.0699, loss/aux1: 1.0699, top1_acc/aux2: 0.6802, top5_acc/aux2: 0.8684, loss_cls/aux2: 1.2788, loss/aux2: 1.2788 2020-10-27 04:34:51,711 - mmaction - INFO - Epoch [226][240/264] lr: 1.609e-02, eta: 2:04:11, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7092, top5_acc: 0.8863, loss_cls: 1.1408, loss: 1.1408, grad_norm: 2.9215, top1_acc/aux0: 0.7333, top5_acc/aux0: 0.9024, loss_cls/aux0: 1.0412, loss/aux0: 1.0412, top1_acc/aux1: 0.7233, top5_acc/aux1: 0.8979, loss_cls/aux1: 1.0749, loss/aux1: 1.0749, top1_acc/aux2: 0.6762, top5_acc/aux2: 0.8724, loss_cls/aux2: 1.2757, loss/aux2: 1.2757 2020-10-27 04:35:39,250 - mmaction - INFO - Epoch [226][260/264] lr: 1.609e-02, eta: 2:03:52, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7118, top5_acc: 0.8840, loss_cls: 1.1297, loss: 1.1297, grad_norm: 2.8469, top1_acc/aux0: 0.7229, top5_acc/aux0: 0.8962, loss_cls/aux0: 1.0878, loss/aux0: 1.0878, top1_acc/aux1: 0.7299, top5_acc/aux1: 0.9002, loss_cls/aux1: 1.0664, loss/aux1: 1.0664, top1_acc/aux2: 0.6797, top5_acc/aux2: 0.8667, loss_cls/aux2: 1.2588, loss/aux2: 1.2588 2020-10-27 04:40:03,696 - mmaction - INFO - Epoch [227][20/264] lr: 1.508e-02, eta: 2:03:29, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7292, top5_acc: 0.8972, loss_cls: 1.0593, loss: 1.0593, grad_norm: 2.8363, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.0776, loss/aux0: 1.0776, top1_acc/aux1: 0.7288, top5_acc/aux1: 0.8986, loss_cls/aux1: 1.0535, loss/aux1: 1.0535, top1_acc/aux2: 0.6826, top5_acc/aux2: 0.8719, loss_cls/aux2: 1.2410, loss/aux2: 1.2410 2020-10-27 04:40:51,011 - mmaction - INFO - Epoch [227][40/264] lr: 1.508e-02, eta: 2:03:10, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7290, top5_acc: 0.8894, loss_cls: 1.0871, loss: 1.0871, grad_norm: 2.8416, top1_acc/aux0: 0.7274, top5_acc/aux0: 0.9024, loss_cls/aux0: 1.0714, loss/aux0: 1.0714, top1_acc/aux1: 0.7252, top5_acc/aux1: 0.8991, loss_cls/aux1: 1.0659, loss/aux1: 1.0659, top1_acc/aux2: 0.6899, top5_acc/aux2: 0.8774, loss_cls/aux2: 1.2195, loss/aux2: 1.2195 2020-10-27 04:41:38,177 - mmaction - INFO - Epoch [227][60/264] lr: 1.508e-02, eta: 2:02:52, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7170, top5_acc: 0.8873, loss_cls: 1.1150, loss: 1.1150, grad_norm: 2.8998, top1_acc/aux0: 0.7337, top5_acc/aux0: 0.9049, loss_cls/aux0: 1.0571, loss/aux0: 1.0571, top1_acc/aux1: 0.7205, top5_acc/aux1: 0.8981, loss_cls/aux1: 1.0935, loss/aux1: 1.0935, top1_acc/aux2: 0.6983, top5_acc/aux2: 0.8748, loss_cls/aux2: 1.2181, loss/aux2: 1.2181 2020-10-27 04:42:25,586 - mmaction - INFO - Epoch [227][80/264] lr: 1.508e-02, eta: 2:02:33, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7160, top5_acc: 0.8852, loss_cls: 1.0921, loss: 1.0921, grad_norm: 2.8626, top1_acc/aux0: 0.7281, top5_acc/aux0: 0.9028, loss_cls/aux0: 1.0562, loss/aux0: 1.0562, top1_acc/aux1: 0.7236, top5_acc/aux1: 0.8931, loss_cls/aux1: 1.0913, loss/aux1: 1.0913, top1_acc/aux2: 0.6889, top5_acc/aux2: 0.8679, loss_cls/aux2: 1.2473, loss/aux2: 1.2473 2020-10-27 04:43:13,052 - mmaction - INFO - Epoch [227][100/264] lr: 1.508e-02, eta: 2:02:14, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.7241, top5_acc: 0.8910, loss_cls: 1.0730, loss: 1.0730, grad_norm: 2.8359, top1_acc/aux0: 0.7236, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0632, loss/aux0: 1.0632, top1_acc/aux1: 0.7161, top5_acc/aux1: 0.8863, loss_cls/aux1: 1.1074, loss/aux1: 1.1074, top1_acc/aux2: 0.6844, top5_acc/aux2: 0.8717, loss_cls/aux2: 1.2460, loss/aux2: 1.2460 2020-10-27 04:44:00,411 - mmaction - INFO - Epoch [227][120/264] lr: 1.508e-02, eta: 2:01:55, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.7149, top5_acc: 0.8877, loss_cls: 1.1209, loss: 1.1209, grad_norm: 2.9440, top1_acc/aux0: 0.7236, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0702, loss/aux0: 1.0702, top1_acc/aux1: 0.7141, top5_acc/aux1: 0.8899, loss_cls/aux1: 1.1168, loss/aux1: 1.1168, top1_acc/aux2: 0.6901, top5_acc/aux2: 0.8719, loss_cls/aux2: 1.2412, loss/aux2: 1.2412 2020-10-27 04:44:47,820 - mmaction - INFO - Epoch [227][140/264] lr: 1.508e-02, eta: 2:01:37, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.7151, top5_acc: 0.8899, loss_cls: 1.1304, loss: 1.1304, grad_norm: 2.9514, top1_acc/aux0: 0.7156, top5_acc/aux0: 0.8944, loss_cls/aux0: 1.1010, loss/aux0: 1.1010, top1_acc/aux1: 0.7222, top5_acc/aux1: 0.8953, loss_cls/aux1: 1.0915, loss/aux1: 1.0915, top1_acc/aux2: 0.6877, top5_acc/aux2: 0.8710, loss_cls/aux2: 1.2418, loss/aux2: 1.2418 2020-10-27 04:45:35,038 - mmaction - INFO - Epoch [227][160/264] lr: 1.508e-02, eta: 2:01:18, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7200, top5_acc: 0.8894, loss_cls: 1.0973, loss: 1.0973, grad_norm: 2.8389, top1_acc/aux0: 0.7179, top5_acc/aux0: 0.8957, loss_cls/aux0: 1.1000, loss/aux0: 1.1000, top1_acc/aux1: 0.7118, top5_acc/aux1: 0.8877, loss_cls/aux1: 1.1255, loss/aux1: 1.1255, top1_acc/aux2: 0.6856, top5_acc/aux2: 0.8679, loss_cls/aux2: 1.2628, loss/aux2: 1.2628 2020-10-27 04:46:22,528 - mmaction - INFO - Epoch [227][180/264] lr: 1.508e-02, eta: 2:00:59, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7102, top5_acc: 0.8828, loss_cls: 1.1475, loss: 1.1475, grad_norm: 2.8944, top1_acc/aux0: 0.7300, top5_acc/aux0: 0.8991, loss_cls/aux0: 1.0767, loss/aux0: 1.0767, top1_acc/aux1: 0.7144, top5_acc/aux1: 0.8818, loss_cls/aux1: 1.1392, loss/aux1: 1.1392, top1_acc/aux2: 0.6821, top5_acc/aux2: 0.8635, loss_cls/aux2: 1.2856, loss/aux2: 1.2856 2020-10-27 04:47:09,867 - mmaction - INFO - Epoch [227][200/264] lr: 1.508e-02, eta: 2:00:40, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.7300, top5_acc: 0.8931, loss_cls: 1.0714, loss: 1.0714, grad_norm: 2.8932, top1_acc/aux0: 0.7293, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.0817, loss/aux0: 1.0817, top1_acc/aux1: 0.7302, top5_acc/aux1: 0.8885, loss_cls/aux1: 1.0880, loss/aux1: 1.0880, top1_acc/aux2: 0.6826, top5_acc/aux2: 0.8689, loss_cls/aux2: 1.2609, loss/aux2: 1.2609 2020-10-27 04:47:57,118 - mmaction - INFO - Epoch [227][220/264] lr: 1.508e-02, eta: 2:00:22, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7207, top5_acc: 0.8905, loss_cls: 1.0924, loss: 1.0924, grad_norm: 2.9057, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0769, loss/aux0: 1.0769, top1_acc/aux1: 0.7292, top5_acc/aux1: 0.8955, loss_cls/aux1: 1.0694, loss/aux1: 1.0694, top1_acc/aux2: 0.6766, top5_acc/aux2: 0.8682, loss_cls/aux2: 1.2652, loss/aux2: 1.2652 2020-10-27 04:48:44,746 - mmaction - INFO - Epoch [227][240/264] lr: 1.508e-02, eta: 2:00:03, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7292, top5_acc: 0.8891, loss_cls: 1.0745, loss: 1.0745, grad_norm: 2.9320, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.9024, loss_cls/aux0: 1.0719, loss/aux0: 1.0719, top1_acc/aux1: 0.7220, top5_acc/aux1: 0.8965, loss_cls/aux1: 1.0855, loss/aux1: 1.0855, top1_acc/aux2: 0.6682, top5_acc/aux2: 0.8694, loss_cls/aux2: 1.2728, loss/aux2: 1.2728 2020-10-27 04:49:32,218 - mmaction - INFO - Epoch [227][260/264] lr: 1.508e-02, eta: 1:59:44, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.7214, top5_acc: 0.8922, loss_cls: 1.1011, loss: 1.1011, grad_norm: 2.9281, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.9045, loss_cls/aux0: 1.0724, loss/aux0: 1.0724, top1_acc/aux1: 0.7253, top5_acc/aux1: 0.8972, loss_cls/aux1: 1.0741, loss/aux1: 1.0741, top1_acc/aux2: 0.6792, top5_acc/aux2: 0.8764, loss_cls/aux2: 1.2405, loss/aux2: 1.2405 2020-10-27 04:54:00,922 - mmaction - INFO - Epoch [228][20/264] lr: 1.410e-02, eta: 1:59:21, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7240, top5_acc: 0.8898, loss_cls: 1.0938, loss: 1.0938, grad_norm: 2.8726, top1_acc/aux0: 0.7194, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.0977, loss/aux0: 1.0977, top1_acc/aux1: 0.7181, top5_acc/aux1: 0.9059, loss_cls/aux1: 1.0684, loss/aux1: 1.0684, top1_acc/aux2: 0.6972, top5_acc/aux2: 0.8656, loss_cls/aux2: 1.2201, loss/aux2: 1.2201 2020-10-27 04:54:48,033 - mmaction - INFO - Epoch [228][40/264] lr: 1.410e-02, eta: 1:59:02, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7288, top5_acc: 0.8977, loss_cls: 1.0484, loss: 1.0484, grad_norm: 2.9950, top1_acc/aux0: 0.7241, top5_acc/aux0: 0.8976, loss_cls/aux0: 1.0853, loss/aux0: 1.0853, top1_acc/aux1: 0.7194, top5_acc/aux1: 0.9009, loss_cls/aux1: 1.0747, loss/aux1: 1.0747, top1_acc/aux2: 0.6960, top5_acc/aux2: 0.8724, loss_cls/aux2: 1.2133, loss/aux2: 1.2133 2020-10-27 04:55:34,992 - mmaction - INFO - Epoch [228][60/264] lr: 1.410e-02, eta: 1:58:44, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7181, top5_acc: 0.8892, loss_cls: 1.0840, loss: 1.0840, grad_norm: 2.8768, top1_acc/aux0: 0.7253, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0778, loss/aux0: 1.0778, top1_acc/aux1: 0.7252, top5_acc/aux1: 0.8960, loss_cls/aux1: 1.0643, loss/aux1: 1.0643, top1_acc/aux2: 0.6937, top5_acc/aux2: 0.8776, loss_cls/aux2: 1.2025, loss/aux2: 1.2025 2020-10-27 04:56:22,278 - mmaction - INFO - Epoch [228][80/264] lr: 1.410e-02, eta: 1:58:25, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7330, top5_acc: 0.8924, loss_cls: 1.0661, loss: 1.0661, grad_norm: 2.8975, top1_acc/aux0: 0.7196, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0868, loss/aux0: 1.0868, top1_acc/aux1: 0.7300, top5_acc/aux1: 0.8955, loss_cls/aux1: 1.0523, loss/aux1: 1.0523, top1_acc/aux2: 0.6889, top5_acc/aux2: 0.8757, loss_cls/aux2: 1.2038, loss/aux2: 1.2038 2020-10-27 04:57:10,134 - mmaction - INFO - Epoch [228][100/264] lr: 1.410e-02, eta: 1:58:06, time: 0.964, data_time: 0.000, memory: 8466, top1_acc: 0.7299, top5_acc: 0.8986, loss_cls: 1.0612, loss: 1.0612, grad_norm: 2.9522, top1_acc/aux0: 0.7264, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0592, loss/aux0: 1.0592, top1_acc/aux1: 0.7194, top5_acc/aux1: 0.8929, loss_cls/aux1: 1.1041, loss/aux1: 1.1041, top1_acc/aux2: 0.6826, top5_acc/aux2: 0.8705, loss_cls/aux2: 1.2409, loss/aux2: 1.2409 2020-10-27 04:57:57,661 - mmaction - INFO - Epoch [228][120/264] lr: 1.410e-02, eta: 1:57:48, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7253, top5_acc: 0.8938, loss_cls: 1.0846, loss: 1.0846, grad_norm: 2.8716, top1_acc/aux0: 0.7347, top5_acc/aux0: 0.9063, loss_cls/aux0: 1.0347, loss/aux0: 1.0347, top1_acc/aux1: 0.7141, top5_acc/aux1: 0.8915, loss_cls/aux1: 1.1235, loss/aux1: 1.1235, top1_acc/aux2: 0.6868, top5_acc/aux2: 0.8705, loss_cls/aux2: 1.2333, loss/aux2: 1.2333 2020-10-27 04:58:45,057 - mmaction - INFO - Epoch [228][140/264] lr: 1.410e-02, eta: 1:57:29, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7217, top5_acc: 0.8932, loss_cls: 1.0936, loss: 1.0936, grad_norm: 2.9476, top1_acc/aux0: 0.7212, top5_acc/aux0: 0.9007, loss_cls/aux0: 1.0698, loss/aux0: 1.0698, top1_acc/aux1: 0.7188, top5_acc/aux1: 0.8882, loss_cls/aux1: 1.1173, loss/aux1: 1.1173, top1_acc/aux2: 0.6908, top5_acc/aux2: 0.8738, loss_cls/aux2: 1.2230, loss/aux2: 1.2230 2020-10-27 04:59:32,299 - mmaction - INFO - Epoch [228][160/264] lr: 1.410e-02, eta: 1:57:10, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7333, top5_acc: 0.8969, loss_cls: 1.0512, loss: 1.0512, grad_norm: 2.8680, top1_acc/aux0: 0.7194, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.0869, loss/aux0: 1.0869, top1_acc/aux1: 0.7280, top5_acc/aux1: 0.8924, loss_cls/aux1: 1.0787, loss/aux1: 1.0787, top1_acc/aux2: 0.6946, top5_acc/aux2: 0.8733, loss_cls/aux2: 1.2213, loss/aux2: 1.2213 2020-10-27 05:00:20,623 - mmaction - INFO - Epoch [228][180/264] lr: 1.410e-02, eta: 1:56:51, time: 0.996, data_time: 0.000, memory: 8466, top1_acc: 0.7203, top5_acc: 0.8929, loss_cls: 1.0785, loss: 1.0785, grad_norm: 2.9513, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.0744, loss/aux0: 1.0744, top1_acc/aux1: 0.7304, top5_acc/aux1: 0.9017, loss_cls/aux1: 1.0449, loss/aux1: 1.0449, top1_acc/aux2: 0.6929, top5_acc/aux2: 0.8729, loss_cls/aux2: 1.2212, loss/aux2: 1.2212 2020-10-27 05:01:08,117 - mmaction - INFO - Epoch [228][200/264] lr: 1.410e-02, eta: 1:56:33, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7267, top5_acc: 0.8908, loss_cls: 1.0714, loss: 1.0714, grad_norm: 2.9594, top1_acc/aux0: 0.7259, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0647, loss/aux0: 1.0647, top1_acc/aux1: 0.7259, top5_acc/aux1: 0.9031, loss_cls/aux1: 1.0704, loss/aux1: 1.0704, top1_acc/aux2: 0.6877, top5_acc/aux2: 0.8745, loss_cls/aux2: 1.2260, loss/aux2: 1.2260 2020-10-27 05:01:55,394 - mmaction - INFO - Epoch [228][220/264] lr: 1.410e-02, eta: 1:56:14, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7203, top5_acc: 0.8873, loss_cls: 1.0960, loss: 1.0960, grad_norm: 2.9848, top1_acc/aux0: 0.7205, top5_acc/aux0: 0.9049, loss_cls/aux0: 1.0523, loss/aux0: 1.0523, top1_acc/aux1: 0.7316, top5_acc/aux1: 0.8998, loss_cls/aux1: 1.0658, loss/aux1: 1.0658, top1_acc/aux2: 0.6892, top5_acc/aux2: 0.8795, loss_cls/aux2: 1.2038, loss/aux2: 1.2038 2020-10-27 05:02:42,788 - mmaction - INFO - Epoch [228][240/264] lr: 1.410e-02, eta: 1:55:55, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7189, top5_acc: 0.8931, loss_cls: 1.0820, loss: 1.0820, grad_norm: 2.9148, top1_acc/aux0: 0.7196, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0511, loss/aux0: 1.0511, top1_acc/aux1: 0.7354, top5_acc/aux1: 0.8995, loss_cls/aux1: 1.0683, loss/aux1: 1.0683, top1_acc/aux2: 0.6833, top5_acc/aux2: 0.8752, loss_cls/aux2: 1.2217, loss/aux2: 1.2217 2020-10-27 05:03:30,237 - mmaction - INFO - Epoch [228][260/264] lr: 1.410e-02, eta: 1:55:37, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7205, top5_acc: 0.8906, loss_cls: 1.1031, loss: 1.1031, grad_norm: 2.9198, top1_acc/aux0: 0.7363, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0298, loss/aux0: 1.0298, top1_acc/aux1: 0.7380, top5_acc/aux1: 0.8970, loss_cls/aux1: 1.0655, loss/aux1: 1.0655, top1_acc/aux2: 0.6750, top5_acc/aux2: 0.8635, loss_cls/aux2: 1.2555, loss/aux2: 1.2555 2020-10-27 05:07:49,298 - mmaction - INFO - Epoch [229][20/264] lr: 1.315e-02, eta: 1:55:14, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7321, top5_acc: 0.8964, loss_cls: 1.0424, loss: 1.0424, grad_norm: 2.9112, top1_acc/aux0: 0.7306, top5_acc/aux0: 0.8892, loss_cls/aux0: 1.0907, loss/aux0: 1.0907, top1_acc/aux1: 0.7368, top5_acc/aux1: 0.9021, loss_cls/aux1: 1.0488, loss/aux1: 1.0488, top1_acc/aux2: 0.7083, top5_acc/aux2: 0.8771, loss_cls/aux2: 1.2045, loss/aux2: 1.2045 2020-10-27 05:08:36,630 - mmaction - INFO - Epoch [229][40/264] lr: 1.315e-02, eta: 1:54:55, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7413, top5_acc: 0.8993, loss_cls: 1.0167, loss: 1.0167, grad_norm: 2.9033, top1_acc/aux0: 0.7403, top5_acc/aux0: 0.9012, loss_cls/aux0: 1.0407, loss/aux0: 1.0407, top1_acc/aux1: 0.7387, top5_acc/aux1: 0.9000, loss_cls/aux1: 1.0361, loss/aux1: 1.0361, top1_acc/aux2: 0.7040, top5_acc/aux2: 0.8771, loss_cls/aux2: 1.2004, loss/aux2: 1.2004 2020-10-27 05:09:23,880 - mmaction - INFO - Epoch [229][60/264] lr: 1.315e-02, eta: 1:54:36, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7201, top5_acc: 0.8913, loss_cls: 1.0967, loss: 1.0967, grad_norm: 2.9279, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9069, loss_cls/aux0: 1.0208, loss/aux0: 1.0208, top1_acc/aux1: 0.7375, top5_acc/aux1: 0.8986, loss_cls/aux1: 1.0359, loss/aux1: 1.0359, top1_acc/aux2: 0.7036, top5_acc/aux2: 0.8785, loss_cls/aux2: 1.1720, loss/aux2: 1.1720 2020-10-27 05:10:11,859 - mmaction - INFO - Epoch [229][80/264] lr: 1.315e-02, eta: 1:54:17, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.7245, top5_acc: 0.8934, loss_cls: 1.0920, loss: 1.0920, grad_norm: 2.9494, top1_acc/aux0: 0.7361, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0178, loss/aux0: 1.0178, top1_acc/aux1: 0.7330, top5_acc/aux1: 0.8993, loss_cls/aux1: 1.0549, loss/aux1: 1.0549, top1_acc/aux2: 0.6931, top5_acc/aux2: 0.8748, loss_cls/aux2: 1.1982, loss/aux2: 1.1982 2020-10-27 05:10:59,077 - mmaction - INFO - Epoch [229][100/264] lr: 1.315e-02, eta: 1:53:59, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7264, top5_acc: 0.8910, loss_cls: 1.0558, loss: 1.0558, grad_norm: 2.9852, top1_acc/aux0: 0.7368, top5_acc/aux0: 0.9082, loss_cls/aux0: 1.0205, loss/aux0: 1.0205, top1_acc/aux1: 0.7300, top5_acc/aux1: 0.8993, loss_cls/aux1: 1.0600, loss/aux1: 1.0600, top1_acc/aux2: 0.6849, top5_acc/aux2: 0.8740, loss_cls/aux2: 1.2305, loss/aux2: 1.2305 2020-10-27 05:11:46,506 - mmaction - INFO - Epoch [229][120/264] lr: 1.315e-02, eta: 1:53:40, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7309, top5_acc: 0.8974, loss_cls: 1.0496, loss: 1.0496, grad_norm: 2.9515, top1_acc/aux0: 0.7340, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0405, loss/aux0: 1.0405, top1_acc/aux1: 0.7222, top5_acc/aux1: 0.8955, loss_cls/aux1: 1.0888, loss/aux1: 1.0888, top1_acc/aux2: 0.6894, top5_acc/aux2: 0.8731, loss_cls/aux2: 1.2353, loss/aux2: 1.2353 2020-10-27 05:12:34,263 - mmaction - INFO - Epoch [229][140/264] lr: 1.315e-02, eta: 1:53:21, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.7295, top5_acc: 0.8974, loss_cls: 1.0557, loss: 1.0557, grad_norm: 2.8675, top1_acc/aux0: 0.7342, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.0558, loss/aux0: 1.0558, top1_acc/aux1: 0.7201, top5_acc/aux1: 0.8979, loss_cls/aux1: 1.0884, loss/aux1: 1.0884, top1_acc/aux2: 0.6861, top5_acc/aux2: 0.8682, loss_cls/aux2: 1.2439, loss/aux2: 1.2439 2020-10-27 05:13:21,593 - mmaction - INFO - Epoch [229][160/264] lr: 1.315e-02, eta: 1:53:02, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7332, top5_acc: 0.8965, loss_cls: 1.0521, loss: 1.0521, grad_norm: 2.9075, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9002, loss_cls/aux0: 1.0505, loss/aux0: 1.0505, top1_acc/aux1: 0.7273, top5_acc/aux1: 0.9066, loss_cls/aux1: 1.0339, loss/aux1: 1.0339, top1_acc/aux2: 0.6859, top5_acc/aux2: 0.8720, loss_cls/aux2: 1.2211, loss/aux2: 1.2211 2020-10-27 05:14:09,190 - mmaction - INFO - Epoch [229][180/264] lr: 1.315e-02, eta: 1:52:44, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.7271, top5_acc: 0.8870, loss_cls: 1.0890, loss: 1.0890, grad_norm: 2.9624, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0180, loss/aux0: 1.0180, top1_acc/aux1: 0.7332, top5_acc/aux1: 0.8995, loss_cls/aux1: 1.0359, loss/aux1: 1.0359, top1_acc/aux2: 0.6931, top5_acc/aux2: 0.8799, loss_cls/aux2: 1.2018, loss/aux2: 1.2018 2020-10-27 05:14:56,433 - mmaction - INFO - Epoch [229][200/264] lr: 1.315e-02, eta: 1:52:25, time: 0.947, data_time: 0.001, memory: 8466, top1_acc: 0.7295, top5_acc: 0.8870, loss_cls: 1.0815, loss: 1.0815, grad_norm: 2.9393, top1_acc/aux0: 0.7351, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0302, loss/aux0: 1.0302, top1_acc/aux1: 0.7342, top5_acc/aux1: 0.8953, loss_cls/aux1: 1.0543, loss/aux1: 1.0543, top1_acc/aux2: 0.6941, top5_acc/aux2: 0.8778, loss_cls/aux2: 1.2125, loss/aux2: 1.2125 2020-10-27 05:15:43,569 - mmaction - INFO - Epoch [229][220/264] lr: 1.315e-02, eta: 1:52:06, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7252, top5_acc: 0.8917, loss_cls: 1.0794, loss: 1.0794, grad_norm: 2.9608, top1_acc/aux0: 0.7370, top5_acc/aux0: 0.9043, loss_cls/aux0: 1.0399, loss/aux0: 1.0399, top1_acc/aux1: 0.7351, top5_acc/aux1: 0.9010, loss_cls/aux1: 1.0353, loss/aux1: 1.0353, top1_acc/aux2: 0.6950, top5_acc/aux2: 0.8714, loss_cls/aux2: 1.2359, loss/aux2: 1.2359 2020-10-27 05:16:31,149 - mmaction - INFO - Epoch [229][240/264] lr: 1.315e-02, eta: 1:51:47, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.7306, top5_acc: 0.8934, loss_cls: 1.0671, loss: 1.0671, grad_norm: 2.8821, top1_acc/aux0: 0.7394, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0443, loss/aux0: 1.0443, top1_acc/aux1: 0.7370, top5_acc/aux1: 0.9040, loss_cls/aux1: 1.0246, loss/aux1: 1.0246, top1_acc/aux2: 0.6972, top5_acc/aux2: 0.8710, loss_cls/aux2: 1.2201, loss/aux2: 1.2201 2020-10-27 05:17:18,722 - mmaction - INFO - Epoch [229][260/264] lr: 1.315e-02, eta: 1:51:29, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.7312, top5_acc: 0.8983, loss_cls: 1.0463, loss: 1.0463, grad_norm: 2.9377, top1_acc/aux0: 0.7309, top5_acc/aux0: 0.9028, loss_cls/aux0: 1.0567, loss/aux0: 1.0567, top1_acc/aux1: 0.7290, top5_acc/aux1: 0.8969, loss_cls/aux1: 1.0620, loss/aux1: 1.0620, top1_acc/aux2: 0.7031, top5_acc/aux2: 0.8767, loss_cls/aux2: 1.1703, loss/aux2: 1.1703 2020-10-27 05:21:04,655 - mmaction - INFO - Epoch [230][20/264] lr: 1.224e-02, eta: 1:51:06, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7281, top5_acc: 0.8991, loss_cls: 1.0427, loss: 1.0427, grad_norm: 2.8708, top1_acc/aux0: 0.7462, top5_acc/aux0: 0.9118, loss_cls/aux0: 0.9876, loss/aux0: 0.9876, top1_acc/aux1: 0.7229, top5_acc/aux1: 0.9010, loss_cls/aux1: 1.0402, loss/aux1: 1.0402, top1_acc/aux2: 0.6979, top5_acc/aux2: 0.8854, loss_cls/aux2: 1.1546, loss/aux2: 1.1546 2020-10-27 05:21:51,894 - mmaction - INFO - Epoch [230][40/264] lr: 1.224e-02, eta: 1:50:47, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.7304, top5_acc: 0.8878, loss_cls: 1.0846, loss: 1.0846, grad_norm: 2.9617, top1_acc/aux0: 0.7444, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9961, loss/aux0: 0.9961, top1_acc/aux1: 0.7262, top5_acc/aux1: 0.9000, loss_cls/aux1: 1.0501, loss/aux1: 1.0501, top1_acc/aux2: 0.6911, top5_acc/aux2: 0.8797, loss_cls/aux2: 1.1846, loss/aux2: 1.1846 2020-10-27 05:22:39,034 - mmaction - INFO - Epoch [230][60/264] lr: 1.224e-02, eta: 1:50:28, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7387, top5_acc: 0.9024, loss_cls: 1.0231, loss: 1.0231, grad_norm: 2.8808, top1_acc/aux0: 0.7410, top5_acc/aux0: 0.9050, loss_cls/aux0: 1.0265, loss/aux0: 1.0265, top1_acc/aux1: 0.7342, top5_acc/aux1: 0.9012, loss_cls/aux1: 1.0299, loss/aux1: 1.0299, top1_acc/aux2: 0.6964, top5_acc/aux2: 0.8800, loss_cls/aux2: 1.1848, loss/aux2: 1.1848 2020-10-27 05:23:26,087 - mmaction - INFO - Epoch [230][80/264] lr: 1.224e-02, eta: 1:50:10, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.7337, top5_acc: 0.9040, loss_cls: 1.0161, loss: 1.0161, grad_norm: 2.9596, top1_acc/aux0: 0.7314, top5_acc/aux0: 0.8993, loss_cls/aux0: 1.0445, loss/aux0: 1.0445, top1_acc/aux1: 0.7330, top5_acc/aux1: 0.8997, loss_cls/aux1: 1.0391, loss/aux1: 1.0391, top1_acc/aux2: 0.6965, top5_acc/aux2: 0.8795, loss_cls/aux2: 1.1906, loss/aux2: 1.1906 2020-10-27 05:24:13,805 - mmaction - INFO - Epoch [230][100/264] lr: 1.224e-02, eta: 1:49:51, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.7344, top5_acc: 0.8925, loss_cls: 1.0544, loss: 1.0544, grad_norm: 2.9489, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.9009, loss_cls/aux0: 1.0478, loss/aux0: 1.0478, top1_acc/aux1: 0.7292, top5_acc/aux1: 0.8983, loss_cls/aux1: 1.0709, loss/aux1: 1.0709, top1_acc/aux2: 0.6929, top5_acc/aux2: 0.8740, loss_cls/aux2: 1.2024, loss/aux2: 1.2024 2020-10-27 05:25:01,044 - mmaction - INFO - Epoch [230][120/264] lr: 1.224e-02, eta: 1:49:32, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7314, top5_acc: 0.8917, loss_cls: 1.0733, loss: 1.0733, grad_norm: 3.0139, top1_acc/aux0: 0.7335, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0334, loss/aux0: 1.0334, top1_acc/aux1: 0.7304, top5_acc/aux1: 0.8977, loss_cls/aux1: 1.0653, loss/aux1: 1.0653, top1_acc/aux2: 0.6981, top5_acc/aux2: 0.8714, loss_cls/aux2: 1.1943, loss/aux2: 1.1943 2020-10-27 05:25:48,588 - mmaction - INFO - Epoch [230][140/264] lr: 1.224e-02, eta: 1:49:13, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7240, top5_acc: 0.8903, loss_cls: 1.0848, loss: 1.0848, grad_norm: 3.0938, top1_acc/aux0: 0.7332, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0485, loss/aux0: 1.0485, top1_acc/aux1: 0.7332, top5_acc/aux1: 0.8991, loss_cls/aux1: 1.0422, loss/aux1: 1.0422, top1_acc/aux2: 0.6974, top5_acc/aux2: 0.8764, loss_cls/aux2: 1.1872, loss/aux2: 1.1872 2020-10-27 05:26:35,811 - mmaction - INFO - Epoch [230][160/264] lr: 1.224e-02, eta: 1:48:55, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7266, top5_acc: 0.8889, loss_cls: 1.0666, loss: 1.0666, grad_norm: 2.9615, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0383, loss/aux0: 1.0383, top1_acc/aux1: 0.7267, top5_acc/aux1: 0.9002, loss_cls/aux1: 1.0495, loss/aux1: 1.0495, top1_acc/aux2: 0.6974, top5_acc/aux2: 0.8830, loss_cls/aux2: 1.1748, loss/aux2: 1.1748 2020-10-27 05:27:23,349 - mmaction - INFO - Epoch [230][180/264] lr: 1.224e-02, eta: 1:48:36, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.7243, top5_acc: 0.8936, loss_cls: 1.0808, loss: 1.0808, grad_norm: 3.0271, top1_acc/aux0: 0.7451, top5_acc/aux0: 0.9092, loss_cls/aux0: 1.0088, loss/aux0: 1.0088, top1_acc/aux1: 0.7229, top5_acc/aux1: 0.8979, loss_cls/aux1: 1.0722, loss/aux1: 1.0722, top1_acc/aux2: 0.6986, top5_acc/aux2: 0.8814, loss_cls/aux2: 1.1859, loss/aux2: 1.1859 2020-10-27 05:28:11,050 - mmaction - INFO - Epoch [230][200/264] lr: 1.224e-02, eta: 1:48:17, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7345, top5_acc: 0.8931, loss_cls: 1.0337, loss: 1.0337, grad_norm: 2.9174, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.9028, loss_cls/aux0: 1.0377, loss/aux0: 1.0377, top1_acc/aux1: 0.7394, top5_acc/aux1: 0.9019, loss_cls/aux1: 1.0254, loss/aux1: 1.0254, top1_acc/aux2: 0.6990, top5_acc/aux2: 0.8786, loss_cls/aux2: 1.1985, loss/aux2: 1.1985 2020-10-27 05:28:58,256 - mmaction - INFO - Epoch [230][220/264] lr: 1.224e-02, eta: 1:47:58, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7378, top5_acc: 0.9047, loss_cls: 1.0245, loss: 1.0245, grad_norm: 3.0427, top1_acc/aux0: 0.7299, top5_acc/aux0: 0.9038, loss_cls/aux0: 1.0325, loss/aux0: 1.0325, top1_acc/aux1: 0.7389, top5_acc/aux1: 0.9017, loss_cls/aux1: 1.0211, loss/aux1: 1.0211, top1_acc/aux2: 0.6974, top5_acc/aux2: 0.8741, loss_cls/aux2: 1.2088, loss/aux2: 1.2088 2020-10-27 05:29:45,687 - mmaction - INFO - Epoch [230][240/264] lr: 1.224e-02, eta: 1:47:40, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7455, top5_acc: 0.8962, loss_cls: 1.0166, loss: 1.0166, grad_norm: 2.9428, top1_acc/aux0: 0.7424, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0053, loss/aux0: 1.0053, top1_acc/aux1: 0.7267, top5_acc/aux1: 0.8962, loss_cls/aux1: 1.0604, loss/aux1: 1.0604, top1_acc/aux2: 0.6920, top5_acc/aux2: 0.8686, loss_cls/aux2: 1.2258, loss/aux2: 1.2258 2020-10-27 05:30:33,802 - mmaction - INFO - Epoch [230][260/264] lr: 1.224e-02, eta: 1:47:21, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7264, top5_acc: 0.9002, loss_cls: 1.0594, loss: 1.0594, grad_norm: 3.0086, top1_acc/aux0: 0.7441, top5_acc/aux0: 0.9049, loss_cls/aux0: 1.0039, loss/aux0: 1.0039, top1_acc/aux1: 0.7349, top5_acc/aux1: 0.8988, loss_cls/aux1: 1.0339, loss/aux1: 1.0339, top1_acc/aux2: 0.6856, top5_acc/aux2: 0.8665, loss_cls/aux2: 1.2431, loss/aux2: 1.2431 2020-10-27 05:34:47,687 - mmaction - INFO - Epoch [231][20/264] lr: 1.136e-02, eta: 1:46:58, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7319, top5_acc: 0.8960, loss_cls: 1.0610, loss: 1.0610, grad_norm: 3.0089, top1_acc/aux0: 0.7153, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1016, loss/aux0: 1.1016, top1_acc/aux1: 0.7288, top5_acc/aux1: 0.8958, loss_cls/aux1: 1.0589, loss/aux1: 1.0589, top1_acc/aux2: 0.7212, top5_acc/aux2: 0.8920, loss_cls/aux2: 1.1220, loss/aux2: 1.1220 2020-10-27 05:35:35,268 - mmaction - INFO - Epoch [231][40/264] lr: 1.136e-02, eta: 1:46:39, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.7406, top5_acc: 0.9007, loss_cls: 1.0247, loss: 1.0247, grad_norm: 3.0374, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.8991, loss_cls/aux0: 1.0527, loss/aux0: 1.0527, top1_acc/aux1: 0.7295, top5_acc/aux1: 0.8936, loss_cls/aux1: 1.0687, loss/aux1: 1.0687, top1_acc/aux2: 0.7038, top5_acc/aux2: 0.8828, loss_cls/aux2: 1.1757, loss/aux2: 1.1757 2020-10-27 05:36:22,501 - mmaction - INFO - Epoch [231][60/264] lr: 1.136e-02, eta: 1:46:21, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7385, top5_acc: 0.8977, loss_cls: 1.0244, loss: 1.0244, grad_norm: 2.9292, top1_acc/aux0: 0.7429, top5_acc/aux0: 0.9054, loss_cls/aux0: 1.0053, loss/aux0: 1.0053, top1_acc/aux1: 0.7309, top5_acc/aux1: 0.8925, loss_cls/aux1: 1.0702, loss/aux1: 1.0702, top1_acc/aux2: 0.7092, top5_acc/aux2: 0.8826, loss_cls/aux2: 1.1600, loss/aux2: 1.1600 2020-10-27 05:37:09,557 - mmaction - INFO - Epoch [231][80/264] lr: 1.136e-02, eta: 1:46:02, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7378, top5_acc: 0.8995, loss_cls: 1.0413, loss: 1.0413, grad_norm: 3.0040, top1_acc/aux0: 0.7387, top5_acc/aux0: 0.9050, loss_cls/aux0: 1.0299, loss/aux0: 1.0299, top1_acc/aux1: 0.7356, top5_acc/aux1: 0.9009, loss_cls/aux1: 1.0444, loss/aux1: 1.0444, top1_acc/aux2: 0.7144, top5_acc/aux2: 0.8804, loss_cls/aux2: 1.1391, loss/aux2: 1.1391 2020-10-27 05:37:57,098 - mmaction - INFO - Epoch [231][100/264] lr: 1.136e-02, eta: 1:45:43, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7344, top5_acc: 0.9000, loss_cls: 1.0333, loss: 1.0333, grad_norm: 2.9951, top1_acc/aux0: 0.7281, top5_acc/aux0: 0.9012, loss_cls/aux0: 1.0644, loss/aux0: 1.0644, top1_acc/aux1: 0.7335, top5_acc/aux1: 0.9010, loss_cls/aux1: 1.0534, loss/aux1: 1.0534, top1_acc/aux2: 0.7059, top5_acc/aux2: 0.8788, loss_cls/aux2: 1.1565, loss/aux2: 1.1565 2020-10-27 05:38:44,488 - mmaction - INFO - Epoch [231][120/264] lr: 1.136e-02, eta: 1:45:24, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.7330, top5_acc: 0.8896, loss_cls: 1.0670, loss: 1.0670, grad_norm: 3.0303, top1_acc/aux0: 0.7257, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0678, loss/aux0: 1.0678, top1_acc/aux1: 0.7337, top5_acc/aux1: 0.8997, loss_cls/aux1: 1.0503, loss/aux1: 1.0503, top1_acc/aux2: 0.7071, top5_acc/aux2: 0.8839, loss_cls/aux2: 1.1479, loss/aux2: 1.1479 2020-10-27 05:39:31,957 - mmaction - INFO - Epoch [231][140/264] lr: 1.136e-02, eta: 1:45:06, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.7432, top5_acc: 0.8965, loss_cls: 1.0229, loss: 1.0229, grad_norm: 3.0035, top1_acc/aux0: 0.7326, top5_acc/aux0: 0.9061, loss_cls/aux0: 1.0380, loss/aux0: 1.0380, top1_acc/aux1: 0.7394, top5_acc/aux1: 0.8993, loss_cls/aux1: 1.0270, loss/aux1: 1.0270, top1_acc/aux2: 0.6948, top5_acc/aux2: 0.8696, loss_cls/aux2: 1.2186, loss/aux2: 1.2186 2020-10-27 05:40:19,397 - mmaction - INFO - Epoch [231][160/264] lr: 1.136e-02, eta: 1:44:47, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.7387, top5_acc: 0.8946, loss_cls: 1.0394, loss: 1.0394, grad_norm: 3.0058, top1_acc/aux0: 0.7377, top5_acc/aux0: 0.9080, loss_cls/aux0: 1.0135, loss/aux0: 1.0135, top1_acc/aux1: 0.7370, top5_acc/aux1: 0.8976, loss_cls/aux1: 1.0361, loss/aux1: 1.0361, top1_acc/aux2: 0.6939, top5_acc/aux2: 0.8677, loss_cls/aux2: 1.2315, loss/aux2: 1.2315 2020-10-27 05:41:06,838 - mmaction - INFO - Epoch [231][180/264] lr: 1.136e-02, eta: 1:44:28, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7356, top5_acc: 0.8990, loss_cls: 1.0386, loss: 1.0386, grad_norm: 3.0376, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9038, loss_cls/aux0: 1.0093, loss/aux0: 1.0093, top1_acc/aux1: 0.7366, top5_acc/aux1: 0.9036, loss_cls/aux1: 1.0167, loss/aux1: 1.0167, top1_acc/aux2: 0.6967, top5_acc/aux2: 0.8726, loss_cls/aux2: 1.2030, loss/aux2: 1.2030 2020-10-27 05:41:54,381 - mmaction - INFO - Epoch [231][200/264] lr: 1.136e-02, eta: 1:44:09, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.7444, top5_acc: 0.9050, loss_cls: 1.0105, loss: 1.0105, grad_norm: 3.0240, top1_acc/aux0: 0.7413, top5_acc/aux0: 0.9066, loss_cls/aux0: 1.0130, loss/aux0: 1.0130, top1_acc/aux1: 0.7361, top5_acc/aux1: 0.9007, loss_cls/aux1: 1.0186, loss/aux1: 1.0186, top1_acc/aux2: 0.7005, top5_acc/aux2: 0.8759, loss_cls/aux2: 1.1827, loss/aux2: 1.1827 2020-10-27 05:42:41,408 - mmaction - INFO - Epoch [231][220/264] lr: 1.136e-02, eta: 1:43:51, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7370, top5_acc: 0.8958, loss_cls: 1.0548, loss: 1.0548, grad_norm: 2.9754, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.9108, loss_cls/aux0: 1.0121, loss/aux0: 1.0121, top1_acc/aux1: 0.7375, top5_acc/aux1: 0.9036, loss_cls/aux1: 1.0222, loss/aux1: 1.0222, top1_acc/aux2: 0.7082, top5_acc/aux2: 0.8807, loss_cls/aux2: 1.1536, loss/aux2: 1.1536 2020-10-27 05:43:29,302 - mmaction - INFO - Epoch [231][240/264] lr: 1.136e-02, eta: 1:43:32, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.7332, top5_acc: 0.8951, loss_cls: 1.0406, loss: 1.0406, grad_norm: 3.0598, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9040, loss_cls/aux0: 1.0366, loss/aux0: 1.0366, top1_acc/aux1: 0.7314, top5_acc/aux1: 0.9043, loss_cls/aux1: 1.0401, loss/aux1: 1.0401, top1_acc/aux2: 0.7087, top5_acc/aux2: 0.8797, loss_cls/aux2: 1.1568, loss/aux2: 1.1568 2020-10-27 05:44:16,598 - mmaction - INFO - Epoch [231][260/264] lr: 1.136e-02, eta: 1:43:13, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7385, top5_acc: 0.8960, loss_cls: 1.0372, loss: 1.0372, grad_norm: 3.0606, top1_acc/aux0: 0.7345, top5_acc/aux0: 0.9040, loss_cls/aux0: 1.0435, loss/aux0: 1.0435, top1_acc/aux1: 0.7210, top5_acc/aux1: 0.8924, loss_cls/aux1: 1.0935, loss/aux1: 1.0935, top1_acc/aux2: 0.6984, top5_acc/aux2: 0.8727, loss_cls/aux2: 1.1993, loss/aux2: 1.1993 2020-10-27 05:48:16,200 - mmaction - INFO - Epoch [232][20/264] lr: 1.051e-02, eta: 1:42:50, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7420, top5_acc: 0.9003, loss_cls: 1.0177, loss: 1.0177, grad_norm: 3.0237, top1_acc/aux0: 0.7215, top5_acc/aux0: 0.9069, loss_cls/aux0: 1.0812, loss/aux0: 1.0812, top1_acc/aux1: 0.7368, top5_acc/aux1: 0.8934, loss_cls/aux1: 1.0334, loss/aux1: 1.0334, top1_acc/aux2: 0.6969, top5_acc/aux2: 0.8764, loss_cls/aux2: 1.1812, loss/aux2: 1.1812 2020-10-27 05:49:03,356 - mmaction - INFO - Epoch [232][40/264] lr: 1.051e-02, eta: 1:42:32, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.7460, top5_acc: 0.8977, loss_cls: 1.0087, loss: 1.0087, grad_norm: 3.0486, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9092, loss_cls/aux0: 1.0478, loss/aux0: 1.0478, top1_acc/aux1: 0.7318, top5_acc/aux1: 0.8953, loss_cls/aux1: 1.0563, loss/aux1: 1.0563, top1_acc/aux2: 0.7056, top5_acc/aux2: 0.8800, loss_cls/aux2: 1.1647, loss/aux2: 1.1647 2020-10-27 05:49:50,348 - mmaction - INFO - Epoch [232][60/264] lr: 1.051e-02, eta: 1:42:13, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7464, top5_acc: 0.9036, loss_cls: 0.9877, loss: 0.9877, grad_norm: 3.0556, top1_acc/aux0: 0.7434, top5_acc/aux0: 0.9125, loss_cls/aux0: 1.0007, loss/aux0: 1.0007, top1_acc/aux1: 0.7229, top5_acc/aux1: 0.8917, loss_cls/aux1: 1.1048, loss/aux1: 1.1048, top1_acc/aux2: 0.7123, top5_acc/aux2: 0.8830, loss_cls/aux2: 1.1471, loss/aux2: 1.1471 2020-10-27 05:50:37,405 - mmaction - INFO - Epoch [232][80/264] lr: 1.051e-02, eta: 1:41:54, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7425, top5_acc: 0.8995, loss_cls: 1.0233, loss: 1.0233, grad_norm: 3.0010, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9956, loss/aux0: 0.9956, top1_acc/aux1: 0.7266, top5_acc/aux1: 0.8932, loss_cls/aux1: 1.0848, loss/aux1: 1.0848, top1_acc/aux2: 0.7095, top5_acc/aux2: 0.8823, loss_cls/aux2: 1.1508, loss/aux2: 1.1508 2020-10-27 05:51:24,818 - mmaction - INFO - Epoch [232][100/264] lr: 1.051e-02, eta: 1:41:35, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7406, top5_acc: 0.8991, loss_cls: 1.0187, loss: 1.0187, grad_norm: 3.0629, top1_acc/aux0: 0.7436, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9933, loss/aux0: 0.9933, top1_acc/aux1: 0.7307, top5_acc/aux1: 0.8997, loss_cls/aux1: 1.0422, loss/aux1: 1.0422, top1_acc/aux2: 0.7042, top5_acc/aux2: 0.8783, loss_cls/aux2: 1.1670, loss/aux2: 1.1670 2020-10-27 05:52:11,897 - mmaction - INFO - Epoch [232][120/264] lr: 1.051e-02, eta: 1:41:17, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7389, top5_acc: 0.8998, loss_cls: 1.0157, loss: 1.0157, grad_norm: 2.9783, top1_acc/aux0: 0.7403, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9967, loss/aux0: 0.9967, top1_acc/aux1: 0.7325, top5_acc/aux1: 0.8991, loss_cls/aux1: 1.0498, loss/aux1: 1.0498, top1_acc/aux2: 0.7085, top5_acc/aux2: 0.8839, loss_cls/aux2: 1.1417, loss/aux2: 1.1417 2020-10-27 05:52:59,331 - mmaction - INFO - Epoch [232][140/264] lr: 1.051e-02, eta: 1:40:58, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7439, top5_acc: 0.9021, loss_cls: 1.0036, loss: 1.0036, grad_norm: 3.1334, top1_acc/aux0: 0.7347, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0317, loss/aux0: 1.0317, top1_acc/aux1: 0.7411, top5_acc/aux1: 0.8979, loss_cls/aux1: 1.0475, loss/aux1: 1.0475, top1_acc/aux2: 0.7036, top5_acc/aux2: 0.8851, loss_cls/aux2: 1.1599, loss/aux2: 1.1599 2020-10-27 05:53:46,760 - mmaction - INFO - Epoch [232][160/264] lr: 1.051e-02, eta: 1:40:39, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.7385, top5_acc: 0.8953, loss_cls: 1.0251, loss: 1.0251, grad_norm: 3.0762, top1_acc/aux0: 0.7311, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0541, loss/aux0: 1.0541, top1_acc/aux1: 0.7406, top5_acc/aux1: 0.8983, loss_cls/aux1: 1.0438, loss/aux1: 1.0438, top1_acc/aux2: 0.6931, top5_acc/aux2: 0.8769, loss_cls/aux2: 1.2047, loss/aux2: 1.2047 2020-10-27 05:54:34,128 - mmaction - INFO - Epoch [232][180/264] lr: 1.051e-02, eta: 1:40:20, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7458, top5_acc: 0.8964, loss_cls: 1.0272, loss: 1.0272, grad_norm: 3.0448, top1_acc/aux0: 0.7280, top5_acc/aux0: 0.9014, loss_cls/aux0: 1.0603, loss/aux0: 1.0603, top1_acc/aux1: 0.7410, top5_acc/aux1: 0.9016, loss_cls/aux1: 1.0377, loss/aux1: 1.0377, top1_acc/aux2: 0.6944, top5_acc/aux2: 0.8759, loss_cls/aux2: 1.1974, loss/aux2: 1.1974 2020-10-27 05:55:21,286 - mmaction - INFO - Epoch [232][200/264] lr: 1.051e-02, eta: 1:40:02, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7425, top5_acc: 0.8960, loss_cls: 1.0220, loss: 1.0220, grad_norm: 3.0676, top1_acc/aux0: 0.7356, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0356, loss/aux0: 1.0356, top1_acc/aux1: 0.7431, top5_acc/aux1: 0.9036, loss_cls/aux1: 1.0208, loss/aux1: 1.0208, top1_acc/aux2: 0.6894, top5_acc/aux2: 0.8715, loss_cls/aux2: 1.2141, loss/aux2: 1.2141 2020-10-27 05:56:08,679 - mmaction - INFO - Epoch [232][220/264] lr: 1.051e-02, eta: 1:39:43, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.7347, top5_acc: 0.9033, loss_cls: 1.0292, loss: 1.0292, grad_norm: 3.0692, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9111, loss_cls/aux0: 1.0139, loss/aux0: 1.0139, top1_acc/aux1: 0.7396, top5_acc/aux1: 0.9056, loss_cls/aux1: 1.0173, loss/aux1: 1.0173, top1_acc/aux2: 0.7021, top5_acc/aux2: 0.8797, loss_cls/aux2: 1.1693, loss/aux2: 1.1693 2020-10-27 05:56:56,080 - mmaction - INFO - Epoch [232][240/264] lr: 1.051e-02, eta: 1:39:24, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7408, top5_acc: 0.9056, loss_cls: 1.0003, loss: 1.0003, grad_norm: 3.0145, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9106, loss_cls/aux0: 0.9906, loss/aux0: 0.9906, top1_acc/aux1: 0.7411, top5_acc/aux1: 0.9085, loss_cls/aux1: 0.9996, loss/aux1: 0.9996, top1_acc/aux2: 0.7101, top5_acc/aux2: 0.8825, loss_cls/aux2: 1.1474, loss/aux2: 1.1474 2020-10-27 05:57:43,845 - mmaction - INFO - Epoch [232][260/264] lr: 1.051e-02, eta: 1:39:06, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.7345, top5_acc: 0.8957, loss_cls: 1.0468, loss: 1.0468, grad_norm: 3.0810, top1_acc/aux0: 0.7517, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9612, loss/aux0: 0.9612, top1_acc/aux1: 0.7391, top5_acc/aux1: 0.9009, loss_cls/aux1: 1.0215, loss/aux1: 1.0215, top1_acc/aux2: 0.7014, top5_acc/aux2: 0.8769, loss_cls/aux2: 1.1753, loss/aux2: 1.1753 2020-10-27 05:57:55,214 - mmaction - INFO - Saving checkpoint at 232 epochs 2020-10-27 05:58:44,548 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-27 05:58:44,704 - mmaction - INFO - top1_acc 0.7652 top5_acc 0.9283 2020-10-27 05:58:44,704 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-27 05:58:44,745 - mmaction - INFO - mean_acc 0.7653 2020-10-27 05:58:44,745 - mmaction - INFO - Now best checkpoint is epoch_232.pth 2020-10-27 05:58:44,787 - mmaction - INFO - Epoch(val) [232][264] top1_acc: 0.7652, top5_acc: 0.9283, mean_class_accuracy: 0.7653 2020-10-27 06:02:51,479 - mmaction - INFO - Epoch [233][20/264] lr: 9.688e-03, eta: 1:38:43, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7372, top5_acc: 0.8991, loss_cls: 1.0338, loss: 1.0338, grad_norm: 3.0016, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9132, loss_cls/aux0: 1.0133, loss/aux0: 1.0133, top1_acc/aux1: 0.7326, top5_acc/aux1: 0.8983, loss_cls/aux1: 1.0322, loss/aux1: 1.0322, top1_acc/aux2: 0.7194, top5_acc/aux2: 0.8878, loss_cls/aux2: 1.1245, loss/aux2: 1.1245 2020-10-27 06:03:38,488 - mmaction - INFO - Epoch [233][40/264] lr: 9.688e-03, eta: 1:38:24, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7538, top5_acc: 0.9075, loss_cls: 0.9581, loss: 0.9581, grad_norm: 3.0559, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0163, loss/aux0: 1.0163, top1_acc/aux1: 0.7295, top5_acc/aux1: 0.8970, loss_cls/aux1: 1.0441, loss/aux1: 1.0441, top1_acc/aux2: 0.7137, top5_acc/aux2: 0.8889, loss_cls/aux2: 1.1259, loss/aux2: 1.1259 2020-10-27 06:04:25,445 - mmaction - INFO - Epoch [233][60/264] lr: 9.688e-03, eta: 1:38:05, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7411, top5_acc: 0.9002, loss_cls: 1.0064, loss: 1.0064, grad_norm: 3.0327, top1_acc/aux0: 0.7399, top5_acc/aux0: 0.9054, loss_cls/aux0: 1.0209, loss/aux0: 1.0209, top1_acc/aux1: 0.7340, top5_acc/aux1: 0.8976, loss_cls/aux1: 1.0259, loss/aux1: 1.0259, top1_acc/aux2: 0.7050, top5_acc/aux2: 0.8868, loss_cls/aux2: 1.1300, loss/aux2: 1.1300 2020-10-27 06:05:12,528 - mmaction - INFO - Epoch [233][80/264] lr: 9.688e-03, eta: 1:37:46, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7424, top5_acc: 0.8981, loss_cls: 1.0097, loss: 1.0097, grad_norm: 3.0641, top1_acc/aux0: 0.7372, top5_acc/aux0: 0.9102, loss_cls/aux0: 1.0172, loss/aux0: 1.0172, top1_acc/aux1: 0.7431, top5_acc/aux1: 0.9017, loss_cls/aux1: 1.0088, loss/aux1: 1.0088, top1_acc/aux2: 0.7049, top5_acc/aux2: 0.8832, loss_cls/aux2: 1.1342, loss/aux2: 1.1342 2020-10-27 06:06:00,180 - mmaction - INFO - Epoch [233][100/264] lr: 9.688e-03, eta: 1:37:28, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7444, top5_acc: 0.9023, loss_cls: 0.9946, loss: 0.9946, grad_norm: 3.0712, top1_acc/aux0: 0.7446, top5_acc/aux0: 0.9123, loss_cls/aux0: 0.9894, loss/aux0: 0.9894, top1_acc/aux1: 0.7411, top5_acc/aux1: 0.9066, loss_cls/aux1: 1.0148, loss/aux1: 1.0148, top1_acc/aux2: 0.7073, top5_acc/aux2: 0.8821, loss_cls/aux2: 1.1552, loss/aux2: 1.1552 2020-10-27 06:06:47,252 - mmaction - INFO - Epoch [233][120/264] lr: 9.688e-03, eta: 1:37:09, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7469, top5_acc: 0.9030, loss_cls: 0.9867, loss: 0.9867, grad_norm: 3.1417, top1_acc/aux0: 0.7441, top5_acc/aux0: 0.9087, loss_cls/aux0: 0.9868, loss/aux0: 0.9868, top1_acc/aux1: 0.7450, top5_acc/aux1: 0.9068, loss_cls/aux1: 1.0082, loss/aux1: 1.0082, top1_acc/aux2: 0.7056, top5_acc/aux2: 0.8793, loss_cls/aux2: 1.1737, loss/aux2: 1.1737 2020-10-27 06:07:34,390 - mmaction - INFO - Epoch [233][140/264] lr: 9.688e-03, eta: 1:36:50, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7441, top5_acc: 0.9005, loss_cls: 0.9995, loss: 0.9995, grad_norm: 3.0349, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9071, loss_cls/aux0: 0.9922, loss/aux0: 0.9922, top1_acc/aux1: 0.7524, top5_acc/aux1: 0.9050, loss_cls/aux1: 1.0077, loss/aux1: 1.0077, top1_acc/aux2: 0.7092, top5_acc/aux2: 0.8813, loss_cls/aux2: 1.1535, loss/aux2: 1.1535 2020-10-27 06:08:21,808 - mmaction - INFO - Epoch [233][160/264] lr: 9.688e-03, eta: 1:36:31, time: 0.955, data_time: 0.001, memory: 8466, top1_acc: 0.7340, top5_acc: 0.8951, loss_cls: 1.0299, loss: 1.0299, grad_norm: 3.0161, top1_acc/aux0: 0.7585, top5_acc/aux0: 0.9106, loss_cls/aux0: 0.9633, loss/aux0: 0.9633, top1_acc/aux1: 0.7507, top5_acc/aux1: 0.9043, loss_cls/aux1: 1.0050, loss/aux1: 1.0050, top1_acc/aux2: 0.7174, top5_acc/aux2: 0.8891, loss_cls/aux2: 1.1288, loss/aux2: 1.1288 2020-10-27 06:09:09,468 - mmaction - INFO - Epoch [233][180/264] lr: 9.688e-03, eta: 1:36:13, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.7431, top5_acc: 0.8998, loss_cls: 1.0303, loss: 1.0303, grad_norm: 3.0476, top1_acc/aux0: 0.7530, top5_acc/aux0: 0.9082, loss_cls/aux0: 0.9772, loss/aux0: 0.9772, top1_acc/aux1: 0.7490, top5_acc/aux1: 0.9061, loss_cls/aux1: 0.9981, loss/aux1: 0.9981, top1_acc/aux2: 0.7149, top5_acc/aux2: 0.8851, loss_cls/aux2: 1.1538, loss/aux2: 1.1538 2020-10-27 06:09:56,565 - mmaction - INFO - Epoch [233][200/264] lr: 9.688e-03, eta: 1:35:54, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7429, top5_acc: 0.8951, loss_cls: 1.0224, loss: 1.0224, grad_norm: 3.1288, top1_acc/aux0: 0.7503, top5_acc/aux0: 0.9087, loss_cls/aux0: 0.9945, loss/aux0: 0.9945, top1_acc/aux1: 0.7443, top5_acc/aux1: 0.9049, loss_cls/aux1: 1.0094, loss/aux1: 1.0094, top1_acc/aux2: 0.7120, top5_acc/aux2: 0.8788, loss_cls/aux2: 1.1741, loss/aux2: 1.1741 2020-10-27 06:10:44,000 - mmaction - INFO - Epoch [233][220/264] lr: 9.688e-03, eta: 1:35:35, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7429, top5_acc: 0.9019, loss_cls: 1.0074, loss: 1.0074, grad_norm: 3.0685, top1_acc/aux0: 0.7493, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0016, loss/aux0: 1.0016, top1_acc/aux1: 0.7358, top5_acc/aux1: 0.8986, loss_cls/aux1: 1.0325, loss/aux1: 1.0325, top1_acc/aux2: 0.7134, top5_acc/aux2: 0.8818, loss_cls/aux2: 1.1454, loss/aux2: 1.1454 2020-10-27 06:11:31,418 - mmaction - INFO - Epoch [233][240/264] lr: 9.688e-03, eta: 1:35:16, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.7332, top5_acc: 0.8981, loss_cls: 1.0392, loss: 1.0392, grad_norm: 3.0788, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9082, loss_cls/aux0: 0.9940, loss/aux0: 0.9940, top1_acc/aux1: 0.7325, top5_acc/aux1: 0.8993, loss_cls/aux1: 1.0419, loss/aux1: 1.0419, top1_acc/aux2: 0.7097, top5_acc/aux2: 0.8833, loss_cls/aux2: 1.1317, loss/aux2: 1.1317 2020-10-27 06:12:18,894 - mmaction - INFO - Epoch [233][260/264] lr: 9.688e-03, eta: 1:34:58, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7453, top5_acc: 0.9019, loss_cls: 0.9844, loss: 0.9844, grad_norm: 3.1595, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9111, loss_cls/aux0: 0.9793, loss/aux0: 0.9793, top1_acc/aux1: 0.7354, top5_acc/aux1: 0.9028, loss_cls/aux1: 1.0488, loss/aux1: 1.0488, top1_acc/aux2: 0.7097, top5_acc/aux2: 0.8858, loss_cls/aux2: 1.1321, loss/aux2: 1.1321 2020-10-27 06:15:51,355 - mmaction - INFO - Epoch [234][20/264] lr: 8.903e-03, eta: 1:34:35, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.7557, top5_acc: 0.9083, loss_cls: 0.9613, loss: 0.9613, grad_norm: 3.0737, top1_acc/aux0: 0.7465, top5_acc/aux0: 0.9108, loss_cls/aux0: 0.9744, loss/aux0: 0.9744, top1_acc/aux1: 0.7375, top5_acc/aux1: 0.8910, loss_cls/aux1: 1.0537, loss/aux1: 1.0537, top1_acc/aux2: 0.7247, top5_acc/aux2: 0.8885, loss_cls/aux2: 1.0979, loss/aux2: 1.0979 2020-10-27 06:16:38,685 - mmaction - INFO - Epoch [234][40/264] lr: 8.903e-03, eta: 1:34:16, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7569, top5_acc: 0.9049, loss_cls: 0.9491, loss: 0.9491, grad_norm: 3.0286, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9745, loss/aux0: 0.9745, top1_acc/aux1: 0.7406, top5_acc/aux1: 0.8981, loss_cls/aux1: 1.0434, loss/aux1: 1.0434, top1_acc/aux2: 0.7120, top5_acc/aux2: 0.8839, loss_cls/aux2: 1.1327, loss/aux2: 1.1327 2020-10-27 06:17:25,996 - mmaction - INFO - Epoch [234][60/264] lr: 8.903e-03, eta: 1:33:57, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.7557, top5_acc: 0.9090, loss_cls: 0.9441, loss: 0.9441, grad_norm: 3.0904, top1_acc/aux0: 0.7549, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9628, loss/aux0: 0.9628, top1_acc/aux1: 0.7443, top5_acc/aux1: 0.9014, loss_cls/aux1: 1.0214, loss/aux1: 1.0214, top1_acc/aux2: 0.7142, top5_acc/aux2: 0.8840, loss_cls/aux2: 1.1358, loss/aux2: 1.1358 2020-10-27 06:18:13,648 - mmaction - INFO - Epoch [234][80/264] lr: 8.903e-03, eta: 1:33:39, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7582, top5_acc: 0.9113, loss_cls: 0.9585, loss: 0.9585, grad_norm: 3.0586, top1_acc/aux0: 0.7488, top5_acc/aux0: 0.9092, loss_cls/aux0: 0.9874, loss/aux0: 0.9874, top1_acc/aux1: 0.7424, top5_acc/aux1: 0.8981, loss_cls/aux1: 1.0211, loss/aux1: 1.0211, top1_acc/aux2: 0.7241, top5_acc/aux2: 0.8939, loss_cls/aux2: 1.1037, loss/aux2: 1.1037 2020-10-27 06:19:01,231 - mmaction - INFO - Epoch [234][100/264] lr: 8.903e-03, eta: 1:33:20, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7498, top5_acc: 0.8986, loss_cls: 0.9847, loss: 0.9847, grad_norm: 3.0881, top1_acc/aux0: 0.7429, top5_acc/aux0: 0.9085, loss_cls/aux0: 1.0018, loss/aux0: 1.0018, top1_acc/aux1: 0.7436, top5_acc/aux1: 0.9002, loss_cls/aux1: 1.0061, loss/aux1: 1.0061, top1_acc/aux2: 0.7217, top5_acc/aux2: 0.8924, loss_cls/aux2: 1.1088, loss/aux2: 1.1088 2020-10-27 06:19:48,914 - mmaction - INFO - Epoch [234][120/264] lr: 8.903e-03, eta: 1:33:01, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.7524, top5_acc: 0.9056, loss_cls: 0.9694, loss: 0.9694, grad_norm: 3.0995, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9116, loss_cls/aux0: 0.9898, loss/aux0: 0.9898, top1_acc/aux1: 0.7470, top5_acc/aux1: 0.9009, loss_cls/aux1: 0.9999, loss/aux1: 0.9999, top1_acc/aux2: 0.7095, top5_acc/aux2: 0.8783, loss_cls/aux2: 1.1636, loss/aux2: 1.1636 2020-10-27 06:20:36,368 - mmaction - INFO - Epoch [234][140/264] lr: 8.903e-03, eta: 1:32:42, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7462, top5_acc: 0.8983, loss_cls: 1.0061, loss: 1.0061, grad_norm: 3.0971, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9095, loss_cls/aux0: 0.9787, loss/aux0: 0.9787, top1_acc/aux1: 0.7389, top5_acc/aux1: 0.8993, loss_cls/aux1: 1.0315, loss/aux1: 1.0315, top1_acc/aux2: 0.7007, top5_acc/aux2: 0.8785, loss_cls/aux2: 1.1657, loss/aux2: 1.1657 2020-10-27 06:21:23,837 - mmaction - INFO - Epoch [234][160/264] lr: 8.903e-03, eta: 1:32:24, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7418, top5_acc: 0.8970, loss_cls: 1.0222, loss: 1.0222, grad_norm: 3.0829, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9092, loss_cls/aux0: 0.9693, loss/aux0: 0.9693, top1_acc/aux1: 0.7425, top5_acc/aux1: 0.9064, loss_cls/aux1: 1.0089, loss/aux1: 1.0089, top1_acc/aux2: 0.7172, top5_acc/aux2: 0.8863, loss_cls/aux2: 1.1111, loss/aux2: 1.1111 2020-10-27 06:22:11,620 - mmaction - INFO - Epoch [234][180/264] lr: 8.903e-03, eta: 1:32:05, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.7503, top5_acc: 0.9040, loss_cls: 0.9859, loss: 0.9859, grad_norm: 3.1489, top1_acc/aux0: 0.7434, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0024, loss/aux0: 1.0024, top1_acc/aux1: 0.7486, top5_acc/aux1: 0.9109, loss_cls/aux1: 0.9880, loss/aux1: 0.9880, top1_acc/aux2: 0.7215, top5_acc/aux2: 0.8854, loss_cls/aux2: 1.1112, loss/aux2: 1.1112 2020-10-27 06:22:59,081 - mmaction - INFO - Epoch [234][200/264] lr: 8.903e-03, eta: 1:31:46, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.7517, top5_acc: 0.9066, loss_cls: 0.9733, loss: 0.9733, grad_norm: 3.0680, top1_acc/aux0: 0.7481, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9887, loss/aux0: 0.9887, top1_acc/aux1: 0.7467, top5_acc/aux1: 0.9095, loss_cls/aux1: 1.0052, loss/aux1: 1.0052, top1_acc/aux2: 0.7080, top5_acc/aux2: 0.8858, loss_cls/aux2: 1.1352, loss/aux2: 1.1352 2020-10-27 06:23:46,768 - mmaction - INFO - Epoch [234][220/264] lr: 8.903e-03, eta: 1:31:28, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.7634, top5_acc: 0.9035, loss_cls: 0.9718, loss: 0.9718, grad_norm: 3.0563, top1_acc/aux0: 0.7476, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9777, loss/aux0: 0.9777, top1_acc/aux1: 0.7448, top5_acc/aux1: 0.9102, loss_cls/aux1: 1.0107, loss/aux1: 1.0107, top1_acc/aux2: 0.7078, top5_acc/aux2: 0.8866, loss_cls/aux2: 1.1457, loss/aux2: 1.1457 2020-10-27 06:24:34,385 - mmaction - INFO - Epoch [234][240/264] lr: 8.903e-03, eta: 1:31:09, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.7425, top5_acc: 0.9043, loss_cls: 1.0106, loss: 1.0106, grad_norm: 3.1206, top1_acc/aux0: 0.7502, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9718, loss/aux0: 0.9718, top1_acc/aux1: 0.7394, top5_acc/aux1: 0.9061, loss_cls/aux1: 1.0138, loss/aux1: 1.0138, top1_acc/aux2: 0.7137, top5_acc/aux2: 0.8809, loss_cls/aux2: 1.1438, loss/aux2: 1.1438 2020-10-27 06:25:21,817 - mmaction - INFO - Epoch [234][260/264] lr: 8.903e-03, eta: 1:30:50, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7439, top5_acc: 0.9038, loss_cls: 0.9855, loss: 0.9855, grad_norm: 3.0464, top1_acc/aux0: 0.7575, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9616, loss/aux0: 0.9616, top1_acc/aux1: 0.7380, top5_acc/aux1: 0.8997, loss_cls/aux1: 1.0327, loss/aux1: 1.0327, top1_acc/aux2: 0.7095, top5_acc/aux2: 0.8797, loss_cls/aux2: 1.1412, loss/aux2: 1.1412 2020-10-27 06:29:34,326 - mmaction - INFO - Epoch [235][20/264] lr: 8.150e-03, eta: 1:30:27, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7556, top5_acc: 0.9108, loss_cls: 0.9495, loss: 0.9495, grad_norm: 3.0429, top1_acc/aux0: 0.7347, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0396, loss/aux0: 1.0396, top1_acc/aux1: 0.7462, top5_acc/aux1: 0.9104, loss_cls/aux1: 1.0044, loss/aux1: 1.0044, top1_acc/aux2: 0.7042, top5_acc/aux2: 0.8826, loss_cls/aux2: 1.1383, loss/aux2: 1.1383 2020-10-27 06:30:22,261 - mmaction - INFO - Epoch [235][40/264] lr: 8.150e-03, eta: 1:30:09, time: 0.987, data_time: 0.000, memory: 8466, top1_acc: 0.7554, top5_acc: 0.9056, loss_cls: 0.9603, loss: 0.9603, grad_norm: 3.1024, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9092, loss_cls/aux0: 1.0059, loss/aux0: 1.0059, top1_acc/aux1: 0.7491, top5_acc/aux1: 0.9109, loss_cls/aux1: 0.9892, loss/aux1: 0.9892, top1_acc/aux2: 0.7104, top5_acc/aux2: 0.8865, loss_cls/aux2: 1.1244, loss/aux2: 1.1244 2020-10-27 06:31:09,650 - mmaction - INFO - Epoch [235][60/264] lr: 8.150e-03, eta: 1:29:50, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.7523, top5_acc: 0.9007, loss_cls: 1.0038, loss: 1.0038, grad_norm: 3.0370, top1_acc/aux0: 0.7519, top5_acc/aux0: 0.9132, loss_cls/aux0: 0.9734, loss/aux0: 0.9734, top1_acc/aux1: 0.7417, top5_acc/aux1: 0.9063, loss_cls/aux1: 1.0063, loss/aux1: 1.0063, top1_acc/aux2: 0.7120, top5_acc/aux2: 0.8844, loss_cls/aux2: 1.1410, loss/aux2: 1.1410 2020-10-27 06:31:57,005 - mmaction - INFO - Epoch [235][80/264] lr: 8.150e-03, eta: 1:29:31, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.7438, top5_acc: 0.8983, loss_cls: 1.0026, loss: 1.0026, grad_norm: 3.1062, top1_acc/aux0: 0.7517, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9654, loss/aux0: 0.9654, top1_acc/aux1: 0.7377, top5_acc/aux1: 0.9033, loss_cls/aux1: 1.0324, loss/aux1: 1.0324, top1_acc/aux2: 0.7116, top5_acc/aux2: 0.8809, loss_cls/aux2: 1.1499, loss/aux2: 1.1499 2020-10-27 06:32:44,201 - mmaction - INFO - Epoch [235][100/264] lr: 8.150e-03, eta: 1:29:12, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7538, top5_acc: 0.9059, loss_cls: 0.9562, loss: 0.9562, grad_norm: 3.1092, top1_acc/aux0: 0.7491, top5_acc/aux0: 0.9170, loss_cls/aux0: 0.9590, loss/aux0: 0.9590, top1_acc/aux1: 0.7470, top5_acc/aux1: 0.9026, loss_cls/aux1: 1.0051, loss/aux1: 1.0051, top1_acc/aux2: 0.7158, top5_acc/aux2: 0.8852, loss_cls/aux2: 1.1342, loss/aux2: 1.1342 2020-10-27 06:33:31,162 - mmaction - INFO - Epoch [235][120/264] lr: 8.150e-03, eta: 1:28:54, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7606, top5_acc: 0.9066, loss_cls: 0.9444, loss: 0.9444, grad_norm: 3.1248, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9774, loss/aux0: 0.9774, top1_acc/aux1: 0.7469, top5_acc/aux1: 0.9003, loss_cls/aux1: 0.9999, loss/aux1: 0.9999, top1_acc/aux2: 0.7080, top5_acc/aux2: 0.8872, loss_cls/aux2: 1.1467, loss/aux2: 1.1467 2020-10-27 06:34:18,648 - mmaction - INFO - Epoch [235][140/264] lr: 8.150e-03, eta: 1:28:35, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7460, top5_acc: 0.9056, loss_cls: 0.9885, loss: 0.9885, grad_norm: 3.0572, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9080, loss_cls/aux0: 0.9736, loss/aux0: 0.9736, top1_acc/aux1: 0.7431, top5_acc/aux1: 0.8972, loss_cls/aux1: 1.0283, loss/aux1: 1.0283, top1_acc/aux2: 0.7083, top5_acc/aux2: 0.8880, loss_cls/aux2: 1.1343, loss/aux2: 1.1343 2020-10-27 06:35:06,065 - mmaction - INFO - Epoch [235][160/264] lr: 8.150e-03, eta: 1:28:16, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7550, top5_acc: 0.9014, loss_cls: 0.9847, loss: 0.9847, grad_norm: 3.1370, top1_acc/aux0: 0.7465, top5_acc/aux0: 0.9090, loss_cls/aux0: 0.9767, loss/aux0: 0.9767, top1_acc/aux1: 0.7438, top5_acc/aux1: 0.9023, loss_cls/aux1: 1.0133, loss/aux1: 1.0133, top1_acc/aux2: 0.7097, top5_acc/aux2: 0.8852, loss_cls/aux2: 1.1405, loss/aux2: 1.1405 2020-10-27 06:35:53,850 - mmaction - INFO - Epoch [235][180/264] lr: 8.150e-03, eta: 1:27:57, time: 0.962, data_time: 0.000, memory: 8466, top1_acc: 0.7632, top5_acc: 0.9122, loss_cls: 0.9341, loss: 0.9341, grad_norm: 3.0606, top1_acc/aux0: 0.7418, top5_acc/aux0: 0.9076, loss_cls/aux0: 1.0051, loss/aux0: 1.0051, top1_acc/aux1: 0.7460, top5_acc/aux1: 0.9069, loss_cls/aux1: 0.9833, loss/aux1: 0.9833, top1_acc/aux2: 0.7036, top5_acc/aux2: 0.8813, loss_cls/aux2: 1.1644, loss/aux2: 1.1644 2020-10-27 06:36:41,200 - mmaction - INFO - Epoch [235][200/264] lr: 8.150e-03, eta: 1:27:39, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7609, top5_acc: 0.9090, loss_cls: 0.9384, loss: 0.9384, grad_norm: 3.0852, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9035, loss_cls/aux0: 1.0139, loss/aux0: 1.0139, top1_acc/aux1: 0.7453, top5_acc/aux1: 0.9047, loss_cls/aux1: 0.9763, loss/aux1: 0.9763, top1_acc/aux2: 0.7109, top5_acc/aux2: 0.8832, loss_cls/aux2: 1.1425, loss/aux2: 1.1425 2020-10-27 06:37:28,193 - mmaction - INFO - Epoch [235][220/264] lr: 8.150e-03, eta: 1:27:20, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7568, top5_acc: 0.9139, loss_cls: 0.9468, loss: 0.9468, grad_norm: 3.1097, top1_acc/aux0: 0.7491, top5_acc/aux0: 0.9049, loss_cls/aux0: 0.9906, loss/aux0: 0.9906, top1_acc/aux1: 0.7467, top5_acc/aux1: 0.9057, loss_cls/aux1: 0.9869, loss/aux1: 0.9869, top1_acc/aux2: 0.7170, top5_acc/aux2: 0.8832, loss_cls/aux2: 1.1230, loss/aux2: 1.1230 2020-10-27 06:38:16,002 - mmaction - INFO - Epoch [235][240/264] lr: 8.150e-03, eta: 1:27:01, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.7474, top5_acc: 0.9069, loss_cls: 0.9807, loss: 0.9807, grad_norm: 3.2193, top1_acc/aux0: 0.7444, top5_acc/aux0: 0.9049, loss_cls/aux0: 0.9954, loss/aux0: 0.9954, top1_acc/aux1: 0.7481, top5_acc/aux1: 0.9010, loss_cls/aux1: 1.0134, loss/aux1: 1.0134, top1_acc/aux2: 0.7179, top5_acc/aux2: 0.8837, loss_cls/aux2: 1.1210, loss/aux2: 1.1210 2020-10-27 06:39:03,651 - mmaction - INFO - Epoch [235][260/264] lr: 8.150e-03, eta: 1:26:42, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.7535, top5_acc: 0.9075, loss_cls: 0.9756, loss: 0.9756, grad_norm: 3.0888, top1_acc/aux0: 0.7382, top5_acc/aux0: 0.9050, loss_cls/aux0: 1.0189, loss/aux0: 1.0189, top1_acc/aux1: 0.7465, top5_acc/aux1: 0.8997, loss_cls/aux1: 1.0105, loss/aux1: 1.0105, top1_acc/aux2: 0.7264, top5_acc/aux2: 0.8901, loss_cls/aux2: 1.0932, loss/aux2: 1.0932 2020-10-27 06:43:23,415 - mmaction - INFO - Epoch [236][20/264] lr: 7.430e-03, eta: 1:26:20, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7594, top5_acc: 0.9066, loss_cls: 0.9496, loss: 0.9496, grad_norm: 3.1236, top1_acc/aux0: 0.7420, top5_acc/aux0: 0.9073, loss_cls/aux0: 0.9974, loss/aux0: 0.9974, top1_acc/aux1: 0.7441, top5_acc/aux1: 0.8913, loss_cls/aux1: 1.0213, loss/aux1: 1.0213, top1_acc/aux2: 0.7080, top5_acc/aux2: 0.8837, loss_cls/aux2: 1.1539, loss/aux2: 1.1539 2020-10-27 06:44:10,751 - mmaction - INFO - Epoch [236][40/264] lr: 7.430e-03, eta: 1:26:01, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7571, top5_acc: 0.9054, loss_cls: 0.9584, loss: 0.9584, grad_norm: 2.9920, top1_acc/aux0: 0.7436, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9811, loss/aux0: 0.9811, top1_acc/aux1: 0.7465, top5_acc/aux1: 0.8995, loss_cls/aux1: 0.9933, loss/aux1: 0.9933, top1_acc/aux2: 0.7144, top5_acc/aux2: 0.8845, loss_cls/aux2: 1.1357, loss/aux2: 1.1357 2020-10-27 06:44:58,019 - mmaction - INFO - Epoch [236][60/264] lr: 7.430e-03, eta: 1:25:42, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7507, top5_acc: 0.9045, loss_cls: 0.9745, loss: 0.9745, grad_norm: 3.1452, top1_acc/aux0: 0.7429, top5_acc/aux0: 0.9085, loss_cls/aux0: 0.9866, loss/aux0: 0.9866, top1_acc/aux1: 0.7436, top5_acc/aux1: 0.9094, loss_cls/aux1: 0.9936, loss/aux1: 0.9936, top1_acc/aux2: 0.7264, top5_acc/aux2: 0.8887, loss_cls/aux2: 1.1010, loss/aux2: 1.1010 2020-10-27 06:45:45,611 - mmaction - INFO - Epoch [236][80/264] lr: 7.430e-03, eta: 1:25:23, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7592, top5_acc: 0.9106, loss_cls: 0.9554, loss: 0.9554, grad_norm: 3.1791, top1_acc/aux0: 0.7493, top5_acc/aux0: 0.9101, loss_cls/aux0: 0.9856, loss/aux0: 0.9856, top1_acc/aux1: 0.7375, top5_acc/aux1: 0.9035, loss_cls/aux1: 1.0222, loss/aux1: 1.0222, top1_acc/aux2: 0.7267, top5_acc/aux2: 0.8891, loss_cls/aux2: 1.1007, loss/aux2: 1.1007 2020-10-27 06:46:32,917 - mmaction - INFO - Epoch [236][100/264] lr: 7.430e-03, eta: 1:25:05, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7649, top5_acc: 0.9102, loss_cls: 0.9258, loss: 0.9258, grad_norm: 3.1041, top1_acc/aux0: 0.7592, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9435, loss/aux0: 0.9435, top1_acc/aux1: 0.7385, top5_acc/aux1: 0.9002, loss_cls/aux1: 1.0140, loss/aux1: 1.0140, top1_acc/aux2: 0.7300, top5_acc/aux2: 0.8875, loss_cls/aux2: 1.0946, loss/aux2: 1.0946 2020-10-27 06:47:20,501 - mmaction - INFO - Epoch [236][120/264] lr: 7.430e-03, eta: 1:24:46, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7667, top5_acc: 0.9031, loss_cls: 0.9507, loss: 0.9507, grad_norm: 3.1118, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9196, loss_cls/aux0: 0.9234, loss/aux0: 0.9234, top1_acc/aux1: 0.7434, top5_acc/aux1: 0.9026, loss_cls/aux1: 0.9959, loss/aux1: 0.9959, top1_acc/aux2: 0.7281, top5_acc/aux2: 0.8901, loss_cls/aux2: 1.0924, loss/aux2: 1.0924 2020-10-27 06:48:07,892 - mmaction - INFO - Epoch [236][140/264] lr: 7.430e-03, eta: 1:24:27, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7526, top5_acc: 0.9036, loss_cls: 0.9646, loss: 0.9646, grad_norm: 3.1659, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9196, loss_cls/aux0: 0.9388, loss/aux0: 0.9388, top1_acc/aux1: 0.7405, top5_acc/aux1: 0.9021, loss_cls/aux1: 1.0023, loss/aux1: 1.0023, top1_acc/aux2: 0.7165, top5_acc/aux2: 0.8894, loss_cls/aux2: 1.1217, loss/aux2: 1.1217 2020-10-27 06:48:55,378 - mmaction - INFO - Epoch [236][160/264] lr: 7.430e-03, eta: 1:24:08, time: 0.949, data_time: 0.001, memory: 8466, top1_acc: 0.7464, top5_acc: 0.9038, loss_cls: 0.9759, loss: 0.9759, grad_norm: 3.1087, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9139, loss_cls/aux0: 0.9733, loss/aux0: 0.9733, top1_acc/aux1: 0.7436, top5_acc/aux1: 0.9066, loss_cls/aux1: 0.9945, loss/aux1: 0.9945, top1_acc/aux2: 0.7094, top5_acc/aux2: 0.8845, loss_cls/aux2: 1.1470, loss/aux2: 1.1470 2020-10-27 06:49:42,829 - mmaction - INFO - Epoch [236][180/264] lr: 7.430e-03, eta: 1:23:50, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.7660, top5_acc: 0.9068, loss_cls: 0.9506, loss: 0.9506, grad_norm: 3.1828, top1_acc/aux0: 0.7434, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9903, loss/aux0: 0.9903, top1_acc/aux1: 0.7531, top5_acc/aux1: 0.9056, loss_cls/aux1: 0.9758, loss/aux1: 0.9758, top1_acc/aux2: 0.7109, top5_acc/aux2: 0.8835, loss_cls/aux2: 1.1491, loss/aux2: 1.1491 2020-10-27 06:50:30,266 - mmaction - INFO - Epoch [236][200/264] lr: 7.430e-03, eta: 1:23:31, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7462, top5_acc: 0.9038, loss_cls: 0.9850, loss: 0.9850, grad_norm: 3.2833, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9132, loss_cls/aux0: 0.9793, loss/aux0: 0.9793, top1_acc/aux1: 0.7420, top5_acc/aux1: 0.9012, loss_cls/aux1: 1.0031, loss/aux1: 1.0031, top1_acc/aux2: 0.7153, top5_acc/aux2: 0.8877, loss_cls/aux2: 1.1215, loss/aux2: 1.1215 2020-10-27 06:51:17,907 - mmaction - INFO - Epoch [236][220/264] lr: 7.430e-03, eta: 1:23:12, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.7571, top5_acc: 0.9016, loss_cls: 0.9624, loss: 0.9624, grad_norm: 3.1392, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9127, loss_cls/aux0: 0.9757, loss/aux0: 0.9757, top1_acc/aux1: 0.7432, top5_acc/aux1: 0.9026, loss_cls/aux1: 1.0004, loss/aux1: 1.0004, top1_acc/aux2: 0.7182, top5_acc/aux2: 0.8938, loss_cls/aux2: 1.0905, loss/aux2: 1.0905 2020-10-27 06:52:05,392 - mmaction - INFO - Epoch [236][240/264] lr: 7.430e-03, eta: 1:22:54, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.7660, top5_acc: 0.9125, loss_cls: 0.9159, loss: 0.9159, grad_norm: 3.1007, top1_acc/aux0: 0.7488, top5_acc/aux0: 0.9137, loss_cls/aux0: 0.9624, loss/aux0: 0.9624, top1_acc/aux1: 0.7486, top5_acc/aux1: 0.9056, loss_cls/aux1: 0.9890, loss/aux1: 0.9890, top1_acc/aux2: 0.7238, top5_acc/aux2: 0.8906, loss_cls/aux2: 1.0826, loss/aux2: 1.0826 2020-10-27 06:52:52,911 - mmaction - INFO - Epoch [236][260/264] lr: 7.430e-03, eta: 1:22:35, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7599, top5_acc: 0.9158, loss_cls: 0.9285, loss: 0.9285, grad_norm: 3.2106, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9153, loss_cls/aux0: 0.9598, loss/aux0: 0.9598, top1_acc/aux1: 0.7472, top5_acc/aux1: 0.9068, loss_cls/aux1: 0.9840, loss/aux1: 0.9840, top1_acc/aux2: 0.7177, top5_acc/aux2: 0.8854, loss_cls/aux2: 1.1138, loss/aux2: 1.1138 2020-10-27 06:57:08,146 - mmaction - INFO - Epoch [237][20/264] lr: 6.743e-03, eta: 1:22:12, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7623, top5_acc: 0.9118, loss_cls: 0.9291, loss: 0.9291, grad_norm: 3.2293, top1_acc/aux0: 0.7441, top5_acc/aux0: 0.9063, loss_cls/aux0: 0.9945, loss/aux0: 0.9945, top1_acc/aux1: 0.7503, top5_acc/aux1: 0.9128, loss_cls/aux1: 0.9684, loss/aux1: 0.9684, top1_acc/aux2: 0.7188, top5_acc/aux2: 0.8896, loss_cls/aux2: 1.1109, loss/aux2: 1.1109 2020-10-27 06:57:55,288 - mmaction - INFO - Epoch [237][40/264] lr: 6.743e-03, eta: 1:21:53, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7708, top5_acc: 0.9158, loss_cls: 0.8867, loss: 0.8867, grad_norm: 3.1125, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9085, loss_cls/aux0: 0.9864, loss/aux0: 0.9864, top1_acc/aux1: 0.7512, top5_acc/aux1: 0.9101, loss_cls/aux1: 0.9622, loss/aux1: 0.9622, top1_acc/aux2: 0.7179, top5_acc/aux2: 0.8910, loss_cls/aux2: 1.1052, loss/aux2: 1.1052 2020-10-27 06:58:42,736 - mmaction - INFO - Epoch [237][60/264] lr: 6.743e-03, eta: 1:21:34, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7733, top5_acc: 0.9191, loss_cls: 0.8879, loss: 0.8879, grad_norm: 3.1499, top1_acc/aux0: 0.7601, top5_acc/aux0: 0.9139, loss_cls/aux0: 0.9540, loss/aux0: 0.9540, top1_acc/aux1: 0.7552, top5_acc/aux1: 0.9057, loss_cls/aux1: 0.9716, loss/aux1: 0.9716, top1_acc/aux2: 0.7200, top5_acc/aux2: 0.8884, loss_cls/aux2: 1.1161, loss/aux2: 1.1161 2020-10-27 06:59:29,832 - mmaction - INFO - Epoch [237][80/264] lr: 6.743e-03, eta: 1:21:16, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7601, top5_acc: 0.9075, loss_cls: 0.9449, loss: 0.9449, grad_norm: 3.2457, top1_acc/aux0: 0.7655, top5_acc/aux0: 0.9175, loss_cls/aux0: 0.9434, loss/aux0: 0.9434, top1_acc/aux1: 0.7477, top5_acc/aux1: 0.8993, loss_cls/aux1: 1.0208, loss/aux1: 1.0208, top1_acc/aux2: 0.7316, top5_acc/aux2: 0.8927, loss_cls/aux2: 1.0738, loss/aux2: 1.0738 2020-10-27 07:00:17,900 - mmaction - INFO - Epoch [237][100/264] lr: 6.743e-03, eta: 1:20:57, time: 0.989, data_time: 0.000, memory: 8466, top1_acc: 0.7543, top5_acc: 0.9076, loss_cls: 0.9779, loss: 0.9779, grad_norm: 3.1864, top1_acc/aux0: 0.7595, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9410, loss/aux0: 0.9410, top1_acc/aux1: 0.7453, top5_acc/aux1: 0.9016, loss_cls/aux1: 1.0237, loss/aux1: 1.0237, top1_acc/aux2: 0.7396, top5_acc/aux2: 0.9010, loss_cls/aux2: 1.0258, loss/aux2: 1.0258 2020-10-27 07:01:04,877 - mmaction - INFO - Epoch [237][120/264] lr: 6.743e-03, eta: 1:20:38, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7531, top5_acc: 0.9047, loss_cls: 0.9622, loss: 0.9622, grad_norm: 3.0594, top1_acc/aux0: 0.7701, top5_acc/aux0: 0.9220, loss_cls/aux0: 0.8983, loss/aux0: 0.8983, top1_acc/aux1: 0.7533, top5_acc/aux1: 0.9083, loss_cls/aux1: 0.9896, loss/aux1: 0.9896, top1_acc/aux2: 0.7302, top5_acc/aux2: 0.8967, loss_cls/aux2: 1.0584, loss/aux2: 1.0584 2020-10-27 07:01:52,174 - mmaction - INFO - Epoch [237][140/264] lr: 6.743e-03, eta: 1:20:20, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7557, top5_acc: 0.9089, loss_cls: 0.9388, loss: 0.9388, grad_norm: 3.1629, top1_acc/aux0: 0.7686, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.9203, loss/aux0: 0.9203, top1_acc/aux1: 0.7458, top5_acc/aux1: 0.9043, loss_cls/aux1: 0.9989, loss/aux1: 0.9989, top1_acc/aux2: 0.7201, top5_acc/aux2: 0.8878, loss_cls/aux2: 1.0836, loss/aux2: 1.0836 2020-10-27 07:02:39,429 - mmaction - INFO - Epoch [237][160/264] lr: 6.743e-03, eta: 1:20:01, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7564, top5_acc: 0.9010, loss_cls: 0.9626, loss: 0.9626, grad_norm: 3.1185, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9717, loss/aux0: 0.9717, top1_acc/aux1: 0.7366, top5_acc/aux1: 0.9030, loss_cls/aux1: 1.0100, loss/aux1: 1.0100, top1_acc/aux2: 0.7220, top5_acc/aux2: 0.8917, loss_cls/aux2: 1.0855, loss/aux2: 1.0855 2020-10-27 07:03:26,803 - mmaction - INFO - Epoch [237][180/264] lr: 6.743e-03, eta: 1:19:42, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7623, top5_acc: 0.9125, loss_cls: 0.9205, loss: 0.9205, grad_norm: 3.1471, top1_acc/aux0: 0.7545, top5_acc/aux0: 0.9168, loss_cls/aux0: 0.9390, loss/aux0: 0.9390, top1_acc/aux1: 0.7392, top5_acc/aux1: 0.9049, loss_cls/aux1: 0.9951, loss/aux1: 0.9951, top1_acc/aux2: 0.7273, top5_acc/aux2: 0.8953, loss_cls/aux2: 1.0820, loss/aux2: 1.0820 2020-10-27 07:04:14,223 - mmaction - INFO - Epoch [237][200/264] lr: 6.743e-03, eta: 1:19:23, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7608, top5_acc: 0.9130, loss_cls: 0.9220, loss: 0.9220, grad_norm: 3.1447, top1_acc/aux0: 0.7613, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9190, loss/aux0: 0.9190, top1_acc/aux1: 0.7507, top5_acc/aux1: 0.9047, loss_cls/aux1: 0.9788, loss/aux1: 0.9788, top1_acc/aux2: 0.7214, top5_acc/aux2: 0.8894, loss_cls/aux2: 1.0969, loss/aux2: 1.0969 2020-10-27 07:05:01,836 - mmaction - INFO - Epoch [237][220/264] lr: 6.743e-03, eta: 1:19:05, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.7611, top5_acc: 0.9113, loss_cls: 0.9262, loss: 0.9262, grad_norm: 3.1752, top1_acc/aux0: 0.7582, top5_acc/aux0: 0.9165, loss_cls/aux0: 0.9334, loss/aux0: 0.9334, top1_acc/aux1: 0.7538, top5_acc/aux1: 0.9064, loss_cls/aux1: 0.9736, loss/aux1: 0.9736, top1_acc/aux2: 0.7139, top5_acc/aux2: 0.8849, loss_cls/aux2: 1.1194, loss/aux2: 1.1194 2020-10-27 07:05:49,388 - mmaction - INFO - Epoch [237][240/264] lr: 6.743e-03, eta: 1:18:46, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.7556, top5_acc: 0.9063, loss_cls: 0.9578, loss: 0.9578, grad_norm: 3.1449, top1_acc/aux0: 0.7523, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9824, loss/aux0: 0.9824, top1_acc/aux1: 0.7427, top5_acc/aux1: 0.9061, loss_cls/aux1: 0.9912, loss/aux1: 0.9912, top1_acc/aux2: 0.7238, top5_acc/aux2: 0.8892, loss_cls/aux2: 1.0981, loss/aux2: 1.0981 2020-10-27 07:06:36,932 - mmaction - INFO - Epoch [237][260/264] lr: 6.743e-03, eta: 1:18:27, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.7547, top5_acc: 0.9054, loss_cls: 0.9556, loss: 0.9556, grad_norm: 3.1912, top1_acc/aux0: 0.7446, top5_acc/aux0: 0.9080, loss_cls/aux0: 1.0150, loss/aux0: 1.0150, top1_acc/aux1: 0.7470, top5_acc/aux1: 0.9089, loss_cls/aux1: 0.9687, loss/aux1: 0.9687, top1_acc/aux2: 0.7245, top5_acc/aux2: 0.8918, loss_cls/aux2: 1.0986, loss/aux2: 1.0986 2020-10-27 07:10:51,210 - mmaction - INFO - Epoch [238][20/264] lr: 6.089e-03, eta: 1:18:04, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7677, top5_acc: 0.9106, loss_cls: 0.9254, loss: 0.9254, grad_norm: 3.1107, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9237, loss/aux0: 0.9237, top1_acc/aux1: 0.7472, top5_acc/aux1: 0.8944, loss_cls/aux1: 1.0476, loss/aux1: 1.0476, top1_acc/aux2: 0.7226, top5_acc/aux2: 0.8840, loss_cls/aux2: 1.1143, loss/aux2: 1.1143 2020-10-27 07:11:38,542 - mmaction - INFO - Epoch [238][40/264] lr: 6.089e-03, eta: 1:17:46, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.7656, top5_acc: 0.9071, loss_cls: 0.9485, loss: 0.9485, grad_norm: 3.1338, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9149, loss_cls/aux0: 0.9303, loss/aux0: 0.9303, top1_acc/aux1: 0.7550, top5_acc/aux1: 0.9023, loss_cls/aux1: 1.0065, loss/aux1: 1.0065, top1_acc/aux2: 0.7309, top5_acc/aux2: 0.8889, loss_cls/aux2: 1.0792, loss/aux2: 1.0792 2020-10-27 07:12:25,732 - mmaction - INFO - Epoch [238][60/264] lr: 6.089e-03, eta: 1:17:27, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7658, top5_acc: 0.9090, loss_cls: 0.9207, loss: 0.9207, grad_norm: 3.1261, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9163, loss_cls/aux0: 0.9474, loss/aux0: 0.9474, top1_acc/aux1: 0.7679, top5_acc/aux1: 0.9101, loss_cls/aux1: 0.9464, loss/aux1: 0.9464, top1_acc/aux2: 0.7351, top5_acc/aux2: 0.8948, loss_cls/aux2: 1.0439, loss/aux2: 1.0439 2020-10-27 07:13:12,815 - mmaction - INFO - Epoch [238][80/264] lr: 6.089e-03, eta: 1:17:08, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7604, top5_acc: 0.9049, loss_cls: 0.9236, loss: 0.9236, grad_norm: 3.1944, top1_acc/aux0: 0.7575, top5_acc/aux0: 0.9139, loss_cls/aux0: 0.9589, loss/aux0: 0.9589, top1_acc/aux1: 0.7585, top5_acc/aux1: 0.9108, loss_cls/aux1: 0.9715, loss/aux1: 0.9715, top1_acc/aux2: 0.7262, top5_acc/aux2: 0.8903, loss_cls/aux2: 1.0770, loss/aux2: 1.0770 2020-10-27 07:14:00,181 - mmaction - INFO - Epoch [238][100/264] lr: 6.089e-03, eta: 1:16:49, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7665, top5_acc: 0.9165, loss_cls: 0.9057, loss: 0.9057, grad_norm: 3.2050, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9170, loss_cls/aux0: 0.9621, loss/aux0: 0.9621, top1_acc/aux1: 0.7443, top5_acc/aux1: 0.9069, loss_cls/aux1: 1.0147, loss/aux1: 1.0147, top1_acc/aux2: 0.7189, top5_acc/aux2: 0.8854, loss_cls/aux2: 1.1148, loss/aux2: 1.1148 2020-10-27 07:14:47,776 - mmaction - INFO - Epoch [238][120/264] lr: 6.089e-03, eta: 1:16:31, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.7668, top5_acc: 0.9135, loss_cls: 0.9233, loss: 0.9233, grad_norm: 3.2267, top1_acc/aux0: 0.7517, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9533, loss/aux0: 0.9533, top1_acc/aux1: 0.7444, top5_acc/aux1: 0.9021, loss_cls/aux1: 1.0187, loss/aux1: 1.0187, top1_acc/aux2: 0.7227, top5_acc/aux2: 0.8927, loss_cls/aux2: 1.0926, loss/aux2: 1.0926 2020-10-27 07:15:35,185 - mmaction - INFO - Epoch [238][140/264] lr: 6.089e-03, eta: 1:16:12, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.7681, top5_acc: 0.9115, loss_cls: 0.9145, loss: 0.9145, grad_norm: 3.1672, top1_acc/aux0: 0.7559, top5_acc/aux0: 0.9144, loss_cls/aux0: 0.9401, loss/aux0: 0.9401, top1_acc/aux1: 0.7472, top5_acc/aux1: 0.9030, loss_cls/aux1: 1.0040, loss/aux1: 1.0040, top1_acc/aux2: 0.7330, top5_acc/aux2: 0.9005, loss_cls/aux2: 1.0529, loss/aux2: 1.0529 2020-10-27 07:16:22,405 - mmaction - INFO - Epoch [238][160/264] lr: 6.089e-03, eta: 1:15:53, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7646, top5_acc: 0.9149, loss_cls: 0.9226, loss: 0.9226, grad_norm: 3.1167, top1_acc/aux0: 0.7587, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9466, loss/aux0: 0.9466, top1_acc/aux1: 0.7415, top5_acc/aux1: 0.9047, loss_cls/aux1: 0.9992, loss/aux1: 0.9992, top1_acc/aux2: 0.7326, top5_acc/aux2: 0.8958, loss_cls/aux2: 1.0663, loss/aux2: 1.0663 2020-10-27 07:17:09,934 - mmaction - INFO - Epoch [238][180/264] lr: 6.089e-03, eta: 1:15:34, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.7616, top5_acc: 0.9090, loss_cls: 0.9251, loss: 0.9251, grad_norm: 3.1624, top1_acc/aux0: 0.7602, top5_acc/aux0: 0.9127, loss_cls/aux0: 0.9490, loss/aux0: 0.9490, top1_acc/aux1: 0.7420, top5_acc/aux1: 0.9059, loss_cls/aux1: 0.9973, loss/aux1: 0.9973, top1_acc/aux2: 0.7326, top5_acc/aux2: 0.8934, loss_cls/aux2: 1.0659, loss/aux2: 1.0659 2020-10-27 07:17:57,160 - mmaction - INFO - Epoch [238][200/264] lr: 6.089e-03, eta: 1:15:16, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7490, top5_acc: 0.9031, loss_cls: 0.9632, loss: 0.9632, grad_norm: 3.1795, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9378, loss/aux0: 0.9378, top1_acc/aux1: 0.7483, top5_acc/aux1: 0.9069, loss_cls/aux1: 0.9836, loss/aux1: 0.9836, top1_acc/aux2: 0.7361, top5_acc/aux2: 0.8927, loss_cls/aux2: 1.0495, loss/aux2: 1.0495 2020-10-27 07:18:44,255 - mmaction - INFO - Epoch [238][220/264] lr: 6.089e-03, eta: 1:14:57, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7635, top5_acc: 0.9090, loss_cls: 0.9195, loss: 0.9195, grad_norm: 3.1917, top1_acc/aux0: 0.7530, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9589, loss/aux0: 0.9589, top1_acc/aux1: 0.7446, top5_acc/aux1: 0.9078, loss_cls/aux1: 0.9893, loss/aux1: 0.9893, top1_acc/aux2: 0.7281, top5_acc/aux2: 0.8851, loss_cls/aux2: 1.0965, loss/aux2: 1.0965 2020-10-27 07:19:31,591 - mmaction - INFO - Epoch [238][240/264] lr: 6.089e-03, eta: 1:14:38, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7634, top5_acc: 0.9094, loss_cls: 0.9594, loss: 0.9594, grad_norm: 3.1692, top1_acc/aux0: 0.7585, top5_acc/aux0: 0.9184, loss_cls/aux0: 0.9398, loss/aux0: 0.9398, top1_acc/aux1: 0.7451, top5_acc/aux1: 0.9045, loss_cls/aux1: 0.9875, loss/aux1: 0.9875, top1_acc/aux2: 0.7257, top5_acc/aux2: 0.8878, loss_cls/aux2: 1.1036, loss/aux2: 1.1036 2020-10-27 07:20:19,147 - mmaction - INFO - Epoch [238][260/264] lr: 6.089e-03, eta: 1:14:19, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.7724, top5_acc: 0.9175, loss_cls: 0.8927, loss: 0.8927, grad_norm: 3.2033, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9191, loss_cls/aux0: 0.9322, loss/aux0: 0.9322, top1_acc/aux1: 0.7531, top5_acc/aux1: 0.9069, loss_cls/aux1: 0.9710, loss/aux1: 0.9710, top1_acc/aux2: 0.7276, top5_acc/aux2: 0.8944, loss_cls/aux2: 1.0666, loss/aux2: 1.0666 2020-10-27 07:24:41,352 - mmaction - INFO - Epoch [239][20/264] lr: 5.467e-03, eta: 1:13:57, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7649, top5_acc: 0.9139, loss_cls: 0.9262, loss: 0.9262, grad_norm: 3.1849, top1_acc/aux0: 0.7438, top5_acc/aux0: 0.9017, loss_cls/aux0: 1.0081, loss/aux0: 1.0081, top1_acc/aux1: 0.7514, top5_acc/aux1: 0.9083, loss_cls/aux1: 0.9805, loss/aux1: 0.9805, top1_acc/aux2: 0.7309, top5_acc/aux2: 0.9024, loss_cls/aux2: 1.0455, loss/aux2: 1.0455 2020-10-27 07:25:29,076 - mmaction - INFO - Epoch [239][40/264] lr: 5.467e-03, eta: 1:13:38, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7714, top5_acc: 0.9113, loss_cls: 0.9063, loss: 0.9063, grad_norm: 3.2274, top1_acc/aux0: 0.7481, top5_acc/aux0: 0.9068, loss_cls/aux0: 0.9804, loss/aux0: 0.9804, top1_acc/aux1: 0.7545, top5_acc/aux1: 0.9071, loss_cls/aux1: 0.9797, loss/aux1: 0.9797, top1_acc/aux2: 0.7290, top5_acc/aux2: 0.8977, loss_cls/aux2: 1.0650, loss/aux2: 1.0650 2020-10-27 07:26:16,282 - mmaction - INFO - Epoch [239][60/264] lr: 5.467e-03, eta: 1:13:19, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.7795, top5_acc: 0.9158, loss_cls: 0.8868, loss: 0.8868, grad_norm: 3.1896, top1_acc/aux0: 0.7483, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9689, loss/aux0: 0.9689, top1_acc/aux1: 0.7528, top5_acc/aux1: 0.9052, loss_cls/aux1: 0.9670, loss/aux1: 0.9670, top1_acc/aux2: 0.7339, top5_acc/aux2: 0.8986, loss_cls/aux2: 1.0457, loss/aux2: 1.0457 2020-10-27 07:27:03,935 - mmaction - INFO - Epoch [239][80/264] lr: 5.467e-03, eta: 1:13:00, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.7585, top5_acc: 0.9057, loss_cls: 0.9482, loss: 0.9482, grad_norm: 3.2432, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9571, loss/aux0: 0.9571, top1_acc/aux1: 0.7519, top5_acc/aux1: 0.9064, loss_cls/aux1: 0.9581, loss/aux1: 0.9581, top1_acc/aux2: 0.7356, top5_acc/aux2: 0.9000, loss_cls/aux2: 1.0296, loss/aux2: 1.0296 2020-10-27 07:27:51,273 - mmaction - INFO - Epoch [239][100/264] lr: 5.467e-03, eta: 1:12:42, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7724, top5_acc: 0.9123, loss_cls: 0.8990, loss: 0.8990, grad_norm: 3.2059, top1_acc/aux0: 0.7590, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9405, loss/aux0: 0.9405, top1_acc/aux1: 0.7561, top5_acc/aux1: 0.9115, loss_cls/aux1: 0.9496, loss/aux1: 0.9496, top1_acc/aux2: 0.7359, top5_acc/aux2: 0.8938, loss_cls/aux2: 1.0548, loss/aux2: 1.0548 2020-10-27 07:28:38,373 - mmaction - INFO - Epoch [239][120/264] lr: 5.467e-03, eta: 1:12:23, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7752, top5_acc: 0.9144, loss_cls: 0.8997, loss: 0.8997, grad_norm: 3.1073, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9179, loss_cls/aux0: 0.9254, loss/aux0: 0.9254, top1_acc/aux1: 0.7587, top5_acc/aux1: 0.9148, loss_cls/aux1: 0.9282, loss/aux1: 0.9282, top1_acc/aux2: 0.7385, top5_acc/aux2: 0.8941, loss_cls/aux2: 1.0447, loss/aux2: 1.0447 2020-10-27 07:29:26,066 - mmaction - INFO - Epoch [239][140/264] lr: 5.467e-03, eta: 1:12:04, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.7707, top5_acc: 0.9101, loss_cls: 0.9111, loss: 0.9111, grad_norm: 3.1660, top1_acc/aux0: 0.7554, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9527, loss/aux0: 0.9527, top1_acc/aux1: 0.7563, top5_acc/aux1: 0.9111, loss_cls/aux1: 0.9481, loss/aux1: 0.9481, top1_acc/aux2: 0.7314, top5_acc/aux2: 0.8986, loss_cls/aux2: 1.0413, loss/aux2: 1.0413 2020-10-27 07:30:14,202 - mmaction - INFO - Epoch [239][160/264] lr: 5.467e-03, eta: 1:11:46, time: 0.987, data_time: 0.001, memory: 8466, top1_acc: 0.7736, top5_acc: 0.9141, loss_cls: 0.9016, loss: 0.9016, grad_norm: 3.1820, top1_acc/aux0: 0.7509, top5_acc/aux0: 0.9095, loss_cls/aux0: 0.9671, loss/aux0: 0.9671, top1_acc/aux1: 0.7531, top5_acc/aux1: 0.9054, loss_cls/aux1: 0.9778, loss/aux1: 0.9778, top1_acc/aux2: 0.7300, top5_acc/aux2: 0.9009, loss_cls/aux2: 1.0396, loss/aux2: 1.0396 2020-10-27 07:31:01,386 - mmaction - INFO - Epoch [239][180/264] lr: 5.467e-03, eta: 1:11:27, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7736, top5_acc: 0.9144, loss_cls: 0.8905, loss: 0.8905, grad_norm: 3.2606, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9181, loss_cls/aux0: 0.9357, loss/aux0: 0.9357, top1_acc/aux1: 0.7531, top5_acc/aux1: 0.9069, loss_cls/aux1: 0.9899, loss/aux1: 0.9899, top1_acc/aux2: 0.7309, top5_acc/aux2: 0.9002, loss_cls/aux2: 1.0440, loss/aux2: 1.0440 2020-10-27 07:31:48,501 - mmaction - INFO - Epoch [239][200/264] lr: 5.467e-03, eta: 1:11:08, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7637, top5_acc: 0.9059, loss_cls: 0.9390, loss: 0.9390, grad_norm: 3.2074, top1_acc/aux0: 0.7616, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.9266, loss/aux0: 0.9266, top1_acc/aux1: 0.7563, top5_acc/aux1: 0.9113, loss_cls/aux1: 0.9828, loss/aux1: 0.9828, top1_acc/aux2: 0.7316, top5_acc/aux2: 0.8962, loss_cls/aux2: 1.0639, loss/aux2: 1.0639 2020-10-27 07:32:35,745 - mmaction - INFO - Epoch [239][220/264] lr: 5.467e-03, eta: 1:10:49, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7635, top5_acc: 0.9111, loss_cls: 0.9113, loss: 0.9113, grad_norm: 3.1917, top1_acc/aux0: 0.7689, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.8972, loss/aux0: 0.8972, top1_acc/aux1: 0.7554, top5_acc/aux1: 0.9087, loss_cls/aux1: 0.9836, loss/aux1: 0.9836, top1_acc/aux2: 0.7358, top5_acc/aux2: 0.8941, loss_cls/aux2: 1.0613, loss/aux2: 1.0613 2020-10-27 07:33:23,332 - mmaction - INFO - Epoch [239][240/264] lr: 5.467e-03, eta: 1:10:31, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7649, top5_acc: 0.9090, loss_cls: 0.9106, loss: 0.9106, grad_norm: 3.2130, top1_acc/aux0: 0.7627, top5_acc/aux0: 0.9189, loss_cls/aux0: 0.9066, loss/aux0: 0.9066, top1_acc/aux1: 0.7556, top5_acc/aux1: 0.9097, loss_cls/aux1: 0.9698, loss/aux1: 0.9698, top1_acc/aux2: 0.7240, top5_acc/aux2: 0.8918, loss_cls/aux2: 1.0872, loss/aux2: 1.0872 2020-10-27 07:34:10,857 - mmaction - INFO - Epoch [239][260/264] lr: 5.467e-03, eta: 1:10:12, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.7677, top5_acc: 0.9095, loss_cls: 0.9100, loss: 0.9100, grad_norm: 3.1610, top1_acc/aux0: 0.7502, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9552, loss/aux0: 0.9552, top1_acc/aux1: 0.7568, top5_acc/aux1: 0.9102, loss_cls/aux1: 0.9443, loss/aux1: 0.9443, top1_acc/aux2: 0.7174, top5_acc/aux2: 0.8882, loss_cls/aux2: 1.1109, loss/aux2: 1.1109 2020-10-27 07:37:45,124 - mmaction - INFO - Epoch [240][20/264] lr: 4.879e-03, eta: 1:09:49, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7750, top5_acc: 0.9102, loss_cls: 0.9039, loss: 0.9039, grad_norm: 3.2647, top1_acc/aux0: 0.7507, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9539, loss/aux0: 0.9539, top1_acc/aux1: 0.7563, top5_acc/aux1: 0.9080, loss_cls/aux1: 0.9556, loss/aux1: 0.9556, top1_acc/aux2: 0.7479, top5_acc/aux2: 0.8976, loss_cls/aux2: 1.0285, loss/aux2: 1.0285 2020-10-27 07:38:32,475 - mmaction - INFO - Epoch [240][40/264] lr: 4.879e-03, eta: 1:09:30, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7804, top5_acc: 0.9172, loss_cls: 0.8717, loss: 0.8717, grad_norm: 3.1587, top1_acc/aux0: 0.7524, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.9476, loss/aux0: 0.9476, top1_acc/aux1: 0.7530, top5_acc/aux1: 0.9104, loss_cls/aux1: 0.9555, loss/aux1: 0.9555, top1_acc/aux2: 0.7462, top5_acc/aux2: 0.9014, loss_cls/aux2: 1.0222, loss/aux2: 1.0222 2020-10-27 07:39:19,797 - mmaction - INFO - Epoch [240][60/264] lr: 4.879e-03, eta: 1:09:12, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7726, top5_acc: 0.9189, loss_cls: 0.8639, loss: 0.8639, grad_norm: 3.1892, top1_acc/aux0: 0.7639, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.9146, loss/aux0: 0.9146, top1_acc/aux1: 0.7547, top5_acc/aux1: 0.9130, loss_cls/aux1: 0.9381, loss/aux1: 0.9381, top1_acc/aux2: 0.7349, top5_acc/aux2: 0.8950, loss_cls/aux2: 1.0485, loss/aux2: 1.0485 2020-10-27 07:40:07,147 - mmaction - INFO - Epoch [240][80/264] lr: 4.879e-03, eta: 1:08:53, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7745, top5_acc: 0.9188, loss_cls: 0.8760, loss: 0.8760, grad_norm: 3.2525, top1_acc/aux0: 0.7689, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9040, loss/aux0: 0.9040, top1_acc/aux1: 0.7535, top5_acc/aux1: 0.9075, loss_cls/aux1: 0.9624, loss/aux1: 0.9624, top1_acc/aux2: 0.7189, top5_acc/aux2: 0.8840, loss_cls/aux2: 1.1125, loss/aux2: 1.1125 2020-10-27 07:40:54,592 - mmaction - INFO - Epoch [240][100/264] lr: 4.879e-03, eta: 1:08:34, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7703, top5_acc: 0.9134, loss_cls: 0.8947, loss: 0.8947, grad_norm: 3.2583, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9520, loss/aux0: 0.9520, top1_acc/aux1: 0.7451, top5_acc/aux1: 0.9016, loss_cls/aux1: 1.0003, loss/aux1: 1.0003, top1_acc/aux2: 0.7267, top5_acc/aux2: 0.8884, loss_cls/aux2: 1.0930, loss/aux2: 1.0930 2020-10-27 07:41:43,084 - mmaction - INFO - Epoch [240][120/264] lr: 4.879e-03, eta: 1:08:15, time: 1.011, data_time: 0.000, memory: 8466, top1_acc: 0.7755, top5_acc: 0.9141, loss_cls: 0.8837, loss: 0.8837, grad_norm: 3.1046, top1_acc/aux0: 0.7561, top5_acc/aux0: 0.9149, loss_cls/aux0: 0.9400, loss/aux0: 0.9400, top1_acc/aux1: 0.7543, top5_acc/aux1: 0.9068, loss_cls/aux1: 0.9707, loss/aux1: 0.9707, top1_acc/aux2: 0.7378, top5_acc/aux2: 0.8967, loss_cls/aux2: 1.0380, loss/aux2: 1.0380 2020-10-27 07:42:30,455 - mmaction - INFO - Epoch [240][140/264] lr: 4.879e-03, eta: 1:07:57, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7677, top5_acc: 0.9097, loss_cls: 0.9196, loss: 0.9196, grad_norm: 3.2835, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9184, loss_cls/aux0: 0.9196, loss/aux0: 0.9196, top1_acc/aux1: 0.7578, top5_acc/aux1: 0.9097, loss_cls/aux1: 0.9628, loss/aux1: 0.9628, top1_acc/aux2: 0.7304, top5_acc/aux2: 0.8960, loss_cls/aux2: 1.0552, loss/aux2: 1.0552 2020-10-27 07:43:18,150 - mmaction - INFO - Epoch [240][160/264] lr: 4.879e-03, eta: 1:07:38, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.7682, top5_acc: 0.9102, loss_cls: 0.9086, loss: 0.9086, grad_norm: 3.2163, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9127, loss_cls/aux0: 0.9423, loss/aux0: 0.9423, top1_acc/aux1: 0.7538, top5_acc/aux1: 0.9089, loss_cls/aux1: 0.9712, loss/aux1: 0.9712, top1_acc/aux2: 0.7304, top5_acc/aux2: 0.8979, loss_cls/aux2: 1.0424, loss/aux2: 1.0424 2020-10-27 07:44:05,479 - mmaction - INFO - Epoch [240][180/264] lr: 4.879e-03, eta: 1:07:19, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7722, top5_acc: 0.9109, loss_cls: 0.8860, loss: 0.8860, grad_norm: 3.2134, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9181, loss_cls/aux0: 0.9195, loss/aux0: 0.9195, top1_acc/aux1: 0.7623, top5_acc/aux1: 0.9095, loss_cls/aux1: 0.9424, loss/aux1: 0.9424, top1_acc/aux2: 0.7373, top5_acc/aux2: 0.9023, loss_cls/aux2: 1.0170, loss/aux2: 1.0170 2020-10-27 07:44:53,031 - mmaction - INFO - Epoch [240][200/264] lr: 4.879e-03, eta: 1:07:00, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.7684, top5_acc: 0.9082, loss_cls: 0.9149, loss: 0.9149, grad_norm: 3.3435, top1_acc/aux0: 0.7628, top5_acc/aux0: 0.9196, loss_cls/aux0: 0.9153, loss/aux0: 0.9153, top1_acc/aux1: 0.7625, top5_acc/aux1: 0.9106, loss_cls/aux1: 0.9320, loss/aux1: 0.9320, top1_acc/aux2: 0.7335, top5_acc/aux2: 0.9005, loss_cls/aux2: 1.0298, loss/aux2: 1.0298 2020-10-27 07:45:40,513 - mmaction - INFO - Epoch [240][220/264] lr: 4.879e-03, eta: 1:06:42, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7663, top5_acc: 0.9123, loss_cls: 0.9114, loss: 0.9114, grad_norm: 3.2020, top1_acc/aux0: 0.7627, top5_acc/aux0: 0.9210, loss_cls/aux0: 0.9040, loss/aux0: 0.9040, top1_acc/aux1: 0.7630, top5_acc/aux1: 0.9151, loss_cls/aux1: 0.9265, loss/aux1: 0.9265, top1_acc/aux2: 0.7358, top5_acc/aux2: 0.9012, loss_cls/aux2: 1.0239, loss/aux2: 1.0239 2020-10-27 07:46:27,863 - mmaction - INFO - Epoch [240][240/264] lr: 4.879e-03, eta: 1:06:23, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7766, top5_acc: 0.9115, loss_cls: 0.9123, loss: 0.9123, grad_norm: 3.1909, top1_acc/aux0: 0.7681, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9022, loss/aux0: 0.9022, top1_acc/aux1: 0.7634, top5_acc/aux1: 0.9127, loss_cls/aux1: 0.9295, loss/aux1: 0.9295, top1_acc/aux2: 0.7325, top5_acc/aux2: 0.9036, loss_cls/aux2: 1.0365, loss/aux2: 1.0365 2020-10-27 07:47:15,325 - mmaction - INFO - Epoch [240][260/264] lr: 4.879e-03, eta: 1:06:04, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7613, top5_acc: 0.9099, loss_cls: 0.9306, loss: 0.9306, grad_norm: 3.3120, top1_acc/aux0: 0.7608, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9383, loss/aux0: 0.9383, top1_acc/aux1: 0.7557, top5_acc/aux1: 0.9061, loss_cls/aux1: 0.9636, loss/aux1: 0.9636, top1_acc/aux2: 0.7337, top5_acc/aux2: 0.9010, loss_cls/aux2: 1.0415, loss/aux2: 1.0415 2020-10-27 07:47:27,350 - mmaction - INFO - Saving checkpoint at 240 epochs 2020-10-27 07:48:23,144 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-27 07:48:23,356 - mmaction - INFO - top1_acc 0.7828 top5_acc 0.9314 2020-10-27 07:48:23,356 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-27 07:48:23,425 - mmaction - INFO - mean_acc 0.7829 2020-10-27 07:48:23,425 - mmaction - INFO - Now best checkpoint is epoch_240.pth 2020-10-27 07:48:23,437 - mmaction - INFO - Epoch(val) [240][264] top1_acc: 0.7828, top5_acc: 0.9314, mean_class_accuracy: 0.7829 2020-10-27 07:51:39,686 - mmaction - INFO - Epoch [241][20/264] lr: 4.323e-03, eta: 1:05:41, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7767, top5_acc: 0.9165, loss_cls: 0.8814, loss: 0.8814, grad_norm: 3.2218, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9139, loss_cls/aux0: 0.9148, loss/aux0: 0.9148, top1_acc/aux1: 0.7510, top5_acc/aux1: 0.9090, loss_cls/aux1: 0.9550, loss/aux1: 0.9550, top1_acc/aux2: 0.7240, top5_acc/aux2: 0.8878, loss_cls/aux2: 1.0737, loss/aux2: 1.0737 2020-10-27 07:52:26,710 - mmaction - INFO - Epoch [241][40/264] lr: 4.323e-03, eta: 1:05:23, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7741, top5_acc: 0.9146, loss_cls: 0.8974, loss: 0.8974, grad_norm: 3.2144, top1_acc/aux0: 0.7681, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9021, loss/aux0: 0.9021, top1_acc/aux1: 0.7512, top5_acc/aux1: 0.9104, loss_cls/aux1: 0.9618, loss/aux1: 0.9618, top1_acc/aux2: 0.7283, top5_acc/aux2: 0.8924, loss_cls/aux2: 1.0625, loss/aux2: 1.0625 2020-10-27 07:53:14,148 - mmaction - INFO - Epoch [241][60/264] lr: 4.323e-03, eta: 1:05:04, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7797, top5_acc: 0.9191, loss_cls: 0.8704, loss: 0.8704, grad_norm: 3.2519, top1_acc/aux0: 0.7663, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.9063, loss/aux0: 0.9063, top1_acc/aux1: 0.7585, top5_acc/aux1: 0.9099, loss_cls/aux1: 0.9520, loss/aux1: 0.9520, top1_acc/aux2: 0.7316, top5_acc/aux2: 0.8938, loss_cls/aux2: 1.0551, loss/aux2: 1.0551 2020-10-27 07:54:01,441 - mmaction - INFO - Epoch [241][80/264] lr: 4.323e-03, eta: 1:04:45, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7785, top5_acc: 0.9165, loss_cls: 0.8788, loss: 0.8788, grad_norm: 3.2763, top1_acc/aux0: 0.7566, top5_acc/aux0: 0.9186, loss_cls/aux0: 0.9370, loss/aux0: 0.9370, top1_acc/aux1: 0.7550, top5_acc/aux1: 0.9033, loss_cls/aux1: 0.9642, loss/aux1: 0.9642, top1_acc/aux2: 0.7300, top5_acc/aux2: 0.8917, loss_cls/aux2: 1.0773, loss/aux2: 1.0773 2020-10-27 07:54:48,889 - mmaction - INFO - Epoch [241][100/264] lr: 4.323e-03, eta: 1:04:27, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.7665, top5_acc: 0.9066, loss_cls: 0.9299, loss: 0.9299, grad_norm: 3.1409, top1_acc/aux0: 0.7637, top5_acc/aux0: 0.9210, loss_cls/aux0: 0.9133, loss/aux0: 0.9133, top1_acc/aux1: 0.7542, top5_acc/aux1: 0.9043, loss_cls/aux1: 0.9647, loss/aux1: 0.9647, top1_acc/aux2: 0.7431, top5_acc/aux2: 0.8944, loss_cls/aux2: 1.0497, loss/aux2: 1.0497 2020-10-27 07:55:36,248 - mmaction - INFO - Epoch [241][120/264] lr: 4.323e-03, eta: 1:04:08, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7727, top5_acc: 0.9102, loss_cls: 0.9095, loss: 0.9095, grad_norm: 3.2564, top1_acc/aux0: 0.7701, top5_acc/aux0: 0.9226, loss_cls/aux0: 0.8935, loss/aux0: 0.8935, top1_acc/aux1: 0.7542, top5_acc/aux1: 0.9087, loss_cls/aux1: 0.9688, loss/aux1: 0.9688, top1_acc/aux2: 0.7462, top5_acc/aux2: 0.8988, loss_cls/aux2: 1.0106, loss/aux2: 1.0106 2020-10-27 07:56:23,691 - mmaction - INFO - Epoch [241][140/264] lr: 4.323e-03, eta: 1:03:49, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7689, top5_acc: 0.9118, loss_cls: 0.9158, loss: 0.9158, grad_norm: 3.2901, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9381, loss/aux0: 0.9381, top1_acc/aux1: 0.7503, top5_acc/aux1: 0.9090, loss_cls/aux1: 0.9814, loss/aux1: 0.9814, top1_acc/aux2: 0.7311, top5_acc/aux2: 0.8950, loss_cls/aux2: 1.0469, loss/aux2: 1.0469 2020-10-27 07:57:11,075 - mmaction - INFO - Epoch [241][160/264] lr: 4.323e-03, eta: 1:03:30, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7733, top5_acc: 0.9127, loss_cls: 0.8953, loss: 0.8953, grad_norm: 3.2860, top1_acc/aux0: 0.7611, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9258, loss/aux0: 0.9258, top1_acc/aux1: 0.7582, top5_acc/aux1: 0.9083, loss_cls/aux1: 0.9431, loss/aux1: 0.9431, top1_acc/aux2: 0.7323, top5_acc/aux2: 0.8953, loss_cls/aux2: 1.0469, loss/aux2: 1.0469 2020-10-27 07:57:58,816 - mmaction - INFO - Epoch [241][180/264] lr: 4.323e-03, eta: 1:03:12, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.7743, top5_acc: 0.9139, loss_cls: 0.8916, loss: 0.8916, grad_norm: 3.2079, top1_acc/aux0: 0.7590, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9214, loss/aux0: 0.9214, top1_acc/aux1: 0.7549, top5_acc/aux1: 0.9052, loss_cls/aux1: 0.9482, loss/aux1: 0.9482, top1_acc/aux2: 0.7391, top5_acc/aux2: 0.8998, loss_cls/aux2: 1.0259, loss/aux2: 1.0259 2020-10-27 07:58:46,475 - mmaction - INFO - Epoch [241][200/264] lr: 4.323e-03, eta: 1:02:53, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7714, top5_acc: 0.9120, loss_cls: 0.8910, loss: 0.8910, grad_norm: 3.3471, top1_acc/aux0: 0.7585, top5_acc/aux0: 0.9184, loss_cls/aux0: 0.9329, loss/aux0: 0.9329, top1_acc/aux1: 0.7566, top5_acc/aux1: 0.9123, loss_cls/aux1: 0.9479, loss/aux1: 0.9479, top1_acc/aux2: 0.7321, top5_acc/aux2: 0.8970, loss_cls/aux2: 1.0558, loss/aux2: 1.0558 2020-10-27 07:59:33,961 - mmaction - INFO - Epoch [241][220/264] lr: 4.323e-03, eta: 1:02:34, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.7724, top5_acc: 0.9082, loss_cls: 0.9072, loss: 0.9072, grad_norm: 3.2264, top1_acc/aux0: 0.7681, top5_acc/aux0: 0.9175, loss_cls/aux0: 0.9076, loss/aux0: 0.9076, top1_acc/aux1: 0.7651, top5_acc/aux1: 0.9167, loss_cls/aux1: 0.9144, loss/aux1: 0.9144, top1_acc/aux2: 0.7304, top5_acc/aux2: 0.8906, loss_cls/aux2: 1.0677, loss/aux2: 1.0677 2020-10-27 08:00:22,354 - mmaction - INFO - Epoch [241][240/264] lr: 4.323e-03, eta: 1:02:15, time: 0.999, data_time: 0.000, memory: 8466, top1_acc: 0.7757, top5_acc: 0.9181, loss_cls: 0.8780, loss: 0.8780, grad_norm: 3.2753, top1_acc/aux0: 0.7613, top5_acc/aux0: 0.9137, loss_cls/aux0: 0.9393, loss/aux0: 0.9393, top1_acc/aux1: 0.7615, top5_acc/aux1: 0.9106, loss_cls/aux1: 0.9437, loss/aux1: 0.9437, top1_acc/aux2: 0.7347, top5_acc/aux2: 0.8885, loss_cls/aux2: 1.0600, loss/aux2: 1.0600 2020-10-27 08:01:09,686 - mmaction - INFO - Epoch [241][260/264] lr: 4.323e-03, eta: 1:01:57, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7698, top5_acc: 0.9052, loss_cls: 0.9063, loss: 0.9063, grad_norm: 3.2716, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9607, loss/aux0: 0.9607, top1_acc/aux1: 0.7554, top5_acc/aux1: 0.9102, loss_cls/aux1: 0.9660, loss/aux1: 0.9660, top1_acc/aux2: 0.7365, top5_acc/aux2: 0.8943, loss_cls/aux2: 1.0587, loss/aux2: 1.0587 2020-10-27 08:04:49,830 - mmaction - INFO - Epoch [242][20/264] lr: 3.801e-03, eta: 1:01:34, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7790, top5_acc: 0.9198, loss_cls: 0.8583, loss: 0.8583, grad_norm: 3.1681, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9205, loss_cls/aux0: 0.8856, loss/aux0: 0.8856, top1_acc/aux1: 0.7646, top5_acc/aux1: 0.9080, loss_cls/aux1: 0.9544, loss/aux1: 0.9544, top1_acc/aux2: 0.7351, top5_acc/aux2: 0.8875, loss_cls/aux2: 1.0726, loss/aux2: 1.0726 2020-10-27 08:05:37,016 - mmaction - INFO - Epoch [242][40/264] lr: 3.801e-03, eta: 1:01:15, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7785, top5_acc: 0.9158, loss_cls: 0.8865, loss: 0.8865, grad_norm: 3.2597, top1_acc/aux0: 0.7705, top5_acc/aux0: 0.9212, loss_cls/aux0: 0.8981, loss/aux0: 0.8981, top1_acc/aux1: 0.7707, top5_acc/aux1: 0.9113, loss_cls/aux1: 0.9310, loss/aux1: 0.9310, top1_acc/aux2: 0.7354, top5_acc/aux2: 0.8944, loss_cls/aux2: 1.0491, loss/aux2: 1.0491 2020-10-27 08:06:24,081 - mmaction - INFO - Epoch [242][60/264] lr: 3.801e-03, eta: 1:00:56, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7658, top5_acc: 0.9135, loss_cls: 0.9113, loss: 0.9113, grad_norm: 3.2933, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9210, loss_cls/aux0: 0.9000, loss/aux0: 0.9000, top1_acc/aux1: 0.7738, top5_acc/aux1: 0.9163, loss_cls/aux1: 0.9044, loss/aux1: 0.9044, top1_acc/aux2: 0.7441, top5_acc/aux2: 0.9021, loss_cls/aux2: 1.0008, loss/aux2: 1.0008 2020-10-27 08:07:11,461 - mmaction - INFO - Epoch [242][80/264] lr: 3.801e-03, eta: 1:00:38, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7753, top5_acc: 0.9196, loss_cls: 0.8715, loss: 0.8715, grad_norm: 3.2716, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9196, loss_cls/aux0: 0.9000, loss/aux0: 0.9000, top1_acc/aux1: 0.7700, top5_acc/aux1: 0.9146, loss_cls/aux1: 0.9032, loss/aux1: 0.9032, top1_acc/aux2: 0.7432, top5_acc/aux2: 0.9007, loss_cls/aux2: 1.0106, loss/aux2: 1.0106 2020-10-27 08:07:58,949 - mmaction - INFO - Epoch [242][100/264] lr: 3.801e-03, eta: 1:00:19, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7708, top5_acc: 0.9146, loss_cls: 0.8852, loss: 0.8852, grad_norm: 3.2320, top1_acc/aux0: 0.7632, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.9129, loss/aux0: 0.9129, top1_acc/aux1: 0.7620, top5_acc/aux1: 0.9102, loss_cls/aux1: 0.9310, loss/aux1: 0.9310, top1_acc/aux2: 0.7302, top5_acc/aux2: 0.8911, loss_cls/aux2: 1.0701, loss/aux2: 1.0701 2020-10-27 08:08:46,658 - mmaction - INFO - Epoch [242][120/264] lr: 3.801e-03, eta: 1:00:00, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.7776, top5_acc: 0.9139, loss_cls: 0.8734, loss: 0.8734, grad_norm: 3.2101, top1_acc/aux0: 0.7642, top5_acc/aux0: 0.9196, loss_cls/aux0: 0.9223, loss/aux0: 0.9223, top1_acc/aux1: 0.7583, top5_acc/aux1: 0.9141, loss_cls/aux1: 0.9324, loss/aux1: 0.9324, top1_acc/aux2: 0.7325, top5_acc/aux2: 0.8880, loss_cls/aux2: 1.0793, loss/aux2: 1.0793 2020-10-27 08:09:34,034 - mmaction - INFO - Epoch [242][140/264] lr: 3.801e-03, eta: 0:59:41, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7826, top5_acc: 0.9210, loss_cls: 0.8387, loss: 0.8387, grad_norm: 3.2527, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9175, loss_cls/aux0: 0.9262, loss/aux0: 0.9262, top1_acc/aux1: 0.7656, top5_acc/aux1: 0.9153, loss_cls/aux1: 0.9211, loss/aux1: 0.9211, top1_acc/aux2: 0.7380, top5_acc/aux2: 0.8948, loss_cls/aux2: 1.0549, loss/aux2: 1.0549 2020-10-27 08:10:21,776 - mmaction - INFO - Epoch [242][160/264] lr: 3.801e-03, eta: 0:59:23, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7821, top5_acc: 0.9224, loss_cls: 0.8374, loss: 0.8374, grad_norm: 3.2144, top1_acc/aux0: 0.7627, top5_acc/aux0: 0.9212, loss_cls/aux0: 0.9086, loss/aux0: 0.9086, top1_acc/aux1: 0.7622, top5_acc/aux1: 0.9108, loss_cls/aux1: 0.9449, loss/aux1: 0.9449, top1_acc/aux2: 0.7384, top5_acc/aux2: 0.8995, loss_cls/aux2: 1.0318, loss/aux2: 1.0318 2020-10-27 08:11:09,132 - mmaction - INFO - Epoch [242][180/264] lr: 3.801e-03, eta: 0:59:04, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7693, top5_acc: 0.9132, loss_cls: 0.8891, loss: 0.8891, grad_norm: 3.3435, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8914, loss/aux0: 0.8914, top1_acc/aux1: 0.7608, top5_acc/aux1: 0.9106, loss_cls/aux1: 0.9443, loss/aux1: 0.9443, top1_acc/aux2: 0.7333, top5_acc/aux2: 0.8977, loss_cls/aux2: 1.0354, loss/aux2: 1.0354 2020-10-27 08:11:57,167 - mmaction - INFO - Epoch [242][200/264] lr: 3.801e-03, eta: 0:58:45, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.7743, top5_acc: 0.9189, loss_cls: 0.8652, loss: 0.8652, grad_norm: 3.2861, top1_acc/aux0: 0.7663, top5_acc/aux0: 0.9170, loss_cls/aux0: 0.9126, loss/aux0: 0.9126, top1_acc/aux1: 0.7620, top5_acc/aux1: 0.9123, loss_cls/aux1: 0.9370, loss/aux1: 0.9370, top1_acc/aux2: 0.7372, top5_acc/aux2: 0.8983, loss_cls/aux2: 1.0306, loss/aux2: 1.0306 2020-10-27 08:12:44,719 - mmaction - INFO - Epoch [242][220/264] lr: 3.801e-03, eta: 0:58:26, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7764, top5_acc: 0.9163, loss_cls: 0.8820, loss: 0.8820, grad_norm: 3.2167, top1_acc/aux0: 0.7644, top5_acc/aux0: 0.9144, loss_cls/aux0: 0.9270, loss/aux0: 0.9270, top1_acc/aux1: 0.7606, top5_acc/aux1: 0.9118, loss_cls/aux1: 0.9360, loss/aux1: 0.9360, top1_acc/aux2: 0.7474, top5_acc/aux2: 0.9012, loss_cls/aux2: 1.0156, loss/aux2: 1.0156 2020-10-27 08:13:32,330 - mmaction - INFO - Epoch [242][240/264] lr: 3.801e-03, eta: 0:58:08, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7767, top5_acc: 0.9198, loss_cls: 0.8618, loss: 0.8618, grad_norm: 3.2184, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9186, loss_cls/aux0: 0.8939, loss/aux0: 0.8939, top1_acc/aux1: 0.7644, top5_acc/aux1: 0.9170, loss_cls/aux1: 0.9233, loss/aux1: 0.9233, top1_acc/aux2: 0.7408, top5_acc/aux2: 0.8962, loss_cls/aux2: 1.0376, loss/aux2: 1.0376 2020-10-27 08:14:19,815 - mmaction - INFO - Epoch [242][260/264] lr: 3.801e-03, eta: 0:57:49, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7773, top5_acc: 0.9134, loss_cls: 0.8638, loss: 0.8638, grad_norm: 3.2664, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9200, loss_cls/aux0: 0.8756, loss/aux0: 0.8756, top1_acc/aux1: 0.7672, top5_acc/aux1: 0.9217, loss_cls/aux1: 0.9156, loss/aux1: 0.9156, top1_acc/aux2: 0.7347, top5_acc/aux2: 0.8905, loss_cls/aux2: 1.0624, loss/aux2: 1.0624 2020-10-27 08:18:18,678 - mmaction - INFO - Epoch [243][20/264] lr: 3.313e-03, eta: 0:57:26, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7788, top5_acc: 0.9109, loss_cls: 0.8889, loss: 0.8889, grad_norm: 3.3703, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9077, loss/aux0: 0.9077, top1_acc/aux1: 0.7569, top5_acc/aux1: 0.9017, loss_cls/aux1: 0.9472, loss/aux1: 0.9472, top1_acc/aux2: 0.7306, top5_acc/aux2: 0.8941, loss_cls/aux2: 1.0522, loss/aux2: 1.0522 2020-10-27 08:19:06,046 - mmaction - INFO - Epoch [243][40/264] lr: 3.313e-03, eta: 0:57:08, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7844, top5_acc: 0.9198, loss_cls: 0.8446, loss: 0.8446, grad_norm: 3.2311, top1_acc/aux0: 0.7611, top5_acc/aux0: 0.9168, loss_cls/aux0: 0.9294, loss/aux0: 0.9294, top1_acc/aux1: 0.7606, top5_acc/aux1: 0.9066, loss_cls/aux1: 0.9316, loss/aux1: 0.9316, top1_acc/aux2: 0.7290, top5_acc/aux2: 0.8927, loss_cls/aux2: 1.0540, loss/aux2: 1.0540 2020-10-27 08:19:53,719 - mmaction - INFO - Epoch [243][60/264] lr: 3.313e-03, eta: 0:56:49, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7819, top5_acc: 0.9198, loss_cls: 0.8407, loss: 0.8407, grad_norm: 3.2594, top1_acc/aux0: 0.7613, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9336, loss/aux0: 0.9336, top1_acc/aux1: 0.7677, top5_acc/aux1: 0.9137, loss_cls/aux1: 0.9150, loss/aux1: 0.9150, top1_acc/aux2: 0.7418, top5_acc/aux2: 0.8988, loss_cls/aux2: 1.0063, loss/aux2: 1.0063 2020-10-27 08:20:41,215 - mmaction - INFO - Epoch [243][80/264] lr: 3.313e-03, eta: 0:56:30, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.7783, top5_acc: 0.9181, loss_cls: 0.8693, loss: 0.8693, grad_norm: 3.3066, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9205, loss_cls/aux0: 0.8961, loss/aux0: 0.8961, top1_acc/aux1: 0.7615, top5_acc/aux1: 0.9139, loss_cls/aux1: 0.9344, loss/aux1: 0.9344, top1_acc/aux2: 0.7495, top5_acc/aux2: 0.9033, loss_cls/aux2: 0.9855, loss/aux2: 0.9855 2020-10-27 08:21:29,011 - mmaction - INFO - Epoch [243][100/264] lr: 3.313e-03, eta: 0:56:11, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.7726, top5_acc: 0.9175, loss_cls: 0.8938, loss: 0.8938, grad_norm: 3.3059, top1_acc/aux0: 0.7757, top5_acc/aux0: 0.9191, loss_cls/aux0: 0.8903, loss/aux0: 0.8903, top1_acc/aux1: 0.7569, top5_acc/aux1: 0.9120, loss_cls/aux1: 0.9490, loss/aux1: 0.9490, top1_acc/aux2: 0.7413, top5_acc/aux2: 0.9000, loss_cls/aux2: 1.0241, loss/aux2: 1.0241 2020-10-27 08:22:16,501 - mmaction - INFO - Epoch [243][120/264] lr: 3.313e-03, eta: 0:55:53, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.7811, top5_acc: 0.9144, loss_cls: 0.8741, loss: 0.8741, grad_norm: 3.2840, top1_acc/aux0: 0.7668, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9176, loss/aux0: 0.9176, top1_acc/aux1: 0.7665, top5_acc/aux1: 0.9139, loss_cls/aux1: 0.9278, loss/aux1: 0.9278, top1_acc/aux2: 0.7406, top5_acc/aux2: 0.9000, loss_cls/aux2: 1.0289, loss/aux2: 1.0289 2020-10-27 08:23:04,126 - mmaction - INFO - Epoch [243][140/264] lr: 3.313e-03, eta: 0:55:34, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.7757, top5_acc: 0.9135, loss_cls: 0.8843, loss: 0.8843, grad_norm: 3.2638, top1_acc/aux0: 0.7681, top5_acc/aux0: 0.9205, loss_cls/aux0: 0.9192, loss/aux0: 0.9192, top1_acc/aux1: 0.7726, top5_acc/aux1: 0.9167, loss_cls/aux1: 0.9004, loss/aux1: 0.9004, top1_acc/aux2: 0.7477, top5_acc/aux2: 0.9003, loss_cls/aux2: 1.0175, loss/aux2: 1.0175 2020-10-27 08:23:51,522 - mmaction - INFO - Epoch [243][160/264] lr: 3.313e-03, eta: 0:55:15, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7806, top5_acc: 0.9153, loss_cls: 0.8585, loss: 0.8585, grad_norm: 3.3120, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9186, loss/aux0: 0.9186, top1_acc/aux1: 0.7628, top5_acc/aux1: 0.9115, loss_cls/aux1: 0.9292, loss/aux1: 0.9292, top1_acc/aux2: 0.7458, top5_acc/aux2: 0.9035, loss_cls/aux2: 1.0061, loss/aux2: 1.0061 2020-10-27 08:24:39,214 - mmaction - INFO - Epoch [243][180/264] lr: 3.313e-03, eta: 0:54:56, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7865, top5_acc: 0.9215, loss_cls: 0.8468, loss: 0.8468, grad_norm: 3.2939, top1_acc/aux0: 0.7681, top5_acc/aux0: 0.9231, loss_cls/aux0: 0.8955, loss/aux0: 0.8955, top1_acc/aux1: 0.7549, top5_acc/aux1: 0.9066, loss_cls/aux1: 0.9648, loss/aux1: 0.9648, top1_acc/aux2: 0.7363, top5_acc/aux2: 0.9014, loss_cls/aux2: 1.0235, loss/aux2: 1.0235 2020-10-27 08:25:26,631 - mmaction - INFO - Epoch [243][200/264] lr: 3.313e-03, eta: 0:54:38, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7861, top5_acc: 0.9198, loss_cls: 0.8423, loss: 0.8423, grad_norm: 3.2542, top1_acc/aux0: 0.7613, top5_acc/aux0: 0.9170, loss_cls/aux0: 0.9146, loss/aux0: 0.9146, top1_acc/aux1: 0.7601, top5_acc/aux1: 0.9141, loss_cls/aux1: 0.9299, loss/aux1: 0.9299, top1_acc/aux2: 0.7427, top5_acc/aux2: 0.8995, loss_cls/aux2: 1.0097, loss/aux2: 1.0097 2020-10-27 08:26:14,190 - mmaction - INFO - Epoch [243][220/264] lr: 3.313e-03, eta: 0:54:19, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7828, top5_acc: 0.9201, loss_cls: 0.8530, loss: 0.8530, grad_norm: 3.3395, top1_acc/aux0: 0.7580, top5_acc/aux0: 0.9163, loss_cls/aux0: 0.9227, loss/aux0: 0.9227, top1_acc/aux1: 0.7675, top5_acc/aux1: 0.9163, loss_cls/aux1: 0.9127, loss/aux1: 0.9127, top1_acc/aux2: 0.7488, top5_acc/aux2: 0.8998, loss_cls/aux2: 0.9982, loss/aux2: 0.9982 2020-10-27 08:27:01,365 - mmaction - INFO - Epoch [243][240/264] lr: 3.313e-03, eta: 0:54:00, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7776, top5_acc: 0.9101, loss_cls: 0.8974, loss: 0.8974, grad_norm: 3.2829, top1_acc/aux0: 0.7691, top5_acc/aux0: 0.9168, loss_cls/aux0: 0.9135, loss/aux0: 0.9135, top1_acc/aux1: 0.7674, top5_acc/aux1: 0.9128, loss_cls/aux1: 0.9225, loss/aux1: 0.9225, top1_acc/aux2: 0.7481, top5_acc/aux2: 0.9017, loss_cls/aux2: 1.0064, loss/aux2: 1.0064 2020-10-27 08:27:49,007 - mmaction - INFO - Epoch [243][260/264] lr: 3.313e-03, eta: 0:53:41, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7651, top5_acc: 0.9151, loss_cls: 0.9039, loss: 0.9039, grad_norm: 3.3579, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9365, loss/aux0: 0.9365, top1_acc/aux1: 0.7691, top5_acc/aux1: 0.9168, loss_cls/aux1: 0.8947, loss/aux1: 0.8947, top1_acc/aux2: 0.7427, top5_acc/aux2: 0.8998, loss_cls/aux2: 1.0046, loss/aux2: 1.0046 2020-10-27 08:32:28,881 - mmaction - INFO - Epoch [244][20/264] lr: 2.857e-03, eta: 0:53:19, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7854, top5_acc: 0.9194, loss_cls: 0.8466, loss: 0.8466, grad_norm: 3.2774, top1_acc/aux0: 0.7813, top5_acc/aux0: 0.9285, loss_cls/aux0: 0.8569, loss/aux0: 0.8569, top1_acc/aux1: 0.7701, top5_acc/aux1: 0.9177, loss_cls/aux1: 0.8986, loss/aux1: 0.8986, top1_acc/aux2: 0.7396, top5_acc/aux2: 0.8927, loss_cls/aux2: 1.0188, loss/aux2: 1.0188 2020-10-27 08:33:16,151 - mmaction - INFO - Epoch [244][40/264] lr: 2.857e-03, eta: 0:53:00, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7984, top5_acc: 0.9257, loss_cls: 0.7998, loss: 0.7998, grad_norm: 3.2172, top1_acc/aux0: 0.7727, top5_acc/aux0: 0.9236, loss_cls/aux0: 0.8883, loss/aux0: 0.8883, top1_acc/aux1: 0.7693, top5_acc/aux1: 0.9161, loss_cls/aux1: 0.9057, loss/aux1: 0.9057, top1_acc/aux2: 0.7460, top5_acc/aux2: 0.8976, loss_cls/aux2: 1.0008, loss/aux2: 1.0008 2020-10-27 08:34:03,593 - mmaction - INFO - Epoch [244][60/264] lr: 2.857e-03, eta: 0:52:41, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7866, top5_acc: 0.9212, loss_cls: 0.8446, loss: 0.8446, grad_norm: 3.2744, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9179, loss_cls/aux0: 0.9097, loss/aux0: 0.9097, top1_acc/aux1: 0.7674, top5_acc/aux1: 0.9137, loss_cls/aux1: 0.9179, loss/aux1: 0.9179, top1_acc/aux2: 0.7448, top5_acc/aux2: 0.9012, loss_cls/aux2: 1.0030, loss/aux2: 1.0030 2020-10-27 08:34:51,761 - mmaction - INFO - Epoch [244][80/264] lr: 2.857e-03, eta: 0:52:22, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7938, top5_acc: 0.9266, loss_cls: 0.8067, loss: 0.8067, grad_norm: 3.2580, top1_acc/aux0: 0.7727, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8775, loss/aux0: 0.8775, top1_acc/aux1: 0.7661, top5_acc/aux1: 0.9148, loss_cls/aux1: 0.9164, loss/aux1: 0.9164, top1_acc/aux2: 0.7403, top5_acc/aux2: 0.8962, loss_cls/aux2: 1.0262, loss/aux2: 1.0262 2020-10-27 08:35:39,195 - mmaction - INFO - Epoch [244][100/264] lr: 2.857e-03, eta: 0:52:04, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.7903, top5_acc: 0.9181, loss_cls: 0.8351, loss: 0.8351, grad_norm: 3.2946, top1_acc/aux0: 0.7727, top5_acc/aux0: 0.9288, loss_cls/aux0: 0.8556, loss/aux0: 0.8556, top1_acc/aux1: 0.7719, top5_acc/aux1: 0.9179, loss_cls/aux1: 0.8876, loss/aux1: 0.8876, top1_acc/aux2: 0.7439, top5_acc/aux2: 0.8964, loss_cls/aux2: 1.0279, loss/aux2: 1.0279 2020-10-27 08:36:26,736 - mmaction - INFO - Epoch [244][120/264] lr: 2.857e-03, eta: 0:51:45, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7729, top5_acc: 0.9142, loss_cls: 0.8670, loss: 0.8670, grad_norm: 3.2951, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9300, loss_cls/aux0: 0.8499, loss/aux0: 0.8499, top1_acc/aux1: 0.7741, top5_acc/aux1: 0.9189, loss_cls/aux1: 0.8839, loss/aux1: 0.8839, top1_acc/aux2: 0.7411, top5_acc/aux2: 0.8958, loss_cls/aux2: 1.0338, loss/aux2: 1.0338 2020-10-27 08:37:14,000 - mmaction - INFO - Epoch [244][140/264] lr: 2.857e-03, eta: 0:51:26, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7818, top5_acc: 0.9146, loss_cls: 0.8539, loss: 0.8539, grad_norm: 3.2844, top1_acc/aux0: 0.7743, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8486, loss/aux0: 0.8486, top1_acc/aux1: 0.7705, top5_acc/aux1: 0.9179, loss_cls/aux1: 0.9117, loss/aux1: 0.9117, top1_acc/aux2: 0.7429, top5_acc/aux2: 0.8962, loss_cls/aux2: 1.0180, loss/aux2: 1.0180 2020-10-27 08:38:01,277 - mmaction - INFO - Epoch [244][160/264] lr: 2.857e-03, eta: 0:51:07, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.7870, top5_acc: 0.9210, loss_cls: 0.8458, loss: 0.8458, grad_norm: 3.3056, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9231, loss_cls/aux0: 0.8608, loss/aux0: 0.8608, top1_acc/aux1: 0.7734, top5_acc/aux1: 0.9205, loss_cls/aux1: 0.8860, loss/aux1: 0.8860, top1_acc/aux2: 0.7448, top5_acc/aux2: 0.8997, loss_cls/aux2: 1.0152, loss/aux2: 1.0152 2020-10-27 08:38:48,960 - mmaction - INFO - Epoch [244][180/264] lr: 2.857e-03, eta: 0:50:49, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.7839, top5_acc: 0.9172, loss_cls: 0.8507, loss: 0.8507, grad_norm: 3.2746, top1_acc/aux0: 0.7804, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.8433, loss/aux0: 0.8433, top1_acc/aux1: 0.7698, top5_acc/aux1: 0.9184, loss_cls/aux1: 0.8905, loss/aux1: 0.8905, top1_acc/aux2: 0.7422, top5_acc/aux2: 0.8979, loss_cls/aux2: 1.0380, loss/aux2: 1.0380 2020-10-27 08:39:36,484 - mmaction - INFO - Epoch [244][200/264] lr: 2.857e-03, eta: 0:50:30, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7854, top5_acc: 0.9148, loss_cls: 0.8662, loss: 0.8662, grad_norm: 3.2922, top1_acc/aux0: 0.7788, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8687, loss/aux0: 0.8687, top1_acc/aux1: 0.7715, top5_acc/aux1: 0.9170, loss_cls/aux1: 0.9067, loss/aux1: 0.9067, top1_acc/aux2: 0.7486, top5_acc/aux2: 0.8998, loss_cls/aux2: 1.0146, loss/aux2: 1.0146 2020-10-27 08:40:23,969 - mmaction - INFO - Epoch [244][220/264] lr: 2.857e-03, eta: 0:50:11, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.7825, top5_acc: 0.9215, loss_cls: 0.8358, loss: 0.8358, grad_norm: 3.2912, top1_acc/aux0: 0.7693, top5_acc/aux0: 0.9186, loss_cls/aux0: 0.9177, loss/aux0: 0.9177, top1_acc/aux1: 0.7665, top5_acc/aux1: 0.9125, loss_cls/aux1: 0.9171, loss/aux1: 0.9171, top1_acc/aux2: 0.7538, top5_acc/aux2: 0.9059, loss_cls/aux2: 0.9772, loss/aux2: 0.9772 2020-10-27 08:41:11,131 - mmaction - INFO - Epoch [244][240/264] lr: 2.857e-03, eta: 0:49:53, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7793, top5_acc: 0.9139, loss_cls: 0.8748, loss: 0.8748, grad_norm: 3.2884, top1_acc/aux0: 0.7580, top5_acc/aux0: 0.9137, loss_cls/aux0: 0.9401, loss/aux0: 0.9401, top1_acc/aux1: 0.7566, top5_acc/aux1: 0.9092, loss_cls/aux1: 0.9423, loss/aux1: 0.9423, top1_acc/aux2: 0.7517, top5_acc/aux2: 0.9026, loss_cls/aux2: 0.9911, loss/aux2: 0.9911 2020-10-27 08:41:58,515 - mmaction - INFO - Epoch [244][260/264] lr: 2.857e-03, eta: 0:49:34, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7755, top5_acc: 0.9130, loss_cls: 0.8896, loss: 0.8896, grad_norm: 3.3362, top1_acc/aux0: 0.7580, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9354, loss/aux0: 0.9354, top1_acc/aux1: 0.7698, top5_acc/aux1: 0.9177, loss_cls/aux1: 0.8991, loss/aux1: 0.8991, top1_acc/aux2: 0.7462, top5_acc/aux2: 0.8943, loss_cls/aux2: 1.0229, loss/aux2: 1.0229 2020-10-27 08:46:00,752 - mmaction - INFO - Epoch [245][20/264] lr: 2.435e-03, eta: 0:49:11, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7859, top5_acc: 0.9201, loss_cls: 0.8383, loss: 0.8383, grad_norm: 3.2634, top1_acc/aux0: 0.7764, top5_acc/aux0: 0.9236, loss_cls/aux0: 0.8683, loss/aux0: 0.8683, top1_acc/aux1: 0.7684, top5_acc/aux1: 0.9177, loss_cls/aux1: 0.8880, loss/aux1: 0.8880, top1_acc/aux2: 0.7500, top5_acc/aux2: 0.8986, loss_cls/aux2: 1.0005, loss/aux2: 1.0005 2020-10-27 08:46:48,264 - mmaction - INFO - Epoch [245][40/264] lr: 2.435e-03, eta: 0:48:52, time: 0.965, data_time: 0.000, memory: 8466, top1_acc: 0.7911, top5_acc: 0.9243, loss_cls: 0.8200, loss: 0.8200, grad_norm: 3.3205, top1_acc/aux0: 0.7780, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8586, loss/aux0: 0.8586, top1_acc/aux1: 0.7556, top5_acc/aux1: 0.9155, loss_cls/aux1: 0.9378, loss/aux1: 0.9378, top1_acc/aux2: 0.7455, top5_acc/aux2: 0.8986, loss_cls/aux2: 1.0212, loss/aux2: 1.0212 2020-10-27 08:47:35,527 - mmaction - INFO - Epoch [245][60/264] lr: 2.435e-03, eta: 0:48:34, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7844, top5_acc: 0.9201, loss_cls: 0.8292, loss: 0.8292, grad_norm: 3.2654, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8630, loss/aux0: 0.8630, top1_acc/aux1: 0.7595, top5_acc/aux1: 0.9175, loss_cls/aux1: 0.9302, loss/aux1: 0.9302, top1_acc/aux2: 0.7467, top5_acc/aux2: 0.8990, loss_cls/aux2: 1.0139, loss/aux2: 1.0139 2020-10-27 08:48:23,123 - mmaction - INFO - Epoch [245][80/264] lr: 2.435e-03, eta: 0:48:15, time: 0.955, data_time: 0.001, memory: 8466, top1_acc: 0.7917, top5_acc: 0.9158, loss_cls: 0.8447, loss: 0.8447, grad_norm: 3.2323, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9257, loss_cls/aux0: 0.8744, loss/aux0: 0.8744, top1_acc/aux1: 0.7670, top5_acc/aux1: 0.9174, loss_cls/aux1: 0.9079, loss/aux1: 0.9079, top1_acc/aux2: 0.7500, top5_acc/aux2: 0.9026, loss_cls/aux2: 0.9937, loss/aux2: 0.9937 2020-10-27 08:49:10,336 - mmaction - INFO - Epoch [245][100/264] lr: 2.435e-03, eta: 0:47:56, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7929, top5_acc: 0.9214, loss_cls: 0.8273, loss: 0.8273, grad_norm: 3.3553, top1_acc/aux0: 0.7748, top5_acc/aux0: 0.9205, loss_cls/aux0: 0.8814, loss/aux0: 0.8814, top1_acc/aux1: 0.7523, top5_acc/aux1: 0.9082, loss_cls/aux1: 0.9678, loss/aux1: 0.9678, top1_acc/aux2: 0.7493, top5_acc/aux2: 0.9056, loss_cls/aux2: 0.9872, loss/aux2: 0.9872 2020-10-27 08:49:58,062 - mmaction - INFO - Epoch [245][120/264] lr: 2.435e-03, eta: 0:47:37, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.7877, top5_acc: 0.9227, loss_cls: 0.8318, loss: 0.8318, grad_norm: 3.3218, top1_acc/aux0: 0.7691, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8979, loss/aux0: 0.8979, top1_acc/aux1: 0.7576, top5_acc/aux1: 0.9106, loss_cls/aux1: 0.9464, loss/aux1: 0.9464, top1_acc/aux2: 0.7495, top5_acc/aux2: 0.9049, loss_cls/aux2: 0.9785, loss/aux2: 0.9785 2020-10-27 08:50:45,426 - mmaction - INFO - Epoch [245][140/264] lr: 2.435e-03, eta: 0:47:19, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.7875, top5_acc: 0.9252, loss_cls: 0.8229, loss: 0.8229, grad_norm: 3.3133, top1_acc/aux0: 0.7736, top5_acc/aux0: 0.9210, loss_cls/aux0: 0.8800, loss/aux0: 0.8800, top1_acc/aux1: 0.7665, top5_acc/aux1: 0.9175, loss_cls/aux1: 0.8986, loss/aux1: 0.8986, top1_acc/aux2: 0.7424, top5_acc/aux2: 0.8991, loss_cls/aux2: 1.0018, loss/aux2: 1.0018 2020-10-27 08:51:32,739 - mmaction - INFO - Epoch [245][160/264] lr: 2.435e-03, eta: 0:47:00, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7719, top5_acc: 0.9118, loss_cls: 0.8876, loss: 0.8876, grad_norm: 3.3668, top1_acc/aux0: 0.7774, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.8607, loss/aux0: 0.8607, top1_acc/aux1: 0.7660, top5_acc/aux1: 0.9149, loss_cls/aux1: 0.9105, loss/aux1: 0.9105, top1_acc/aux2: 0.7443, top5_acc/aux2: 0.9009, loss_cls/aux2: 0.9979, loss/aux2: 0.9979 2020-10-27 08:52:20,287 - mmaction - INFO - Epoch [245][180/264] lr: 2.435e-03, eta: 0:46:41, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.7924, top5_acc: 0.9231, loss_cls: 0.8135, loss: 0.8135, grad_norm: 3.2542, top1_acc/aux0: 0.7753, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8578, loss/aux0: 0.8578, top1_acc/aux1: 0.7689, top5_acc/aux1: 0.9141, loss_cls/aux1: 0.9254, loss/aux1: 0.9254, top1_acc/aux2: 0.7540, top5_acc/aux2: 0.9063, loss_cls/aux2: 0.9747, loss/aux2: 0.9747 2020-10-27 08:53:08,158 - mmaction - INFO - Epoch [245][200/264] lr: 2.435e-03, eta: 0:46:22, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.7920, top5_acc: 0.9253, loss_cls: 0.8084, loss: 0.8084, grad_norm: 3.2963, top1_acc/aux0: 0.7736, top5_acc/aux0: 0.9243, loss_cls/aux0: 0.8681, loss/aux0: 0.8681, top1_acc/aux1: 0.7679, top5_acc/aux1: 0.9170, loss_cls/aux1: 0.9069, loss/aux1: 0.9069, top1_acc/aux2: 0.7436, top5_acc/aux2: 0.9000, loss_cls/aux2: 1.0078, loss/aux2: 1.0078 2020-10-27 08:53:55,354 - mmaction - INFO - Epoch [245][220/264] lr: 2.435e-03, eta: 0:46:04, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7884, top5_acc: 0.9233, loss_cls: 0.8245, loss: 0.8245, grad_norm: 3.3792, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8771, loss/aux0: 0.8771, top1_acc/aux1: 0.7601, top5_acc/aux1: 0.9155, loss_cls/aux1: 0.9141, loss/aux1: 0.9141, top1_acc/aux2: 0.7417, top5_acc/aux2: 0.8993, loss_cls/aux2: 1.0137, loss/aux2: 1.0137 2020-10-27 08:54:42,521 - mmaction - INFO - Epoch [245][240/264] lr: 2.435e-03, eta: 0:45:45, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7880, top5_acc: 0.9214, loss_cls: 0.8398, loss: 0.8398, grad_norm: 3.2507, top1_acc/aux0: 0.7752, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8857, loss/aux0: 0.8857, top1_acc/aux1: 0.7566, top5_acc/aux1: 0.9111, loss_cls/aux1: 0.9359, loss/aux1: 0.9359, top1_acc/aux2: 0.7424, top5_acc/aux2: 0.9010, loss_cls/aux2: 1.0072, loss/aux2: 1.0072 2020-10-27 08:55:29,848 - mmaction - INFO - Epoch [245][260/264] lr: 2.435e-03, eta: 0:45:26, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7957, top5_acc: 0.9226, loss_cls: 0.8019, loss: 0.8019, grad_norm: 3.3540, top1_acc/aux0: 0.7655, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9055, loss/aux0: 0.9055, top1_acc/aux1: 0.7648, top5_acc/aux1: 0.9151, loss_cls/aux1: 0.9080, loss/aux1: 0.9080, top1_acc/aux2: 0.7337, top5_acc/aux2: 0.8964, loss_cls/aux2: 1.0433, loss/aux2: 1.0433 2020-10-27 08:59:21,375 - mmaction - INFO - Epoch [246][20/264] lr: 2.047e-03, eta: 0:45:04, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7828, top5_acc: 0.9149, loss_cls: 0.8576, loss: 0.8576, grad_norm: 3.3736, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9181, loss_cls/aux0: 0.9368, loss/aux0: 0.9368, top1_acc/aux1: 0.7642, top5_acc/aux1: 0.9163, loss_cls/aux1: 0.9337, loss/aux1: 0.9337, top1_acc/aux2: 0.7337, top5_acc/aux2: 0.8955, loss_cls/aux2: 1.0280, loss/aux2: 1.0280 2020-10-27 09:00:17,004 - mmaction - INFO - Epoch [246][40/264] lr: 2.047e-03, eta: 0:44:45, time: 1.342, data_time: 0.001, memory: 8466, top1_acc: 0.7986, top5_acc: 0.9286, loss_cls: 0.7985, loss: 0.7985, grad_norm: 3.2798, top1_acc/aux0: 0.7670, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9078, loss/aux0: 0.9078, top1_acc/aux1: 0.7637, top5_acc/aux1: 0.9165, loss_cls/aux1: 0.9188, loss/aux1: 0.9188, top1_acc/aux2: 0.7503, top5_acc/aux2: 0.9040, loss_cls/aux2: 0.9817, loss/aux2: 0.9817 2020-10-27 09:01:05,244 - mmaction - INFO - Epoch [246][60/264] lr: 2.047e-03, eta: 0:44:26, time: 0.959, data_time: 0.000, memory: 8466, top1_acc: 0.7913, top5_acc: 0.9203, loss_cls: 0.8349, loss: 0.8349, grad_norm: 3.1966, top1_acc/aux0: 0.7701, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8636, loss/aux0: 0.8636, top1_acc/aux1: 0.7655, top5_acc/aux1: 0.9172, loss_cls/aux1: 0.9123, loss/aux1: 0.9123, top1_acc/aux2: 0.7561, top5_acc/aux2: 0.9040, loss_cls/aux2: 0.9727, loss/aux2: 0.9727 2020-10-27 09:01:52,695 - mmaction - INFO - Epoch [246][80/264] lr: 2.047e-03, eta: 0:44:08, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7953, top5_acc: 0.9238, loss_cls: 0.8188, loss: 0.8188, grad_norm: 3.3361, top1_acc/aux0: 0.7715, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8684, loss/aux0: 0.8684, top1_acc/aux1: 0.7708, top5_acc/aux1: 0.9172, loss_cls/aux1: 0.9079, loss/aux1: 0.9079, top1_acc/aux2: 0.7401, top5_acc/aux2: 0.8979, loss_cls/aux2: 1.0113, loss/aux2: 1.0113 2020-10-27 09:02:40,453 - mmaction - INFO - Epoch [246][100/264] lr: 2.047e-03, eta: 0:43:49, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7894, top5_acc: 0.9193, loss_cls: 0.8452, loss: 0.8452, grad_norm: 3.3611, top1_acc/aux0: 0.7738, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8871, loss/aux0: 0.8871, top1_acc/aux1: 0.7748, top5_acc/aux1: 0.9186, loss_cls/aux1: 0.8927, loss/aux1: 0.8927, top1_acc/aux2: 0.7401, top5_acc/aux2: 0.9014, loss_cls/aux2: 1.0143, loss/aux2: 1.0143 2020-10-27 09:03:27,627 - mmaction - INFO - Epoch [246][120/264] lr: 2.047e-03, eta: 0:43:30, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7814, top5_acc: 0.9172, loss_cls: 0.8503, loss: 0.8503, grad_norm: 3.2479, top1_acc/aux0: 0.7821, top5_acc/aux0: 0.9231, loss_cls/aux0: 0.8685, loss/aux0: 0.8685, top1_acc/aux1: 0.7700, top5_acc/aux1: 0.9155, loss_cls/aux1: 0.9074, loss/aux1: 0.9074, top1_acc/aux2: 0.7484, top5_acc/aux2: 0.9023, loss_cls/aux2: 1.0011, loss/aux2: 1.0011 2020-10-27 09:04:15,100 - mmaction - INFO - Epoch [246][140/264] lr: 2.047e-03, eta: 0:43:11, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.7915, top5_acc: 0.9229, loss_cls: 0.8295, loss: 0.8295, grad_norm: 3.3112, top1_acc/aux0: 0.7769, top5_acc/aux0: 0.9243, loss_cls/aux0: 0.8593, loss/aux0: 0.8593, top1_acc/aux1: 0.7618, top5_acc/aux1: 0.9087, loss_cls/aux1: 0.9481, loss/aux1: 0.9481, top1_acc/aux2: 0.7488, top5_acc/aux2: 0.8969, loss_cls/aux2: 1.0052, loss/aux2: 1.0052 2020-10-27 09:05:02,649 - mmaction - INFO - Epoch [246][160/264] lr: 2.047e-03, eta: 0:42:53, time: 0.950, data_time: 0.001, memory: 8466, top1_acc: 0.7839, top5_acc: 0.9220, loss_cls: 0.8276, loss: 0.8276, grad_norm: 3.3765, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8743, loss/aux0: 0.8743, top1_acc/aux1: 0.7682, top5_acc/aux1: 0.9106, loss_cls/aux1: 0.9383, loss/aux1: 0.9383, top1_acc/aux2: 0.7462, top5_acc/aux2: 0.8993, loss_cls/aux2: 1.0019, loss/aux2: 1.0019 2020-10-27 09:05:49,856 - mmaction - INFO - Epoch [246][180/264] lr: 2.047e-03, eta: 0:42:34, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7814, top5_acc: 0.9189, loss_cls: 0.8532, loss: 0.8532, grad_norm: 3.3658, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8634, loss/aux0: 0.8634, top1_acc/aux1: 0.7686, top5_acc/aux1: 0.9137, loss_cls/aux1: 0.9020, loss/aux1: 0.9020, top1_acc/aux2: 0.7481, top5_acc/aux2: 0.9097, loss_cls/aux2: 0.9783, loss/aux2: 0.9783 2020-10-27 09:06:37,337 - mmaction - INFO - Epoch [246][200/264] lr: 2.047e-03, eta: 0:42:15, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7839, top5_acc: 0.9203, loss_cls: 0.8376, loss: 0.8376, grad_norm: 3.3652, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9222, loss_cls/aux0: 0.8573, loss/aux0: 0.8573, top1_acc/aux1: 0.7602, top5_acc/aux1: 0.9095, loss_cls/aux1: 0.9265, loss/aux1: 0.9265, top1_acc/aux2: 0.7495, top5_acc/aux2: 0.9111, loss_cls/aux2: 0.9715, loss/aux2: 0.9715 2020-10-27 09:07:25,088 - mmaction - INFO - Epoch [246][220/264] lr: 2.047e-03, eta: 0:41:56, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.7875, top5_acc: 0.9167, loss_cls: 0.8416, loss: 0.8416, grad_norm: 3.3718, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9143, loss/aux0: 0.9143, top1_acc/aux1: 0.7589, top5_acc/aux1: 0.9059, loss_cls/aux1: 0.9581, loss/aux1: 0.9581, top1_acc/aux2: 0.7408, top5_acc/aux2: 0.9023, loss_cls/aux2: 1.0031, loss/aux2: 1.0031 2020-10-27 09:08:12,341 - mmaction - INFO - Epoch [246][240/264] lr: 2.047e-03, eta: 0:41:38, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7884, top5_acc: 0.9198, loss_cls: 0.8335, loss: 0.8335, grad_norm: 3.2819, top1_acc/aux0: 0.7717, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8925, loss/aux0: 0.8925, top1_acc/aux1: 0.7641, top5_acc/aux1: 0.9104, loss_cls/aux1: 0.9394, loss/aux1: 0.9394, top1_acc/aux2: 0.7373, top5_acc/aux2: 0.8938, loss_cls/aux2: 1.0348, loss/aux2: 1.0348 2020-10-27 09:08:59,876 - mmaction - INFO - Epoch [246][260/264] lr: 2.047e-03, eta: 0:41:19, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.7889, top5_acc: 0.9158, loss_cls: 0.8524, loss: 0.8524, grad_norm: 3.3754, top1_acc/aux0: 0.7786, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8567, loss/aux0: 0.8567, top1_acc/aux1: 0.7674, top5_acc/aux1: 0.9168, loss_cls/aux1: 0.9151, loss/aux1: 0.9151, top1_acc/aux2: 0.7479, top5_acc/aux2: 0.8958, loss_cls/aux2: 1.0097, loss/aux2: 1.0097 2020-10-27 09:13:01,382 - mmaction - INFO - Epoch [247][20/264] lr: 1.692e-03, eta: 0:40:56, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7960, top5_acc: 0.9219, loss_cls: 0.8228, loss: 0.8228, grad_norm: 3.2595, top1_acc/aux0: 0.7826, top5_acc/aux0: 0.9243, loss_cls/aux0: 0.8512, loss/aux0: 0.8512, top1_acc/aux1: 0.7719, top5_acc/aux1: 0.9163, loss_cls/aux1: 0.9056, loss/aux1: 0.9056, top1_acc/aux2: 0.7444, top5_acc/aux2: 0.8941, loss_cls/aux2: 1.0351, loss/aux2: 1.0351 2020-10-27 09:13:48,522 - mmaction - INFO - Epoch [247][40/264] lr: 1.692e-03, eta: 0:40:37, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7983, top5_acc: 0.9236, loss_cls: 0.8100, loss: 0.8100, grad_norm: 3.2670, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8564, loss/aux0: 0.8564, top1_acc/aux1: 0.7701, top5_acc/aux1: 0.9175, loss_cls/aux1: 0.9059, loss/aux1: 0.9059, top1_acc/aux2: 0.7434, top5_acc/aux2: 0.8917, loss_cls/aux2: 1.0358, loss/aux2: 1.0358 2020-10-27 09:14:35,899 - mmaction - INFO - Epoch [247][60/264] lr: 1.692e-03, eta: 0:40:19, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7906, top5_acc: 0.9167, loss_cls: 0.8475, loss: 0.8475, grad_norm: 3.2407, top1_acc/aux0: 0.7715, top5_acc/aux0: 0.9222, loss_cls/aux0: 0.8757, loss/aux0: 0.8757, top1_acc/aux1: 0.7688, top5_acc/aux1: 0.9165, loss_cls/aux1: 0.9095, loss/aux1: 0.9095, top1_acc/aux2: 0.7477, top5_acc/aux2: 0.8957, loss_cls/aux2: 1.0106, loss/aux2: 1.0106 2020-10-27 09:15:23,346 - mmaction - INFO - Epoch [247][80/264] lr: 1.692e-03, eta: 0:40:00, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7908, top5_acc: 0.9252, loss_cls: 0.8033, loss: 0.8033, grad_norm: 3.2786, top1_acc/aux0: 0.7747, top5_acc/aux0: 0.9181, loss_cls/aux0: 0.8848, loss/aux0: 0.8848, top1_acc/aux1: 0.7656, top5_acc/aux1: 0.9115, loss_cls/aux1: 0.9178, loss/aux1: 0.9178, top1_acc/aux2: 0.7503, top5_acc/aux2: 0.9023, loss_cls/aux2: 0.9992, loss/aux2: 0.9992 2020-10-27 09:16:11,007 - mmaction - INFO - Epoch [247][100/264] lr: 1.692e-03, eta: 0:39:41, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.7877, top5_acc: 0.9236, loss_cls: 0.8210, loss: 0.8210, grad_norm: 3.3657, top1_acc/aux0: 0.7741, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8853, loss/aux0: 0.8853, top1_acc/aux1: 0.7658, top5_acc/aux1: 0.9148, loss_cls/aux1: 0.9012, loss/aux1: 0.9012, top1_acc/aux2: 0.7490, top5_acc/aux2: 0.9016, loss_cls/aux2: 1.0150, loss/aux2: 1.0150 2020-10-27 09:16:58,484 - mmaction - INFO - Epoch [247][120/264] lr: 1.692e-03, eta: 0:39:23, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.7762, top5_acc: 0.9151, loss_cls: 0.8723, loss: 0.8723, grad_norm: 3.3383, top1_acc/aux0: 0.7710, top5_acc/aux0: 0.9163, loss_cls/aux0: 0.8969, loss/aux0: 0.8969, top1_acc/aux1: 0.7590, top5_acc/aux1: 0.9167, loss_cls/aux1: 0.9189, loss/aux1: 0.9189, top1_acc/aux2: 0.7451, top5_acc/aux2: 0.9010, loss_cls/aux2: 1.0116, loss/aux2: 1.0116 2020-10-27 09:17:45,782 - mmaction - INFO - Epoch [247][140/264] lr: 1.692e-03, eta: 0:39:04, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.8010, top5_acc: 0.9340, loss_cls: 0.7759, loss: 0.7759, grad_norm: 3.3504, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.8989, loss/aux0: 0.8989, top1_acc/aux1: 0.7530, top5_acc/aux1: 0.9144, loss_cls/aux1: 0.9398, loss/aux1: 0.9398, top1_acc/aux2: 0.7425, top5_acc/aux2: 0.9023, loss_cls/aux2: 1.0047, loss/aux2: 1.0047 2020-10-27 09:18:33,157 - mmaction - INFO - Epoch [247][160/264] lr: 1.692e-03, eta: 0:38:45, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7915, top5_acc: 0.9241, loss_cls: 0.8177, loss: 0.8177, grad_norm: 3.3922, top1_acc/aux0: 0.7681, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8934, loss/aux0: 0.8934, top1_acc/aux1: 0.7543, top5_acc/aux1: 0.9132, loss_cls/aux1: 0.9428, loss/aux1: 0.9428, top1_acc/aux2: 0.7458, top5_acc/aux2: 0.9033, loss_cls/aux2: 0.9884, loss/aux2: 0.9884 2020-10-27 09:19:20,574 - mmaction - INFO - Epoch [247][180/264] lr: 1.692e-03, eta: 0:38:26, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.8014, top5_acc: 0.9231, loss_cls: 0.7917, loss: 0.7917, grad_norm: 3.3397, top1_acc/aux0: 0.7717, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.8717, loss/aux0: 0.8717, top1_acc/aux1: 0.7578, top5_acc/aux1: 0.9123, loss_cls/aux1: 0.9385, loss/aux1: 0.9385, top1_acc/aux2: 0.7458, top5_acc/aux2: 0.8991, loss_cls/aux2: 1.0028, loss/aux2: 1.0028 2020-10-27 09:20:07,952 - mmaction - INFO - Epoch [247][200/264] lr: 1.692e-03, eta: 0:38:08, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7943, top5_acc: 0.9245, loss_cls: 0.8194, loss: 0.8194, grad_norm: 3.3168, top1_acc/aux0: 0.7743, top5_acc/aux0: 0.9205, loss_cls/aux0: 0.8707, loss/aux0: 0.8707, top1_acc/aux1: 0.7651, top5_acc/aux1: 0.9181, loss_cls/aux1: 0.8978, loss/aux1: 0.8978, top1_acc/aux2: 0.7519, top5_acc/aux2: 0.8981, loss_cls/aux2: 1.0013, loss/aux2: 1.0013 2020-10-27 09:20:55,368 - mmaction - INFO - Epoch [247][220/264] lr: 1.692e-03, eta: 0:37:49, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7938, top5_acc: 0.9200, loss_cls: 0.8308, loss: 0.8308, grad_norm: 3.3827, top1_acc/aux0: 0.7689, top5_acc/aux0: 0.9222, loss_cls/aux0: 0.8956, loss/aux0: 0.8956, top1_acc/aux1: 0.7634, top5_acc/aux1: 0.9212, loss_cls/aux1: 0.9016, loss/aux1: 0.9016, top1_acc/aux2: 0.7568, top5_acc/aux2: 0.9061, loss_cls/aux2: 0.9647, loss/aux2: 0.9647 2020-10-27 09:21:43,025 - mmaction - INFO - Epoch [247][240/264] lr: 1.692e-03, eta: 0:37:30, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7839, top5_acc: 0.9217, loss_cls: 0.8465, loss: 0.8465, grad_norm: 3.3924, top1_acc/aux0: 0.7727, top5_acc/aux0: 0.9233, loss_cls/aux0: 0.8832, loss/aux0: 0.8832, top1_acc/aux1: 0.7646, top5_acc/aux1: 0.9220, loss_cls/aux1: 0.9065, loss/aux1: 0.9065, top1_acc/aux2: 0.7575, top5_acc/aux2: 0.9061, loss_cls/aux2: 0.9796, loss/aux2: 0.9796 2020-10-27 09:22:30,522 - mmaction - INFO - Epoch [247][260/264] lr: 1.692e-03, eta: 0:37:11, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.7866, top5_acc: 0.9220, loss_cls: 0.8355, loss: 0.8355, grad_norm: 3.3985, top1_acc/aux0: 0.7780, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8509, loss/aux0: 0.8509, top1_acc/aux1: 0.7705, top5_acc/aux1: 0.9196, loss_cls/aux1: 0.8875, loss/aux1: 0.8875, top1_acc/aux2: 0.7517, top5_acc/aux2: 0.9005, loss_cls/aux2: 1.0068, loss/aux2: 1.0068 2020-10-27 09:26:37,442 - mmaction - INFO - Epoch [248][20/264] lr: 1.371e-03, eta: 0:36:49, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7938, top5_acc: 0.9184, loss_cls: 0.8386, loss: 0.8386, grad_norm: 3.2982, top1_acc/aux0: 0.7747, top5_acc/aux0: 0.9222, loss_cls/aux0: 0.8682, loss/aux0: 0.8682, top1_acc/aux1: 0.7549, top5_acc/aux1: 0.9087, loss_cls/aux1: 0.9623, loss/aux1: 0.9623, top1_acc/aux2: 0.7531, top5_acc/aux2: 0.9066, loss_cls/aux2: 0.9601, loss/aux2: 0.9601 2020-10-27 09:27:24,710 - mmaction - INFO - Epoch [248][40/264] lr: 1.371e-03, eta: 0:36:30, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.8036, top5_acc: 0.9231, loss_cls: 0.7911, loss: 0.7911, grad_norm: 3.3756, top1_acc/aux0: 0.7753, top5_acc/aux0: 0.9226, loss_cls/aux0: 0.8706, loss/aux0: 0.8706, top1_acc/aux1: 0.7578, top5_acc/aux1: 0.9118, loss_cls/aux1: 0.9378, loss/aux1: 0.9378, top1_acc/aux2: 0.7484, top5_acc/aux2: 0.9040, loss_cls/aux2: 0.9747, loss/aux2: 0.9747 2020-10-27 09:28:12,383 - mmaction - INFO - Epoch [248][60/264] lr: 1.371e-03, eta: 0:36:11, time: 0.960, data_time: 0.000, memory: 8466, top1_acc: 0.7946, top5_acc: 0.9215, loss_cls: 0.8317, loss: 0.8317, grad_norm: 3.3521, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.8814, loss/aux0: 0.8814, top1_acc/aux1: 0.7576, top5_acc/aux1: 0.9142, loss_cls/aux1: 0.9285, loss/aux1: 0.9285, top1_acc/aux2: 0.7530, top5_acc/aux2: 0.9035, loss_cls/aux2: 0.9768, loss/aux2: 0.9768 2020-10-27 09:28:59,496 - mmaction - INFO - Epoch [248][80/264] lr: 1.371e-03, eta: 0:35:52, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7844, top5_acc: 0.9215, loss_cls: 0.8313, loss: 0.8313, grad_norm: 3.3783, top1_acc/aux0: 0.7774, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8875, loss/aux0: 0.8875, top1_acc/aux1: 0.7663, top5_acc/aux1: 0.9128, loss_cls/aux1: 0.9176, loss/aux1: 0.9176, top1_acc/aux2: 0.7517, top5_acc/aux2: 0.8983, loss_cls/aux2: 0.9990, loss/aux2: 0.9990 2020-10-27 09:29:47,257 - mmaction - INFO - Epoch [248][100/264] lr: 1.371e-03, eta: 0:35:34, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.7957, top5_acc: 0.9203, loss_cls: 0.8088, loss: 0.8088, grad_norm: 3.4128, top1_acc/aux0: 0.7681, top5_acc/aux0: 0.9200, loss_cls/aux0: 0.8897, loss/aux0: 0.8897, top1_acc/aux1: 0.7804, top5_acc/aux1: 0.9215, loss_cls/aux1: 0.8638, loss/aux1: 0.8638, top1_acc/aux2: 0.7408, top5_acc/aux2: 0.8950, loss_cls/aux2: 1.0242, loss/aux2: 1.0242 2020-10-27 09:30:35,615 - mmaction - INFO - Epoch [248][120/264] lr: 1.371e-03, eta: 0:35:15, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7941, top5_acc: 0.9238, loss_cls: 0.8237, loss: 0.8237, grad_norm: 3.3621, top1_acc/aux0: 0.7649, top5_acc/aux0: 0.9155, loss_cls/aux0: 0.9058, loss/aux0: 0.9058, top1_acc/aux1: 0.7747, top5_acc/aux1: 0.9212, loss_cls/aux1: 0.8687, loss/aux1: 0.8687, top1_acc/aux2: 0.7458, top5_acc/aux2: 0.9019, loss_cls/aux2: 0.9934, loss/aux2: 0.9934 2020-10-27 09:31:23,361 - mmaction - INFO - Epoch [248][140/264] lr: 1.371e-03, eta: 0:34:56, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7938, top5_acc: 0.9236, loss_cls: 0.8120, loss: 0.8120, grad_norm: 3.3550, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9144, loss_cls/aux0: 0.9033, loss/aux0: 0.9033, top1_acc/aux1: 0.7668, top5_acc/aux1: 0.9134, loss_cls/aux1: 0.9200, loss/aux1: 0.9200, top1_acc/aux2: 0.7533, top5_acc/aux2: 0.8995, loss_cls/aux2: 0.9871, loss/aux2: 0.9871 2020-10-27 09:32:11,028 - mmaction - INFO - Epoch [248][160/264] lr: 1.371e-03, eta: 0:34:37, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7964, top5_acc: 0.9253, loss_cls: 0.7953, loss: 0.7953, grad_norm: 3.3210, top1_acc/aux0: 0.7710, top5_acc/aux0: 0.9181, loss_cls/aux0: 0.8939, loss/aux0: 0.8939, top1_acc/aux1: 0.7649, top5_acc/aux1: 0.9120, loss_cls/aux1: 0.9339, loss/aux1: 0.9339, top1_acc/aux2: 0.7592, top5_acc/aux2: 0.9009, loss_cls/aux2: 0.9656, loss/aux2: 0.9656 2020-10-27 09:32:58,697 - mmaction - INFO - Epoch [248][180/264] lr: 1.371e-03, eta: 0:34:19, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7851, top5_acc: 0.9214, loss_cls: 0.8323, loss: 0.8323, grad_norm: 3.3233, top1_acc/aux0: 0.7727, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8862, loss/aux0: 0.8862, top1_acc/aux1: 0.7660, top5_acc/aux1: 0.9108, loss_cls/aux1: 0.9040, loss/aux1: 0.9040, top1_acc/aux2: 0.7516, top5_acc/aux2: 0.8984, loss_cls/aux2: 0.9818, loss/aux2: 0.9818 2020-10-27 09:33:46,153 - mmaction - INFO - Epoch [248][200/264] lr: 1.371e-03, eta: 0:34:00, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.7925, top5_acc: 0.9215, loss_cls: 0.8133, loss: 0.8133, grad_norm: 3.2311, top1_acc/aux0: 0.7726, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8857, loss/aux0: 0.8857, top1_acc/aux1: 0.7648, top5_acc/aux1: 0.9101, loss_cls/aux1: 0.8995, loss/aux1: 0.8995, top1_acc/aux2: 0.7510, top5_acc/aux2: 0.9014, loss_cls/aux2: 0.9742, loss/aux2: 0.9742 2020-10-27 09:34:33,762 - mmaction - INFO - Epoch [248][220/264] lr: 1.371e-03, eta: 0:33:41, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.7924, top5_acc: 0.9220, loss_cls: 0.8164, loss: 0.8164, grad_norm: 3.4285, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9205, loss_cls/aux0: 0.8684, loss/aux0: 0.8684, top1_acc/aux1: 0.7646, top5_acc/aux1: 0.9141, loss_cls/aux1: 0.9033, loss/aux1: 0.9033, top1_acc/aux2: 0.7556, top5_acc/aux2: 0.9061, loss_cls/aux2: 0.9633, loss/aux2: 0.9633 2020-10-27 09:35:21,246 - mmaction - INFO - Epoch [248][240/264] lr: 1.371e-03, eta: 0:33:22, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.7944, top5_acc: 0.9210, loss_cls: 0.8131, loss: 0.8131, grad_norm: 3.3021, top1_acc/aux0: 0.7795, top5_acc/aux0: 0.9243, loss_cls/aux0: 0.8469, loss/aux0: 0.8469, top1_acc/aux1: 0.7703, top5_acc/aux1: 0.9128, loss_cls/aux1: 0.9075, loss/aux1: 0.9075, top1_acc/aux2: 0.7561, top5_acc/aux2: 0.9014, loss_cls/aux2: 0.9737, loss/aux2: 0.9737 2020-10-27 09:36:08,580 - mmaction - INFO - Epoch [248][260/264] lr: 1.371e-03, eta: 0:33:04, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7960, top5_acc: 0.9247, loss_cls: 0.8051, loss: 0.8051, grad_norm: 3.3700, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9241, loss_cls/aux0: 0.8654, loss/aux0: 0.8654, top1_acc/aux1: 0.7785, top5_acc/aux1: 0.9132, loss_cls/aux1: 0.8980, loss/aux1: 0.8980, top1_acc/aux2: 0.7601, top5_acc/aux2: 0.9038, loss_cls/aux2: 0.9564, loss/aux2: 0.9564 2020-10-27 09:36:22,600 - mmaction - INFO - Saving checkpoint at 248 epochs 2020-10-27 09:37:19,490 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-27 09:37:19,688 - mmaction - INFO - top1_acc 0.7857 top5_acc 0.9347 2020-10-27 09:37:19,688 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-27 09:37:19,786 - mmaction - INFO - mean_acc 0.7859 2020-10-27 09:37:19,786 - mmaction - INFO - Now best checkpoint is epoch_248.pth 2020-10-27 09:37:19,808 - mmaction - INFO - Epoch(val) [248][264] top1_acc: 0.7857, top5_acc: 0.9347, mean_class_accuracy: 0.7859 2020-10-27 09:40:47,899 - mmaction - INFO - Epoch [249][20/264] lr: 1.083e-03, eta: 0:32:41, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7939, top5_acc: 0.9255, loss_cls: 0.8139, loss: 0.8139, grad_norm: 3.3907, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9257, loss_cls/aux0: 0.8344, loss/aux0: 0.8344, top1_acc/aux1: 0.7642, top5_acc/aux1: 0.9142, loss_cls/aux1: 0.8987, loss/aux1: 0.8987, top1_acc/aux2: 0.7538, top5_acc/aux2: 0.9038, loss_cls/aux2: 0.9875, loss/aux2: 0.9875 2020-10-27 09:41:34,934 - mmaction - INFO - Epoch [249][40/264] lr: 1.083e-03, eta: 0:32:22, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7913, top5_acc: 0.9198, loss_cls: 0.8222, loss: 0.8222, grad_norm: 3.3628, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9236, loss_cls/aux0: 0.8652, loss/aux0: 0.8652, top1_acc/aux1: 0.7651, top5_acc/aux1: 0.9158, loss_cls/aux1: 0.9080, loss/aux1: 0.9080, top1_acc/aux2: 0.7530, top5_acc/aux2: 0.9014, loss_cls/aux2: 0.9839, loss/aux2: 0.9839 2020-10-27 09:42:22,236 - mmaction - INFO - Epoch [249][60/264] lr: 1.083e-03, eta: 0:32:04, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.8023, top5_acc: 0.9262, loss_cls: 0.7664, loss: 0.7664, grad_norm: 3.3329, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9191, loss_cls/aux0: 0.9080, loss/aux0: 0.9080, top1_acc/aux1: 0.7681, top5_acc/aux1: 0.9174, loss_cls/aux1: 0.8942, loss/aux1: 0.8942, top1_acc/aux2: 0.7545, top5_acc/aux2: 0.9012, loss_cls/aux2: 0.9732, loss/aux2: 0.9732 2020-10-27 09:43:09,934 - mmaction - INFO - Epoch [249][80/264] lr: 1.083e-03, eta: 0:31:45, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.7946, top5_acc: 0.9222, loss_cls: 0.8118, loss: 0.8118, grad_norm: 3.2934, top1_acc/aux0: 0.7655, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9012, loss/aux0: 0.9012, top1_acc/aux1: 0.7719, top5_acc/aux1: 0.9161, loss_cls/aux1: 0.8821, loss/aux1: 0.8821, top1_acc/aux2: 0.7564, top5_acc/aux2: 0.9036, loss_cls/aux2: 0.9573, loss/aux2: 0.9573 2020-10-27 09:43:57,451 - mmaction - INFO - Epoch [249][100/264] lr: 1.083e-03, eta: 0:31:26, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.8111, top5_acc: 0.9255, loss_cls: 0.7792, loss: 0.7792, grad_norm: 3.3083, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9181, loss_cls/aux0: 0.8971, loss/aux0: 0.8971, top1_acc/aux1: 0.7698, top5_acc/aux1: 0.9163, loss_cls/aux1: 0.8951, loss/aux1: 0.8951, top1_acc/aux2: 0.7517, top5_acc/aux2: 0.8990, loss_cls/aux2: 0.9780, loss/aux2: 0.9780 2020-10-27 09:44:45,017 - mmaction - INFO - Epoch [249][120/264] lr: 1.083e-03, eta: 0:31:07, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7872, top5_acc: 0.9184, loss_cls: 0.8344, loss: 0.8344, grad_norm: 3.3291, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9170, loss_cls/aux0: 0.8770, loss/aux0: 0.8770, top1_acc/aux1: 0.7771, top5_acc/aux1: 0.9238, loss_cls/aux1: 0.8618, loss/aux1: 0.8618, top1_acc/aux2: 0.7514, top5_acc/aux2: 0.8998, loss_cls/aux2: 0.9780, loss/aux2: 0.9780 2020-10-27 09:45:32,111 - mmaction - INFO - Epoch [249][140/264] lr: 1.083e-03, eta: 0:30:49, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.8014, top5_acc: 0.9234, loss_cls: 0.7844, loss: 0.7844, grad_norm: 3.3056, top1_acc/aux0: 0.7813, top5_acc/aux0: 0.9241, loss_cls/aux0: 0.8474, loss/aux0: 0.8474, top1_acc/aux1: 0.7776, top5_acc/aux1: 0.9212, loss_cls/aux1: 0.8889, loss/aux1: 0.8889, top1_acc/aux2: 0.7474, top5_acc/aux2: 0.9026, loss_cls/aux2: 0.9787, loss/aux2: 0.9787 2020-10-27 09:46:19,611 - mmaction - INFO - Epoch [249][160/264] lr: 1.083e-03, eta: 0:30:30, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.8007, top5_acc: 0.9274, loss_cls: 0.7783, loss: 0.7783, grad_norm: 3.3166, top1_acc/aux0: 0.7726, top5_acc/aux0: 0.9233, loss_cls/aux0: 0.8676, loss/aux0: 0.8676, top1_acc/aux1: 0.7691, top5_acc/aux1: 0.9160, loss_cls/aux1: 0.9123, loss/aux1: 0.9123, top1_acc/aux2: 0.7455, top5_acc/aux2: 0.8991, loss_cls/aux2: 1.0051, loss/aux2: 1.0051 2020-10-27 09:47:06,806 - mmaction - INFO - Epoch [249][180/264] lr: 1.083e-03, eta: 0:30:11, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7941, top5_acc: 0.9224, loss_cls: 0.8082, loss: 0.8082, grad_norm: 3.3597, top1_acc/aux0: 0.7795, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8452, loss/aux0: 0.8452, top1_acc/aux1: 0.7727, top5_acc/aux1: 0.9188, loss_cls/aux1: 0.8769, loss/aux1: 0.8769, top1_acc/aux2: 0.7535, top5_acc/aux2: 0.9010, loss_cls/aux2: 0.9775, loss/aux2: 0.9775 2020-10-27 09:47:54,484 - mmaction - INFO - Epoch [249][200/264] lr: 1.083e-03, eta: 0:29:52, time: 0.957, data_time: 0.001, memory: 8466, top1_acc: 0.8023, top5_acc: 0.9283, loss_cls: 0.7797, loss: 0.7797, grad_norm: 3.3581, top1_acc/aux0: 0.7830, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.8227, loss/aux0: 0.8227, top1_acc/aux1: 0.7688, top5_acc/aux1: 0.9194, loss_cls/aux1: 0.8823, loss/aux1: 0.8823, top1_acc/aux2: 0.7514, top5_acc/aux2: 0.9056, loss_cls/aux2: 0.9672, loss/aux2: 0.9672 2020-10-27 09:48:42,123 - mmaction - INFO - Epoch [249][220/264] lr: 1.083e-03, eta: 0:29:34, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.8009, top5_acc: 0.9240, loss_cls: 0.7964, loss: 0.7964, grad_norm: 3.3428, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9288, loss_cls/aux0: 0.8280, loss/aux0: 0.8280, top1_acc/aux1: 0.7658, top5_acc/aux1: 0.9177, loss_cls/aux1: 0.8911, loss/aux1: 0.8911, top1_acc/aux2: 0.7536, top5_acc/aux2: 0.9028, loss_cls/aux2: 0.9847, loss/aux2: 0.9847 2020-10-27 09:49:29,602 - mmaction - INFO - Epoch [249][240/264] lr: 1.083e-03, eta: 0:29:15, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7898, top5_acc: 0.9215, loss_cls: 0.8340, loss: 0.8340, grad_norm: 3.4412, top1_acc/aux0: 0.7757, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.8684, loss/aux0: 0.8684, top1_acc/aux1: 0.7674, top5_acc/aux1: 0.9130, loss_cls/aux1: 0.8971, loss/aux1: 0.8971, top1_acc/aux2: 0.7559, top5_acc/aux2: 0.9043, loss_cls/aux2: 0.9700, loss/aux2: 0.9700 2020-10-27 09:50:16,981 - mmaction - INFO - Epoch [249][260/264] lr: 1.083e-03, eta: 0:28:56, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.7901, top5_acc: 0.9278, loss_cls: 0.8063, loss: 0.8063, grad_norm: 3.3334, top1_acc/aux0: 0.7707, top5_acc/aux0: 0.9170, loss_cls/aux0: 0.9089, loss/aux0: 0.9089, top1_acc/aux1: 0.7642, top5_acc/aux1: 0.9174, loss_cls/aux1: 0.8925, loss/aux1: 0.8925, top1_acc/aux2: 0.7601, top5_acc/aux2: 0.9097, loss_cls/aux2: 0.9406, loss/aux2: 0.9406 2020-10-27 09:54:55,884 - mmaction - INFO - Epoch [250][20/264] lr: 8.297e-04, eta: 0:28:34, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7983, top5_acc: 0.9299, loss_cls: 0.7920, loss: 0.7920, grad_norm: 3.3654, top1_acc/aux0: 0.7642, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.8955, loss/aux0: 0.8955, top1_acc/aux1: 0.7840, top5_acc/aux1: 0.9201, loss_cls/aux1: 0.8430, loss/aux1: 0.8430, top1_acc/aux2: 0.7424, top5_acc/aux2: 0.9038, loss_cls/aux2: 1.0179, loss/aux2: 1.0179 2020-10-27 09:55:43,331 - mmaction - INFO - Epoch [250][40/264] lr: 8.297e-04, eta: 0:28:15, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7993, top5_acc: 0.9217, loss_cls: 0.7945, loss: 0.7945, grad_norm: 3.2648, top1_acc/aux0: 0.7684, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.8761, loss/aux0: 0.8761, top1_acc/aux1: 0.7745, top5_acc/aux1: 0.9227, loss_cls/aux1: 0.8693, loss/aux1: 0.8693, top1_acc/aux2: 0.7514, top5_acc/aux2: 0.9047, loss_cls/aux2: 0.9748, loss/aux2: 0.9748 2020-10-27 09:56:30,681 - mmaction - INFO - Epoch [250][60/264] lr: 8.297e-04, eta: 0:27:56, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7927, top5_acc: 0.9193, loss_cls: 0.8315, loss: 0.8315, grad_norm: 3.3986, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9264, loss_cls/aux0: 0.8493, loss/aux0: 0.8493, top1_acc/aux1: 0.7674, top5_acc/aux1: 0.9215, loss_cls/aux1: 0.8989, loss/aux1: 0.8989, top1_acc/aux2: 0.7491, top5_acc/aux2: 0.8988, loss_cls/aux2: 0.9901, loss/aux2: 0.9901 2020-10-27 09:57:18,122 - mmaction - INFO - Epoch [250][80/264] lr: 8.297e-04, eta: 0:27:37, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.7993, top5_acc: 0.9276, loss_cls: 0.7920, loss: 0.7920, grad_norm: 3.3604, top1_acc/aux0: 0.7809, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8554, loss/aux0: 0.8554, top1_acc/aux1: 0.7731, top5_acc/aux1: 0.9175, loss_cls/aux1: 0.8861, loss/aux1: 0.8861, top1_acc/aux2: 0.7507, top5_acc/aux2: 0.9002, loss_cls/aux2: 0.9961, loss/aux2: 0.9961 2020-10-27 09:58:05,316 - mmaction - INFO - Epoch [250][100/264] lr: 8.297e-04, eta: 0:27:19, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7955, top5_acc: 0.9236, loss_cls: 0.8023, loss: 0.8023, grad_norm: 3.3872, top1_acc/aux0: 0.7830, top5_acc/aux0: 0.9243, loss_cls/aux0: 0.8435, loss/aux0: 0.8435, top1_acc/aux1: 0.7717, top5_acc/aux1: 0.9181, loss_cls/aux1: 0.8923, loss/aux1: 0.8923, top1_acc/aux2: 0.7550, top5_acc/aux2: 0.9082, loss_cls/aux2: 0.9621, loss/aux2: 0.9621 2020-10-27 09:58:53,071 - mmaction - INFO - Epoch [250][120/264] lr: 8.297e-04, eta: 0:27:00, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.8009, top5_acc: 0.9260, loss_cls: 0.7913, loss: 0.7913, grad_norm: 3.3515, top1_acc/aux0: 0.7830, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.8457, loss/aux0: 0.8457, top1_acc/aux1: 0.7785, top5_acc/aux1: 0.9229, loss_cls/aux1: 0.8846, loss/aux1: 0.8846, top1_acc/aux2: 0.7583, top5_acc/aux2: 0.9092, loss_cls/aux2: 0.9589, loss/aux2: 0.9589 2020-10-27 09:59:40,774 - mmaction - INFO - Epoch [250][140/264] lr: 8.297e-04, eta: 0:26:41, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.7830, top5_acc: 0.9186, loss_cls: 0.8488, loss: 0.8488, grad_norm: 3.2434, top1_acc/aux0: 0.7788, top5_acc/aux0: 0.9259, loss_cls/aux0: 0.8472, loss/aux0: 0.8472, top1_acc/aux1: 0.7832, top5_acc/aux1: 0.9214, loss_cls/aux1: 0.8632, loss/aux1: 0.8632, top1_acc/aux2: 0.7616, top5_acc/aux2: 0.9059, loss_cls/aux2: 0.9565, loss/aux2: 0.9565 2020-10-27 10:00:31,152 - mmaction - INFO - Epoch [250][160/264] lr: 8.297e-04, eta: 0:26:22, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7905, top5_acc: 0.9233, loss_cls: 0.8192, loss: 0.8192, grad_norm: 3.3345, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9262, loss_cls/aux0: 0.8593, loss/aux0: 0.8593, top1_acc/aux1: 0.7691, top5_acc/aux1: 0.9108, loss_cls/aux1: 0.9015, loss/aux1: 0.9015, top1_acc/aux2: 0.7552, top5_acc/aux2: 0.9038, loss_cls/aux2: 0.9603, loss/aux2: 0.9603 2020-10-27 10:01:18,933 - mmaction - INFO - Epoch [250][180/264] lr: 8.297e-04, eta: 0:26:04, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.7974, top5_acc: 0.9227, loss_cls: 0.8078, loss: 0.8078, grad_norm: 3.3802, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9184, loss_cls/aux0: 0.9072, loss/aux0: 0.9072, top1_acc/aux1: 0.7582, top5_acc/aux1: 0.9099, loss_cls/aux1: 0.9486, loss/aux1: 0.9486, top1_acc/aux2: 0.7469, top5_acc/aux2: 0.8986, loss_cls/aux2: 0.9909, loss/aux2: 0.9909 2020-10-27 10:02:06,643 - mmaction - INFO - Epoch [250][200/264] lr: 8.297e-04, eta: 0:25:45, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7931, top5_acc: 0.9226, loss_cls: 0.8128, loss: 0.8128, grad_norm: 3.3803, top1_acc/aux0: 0.7712, top5_acc/aux0: 0.9222, loss_cls/aux0: 0.8719, loss/aux0: 0.8719, top1_acc/aux1: 0.7559, top5_acc/aux1: 0.9160, loss_cls/aux1: 0.9447, loss/aux1: 0.9447, top1_acc/aux2: 0.7450, top5_acc/aux2: 0.8979, loss_cls/aux2: 1.0082, loss/aux2: 1.0082 2020-10-27 10:02:54,150 - mmaction - INFO - Epoch [250][220/264] lr: 8.297e-04, eta: 0:25:26, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7998, top5_acc: 0.9231, loss_cls: 0.7917, loss: 0.7917, grad_norm: 3.3115, top1_acc/aux0: 0.7913, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8156, loss/aux0: 0.8156, top1_acc/aux1: 0.7715, top5_acc/aux1: 0.9200, loss_cls/aux1: 0.8970, loss/aux1: 0.8970, top1_acc/aux2: 0.7470, top5_acc/aux2: 0.9016, loss_cls/aux2: 0.9958, loss/aux2: 0.9958 2020-10-27 10:03:41,746 - mmaction - INFO - Epoch [250][240/264] lr: 8.297e-04, eta: 0:25:07, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7903, top5_acc: 0.9247, loss_cls: 0.8204, loss: 0.8204, grad_norm: 3.3763, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9280, loss_cls/aux0: 0.8009, loss/aux0: 0.8009, top1_acc/aux1: 0.7818, top5_acc/aux1: 0.9233, loss_cls/aux1: 0.8827, loss/aux1: 0.8827, top1_acc/aux2: 0.7462, top5_acc/aux2: 0.8976, loss_cls/aux2: 1.0070, loss/aux2: 1.0070 2020-10-27 10:04:29,182 - mmaction - INFO - Epoch [250][260/264] lr: 8.297e-04, eta: 0:24:49, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7964, top5_acc: 0.9267, loss_cls: 0.7965, loss: 0.7965, grad_norm: 3.3435, top1_acc/aux0: 0.7813, top5_acc/aux0: 0.9257, loss_cls/aux0: 0.8420, loss/aux0: 0.8420, top1_acc/aux1: 0.7767, top5_acc/aux1: 0.9179, loss_cls/aux1: 0.8985, loss/aux1: 0.8985, top1_acc/aux2: 0.7472, top5_acc/aux2: 0.9002, loss_cls/aux2: 0.9917, loss/aux2: 0.9917 2020-10-27 10:08:09,874 - mmaction - INFO - Epoch [251][20/264] lr: 6.096e-04, eta: 0:24:26, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7951, top5_acc: 0.9233, loss_cls: 0.8021, loss: 0.8021, grad_norm: 3.3206, top1_acc/aux0: 0.7972, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.8222, loss/aux0: 0.8222, top1_acc/aux1: 0.7698, top5_acc/aux1: 0.9156, loss_cls/aux1: 0.8992, loss/aux1: 0.8992, top1_acc/aux2: 0.7524, top5_acc/aux2: 0.9003, loss_cls/aux2: 0.9790, loss/aux2: 0.9790 2020-10-27 10:08:57,460 - mmaction - INFO - Epoch [251][40/264] lr: 6.096e-04, eta: 0:24:07, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.8019, top5_acc: 0.9325, loss_cls: 0.7624, loss: 0.7624, grad_norm: 3.2593, top1_acc/aux0: 0.7856, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8328, loss/aux0: 0.8328, top1_acc/aux1: 0.7733, top5_acc/aux1: 0.9168, loss_cls/aux1: 0.8877, loss/aux1: 0.8877, top1_acc/aux2: 0.7523, top5_acc/aux2: 0.9023, loss_cls/aux2: 0.9752, loss/aux2: 0.9752 2020-10-27 10:09:44,804 - mmaction - INFO - Epoch [251][60/264] lr: 6.096e-04, eta: 0:23:48, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.7910, top5_acc: 0.9208, loss_cls: 0.8288, loss: 0.8288, grad_norm: 3.3411, top1_acc/aux0: 0.7762, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8462, loss/aux0: 0.8462, top1_acc/aux1: 0.7776, top5_acc/aux1: 0.9264, loss_cls/aux1: 0.8538, loss/aux1: 0.8538, top1_acc/aux2: 0.7561, top5_acc/aux2: 0.9033, loss_cls/aux2: 0.9653, loss/aux2: 0.9653 2020-10-27 10:10:32,320 - mmaction - INFO - Epoch [251][80/264] lr: 6.096e-04, eta: 0:23:30, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7934, top5_acc: 0.9220, loss_cls: 0.8161, loss: 0.8161, grad_norm: 3.3949, top1_acc/aux0: 0.7786, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8731, loss/aux0: 0.8731, top1_acc/aux1: 0.7757, top5_acc/aux1: 0.9266, loss_cls/aux1: 0.8629, loss/aux1: 0.8629, top1_acc/aux2: 0.7599, top5_acc/aux2: 0.9010, loss_cls/aux2: 0.9606, loss/aux2: 0.9606 2020-10-27 10:11:20,051 - mmaction - INFO - Epoch [251][100/264] lr: 6.096e-04, eta: 0:23:11, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.7950, top5_acc: 0.9267, loss_cls: 0.7809, loss: 0.7809, grad_norm: 3.3365, top1_acc/aux0: 0.7825, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8776, loss/aux0: 0.8776, top1_acc/aux1: 0.7753, top5_acc/aux1: 0.9168, loss_cls/aux1: 0.8912, loss/aux1: 0.8912, top1_acc/aux2: 0.7609, top5_acc/aux2: 0.9023, loss_cls/aux2: 0.9521, loss/aux2: 0.9521 2020-10-27 10:12:07,476 - mmaction - INFO - Epoch [251][120/264] lr: 6.096e-04, eta: 0:22:52, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.8040, top5_acc: 0.9316, loss_cls: 0.7622, loss: 0.7622, grad_norm: 3.3173, top1_acc/aux0: 0.7826, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8712, loss/aux0: 0.8712, top1_acc/aux1: 0.7734, top5_acc/aux1: 0.9179, loss_cls/aux1: 0.8980, loss/aux1: 0.8980, top1_acc/aux2: 0.7556, top5_acc/aux2: 0.9042, loss_cls/aux2: 0.9469, loss/aux2: 0.9469 2020-10-27 10:12:54,960 - mmaction - INFO - Epoch [251][140/264] lr: 6.096e-04, eta: 0:22:33, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7993, top5_acc: 0.9252, loss_cls: 0.7894, loss: 0.7894, grad_norm: 3.4081, top1_acc/aux0: 0.7774, top5_acc/aux0: 0.9241, loss_cls/aux0: 0.8706, loss/aux0: 0.8706, top1_acc/aux1: 0.7715, top5_acc/aux1: 0.9214, loss_cls/aux1: 0.8938, loss/aux1: 0.8938, top1_acc/aux2: 0.7545, top5_acc/aux2: 0.9059, loss_cls/aux2: 0.9506, loss/aux2: 0.9506 2020-10-27 10:13:42,205 - mmaction - INFO - Epoch [251][160/264] lr: 6.096e-04, eta: 0:22:15, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.8012, top5_acc: 0.9243, loss_cls: 0.7808, loss: 0.7808, grad_norm: 3.3211, top1_acc/aux0: 0.7793, top5_acc/aux0: 0.9259, loss_cls/aux0: 0.8507, loss/aux0: 0.8507, top1_acc/aux1: 0.7691, top5_acc/aux1: 0.9191, loss_cls/aux1: 0.8942, loss/aux1: 0.8942, top1_acc/aux2: 0.7599, top5_acc/aux2: 0.9094, loss_cls/aux2: 0.9439, loss/aux2: 0.9439 2020-10-27 10:14:29,910 - mmaction - INFO - Epoch [251][180/264] lr: 6.096e-04, eta: 0:21:56, time: 0.955, data_time: 0.000, memory: 8466, top1_acc: 0.8061, top5_acc: 0.9281, loss_cls: 0.7646, loss: 0.7646, grad_norm: 3.3463, top1_acc/aux0: 0.7832, top5_acc/aux0: 0.9274, loss_cls/aux0: 0.8343, loss/aux0: 0.8343, top1_acc/aux1: 0.7646, top5_acc/aux1: 0.9156, loss_cls/aux1: 0.9051, loss/aux1: 0.9051, top1_acc/aux2: 0.7599, top5_acc/aux2: 0.9082, loss_cls/aux2: 0.9468, loss/aux2: 0.9468 2020-10-27 10:15:17,574 - mmaction - INFO - Epoch [251][200/264] lr: 6.096e-04, eta: 0:21:37, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.7936, top5_acc: 0.9188, loss_cls: 0.8219, loss: 0.8219, grad_norm: 3.4534, top1_acc/aux0: 0.7769, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8515, loss/aux0: 0.8515, top1_acc/aux1: 0.7648, top5_acc/aux1: 0.9106, loss_cls/aux1: 0.9168, loss/aux1: 0.9168, top1_acc/aux2: 0.7616, top5_acc/aux2: 0.9068, loss_cls/aux2: 0.9524, loss/aux2: 0.9524 2020-10-27 10:16:04,605 - mmaction - INFO - Epoch [251][220/264] lr: 6.096e-04, eta: 0:21:18, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7957, top5_acc: 0.9234, loss_cls: 0.8053, loss: 0.8053, grad_norm: 3.3499, top1_acc/aux0: 0.7701, top5_acc/aux0: 0.9196, loss_cls/aux0: 0.8931, loss/aux0: 0.8931, top1_acc/aux1: 0.7773, top5_acc/aux1: 0.9163, loss_cls/aux1: 0.8847, loss/aux1: 0.8847, top1_acc/aux2: 0.7691, top5_acc/aux2: 0.9087, loss_cls/aux2: 0.9272, loss/aux2: 0.9272 2020-10-27 10:16:51,957 - mmaction - INFO - Epoch [251][240/264] lr: 6.096e-04, eta: 0:21:00, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7964, top5_acc: 0.9238, loss_cls: 0.7995, loss: 0.7995, grad_norm: 3.3762, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9207, loss_cls/aux0: 0.8776, loss/aux0: 0.8776, top1_acc/aux1: 0.7795, top5_acc/aux1: 0.9184, loss_cls/aux1: 0.8891, loss/aux1: 0.8891, top1_acc/aux2: 0.7655, top5_acc/aux2: 0.9042, loss_cls/aux2: 0.9569, loss/aux2: 0.9569 2020-10-27 10:17:39,450 - mmaction - INFO - Epoch [251][260/264] lr: 6.096e-04, eta: 0:20:41, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.7908, top5_acc: 0.9234, loss_cls: 0.8160, loss: 0.8160, grad_norm: 3.4244, top1_acc/aux0: 0.7762, top5_acc/aux0: 0.9217, loss_cls/aux0: 0.8707, loss/aux0: 0.8707, top1_acc/aux1: 0.7701, top5_acc/aux1: 0.9130, loss_cls/aux1: 0.9179, loss/aux1: 0.9179, top1_acc/aux2: 0.7573, top5_acc/aux2: 0.9043, loss_cls/aux2: 0.9777, loss/aux2: 0.9777 2020-10-27 10:21:45,994 - mmaction - INFO - Epoch [252][20/264] lr: 4.234e-04, eta: 0:20:18, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7962, top5_acc: 0.9295, loss_cls: 0.7860, loss: 0.7860, grad_norm: 3.3606, top1_acc/aux0: 0.7757, top5_acc/aux0: 0.9233, loss_cls/aux0: 0.8860, loss/aux0: 0.8860, top1_acc/aux1: 0.7608, top5_acc/aux1: 0.9122, loss_cls/aux1: 0.9226, loss/aux1: 0.9226, top1_acc/aux2: 0.7528, top5_acc/aux2: 0.9017, loss_cls/aux2: 0.9805, loss/aux2: 0.9805 2020-10-27 10:22:33,469 - mmaction - INFO - Epoch [252][40/264] lr: 4.234e-04, eta: 0:20:00, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.8012, top5_acc: 0.9245, loss_cls: 0.7876, loss: 0.7876, grad_norm: 3.3645, top1_acc/aux0: 0.7826, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8594, loss/aux0: 0.8594, top1_acc/aux1: 0.7672, top5_acc/aux1: 0.9134, loss_cls/aux1: 0.9109, loss/aux1: 0.9109, top1_acc/aux2: 0.7559, top5_acc/aux2: 0.9038, loss_cls/aux2: 0.9718, loss/aux2: 0.9718 2020-10-27 10:23:20,422 - mmaction - INFO - Epoch [252][60/264] lr: 4.234e-04, eta: 0:19:41, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.8075, top5_acc: 0.9264, loss_cls: 0.7803, loss: 0.7803, grad_norm: 3.3496, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8456, loss/aux0: 0.8456, top1_acc/aux1: 0.7764, top5_acc/aux1: 0.9179, loss_cls/aux1: 0.8777, loss/aux1: 0.8777, top1_acc/aux2: 0.7563, top5_acc/aux2: 0.9035, loss_cls/aux2: 0.9718, loss/aux2: 0.9718 2020-10-27 10:24:07,561 - mmaction - INFO - Epoch [252][80/264] lr: 4.234e-04, eta: 0:19:22, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.8010, top5_acc: 0.9255, loss_cls: 0.7877, loss: 0.7877, grad_norm: 3.4489, top1_acc/aux0: 0.7747, top5_acc/aux0: 0.9217, loss_cls/aux0: 0.8782, loss/aux0: 0.8782, top1_acc/aux1: 0.7719, top5_acc/aux1: 0.9191, loss_cls/aux1: 0.8794, loss/aux1: 0.8794, top1_acc/aux2: 0.7477, top5_acc/aux2: 0.9024, loss_cls/aux2: 0.9902, loss/aux2: 0.9902 2020-10-27 10:24:55,024 - mmaction - INFO - Epoch [252][100/264] lr: 4.234e-04, eta: 0:19:03, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7953, top5_acc: 0.9238, loss_cls: 0.8005, loss: 0.8005, grad_norm: 3.3844, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9184, loss_cls/aux0: 0.8978, loss/aux0: 0.8978, top1_acc/aux1: 0.7635, top5_acc/aux1: 0.9156, loss_cls/aux1: 0.9251, loss/aux1: 0.9251, top1_acc/aux2: 0.7543, top5_acc/aux2: 0.9059, loss_cls/aux2: 0.9649, loss/aux2: 0.9649 2020-10-27 10:25:42,306 - mmaction - INFO - Epoch [252][120/264] lr: 4.234e-04, eta: 0:18:45, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.8078, top5_acc: 0.9290, loss_cls: 0.7578, loss: 0.7578, grad_norm: 3.3354, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8753, loss/aux0: 0.8753, top1_acc/aux1: 0.7644, top5_acc/aux1: 0.9179, loss_cls/aux1: 0.9165, loss/aux1: 0.9165, top1_acc/aux2: 0.7587, top5_acc/aux2: 0.9059, loss_cls/aux2: 0.9554, loss/aux2: 0.9554 2020-10-27 10:26:29,590 - mmaction - INFO - Epoch [252][140/264] lr: 4.234e-04, eta: 0:18:26, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7962, top5_acc: 0.9253, loss_cls: 0.7997, loss: 0.7997, grad_norm: 3.3328, top1_acc/aux0: 0.7793, top5_acc/aux0: 0.9226, loss_cls/aux0: 0.8582, loss/aux0: 0.8582, top1_acc/aux1: 0.7672, top5_acc/aux1: 0.9149, loss_cls/aux1: 0.9030, loss/aux1: 0.9030, top1_acc/aux2: 0.7517, top5_acc/aux2: 0.9038, loss_cls/aux2: 0.9823, loss/aux2: 0.9823 2020-10-27 10:27:17,175 - mmaction - INFO - Epoch [252][160/264] lr: 4.234e-04, eta: 0:18:07, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.8000, top5_acc: 0.9243, loss_cls: 0.7974, loss: 0.7974, grad_norm: 3.3992, top1_acc/aux0: 0.7790, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8611, loss/aux0: 0.8611, top1_acc/aux1: 0.7696, top5_acc/aux1: 0.9132, loss_cls/aux1: 0.9058, loss/aux1: 0.9058, top1_acc/aux2: 0.7538, top5_acc/aux2: 0.9010, loss_cls/aux2: 0.9815, loss/aux2: 0.9815 2020-10-27 10:28:04,372 - mmaction - INFO - Epoch [252][180/264] lr: 4.234e-04, eta: 0:17:48, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7988, top5_acc: 0.9271, loss_cls: 0.7850, loss: 0.7850, grad_norm: 3.4105, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9217, loss_cls/aux0: 0.8763, loss/aux0: 0.8763, top1_acc/aux1: 0.7658, top5_acc/aux1: 0.9168, loss_cls/aux1: 0.8967, loss/aux1: 0.8967, top1_acc/aux2: 0.7608, top5_acc/aux2: 0.9036, loss_cls/aux2: 0.9602, loss/aux2: 0.9602 2020-10-27 10:28:51,847 - mmaction - INFO - Epoch [252][200/264] lr: 4.234e-04, eta: 0:17:30, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7911, top5_acc: 0.9236, loss_cls: 0.8283, loss: 0.8283, grad_norm: 3.4040, top1_acc/aux0: 0.7759, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8680, loss/aux0: 0.8680, top1_acc/aux1: 0.7675, top5_acc/aux1: 0.9181, loss_cls/aux1: 0.8803, loss/aux1: 0.8803, top1_acc/aux2: 0.7563, top5_acc/aux2: 0.9057, loss_cls/aux2: 0.9612, loss/aux2: 0.9612 2020-10-27 10:29:39,384 - mmaction - INFO - Epoch [252][220/264] lr: 4.234e-04, eta: 0:17:11, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.8009, top5_acc: 0.9300, loss_cls: 0.7745, loss: 0.7745, grad_norm: 3.3127, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9337, loss_cls/aux0: 0.8333, loss/aux0: 0.8333, top1_acc/aux1: 0.7715, top5_acc/aux1: 0.9200, loss_cls/aux1: 0.8794, loss/aux1: 0.8794, top1_acc/aux2: 0.7470, top5_acc/aux2: 0.9049, loss_cls/aux2: 0.9805, loss/aux2: 0.9805 2020-10-27 10:30:27,732 - mmaction - INFO - Epoch [252][240/264] lr: 4.234e-04, eta: 0:16:52, time: 0.990, data_time: 0.000, memory: 8466, top1_acc: 0.7986, top5_acc: 0.9262, loss_cls: 0.7913, loss: 0.7913, grad_norm: 3.3010, top1_acc/aux0: 0.7832, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.8354, loss/aux0: 0.8354, top1_acc/aux1: 0.7667, top5_acc/aux1: 0.9113, loss_cls/aux1: 0.9320, loss/aux1: 0.9320, top1_acc/aux2: 0.7620, top5_acc/aux2: 0.9135, loss_cls/aux2: 0.9295, loss/aux2: 0.9295 2020-10-27 10:31:15,304 - mmaction - INFO - Epoch [252][260/264] lr: 4.234e-04, eta: 0:16:33, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.7960, top5_acc: 0.9203, loss_cls: 0.8020, loss: 0.8020, grad_norm: 3.3572, top1_acc/aux0: 0.7813, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8603, loss/aux0: 0.8603, top1_acc/aux1: 0.7684, top5_acc/aux1: 0.9099, loss_cls/aux1: 0.9290, loss/aux1: 0.9290, top1_acc/aux2: 0.7644, top5_acc/aux2: 0.9182, loss_cls/aux2: 0.9121, loss/aux2: 0.9121 2020-10-27 10:35:32,878 - mmaction - INFO - Epoch [253][20/264] lr: 2.710e-04, eta: 0:16:11, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7934, top5_acc: 0.9253, loss_cls: 0.8081, loss: 0.8081, grad_norm: 3.3428, top1_acc/aux0: 0.7701, top5_acc/aux0: 0.9233, loss_cls/aux0: 0.8917, loss/aux0: 0.8917, top1_acc/aux1: 0.7559, top5_acc/aux1: 0.9128, loss_cls/aux1: 0.9250, loss/aux1: 0.9250, top1_acc/aux2: 0.7670, top5_acc/aux2: 0.9208, loss_cls/aux2: 0.8764, loss/aux2: 0.8764 2020-10-27 10:36:19,981 - mmaction - INFO - Epoch [253][40/264] lr: 2.710e-04, eta: 0:15:52, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7995, top5_acc: 0.9245, loss_cls: 0.7928, loss: 0.7928, grad_norm: 3.3448, top1_acc/aux0: 0.7762, top5_acc/aux0: 0.9259, loss_cls/aux0: 0.8606, loss/aux0: 0.8606, top1_acc/aux1: 0.7620, top5_acc/aux1: 0.9122, loss_cls/aux1: 0.9203, loss/aux1: 0.9203, top1_acc/aux2: 0.7597, top5_acc/aux2: 0.9122, loss_cls/aux2: 0.9249, loss/aux2: 0.9249 2020-10-27 10:37:07,499 - mmaction - INFO - Epoch [253][60/264] lr: 2.710e-04, eta: 0:15:33, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.8023, top5_acc: 0.9286, loss_cls: 0.7761, loss: 0.7761, grad_norm: 3.3262, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8292, loss/aux0: 0.8292, top1_acc/aux1: 0.7714, top5_acc/aux1: 0.9146, loss_cls/aux1: 0.9057, loss/aux1: 0.9057, top1_acc/aux2: 0.7590, top5_acc/aux2: 0.9085, loss_cls/aux2: 0.9522, loss/aux2: 0.9522 2020-10-27 10:37:54,572 - mmaction - INFO - Epoch [253][80/264] lr: 2.710e-04, eta: 0:15:15, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.8057, top5_acc: 0.9269, loss_cls: 0.7750, loss: 0.7750, grad_norm: 3.3736, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8615, loss/aux0: 0.8615, top1_acc/aux1: 0.7759, top5_acc/aux1: 0.9212, loss_cls/aux1: 0.8801, loss/aux1: 0.8801, top1_acc/aux2: 0.7568, top5_acc/aux2: 0.9082, loss_cls/aux2: 0.9520, loss/aux2: 0.9520 2020-10-27 10:38:41,959 - mmaction - INFO - Epoch [253][100/264] lr: 2.710e-04, eta: 0:14:56, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.8021, top5_acc: 0.9224, loss_cls: 0.7870, loss: 0.7870, grad_norm: 3.3562, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9217, loss_cls/aux0: 0.8820, loss/aux0: 0.8820, top1_acc/aux1: 0.7710, top5_acc/aux1: 0.9181, loss_cls/aux1: 0.8943, loss/aux1: 0.8943, top1_acc/aux2: 0.7509, top5_acc/aux2: 0.9042, loss_cls/aux2: 0.9671, loss/aux2: 0.9671 2020-10-27 10:39:29,370 - mmaction - INFO - Epoch [253][120/264] lr: 2.710e-04, eta: 0:14:37, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7962, top5_acc: 0.9262, loss_cls: 0.8033, loss: 0.8033, grad_norm: 3.3428, top1_acc/aux0: 0.7769, top5_acc/aux0: 0.9231, loss_cls/aux0: 0.8607, loss/aux0: 0.8607, top1_acc/aux1: 0.7780, top5_acc/aux1: 0.9175, loss_cls/aux1: 0.8847, loss/aux1: 0.8847, top1_acc/aux2: 0.7585, top5_acc/aux2: 0.9087, loss_cls/aux2: 0.9411, loss/aux2: 0.9411 2020-10-27 10:40:16,738 - mmaction - INFO - Epoch [253][140/264] lr: 2.710e-04, eta: 0:14:18, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.7931, top5_acc: 0.9208, loss_cls: 0.8105, loss: 0.8105, grad_norm: 3.2969, top1_acc/aux0: 0.7887, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8279, loss/aux0: 0.8279, top1_acc/aux1: 0.7814, top5_acc/aux1: 0.9241, loss_cls/aux1: 0.8602, loss/aux1: 0.8602, top1_acc/aux2: 0.7658, top5_acc/aux2: 0.9135, loss_cls/aux2: 0.9196, loss/aux2: 0.9196 2020-10-27 10:41:03,940 - mmaction - INFO - Epoch [253][160/264] lr: 2.710e-04, eta: 0:14:00, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7918, top5_acc: 0.9292, loss_cls: 0.7903, loss: 0.7903, grad_norm: 3.3482, top1_acc/aux0: 0.7868, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8359, loss/aux0: 0.8359, top1_acc/aux1: 0.7783, top5_acc/aux1: 0.9207, loss_cls/aux1: 0.8726, loss/aux1: 0.8726, top1_acc/aux2: 0.7656, top5_acc/aux2: 0.9059, loss_cls/aux2: 0.9511, loss/aux2: 0.9511 2020-10-27 10:41:51,469 - mmaction - INFO - Epoch [253][180/264] lr: 2.710e-04, eta: 0:13:41, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.8002, top5_acc: 0.9229, loss_cls: 0.7951, loss: 0.7951, grad_norm: 3.4077, top1_acc/aux0: 0.7773, top5_acc/aux0: 0.9226, loss_cls/aux0: 0.8781, loss/aux0: 0.8781, top1_acc/aux1: 0.7726, top5_acc/aux1: 0.9167, loss_cls/aux1: 0.8943, loss/aux1: 0.8943, top1_acc/aux2: 0.7606, top5_acc/aux2: 0.9019, loss_cls/aux2: 0.9714, loss/aux2: 0.9714 2020-10-27 10:42:38,785 - mmaction - INFO - Epoch [253][200/264] lr: 2.710e-04, eta: 0:13:22, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7977, top5_acc: 0.9319, loss_cls: 0.7655, loss: 0.7655, grad_norm: 3.3519, top1_acc/aux0: 0.7811, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8633, loss/aux0: 0.8633, top1_acc/aux1: 0.7582, top5_acc/aux1: 0.9104, loss_cls/aux1: 0.9378, loss/aux1: 0.9378, top1_acc/aux2: 0.7566, top5_acc/aux2: 0.9080, loss_cls/aux2: 0.9582, loss/aux2: 0.9582 2020-10-27 10:43:26,384 - mmaction - INFO - Epoch [253][220/264] lr: 2.710e-04, eta: 0:13:03, time: 0.963, data_time: 0.000, memory: 8466, top1_acc: 0.8017, top5_acc: 0.9201, loss_cls: 0.7978, loss: 0.7978, grad_norm: 3.3901, top1_acc/aux0: 0.7790, top5_acc/aux0: 0.9288, loss_cls/aux0: 0.8447, loss/aux0: 0.8447, top1_acc/aux1: 0.7613, top5_acc/aux1: 0.9104, loss_cls/aux1: 0.9348, loss/aux1: 0.9348, top1_acc/aux2: 0.7618, top5_acc/aux2: 0.9104, loss_cls/aux2: 0.9433, loss/aux2: 0.9433 2020-10-27 10:44:13,762 - mmaction - INFO - Epoch [253][240/264] lr: 2.710e-04, eta: 0:12:45, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.7979, top5_acc: 0.9260, loss_cls: 0.7865, loss: 0.7865, grad_norm: 3.3944, top1_acc/aux0: 0.7727, top5_acc/aux0: 0.9257, loss_cls/aux0: 0.8642, loss/aux0: 0.8642, top1_acc/aux1: 0.7696, top5_acc/aux1: 0.9175, loss_cls/aux1: 0.9048, loss/aux1: 0.9048, top1_acc/aux2: 0.7622, top5_acc/aux2: 0.9061, loss_cls/aux2: 0.9542, loss/aux2: 0.9542 2020-10-27 10:45:01,534 - mmaction - INFO - Epoch [253][260/264] lr: 2.710e-04, eta: 0:12:26, time: 0.957, data_time: 0.001, memory: 8466, top1_acc: 0.7969, top5_acc: 0.9259, loss_cls: 0.8015, loss: 0.8015, grad_norm: 3.3218, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9222, loss_cls/aux0: 0.8774, loss/aux0: 0.8774, top1_acc/aux1: 0.7726, top5_acc/aux1: 0.9161, loss_cls/aux1: 0.8981, loss/aux1: 0.8981, top1_acc/aux2: 0.7550, top5_acc/aux2: 0.9000, loss_cls/aux2: 0.9708, loss/aux2: 0.9708 2020-10-27 10:49:09,629 - mmaction - INFO - Epoch [254][20/264] lr: 1.525e-04, eta: 0:12:03, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.8082, top5_acc: 0.9241, loss_cls: 0.7705, loss: 0.7705, grad_norm: 3.3429, top1_acc/aux0: 0.7830, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.8418, loss/aux0: 0.8418, top1_acc/aux1: 0.7618, top5_acc/aux1: 0.9128, loss_cls/aux1: 0.9332, loss/aux1: 0.9332, top1_acc/aux2: 0.7635, top5_acc/aux2: 0.9066, loss_cls/aux2: 0.9280, loss/aux2: 0.9280 2020-10-27 10:49:56,855 - mmaction - INFO - Epoch [254][40/264] lr: 1.525e-04, eta: 0:11:45, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7911, top5_acc: 0.9207, loss_cls: 0.8285, loss: 0.8285, grad_norm: 3.4199, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8403, loss/aux0: 0.8403, top1_acc/aux1: 0.7689, top5_acc/aux1: 0.9182, loss_cls/aux1: 0.8963, loss/aux1: 0.8963, top1_acc/aux2: 0.7589, top5_acc/aux2: 0.9024, loss_cls/aux2: 0.9604, loss/aux2: 0.9604 2020-10-27 10:50:44,066 - mmaction - INFO - Epoch [254][60/264] lr: 1.525e-04, eta: 0:11:26, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7922, top5_acc: 0.9262, loss_cls: 0.8042, loss: 0.8042, grad_norm: 3.4476, top1_acc/aux0: 0.7833, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.8522, loss/aux0: 0.8522, top1_acc/aux1: 0.7726, top5_acc/aux1: 0.9207, loss_cls/aux1: 0.8774, loss/aux1: 0.8774, top1_acc/aux2: 0.7535, top5_acc/aux2: 0.9030, loss_cls/aux2: 0.9734, loss/aux2: 0.9734 2020-10-27 10:51:31,488 - mmaction - INFO - Epoch [254][80/264] lr: 1.525e-04, eta: 0:11:07, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.8019, top5_acc: 0.9262, loss_cls: 0.7788, loss: 0.7788, grad_norm: 3.3472, top1_acc/aux0: 0.7800, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8589, loss/aux0: 0.8589, top1_acc/aux1: 0.7707, top5_acc/aux1: 0.9193, loss_cls/aux1: 0.8878, loss/aux1: 0.8878, top1_acc/aux2: 0.7563, top5_acc/aux2: 0.9097, loss_cls/aux2: 0.9457, loss/aux2: 0.9457 2020-10-27 10:52:19,008 - mmaction - INFO - Epoch [254][100/264] lr: 1.525e-04, eta: 0:10:48, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.8045, top5_acc: 0.9283, loss_cls: 0.7672, loss: 0.7672, grad_norm: 3.2999, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9288, loss_cls/aux0: 0.8158, loss/aux0: 0.8158, top1_acc/aux1: 0.7689, top5_acc/aux1: 0.9167, loss_cls/aux1: 0.8964, loss/aux1: 0.8964, top1_acc/aux2: 0.7556, top5_acc/aux2: 0.9087, loss_cls/aux2: 0.9548, loss/aux2: 0.9548 2020-10-27 10:53:06,490 - mmaction - INFO - Epoch [254][120/264] lr: 1.525e-04, eta: 0:10:30, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.8005, top5_acc: 0.9247, loss_cls: 0.8129, loss: 0.8129, grad_norm: 3.3576, top1_acc/aux0: 0.7892, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8261, loss/aux0: 0.8261, top1_acc/aux1: 0.7729, top5_acc/aux1: 0.9193, loss_cls/aux1: 0.8867, loss/aux1: 0.8867, top1_acc/aux2: 0.7601, top5_acc/aux2: 0.9101, loss_cls/aux2: 0.9329, loss/aux2: 0.9329 2020-10-27 10:53:53,696 - mmaction - INFO - Epoch [254][140/264] lr: 1.525e-04, eta: 0:10:11, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7984, top5_acc: 0.9174, loss_cls: 0.8161, loss: 0.8161, grad_norm: 3.4033, top1_acc/aux0: 0.7769, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8611, loss/aux0: 0.8611, top1_acc/aux1: 0.7797, top5_acc/aux1: 0.9233, loss_cls/aux1: 0.8595, loss/aux1: 0.8595, top1_acc/aux2: 0.7608, top5_acc/aux2: 0.9113, loss_cls/aux2: 0.9416, loss/aux2: 0.9416 2020-10-27 10:54:40,819 - mmaction - INFO - Epoch [254][160/264] lr: 1.525e-04, eta: 0:09:52, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7908, top5_acc: 0.9212, loss_cls: 0.8124, loss: 0.8124, grad_norm: 3.3943, top1_acc/aux0: 0.7814, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8524, loss/aux0: 0.8524, top1_acc/aux1: 0.7700, top5_acc/aux1: 0.9163, loss_cls/aux1: 0.8927, loss/aux1: 0.8927, top1_acc/aux2: 0.7524, top5_acc/aux2: 0.9057, loss_cls/aux2: 0.9830, loss/aux2: 0.9830 2020-10-27 10:55:28,298 - mmaction - INFO - Epoch [254][180/264] lr: 1.525e-04, eta: 0:09:33, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.8061, top5_acc: 0.9257, loss_cls: 0.7820, loss: 0.7820, grad_norm: 3.3815, top1_acc/aux0: 0.7785, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8744, loss/aux0: 0.8744, top1_acc/aux1: 0.7710, top5_acc/aux1: 0.9182, loss_cls/aux1: 0.9022, loss/aux1: 0.9022, top1_acc/aux2: 0.7576, top5_acc/aux2: 0.9089, loss_cls/aux2: 0.9432, loss/aux2: 0.9432 2020-10-27 10:56:15,759 - mmaction - INFO - Epoch [254][200/264] lr: 1.525e-04, eta: 0:09:15, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.8010, top5_acc: 0.9252, loss_cls: 0.7967, loss: 0.7967, grad_norm: 3.3766, top1_acc/aux0: 0.7769, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8767, loss/aux0: 0.8767, top1_acc/aux1: 0.7726, top5_acc/aux1: 0.9194, loss_cls/aux1: 0.8942, loss/aux1: 0.8942, top1_acc/aux2: 0.7547, top5_acc/aux2: 0.9090, loss_cls/aux2: 0.9453, loss/aux2: 0.9453 2020-10-27 10:57:03,051 - mmaction - INFO - Epoch [254][220/264] lr: 1.525e-04, eta: 0:08:56, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.8007, top5_acc: 0.9262, loss_cls: 0.7846, loss: 0.7846, grad_norm: 3.3893, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8530, loss/aux0: 0.8530, top1_acc/aux1: 0.7691, top5_acc/aux1: 0.9184, loss_cls/aux1: 0.8907, loss/aux1: 0.8907, top1_acc/aux2: 0.7601, top5_acc/aux2: 0.9101, loss_cls/aux2: 0.9439, loss/aux2: 0.9439 2020-10-27 10:57:50,468 - mmaction - INFO - Epoch [254][240/264] lr: 1.525e-04, eta: 0:08:37, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.7880, top5_acc: 0.9184, loss_cls: 0.8405, loss: 0.8405, grad_norm: 3.4541, top1_acc/aux0: 0.7767, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8434, loss/aux0: 0.8434, top1_acc/aux1: 0.7705, top5_acc/aux1: 0.9215, loss_cls/aux1: 0.8835, loss/aux1: 0.8835, top1_acc/aux2: 0.7604, top5_acc/aux2: 0.9130, loss_cls/aux2: 0.9456, loss/aux2: 0.9456 2020-10-27 10:58:37,777 - mmaction - INFO - Epoch [254][260/264] lr: 1.525e-04, eta: 0:08:18, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7998, top5_acc: 0.9253, loss_cls: 0.7765, loss: 0.7765, grad_norm: 3.3839, top1_acc/aux0: 0.7811, top5_acc/aux0: 0.9262, loss_cls/aux0: 0.8521, loss/aux0: 0.8521, top1_acc/aux1: 0.7670, top5_acc/aux1: 0.9158, loss_cls/aux1: 0.9047, loss/aux1: 0.9047, top1_acc/aux2: 0.7526, top5_acc/aux2: 0.9085, loss_cls/aux2: 0.9756, loss/aux2: 0.9756 2020-10-27 11:02:18,201 - mmaction - INFO - Epoch [255][20/264] lr: 6.777e-05, eta: 0:07:56, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7953, top5_acc: 0.9220, loss_cls: 0.8018, loss: 0.8018, grad_norm: 3.2883, top1_acc/aux0: 0.7806, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.8474, loss/aux0: 0.8474, top1_acc/aux1: 0.7823, top5_acc/aux1: 0.9260, loss_cls/aux1: 0.8607, loss/aux1: 0.8607, top1_acc/aux2: 0.7573, top5_acc/aux2: 0.9094, loss_cls/aux2: 0.9466, loss/aux2: 0.9466 2020-10-27 11:03:05,242 - mmaction - INFO - Epoch [255][40/264] lr: 6.777e-05, eta: 0:07:37, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7924, top5_acc: 0.9205, loss_cls: 0.8145, loss: 0.8145, grad_norm: 3.3552, top1_acc/aux0: 0.7832, top5_acc/aux0: 0.9280, loss_cls/aux0: 0.8455, loss/aux0: 0.8455, top1_acc/aux1: 0.7792, top5_acc/aux1: 0.9203, loss_cls/aux1: 0.8788, loss/aux1: 0.8788, top1_acc/aux2: 0.7585, top5_acc/aux2: 0.9085, loss_cls/aux2: 0.9465, loss/aux2: 0.9465 2020-10-27 11:03:52,703 - mmaction - INFO - Epoch [255][60/264] lr: 6.777e-05, eta: 0:07:18, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.8042, top5_acc: 0.9311, loss_cls: 0.7629, loss: 0.7629, grad_norm: 3.3588, top1_acc/aux0: 0.7804, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8489, loss/aux0: 0.8489, top1_acc/aux1: 0.7707, top5_acc/aux1: 0.9156, loss_cls/aux1: 0.9082, loss/aux1: 0.9082, top1_acc/aux2: 0.7608, top5_acc/aux2: 0.9092, loss_cls/aux2: 0.9416, loss/aux2: 0.9416 2020-10-27 11:04:39,906 - mmaction - INFO - Epoch [255][80/264] lr: 6.777e-05, eta: 0:07:00, time: 0.953, data_time: 0.003, memory: 8466, top1_acc: 0.8056, top5_acc: 0.9267, loss_cls: 0.7807, loss: 0.7807, grad_norm: 3.3707, top1_acc/aux0: 0.7762, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8656, loss/aux0: 0.8656, top1_acc/aux1: 0.7613, top5_acc/aux1: 0.9122, loss_cls/aux1: 0.9462, loss/aux1: 0.9462, top1_acc/aux2: 0.7528, top5_acc/aux2: 0.9061, loss_cls/aux2: 0.9732, loss/aux2: 0.9732 2020-10-27 11:05:27,175 - mmaction - INFO - Epoch [255][100/264] lr: 6.777e-05, eta: 0:06:41, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7964, top5_acc: 0.9234, loss_cls: 0.8178, loss: 0.8178, grad_norm: 3.3685, top1_acc/aux0: 0.7840, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8516, loss/aux0: 0.8516, top1_acc/aux1: 0.7736, top5_acc/aux1: 0.9158, loss_cls/aux1: 0.9160, loss/aux1: 0.9160, top1_acc/aux2: 0.7512, top5_acc/aux2: 0.9036, loss_cls/aux2: 0.9841, loss/aux2: 0.9841 2020-10-27 11:06:14,820 - mmaction - INFO - Epoch [255][120/264] lr: 6.777e-05, eta: 0:06:22, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.7969, top5_acc: 0.9252, loss_cls: 0.7949, loss: 0.7949, grad_norm: 3.4086, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9220, loss_cls/aux0: 0.8600, loss/aux0: 0.8600, top1_acc/aux1: 0.7884, top5_acc/aux1: 0.9238, loss_cls/aux1: 0.8553, loss/aux1: 0.8553, top1_acc/aux2: 0.7569, top5_acc/aux2: 0.9045, loss_cls/aux2: 0.9739, loss/aux2: 0.9739 2020-10-27 11:07:02,532 - mmaction - INFO - Epoch [255][140/264] lr: 6.777e-05, eta: 0:06:03, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7944, top5_acc: 0.9205, loss_cls: 0.8161, loss: 0.8161, grad_norm: 3.3704, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8892, loss/aux0: 0.8892, top1_acc/aux1: 0.7804, top5_acc/aux1: 0.9236, loss_cls/aux1: 0.8636, loss/aux1: 0.8636, top1_acc/aux2: 0.7635, top5_acc/aux2: 0.9054, loss_cls/aux2: 0.9675, loss/aux2: 0.9675 2020-10-27 11:07:49,847 - mmaction - INFO - Epoch [255][160/264] lr: 6.777e-05, eta: 0:05:45, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.8031, top5_acc: 0.9292, loss_cls: 0.7848, loss: 0.7848, grad_norm: 3.3500, top1_acc/aux0: 0.7726, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8554, loss/aux0: 0.8554, top1_acc/aux1: 0.7743, top5_acc/aux1: 0.9229, loss_cls/aux1: 0.8845, loss/aux1: 0.8845, top1_acc/aux2: 0.7661, top5_acc/aux2: 0.9035, loss_cls/aux2: 0.9628, loss/aux2: 0.9628 2020-10-27 11:08:37,237 - mmaction - INFO - Epoch [255][180/264] lr: 6.777e-05, eta: 0:05:26, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7993, top5_acc: 0.9302, loss_cls: 0.7734, loss: 0.7734, grad_norm: 3.3631, top1_acc/aux0: 0.7832, top5_acc/aux0: 0.9217, loss_cls/aux0: 0.8448, loss/aux0: 0.8448, top1_acc/aux1: 0.7696, top5_acc/aux1: 0.9201, loss_cls/aux1: 0.9041, loss/aux1: 0.9041, top1_acc/aux2: 0.7604, top5_acc/aux2: 0.9000, loss_cls/aux2: 0.9778, loss/aux2: 0.9778 2020-10-27 11:09:24,498 - mmaction - INFO - Epoch [255][200/264] lr: 6.777e-05, eta: 0:05:07, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.8010, top5_acc: 0.9283, loss_cls: 0.7739, loss: 0.7739, grad_norm: 3.3682, top1_acc/aux0: 0.7759, top5_acc/aux0: 0.9220, loss_cls/aux0: 0.8644, loss/aux0: 0.8644, top1_acc/aux1: 0.7689, top5_acc/aux1: 0.9186, loss_cls/aux1: 0.9015, loss/aux1: 0.9015, top1_acc/aux2: 0.7599, top5_acc/aux2: 0.9045, loss_cls/aux2: 0.9727, loss/aux2: 0.9727 2020-10-27 11:10:12,145 - mmaction - INFO - Epoch [255][220/264] lr: 6.777e-05, eta: 0:04:48, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.8064, top5_acc: 0.9325, loss_cls: 0.7525, loss: 0.7525, grad_norm: 3.4089, top1_acc/aux0: 0.7736, top5_acc/aux0: 0.9259, loss_cls/aux0: 0.8605, loss/aux0: 0.8605, top1_acc/aux1: 0.7694, top5_acc/aux1: 0.9155, loss_cls/aux1: 0.9062, loss/aux1: 0.9062, top1_acc/aux2: 0.7540, top5_acc/aux2: 0.9040, loss_cls/aux2: 0.9780, loss/aux2: 0.9780 2020-10-27 11:10:59,680 - mmaction - INFO - Epoch [255][240/264] lr: 6.777e-05, eta: 0:04:30, time: 0.956, data_time: 0.000, memory: 8466, top1_acc: 0.7979, top5_acc: 0.9297, loss_cls: 0.7900, loss: 0.7900, grad_norm: 3.4224, top1_acc/aux0: 0.7813, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8584, loss/aux0: 0.8584, top1_acc/aux1: 0.7688, top5_acc/aux1: 0.9155, loss_cls/aux1: 0.9064, loss/aux1: 0.9064, top1_acc/aux2: 0.7505, top5_acc/aux2: 0.9028, loss_cls/aux2: 0.9719, loss/aux2: 0.9719 2020-10-27 11:11:47,044 - mmaction - INFO - Epoch [255][260/264] lr: 6.777e-05, eta: 0:04:11, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7981, top5_acc: 0.9260, loss_cls: 0.7816, loss: 0.7816, grad_norm: 3.3724, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8357, loss/aux0: 0.8357, top1_acc/aux1: 0.7658, top5_acc/aux1: 0.9142, loss_cls/aux1: 0.9022, loss/aux1: 0.9022, top1_acc/aux2: 0.7563, top5_acc/aux2: 0.9066, loss_cls/aux2: 0.9550, loss/aux2: 0.9550 2020-10-27 11:16:49,989 - mmaction - INFO - Epoch [256][20/264] lr: 1.694e-05, eta: 0:03:48, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7953, top5_acc: 0.9280, loss_cls: 0.7759, loss: 0.7759, grad_norm: 3.3898, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9243, loss_cls/aux0: 0.8291, loss/aux0: 0.8291, top1_acc/aux1: 0.7715, top5_acc/aux1: 0.9167, loss_cls/aux1: 0.9123, loss/aux1: 0.9123, top1_acc/aux2: 0.7521, top5_acc/aux2: 0.9059, loss_cls/aux2: 0.9650, loss/aux2: 0.9650 2020-10-27 11:17:37,068 - mmaction - INFO - Epoch [256][40/264] lr: 1.694e-05, eta: 0:03:30, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.8009, top5_acc: 0.9229, loss_cls: 0.7959, loss: 0.7959, grad_norm: 3.3394, top1_acc/aux0: 0.7950, top5_acc/aux0: 0.9274, loss_cls/aux0: 0.8308, loss/aux0: 0.8308, top1_acc/aux1: 0.7665, top5_acc/aux1: 0.9163, loss_cls/aux1: 0.9080, loss/aux1: 0.9080, top1_acc/aux2: 0.7594, top5_acc/aux2: 0.9082, loss_cls/aux2: 0.9456, loss/aux2: 0.9456 2020-10-27 11:18:24,413 - mmaction - INFO - Epoch [256][60/264] lr: 1.694e-05, eta: 0:03:11, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.7991, top5_acc: 0.9236, loss_cls: 0.8079, loss: 0.8079, grad_norm: 3.3609, top1_acc/aux0: 0.7811, top5_acc/aux0: 0.9257, loss_cls/aux0: 0.8617, loss/aux0: 0.8617, top1_acc/aux1: 0.7707, top5_acc/aux1: 0.9188, loss_cls/aux1: 0.8810, loss/aux1: 0.8810, top1_acc/aux2: 0.7623, top5_acc/aux2: 0.9092, loss_cls/aux2: 0.9449, loss/aux2: 0.9449 2020-10-27 11:19:11,461 - mmaction - INFO - Epoch [256][80/264] lr: 1.694e-05, eta: 0:02:52, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.8049, top5_acc: 0.9340, loss_cls: 0.7524, loss: 0.7524, grad_norm: 3.4608, top1_acc/aux0: 0.7689, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.9030, loss/aux0: 0.9030, top1_acc/aux1: 0.7726, top5_acc/aux1: 0.9161, loss_cls/aux1: 0.8824, loss/aux1: 0.8824, top1_acc/aux2: 0.7585, top5_acc/aux2: 0.9080, loss_cls/aux2: 0.9679, loss/aux2: 0.9679 2020-10-27 11:19:58,764 - mmaction - INFO - Epoch [256][100/264] lr: 1.694e-05, eta: 0:02:33, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.8033, top5_acc: 0.9248, loss_cls: 0.7890, loss: 0.7890, grad_norm: 3.3814, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9226, loss_cls/aux0: 0.8901, loss/aux0: 0.8901, top1_acc/aux1: 0.7700, top5_acc/aux1: 0.9153, loss_cls/aux1: 0.9022, loss/aux1: 0.9022, top1_acc/aux2: 0.7623, top5_acc/aux2: 0.9073, loss_cls/aux2: 0.9656, loss/aux2: 0.9656 2020-10-27 11:20:46,359 - mmaction - INFO - Epoch [256][120/264] lr: 1.694e-05, eta: 0:02:15, time: 0.953, data_time: 0.001, memory: 8466, top1_acc: 0.8057, top5_acc: 0.9295, loss_cls: 0.7725, loss: 0.7725, grad_norm: 3.3202, top1_acc/aux0: 0.7731, top5_acc/aux0: 0.9264, loss_cls/aux0: 0.8562, loss/aux0: 0.8562, top1_acc/aux1: 0.7821, top5_acc/aux1: 0.9234, loss_cls/aux1: 0.8606, loss/aux1: 0.8606, top1_acc/aux2: 0.7589, top5_acc/aux2: 0.9003, loss_cls/aux2: 0.9865, loss/aux2: 0.9865 2020-10-27 11:21:33,720 - mmaction - INFO - Epoch [256][140/264] lr: 1.694e-05, eta: 0:01:56, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7972, top5_acc: 0.9271, loss_cls: 0.7872, loss: 0.7872, grad_norm: 3.3784, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8257, loss/aux0: 0.8257, top1_acc/aux1: 0.7752, top5_acc/aux1: 0.9168, loss_cls/aux1: 0.8882, loss/aux1: 0.8882, top1_acc/aux2: 0.7495, top5_acc/aux2: 0.9010, loss_cls/aux2: 0.9936, loss/aux2: 0.9936 2020-10-27 11:22:21,018 - mmaction - INFO - Epoch [256][160/264] lr: 1.694e-05, eta: 0:01:37, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7950, top5_acc: 0.9226, loss_cls: 0.7909, loss: 0.7909, grad_norm: 3.3291, top1_acc/aux0: 0.7873, top5_acc/aux0: 0.9304, loss_cls/aux0: 0.8166, loss/aux0: 0.8166, top1_acc/aux1: 0.7707, top5_acc/aux1: 0.9134, loss_cls/aux1: 0.9130, loss/aux1: 0.9130, top1_acc/aux2: 0.7488, top5_acc/aux2: 0.9066, loss_cls/aux2: 0.9794, loss/aux2: 0.9794 2020-10-27 11:23:08,464 - mmaction - INFO - Epoch [256][180/264] lr: 1.694e-05, eta: 0:01:18, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.8052, top5_acc: 0.9306, loss_cls: 0.7568, loss: 0.7568, grad_norm: 3.2839, top1_acc/aux0: 0.7809, top5_acc/aux0: 0.9236, loss_cls/aux0: 0.8626, loss/aux0: 0.8626, top1_acc/aux1: 0.7759, top5_acc/aux1: 0.9214, loss_cls/aux1: 0.8751, loss/aux1: 0.8751, top1_acc/aux2: 0.7510, top5_acc/aux2: 0.9063, loss_cls/aux2: 0.9701, loss/aux2: 0.9701 2020-10-27 11:23:55,793 - mmaction - INFO - Epoch [256][200/264] lr: 1.694e-05, eta: 0:01:00, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7991, top5_acc: 0.9253, loss_cls: 0.7845, loss: 0.7845, grad_norm: 3.3541, top1_acc/aux0: 0.7736, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8840, loss/aux0: 0.8840, top1_acc/aux1: 0.7712, top5_acc/aux1: 0.9245, loss_cls/aux1: 0.8671, loss/aux1: 0.8671, top1_acc/aux2: 0.7519, top5_acc/aux2: 0.9045, loss_cls/aux2: 0.9662, loss/aux2: 0.9662 2020-10-27 11:24:43,439 - mmaction - INFO - Epoch [256][220/264] lr: 1.694e-05, eta: 0:00:41, time: 0.957, data_time: 0.000, memory: 8466, top1_acc: 0.8073, top5_acc: 0.9255, loss_cls: 0.7682, loss: 0.7682, grad_norm: 3.3019, top1_acc/aux0: 0.7813, top5_acc/aux0: 0.9210, loss_cls/aux0: 0.8711, loss/aux0: 0.8711, top1_acc/aux1: 0.7774, top5_acc/aux1: 0.9231, loss_cls/aux1: 0.8635, loss/aux1: 0.8635, top1_acc/aux2: 0.7514, top5_acc/aux2: 0.9005, loss_cls/aux2: 0.9832, loss/aux2: 0.9832 2020-10-27 11:25:30,640 - mmaction - INFO - Epoch [256][240/264] lr: 1.694e-05, eta: 0:00:22, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.8021, top5_acc: 0.9302, loss_cls: 0.7687, loss: 0.7687, grad_norm: 3.3764, top1_acc/aux0: 0.7830, top5_acc/aux0: 0.9215, loss_cls/aux0: 0.8607, loss/aux0: 0.8607, top1_acc/aux1: 0.7800, top5_acc/aux1: 0.9189, loss_cls/aux1: 0.8681, loss/aux1: 0.8681, top1_acc/aux2: 0.7622, top5_acc/aux2: 0.9040, loss_cls/aux2: 0.9596, loss/aux2: 0.9596 2020-10-27 11:26:17,854 - mmaction - INFO - Epoch [256][260/264] lr: 1.694e-05, eta: 0:00:03, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7969, top5_acc: 0.9243, loss_cls: 0.7941, loss: 0.7941, grad_norm: 3.3135, top1_acc/aux0: 0.7842, top5_acc/aux0: 0.9231, loss_cls/aux0: 0.8544, loss/aux0: 0.8544, top1_acc/aux1: 0.7804, top5_acc/aux1: 0.9174, loss_cls/aux1: 0.8685, loss/aux1: 0.8685, top1_acc/aux2: 0.7701, top5_acc/aux2: 0.9057, loss_cls/aux2: 0.9306, loss/aux2: 0.9306 2020-10-27 11:26:31,344 - mmaction - INFO - Saving checkpoint at 256 epochs 2020-10-27 11:27:24,889 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-27 11:27:25,125 - mmaction - INFO - top1_acc 0.7929 top5_acc 0.9368 2020-10-27 11:27:25,126 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-27 11:27:25,443 - mmaction - INFO - mean_acc 0.7932 2020-10-27 11:27:25,443 - mmaction - INFO - Now best checkpoint is epoch_256.pth 2020-10-27 11:27:25,450 - mmaction - INFO - Epoch(val) [256][264] top1_acc: 0.7929, top5_acc: 0.9368, mean_class_accuracy: 0.7932