2021-04-16 22:10:43,185 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.6 (default, Jan 8 2020, 19:59:22) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: TITAN Xp CUDA_HOME: /mnt/lustre/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.5.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 912ce228837d1ce28e1a61806118835de03f5751) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_70,code=compute_70 - CuDNN 7.6.5 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_INTERNAL_THREADPOOL_IMPL -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -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 -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.6.0 OpenCV: 4.2.0 MMCV: 1.3.0 MMCV Compiler: GCC 5.3 MMCV CUDA Compiler: 9.0 MMAction2: 0.13.0+ab09a18 ------------------------------------------------------------ 2021-04-16 22:10:43,208 - mmaction - INFO - Distributed training: True 2021-04-16 22:10:43,208 - mmaction - INFO - Config: /mnt/lustre/duanhaodong1/mmaction2/configs/ava_exp/acrn_ava21.py model = dict( type='FastRCNN', backbone=dict( type='ResNet3dSlowFast', pretrained=None, resample_rate=4, speed_ratio=4, channel_ratio=8, slow_pathway=dict( type='resnet3d', depth=50, pretrained=None, lateral=True, fusion_kernel=7, conv1_kernel=(1, 7, 7), dilations=(1, 1, 1, 1), conv1_stride_t=1, pool1_stride_t=1, inflate=(0, 0, 1, 1), spatial_strides=(1, 2, 2, 1)), fast_pathway=dict( type='resnet3d', depth=50, pretrained=None, lateral=False, base_channels=8, conv1_kernel=(5, 7, 7), conv1_stride_t=1, pool1_stride_t=1, spatial_strides=(1, 2, 2, 1))), # OK to add temporal pool, since there is only a classifier left behind roi_head=dict( type='AVARoIHead', bbox_roi_extractor=dict( type='SingleRoIExtractor3D', roi_layer_type='RoIAlign', output_size=8, with_temporal_pool=True, temporal_pool_mode='max'), shared_head=dict( type='ACRNHead', in_channels=4608, out_channels=2304), bbox_head=dict( type='BBoxHeadAVA', dropout_ratio=0.5, in_channels=2304, num_classes=81, multilabel=True)), train_cfg = dict( rcnn=dict( assigner=dict( type='MaxIoUAssignerAVA', pos_iou_thr=0.9, # proposals with IoU > thr are positive neg_iou_thr=0.9, # proposals with IoU < thr are negative (loss not calculated) min_pos_iou=0.9), # minimum acceptable IoU (to ensure each gt is assigned to a proposal) sampler=dict( type='RandomSampler', num=32, # #proposals for each Image pos_fraction=1, # positive fraction neg_pos_ub=-1, # neg / pos upper_bound, -1 means no upperbound add_gt_as_proposals=True), pos_weight=1.0, debug=False)), test_cfg = dict(rcnn=dict(action_thr=0.002))) dataset_type = 'AVADataset' data_root = '/mnt/lustre21/DATAshare2/duanhaodong/ava/frames' anno_root = '/mnt/lustre21/DATAshare2/duanhaodong/ava/annotations' ann_file_train = f'{anno_root}/ava_train_v2.1.csv' ann_file_val = f'{anno_root}/ava_val_v2.1.csv' exclude_file_train = f'{anno_root}/ava_train_excluded_timestamps_v2.1.csv' exclude_file_val = f'{anno_root}/ava_val_excluded_timestamps_v2.1.csv' label_file = f'{anno_root}/ava_action_list_v2.1_for_activitynet_2018.pbtxt' proposal_file_train = f'{anno_root}/train_fair.pkl' proposal_file_val = f'{anno_root}/val_fair.pkl' 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') img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) train_pipeline = [ dict(type='SampleAVAFrames', clip_len=32, frame_interval=2), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='RandomRescale', scale_range=(256, 320)), dict(type='RandomCrop', size=256), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW', collapse=True), dict(type='Rename', mapping=dict(imgs='img')), dict(type='ToTensor', keys=['img', 'proposals', 'gt_bboxes', 'gt_labels']), dict(type='ToDataContainer', fields=[dict(key=['proposals', 'gt_bboxes', 'gt_labels'], stack=False)]), dict(type='Collect', keys=['img', 'proposals', 'gt_bboxes', 'gt_labels'], meta_keys=['scores', 'entity_ids']) ] # The testing is w/o. any cropping / flipping val_pipeline = [ dict(type='SampleAVAFrames', clip_len=32, frame_interval=2), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW', collapse=True), dict(type='Rename', mapping=dict(imgs='img')), dict(type='ToTensor', keys=['img', 'proposals']), dict(type='ToDataContainer', fields=[dict(key='proposals', stack=False)]), dict(type='Collect', keys=['img', 'proposals'], meta_keys=['scores', 'img_shape'], nested=True) ] data = dict( videos_per_gpu=5, workers_per_gpu=2, val_dataloader=dict(videos_per_gpu=1), test_dataloader=dict(videos_per_gpu=1), train=dict( type=dataset_type, ann_file=ann_file_train, exclude_file=exclude_file_train, pipeline=train_pipeline, label_file=label_file, proposal_file=proposal_file_train, person_det_score_thr=0.9, data_prefix=data_root), val=dict( type=dataset_type, ann_file=ann_file_val, exclude_file=exclude_file_val, pipeline=val_pipeline, label_file=label_file, proposal_file=proposal_file_val, person_det_score_thr=0.9, data_prefix=data_root)) data['test'] = data['val'] # optimizer optimizer = dict( type='SGD', lr=0.0625, momentum=0.9, weight_decay=0.00001) # this lr is used for 8 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict( policy='CosineAnnealing', by_epoch=False, min_lr=0, warmup='linear', warmup_by_epoch=True, warmup_iters=2, warmup_ratio=0.1) total_epochs = 10 checkpoint_config = dict(interval=1) workflow = [('train', 1)] evaluation = dict(interval=1) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/ava_exp/acrn_ava21' load_from = 'https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_8x8x1_256e_kinetics400_rgb/slowfast_r50_8x8x1_256e_kinetics400_rgb_20200716-73547d2b.pth' resume_from = None find_unused_parameters = False 2021-04-16 22:11:17,280 - mmaction - INFO - 184378 out of 184378 frames are valid. 2021-04-16 22:11:33,109 - mmaction - INFO - load checkpoint from https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_8x8x1_256e_kinetics400_rgb/slowfast_r50_8x8x1_256e_kinetics400_rgb_20200716-73547d2b.pth 2021-04-16 22:11:33,111 - mmaction - INFO - Use load_from_http loader 2021-04-16 22:11:33,709 - mmaction - WARNING - The model and loaded state dict do not match exactly unexpected key in source state_dict: cls_head.fc_cls.weight, cls_head.fc_cls.bias missing keys in source state_dict: roi_head.shared_head.conv1.conv.weight, roi_head.shared_head.conv1.bn.weight, roi_head.shared_head.conv1.bn.bias, roi_head.shared_head.conv1.bn.running_mean, roi_head.shared_head.conv1.bn.running_var, roi_head.shared_head.conv2.conv.weight, roi_head.shared_head.conv2.bn.weight, roi_head.shared_head.conv2.bn.bias, roi_head.shared_head.conv2.bn.running_mean, roi_head.shared_head.conv2.bn.running_var, roi_head.bbox_head.fc_cls.weight, roi_head.bbox_head.fc_cls.bias 2021-04-16 22:11:33,730 - mmaction - INFO - Start running, host: duanhaodong1@SH-IDC2-172-20-21-49, work_dir: /mnt/lustre/duanhaodong1/mmaction2/work_dirs/ava_exp/acrn_ava21 2021-04-16 22:11:33,730 - mmaction - INFO - workflow: [('train', 1)], max: 10 epochs 2021-04-16 22:12:47,071 - mmaction - INFO - Epoch [1][20/4610] lr: 6.366e-03, eta: 1 day, 22:54:06, time: 3.664, data_time: 2.186, memory: 10326, loss_action_cls: 0.1795, recall@thr=0.5: 0.2901, prec@thr=0.5: 0.3399, recall@top3: 0.4316, prec@top3: 0.3704, recall@top5: 0.6091, prec@top5: 0.3130, loss: 0.1795, grad_norm: 1.9880 2021-04-16 22:13:13,849 - mmaction - INFO - Epoch [1][40/4610] lr: 6.488e-03, eta: 1 day, 8:00:24, time: 1.339, data_time: 0.002, memory: 10326, loss_action_cls: 0.0993, recall@thr=0.5: 0.2868, prec@thr=0.5: 0.3701, recall@top3: 0.4862, prec@top3: 0.4091, recall@top5: 0.7368, prec@top5: 0.3706, loss: 0.0993, grad_norm: 1.0397 2021-04-16 22:13:41,138 - mmaction - INFO - Epoch [1][60/4610] lr: 6.610e-03, eta: 1 day, 3:08:55, time: 1.365, data_time: 0.002, memory: 10326, loss_action_cls: 0.0940, recall@thr=0.5: 0.3452, prec@thr=0.5: 0.4470, recall@top3: 0.5295, prec@top3: 0.4604, recall@top5: 0.7495, prec@top5: 0.3897, loss: 0.0940, grad_norm: 0.7956 2021-04-16 22:14:08,225 - mmaction - INFO - Epoch [1][80/4610] lr: 6.732e-03, eta: 1 day, 0:40:50, time: 1.354, data_time: 0.001, memory: 10326, loss_action_cls: 0.0827, recall@thr=0.5: 0.3595, prec@thr=0.5: 0.4755, recall@top3: 0.5672, prec@top3: 0.4772, recall@top5: 0.7841, prec@top5: 0.3948, loss: 0.0827, grad_norm: 0.7097 2021-04-16 22:14:35,079 - mmaction - INFO - Epoch [1][100/4610] lr: 6.854e-03, eta: 23:10:03, time: 1.343, data_time: 0.001, memory: 10326, loss_action_cls: 0.0811, recall@thr=0.5: 0.3165, prec@thr=0.5: 0.4225, recall@top3: 0.5587, prec@top3: 0.4497, recall@top5: 0.7668, prec@top5: 0.3748, loss: 0.0811, grad_norm: 0.8442 2021-04-16 22:15:02,158 - mmaction - INFO - Epoch [1][120/4610] lr: 6.976e-03, eta: 22:10:42, time: 1.353, data_time: 0.001, memory: 10326, loss_action_cls: 0.0754, recall@thr=0.5: 0.4129, prec@thr=0.5: 0.5162, recall@top3: 0.5829, prec@top3: 0.4912, recall@top5: 0.7953, prec@top5: 0.4058, loss: 0.0754, grad_norm: 0.7792 2021-04-16 22:15:29,447 - mmaction - INFO - Epoch [1][140/4610] lr: 7.098e-03, eta: 21:29:27, time: 1.365, data_time: 0.002, memory: 10326, loss_action_cls: 0.0773, recall@thr=0.5: 0.3859, prec@thr=0.5: 0.4889, recall@top3: 0.5789, prec@top3: 0.4878, recall@top5: 0.7928, prec@top5: 0.4022, loss: 0.0773, grad_norm: 0.7913 2021-04-16 22:15:56,663 - mmaction - INFO - Epoch [1][160/4610] lr: 7.220e-03, eta: 20:58:01, time: 1.361, data_time: 0.001, memory: 10326, loss_action_cls: 0.0723, recall@thr=0.5: 0.3852, prec@thr=0.5: 0.4939, recall@top3: 0.5898, prec@top3: 0.4810, recall@top5: 0.7986, prec@top5: 0.3949, loss: 0.0723, grad_norm: 0.7097 2021-04-16 22:16:23,773 - mmaction - INFO - Epoch [1][180/4610] lr: 7.342e-03, eta: 20:33:03, time: 1.356, data_time: 0.001, memory: 10326, loss_action_cls: 0.0710, recall@thr=0.5: 0.4133, prec@thr=0.5: 0.5435, recall@top3: 0.6067, prec@top3: 0.5054, recall@top5: 0.8044, prec@top5: 0.4083, loss: 0.0710, grad_norm: 0.6461 2021-04-16 22:16:51,116 - mmaction - INFO - Epoch [1][200/4610] lr: 7.464e-03, eta: 20:13:46, time: 1.366, data_time: 0.001, memory: 10326, loss_action_cls: 0.0687, recall@thr=0.5: 0.3889, prec@thr=0.5: 0.5151, recall@top3: 0.5900, prec@top3: 0.4864, recall@top5: 0.7945, prec@top5: 0.3969, loss: 0.0687, grad_norm: 0.7500 2021-04-16 22:17:18,319 - mmaction - INFO - Epoch [1][220/4610] lr: 7.586e-03, eta: 19:57:27, time: 1.360, data_time: 0.002, memory: 10326, loss_action_cls: 0.0702, recall@thr=0.5: 0.4026, prec@thr=0.5: 0.5121, recall@top3: 0.6076, prec@top3: 0.5048, recall@top5: 0.8047, prec@top5: 0.4050, loss: 0.0702, grad_norm: 0.7957 2021-04-16 22:17:45,599 - mmaction - INFO - Epoch [1][240/4610] lr: 7.708e-03, eta: 19:44:07, time: 1.365, data_time: 0.002, memory: 10326, loss_action_cls: 0.0672, recall@thr=0.5: 0.4402, prec@thr=0.5: 0.5259, recall@top3: 0.6116, prec@top3: 0.5043, recall@top5: 0.8133, prec@top5: 0.4078, loss: 0.0672, grad_norm: 0.6975 2021-04-16 22:18:12,841 - mmaction - INFO - Epoch [1][260/4610] lr: 7.830e-03, eta: 19:32:38, time: 1.363, data_time: 0.002, memory: 10326, loss_action_cls: 0.0690, recall@thr=0.5: 0.3962, prec@thr=0.5: 0.5041, recall@top3: 0.6020, prec@top3: 0.4971, recall@top5: 0.8043, prec@top5: 0.4023, loss: 0.0690, grad_norm: 0.7710 2021-04-16 22:18:39,916 - mmaction - INFO - Epoch [1][280/4610] lr: 7.951e-03, eta: 19:22:12, time: 1.353, data_time: 0.001, memory: 10326, loss_action_cls: 0.0693, recall@thr=0.5: 0.3988, prec@thr=0.5: 0.5148, recall@top3: 0.6031, prec@top3: 0.4852, recall@top5: 0.8055, prec@top5: 0.3959, loss: 0.0693, grad_norm: 0.7560 2021-04-16 22:19:07,319 - mmaction - INFO - Epoch [1][300/4610] lr: 8.073e-03, eta: 19:14:01, time: 1.371, data_time: 0.002, memory: 10326, loss_action_cls: 0.0661, recall@thr=0.5: 0.4182, prec@thr=0.5: 0.5188, recall@top3: 0.6166, prec@top3: 0.4980, recall@top5: 0.8212, prec@top5: 0.4050, loss: 0.0661, grad_norm: 0.6817 2021-04-16 22:19:34,571 - mmaction - INFO - Epoch [1][320/4610] lr: 8.195e-03, eta: 19:06:23, time: 1.362, data_time: 0.001, memory: 10326, loss_action_cls: 0.0683, recall@thr=0.5: 0.4081, prec@thr=0.5: 0.5113, recall@top3: 0.6161, prec@top3: 0.4981, recall@top5: 0.8157, prec@top5: 0.4015, loss: 0.0683, grad_norm: 0.7469 2021-04-16 22:20:02,590 - mmaction - INFO - Epoch [1][340/4610] lr: 8.317e-03, eta: 19:01:21, time: 1.401, data_time: 0.001, memory: 10382, loss_action_cls: 0.0646, recall@thr=0.5: 0.4436, prec@thr=0.5: 0.5551, recall@top3: 0.6233, prec@top3: 0.5211, recall@top5: 0.8245, prec@top5: 0.4188, loss: 0.0646, grad_norm: 0.6611 2021-04-16 22:20:30,523 - mmaction - INFO - Epoch [1][360/4610] lr: 8.439e-03, eta: 18:56:33, time: 1.395, data_time: 0.024, memory: 10382, loss_action_cls: 0.0665, recall@thr=0.5: 0.4563, prec@thr=0.5: 0.5621, recall@top3: 0.6192, prec@top3: 0.5225, recall@top5: 0.8164, prec@top5: 0.4165, loss: 0.0665, grad_norm: 0.7428 2021-04-16 22:20:57,972 - mmaction - INFO - Epoch [1][380/4610] lr: 8.561e-03, eta: 18:51:21, time: 1.373, data_time: 0.002, memory: 10382, loss_action_cls: 0.0655, recall@thr=0.5: 0.4398, prec@thr=0.5: 0.5535, recall@top3: 0.6229, prec@top3: 0.5121, recall@top5: 0.8119, prec@top5: 0.4097, loss: 0.0655, grad_norm: 0.7589 2021-04-16 22:21:28,154 - mmaction - INFO - Epoch [1][400/4610] lr: 8.683e-03, eta: 18:51:47, time: 1.509, data_time: 0.001, memory: 10382, loss_action_cls: 0.0643, recall@thr=0.5: 0.4600, prec@thr=0.5: 0.5430, recall@top3: 0.6385, prec@top3: 0.5116, recall@top5: 0.8180, prec@top5: 0.4016, loss: 0.0643, grad_norm: 0.6839 2021-04-16 22:21:56,478 - mmaction - INFO - Epoch [1][420/4610] lr: 8.804e-03, eta: 18:48:45, time: 1.416, data_time: 0.001, memory: 10382, loss_action_cls: 0.0657, recall@thr=0.5: 0.4350, prec@thr=0.5: 0.5467, recall@top3: 0.6156, prec@top3: 0.5134, recall@top5: 0.8305, prec@top5: 0.4192, loss: 0.0657, grad_norm: 0.7304 2021-04-16 22:22:24,158 - mmaction - INFO - Epoch [1][440/4610] lr: 8.926e-03, eta: 18:44:51, time: 1.384, data_time: 0.004, memory: 10382, loss_action_cls: 0.0660, recall@thr=0.5: 0.4578, prec@thr=0.5: 0.5669, recall@top3: 0.6154, prec@top3: 0.5151, recall@top5: 0.7983, prec@top5: 0.4075, loss: 0.0660, grad_norm: 0.7240 2021-04-16 22:22:53,404 - mmaction - INFO - Epoch [1][460/4610] lr: 9.048e-03, eta: 18:43:49, time: 1.462, data_time: 0.042, memory: 10382, loss_action_cls: 0.0631, recall@thr=0.5: 0.4302, prec@thr=0.5: 0.5470, recall@top3: 0.6401, prec@top3: 0.5089, recall@top5: 0.8354, prec@top5: 0.4060, loss: 0.0631, grad_norm: 0.6481 2021-04-16 22:23:20,853 - mmaction - INFO - Epoch [1][480/4610] lr: 9.170e-03, eta: 18:40:01, time: 1.373, data_time: 0.002, memory: 10382, loss_action_cls: 0.0647, recall@thr=0.5: 0.4592, prec@thr=0.5: 0.5737, recall@top3: 0.6310, prec@top3: 0.5132, recall@top5: 0.8184, prec@top5: 0.4073, loss: 0.0647, grad_norm: 0.6777 2021-04-16 22:23:48,134 - mmaction - INFO - Epoch [1][500/4610] lr: 9.292e-03, eta: 18:36:12, time: 1.364, data_time: 0.001, memory: 10382, loss_action_cls: 0.0635, recall@thr=0.5: 0.4319, prec@thr=0.5: 0.5176, recall@top3: 0.6215, prec@top3: 0.5028, recall@top5: 0.8223, prec@top5: 0.4071, loss: 0.0635, grad_norm: 0.6879 2021-04-16 22:24:16,013 - mmaction - INFO - Epoch [1][520/4610] lr: 9.413e-03, eta: 18:33:33, time: 1.394, data_time: 0.001, memory: 10382, loss_action_cls: 0.0636, recall@thr=0.5: 0.4594, prec@thr=0.5: 0.5608, recall@top3: 0.6301, prec@top3: 0.5234, recall@top5: 0.8283, prec@top5: 0.4175, loss: 0.0636, grad_norm: 0.6577 2021-04-16 22:24:43,944 - mmaction - INFO - Epoch [1][540/4610] lr: 9.535e-03, eta: 18:31:06, time: 1.396, data_time: 0.001, memory: 10382, loss_action_cls: 0.0634, recall@thr=0.5: 0.4481, prec@thr=0.5: 0.5283, recall@top3: 0.6296, prec@top3: 0.5046, recall@top5: 0.8176, prec@top5: 0.4024, loss: 0.0634, grad_norm: 0.6858 2021-04-16 22:25:10,998 - mmaction - INFO - Epoch [1][560/4610] lr: 9.657e-03, eta: 18:27:37, time: 1.353, data_time: 0.001, memory: 10382, loss_action_cls: 0.0640, recall@thr=0.5: 0.4524, prec@thr=0.5: 0.5632, recall@top3: 0.6430, prec@top3: 0.5193, recall@top5: 0.8213, prec@top5: 0.4073, loss: 0.0640, grad_norm: 0.7020 2021-04-16 22:25:40,335 - mmaction - INFO - Epoch [1][580/4610] lr: 9.779e-03, eta: 18:27:20, time: 1.467, data_time: 0.001, memory: 10382, loss_action_cls: 0.0623, recall@thr=0.5: 0.4496, prec@thr=0.5: 0.5657, recall@top3: 0.6281, prec@top3: 0.5216, recall@top5: 0.8213, prec@top5: 0.4149, loss: 0.0623, grad_norm: 0.6466 2021-04-16 22:26:08,284 - mmaction - INFO - Epoch [1][600/4610] lr: 9.900e-03, eta: 18:25:15, time: 1.397, data_time: 0.001, memory: 10382, loss_action_cls: 0.0632, recall@thr=0.5: 0.4471, prec@thr=0.5: 0.5451, recall@top3: 0.6310, prec@top3: 0.5058, recall@top5: 0.8165, prec@top5: 0.3986, loss: 0.0632, grad_norm: 0.7048 2021-04-16 22:26:35,932 - mmaction - INFO - Epoch [1][620/4610] lr: 1.002e-02, eta: 18:22:55, time: 1.382, data_time: 0.008, memory: 10382, loss_action_cls: 0.0602, recall@thr=0.5: 0.4804, prec@thr=0.5: 0.5836, recall@top3: 0.6337, prec@top3: 0.5219, recall@top5: 0.8410, prec@top5: 0.4205, loss: 0.0602, grad_norm: 0.6806 2021-04-16 22:27:03,590 - mmaction - INFO - Epoch [1][640/4610] lr: 1.014e-02, eta: 18:20:45, time: 1.384, data_time: 0.002, memory: 10382, loss_action_cls: 0.0640, recall@thr=0.5: 0.4733, prec@thr=0.5: 0.5652, recall@top3: 0.6396, prec@top3: 0.5207, recall@top5: 0.8153, prec@top5: 0.4042, loss: 0.0640, grad_norm: 0.7422 2021-04-16 22:27:31,481 - mmaction - INFO - Epoch [1][660/4610] lr: 1.027e-02, eta: 18:18:55, time: 1.394, data_time: 0.001, memory: 10382, loss_action_cls: 0.0616, recall@thr=0.5: 0.4750, prec@thr=0.5: 0.5764, recall@top3: 0.6349, prec@top3: 0.5283, recall@top5: 0.8349, prec@top5: 0.4230, loss: 0.0616, grad_norm: 0.7478 2021-04-16 22:27:59,153 - mmaction - INFO - Epoch [1][680/4610] lr: 1.039e-02, eta: 18:16:56, time: 1.384, data_time: 0.001, memory: 10382, loss_action_cls: 0.0631, recall@thr=0.5: 0.4562, prec@thr=0.5: 0.5399, recall@top3: 0.6345, prec@top3: 0.5116, recall@top5: 0.8329, prec@top5: 0.4107, loss: 0.0631, grad_norm: 0.7170 2021-04-16 22:28:27,633 - mmaction - INFO - Epoch [1][700/4610] lr: 1.051e-02, eta: 18:15:53, time: 1.423, data_time: 0.035, memory: 10382, loss_action_cls: 0.0606, recall@thr=0.5: 0.4706, prec@thr=0.5: 0.5744, recall@top3: 0.6480, prec@top3: 0.5308, recall@top5: 0.8282, prec@top5: 0.4157, loss: 0.0606, grad_norm: 0.6867 2021-04-16 22:28:54,861 - mmaction - INFO - Epoch [1][720/4610] lr: 1.063e-02, eta: 18:13:37, time: 1.363, data_time: 0.003, memory: 10382, loss_action_cls: 0.0578, recall@thr=0.5: 0.5042, prec@thr=0.5: 0.6040, recall@top3: 0.6719, prec@top3: 0.5520, recall@top5: 0.8533, prec@top5: 0.4276, loss: 0.0578, grad_norm: 0.5866 2021-04-16 22:29:23,052 - mmaction - INFO - Epoch [1][740/4610] lr: 1.075e-02, eta: 18:12:23, time: 1.409, data_time: 0.001, memory: 10382, loss_action_cls: 0.0617, recall@thr=0.5: 0.4596, prec@thr=0.5: 0.5463, recall@top3: 0.6391, prec@top3: 0.5102, recall@top5: 0.8322, prec@top5: 0.4046, loss: 0.0617, grad_norm: 0.6624 2021-04-16 22:29:50,503 - mmaction - INFO - Epoch [1][760/4610] lr: 1.087e-02, eta: 18:10:28, time: 1.373, data_time: 0.001, memory: 10382, loss_action_cls: 0.0604, recall@thr=0.5: 0.4697, prec@thr=0.5: 0.5816, recall@top3: 0.6466, prec@top3: 0.5287, recall@top5: 0.8365, prec@top5: 0.4167, loss: 0.0604, grad_norm: 0.6779 2021-04-16 22:30:17,727 - mmaction - INFO - Epoch [1][780/4610] lr: 1.099e-02, eta: 18:08:22, time: 1.359, data_time: 0.001, memory: 10382, loss_action_cls: 0.0606, recall@thr=0.5: 0.4801, prec@thr=0.5: 0.5836, recall@top3: 0.6502, prec@top3: 0.5384, recall@top5: 0.8409, prec@top5: 0.4261, loss: 0.0606, grad_norm: 0.6992 2021-04-16 22:30:44,902 - mmaction - INFO - Epoch [1][800/4610] lr: 1.112e-02, eta: 18:06:20, time: 1.359, data_time: 0.003, memory: 10382, loss_action_cls: 0.0587, recall@thr=0.5: 0.4823, prec@thr=0.5: 0.5817, recall@top3: 0.6574, prec@top3: 0.5483, recall@top5: 0.8421, prec@top5: 0.4260, loss: 0.0587, grad_norm: 0.6121 2021-04-16 22:31:13,726 - mmaction - INFO - Epoch [1][820/4610] lr: 1.124e-02, eta: 18:05:56, time: 1.443, data_time: 0.003, memory: 10382, loss_action_cls: 0.0598, recall@thr=0.5: 0.4945, prec@thr=0.5: 0.5767, recall@top3: 0.6682, prec@top3: 0.5412, recall@top5: 0.8470, prec@top5: 0.4201, loss: 0.0598, grad_norm: 0.6547 2021-04-16 22:31:42,355 - mmaction - INFO - Epoch [1][840/4610] lr: 1.136e-02, eta: 18:05:18, time: 1.430, data_time: 0.001, memory: 10382, loss_action_cls: 0.0593, recall@thr=0.5: 0.5061, prec@thr=0.5: 0.6014, recall@top3: 0.6685, prec@top3: 0.5541, recall@top5: 0.8495, prec@top5: 0.4279, loss: 0.0593, grad_norm: 0.6589 2021-04-16 22:32:09,697 - mmaction - INFO - Epoch [1][860/4610] lr: 1.148e-02, eta: 18:03:34, time: 1.368, data_time: 0.002, memory: 10382, loss_action_cls: 0.0601, recall@thr=0.5: 0.4813, prec@thr=0.5: 0.5788, recall@top3: 0.6634, prec@top3: 0.5322, recall@top5: 0.8437, prec@top5: 0.4138, loss: 0.0601, grad_norm: 0.6633 2021-04-16 22:32:37,076 - mmaction - INFO - Epoch [1][880/4610] lr: 1.160e-02, eta: 18:01:56, time: 1.369, data_time: 0.001, memory: 10382, loss_action_cls: 0.0578, recall@thr=0.5: 0.4865, prec@thr=0.5: 0.5907, recall@top3: 0.6766, prec@top3: 0.5512, recall@top5: 0.8441, prec@top5: 0.4192, loss: 0.0578, grad_norm: 0.6103 2021-04-16 22:33:04,760 - mmaction - INFO - Epoch [1][900/4610] lr: 1.172e-02, eta: 18:00:35, time: 1.384, data_time: 0.001, memory: 10382, loss_action_cls: 0.0579, recall@thr=0.5: 0.5212, prec@thr=0.5: 0.6093, recall@top3: 0.6671, prec@top3: 0.5590, recall@top5: 0.8543, prec@top5: 0.4347, loss: 0.0579, grad_norm: 0.5811 2021-04-16 22:33:32,902 - mmaction - INFO - Epoch [1][920/4610] lr: 1.185e-02, eta: 17:59:40, time: 1.407, data_time: 0.001, memory: 10382, loss_action_cls: 0.0571, recall@thr=0.5: 0.5155, prec@thr=0.5: 0.6084, recall@top3: 0.6864, prec@top3: 0.5608, recall@top5: 0.8578, prec@top5: 0.4259, loss: 0.0571, grad_norm: 0.5819 2021-04-16 22:34:00,200 - mmaction - INFO - Epoch [1][940/4610] lr: 1.197e-02, eta: 17:58:05, time: 1.365, data_time: 0.001, memory: 10382, loss_action_cls: 0.0588, recall@thr=0.5: 0.5003, prec@thr=0.5: 0.6107, recall@top3: 0.6567, prec@top3: 0.5458, recall@top5: 0.8475, prec@top5: 0.4293, loss: 0.0588, grad_norm: 0.6437 2021-04-16 22:34:27,897 - mmaction - INFO - Epoch [1][960/4610] lr: 1.209e-02, eta: 17:56:52, time: 1.385, data_time: 0.001, memory: 10382, loss_action_cls: 0.0581, recall@thr=0.5: 0.4801, prec@thr=0.5: 0.5736, recall@top3: 0.6648, prec@top3: 0.5328, recall@top5: 0.8403, prec@top5: 0.4116, loss: 0.0581, grad_norm: 0.6494 2021-04-16 22:34:55,242 - mmaction - INFO - Epoch [1][980/4610] lr: 1.221e-02, eta: 17:55:24, time: 1.367, data_time: 0.001, memory: 10382, loss_action_cls: 0.0595, recall@thr=0.5: 0.5047, prec@thr=0.5: 0.5882, recall@top3: 0.6590, prec@top3: 0.5507, recall@top5: 0.8434, prec@top5: 0.4313, loss: 0.0595, grad_norm: 0.6604 2021-04-16 22:35:22,547 - mmaction - INFO - Epoch [1][1000/4610] lr: 1.233e-02, eta: 17:53:57, time: 1.365, data_time: 0.001, memory: 10382, loss_action_cls: 0.0597, recall@thr=0.5: 0.4956, prec@thr=0.5: 0.6080, recall@top3: 0.6673, prec@top3: 0.5327, recall@top5: 0.8419, prec@top5: 0.4140, loss: 0.0597, grad_norm: 0.7371 2021-04-16 22:35:51,165 - mmaction - INFO - Epoch [1][1020/4610] lr: 1.245e-02, eta: 17:53:29, time: 1.430, data_time: 0.001, memory: 10382, loss_action_cls: 0.0597, recall@thr=0.5: 0.4985, prec@thr=0.5: 0.5839, recall@top3: 0.6598, prec@top3: 0.5276, recall@top5: 0.8437, prec@top5: 0.4101, loss: 0.0597, grad_norm: 0.7344 2021-04-16 22:36:18,077 - mmaction - INFO - Epoch [1][1040/4610] lr: 1.257e-02, eta: 17:51:49, time: 1.346, data_time: 0.002, memory: 10382, loss_action_cls: 0.0571, recall@thr=0.5: 0.4754, prec@thr=0.5: 0.5904, recall@top3: 0.6595, prec@top3: 0.5346, recall@top5: 0.8402, prec@top5: 0.4136, loss: 0.0571, grad_norm: 0.6575 2021-04-16 22:36:45,246 - mmaction - INFO - Epoch [1][1060/4610] lr: 1.269e-02, eta: 17:50:22, time: 1.359, data_time: 0.002, memory: 10382, loss_action_cls: 0.0572, recall@thr=0.5: 0.5231, prec@thr=0.5: 0.6078, recall@top3: 0.6769, prec@top3: 0.5632, recall@top5: 0.8582, prec@top5: 0.4369, loss: 0.0572, grad_norm: 0.6659 2021-04-16 22:37:12,585 - mmaction - INFO - Epoch [1][1080/4610] lr: 1.282e-02, eta: 17:49:05, time: 1.367, data_time: 0.002, memory: 10382, loss_action_cls: 0.0567, recall@thr=0.5: 0.4931, prec@thr=0.5: 0.5920, recall@top3: 0.6637, prec@top3: 0.5404, recall@top5: 0.8460, prec@top5: 0.4190, loss: 0.0567, grad_norm: 0.6272 2021-04-16 22:37:39,776 - mmaction - INFO - Epoch [1][1100/4610] lr: 1.294e-02, eta: 17:47:43, time: 1.360, data_time: 0.001, memory: 10382, loss_action_cls: 0.0600, recall@thr=0.5: 0.5006, prec@thr=0.5: 0.5762, recall@top3: 0.6656, prec@top3: 0.5371, recall@top5: 0.8437, prec@top5: 0.4152, loss: 0.0600, grad_norm: 0.6872 2021-04-16 22:38:07,135 - mmaction - INFO - Epoch [1][1120/4610] lr: 1.306e-02, eta: 17:46:29, time: 1.368, data_time: 0.001, memory: 10382, loss_action_cls: 0.0589, recall@thr=0.5: 0.4864, prec@thr=0.5: 0.5829, recall@top3: 0.6610, prec@top3: 0.5372, recall@top5: 0.8389, prec@top5: 0.4172, loss: 0.0589, grad_norm: 0.7280 2021-04-16 22:38:34,410 - mmaction - INFO - Epoch [1][1140/4610] lr: 1.318e-02, eta: 17:45:15, time: 1.364, data_time: 0.007, memory: 10382, loss_action_cls: 0.0586, recall@thr=0.5: 0.5007, prec@thr=0.5: 0.5966, recall@top3: 0.6626, prec@top3: 0.5474, recall@top5: 0.8471, prec@top5: 0.4242, loss: 0.0586, grad_norm: 0.6551 2021-04-16 22:39:01,760 - mmaction - INFO - Epoch [1][1160/4610] lr: 1.330e-02, eta: 17:44:04, time: 1.366, data_time: 0.001, memory: 10382, loss_action_cls: 0.0584, recall@thr=0.5: 0.4762, prec@thr=0.5: 0.5672, recall@top3: 0.6474, prec@top3: 0.5213, recall@top5: 0.8411, prec@top5: 0.4100, loss: 0.0584, grad_norm: 0.6262 2021-04-16 22:39:29,254 - mmaction - INFO - Epoch [1][1180/4610] lr: 1.342e-02, eta: 17:43:01, time: 1.376, data_time: 0.002, memory: 10382, loss_action_cls: 0.0572, recall@thr=0.5: 0.5149, prec@thr=0.5: 0.6044, recall@top3: 0.6824, prec@top3: 0.5650, recall@top5: 0.8550, prec@top5: 0.4297, loss: 0.0572, grad_norm: 0.6340 2021-04-16 22:39:57,498 - mmaction - INFO - Epoch [1][1200/4610] lr: 1.354e-02, eta: 17:42:26, time: 1.410, data_time: 0.001, memory: 10382, loss_action_cls: 0.0567, recall@thr=0.5: 0.4974, prec@thr=0.5: 0.5952, recall@top3: 0.6789, prec@top3: 0.5411, recall@top5: 0.8578, prec@top5: 0.4166, loss: 0.0567, grad_norm: 0.5872 2021-04-16 22:40:24,490 - mmaction - INFO - Epoch [1][1220/4610] lr: 1.366e-02, eta: 17:41:06, time: 1.350, data_time: 0.003, memory: 10382, loss_action_cls: 0.0582, recall@thr=0.5: 0.5075, prec@thr=0.5: 0.5956, recall@top3: 0.6725, prec@top3: 0.5446, recall@top5: 0.8502, prec@top5: 0.4224, loss: 0.0582, grad_norm: 0.6857 2021-04-16 22:40:51,773 - mmaction - INFO - Epoch [1][1240/4610] lr: 1.378e-02, eta: 17:39:59, time: 1.365, data_time: 0.002, memory: 10382, loss_action_cls: 0.0563, recall@thr=0.5: 0.5307, prec@thr=0.5: 0.6311, recall@top3: 0.6847, prec@top3: 0.5691, recall@top5: 0.8539, prec@top5: 0.4349, loss: 0.0563, grad_norm: 0.6441 2021-04-16 22:41:19,210 - mmaction - INFO - Epoch [1][1260/4610] lr: 1.391e-02, eta: 17:38:57, time: 1.371, data_time: 0.001, memory: 10382, loss_action_cls: 0.0563, recall@thr=0.5: 0.5203, prec@thr=0.5: 0.6319, recall@top3: 0.6793, prec@top3: 0.5521, recall@top5: 0.8521, prec@top5: 0.4237, loss: 0.0563, grad_norm: 0.5492 2021-04-16 22:41:46,736 - mmaction - INFO - Epoch [1][1280/4610] lr: 1.403e-02, eta: 17:38:01, time: 1.377, data_time: 0.002, memory: 10382, loss_action_cls: 0.0572, recall@thr=0.5: 0.5117, prec@thr=0.5: 0.6071, recall@top3: 0.6735, prec@top3: 0.5546, recall@top5: 0.8534, prec@top5: 0.4289, loss: 0.0572, grad_norm: 0.5745 2021-04-16 22:42:13,912 - mmaction - INFO - Epoch [1][1300/4610] lr: 1.415e-02, eta: 17:36:52, time: 1.358, data_time: 0.001, memory: 10382, loss_action_cls: 0.0582, recall@thr=0.5: 0.4713, prec@thr=0.5: 0.5813, recall@top3: 0.6589, prec@top3: 0.5401, recall@top5: 0.8416, prec@top5: 0.4222, loss: 0.0582, grad_norm: 0.6394 2021-04-16 22:42:41,219 - mmaction - INFO - Epoch [1][1320/4610] lr: 1.427e-02, eta: 17:35:51, time: 1.367, data_time: 0.002, memory: 10382, loss_action_cls: 0.0592, recall@thr=0.5: 0.5118, prec@thr=0.5: 0.6014, recall@top3: 0.6517, prec@top3: 0.5352, recall@top5: 0.8434, prec@top5: 0.4218, loss: 0.0592, grad_norm: 0.7083 2021-04-16 22:43:08,328 - mmaction - INFO - Epoch [1][1340/4610] lr: 1.439e-02, eta: 17:34:43, time: 1.355, data_time: 0.001, memory: 10382, loss_action_cls: 0.0596, recall@thr=0.5: 0.4891, prec@thr=0.5: 0.5936, recall@top3: 0.6485, prec@top3: 0.5377, recall@top5: 0.8469, prec@top5: 0.4280, loss: 0.0596, grad_norm: 0.6639 2021-04-16 22:43:35,921 - mmaction - INFO - Epoch [1][1360/4610] lr: 1.451e-02, eta: 17:33:52, time: 1.379, data_time: 0.001, memory: 10382, loss_action_cls: 0.0588, recall@thr=0.5: 0.5159, prec@thr=0.5: 0.5975, recall@top3: 0.6742, prec@top3: 0.5514, recall@top5: 0.8515, prec@top5: 0.4231, loss: 0.0588, grad_norm: 0.6527 2021-04-16 22:44:03,377 - mmaction - INFO - Epoch [1][1380/4610] lr: 1.463e-02, eta: 17:32:57, time: 1.373, data_time: 0.001, memory: 10382, loss_action_cls: 0.0571, recall@thr=0.5: 0.5221, prec@thr=0.5: 0.6220, recall@top3: 0.6855, prec@top3: 0.5652, recall@top5: 0.8552, prec@top5: 0.4324, loss: 0.0571, grad_norm: 0.5740 2021-04-16 22:44:30,988 - mmaction - INFO - Epoch [1][1400/4610] lr: 1.475e-02, eta: 17:32:09, time: 1.381, data_time: 0.001, memory: 10382, loss_action_cls: 0.0582, recall@thr=0.5: 0.5145, prec@thr=0.5: 0.6082, recall@top3: 0.6643, prec@top3: 0.5532, recall@top5: 0.8436, prec@top5: 0.4286, loss: 0.0582, grad_norm: 0.6908 2021-04-16 22:44:58,502 - mmaction - INFO - Epoch [1][1420/4610] lr: 1.487e-02, eta: 17:31:17, time: 1.376, data_time: 0.001, memory: 10382, loss_action_cls: 0.0563, recall@thr=0.5: 0.5173, prec@thr=0.5: 0.6271, recall@top3: 0.6815, prec@top3: 0.5464, recall@top5: 0.8460, prec@top5: 0.4177, loss: 0.0563, grad_norm: 0.5584 2021-04-16 22:45:25,706 - mmaction - INFO - Epoch [1][1440/4610] lr: 1.499e-02, eta: 17:30:17, time: 1.361, data_time: 0.001, memory: 10382, loss_action_cls: 0.0569, recall@thr=0.5: 0.5221, prec@thr=0.5: 0.6134, recall@top3: 0.6778, prec@top3: 0.5502, recall@top5: 0.8568, prec@top5: 0.4278, loss: 0.0569, grad_norm: 0.5882 2021-04-16 22:45:53,287 - mmaction - INFO - Epoch [1][1460/4610] lr: 1.511e-02, eta: 17:29:28, time: 1.377, data_time: 0.001, memory: 10382, loss_action_cls: 0.0545, recall@thr=0.5: 0.5426, prec@thr=0.5: 0.6476, recall@top3: 0.6917, prec@top3: 0.5698, recall@top5: 0.8591, prec@top5: 0.4321, loss: 0.0545, grad_norm: 0.5606 2021-04-16 22:46:20,762 - mmaction - INFO - Epoch [1][1480/4610] lr: 1.523e-02, eta: 17:28:39, time: 1.376, data_time: 0.003, memory: 10382, loss_action_cls: 0.0560, recall@thr=0.5: 0.4988, prec@thr=0.5: 0.5960, recall@top3: 0.6695, prec@top3: 0.5391, recall@top5: 0.8450, prec@top5: 0.4153, loss: 0.0560, grad_norm: 0.6078 2021-04-16 22:46:48,237 - mmaction - INFO - Epoch [1][1500/4610] lr: 1.536e-02, eta: 17:27:49, time: 1.374, data_time: 0.001, memory: 10382, loss_action_cls: 0.0588, recall@thr=0.5: 0.4932, prec@thr=0.5: 0.5826, recall@top3: 0.6677, prec@top3: 0.5529, recall@top5: 0.8435, prec@top5: 0.4256, loss: 0.0588, grad_norm: 0.6406 2021-04-16 22:47:15,508 - mmaction - INFO - Epoch [1][1520/4610] lr: 1.548e-02, eta: 17:26:54, time: 1.363, data_time: 0.001, memory: 10382, loss_action_cls: 0.0567, recall@thr=0.5: 0.5243, prec@thr=0.5: 0.6177, recall@top3: 0.6775, prec@top3: 0.5406, recall@top5: 0.8541, prec@top5: 0.4173, loss: 0.0567, grad_norm: 0.6778 2021-04-16 22:47:42,802 - mmaction - INFO - Epoch [1][1540/4610] lr: 1.560e-02, eta: 17:26:00, time: 1.365, data_time: 0.002, memory: 10382, loss_action_cls: 0.0544, recall@thr=0.5: 0.5217, prec@thr=0.5: 0.6317, recall@top3: 0.6935, prec@top3: 0.5593, recall@top5: 0.8608, prec@top5: 0.4226, loss: 0.0544, grad_norm: 0.5334 2021-04-16 22:48:10,166 - mmaction - INFO - Epoch [1][1560/4610] lr: 1.572e-02, eta: 17:25:08, time: 1.368, data_time: 0.002, memory: 10382, loss_action_cls: 0.0552, recall@thr=0.5: 0.5324, prec@thr=0.5: 0.6265, recall@top3: 0.6916, prec@top3: 0.5517, recall@top5: 0.8633, prec@top5: 0.4223, loss: 0.0552, grad_norm: 0.5750 2021-04-16 22:48:37,401 - mmaction - INFO - Epoch [1][1580/4610] lr: 1.584e-02, eta: 17:24:14, time: 1.362, data_time: 0.002, memory: 10382, loss_action_cls: 0.0570, recall@thr=0.5: 0.5275, prec@thr=0.5: 0.6119, recall@top3: 0.6798, prec@top3: 0.5571, recall@top5: 0.8581, prec@top5: 0.4305, loss: 0.0570, grad_norm: 0.6218 2021-04-16 22:49:05,029 - mmaction - INFO - Epoch [1][1600/4610] lr: 1.596e-02, eta: 17:23:31, time: 1.380, data_time: 0.002, memory: 10382, loss_action_cls: 0.0552, recall@thr=0.5: 0.5166, prec@thr=0.5: 0.6246, recall@top3: 0.6773, prec@top3: 0.5601, recall@top5: 0.8611, prec@top5: 0.4320, loss: 0.0552, grad_norm: 0.5582 2021-04-16 22:49:32,642 - mmaction - INFO - Epoch [1][1620/4610] lr: 1.608e-02, eta: 17:22:49, time: 1.382, data_time: 0.003, memory: 10382, loss_action_cls: 0.0572, recall@thr=0.5: 0.5402, prec@thr=0.5: 0.6288, recall@top3: 0.6852, prec@top3: 0.5731, recall@top5: 0.8522, prec@top5: 0.4336, loss: 0.0572, grad_norm: 0.6042 2021-04-16 22:49:59,831 - mmaction - INFO - Epoch [1][1640/4610] lr: 1.620e-02, eta: 17:21:55, time: 1.359, data_time: 0.002, memory: 10382, loss_action_cls: 0.0562, recall@thr=0.5: 0.5427, prec@thr=0.5: 0.6152, recall@top3: 0.6859, prec@top3: 0.5551, recall@top5: 0.8550, prec@top5: 0.4221, loss: 0.0562, grad_norm: 0.6309 2021-04-16 22:50:27,525 - mmaction - INFO - Epoch [1][1660/4610] lr: 1.632e-02, eta: 17:21:16, time: 1.385, data_time: 0.002, memory: 10382, loss_action_cls: 0.0561, recall@thr=0.5: 0.4851, prec@thr=0.5: 0.5996, recall@top3: 0.6806, prec@top3: 0.5464, recall@top5: 0.8638, prec@top5: 0.4240, loss: 0.0561, grad_norm: 0.5273 2021-04-16 22:50:54,965 - mmaction - INFO - Epoch [1][1680/4610] lr: 1.644e-02, eta: 17:20:30, time: 1.373, data_time: 0.002, memory: 10382, loss_action_cls: 0.0576, recall@thr=0.5: 0.5041, prec@thr=0.5: 0.5999, recall@top3: 0.6687, prec@top3: 0.5479, recall@top5: 0.8495, prec@top5: 0.4253, loss: 0.0576, grad_norm: 0.6483 2021-04-16 22:51:22,359 - mmaction - INFO - Epoch [1][1700/4610] lr: 1.656e-02, eta: 17:19:43, time: 1.370, data_time: 0.001, memory: 10382, loss_action_cls: 0.0586, recall@thr=0.5: 0.5032, prec@thr=0.5: 0.5846, recall@top3: 0.6698, prec@top3: 0.5449, recall@top5: 0.8533, prec@top5: 0.4266, loss: 0.0586, grad_norm: 0.6408 2021-04-16 22:51:49,353 - mmaction - INFO - Epoch [1][1720/4610] lr: 1.668e-02, eta: 17:18:47, time: 1.349, data_time: 0.001, memory: 10382, loss_action_cls: 0.0538, recall@thr=0.5: 0.5409, prec@thr=0.5: 0.6156, recall@top3: 0.7090, prec@top3: 0.5578, recall@top5: 0.8695, prec@top5: 0.4208, loss: 0.0538, grad_norm: 0.5605 2021-04-16 22:52:16,664 - mmaction - INFO - Epoch [1][1740/4610] lr: 1.680e-02, eta: 17:17:59, time: 1.366, data_time: 0.001, memory: 10382, loss_action_cls: 0.0561, recall@thr=0.5: 0.5370, prec@thr=0.5: 0.6263, recall@top3: 0.6851, prec@top3: 0.5670, recall@top5: 0.8648, prec@top5: 0.4366, loss: 0.0561, grad_norm: 0.5736 2021-04-16 22:52:43,759 - mmaction - INFO - Epoch [1][1760/4610] lr: 1.692e-02, eta: 17:17:05, time: 1.353, data_time: 0.001, memory: 10382, loss_action_cls: 0.0573, recall@thr=0.5: 0.5329, prec@thr=0.5: 0.6202, recall@top3: 0.6751, prec@top3: 0.5609, recall@top5: 0.8422, prec@top5: 0.4271, loss: 0.0573, grad_norm: 0.6344 2021-04-16 22:53:11,092 - mmaction - INFO - Epoch [1][1780/4610] lr: 1.704e-02, eta: 17:16:19, time: 1.367, data_time: 0.002, memory: 10382, loss_action_cls: 0.0572, recall@thr=0.5: 0.5191, prec@thr=0.5: 0.6140, recall@top3: 0.6836, prec@top3: 0.5525, recall@top5: 0.8569, prec@top5: 0.4246, loss: 0.0572, grad_norm: 0.6754 2021-04-16 22:53:38,318 - mmaction - INFO - Epoch [1][1800/4610] lr: 1.716e-02, eta: 17:15:31, time: 1.362, data_time: 0.002, memory: 10382, loss_action_cls: 0.0573, recall@thr=0.5: 0.5421, prec@thr=0.5: 0.6348, recall@top3: 0.6793, prec@top3: 0.5686, recall@top5: 0.8552, prec@top5: 0.4368, loss: 0.0573, grad_norm: 0.6219 2021-04-16 22:54:05,758 - mmaction - INFO - Epoch [1][1820/4610] lr: 1.728e-02, eta: 17:14:48, time: 1.371, data_time: 0.001, memory: 10382, loss_action_cls: 0.0567, recall@thr=0.5: 0.5257, prec@thr=0.5: 0.6146, recall@top3: 0.6804, prec@top3: 0.5594, recall@top5: 0.8520, prec@top5: 0.4268, loss: 0.0567, grad_norm: 0.6179 2021-04-16 22:54:32,941 - mmaction - INFO - Epoch [1][1840/4610] lr: 1.740e-02, eta: 17:13:59, time: 1.360, data_time: 0.002, memory: 10382, loss_action_cls: 0.0561, recall@thr=0.5: 0.5254, prec@thr=0.5: 0.6255, recall@top3: 0.6979, prec@top3: 0.5614, recall@top5: 0.8618, prec@top5: 0.4256, loss: 0.0561, grad_norm: 0.5310 2021-04-16 22:54:59,892 - mmaction - INFO - Epoch [1][1860/4610] lr: 1.752e-02, eta: 17:13:06, time: 1.348, data_time: 0.001, memory: 10382, loss_action_cls: 0.0573, recall@thr=0.5: 0.5241, prec@thr=0.5: 0.6120, recall@top3: 0.6722, prec@top3: 0.5443, recall@top5: 0.8472, prec@top5: 0.4199, loss: 0.0573, grad_norm: 0.6802 2021-04-16 22:55:27,422 - mmaction - INFO - Epoch [1][1880/4610] lr: 1.764e-02, eta: 17:12:25, time: 1.375, data_time: 0.001, memory: 10382, loss_action_cls: 0.0553, recall@thr=0.5: 0.5445, prec@thr=0.5: 0.6446, recall@top3: 0.6930, prec@top3: 0.5686, recall@top5: 0.8560, prec@top5: 0.4310, loss: 0.0553, grad_norm: 0.6105 2021-04-16 22:55:54,795 - mmaction - INFO - Epoch [1][1900/4610] lr: 1.776e-02, eta: 17:11:42, time: 1.369, data_time: 0.002, memory: 10382, loss_action_cls: 0.0533, recall@thr=0.5: 0.5728, prec@thr=0.5: 0.6578, recall@top3: 0.7047, prec@top3: 0.5889, recall@top5: 0.8741, prec@top5: 0.4470, loss: 0.0533, grad_norm: 0.5562 2021-04-16 22:56:22,060 - mmaction - INFO - Epoch [1][1920/4610] lr: 1.788e-02, eta: 17:10:58, time: 1.364, data_time: 0.002, memory: 10382, loss_action_cls: 0.0576, recall@thr=0.5: 0.5196, prec@thr=0.5: 0.6100, recall@top3: 0.6739, prec@top3: 0.5562, recall@top5: 0.8530, prec@top5: 0.4275, loss: 0.0576, grad_norm: 0.6616 2021-04-16 22:56:49,272 - mmaction - INFO - Epoch [1][1940/4610] lr: 1.800e-02, eta: 17:10:12, time: 1.360, data_time: 0.001, memory: 10382, loss_action_cls: 0.0585, recall@thr=0.5: 0.5303, prec@thr=0.5: 0.6084, recall@top3: 0.6630, prec@top3: 0.5476, recall@top5: 0.8446, prec@top5: 0.4266, loss: 0.0585, grad_norm: 0.6634 2021-04-16 22:57:16,793 - mmaction - INFO - Epoch [1][1960/4610] lr: 1.812e-02, eta: 17:09:33, time: 1.376, data_time: 0.001, memory: 10382, loss_action_cls: 0.0572, recall@thr=0.5: 0.5400, prec@thr=0.5: 0.6280, recall@top3: 0.6860, prec@top3: 0.5610, recall@top5: 0.8578, prec@top5: 0.4311, loss: 0.0572, grad_norm: 0.5867 2021-04-16 22:57:44,302 - mmaction - INFO - Epoch [1][1980/4610] lr: 1.824e-02, eta: 17:08:54, time: 1.376, data_time: 0.002, memory: 10382, loss_action_cls: 0.0529, recall@thr=0.5: 0.5541, prec@thr=0.5: 0.6462, recall@top3: 0.7105, prec@top3: 0.5723, recall@top5: 0.8801, prec@top5: 0.4348, loss: 0.0529, grad_norm: 0.5191 2021-04-16 22:58:11,798 - mmaction - INFO - Epoch [1][2000/4610] lr: 1.836e-02, eta: 17:08:16, time: 1.375, data_time: 0.001, memory: 10382, loss_action_cls: 0.0539, recall@thr=0.5: 0.5415, prec@thr=0.5: 0.6404, recall@top3: 0.7045, prec@top3: 0.5730, recall@top5: 0.8628, prec@top5: 0.4303, loss: 0.0539, grad_norm: 0.4957 2021-04-16 22:58:38,819 - mmaction - INFO - Epoch [1][2020/4610] lr: 1.848e-02, eta: 17:07:27, time: 1.351, data_time: 0.001, memory: 10382, loss_action_cls: 0.0528, recall@thr=0.5: 0.5460, prec@thr=0.5: 0.6525, recall@top3: 0.7032, prec@top3: 0.5797, recall@top5: 0.8631, prec@top5: 0.4340, loss: 0.0528, grad_norm: 0.5219 2021-04-16 22:59:05,698 - mmaction - INFO - Epoch [1][2040/4610] lr: 1.860e-02, eta: 17:06:35, time: 1.343, data_time: 0.001, memory: 10382, loss_action_cls: 0.0559, recall@thr=0.5: 0.5353, prec@thr=0.5: 0.6376, recall@top3: 0.6905, prec@top3: 0.5439, recall@top5: 0.8618, prec@top5: 0.4182, loss: 0.0559, grad_norm: 0.5760 2021-04-16 22:59:32,938 - mmaction - INFO - Epoch [1][2060/4610] lr: 1.872e-02, eta: 17:05:52, time: 1.362, data_time: 0.002, memory: 10382, loss_action_cls: 0.0558, recall@thr=0.5: 0.5293, prec@thr=0.5: 0.6068, recall@top3: 0.6916, prec@top3: 0.5385, recall@top5: 0.8651, prec@top5: 0.4107, loss: 0.0558, grad_norm: 0.6524 2021-04-16 23:00:00,177 - mmaction - INFO - Epoch [1][2080/4610] lr: 1.884e-02, eta: 17:05:08, time: 1.361, data_time: 0.001, memory: 10382, loss_action_cls: 0.0539, recall@thr=0.5: 0.5492, prec@thr=0.5: 0.6491, recall@top3: 0.6951, prec@top3: 0.5702, recall@top5: 0.8710, prec@top5: 0.4372, loss: 0.0539, grad_norm: 0.5547 2021-04-16 23:00:27,446 - mmaction - INFO - Epoch [1][2100/4610] lr: 1.896e-02, eta: 17:04:27, time: 1.365, data_time: 0.002, memory: 10382, loss_action_cls: 0.0566, recall@thr=0.5: 0.5302, prec@thr=0.5: 0.6273, recall@top3: 0.6888, prec@top3: 0.5483, recall@top5: 0.8529, prec@top5: 0.4183, loss: 0.0566, grad_norm: 0.6520 2021-04-16 23:00:54,544 - mmaction - INFO - Epoch [1][2120/4610] lr: 1.908e-02, eta: 17:03:41, time: 1.354, data_time: 0.001, memory: 10382, loss_action_cls: 0.0544, recall@thr=0.5: 0.5586, prec@thr=0.5: 0.6391, recall@top3: 0.6832, prec@top3: 0.5634, recall@top5: 0.8556, prec@top5: 0.4320, loss: 0.0544, grad_norm: 0.5648 2021-04-16 23:01:21,643 - mmaction - INFO - Epoch [1][2140/4610] lr: 1.920e-02, eta: 17:02:56, time: 1.355, data_time: 0.002, memory: 10382, loss_action_cls: 0.0533, recall@thr=0.5: 0.5400, prec@thr=0.5: 0.6357, recall@top3: 0.7094, prec@top3: 0.5785, recall@top5: 0.8772, prec@top5: 0.4379, loss: 0.0533, grad_norm: 0.5994 2021-04-16 23:01:48,826 - mmaction - INFO - Epoch [1][2160/4610] lr: 1.932e-02, eta: 17:02:13, time: 1.359, data_time: 0.002, memory: 10382, loss_action_cls: 0.0535, recall@thr=0.5: 0.5696, prec@thr=0.5: 0.6592, recall@top3: 0.7070, prec@top3: 0.5676, recall@top5: 0.8801, prec@top5: 0.4347, loss: 0.0535, grad_norm: 0.5490 2021-04-16 23:02:16,047 - mmaction - INFO - Epoch [1][2180/4610] lr: 1.944e-02, eta: 17:01:31, time: 1.361, data_time: 0.002, memory: 10382, loss_action_cls: 0.0537, recall@thr=0.5: 0.5468, prec@thr=0.5: 0.6471, recall@top3: 0.6995, prec@top3: 0.5751, recall@top5: 0.8626, prec@top5: 0.4342, loss: 0.0537, grad_norm: 0.4344 2021-04-16 23:02:43,106 - mmaction - INFO - Epoch [1][2200/4610] lr: 1.956e-02, eta: 17:00:46, time: 1.353, data_time: 0.002, memory: 10382, loss_action_cls: 0.0532, recall@thr=0.5: 0.5433, prec@thr=0.5: 0.6549, recall@top3: 0.7048, prec@top3: 0.5722, recall@top5: 0.8638, prec@top5: 0.4265, loss: 0.0532, grad_norm: 0.5561 2021-04-16 23:03:10,201 - mmaction - INFO - Epoch [1][2220/4610] lr: 1.967e-02, eta: 17:00:02, time: 1.355, data_time: 0.002, memory: 10382, loss_action_cls: 0.0550, recall@thr=0.5: 0.5495, prec@thr=0.5: 0.6443, recall@top3: 0.6968, prec@top3: 0.5737, recall@top5: 0.8639, prec@top5: 0.4365, loss: 0.0550, grad_norm: 0.5397 2021-04-16 23:03:37,581 - mmaction - INFO - Epoch [1][2240/4610] lr: 1.979e-02, eta: 16:59:24, time: 1.370, data_time: 0.002, memory: 10382, loss_action_cls: 0.0550, recall@thr=0.5: 0.5367, prec@thr=0.5: 0.6126, recall@top3: 0.6859, prec@top3: 0.5508, recall@top5: 0.8570, prec@top5: 0.4208, loss: 0.0550, grad_norm: 0.5701 2021-04-16 23:04:05,058 - mmaction - INFO - Epoch [1][2260/4610] lr: 1.991e-02, eta: 16:58:48, time: 1.373, data_time: 0.001, memory: 10382, loss_action_cls: 0.0568, recall@thr=0.5: 0.5526, prec@thr=0.5: 0.6442, recall@top3: 0.6803, prec@top3: 0.5730, recall@top5: 0.8570, prec@top5: 0.4391, loss: 0.0568, grad_norm: 0.5931 2021-04-16 23:04:32,142 - mmaction - INFO - Epoch [1][2280/4610] lr: 2.003e-02, eta: 16:58:05, time: 1.355, data_time: 0.002, memory: 10382, loss_action_cls: 0.0535, recall@thr=0.5: 0.5756, prec@thr=0.5: 0.6524, recall@top3: 0.7059, prec@top3: 0.5857, recall@top5: 0.8755, prec@top5: 0.4422, loss: 0.0535, grad_norm: 0.5777 2021-04-16 23:04:59,616 - mmaction - INFO - Epoch [1][2300/4610] lr: 2.015e-02, eta: 16:57:29, time: 1.373, data_time: 0.001, memory: 10382, loss_action_cls: 0.0516, recall@thr=0.5: 0.5612, prec@thr=0.5: 0.6531, recall@top3: 0.7131, prec@top3: 0.5754, recall@top5: 0.8709, prec@top5: 0.4320, loss: 0.0516, grad_norm: 0.4852 2021-04-16 23:05:26,682 - mmaction - INFO - Epoch [1][2320/4610] lr: 2.027e-02, eta: 16:56:46, time: 1.353, data_time: 0.001, memory: 10382, loss_action_cls: 0.0600, recall@thr=0.5: 0.5234, prec@thr=0.5: 0.5915, recall@top3: 0.6535, prec@top3: 0.5261, recall@top5: 0.8420, prec@top5: 0.4153, loss: 0.0600, grad_norm: 0.6658 2021-04-16 23:05:53,929 - mmaction - INFO - Epoch [1][2340/4610] lr: 2.039e-02, eta: 16:56:07, time: 1.362, data_time: 0.003, memory: 10382, loss_action_cls: 0.0554, recall@thr=0.5: 0.5356, prec@thr=0.5: 0.6194, recall@top3: 0.6815, prec@top3: 0.5519, recall@top5: 0.8567, prec@top5: 0.4235, loss: 0.0554, grad_norm: 0.5884 2021-04-16 23:06:21,086 - mmaction - INFO - Epoch [1][2360/4610] lr: 2.051e-02, eta: 16:55:26, time: 1.359, data_time: 0.002, memory: 10382, loss_action_cls: 0.0552, recall@thr=0.5: 0.5479, prec@thr=0.5: 0.6480, recall@top3: 0.6851, prec@top3: 0.5732, recall@top5: 0.8503, prec@top5: 0.4358, loss: 0.0552, grad_norm: 0.5737 2021-04-16 23:06:48,312 - mmaction - INFO - Epoch [1][2380/4610] lr: 2.063e-02, eta: 16:54:46, time: 1.362, data_time: 0.001, memory: 10382, loss_action_cls: 0.0579, recall@thr=0.5: 0.5494, prec@thr=0.5: 0.6348, recall@top3: 0.6796, prec@top3: 0.5625, recall@top5: 0.8623, prec@top5: 0.4361, loss: 0.0579, grad_norm: 0.6422 2021-04-16 23:07:15,718 - mmaction - INFO - Epoch [1][2400/4610] lr: 2.075e-02, eta: 16:54:10, time: 1.369, data_time: 0.001, memory: 10382, loss_action_cls: 0.0548, recall@thr=0.5: 0.5538, prec@thr=0.5: 0.6353, recall@top3: 0.7004, prec@top3: 0.5696, recall@top5: 0.8678, prec@top5: 0.4327, loss: 0.0548, grad_norm: 0.5582 2021-04-16 23:07:42,904 - mmaction - INFO - Epoch [1][2420/4610] lr: 2.087e-02, eta: 16:53:31, time: 1.360, data_time: 0.002, memory: 10382, loss_action_cls: 0.0541, recall@thr=0.5: 0.5564, prec@thr=0.5: 0.6214, recall@top3: 0.6962, prec@top3: 0.5744, recall@top5: 0.8688, prec@top5: 0.4384, loss: 0.0541, grad_norm: 0.5783 2021-04-16 23:08:10,052 - mmaction - INFO - Epoch [1][2440/4610] lr: 2.098e-02, eta: 16:52:50, time: 1.357, data_time: 0.001, memory: 10382, loss_action_cls: 0.0551, recall@thr=0.5: 0.5493, prec@thr=0.5: 0.6159, recall@top3: 0.6835, prec@top3: 0.5565, recall@top5: 0.8544, prec@top5: 0.4242, loss: 0.0551, grad_norm: 0.5543 2021-04-16 23:08:37,288 - mmaction - INFO - Epoch [1][2460/4610] lr: 2.110e-02, eta: 16:52:12, time: 1.362, data_time: 0.001, memory: 10382, loss_action_cls: 0.0602, recall@thr=0.5: 0.5263, prec@thr=0.5: 0.6163, recall@top3: 0.6885, prec@top3: 0.5527, recall@top5: 0.8480, prec@top5: 0.4190, loss: 0.0602, grad_norm: 0.6932 2021-04-16 23:09:04,699 - mmaction - INFO - Epoch [1][2480/4610] lr: 2.122e-02, eta: 16:51:36, time: 1.370, data_time: 0.001, memory: 10382, loss_action_cls: 0.0581, recall@thr=0.5: 0.5372, prec@thr=0.5: 0.6135, recall@top3: 0.6811, prec@top3: 0.5587, recall@top5: 0.8423, prec@top5: 0.4248, loss: 0.0581, grad_norm: 0.5681 2021-04-16 23:09:32,108 - mmaction - INFO - Epoch [1][2500/4610] lr: 2.134e-02, eta: 16:51:01, time: 1.370, data_time: 0.002, memory: 10382, loss_action_cls: 0.0542, recall@thr=0.5: 0.5612, prec@thr=0.5: 0.6376, recall@top3: 0.6993, prec@top3: 0.5712, recall@top5: 0.8630, prec@top5: 0.4295, loss: 0.0542, grad_norm: 0.5072 2021-04-16 23:09:59,606 - mmaction - INFO - Epoch [1][2520/4610] lr: 2.146e-02, eta: 16:50:27, time: 1.375, data_time: 0.002, memory: 10382, loss_action_cls: 0.0519, recall@thr=0.5: 0.5434, prec@thr=0.5: 0.6608, recall@top3: 0.7158, prec@top3: 0.5826, recall@top5: 0.8783, prec@top5: 0.4340, loss: 0.0519, grad_norm: 0.4951 2021-04-16 23:10:26,916 - mmaction - INFO - Epoch [1][2540/4610] lr: 2.158e-02, eta: 16:49:51, time: 1.366, data_time: 0.002, memory: 10382, loss_action_cls: 0.0529, recall@thr=0.5: 0.5628, prec@thr=0.5: 0.6529, recall@top3: 0.7110, prec@top3: 0.5782, recall@top5: 0.8746, prec@top5: 0.4375, loss: 0.0529, grad_norm: 0.5027 2021-04-16 23:10:54,170 - mmaction - INFO - Epoch [1][2560/4610] lr: 2.170e-02, eta: 16:49:14, time: 1.362, data_time: 0.001, memory: 10382, loss_action_cls: 0.0562, recall@thr=0.5: 0.5359, prec@thr=0.5: 0.6400, recall@top3: 0.6824, prec@top3: 0.5680, recall@top5: 0.8625, prec@top5: 0.4395, loss: 0.0562, grad_norm: 0.5471 2021-04-16 23:11:21,595 - mmaction - INFO - Epoch [1][2580/4610] lr: 2.181e-02, eta: 16:48:39, time: 1.372, data_time: 0.001, memory: 10382, loss_action_cls: 0.0558, recall@thr=0.5: 0.5517, prec@thr=0.5: 0.6538, recall@top3: 0.6904, prec@top3: 0.5658, recall@top5: 0.8568, prec@top5: 0.4314, loss: 0.0558, grad_norm: 0.5853 2021-04-16 23:11:49,522 - mmaction - INFO - Epoch [1][2600/4610] lr: 2.193e-02, eta: 16:48:13, time: 1.396, data_time: 0.001, memory: 10382, loss_action_cls: 0.0525, recall@thr=0.5: 0.5552, prec@thr=0.5: 0.6499, recall@top3: 0.7112, prec@top3: 0.5672, recall@top5: 0.8663, prec@top5: 0.4237, loss: 0.0525, grad_norm: 0.4467 2021-04-16 23:12:17,140 - mmaction - INFO - Epoch [1][2620/4610] lr: 2.205e-02, eta: 16:47:42, time: 1.381, data_time: 0.001, memory: 10382, loss_action_cls: 0.0531, recall@thr=0.5: 0.5228, prec@thr=0.5: 0.6075, recall@top3: 0.6987, prec@top3: 0.5678, recall@top5: 0.8624, prec@top5: 0.4292, loss: 0.0531, grad_norm: 0.4745 2021-04-16 23:12:44,743 - mmaction - INFO - Epoch [1][2640/4610] lr: 2.217e-02, eta: 16:47:11, time: 1.380, data_time: 0.001, memory: 10382, loss_action_cls: 0.0528, recall@thr=0.5: 0.5537, prec@thr=0.5: 0.6514, recall@top3: 0.7026, prec@top3: 0.5801, recall@top5: 0.8669, prec@top5: 0.4363, loss: 0.0528, grad_norm: 0.4871 2021-04-16 23:13:12,090 - mmaction - INFO - Epoch [1][2660/4610] lr: 2.229e-02, eta: 16:46:35, time: 1.366, data_time: 0.001, memory: 10382, loss_action_cls: 0.0489, recall@thr=0.5: 0.5756, prec@thr=0.5: 0.6724, recall@top3: 0.7379, prec@top3: 0.5895, recall@top5: 0.8898, prec@top5: 0.4361, loss: 0.0489, grad_norm: 0.3943 2021-04-16 23:13:39,808 - mmaction - INFO - Epoch [1][2680/4610] lr: 2.241e-02, eta: 16:46:06, time: 1.385, data_time: 0.002, memory: 10382, loss_action_cls: 0.0515, recall@thr=0.5: 0.5581, prec@thr=0.5: 0.6560, recall@top3: 0.7078, prec@top3: 0.5709, recall@top5: 0.8765, prec@top5: 0.4323, loss: 0.0515, grad_norm: 0.4404 2021-04-16 23:14:07,056 - mmaction - INFO - Epoch [1][2700/4610] lr: 2.252e-02, eta: 16:45:30, time: 1.365, data_time: 0.003, memory: 10382, loss_action_cls: 0.0517, recall@thr=0.5: 0.5716, prec@thr=0.5: 0.6663, recall@top3: 0.7118, prec@top3: 0.5876, recall@top5: 0.8774, prec@top5: 0.4444, loss: 0.0517, grad_norm: 0.4850 2021-04-16 23:14:34,822 - mmaction - INFO - Epoch [1][2720/4610] lr: 2.264e-02, eta: 16:45:01, time: 1.388, data_time: 0.041, memory: 10382, loss_action_cls: 0.0549, recall@thr=0.5: 0.5335, prec@thr=0.5: 0.6350, recall@top3: 0.6921, prec@top3: 0.5549, recall@top5: 0.8553, prec@top5: 0.4171, loss: 0.0549, grad_norm: 0.5488 2021-04-16 23:15:01,964 - mmaction - INFO - Epoch [1][2740/4610] lr: 2.276e-02, eta: 16:44:23, time: 1.357, data_time: 0.002, memory: 10382, loss_action_cls: 0.0521, recall@thr=0.5: 0.5705, prec@thr=0.5: 0.6495, recall@top3: 0.7044, prec@top3: 0.5803, recall@top5: 0.8736, prec@top5: 0.4402, loss: 0.0521, grad_norm: 0.4667 2021-04-16 23:15:29,210 - mmaction - INFO - Epoch [1][2760/4610] lr: 2.288e-02, eta: 16:43:47, time: 1.363, data_time: 0.001, memory: 10382, loss_action_cls: 0.0512, recall@thr=0.5: 0.5586, prec@thr=0.5: 0.6535, recall@top3: 0.7241, prec@top3: 0.5731, recall@top5: 0.8757, prec@top5: 0.4247, loss: 0.0512, grad_norm: 0.4746 2021-04-16 23:15:56,805 - mmaction - INFO - Epoch [1][2780/4610] lr: 2.300e-02, eta: 16:43:16, time: 1.380, data_time: 0.001, memory: 10382, loss_action_cls: 0.0523, recall@thr=0.5: 0.5795, prec@thr=0.5: 0.6657, recall@top3: 0.7125, prec@top3: 0.5873, recall@top5: 0.8746, prec@top5: 0.4416, loss: 0.0523, grad_norm: 0.4877 2021-04-16 23:16:23,722 - mmaction - INFO - Epoch [1][2800/4610] lr: 2.311e-02, eta: 16:42:34, time: 1.345, data_time: 0.001, memory: 10382, loss_action_cls: 0.0512, recall@thr=0.5: 0.5670, prec@thr=0.5: 0.6650, recall@top3: 0.7206, prec@top3: 0.5764, recall@top5: 0.8753, prec@top5: 0.4291, loss: 0.0512, grad_norm: 0.4497 2021-04-16 23:16:51,013 - mmaction - INFO - Epoch [1][2820/4610] lr: 2.323e-02, eta: 16:41:59, time: 1.366, data_time: 0.002, memory: 10382, loss_action_cls: 0.0513, recall@thr=0.5: 0.5747, prec@thr=0.5: 0.6589, recall@top3: 0.7098, prec@top3: 0.5864, recall@top5: 0.8632, prec@top5: 0.4371, loss: 0.0513, grad_norm: 0.4822 2021-04-16 23:17:18,569 - mmaction - INFO - Epoch [1][2840/4610] lr: 2.335e-02, eta: 16:41:28, time: 1.378, data_time: 0.001, memory: 10382, loss_action_cls: 0.0507, recall@thr=0.5: 0.5684, prec@thr=0.5: 0.6558, recall@top3: 0.7168, prec@top3: 0.5800, recall@top5: 0.8783, prec@top5: 0.4328, loss: 0.0507, grad_norm: 0.4074 2021-04-16 23:17:45,569 - mmaction - INFO - Epoch [1][2860/4610] lr: 2.347e-02, eta: 16:40:48, time: 1.348, data_time: 0.001, memory: 10382, loss_action_cls: 0.0504, recall@thr=0.5: 0.5874, prec@thr=0.5: 0.6583, recall@top3: 0.7253, prec@top3: 0.5825, recall@top5: 0.8819, prec@top5: 0.4365, loss: 0.0504, grad_norm: 0.4676 2021-04-16 23:18:12,850 - mmaction - INFO - Epoch [1][2880/4610] lr: 2.359e-02, eta: 16:40:13, time: 1.366, data_time: 0.002, memory: 10397, loss_action_cls: 0.0515, recall@thr=0.5: 0.5884, prec@thr=0.5: 0.6745, recall@top3: 0.7260, prec@top3: 0.6045, recall@top5: 0.8842, prec@top5: 0.4519, loss: 0.0515, grad_norm: 0.4441 2021-04-16 23:18:40,307 - mmaction - INFO - Epoch [1][2900/4610] lr: 2.370e-02, eta: 16:39:41, time: 1.373, data_time: 0.001, memory: 10397, loss_action_cls: 0.0543, recall@thr=0.5: 0.5365, prec@thr=0.5: 0.6275, recall@top3: 0.6866, prec@top3: 0.5548, recall@top5: 0.8598, prec@top5: 0.4205, loss: 0.0543, grad_norm: 0.5371 2021-04-16 23:19:07,656 - mmaction - INFO - Epoch [1][2920/4610] lr: 2.382e-02, eta: 16:39:06, time: 1.366, data_time: 0.001, memory: 10397, loss_action_cls: 0.0515, recall@thr=0.5: 0.5682, prec@thr=0.5: 0.6655, recall@top3: 0.7164, prec@top3: 0.5855, recall@top5: 0.8807, prec@top5: 0.4401, loss: 0.0515, grad_norm: 0.4678 2021-04-16 23:19:35,074 - mmaction - INFO - Epoch [1][2940/4610] lr: 2.394e-02, eta: 16:38:33, time: 1.371, data_time: 0.002, memory: 10397, loss_action_cls: 0.0540, recall@thr=0.5: 0.5798, prec@thr=0.5: 0.6429, recall@top3: 0.7066, prec@top3: 0.5825, recall@top5: 0.8715, prec@top5: 0.4384, loss: 0.0540, grad_norm: 0.5067 2021-04-16 23:20:02,491 - mmaction - INFO - Epoch [1][2960/4610] lr: 2.406e-02, eta: 16:38:01, time: 1.372, data_time: 0.002, memory: 10397, loss_action_cls: 0.0531, recall@thr=0.5: 0.5536, prec@thr=0.5: 0.6494, recall@top3: 0.7083, prec@top3: 0.5843, recall@top5: 0.8725, prec@top5: 0.4391, loss: 0.0531, grad_norm: 0.4789 2021-04-16 23:20:29,801 - mmaction - INFO - Epoch [1][2980/4610] lr: 2.417e-02, eta: 16:37:26, time: 1.365, data_time: 0.001, memory: 10397, loss_action_cls: 0.0537, recall@thr=0.5: 0.5693, prec@thr=0.5: 0.6511, recall@top3: 0.7023, prec@top3: 0.5616, recall@top5: 0.8659, prec@top5: 0.4248, loss: 0.0537, grad_norm: 0.5272 2021-04-16 23:20:57,060 - mmaction - INFO - Epoch [1][3000/4610] lr: 2.429e-02, eta: 16:36:51, time: 1.363, data_time: 0.002, memory: 10397, loss_action_cls: 0.0510, recall@thr=0.5: 0.5836, prec@thr=0.5: 0.6617, recall@top3: 0.7145, prec@top3: 0.5915, recall@top5: 0.8823, prec@top5: 0.4454, loss: 0.0510, grad_norm: 0.5108 2021-04-16 23:21:24,432 - mmaction - INFO - Epoch [1][3020/4610] lr: 2.441e-02, eta: 16:36:18, time: 1.370, data_time: 0.004, memory: 10397, loss_action_cls: 0.0515, recall@thr=0.5: 0.5702, prec@thr=0.5: 0.6558, recall@top3: 0.7119, prec@top3: 0.5863, recall@top5: 0.8714, prec@top5: 0.4377, loss: 0.0515, grad_norm: 0.4853 2021-04-16 23:21:51,634 - mmaction - INFO - Epoch [1][3040/4610] lr: 2.453e-02, eta: 16:35:43, time: 1.360, data_time: 0.001, memory: 10397, loss_action_cls: 0.0500, recall@thr=0.5: 0.5825, prec@thr=0.5: 0.6683, recall@top3: 0.7370, prec@top3: 0.5928, recall@top5: 0.8828, prec@top5: 0.4374, loss: 0.0500, grad_norm: 0.4840 2021-04-16 23:22:18,869 - mmaction - INFO - Epoch [1][3060/4610] lr: 2.464e-02, eta: 16:35:08, time: 1.361, data_time: 0.001, memory: 10397, loss_action_cls: 0.0507, recall@thr=0.5: 0.5722, prec@thr=0.5: 0.6530, recall@top3: 0.7076, prec@top3: 0.5722, recall@top5: 0.8829, prec@top5: 0.4363, loss: 0.0507, grad_norm: 0.4811 2021-04-16 23:22:46,341 - mmaction - INFO - Epoch [1][3080/4610] lr: 2.476e-02, eta: 16:34:36, time: 1.374, data_time: 0.002, memory: 10397, loss_action_cls: 0.0503, recall@thr=0.5: 0.6005, prec@thr=0.5: 0.6641, recall@top3: 0.7222, prec@top3: 0.5928, recall@top5: 0.8854, prec@top5: 0.4447, loss: 0.0503, grad_norm: 0.4347 2021-04-16 23:23:13,613 - mmaction - INFO - Epoch [1][3100/4610] lr: 2.488e-02, eta: 16:34:02, time: 1.363, data_time: 0.001, memory: 10397, loss_action_cls: 0.0474, recall@thr=0.5: 0.5926, prec@thr=0.5: 0.6802, recall@top3: 0.7440, prec@top3: 0.5961, recall@top5: 0.8939, prec@top5: 0.4378, loss: 0.0474, grad_norm: 0.4269 2021-04-16 23:23:40,855 - mmaction - INFO - Epoch [1][3120/4610] lr: 2.499e-02, eta: 16:33:27, time: 1.363, data_time: 0.001, memory: 10397, loss_action_cls: 0.0528, recall@thr=0.5: 0.5667, prec@thr=0.5: 0.6574, recall@top3: 0.7117, prec@top3: 0.5720, recall@top5: 0.8699, prec@top5: 0.4279, loss: 0.0528, grad_norm: 0.4778 2021-04-16 23:24:07,969 - mmaction - INFO - Epoch [1][3140/4610] lr: 2.511e-02, eta: 16:32:51, time: 1.356, data_time: 0.001, memory: 10397, loss_action_cls: 0.0512, recall@thr=0.5: 0.5776, prec@thr=0.5: 0.6572, recall@top3: 0.7245, prec@top3: 0.5898, recall@top5: 0.8824, prec@top5: 0.4395, loss: 0.0512, grad_norm: 0.4677 2021-04-16 23:24:34,994 - mmaction - INFO - Epoch [1][3160/4610] lr: 2.523e-02, eta: 16:32:14, time: 1.351, data_time: 0.001, memory: 10397, loss_action_cls: 0.0501, recall@thr=0.5: 0.5733, prec@thr=0.5: 0.6594, recall@top3: 0.7342, prec@top3: 0.5821, recall@top5: 0.8838, prec@top5: 0.4307, loss: 0.0501, grad_norm: 0.4004 2021-04-16 23:25:02,574 - mmaction - INFO - Epoch [1][3180/4610] lr: 2.534e-02, eta: 16:31:44, time: 1.378, data_time: 0.001, memory: 10397, loss_action_cls: 0.0506, recall@thr=0.5: 0.5743, prec@thr=0.5: 0.6553, recall@top3: 0.7121, prec@top3: 0.5834, recall@top5: 0.8801, prec@top5: 0.4399, loss: 0.0506, grad_norm: 0.4375 2021-04-16 23:25:30,339 - mmaction - INFO - Epoch [1][3200/4610] lr: 2.546e-02, eta: 16:31:17, time: 1.389, data_time: 0.002, memory: 10397, loss_action_cls: 0.0487, recall@thr=0.5: 0.5938, prec@thr=0.5: 0.6862, recall@top3: 0.7281, prec@top3: 0.5940, recall@top5: 0.8898, prec@top5: 0.4432, loss: 0.0487, grad_norm: 0.4261 2021-04-16 23:25:57,557 - mmaction - INFO - Epoch [1][3220/4610] lr: 2.558e-02, eta: 16:30:42, time: 1.361, data_time: 0.001, memory: 10397, loss_action_cls: 0.0548, recall@thr=0.5: 0.5684, prec@thr=0.5: 0.6526, recall@top3: 0.7041, prec@top3: 0.5663, recall@top5: 0.8640, prec@top5: 0.4281, loss: 0.0548, grad_norm: 0.5350 2021-04-16 23:26:24,764 - mmaction - INFO - Epoch [1][3240/4610] lr: 2.570e-02, eta: 16:30:08, time: 1.360, data_time: 0.001, memory: 10397, loss_action_cls: 0.0540, recall@thr=0.5: 0.5709, prec@thr=0.5: 0.6467, recall@top3: 0.6979, prec@top3: 0.5615, recall@top5: 0.8747, prec@top5: 0.4329, loss: 0.0540, grad_norm: 0.5423 2021-04-16 23:26:52,198 - mmaction - INFO - Epoch [1][3260/4610] lr: 2.581e-02, eta: 16:29:36, time: 1.372, data_time: 0.001, memory: 10397, loss_action_cls: 0.0539, recall@thr=0.5: 0.5785, prec@thr=0.5: 0.6603, recall@top3: 0.7015, prec@top3: 0.5732, recall@top5: 0.8785, prec@top5: 0.4413, loss: 0.0539, grad_norm: 0.5703 2021-04-16 23:27:19,648 - mmaction - INFO - Epoch [1][3280/4610] lr: 2.593e-02, eta: 16:29:05, time: 1.373, data_time: 0.001, memory: 10397, loss_action_cls: 0.0532, recall@thr=0.5: 0.5707, prec@thr=0.5: 0.6482, recall@top3: 0.7145, prec@top3: 0.5754, recall@top5: 0.8804, prec@top5: 0.4333, loss: 0.0532, grad_norm: 0.5635 2021-04-16 23:27:47,392 - mmaction - INFO - Epoch [1][3300/4610] lr: 2.604e-02, eta: 16:28:38, time: 1.387, data_time: 0.001, memory: 10397, loss_action_cls: 0.0558, recall@thr=0.5: 0.5554, prec@thr=0.5: 0.6360, recall@top3: 0.7023, prec@top3: 0.5701, recall@top5: 0.8713, prec@top5: 0.4334, loss: 0.0558, grad_norm: 0.5701 2021-04-16 23:28:15,092 - mmaction - INFO - Epoch [1][3320/4610] lr: 2.616e-02, eta: 16:28:09, time: 1.384, data_time: 0.001, memory: 10397, loss_action_cls: 0.0513, recall@thr=0.5: 0.5654, prec@thr=0.5: 0.6712, recall@top3: 0.7112, prec@top3: 0.5837, recall@top5: 0.8718, prec@top5: 0.4358, loss: 0.0513, grad_norm: 0.4289 2021-04-16 23:28:42,586 - mmaction - INFO - Epoch [1][3340/4610] lr: 2.628e-02, eta: 16:27:39, time: 1.376, data_time: 0.002, memory: 10397, loss_action_cls: 0.0521, recall@thr=0.5: 0.5618, prec@thr=0.5: 0.6567, recall@top3: 0.7156, prec@top3: 0.5783, recall@top5: 0.8773, prec@top5: 0.4337, loss: 0.0521, grad_norm: 0.4537 2021-04-16 23:29:09,703 - mmaction - INFO - Epoch [1][3360/4610] lr: 2.639e-02, eta: 16:27:04, time: 1.356, data_time: 0.001, memory: 10397, loss_action_cls: 0.0518, recall@thr=0.5: 0.5553, prec@thr=0.5: 0.6525, recall@top3: 0.7008, prec@top3: 0.5673, recall@top5: 0.8778, prec@top5: 0.4349, loss: 0.0518, grad_norm: 0.4329 2021-04-16 23:29:36,719 - mmaction - INFO - Epoch [1][3380/4610] lr: 2.651e-02, eta: 16:26:27, time: 1.349, data_time: 0.001, memory: 10397, loss_action_cls: 0.0497, recall@thr=0.5: 0.5798, prec@thr=0.5: 0.6793, recall@top3: 0.7291, prec@top3: 0.6069, recall@top5: 0.8849, prec@top5: 0.4503, loss: 0.0497, grad_norm: 0.4354 2021-04-16 23:30:04,045 - mmaction - INFO - Epoch [1][3400/4610] lr: 2.663e-02, eta: 16:25:54, time: 1.367, data_time: 0.003, memory: 10397, loss_action_cls: 0.0513, recall@thr=0.5: 0.5716, prec@thr=0.5: 0.6625, recall@top3: 0.7041, prec@top3: 0.5763, recall@top5: 0.8761, prec@top5: 0.4399, loss: 0.0513, grad_norm: 0.4303 2021-04-16 23:30:31,514 - mmaction - INFO - Epoch [1][3420/4610] lr: 2.674e-02, eta: 16:25:24, time: 1.373, data_time: 0.002, memory: 10397, loss_action_cls: 0.0539, recall@thr=0.5: 0.5631, prec@thr=0.5: 0.6434, recall@top3: 0.7049, prec@top3: 0.5757, recall@top5: 0.8652, prec@top5: 0.4318, loss: 0.0539, grad_norm: 0.4509 2021-04-16 23:30:59,097 - mmaction - INFO - Epoch [1][3440/4610] lr: 2.686e-02, eta: 16:24:55, time: 1.380, data_time: 0.002, memory: 10397, loss_action_cls: 0.0510, recall@thr=0.5: 0.5792, prec@thr=0.5: 0.6669, recall@top3: 0.7174, prec@top3: 0.5795, recall@top5: 0.8772, prec@top5: 0.4344, loss: 0.0510, grad_norm: 0.4723 2021-04-16 23:31:26,266 - mmaction - INFO - Epoch [1][3460/4610] lr: 2.697e-02, eta: 16:24:20, time: 1.357, data_time: 0.001, memory: 10397, loss_action_cls: 0.0495, recall@thr=0.5: 0.6040, prec@thr=0.5: 0.6957, recall@top3: 0.7371, prec@top3: 0.6009, recall@top5: 0.8797, prec@top5: 0.4396, loss: 0.0495, grad_norm: 0.4135 2021-04-16 23:31:53,295 - mmaction - INFO - Epoch [1][3480/4610] lr: 2.709e-02, eta: 16:23:44, time: 1.352, data_time: 0.002, memory: 10397, loss_action_cls: 0.0502, recall@thr=0.5: 0.5788, prec@thr=0.5: 0.6753, recall@top3: 0.7306, prec@top3: 0.5888, recall@top5: 0.8889, prec@top5: 0.4386, loss: 0.0502, grad_norm: 0.4094 2021-04-16 23:32:20,590 - mmaction - INFO - Epoch [1][3500/4610] lr: 2.721e-02, eta: 16:23:12, time: 1.365, data_time: 0.002, memory: 10397, loss_action_cls: 0.0508, recall@thr=0.5: 0.5834, prec@thr=0.5: 0.6764, recall@top3: 0.7265, prec@top3: 0.5995, recall@top5: 0.8780, prec@top5: 0.4450, loss: 0.0508, grad_norm: 0.4321 2021-04-16 23:32:47,749 - mmaction - INFO - Epoch [1][3520/4610] lr: 2.732e-02, eta: 16:22:38, time: 1.358, data_time: 0.001, memory: 10397, loss_action_cls: 0.0528, recall@thr=0.5: 0.5751, prec@thr=0.5: 0.6614, recall@top3: 0.7136, prec@top3: 0.5730, recall@top5: 0.8744, prec@top5: 0.4308, loss: 0.0528, grad_norm: 0.5070 2021-04-16 23:33:15,378 - mmaction - INFO - Epoch [1][3540/4610] lr: 2.744e-02, eta: 16:22:09, time: 1.381, data_time: 0.001, memory: 10397, loss_action_cls: 0.0511, recall@thr=0.5: 0.5916, prec@thr=0.5: 0.6625, recall@top3: 0.7169, prec@top3: 0.5859, recall@top5: 0.8830, prec@top5: 0.4446, loss: 0.0511, grad_norm: 0.4265 2021-04-16 23:33:42,488 - mmaction - INFO - Epoch [1][3560/4610] lr: 2.755e-02, eta: 16:21:35, time: 1.356, data_time: 0.001, memory: 10397, loss_action_cls: 0.0540, recall@thr=0.5: 0.5627, prec@thr=0.5: 0.6407, recall@top3: 0.7129, prec@top3: 0.5747, recall@top5: 0.8678, prec@top5: 0.4293, loss: 0.0540, grad_norm: 0.4899 2021-04-16 23:34:09,777 - mmaction - INFO - Epoch [1][3580/4610] lr: 2.767e-02, eta: 16:21:02, time: 1.363, data_time: 0.001, memory: 10397, loss_action_cls: 0.0516, recall@thr=0.5: 0.5485, prec@thr=0.5: 0.6422, recall@top3: 0.7254, prec@top3: 0.5785, recall@top5: 0.8775, prec@top5: 0.4290, loss: 0.0516, grad_norm: 0.4601 2021-04-16 23:34:37,127 - mmaction - INFO - Epoch [1][3600/4610] lr: 2.778e-02, eta: 16:20:30, time: 1.368, data_time: 0.002, memory: 10397, loss_action_cls: 0.0559, recall@thr=0.5: 0.5669, prec@thr=0.5: 0.6408, recall@top3: 0.6906, prec@top3: 0.5669, recall@top5: 0.8637, prec@top5: 0.4340, loss: 0.0559, grad_norm: 0.5391 2021-04-16 23:35:05,021 - mmaction - INFO - Epoch [1][3620/4610] lr: 2.790e-02, eta: 16:20:05, time: 1.396, data_time: 0.002, memory: 10397, loss_action_cls: 0.0520, recall@thr=0.5: 0.5646, prec@thr=0.5: 0.6659, recall@top3: 0.7154, prec@top3: 0.5789, recall@top5: 0.8733, prec@top5: 0.4351, loss: 0.0520, grad_norm: 0.4316 2021-04-16 23:35:32,189 - mmaction - INFO - Epoch [1][3640/4610] lr: 2.802e-02, eta: 16:19:31, time: 1.358, data_time: 0.001, memory: 10397, loss_action_cls: 0.0525, recall@thr=0.5: 0.5415, prec@thr=0.5: 0.6358, recall@top3: 0.7101, prec@top3: 0.5753, recall@top5: 0.8831, prec@top5: 0.4371, loss: 0.0525, grad_norm: 0.4970 2021-04-16 23:35:59,701 - mmaction - INFO - Epoch [1][3660/4610] lr: 2.813e-02, eta: 16:19:02, time: 1.375, data_time: 0.001, memory: 10397, loss_action_cls: 0.0507, recall@thr=0.5: 0.5888, prec@thr=0.5: 0.6876, recall@top3: 0.7264, prec@top3: 0.5998, recall@top5: 0.8752, prec@top5: 0.4439, loss: 0.0507, grad_norm: 0.4091 2021-04-16 23:36:27,050 - mmaction - INFO - Epoch [1][3680/4610] lr: 2.825e-02, eta: 16:18:30, time: 1.368, data_time: 0.001, memory: 10397, loss_action_cls: 0.0499, recall@thr=0.5: 0.5885, prec@thr=0.5: 0.6879, recall@top3: 0.7345, prec@top3: 0.5985, recall@top5: 0.8785, prec@top5: 0.4412, loss: 0.0499, grad_norm: 0.3814 2021-04-16 23:36:53,815 - mmaction - INFO - Epoch [1][3700/4610] lr: 2.836e-02, eta: 16:17:52, time: 1.338, data_time: 0.001, memory: 10397, loss_action_cls: 0.0529, recall@thr=0.5: 0.5553, prec@thr=0.5: 0.6575, recall@top3: 0.7038, prec@top3: 0.5806, recall@top5: 0.8705, prec@top5: 0.4401, loss: 0.0529, grad_norm: 0.4844 2021-04-16 23:37:20,921 - mmaction - INFO - Epoch [1][3720/4610] lr: 2.848e-02, eta: 16:17:18, time: 1.355, data_time: 0.001, memory: 10397, loss_action_cls: 0.0499, recall@thr=0.5: 0.5949, prec@thr=0.5: 0.6869, recall@top3: 0.7294, prec@top3: 0.6014, recall@top5: 0.8883, prec@top5: 0.4477, loss: 0.0499, grad_norm: 0.4301 2021-04-16 23:37:48,221 - mmaction - INFO - Epoch [1][3740/4610] lr: 2.859e-02, eta: 16:16:46, time: 1.364, data_time: 0.001, memory: 10397, loss_action_cls: 0.0506, recall@thr=0.5: 0.5918, prec@thr=0.5: 0.6779, recall@top3: 0.7376, prec@top3: 0.5950, recall@top5: 0.8948, prec@top5: 0.4430, loss: 0.0506, grad_norm: 0.4335 2021-04-16 23:38:15,898 - mmaction - INFO - Epoch [1][3760/4610] lr: 2.871e-02, eta: 16:16:18, time: 1.384, data_time: 0.002, memory: 10397, loss_action_cls: 0.0541, recall@thr=0.5: 0.5524, prec@thr=0.5: 0.6250, recall@top3: 0.6990, prec@top3: 0.5605, recall@top5: 0.8658, prec@top5: 0.4237, loss: 0.0541, grad_norm: 0.4410 2021-04-16 23:38:43,216 - mmaction - INFO - Epoch [1][3780/4610] lr: 2.882e-02, eta: 16:15:47, time: 1.366, data_time: 0.002, memory: 10397, loss_action_cls: 0.0491, recall@thr=0.5: 0.5938, prec@thr=0.5: 0.6665, recall@top3: 0.7403, prec@top3: 0.5979, recall@top5: 0.8898, prec@top5: 0.4406, loss: 0.0491, grad_norm: 0.4149 2021-04-16 23:39:10,681 - mmaction - INFO - Epoch [1][3800/4610] lr: 2.894e-02, eta: 16:15:17, time: 1.374, data_time: 0.002, memory: 10397, loss_action_cls: 0.0536, recall@thr=0.5: 0.5623, prec@thr=0.5: 0.6529, recall@top3: 0.7057, prec@top3: 0.5666, recall@top5: 0.8702, prec@top5: 0.4277, loss: 0.0536, grad_norm: 0.5064 2021-04-16 23:39:38,083 - mmaction - INFO - Epoch [1][3820/4610] lr: 2.905e-02, eta: 16:14:46, time: 1.370, data_time: 0.001, memory: 10397, loss_action_cls: 0.0508, recall@thr=0.5: 0.5885, prec@thr=0.5: 0.6691, recall@top3: 0.7175, prec@top3: 0.5857, recall@top5: 0.8785, prec@top5: 0.4391, loss: 0.0508, grad_norm: 0.4804 2021-04-16 23:40:05,214 - mmaction - INFO - Epoch [1][3840/4610] lr: 2.917e-02, eta: 16:14:13, time: 1.356, data_time: 0.001, memory: 10397, loss_action_cls: 0.0517, recall@thr=0.5: 0.5792, prec@thr=0.5: 0.6593, recall@top3: 0.7164, prec@top3: 0.5866, recall@top5: 0.8783, prec@top5: 0.4408, loss: 0.0517, grad_norm: 0.4473 2021-04-16 23:40:32,502 - mmaction - INFO - Epoch [1][3860/4610] lr: 2.928e-02, eta: 16:13:41, time: 1.364, data_time: 0.001, memory: 10397, loss_action_cls: 0.0525, recall@thr=0.5: 0.5635, prec@thr=0.5: 0.6735, recall@top3: 0.7131, prec@top3: 0.5715, recall@top5: 0.8709, prec@top5: 0.4282, loss: 0.0525, grad_norm: 0.4996 2021-04-16 23:41:00,082 - mmaction - INFO - Epoch [1][3880/4610] lr: 2.940e-02, eta: 16:13:12, time: 1.376, data_time: 0.001, memory: 10397, loss_action_cls: 0.0529, recall@thr=0.5: 0.5621, prec@thr=0.5: 0.6460, recall@top3: 0.7107, prec@top3: 0.5696, recall@top5: 0.8781, prec@top5: 0.4301, loss: 0.0529, grad_norm: 0.5043 2021-04-16 23:41:27,336 - mmaction - INFO - Epoch [1][3900/4610] lr: 2.951e-02, eta: 16:12:40, time: 1.366, data_time: 0.004, memory: 10397, loss_action_cls: 0.0507, recall@thr=0.5: 0.5861, prec@thr=0.5: 0.6759, recall@top3: 0.7371, prec@top3: 0.6029, recall@top5: 0.8901, prec@top5: 0.4474, loss: 0.0507, grad_norm: 0.4138 2021-04-16 23:41:54,717 - mmaction - INFO - Epoch [1][3920/4610] lr: 2.962e-02, eta: 16:12:10, time: 1.369, data_time: 0.001, memory: 10397, loss_action_cls: 0.0516, recall@thr=0.5: 0.5832, prec@thr=0.5: 0.6602, recall@top3: 0.7259, prec@top3: 0.6086, recall@top5: 0.8777, prec@top5: 0.4497, loss: 0.0516, grad_norm: 0.3786 2021-04-16 23:42:22,263 - mmaction - INFO - Epoch [1][3940/4610] lr: 2.974e-02, eta: 16:11:41, time: 1.377, data_time: 0.001, memory: 10397, loss_action_cls: 0.0507, recall@thr=0.5: 0.5841, prec@thr=0.5: 0.6600, recall@top3: 0.7283, prec@top3: 0.6006, recall@top5: 0.8775, prec@top5: 0.4426, loss: 0.0507, grad_norm: 0.4151 2021-04-16 23:42:49,683 - mmaction - INFO - Epoch [1][3960/4610] lr: 2.985e-02, eta: 16:11:11, time: 1.371, data_time: 0.001, memory: 10397, loss_action_cls: 0.0494, recall@thr=0.5: 0.6002, prec@thr=0.5: 0.6883, recall@top3: 0.7329, prec@top3: 0.6146, recall@top5: 0.8888, prec@top5: 0.4555, loss: 0.0494, grad_norm: 0.3865 2021-04-16 23:43:16,483 - mmaction - INFO - Epoch [1][3980/4610] lr: 2.997e-02, eta: 16:10:34, time: 1.340, data_time: 0.001, memory: 10397, loss_action_cls: 0.0528, recall@thr=0.5: 0.5633, prec@thr=0.5: 0.6489, recall@top3: 0.7061, prec@top3: 0.5664, recall@top5: 0.8605, prec@top5: 0.4216, loss: 0.0528, grad_norm: 0.4572 2021-04-16 23:43:44,172 - mmaction - INFO - Epoch [1][4000/4610] lr: 3.008e-02, eta: 16:10:06, time: 1.384, data_time: 0.001, memory: 10397, loss_action_cls: 0.0492, recall@thr=0.5: 0.6072, prec@thr=0.5: 0.6848, recall@top3: 0.7324, prec@top3: 0.5997, recall@top5: 0.8950, prec@top5: 0.4491, loss: 0.0492, grad_norm: 0.4456 2021-04-16 23:44:11,230 - mmaction - INFO - Epoch [1][4020/4610] lr: 3.020e-02, eta: 16:09:33, time: 1.354, data_time: 0.002, memory: 10397, loss_action_cls: 0.0516, recall@thr=0.5: 0.5626, prec@thr=0.5: 0.6637, recall@top3: 0.7102, prec@top3: 0.5796, recall@top5: 0.8704, prec@top5: 0.4339, loss: 0.0516, grad_norm: 0.4247 2021-04-16 23:44:38,355 - mmaction - INFO - Epoch [1][4040/4610] lr: 3.031e-02, eta: 16:09:00, time: 1.356, data_time: 0.001, memory: 10397, loss_action_cls: 0.0483, recall@thr=0.5: 0.6010, prec@thr=0.5: 0.6957, recall@top3: 0.7362, prec@top3: 0.5910, recall@top5: 0.8879, prec@top5: 0.4369, loss: 0.0483, grad_norm: 0.3834 2021-04-16 23:45:05,413 - mmaction - INFO - Epoch [1][4060/4610] lr: 3.042e-02, eta: 16:08:26, time: 1.352, data_time: 0.001, memory: 10397, loss_action_cls: 0.0497, recall@thr=0.5: 0.6092, prec@thr=0.5: 0.6911, recall@top3: 0.7348, prec@top3: 0.6061, recall@top5: 0.8914, prec@top5: 0.4505, loss: 0.0497, grad_norm: 0.4337 2021-04-16 23:45:32,909 - mmaction - INFO - Epoch [1][4080/4610] lr: 3.054e-02, eta: 16:07:57, time: 1.376, data_time: 0.002, memory: 10397, loss_action_cls: 0.0530, recall@thr=0.5: 0.5746, prec@thr=0.5: 0.6535, recall@top3: 0.7100, prec@top3: 0.5884, recall@top5: 0.8741, prec@top5: 0.4442, loss: 0.0530, grad_norm: 0.3849 2021-04-16 23:46:00,506 - mmaction - INFO - Epoch [1][4100/4610] lr: 3.065e-02, eta: 16:07:28, time: 1.379, data_time: 0.001, memory: 10397, loss_action_cls: 0.0505, recall@thr=0.5: 0.5675, prec@thr=0.5: 0.6706, recall@top3: 0.7187, prec@top3: 0.5939, recall@top5: 0.8810, prec@top5: 0.4430, loss: 0.0505, grad_norm: 0.3953 2021-04-16 23:46:27,872 - mmaction - INFO - Epoch [1][4120/4610] lr: 3.077e-02, eta: 16:06:58, time: 1.368, data_time: 0.002, memory: 10397, loss_action_cls: 0.0513, recall@thr=0.5: 0.6021, prec@thr=0.5: 0.6774, recall@top3: 0.7295, prec@top3: 0.6028, recall@top5: 0.8797, prec@top5: 0.4463, loss: 0.0513, grad_norm: 0.4279 2021-04-16 23:46:55,146 - mmaction - INFO - Epoch [1][4140/4610] lr: 3.088e-02, eta: 16:06:27, time: 1.365, data_time: 0.002, memory: 10397, loss_action_cls: 0.0532, recall@thr=0.5: 0.5886, prec@thr=0.5: 0.6746, recall@top3: 0.7127, prec@top3: 0.5825, recall@top5: 0.8724, prec@top5: 0.4381, loss: 0.0532, grad_norm: 0.4981 2021-04-16 23:47:22,595 - mmaction - INFO - Epoch [1][4160/4610] lr: 3.099e-02, eta: 16:05:57, time: 1.373, data_time: 0.001, memory: 10397, loss_action_cls: 0.0499, recall@thr=0.5: 0.5872, prec@thr=0.5: 0.6779, recall@top3: 0.7295, prec@top3: 0.6006, recall@top5: 0.8881, prec@top5: 0.4442, loss: 0.0499, grad_norm: 0.4185 2021-04-16 23:47:50,443 - mmaction - INFO - Epoch [1][4180/4610] lr: 3.111e-02, eta: 16:05:32, time: 1.392, data_time: 0.001, memory: 10397, loss_action_cls: 0.0492, recall@thr=0.5: 0.5921, prec@thr=0.5: 0.6696, recall@top3: 0.7292, prec@top3: 0.5891, recall@top5: 0.8819, prec@top5: 0.4335, loss: 0.0492, grad_norm: 0.3954 2021-04-16 23:48:17,999 - mmaction - INFO - Epoch [1][4200/4610] lr: 3.122e-02, eta: 16:05:03, time: 1.376, data_time: 0.001, memory: 10397, loss_action_cls: 0.0491, recall@thr=0.5: 0.5994, prec@thr=0.5: 0.6864, recall@top3: 0.7342, prec@top3: 0.5970, recall@top5: 0.8868, prec@top5: 0.4410, loss: 0.0491, grad_norm: 0.3901 2021-04-16 23:48:45,299 - mmaction - INFO - Epoch [1][4220/4610] lr: 3.133e-02, eta: 16:04:32, time: 1.366, data_time: 0.002, memory: 10397, loss_action_cls: 0.0504, recall@thr=0.5: 0.5775, prec@thr=0.5: 0.6612, recall@top3: 0.7277, prec@top3: 0.5877, recall@top5: 0.8909, prec@top5: 0.4378, loss: 0.0504, grad_norm: 0.4473 2021-04-16 23:49:12,519 - mmaction - INFO - Epoch [1][4240/4610] lr: 3.145e-02, eta: 16:04:00, time: 1.361, data_time: 0.001, memory: 10397, loss_action_cls: 0.0512, recall@thr=0.5: 0.5914, prec@thr=0.5: 0.6682, recall@top3: 0.7331, prec@top3: 0.5923, recall@top5: 0.8827, prec@top5: 0.4378, loss: 0.0512, grad_norm: 0.4359 2021-04-16 23:49:39,505 - mmaction - INFO - Epoch [1][4260/4610] lr: 3.156e-02, eta: 16:03:26, time: 1.349, data_time: 0.001, memory: 10397, loss_action_cls: 0.0495, recall@thr=0.5: 0.5788, prec@thr=0.5: 0.6550, recall@top3: 0.7328, prec@top3: 0.5823, recall@top5: 0.8770, prec@top5: 0.4287, loss: 0.0495, grad_norm: 0.3676 2021-04-16 23:50:06,571 - mmaction - INFO - Epoch [1][4280/4610] lr: 3.167e-02, eta: 16:02:53, time: 1.353, data_time: 0.001, memory: 10397, loss_action_cls: 0.0483, recall@thr=0.5: 0.5967, prec@thr=0.5: 0.6990, recall@top3: 0.7499, prec@top3: 0.5955, recall@top5: 0.8938, prec@top5: 0.4358, loss: 0.0483, grad_norm: 0.4132 2021-04-16 23:50:34,821 - mmaction - INFO - Epoch [1][4300/4610] lr: 3.179e-02, eta: 16:02:31, time: 1.411, data_time: 0.001, memory: 10397, loss_action_cls: 0.0522, recall@thr=0.5: 0.5898, prec@thr=0.5: 0.6569, recall@top3: 0.7189, prec@top3: 0.5935, recall@top5: 0.8829, prec@top5: 0.4418, loss: 0.0522, grad_norm: 0.4317 2021-04-16 23:51:02,142 - mmaction - INFO - Epoch [1][4320/4610] lr: 3.190e-02, eta: 16:02:01, time: 1.368, data_time: 0.002, memory: 10397, loss_action_cls: 0.0500, recall@thr=0.5: 0.5893, prec@thr=0.5: 0.6837, recall@top3: 0.7324, prec@top3: 0.6070, recall@top5: 0.8918, prec@top5: 0.4515, loss: 0.0500, grad_norm: 0.3784 2021-04-16 23:51:29,800 - mmaction - INFO - Epoch [1][4340/4610] lr: 3.201e-02, eta: 16:01:34, time: 1.383, data_time: 0.027, memory: 10397, loss_action_cls: 0.0491, recall@thr=0.5: 0.5891, prec@thr=0.5: 0.6732, recall@top3: 0.7307, prec@top3: 0.5957, recall@top5: 0.8885, prec@top5: 0.4424, loss: 0.0491, grad_norm: 0.4222 2021-04-16 23:51:57,463 - mmaction - INFO - Epoch [1][4360/4610] lr: 3.212e-02, eta: 16:01:06, time: 1.382, data_time: 0.001, memory: 10397, loss_action_cls: 0.0484, recall@thr=0.5: 0.6317, prec@thr=0.5: 0.6962, recall@top3: 0.7453, prec@top3: 0.6009, recall@top5: 0.9005, prec@top5: 0.4454, loss: 0.0484, grad_norm: 0.3891 2021-04-16 23:52:25,362 - mmaction - INFO - Epoch [1][4380/4610] lr: 3.224e-02, eta: 16:00:41, time: 1.395, data_time: 0.002, memory: 10397, loss_action_cls: 0.0501, recall@thr=0.5: 0.5890, prec@thr=0.5: 0.6772, recall@top3: 0.7205, prec@top3: 0.5896, recall@top5: 0.8786, prec@top5: 0.4396, loss: 0.0501, grad_norm: 0.3833 2021-04-16 23:52:52,925 - mmaction - INFO - Epoch [1][4400/4610] lr: 3.235e-02, eta: 16:00:13, time: 1.379, data_time: 0.002, memory: 10397, loss_action_cls: 0.0524, recall@thr=0.5: 0.5951, prec@thr=0.5: 0.6764, recall@top3: 0.7159, prec@top3: 0.5991, recall@top5: 0.8692, prec@top5: 0.4455, loss: 0.0524, grad_norm: 0.4066 2021-04-16 23:53:19,944 - mmaction - INFO - Epoch [1][4420/4610] lr: 3.246e-02, eta: 15:59:39, time: 1.351, data_time: 0.001, memory: 10397, loss_action_cls: 0.0489, recall@thr=0.5: 0.5855, prec@thr=0.5: 0.6828, recall@top3: 0.7281, prec@top3: 0.5945, recall@top5: 0.8814, prec@top5: 0.4388, loss: 0.0489, grad_norm: 0.3918 2021-04-16 23:53:46,932 - mmaction - INFO - Epoch [1][4440/4610] lr: 3.258e-02, eta: 15:59:06, time: 1.349, data_time: 0.001, memory: 10397, loss_action_cls: 0.0514, recall@thr=0.5: 0.5704, prec@thr=0.5: 0.6729, recall@top3: 0.7150, prec@top3: 0.5685, recall@top5: 0.8646, prec@top5: 0.4215, loss: 0.0514, grad_norm: 0.4489 2021-04-16 23:54:14,228 - mmaction - INFO - Epoch [1][4460/4610] lr: 3.269e-02, eta: 15:58:35, time: 1.365, data_time: 0.002, memory: 10397, loss_action_cls: 0.0518, recall@thr=0.5: 0.5684, prec@thr=0.5: 0.6726, recall@top3: 0.7107, prec@top3: 0.5731, recall@top5: 0.8753, prec@top5: 0.4322, loss: 0.0518, grad_norm: 0.4315 2021-04-16 23:54:41,536 - mmaction - INFO - Epoch [1][4480/4610] lr: 3.280e-02, eta: 15:58:04, time: 1.365, data_time: 0.001, memory: 10397, loss_action_cls: 0.0503, recall@thr=0.5: 0.5903, prec@thr=0.5: 0.6670, recall@top3: 0.7165, prec@top3: 0.5921, recall@top5: 0.8818, prec@top5: 0.4444, loss: 0.0503, grad_norm: 0.4289 2021-04-16 23:55:08,968 - mmaction - INFO - Epoch [1][4500/4610] lr: 3.291e-02, eta: 15:57:35, time: 1.372, data_time: 0.002, memory: 10397, loss_action_cls: 0.0510, recall@thr=0.5: 0.5935, prec@thr=0.5: 0.6640, recall@top3: 0.7211, prec@top3: 0.5912, recall@top5: 0.8835, prec@top5: 0.4427, loss: 0.0510, grad_norm: 0.4427 2021-04-16 23:55:36,373 - mmaction - INFO - Epoch [1][4520/4610] lr: 3.302e-02, eta: 15:57:05, time: 1.371, data_time: 0.002, memory: 10397, loss_action_cls: 0.0508, recall@thr=0.5: 0.5968, prec@thr=0.5: 0.6660, recall@top3: 0.7194, prec@top3: 0.5936, recall@top5: 0.8869, prec@top5: 0.4479, loss: 0.0508, grad_norm: 0.4262 2021-04-16 23:56:03,774 - mmaction - INFO - Epoch [1][4540/4610] lr: 3.314e-02, eta: 15:56:36, time: 1.370, data_time: 0.001, memory: 10397, loss_action_cls: 0.0522, recall@thr=0.5: 0.5706, prec@thr=0.5: 0.6598, recall@top3: 0.7145, prec@top3: 0.5738, recall@top5: 0.8777, prec@top5: 0.4312, loss: 0.0522, grad_norm: 0.4374 2021-04-16 23:56:31,211 - mmaction - INFO - Epoch [1][4560/4610] lr: 3.325e-02, eta: 15:56:07, time: 1.372, data_time: 0.001, memory: 10397, loss_action_cls: 0.0506, recall@thr=0.5: 0.5804, prec@thr=0.5: 0.6643, recall@top3: 0.7286, prec@top3: 0.5773, recall@top5: 0.8847, prec@top5: 0.4342, loss: 0.0506, grad_norm: 0.4426 2021-04-16 23:56:58,789 - mmaction - INFO - Epoch [1][4580/4610] lr: 3.336e-02, eta: 15:55:38, time: 1.378, data_time: 0.001, memory: 10397, loss_action_cls: 0.0508, recall@thr=0.5: 0.5818, prec@thr=0.5: 0.6655, recall@top3: 0.7138, prec@top3: 0.5865, recall@top5: 0.8722, prec@top5: 0.4368, loss: 0.0508, grad_norm: 0.4177 2021-04-16 23:57:26,035 - mmaction - INFO - Epoch [1][4600/4610] lr: 3.347e-02, eta: 15:55:07, time: 1.362, data_time: 0.002, memory: 10397, loss_action_cls: 0.0503, recall@thr=0.5: 0.5788, prec@thr=0.5: 0.6885, recall@top3: 0.7324, prec@top3: 0.5832, recall@top5: 0.8811, prec@top5: 0.4311, loss: 0.0503, grad_norm: 0.3841 2021-04-16 23:57:56,381 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-04-17 00:22:26,654 - mmaction - INFO - Evaluating mAP ... 2021-04-17 00:28:31,409 - mmaction - INFO - mAP@0.5IOU 0.2250 2021-04-17 00:28:33,935 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_1.pth. 2021-04-17 00:28:33,936 - mmaction - INFO - Best mAP@0.5IOU is 0.2250 at 1 epoch. 2021-04-17 00:28:35,104 - mmaction - INFO - Epoch(val) [1][4610] mAP@0.5IOU: 0.2250 2021-04-17 00:29:43,658 - mmaction - INFO - Epoch [2][20/4610] lr: 3.364e-02, eta: 15:58:29, time: 3.426, data_time: 2.076, memory: 10397, loss_action_cls: 0.0503, recall@thr=0.5: 0.6128, prec@thr=0.5: 0.6898, recall@top3: 0.7263, prec@top3: 0.6074, recall@top5: 0.8878, prec@top5: 0.4551, loss: 0.0503, grad_norm: 0.4148 2021-04-17 00:30:10,580 - mmaction - INFO - Epoch [2][40/4610] lr: 3.375e-02, eta: 15:57:53, time: 1.345, data_time: 0.002, memory: 10397, loss_action_cls: 0.0504, recall@thr=0.5: 0.5825, prec@thr=0.5: 0.6596, recall@top3: 0.7246, prec@top3: 0.5845, recall@top5: 0.8802, prec@top5: 0.4334, loss: 0.0504, grad_norm: 0.4140 2021-04-17 00:30:37,759 - mmaction - INFO - Epoch [2][60/4610] lr: 3.386e-02, eta: 15:57:21, time: 1.360, data_time: 0.002, memory: 10397, loss_action_cls: 0.0479, recall@thr=0.5: 0.6045, prec@thr=0.5: 0.6856, recall@top3: 0.7370, prec@top3: 0.6045, recall@top5: 0.8974, prec@top5: 0.4507, loss: 0.0479, grad_norm: 0.3823 2021-04-17 00:31:04,912 - mmaction - INFO - Epoch [2][80/4610] lr: 3.397e-02, eta: 15:56:48, time: 1.358, data_time: 0.001, memory: 10397, loss_action_cls: 0.0500, recall@thr=0.5: 0.6051, prec@thr=0.5: 0.6898, recall@top3: 0.7289, prec@top3: 0.5893, recall@top5: 0.8753, prec@top5: 0.4346, loss: 0.0500, grad_norm: 0.4210 2021-04-17 00:31:31,818 - mmaction - INFO - Epoch [2][100/4610] lr: 3.409e-02, eta: 15:56:13, time: 1.346, data_time: 0.001, memory: 10397, loss_action_cls: 0.0488, recall@thr=0.5: 0.5820, prec@thr=0.5: 0.6778, recall@top3: 0.7301, prec@top3: 0.5844, recall@top5: 0.8823, prec@top5: 0.4331, loss: 0.0488, grad_norm: 0.3648 2021-04-17 00:31:58,984 - mmaction - INFO - Epoch [2][120/4610] lr: 3.420e-02, eta: 15:55:40, time: 1.357, data_time: 0.001, memory: 10397, loss_action_cls: 0.0492, recall@thr=0.5: 0.5889, prec@thr=0.5: 0.6710, recall@top3: 0.7294, prec@top3: 0.5949, recall@top5: 0.8957, prec@top5: 0.4454, loss: 0.0492, grad_norm: 0.4045 2021-04-17 00:32:25,997 - mmaction - INFO - Epoch [2][140/4610] lr: 3.431e-02, eta: 15:55:07, time: 1.352, data_time: 0.002, memory: 10397, loss_action_cls: 0.0505, recall@thr=0.5: 0.5920, prec@thr=0.5: 0.6786, recall@top3: 0.7219, prec@top3: 0.5838, recall@top5: 0.8888, prec@top5: 0.4403, loss: 0.0505, grad_norm: 0.4506 2021-04-17 00:32:53,468 - mmaction - INFO - Epoch [2][160/4610] lr: 3.442e-02, eta: 15:54:37, time: 1.372, data_time: 0.001, memory: 10397, loss_action_cls: 0.0494, recall@thr=0.5: 0.6081, prec@thr=0.5: 0.6859, recall@top3: 0.7285, prec@top3: 0.6038, recall@top5: 0.8854, prec@top5: 0.4492, loss: 0.0494, grad_norm: 0.3946 2021-04-17 00:33:20,962 - mmaction - INFO - Epoch [2][180/4610] lr: 3.453e-02, eta: 15:54:07, time: 1.376, data_time: 0.002, memory: 10397, loss_action_cls: 0.0475, recall@thr=0.5: 0.6080, prec@thr=0.5: 0.6875, recall@top3: 0.7427, prec@top3: 0.5886, recall@top5: 0.8943, prec@top5: 0.4359, loss: 0.0475, grad_norm: 0.3884 2021-04-17 00:33:47,926 - mmaction - INFO - Epoch [2][200/4610] lr: 3.464e-02, eta: 15:53:33, time: 1.347, data_time: 0.001, memory: 10397, loss_action_cls: 0.0492, recall@thr=0.5: 0.5981, prec@thr=0.5: 0.6733, recall@top3: 0.7326, prec@top3: 0.5885, recall@top5: 0.8865, prec@top5: 0.4376, loss: 0.0492, grad_norm: 0.3953 2021-04-17 00:34:15,355 - mmaction - INFO - Epoch [2][220/4610] lr: 3.475e-02, eta: 15:53:03, time: 1.373, data_time: 0.002, memory: 10397, loss_action_cls: 0.0500, recall@thr=0.5: 0.5729, prec@thr=0.5: 0.6686, recall@top3: 0.7220, prec@top3: 0.5842, recall@top5: 0.8901, prec@top5: 0.4397, loss: 0.0500, grad_norm: 0.4309 2021-04-17 00:34:42,873 - mmaction - INFO - Epoch [2][240/4610] lr: 3.486e-02, eta: 15:52:34, time: 1.375, data_time: 0.001, memory: 10397, loss_action_cls: 0.0484, recall@thr=0.5: 0.6115, prec@thr=0.5: 0.7066, recall@top3: 0.7464, prec@top3: 0.6102, recall@top5: 0.8857, prec@top5: 0.4442, loss: 0.0484, grad_norm: 0.3877 2021-04-17 00:35:10,272 - mmaction - INFO - Epoch [2][260/4610] lr: 3.497e-02, eta: 15:52:03, time: 1.369, data_time: 0.001, memory: 10397, loss_action_cls: 0.0494, recall@thr=0.5: 0.6096, prec@thr=0.5: 0.6890, recall@top3: 0.7352, prec@top3: 0.6069, recall@top5: 0.8897, prec@top5: 0.4478, loss: 0.0494, grad_norm: 0.4515 2021-04-17 00:35:37,580 - mmaction - INFO - Epoch [2][280/4610] lr: 3.509e-02, eta: 15:51:32, time: 1.366, data_time: 0.002, memory: 10397, loss_action_cls: 0.0496, recall@thr=0.5: 0.5883, prec@thr=0.5: 0.6805, recall@top3: 0.7357, prec@top3: 0.5893, recall@top5: 0.8847, prec@top5: 0.4335, loss: 0.0496, grad_norm: 0.3898 2021-04-17 00:36:05,100 - mmaction - INFO - Epoch [2][300/4610] lr: 3.520e-02, eta: 15:51:03, time: 1.375, data_time: 0.001, memory: 10397, loss_action_cls: 0.0497, recall@thr=0.5: 0.6013, prec@thr=0.5: 0.6912, recall@top3: 0.7342, prec@top3: 0.6031, recall@top5: 0.8967, prec@top5: 0.4518, loss: 0.0497, grad_norm: 0.3867 2021-04-17 00:36:32,631 - mmaction - INFO - Epoch [2][320/4610] lr: 3.531e-02, eta: 15:50:34, time: 1.377, data_time: 0.002, memory: 10397, loss_action_cls: 0.0508, recall@thr=0.5: 0.6024, prec@thr=0.5: 0.6804, recall@top3: 0.7167, prec@top3: 0.5952, recall@top5: 0.8804, prec@top5: 0.4488, loss: 0.0508, grad_norm: 0.4192 2021-04-17 00:37:00,089 - mmaction - INFO - Epoch [2][340/4610] lr: 3.542e-02, eta: 15:50:04, time: 1.374, data_time: 0.002, memory: 10397, loss_action_cls: 0.0487, recall@thr=0.5: 0.6034, prec@thr=0.5: 0.6943, recall@top3: 0.7445, prec@top3: 0.6086, recall@top5: 0.8928, prec@top5: 0.4481, loss: 0.0487, grad_norm: 0.4069 2021-04-17 00:37:27,432 - mmaction - INFO - Epoch [2][360/4610] lr: 3.553e-02, eta: 15:49:33, time: 1.367, data_time: 0.001, memory: 10397, loss_action_cls: 0.0518, recall@thr=0.5: 0.5947, prec@thr=0.5: 0.6666, recall@top3: 0.7222, prec@top3: 0.5911, recall@top5: 0.8740, prec@top5: 0.4406, loss: 0.0518, grad_norm: 0.4039 2021-04-17 00:37:54,511 - mmaction - INFO - Epoch [2][380/4610] lr: 3.564e-02, eta: 15:49:00, time: 1.354, data_time: 0.001, memory: 10397, loss_action_cls: 0.0497, recall@thr=0.5: 0.5880, prec@thr=0.5: 0.6845, recall@top3: 0.7338, prec@top3: 0.5801, recall@top5: 0.8780, prec@top5: 0.4249, loss: 0.0497, grad_norm: 0.3966 2021-04-17 00:38:22,040 - mmaction - INFO - Epoch [2][400/4610] lr: 3.575e-02, eta: 15:48:31, time: 1.376, data_time: 0.001, memory: 10397, loss_action_cls: 0.0494, recall@thr=0.5: 0.6077, prec@thr=0.5: 0.6800, recall@top3: 0.7340, prec@top3: 0.6021, recall@top5: 0.8854, prec@top5: 0.4441, loss: 0.0494, grad_norm: 0.3908 2021-04-17 00:38:49,547 - mmaction - INFO - Epoch [2][420/4610] lr: 3.586e-02, eta: 15:48:02, time: 1.376, data_time: 0.002, memory: 10397, loss_action_cls: 0.0489, recall@thr=0.5: 0.5986, prec@thr=0.5: 0.6859, recall@top3: 0.7382, prec@top3: 0.5963, recall@top5: 0.8857, prec@top5: 0.4391, loss: 0.0489, grad_norm: 0.3987 2021-04-17 00:39:17,004 - mmaction - INFO - Epoch [2][440/4610] lr: 3.597e-02, eta: 15:47:32, time: 1.371, data_time: 0.001, memory: 10397, loss_action_cls: 0.0497, recall@thr=0.5: 0.6021, prec@thr=0.5: 0.6796, recall@top3: 0.7243, prec@top3: 0.5956, recall@top5: 0.8900, prec@top5: 0.4467, loss: 0.0497, grad_norm: 0.3949 2021-04-17 00:39:44,506 - mmaction - INFO - Epoch [2][460/4610] lr: 3.608e-02, eta: 15:47:03, time: 1.376, data_time: 0.002, memory: 10397, loss_action_cls: 0.0496, recall@thr=0.5: 0.5837, prec@thr=0.5: 0.6706, recall@top3: 0.7250, prec@top3: 0.5925, recall@top5: 0.8837, prec@top5: 0.4406, loss: 0.0496, grad_norm: 0.3976 2021-04-17 00:40:11,757 - mmaction - INFO - Epoch [2][480/4610] lr: 3.619e-02, eta: 15:46:31, time: 1.361, data_time: 0.001, memory: 10397, loss_action_cls: 0.0493, recall@thr=0.5: 0.5938, prec@thr=0.5: 0.6526, recall@top3: 0.7253, prec@top3: 0.5838, recall@top5: 0.8920, prec@top5: 0.4394, loss: 0.0493, grad_norm: 0.3794 2021-04-17 00:40:39,298 - mmaction - INFO - Epoch [2][500/4610] lr: 3.630e-02, eta: 15:46:02, time: 1.376, data_time: 0.002, memory: 10397, loss_action_cls: 0.0502, recall@thr=0.5: 0.5849, prec@thr=0.5: 0.6721, recall@top3: 0.7265, prec@top3: 0.5981, recall@top5: 0.8764, prec@top5: 0.4425, loss: 0.0502, grad_norm: 0.3980 2021-04-17 00:41:06,459 - mmaction - INFO - Epoch [2][520/4610] lr: 3.641e-02, eta: 15:45:31, time: 1.360, data_time: 0.003, memory: 10397, loss_action_cls: 0.0533, recall@thr=0.5: 0.5645, prec@thr=0.5: 0.6322, recall@top3: 0.7046, prec@top3: 0.5566, recall@top5: 0.8649, prec@top5: 0.4224, loss: 0.0533, grad_norm: 0.4532 2021-04-17 00:41:34,283 - mmaction - INFO - Epoch [2][540/4610] lr: 3.652e-02, eta: 15:45:04, time: 1.391, data_time: 0.001, memory: 10397, loss_action_cls: 0.0486, recall@thr=0.5: 0.5961, prec@thr=0.5: 0.6977, recall@top3: 0.7311, prec@top3: 0.6064, recall@top5: 0.8905, prec@top5: 0.4522, loss: 0.0486, grad_norm: 0.3631 2021-04-17 00:42:01,767 - mmaction - INFO - Epoch [2][560/4610] lr: 3.663e-02, eta: 15:44:35, time: 1.375, data_time: 0.002, memory: 10397, loss_action_cls: 0.0477, recall@thr=0.5: 0.6119, prec@thr=0.5: 0.6917, recall@top3: 0.7436, prec@top3: 0.6080, recall@top5: 0.8994, prec@top5: 0.4510, loss: 0.0477, grad_norm: 0.3612 2021-04-17 00:42:29,123 - mmaction - INFO - Epoch [2][580/4610] lr: 3.673e-02, eta: 15:44:04, time: 1.368, data_time: 0.001, memory: 10397, loss_action_cls: 0.0503, recall@thr=0.5: 0.6075, prec@thr=0.5: 0.6903, recall@top3: 0.7283, prec@top3: 0.6079, recall@top5: 0.8767, prec@top5: 0.4471, loss: 0.0503, grad_norm: 0.3971 2021-04-17 00:42:56,825 - mmaction - INFO - Epoch [2][600/4610] lr: 3.684e-02, eta: 15:43:37, time: 1.385, data_time: 0.001, memory: 10397, loss_action_cls: 0.0488, recall@thr=0.5: 0.5873, prec@thr=0.5: 0.6748, recall@top3: 0.7248, prec@top3: 0.6007, recall@top5: 0.8746, prec@top5: 0.4415, loss: 0.0488, grad_norm: 0.3752 2021-04-17 00:43:24,314 - mmaction - INFO - Epoch [2][620/4610] lr: 3.695e-02, eta: 15:43:07, time: 1.374, data_time: 0.001, memory: 10397, loss_action_cls: 0.0492, recall@thr=0.5: 0.6111, prec@thr=0.5: 0.7001, recall@top3: 0.7304, prec@top3: 0.6061, recall@top5: 0.8865, prec@top5: 0.4469, loss: 0.0492, grad_norm: 0.3666 2021-04-17 00:43:51,457 - mmaction - INFO - Epoch [2][640/4610] lr: 3.706e-02, eta: 15:42:35, time: 1.357, data_time: 0.002, memory: 10397, loss_action_cls: 0.0504, recall@thr=0.5: 0.5950, prec@thr=0.5: 0.6744, recall@top3: 0.7263, prec@top3: 0.5820, recall@top5: 0.8779, prec@top5: 0.4319, loss: 0.0504, grad_norm: 0.4055 2021-04-17 00:44:18,459 - mmaction - INFO - Epoch [2][660/4610] lr: 3.717e-02, eta: 15:42:02, time: 1.351, data_time: 0.002, memory: 10397, loss_action_cls: 0.0515, recall@thr=0.5: 0.5784, prec@thr=0.5: 0.6830, recall@top3: 0.7217, prec@top3: 0.5940, recall@top5: 0.8791, prec@top5: 0.4425, loss: 0.0515, grad_norm: 0.4297 2021-04-17 00:44:46,037 - mmaction - INFO - Epoch [2][680/4610] lr: 3.728e-02, eta: 15:41:34, time: 1.378, data_time: 0.001, memory: 10397, loss_action_cls: 0.0493, recall@thr=0.5: 0.6074, prec@thr=0.5: 0.6704, recall@top3: 0.7371, prec@top3: 0.6018, recall@top5: 0.8914, prec@top5: 0.4451, loss: 0.0493, grad_norm: 0.4055 2021-04-17 00:45:13,362 - mmaction - INFO - Epoch [2][700/4610] lr: 3.739e-02, eta: 15:41:03, time: 1.366, data_time: 0.002, memory: 10397, loss_action_cls: 0.0514, recall@thr=0.5: 0.5736, prec@thr=0.5: 0.6666, recall@top3: 0.7225, prec@top3: 0.5768, recall@top5: 0.8854, prec@top5: 0.4341, loss: 0.0514, grad_norm: 0.4287 2021-04-17 00:45:41,055 - mmaction - INFO - Epoch [2][720/4610] lr: 3.750e-02, eta: 15:40:36, time: 1.385, data_time: 0.002, memory: 10397, loss_action_cls: 0.0529, recall@thr=0.5: 0.5889, prec@thr=0.5: 0.6692, recall@top3: 0.7217, prec@top3: 0.5866, recall@top5: 0.8702, prec@top5: 0.4344, loss: 0.0529, grad_norm: 0.4063 2021-04-17 00:46:08,342 - mmaction - INFO - Epoch [2][740/4610] lr: 3.761e-02, eta: 15:40:05, time: 1.365, data_time: 0.001, memory: 10397, loss_action_cls: 0.0486, recall@thr=0.5: 0.5923, prec@thr=0.5: 0.6758, recall@top3: 0.7408, prec@top3: 0.5861, recall@top5: 0.8888, prec@top5: 0.4311, loss: 0.0486, grad_norm: 0.3643 2021-04-17 00:46:35,604 - mmaction - INFO - Epoch [2][760/4610] lr: 3.771e-02, eta: 15:39:34, time: 1.363, data_time: 0.001, memory: 10397, loss_action_cls: 0.0492, recall@thr=0.5: 0.6052, prec@thr=0.5: 0.6918, recall@top3: 0.7262, prec@top3: 0.5982, recall@top5: 0.8822, prec@top5: 0.4445, loss: 0.0492, grad_norm: 0.3552 2021-04-17 00:47:02,992 - mmaction - INFO - Epoch [2][780/4610] lr: 3.782e-02, eta: 15:39:04, time: 1.368, data_time: 0.001, memory: 10397, loss_action_cls: 0.0476, recall@thr=0.5: 0.5993, prec@thr=0.5: 0.6931, recall@top3: 0.7376, prec@top3: 0.5994, recall@top5: 0.8883, prec@top5: 0.4430, loss: 0.0476, grad_norm: 0.3318 2021-04-17 00:47:30,547 - mmaction - INFO - Epoch [2][800/4610] lr: 3.793e-02, eta: 15:38:36, time: 1.378, data_time: 0.002, memory: 10397, loss_action_cls: 0.0474, recall@thr=0.5: 0.6022, prec@thr=0.5: 0.6938, recall@top3: 0.7362, prec@top3: 0.5894, recall@top5: 0.8969, prec@top5: 0.4399, loss: 0.0474, grad_norm: 0.3944 2021-04-17 00:47:57,778 - mmaction - INFO - Epoch [2][820/4610] lr: 3.804e-02, eta: 15:38:05, time: 1.362, data_time: 0.002, memory: 10397, loss_action_cls: 0.0494, recall@thr=0.5: 0.5918, prec@thr=0.5: 0.6774, recall@top3: 0.7300, prec@top3: 0.5983, recall@top5: 0.8885, prec@top5: 0.4465, loss: 0.0494, grad_norm: 0.4236 2021-04-17 00:48:24,904 - mmaction - INFO - Epoch [2][840/4610] lr: 3.815e-02, eta: 15:37:33, time: 1.357, data_time: 0.002, memory: 10397, loss_action_cls: 0.0487, recall@thr=0.5: 0.6094, prec@thr=0.5: 0.6762, recall@top3: 0.7400, prec@top3: 0.6127, recall@top5: 0.8816, prec@top5: 0.4484, loss: 0.0487, grad_norm: 0.3552 2021-04-17 00:48:52,423 - mmaction - INFO - Epoch [2][860/4610] lr: 3.826e-02, eta: 15:37:04, time: 1.376, data_time: 0.001, memory: 10397, loss_action_cls: 0.0469, recall@thr=0.5: 0.6063, prec@thr=0.5: 0.6934, recall@top3: 0.7525, prec@top3: 0.6059, recall@top5: 0.9051, prec@top5: 0.4477, loss: 0.0469, grad_norm: 0.3561 2021-04-17 00:49:19,331 - mmaction - INFO - Epoch [2][880/4610] lr: 3.836e-02, eta: 15:36:30, time: 1.345, data_time: 0.001, memory: 10397, loss_action_cls: 0.0472, recall@thr=0.5: 0.6123, prec@thr=0.5: 0.7032, recall@top3: 0.7530, prec@top3: 0.6072, recall@top5: 0.8949, prec@top5: 0.4424, loss: 0.0472, grad_norm: 0.3466 2021-04-17 00:49:46,569 - mmaction - INFO - Epoch [2][900/4610] lr: 3.847e-02, eta: 15:36:00, time: 1.362, data_time: 0.002, memory: 10397, loss_action_cls: 0.0491, recall@thr=0.5: 0.6044, prec@thr=0.5: 0.6860, recall@top3: 0.7332, prec@top3: 0.5937, recall@top5: 0.8854, prec@top5: 0.4405, loss: 0.0491, grad_norm: 0.4119 2021-04-17 00:50:14,036 - mmaction - INFO - Epoch [2][920/4610] lr: 3.858e-02, eta: 15:35:30, time: 1.372, data_time: 0.001, memory: 10397, loss_action_cls: 0.0523, recall@thr=0.5: 0.5928, prec@thr=0.5: 0.6707, recall@top3: 0.7150, prec@top3: 0.5868, recall@top5: 0.8739, prec@top5: 0.4401, loss: 0.0523, grad_norm: 0.4114 2021-04-17 00:50:41,140 - mmaction - INFO - Epoch [2][940/4610] lr: 3.869e-02, eta: 15:34:59, time: 1.357, data_time: 0.003, memory: 10397, loss_action_cls: 0.0496, recall@thr=0.5: 0.5836, prec@thr=0.5: 0.6753, recall@top3: 0.7192, prec@top3: 0.5817, recall@top5: 0.8741, prec@top5: 0.4326, loss: 0.0496, grad_norm: 0.3867 2021-04-17 00:51:08,488 - mmaction - INFO - Epoch [2][960/4610] lr: 3.879e-02, eta: 15:34:29, time: 1.367, data_time: 0.002, memory: 10397, loss_action_cls: 0.0501, recall@thr=0.5: 0.5937, prec@thr=0.5: 0.6752, recall@top3: 0.7369, prec@top3: 0.5964, recall@top5: 0.8860, prec@top5: 0.4410, loss: 0.0501, grad_norm: 0.3804 2021-04-17 00:51:35,772 - mmaction - INFO - Epoch [2][980/4610] lr: 3.890e-02, eta: 15:33:58, time: 1.365, data_time: 0.002, memory: 10397, loss_action_cls: 0.0475, recall@thr=0.5: 0.6219, prec@thr=0.5: 0.7006, recall@top3: 0.7409, prec@top3: 0.6221, recall@top5: 0.8941, prec@top5: 0.4577, loss: 0.0475, grad_norm: 0.3393 2021-04-17 00:52:03,223 - mmaction - INFO - Epoch [2][1000/4610] lr: 3.901e-02, eta: 15:33:29, time: 1.373, data_time: 0.001, memory: 10397, loss_action_cls: 0.0482, recall@thr=0.5: 0.6051, prec@thr=0.5: 0.6893, recall@top3: 0.7390, prec@top3: 0.6051, recall@top5: 0.8948, prec@top5: 0.4474, loss: 0.0482, grad_norm: 0.3658 2021-04-17 00:52:31,000 - mmaction - INFO - Epoch [2][1020/4610] lr: 3.912e-02, eta: 15:33:02, time: 1.389, data_time: 0.001, memory: 10397, loss_action_cls: 0.0492, recall@thr=0.5: 0.6182, prec@thr=0.5: 0.6988, recall@top3: 0.7438, prec@top3: 0.6054, recall@top5: 0.8892, prec@top5: 0.4451, loss: 0.0492, grad_norm: 0.3795 2021-04-17 00:52:58,569 - mmaction - INFO - Epoch [2][1040/4610] lr: 3.922e-02, eta: 15:32:34, time: 1.377, data_time: 0.001, memory: 10397, loss_action_cls: 0.0493, recall@thr=0.5: 0.6077, prec@thr=0.5: 0.6878, recall@top3: 0.7362, prec@top3: 0.5977, recall@top5: 0.8896, prec@top5: 0.4429, loss: 0.0493, grad_norm: 0.3853 2021-04-17 00:53:25,918 - mmaction - INFO - Epoch [2][1060/4610] lr: 3.933e-02, eta: 15:32:04, time: 1.369, data_time: 0.002, memory: 10397, loss_action_cls: 0.0507, recall@thr=0.5: 0.5801, prec@thr=0.5: 0.6866, recall@top3: 0.7190, prec@top3: 0.5956, recall@top5: 0.8839, prec@top5: 0.4458, loss: 0.0507, grad_norm: 0.4161 2021-04-17 00:53:53,533 - mmaction - INFO - Epoch [2][1080/4610] lr: 3.944e-02, eta: 15:31:36, time: 1.379, data_time: 0.023, memory: 10397, loss_action_cls: 0.0474, recall@thr=0.5: 0.6059, prec@thr=0.5: 0.6866, recall@top3: 0.7384, prec@top3: 0.5989, recall@top5: 0.8999, prec@top5: 0.4451, loss: 0.0474, grad_norm: 0.3715 2021-04-17 00:54:20,972 - mmaction - INFO - Epoch [2][1100/4610] lr: 3.954e-02, eta: 15:31:06, time: 1.372, data_time: 0.002, memory: 10397, loss_action_cls: 0.0492, recall@thr=0.5: 0.5977, prec@thr=0.5: 0.6866, recall@top3: 0.7333, prec@top3: 0.5955, recall@top5: 0.8812, prec@top5: 0.4383, loss: 0.0492, grad_norm: 0.3625 2021-04-17 00:54:48,113 - mmaction - INFO - Epoch [2][1120/4610] lr: 3.965e-02, eta: 15:30:35, time: 1.358, data_time: 0.002, memory: 10397, loss_action_cls: 0.0473, recall@thr=0.5: 0.6145, prec@thr=0.5: 0.7004, recall@top3: 0.7439, prec@top3: 0.6022, recall@top5: 0.8903, prec@top5: 0.4423, loss: 0.0473, grad_norm: 0.3353 2021-04-17 00:55:15,471 - mmaction - INFO - Epoch [2][1140/4610] lr: 3.976e-02, eta: 15:30:05, time: 1.368, data_time: 0.001, memory: 10397, loss_action_cls: 0.0496, recall@thr=0.5: 0.6136, prec@thr=0.5: 0.6888, recall@top3: 0.7345, prec@top3: 0.6047, recall@top5: 0.8843, prec@top5: 0.4439, loss: 0.0496, grad_norm: 0.3749 2021-04-17 00:55:42,508 - mmaction - INFO - Epoch [2][1160/4610] lr: 3.986e-02, eta: 15:29:33, time: 1.352, data_time: 0.001, memory: 10397, loss_action_cls: 0.0477, recall@thr=0.5: 0.6126, prec@thr=0.5: 0.6984, recall@top3: 0.7545, prec@top3: 0.6237, recall@top5: 0.8969, prec@top5: 0.4527, loss: 0.0477, grad_norm: 0.3482 2021-04-17 00:56:09,747 - mmaction - INFO - Epoch [2][1180/4610] lr: 3.997e-02, eta: 15:29:03, time: 1.361, data_time: 0.001, memory: 10397, loss_action_cls: 0.0476, recall@thr=0.5: 0.6128, prec@thr=0.5: 0.6999, recall@top3: 0.7506, prec@top3: 0.6173, recall@top5: 0.8967, prec@top5: 0.4535, loss: 0.0476, grad_norm: 0.3499 2021-04-17 00:56:37,280 - mmaction - INFO - Epoch [2][1200/4610] lr: 4.008e-02, eta: 15:28:34, time: 1.378, data_time: 0.002, memory: 10397, loss_action_cls: 0.0476, recall@thr=0.5: 0.5967, prec@thr=0.5: 0.6920, recall@top3: 0.7336, prec@top3: 0.5954, recall@top5: 0.8914, prec@top5: 0.4429, loss: 0.0476, grad_norm: 0.3415 2021-04-17 00:57:04,572 - mmaction - INFO - Epoch [2][1220/4610] lr: 4.018e-02, eta: 15:28:04, time: 1.364, data_time: 0.001, memory: 10397, loss_action_cls: 0.0494, recall@thr=0.5: 0.5857, prec@thr=0.5: 0.6813, recall@top3: 0.7326, prec@top3: 0.5853, recall@top5: 0.8823, prec@top5: 0.4335, loss: 0.0494, grad_norm: 0.3552 2021-04-17 00:57:32,571 - mmaction - INFO - Epoch [2][1240/4610] lr: 4.029e-02, eta: 15:27:39, time: 1.401, data_time: 0.002, memory: 10397, loss_action_cls: 0.0494, recall@thr=0.5: 0.6042, prec@thr=0.5: 0.6801, recall@top3: 0.7341, prec@top3: 0.6045, recall@top5: 0.8848, prec@top5: 0.4459, loss: 0.0494, grad_norm: 0.3788 2021-04-17 00:57:59,679 - mmaction - INFO - Epoch [2][1260/4610] lr: 4.040e-02, eta: 15:27:07, time: 1.355, data_time: 0.001, memory: 10397, loss_action_cls: 0.0491, recall@thr=0.5: 0.5883, prec@thr=0.5: 0.6801, recall@top3: 0.7260, prec@top3: 0.5930, recall@top5: 0.8858, prec@top5: 0.4427, loss: 0.0491, grad_norm: 0.3768 2021-04-17 00:58:26,939 - mmaction - INFO - Epoch [2][1280/4610] lr: 4.050e-02, eta: 15:26:37, time: 1.364, data_time: 0.001, memory: 10397, loss_action_cls: 0.0471, recall@thr=0.5: 0.6058, prec@thr=0.5: 0.6943, recall@top3: 0.7576, prec@top3: 0.5989, recall@top5: 0.8967, prec@top5: 0.4358, loss: 0.0471, grad_norm: 0.3356 2021-04-17 00:58:54,264 - mmaction - INFO - Epoch [2][1300/4610] lr: 4.061e-02, eta: 15:26:07, time: 1.366, data_time: 0.001, memory: 10397, loss_action_cls: 0.0483, recall@thr=0.5: 0.6126, prec@thr=0.5: 0.6968, recall@top3: 0.7363, prec@top3: 0.6051, recall@top5: 0.8959, prec@top5: 0.4495, loss: 0.0483, grad_norm: 0.3735 2021-04-17 00:59:21,431 - mmaction - INFO - Epoch [2][1320/4610] lr: 4.071e-02, eta: 15:25:36, time: 1.357, data_time: 0.001, memory: 10397, loss_action_cls: 0.0474, recall@thr=0.5: 0.6041, prec@thr=0.5: 0.6790, recall@top3: 0.7424, prec@top3: 0.5916, recall@top5: 0.8882, prec@top5: 0.4327, loss: 0.0474, grad_norm: 0.3707 2021-04-17 00:59:48,450 - mmaction - INFO - Epoch [2][1340/4610] lr: 4.082e-02, eta: 15:25:04, time: 1.351, data_time: 0.002, memory: 10397, loss_action_cls: 0.0490, recall@thr=0.5: 0.6139, prec@thr=0.5: 0.6954, recall@top3: 0.7408, prec@top3: 0.6018, recall@top5: 0.8953, prec@top5: 0.4476, loss: 0.0490, grad_norm: 0.4016 2021-04-17 01:00:15,907 - mmaction - INFO - Epoch [2][1360/4610] lr: 4.093e-02, eta: 15:24:35, time: 1.374, data_time: 0.002, memory: 10397, loss_action_cls: 0.0472, recall@thr=0.5: 0.6135, prec@thr=0.5: 0.6906, recall@top3: 0.7394, prec@top3: 0.6094, recall@top5: 0.8866, prec@top5: 0.4449, loss: 0.0472, grad_norm: 0.3256 2021-04-17 01:00:42,842 - mmaction - INFO - Epoch [2][1380/4610] lr: 4.103e-02, eta: 15:24:03, time: 1.347, data_time: 0.001, memory: 10397, loss_action_cls: 0.0464, recall@thr=0.5: 0.6219, prec@thr=0.5: 0.7173, recall@top3: 0.7570, prec@top3: 0.6115, recall@top5: 0.8991, prec@top5: 0.4463, loss: 0.0464, grad_norm: 0.3400 2021-04-17 01:01:10,174 - mmaction - INFO - Epoch [2][1400/4610] lr: 4.114e-02, eta: 15:23:33, time: 1.367, data_time: 0.001, memory: 10397, loss_action_cls: 0.0480, recall@thr=0.5: 0.5977, prec@thr=0.5: 0.6768, recall@top3: 0.7401, prec@top3: 0.5902, recall@top5: 0.8862, prec@top5: 0.4349, loss: 0.0480, grad_norm: 0.3584 2021-04-17 01:01:37,740 - mmaction - INFO - Epoch [2][1420/4610] lr: 4.124e-02, eta: 15:23:05, time: 1.377, data_time: 0.001, memory: 10397, loss_action_cls: 0.0466, recall@thr=0.5: 0.6132, prec@thr=0.5: 0.6956, recall@top3: 0.7495, prec@top3: 0.6120, recall@top5: 0.8910, prec@top5: 0.4464, loss: 0.0466, grad_norm: 0.3600 2021-04-17 01:02:04,929 - mmaction - INFO - Epoch [2][1440/4610] lr: 4.135e-02, eta: 15:22:34, time: 1.360, data_time: 0.002, memory: 10397, loss_action_cls: 0.0493, recall@thr=0.5: 0.6001, prec@thr=0.5: 0.6802, recall@top3: 0.7373, prec@top3: 0.5827, recall@top5: 0.8843, prec@top5: 0.4285, loss: 0.0493, grad_norm: 0.3698 2021-04-17 01:02:32,217 - mmaction - INFO - Epoch [2][1460/4610] lr: 4.145e-02, eta: 15:22:04, time: 1.365, data_time: 0.002, memory: 10397, loss_action_cls: 0.0508, recall@thr=0.5: 0.6113, prec@thr=0.5: 0.6903, recall@top3: 0.7268, prec@top3: 0.5801, recall@top5: 0.8775, prec@top5: 0.4310, loss: 0.0508, grad_norm: 0.4048 2021-04-17 01:02:59,773 - mmaction - INFO - Epoch [2][1480/4610] lr: 4.156e-02, eta: 15:21:36, time: 1.378, data_time: 0.001, memory: 10397, loss_action_cls: 0.0467, recall@thr=0.5: 0.6259, prec@thr=0.5: 0.7131, recall@top3: 0.7517, prec@top3: 0.6171, recall@top5: 0.9049, prec@top5: 0.4525, loss: 0.0467, grad_norm: 0.3596 2021-04-17 01:03:26,985 - mmaction - INFO - Epoch [2][1500/4610] lr: 4.166e-02, eta: 15:21:06, time: 1.360, data_time: 0.001, memory: 10397, loss_action_cls: 0.0480, recall@thr=0.5: 0.6130, prec@thr=0.5: 0.7068, recall@top3: 0.7512, prec@top3: 0.5975, recall@top5: 0.8954, prec@top5: 0.4385, loss: 0.0480, grad_norm: 0.3821 2021-04-17 01:03:54,102 - mmaction - INFO - Epoch [2][1520/4610] lr: 4.177e-02, eta: 15:20:35, time: 1.356, data_time: 0.002, memory: 10397, loss_action_cls: 0.0502, recall@thr=0.5: 0.6132, prec@thr=0.5: 0.6924, recall@top3: 0.7297, prec@top3: 0.5938, recall@top5: 0.8823, prec@top5: 0.4420, loss: 0.0502, grad_norm: 0.4210 2021-04-17 01:04:21,217 - mmaction - INFO - Epoch [2][1540/4610] lr: 4.187e-02, eta: 15:20:04, time: 1.357, data_time: 0.002, memory: 10397, loss_action_cls: 0.0478, recall@thr=0.5: 0.5951, prec@thr=0.5: 0.7030, recall@top3: 0.7402, prec@top3: 0.6011, recall@top5: 0.8951, prec@top5: 0.4462, loss: 0.0478, grad_norm: 0.3910 2021-04-17 01:04:48,502 - mmaction - INFO - Epoch [2][1560/4610] lr: 4.198e-02, eta: 15:19:34, time: 1.364, data_time: 0.001, memory: 10397, loss_action_cls: 0.0495, recall@thr=0.5: 0.6017, prec@thr=0.5: 0.6779, recall@top3: 0.7335, prec@top3: 0.5920, recall@top5: 0.8922, prec@top5: 0.4405, loss: 0.0495, grad_norm: 0.4150 2021-04-17 01:05:15,660 - mmaction - INFO - Epoch [2][1580/4610] lr: 4.208e-02, eta: 15:19:03, time: 1.357, data_time: 0.001, memory: 10397, loss_action_cls: 0.0473, recall@thr=0.5: 0.6247, prec@thr=0.5: 0.7066, recall@top3: 0.7535, prec@top3: 0.6068, recall@top5: 0.8882, prec@top5: 0.4392, loss: 0.0473, grad_norm: 0.3206 2021-04-17 01:05:42,759 - mmaction - INFO - Epoch [2][1600/4610] lr: 4.218e-02, eta: 15:18:32, time: 1.356, data_time: 0.002, memory: 10397, loss_action_cls: 0.0469, recall@thr=0.5: 0.6086, prec@thr=0.5: 0.6931, recall@top3: 0.7522, prec@top3: 0.6045, recall@top5: 0.8958, prec@top5: 0.4404, loss: 0.0469, grad_norm: 0.3273 2021-04-17 01:06:10,098 - mmaction - INFO - Epoch [2][1620/4610] lr: 4.229e-02, eta: 15:18:02, time: 1.367, data_time: 0.001, memory: 10397, loss_action_cls: 0.0479, recall@thr=0.5: 0.6061, prec@thr=0.5: 0.6859, recall@top3: 0.7468, prec@top3: 0.5974, recall@top5: 0.8938, prec@top5: 0.4390, loss: 0.0479, grad_norm: 0.3698 2021-04-17 01:06:37,137 - mmaction - INFO - Epoch [2][1640/4610] lr: 4.239e-02, eta: 15:17:31, time: 1.352, data_time: 0.001, memory: 10397, loss_action_cls: 0.0487, recall@thr=0.5: 0.6088, prec@thr=0.5: 0.6863, recall@top3: 0.7323, prec@top3: 0.5902, recall@top5: 0.8898, prec@top5: 0.4387, loss: 0.0487, grad_norm: 0.3765 2021-04-17 01:07:04,404 - mmaction - INFO - Epoch [2][1660/4610] lr: 4.250e-02, eta: 15:17:01, time: 1.363, data_time: 0.001, memory: 10397, loss_action_cls: 0.0485, recall@thr=0.5: 0.6027, prec@thr=0.5: 0.6869, recall@top3: 0.7303, prec@top3: 0.5957, recall@top5: 0.8866, prec@top5: 0.4445, loss: 0.0485, grad_norm: 0.3905 2021-04-17 01:07:31,569 - mmaction - INFO - Epoch [2][1680/4610] lr: 4.260e-02, eta: 15:16:30, time: 1.358, data_time: 0.001, memory: 10397, loss_action_cls: 0.0487, recall@thr=0.5: 0.6235, prec@thr=0.5: 0.7121, recall@top3: 0.7547, prec@top3: 0.6187, recall@top5: 0.9024, prec@top5: 0.4551, loss: 0.0487, grad_norm: 0.3691 2021-04-17 01:07:58,691 - mmaction - INFO - Epoch [2][1700/4610] lr: 4.270e-02, eta: 15:16:00, time: 1.357, data_time: 0.001, memory: 10397, loss_action_cls: 0.0489, recall@thr=0.5: 0.6062, prec@thr=0.5: 0.6717, recall@top3: 0.7386, prec@top3: 0.5856, recall@top5: 0.8874, prec@top5: 0.4300, loss: 0.0489, grad_norm: 0.4082 2021-04-17 01:08:26,318 - mmaction - INFO - Epoch [2][1720/4610] lr: 4.281e-02, eta: 15:15:32, time: 1.381, data_time: 0.001, memory: 10397, loss_action_cls: 0.0489, recall@thr=0.5: 0.6040, prec@thr=0.5: 0.6813, recall@top3: 0.7303, prec@top3: 0.6136, recall@top5: 0.8918, prec@top5: 0.4579, loss: 0.0489, grad_norm: 0.3752 2021-04-17 01:08:53,541 - mmaction - INFO - Epoch [2][1740/4610] lr: 4.291e-02, eta: 15:15:02, time: 1.361, data_time: 0.002, memory: 10397, loss_action_cls: 0.0481, recall@thr=0.5: 0.6121, prec@thr=0.5: 0.6840, recall@top3: 0.7413, prec@top3: 0.6005, recall@top5: 0.8902, prec@top5: 0.4434, loss: 0.0481, grad_norm: 0.4077 2021-04-17 01:09:20,524 - mmaction - INFO - Epoch [2][1760/4610] lr: 4.302e-02, eta: 15:14:30, time: 1.349, data_time: 0.001, memory: 10397, loss_action_cls: 0.0484, recall@thr=0.5: 0.6235, prec@thr=0.5: 0.7050, recall@top3: 0.7501, prec@top3: 0.6135, recall@top5: 0.9031, prec@top5: 0.4530, loss: 0.0484, grad_norm: 0.3957 2021-04-17 01:09:47,838 - mmaction - INFO - Epoch [2][1780/4610] lr: 4.312e-02, eta: 15:14:01, time: 1.366, data_time: 0.002, memory: 10397, loss_action_cls: 0.0486, recall@thr=0.5: 0.6022, prec@thr=0.5: 0.6872, recall@top3: 0.7414, prec@top3: 0.5972, recall@top5: 0.8910, prec@top5: 0.4393, loss: 0.0486, grad_norm: 0.3541 2021-04-17 01:10:14,976 - mmaction - INFO - Epoch [2][1800/4610] lr: 4.322e-02, eta: 15:13:30, time: 1.357, data_time: 0.001, memory: 10397, loss_action_cls: 0.0471, recall@thr=0.5: 0.6148, prec@thr=0.5: 0.7144, recall@top3: 0.7521, prec@top3: 0.6129, recall@top5: 0.9007, prec@top5: 0.4514, loss: 0.0471, grad_norm: 0.3106 2021-04-17 01:10:42,186 - mmaction - INFO - Epoch [2][1820/4610] lr: 4.333e-02, eta: 15:13:00, time: 1.360, data_time: 0.001, memory: 10397, loss_action_cls: 0.0470, recall@thr=0.5: 0.6202, prec@thr=0.5: 0.7097, recall@top3: 0.7451, prec@top3: 0.6004, recall@top5: 0.8942, prec@top5: 0.4408, loss: 0.0470, grad_norm: 0.3403 2021-04-17 01:11:09,689 - mmaction - INFO - Epoch [2][1840/4610] lr: 4.343e-02, eta: 15:12:32, time: 1.375, data_time: 0.001, memory: 10397, loss_action_cls: 0.0471, recall@thr=0.5: 0.6142, prec@thr=0.5: 0.6905, recall@top3: 0.7531, prec@top3: 0.5988, recall@top5: 0.8929, prec@top5: 0.4377, loss: 0.0471, grad_norm: 0.3398 2021-04-17 01:11:36,843 - mmaction - INFO - Epoch [2][1860/4610] lr: 4.353e-02, eta: 15:12:01, time: 1.357, data_time: 0.001, memory: 10397, loss_action_cls: 0.0494, recall@thr=0.5: 0.6114, prec@thr=0.5: 0.7010, recall@top3: 0.7380, prec@top3: 0.6117, recall@top5: 0.8880, prec@top5: 0.4524, loss: 0.0494, grad_norm: 0.3676 2021-04-17 01:12:04,191 - mmaction - INFO - Epoch [2][1880/4610] lr: 4.363e-02, eta: 15:11:32, time: 1.368, data_time: 0.001, memory: 10397, loss_action_cls: 0.0476, recall@thr=0.5: 0.6029, prec@thr=0.5: 0.6849, recall@top3: 0.7409, prec@top3: 0.5957, recall@top5: 0.8947, prec@top5: 0.4432, loss: 0.0476, grad_norm: 0.3298 2021-04-17 01:12:31,378 - mmaction - INFO - Epoch [2][1900/4610] lr: 4.374e-02, eta: 15:11:02, time: 1.358, data_time: 0.001, memory: 10397, loss_action_cls: 0.0465, recall@thr=0.5: 0.6276, prec@thr=0.5: 0.7157, recall@top3: 0.7550, prec@top3: 0.6193, recall@top5: 0.9012, prec@top5: 0.4539, loss: 0.0465, grad_norm: 0.3742 2021-04-17 01:12:58,563 - mmaction - INFO - Epoch [2][1920/4610] lr: 4.384e-02, eta: 15:10:32, time: 1.360, data_time: 0.002, memory: 10397, loss_action_cls: 0.0487, recall@thr=0.5: 0.6134, prec@thr=0.5: 0.6959, recall@top3: 0.7349, prec@top3: 0.6020, recall@top5: 0.8935, prec@top5: 0.4472, loss: 0.0487, grad_norm: 0.4009 2021-04-17 01:13:25,801 - mmaction - INFO - Epoch [2][1940/4610] lr: 4.394e-02, eta: 15:10:02, time: 1.363, data_time: 0.002, memory: 10397, loss_action_cls: 0.0513, recall@thr=0.5: 0.5984, prec@thr=0.5: 0.6696, recall@top3: 0.7325, prec@top3: 0.5882, recall@top5: 0.8818, prec@top5: 0.4342, loss: 0.0513, grad_norm: 0.4367 2021-04-17 01:13:53,164 - mmaction - INFO - Epoch [2][1960/4610] lr: 4.404e-02, eta: 15:09:32, time: 1.367, data_time: 0.001, memory: 10397, loss_action_cls: 0.0482, recall@thr=0.5: 0.6174, prec@thr=0.5: 0.7071, recall@top3: 0.7466, prec@top3: 0.6166, recall@top5: 0.8879, prec@top5: 0.4507, loss: 0.0482, grad_norm: 0.3642 2021-04-17 01:14:20,501 - mmaction - INFO - Epoch [2][1980/4610] lr: 4.415e-02, eta: 15:09:03, time: 1.368, data_time: 0.002, memory: 10397, loss_action_cls: 0.0511, recall@thr=0.5: 0.5939, prec@thr=0.5: 0.6700, recall@top3: 0.7230, prec@top3: 0.5964, recall@top5: 0.8730, prec@top5: 0.4423, loss: 0.0511, grad_norm: 0.3562 2021-04-17 01:14:47,731 - mmaction - INFO - Epoch [2][2000/4610] lr: 4.425e-02, eta: 15:08:33, time: 1.361, data_time: 0.001, memory: 10397, loss_action_cls: 0.0498, recall@thr=0.5: 0.5913, prec@thr=0.5: 0.6767, recall@top3: 0.7346, prec@top3: 0.6014, recall@top5: 0.8858, prec@top5: 0.4442, loss: 0.0498, grad_norm: 0.3881 2021-04-17 01:15:15,099 - mmaction - INFO - Epoch [2][2020/4610] lr: 4.435e-02, eta: 15:08:04, time: 1.368, data_time: 0.001, memory: 10397, loss_action_cls: 0.0489, recall@thr=0.5: 0.6076, prec@thr=0.5: 0.6900, recall@top3: 0.7391, prec@top3: 0.5906, recall@top5: 0.8834, prec@top5: 0.4329, loss: 0.0489, grad_norm: 0.3642 2021-04-17 01:15:42,139 - mmaction - INFO - Epoch [2][2040/4610] lr: 4.445e-02, eta: 15:07:33, time: 1.352, data_time: 0.002, memory: 10397, loss_action_cls: 0.0503, recall@thr=0.5: 0.5924, prec@thr=0.5: 0.6759, recall@top3: 0.7352, prec@top3: 0.5898, recall@top5: 0.8849, prec@top5: 0.4345, loss: 0.0503, grad_norm: 0.3901 2021-04-17 01:16:09,623 - mmaction - INFO - Epoch [2][2060/4610] lr: 4.455e-02, eta: 15:07:05, time: 1.374, data_time: 0.001, memory: 10397, loss_action_cls: 0.0477, recall@thr=0.5: 0.6330, prec@thr=0.5: 0.7007, recall@top3: 0.7498, prec@top3: 0.6098, recall@top5: 0.9017, prec@top5: 0.4481, loss: 0.0477, grad_norm: 0.3339 2021-04-17 01:16:36,876 - mmaction - INFO - Epoch [2][2080/4610] lr: 4.466e-02, eta: 15:06:35, time: 1.363, data_time: 0.002, memory: 10397, loss_action_cls: 0.0476, recall@thr=0.5: 0.6196, prec@thr=0.5: 0.7067, recall@top3: 0.7440, prec@top3: 0.6072, recall@top5: 0.8953, prec@top5: 0.4480, loss: 0.0476, grad_norm: 0.3554 2021-04-17 01:17:04,424 - mmaction - INFO - Epoch [2][2100/4610] lr: 4.476e-02, eta: 15:06:07, time: 1.376, data_time: 0.001, memory: 10397, loss_action_cls: 0.0471, recall@thr=0.5: 0.6120, prec@thr=0.5: 0.6959, recall@top3: 0.7456, prec@top3: 0.5992, recall@top5: 0.8888, prec@top5: 0.4344, loss: 0.0471, grad_norm: 0.3448 2021-04-17 01:17:31,725 - mmaction - INFO - Epoch [2][2120/4610] lr: 4.486e-02, eta: 15:05:38, time: 1.366, data_time: 0.002, memory: 10397, loss_action_cls: 0.0488, recall@thr=0.5: 0.5974, prec@thr=0.5: 0.6852, recall@top3: 0.7431, prec@top3: 0.5934, recall@top5: 0.8912, prec@top5: 0.4361, loss: 0.0488, grad_norm: 0.3347 2021-04-17 01:17:59,219 - mmaction - INFO - Epoch [2][2140/4610] lr: 4.496e-02, eta: 15:05:10, time: 1.375, data_time: 0.001, memory: 10397, loss_action_cls: 0.0467, recall@thr=0.5: 0.6115, prec@thr=0.5: 0.6843, recall@top3: 0.7542, prec@top3: 0.6094, recall@top5: 0.9013, prec@top5: 0.4457, loss: 0.0467, grad_norm: 0.3177 2021-04-17 01:18:26,023 - mmaction - INFO - Epoch [2][2160/4610] lr: 4.506e-02, eta: 15:04:38, time: 1.340, data_time: 0.001, memory: 10397, loss_action_cls: 0.0473, recall@thr=0.5: 0.6159, prec@thr=0.5: 0.7063, recall@top3: 0.7548, prec@top3: 0.6182, recall@top5: 0.8979, prec@top5: 0.4507, loss: 0.0473, grad_norm: 0.3574 2021-04-17 01:18:53,643 - mmaction - INFO - Epoch [2][2180/4610] lr: 4.516e-02, eta: 15:04:10, time: 1.381, data_time: 0.001, memory: 10397, loss_action_cls: 0.0483, recall@thr=0.5: 0.6220, prec@thr=0.5: 0.7079, recall@top3: 0.7443, prec@top3: 0.6024, recall@top5: 0.8880, prec@top5: 0.4420, loss: 0.0483, grad_norm: 0.3759 2021-04-17 01:19:20,909 - mmaction - INFO - Epoch [2][2200/4610] lr: 4.526e-02, eta: 15:03:41, time: 1.363, data_time: 0.001, memory: 10397, loss_action_cls: 0.0464, recall@thr=0.5: 0.6247, prec@thr=0.5: 0.7081, recall@top3: 0.7567, prec@top3: 0.6161, recall@top5: 0.9028, prec@top5: 0.4515, loss: 0.0464, grad_norm: 0.3500 2021-04-17 01:19:48,315 - mmaction - INFO - Epoch [2][2220/4610] lr: 4.537e-02, eta: 15:03:12, time: 1.370, data_time: 0.001, memory: 10397, loss_action_cls: 0.0482, recall@thr=0.5: 0.6035, prec@thr=0.5: 0.6842, recall@top3: 0.7419, prec@top3: 0.5859, recall@top5: 0.8910, prec@top5: 0.4335, loss: 0.0482, grad_norm: 0.3387 2021-04-17 01:20:15,653 - mmaction - INFO - Epoch [2][2240/4610] lr: 4.547e-02, eta: 15:02:43, time: 1.366, data_time: 0.001, memory: 10397, loss_action_cls: 0.0501, recall@thr=0.5: 0.5991, prec@thr=0.5: 0.6811, recall@top3: 0.7431, prec@top3: 0.5941, recall@top5: 0.8911, prec@top5: 0.4376, loss: 0.0501, grad_norm: 0.3892 2021-04-17 01:20:43,190 - mmaction - INFO - Epoch [2][2260/4610] lr: 4.557e-02, eta: 15:02:15, time: 1.376, data_time: 0.016, memory: 10397, loss_action_cls: 0.0489, recall@thr=0.5: 0.6120, prec@thr=0.5: 0.6922, recall@top3: 0.7462, prec@top3: 0.5951, recall@top5: 0.8928, prec@top5: 0.4377, loss: 0.0489, grad_norm: 0.3752 2021-04-17 01:21:10,238 - mmaction - INFO - Epoch [2][2280/4610] lr: 4.567e-02, eta: 15:01:44, time: 1.354, data_time: 0.002, memory: 10397, loss_action_cls: 0.0506, recall@thr=0.5: 0.5873, prec@thr=0.5: 0.6736, recall@top3: 0.7235, prec@top3: 0.5928, recall@top5: 0.8800, prec@top5: 0.4404, loss: 0.0506, grad_norm: 0.3923 2021-04-17 01:21:37,537 - mmaction - INFO - Epoch [2][2300/4610] lr: 4.577e-02, eta: 15:01:15, time: 1.364, data_time: 0.001, memory: 10397, loss_action_cls: 0.0482, recall@thr=0.5: 0.6131, prec@thr=0.5: 0.6942, recall@top3: 0.7319, prec@top3: 0.6095, recall@top5: 0.8942, prec@top5: 0.4542, loss: 0.0482, grad_norm: 0.3342 2021-04-17 01:22:04,887 - mmaction - INFO - Epoch [2][2320/4610] lr: 4.587e-02, eta: 15:00:46, time: 1.366, data_time: 0.002, memory: 10397, loss_action_cls: 0.0478, recall@thr=0.5: 0.6112, prec@thr=0.5: 0.7056, recall@top3: 0.7573, prec@top3: 0.6082, recall@top5: 0.9019, prec@top5: 0.4448, loss: 0.0478, grad_norm: 0.3542 2021-04-17 01:22:32,322 - mmaction - INFO - Epoch [2][2340/4610] lr: 4.597e-02, eta: 15:00:17, time: 1.373, data_time: 0.003, memory: 10397, loss_action_cls: 0.0472, recall@thr=0.5: 0.6362, prec@thr=0.5: 0.7045, recall@top3: 0.7535, prec@top3: 0.6158, recall@top5: 0.9029, prec@top5: 0.4539, loss: 0.0472, grad_norm: 0.3358 2021-04-17 01:22:59,771 - mmaction - INFO - Epoch [2][2360/4610] lr: 4.607e-02, eta: 14:59:49, time: 1.373, data_time: 0.002, memory: 10397, loss_action_cls: 0.0458, recall@thr=0.5: 0.6360, prec@thr=0.5: 0.7108, recall@top3: 0.7578, prec@top3: 0.6209, recall@top5: 0.8997, prec@top5: 0.4530, loss: 0.0458, grad_norm: 0.3321 2021-04-17 01:23:26,931 - mmaction - INFO - Epoch [2][2380/4610] lr: 4.617e-02, eta: 14:59:19, time: 1.359, data_time: 0.002, memory: 10397, loss_action_cls: 0.0462, recall@thr=0.5: 0.6240, prec@thr=0.5: 0.7117, recall@top3: 0.7414, prec@top3: 0.6103, recall@top5: 0.8957, prec@top5: 0.4498, loss: 0.0462, grad_norm: 0.3195 2021-04-17 01:23:53,808 - mmaction - INFO - Epoch [2][2400/4610] lr: 4.627e-02, eta: 14:58:47, time: 1.344, data_time: 0.001, memory: 10397, loss_action_cls: 0.0477, recall@thr=0.5: 0.5913, prec@thr=0.5: 0.6907, recall@top3: 0.7399, prec@top3: 0.5913, recall@top5: 0.8895, prec@top5: 0.4362, loss: 0.0477, grad_norm: 0.3288 2021-04-17 01:24:21,090 - mmaction - INFO - Epoch [2][2420/4610] lr: 4.637e-02, eta: 14:58:18, time: 1.364, data_time: 0.001, memory: 10397, loss_action_cls: 0.0468, recall@thr=0.5: 0.6318, prec@thr=0.5: 0.6979, recall@top3: 0.7467, prec@top3: 0.6120, recall@top5: 0.9042, prec@top5: 0.4539, loss: 0.0468, grad_norm: 0.3612 2021-04-17 01:24:48,349 - mmaction - INFO - Epoch [2][2440/4610] lr: 4.647e-02, eta: 14:57:48, time: 1.362, data_time: 0.001, memory: 10397, loss_action_cls: 0.0472, recall@thr=0.5: 0.5949, prec@thr=0.5: 0.6997, recall@top3: 0.7389, prec@top3: 0.5910, recall@top5: 0.8954, prec@top5: 0.4367, loss: 0.0472, grad_norm: 0.3250 2021-04-17 01:25:15,689 - mmaction - INFO - Epoch [2][2460/4610] lr: 4.657e-02, eta: 14:57:19, time: 1.368, data_time: 0.002, memory: 10397, loss_action_cls: 0.0472, recall@thr=0.5: 0.6221, prec@thr=0.5: 0.7028, recall@top3: 0.7546, prec@top3: 0.6052, recall@top5: 0.8921, prec@top5: 0.4385, loss: 0.0472, grad_norm: 0.3516 2021-04-17 01:25:43,435 - mmaction - INFO - Epoch [2][2480/4610] lr: 4.667e-02, eta: 14:56:53, time: 1.388, data_time: 0.001, memory: 10397, loss_action_cls: 0.0501, recall@thr=0.5: 0.5902, prec@thr=0.5: 0.6832, recall@top3: 0.7203, prec@top3: 0.5988, recall@top5: 0.8790, prec@top5: 0.4462, loss: 0.0501, grad_norm: 0.3490 2021-04-17 01:26:10,673 - mmaction - INFO - Epoch [2][2500/4610] lr: 4.677e-02, eta: 14:56:23, time: 1.362, data_time: 0.001, memory: 10397, loss_action_cls: 0.0451, recall@thr=0.5: 0.6182, prec@thr=0.5: 0.7066, recall@top3: 0.7573, prec@top3: 0.6091, recall@top5: 0.9081, prec@top5: 0.4475, loss: 0.0451, grad_norm: 0.2985 2021-04-17 01:26:37,800 - mmaction - INFO - Epoch [2][2520/4610] lr: 4.687e-02, eta: 14:55:53, time: 1.356, data_time: 0.001, memory: 10397, loss_action_cls: 0.0475, recall@thr=0.5: 0.6044, prec@thr=0.5: 0.6900, recall@top3: 0.7414, prec@top3: 0.6044, recall@top5: 0.8962, prec@top5: 0.4439, loss: 0.0475, grad_norm: 0.3523 2021-04-17 01:27:05,075 - mmaction - INFO - Epoch [2][2540/4610] lr: 4.696e-02, eta: 14:55:24, time: 1.364, data_time: 0.002, memory: 10397, loss_action_cls: 0.0466, recall@thr=0.5: 0.6326, prec@thr=0.5: 0.7078, recall@top3: 0.7574, prec@top3: 0.6119, recall@top5: 0.9003, prec@top5: 0.4480, loss: 0.0466, grad_norm: 0.3305 2021-04-17 01:27:32,205 - mmaction - INFO - Epoch [2][2560/4610] lr: 4.706e-02, eta: 14:54:54, time: 1.357, data_time: 0.001, memory: 10397, loss_action_cls: 0.0464, recall@thr=0.5: 0.6366, prec@thr=0.5: 0.7213, recall@top3: 0.7571, prec@top3: 0.6130, recall@top5: 0.8881, prec@top5: 0.4407, loss: 0.0464, grad_norm: 0.3217 2021-04-17 01:27:59,106 - mmaction - INFO - Epoch [2][2580/4610] lr: 4.716e-02, eta: 14:54:22, time: 1.344, data_time: 0.001, memory: 10397, loss_action_cls: 0.0488, recall@thr=0.5: 0.6027, prec@thr=0.5: 0.6968, recall@top3: 0.7445, prec@top3: 0.6133, recall@top5: 0.8887, prec@top5: 0.4473, loss: 0.0488, grad_norm: 0.3510 2021-04-17 01:28:26,352 - mmaction - INFO - Epoch [2][2600/4610] lr: 4.726e-02, eta: 14:53:53, time: 1.362, data_time: 0.002, memory: 10397, loss_action_cls: 0.0466, recall@thr=0.5: 0.6105, prec@thr=0.5: 0.7103, recall@top3: 0.7591, prec@top3: 0.6049, recall@top5: 0.8994, prec@top5: 0.4408, loss: 0.0466, grad_norm: 0.3201 2021-04-17 01:28:53,656 - mmaction - INFO - Epoch [2][2620/4610] lr: 4.736e-02, eta: 14:53:24, time: 1.367, data_time: 0.003, memory: 10397, loss_action_cls: 0.0467, recall@thr=0.5: 0.6299, prec@thr=0.5: 0.7180, recall@top3: 0.7496, prec@top3: 0.6146, recall@top5: 0.9015, prec@top5: 0.4556, loss: 0.0467, grad_norm: 0.3393 2021-04-17 01:29:20,906 - mmaction - INFO - Epoch [2][2640/4610] lr: 4.746e-02, eta: 14:52:55, time: 1.362, data_time: 0.001, memory: 10397, loss_action_cls: 0.0457, recall@thr=0.5: 0.6398, prec@thr=0.5: 0.7060, recall@top3: 0.7567, prec@top3: 0.6095, recall@top5: 0.8998, prec@top5: 0.4443, loss: 0.0457, grad_norm: 0.3212 2021-04-17 01:29:48,121 - mmaction - INFO - Epoch [2][2660/4610] lr: 4.756e-02, eta: 14:52:25, time: 1.361, data_time: 0.002, memory: 10397, loss_action_cls: 0.0461, recall@thr=0.5: 0.6141, prec@thr=0.5: 0.7002, recall@top3: 0.7437, prec@top3: 0.6037, recall@top5: 0.9055, prec@top5: 0.4492, loss: 0.0461, grad_norm: 0.3289 2021-04-17 01:30:15,383 - mmaction - INFO - Epoch [2][2680/4610] lr: 4.765e-02, eta: 14:51:56, time: 1.364, data_time: 0.002, memory: 10397, loss_action_cls: 0.0470, recall@thr=0.5: 0.6434, prec@thr=0.5: 0.7213, recall@top3: 0.7571, prec@top3: 0.6213, recall@top5: 0.8970, prec@top5: 0.4538, loss: 0.0470, grad_norm: 0.3286 2021-04-17 01:30:42,840 - mmaction - INFO - Epoch [2][2700/4610] lr: 4.775e-02, eta: 14:51:28, time: 1.373, data_time: 0.001, memory: 10397, loss_action_cls: 0.0489, recall@thr=0.5: 0.6333, prec@thr=0.5: 0.7103, recall@top3: 0.7511, prec@top3: 0.6263, recall@top5: 0.8988, prec@top5: 0.4617, loss: 0.0489, grad_norm: 0.3570 2021-04-17 01:31:10,138 - mmaction - INFO - Epoch [2][2720/4610] lr: 4.785e-02, eta: 14:50:59, time: 1.365, data_time: 0.001, memory: 10397, loss_action_cls: 0.0495, recall@thr=0.5: 0.6121, prec@thr=0.5: 0.6961, recall@top3: 0.7394, prec@top3: 0.6036, recall@top5: 0.8918, prec@top5: 0.4466, loss: 0.0495, grad_norm: 0.3823 2021-04-17 01:31:37,632 - mmaction - INFO - Epoch [2][2740/4610] lr: 4.795e-02, eta: 14:50:30, time: 1.374, data_time: 0.001, memory: 10397, loss_action_cls: 0.0472, recall@thr=0.5: 0.6187, prec@thr=0.5: 0.7144, recall@top3: 0.7541, prec@top3: 0.6056, recall@top5: 0.8981, prec@top5: 0.4438, loss: 0.0472, grad_norm: 0.3299 2021-04-17 01:32:04,915 - mmaction - INFO - Epoch [2][2760/4610] lr: 4.805e-02, eta: 14:50:01, time: 1.365, data_time: 0.002, memory: 10397, loss_action_cls: 0.0489, recall@thr=0.5: 0.6153, prec@thr=0.5: 0.6914, recall@top3: 0.7351, prec@top3: 0.5867, recall@top5: 0.8876, prec@top5: 0.4317, loss: 0.0489, grad_norm: 0.3675 2021-04-17 01:32:32,030 - mmaction - INFO - Epoch [2][2780/4610] lr: 4.814e-02, eta: 14:49:31, time: 1.356, data_time: 0.001, memory: 10397, loss_action_cls: 0.0482, recall@thr=0.5: 0.6207, prec@thr=0.5: 0.6969, recall@top3: 0.7493, prec@top3: 0.5953, recall@top5: 0.8856, prec@top5: 0.4318, loss: 0.0482, grad_norm: 0.3655 2021-04-17 01:32:59,207 - mmaction - INFO - Epoch [2][2800/4610] lr: 4.824e-02, eta: 14:49:02, time: 1.357, data_time: 0.001, memory: 10397, loss_action_cls: 0.0493, recall@thr=0.5: 0.6173, prec@thr=0.5: 0.6946, recall@top3: 0.7422, prec@top3: 0.6123, recall@top5: 0.8908, prec@top5: 0.4498, loss: 0.0493, grad_norm: 0.3989 2021-04-17 01:33:26,564 - mmaction - INFO - Epoch [2][2820/4610] lr: 4.834e-02, eta: 14:48:33, time: 1.370, data_time: 0.003, memory: 10397, loss_action_cls: 0.0465, recall@thr=0.5: 0.6189, prec@thr=0.5: 0.7077, recall@top3: 0.7506, prec@top3: 0.5983, recall@top5: 0.8944, prec@top5: 0.4389, loss: 0.0465, grad_norm: 0.3829 2021-04-17 01:33:54,040 - mmaction - INFO - Epoch [2][2840/4610] lr: 4.844e-02, eta: 14:48:05, time: 1.373, data_time: 0.001, memory: 10397, loss_action_cls: 0.0471, recall@thr=0.5: 0.6567, prec@thr=0.5: 0.7171, recall@top3: 0.7648, prec@top3: 0.6309, recall@top5: 0.9069, prec@top5: 0.4610, loss: 0.0471, grad_norm: 0.3407 2021-04-17 01:34:21,255 - mmaction - INFO - Epoch [2][2860/4610] lr: 4.853e-02, eta: 14:47:36, time: 1.361, data_time: 0.001, memory: 10397, loss_action_cls: 0.0467, recall@thr=0.5: 0.6192, prec@thr=0.5: 0.7095, recall@top3: 0.7525, prec@top3: 0.6016, recall@top5: 0.8904, prec@top5: 0.4363, loss: 0.0467, grad_norm: 0.3427 2021-04-17 01:34:48,673 - mmaction - INFO - Epoch [2][2880/4610] lr: 4.863e-02, eta: 14:47:07, time: 1.370, data_time: 0.001, memory: 10397, loss_action_cls: 0.0472, recall@thr=0.5: 0.6160, prec@thr=0.5: 0.6888, recall@top3: 0.7353, prec@top3: 0.5996, recall@top5: 0.8929, prec@top5: 0.4458, loss: 0.0472, grad_norm: 0.3392 2021-04-17 01:35:15,758 - mmaction - INFO - Epoch [2][2900/4610] lr: 4.873e-02, eta: 14:46:37, time: 1.354, data_time: 0.002, memory: 10397, loss_action_cls: 0.0480, recall@thr=0.5: 0.6133, prec@thr=0.5: 0.6952, recall@top3: 0.7396, prec@top3: 0.6083, recall@top5: 0.8955, prec@top5: 0.4531, loss: 0.0480, grad_norm: 0.3376 2021-04-17 01:35:42,850 - mmaction - INFO - Epoch [2][2920/4610] lr: 4.882e-02, eta: 14:46:07, time: 1.356, data_time: 0.002, memory: 10397, loss_action_cls: 0.0468, recall@thr=0.5: 0.6251, prec@thr=0.5: 0.6934, recall@top3: 0.7494, prec@top3: 0.6248, recall@top5: 0.8955, prec@top5: 0.4553, loss: 0.0468, grad_norm: 0.3443 2021-04-17 01:36:10,122 - mmaction - INFO - Epoch [2][2940/4610] lr: 4.892e-02, eta: 14:45:38, time: 1.363, data_time: 0.001, memory: 10397, loss_action_cls: 0.0459, recall@thr=0.5: 0.6503, prec@thr=0.5: 0.7183, recall@top3: 0.7560, prec@top3: 0.6215, recall@top5: 0.8982, prec@top5: 0.4532, loss: 0.0459, grad_norm: 0.3241 2021-04-17 01:36:37,382 - mmaction - INFO - Epoch [2][2960/4610] lr: 4.902e-02, eta: 14:45:09, time: 1.363, data_time: 0.001, memory: 10397, loss_action_cls: 0.0472, recall@thr=0.5: 0.6217, prec@thr=0.5: 0.7030, recall@top3: 0.7507, prec@top3: 0.6004, recall@top5: 0.9003, prec@top5: 0.4431, loss: 0.0472, grad_norm: 0.3434 2021-04-17 01:37:04,681 - mmaction - INFO - Epoch [2][2980/4610] lr: 4.911e-02, eta: 14:44:40, time: 1.365, data_time: 0.001, memory: 10397, loss_action_cls: 0.0468, recall@thr=0.5: 0.6237, prec@thr=0.5: 0.6995, recall@top3: 0.7664, prec@top3: 0.6168, recall@top5: 0.9030, prec@top5: 0.4464, loss: 0.0468, grad_norm: 0.3392 2021-04-17 01:37:31,959 - mmaction - INFO - Epoch [2][3000/4610] lr: 4.921e-02, eta: 14:44:11, time: 1.363, data_time: 0.001, memory: 10397, loss_action_cls: 0.0474, recall@thr=0.5: 0.6411, prec@thr=0.5: 0.7083, recall@top3: 0.7474, prec@top3: 0.6185, recall@top5: 0.8977, prec@top5: 0.4566, loss: 0.0474, grad_norm: 0.3197 2021-04-17 01:37:59,139 - mmaction - INFO - Epoch [2][3020/4610] lr: 4.931e-02, eta: 14:43:41, time: 1.357, data_time: 0.002, memory: 10397, loss_action_cls: 0.0476, recall@thr=0.5: 0.6235, prec@thr=0.5: 0.6983, recall@top3: 0.7465, prec@top3: 0.6019, recall@top5: 0.8959, prec@top5: 0.4437, loss: 0.0476, grad_norm: 0.3685 2021-04-17 01:38:26,529 - mmaction - INFO - Epoch [2][3040/4610] lr: 4.940e-02, eta: 14:43:13, time: 1.371, data_time: 0.004, memory: 10397, loss_action_cls: 0.0469, recall@thr=0.5: 0.6319, prec@thr=0.5: 0.7179, recall@top3: 0.7595, prec@top3: 0.6114, recall@top5: 0.8976, prec@top5: 0.4412, loss: 0.0469, grad_norm: 0.3656 2021-04-17 01:38:54,126 - mmaction - INFO - Epoch [2][3060/4610] lr: 4.950e-02, eta: 14:42:45, time: 1.380, data_time: 0.002, memory: 10397, loss_action_cls: 0.0503, recall@thr=0.5: 0.6016, prec@thr=0.5: 0.7035, recall@top3: 0.7348, prec@top3: 0.6124, recall@top5: 0.8825, prec@top5: 0.4511, loss: 0.0503, grad_norm: 0.3579 2021-04-17 01:39:21,344 - mmaction - INFO - Epoch [2][3080/4610] lr: 4.959e-02, eta: 14:42:16, time: 1.360, data_time: 0.002, memory: 10397, loss_action_cls: 0.0456, recall@thr=0.5: 0.6381, prec@thr=0.5: 0.7057, recall@top3: 0.7576, prec@top3: 0.6146, recall@top5: 0.8991, prec@top5: 0.4454, loss: 0.0456, grad_norm: 0.3242 2021-04-17 01:39:49,116 - mmaction - INFO - Epoch [2][3100/4610] lr: 4.969e-02, eta: 14:41:50, time: 1.390, data_time: 0.003, memory: 10397, loss_action_cls: 0.0468, recall@thr=0.5: 0.6362, prec@thr=0.5: 0.7170, recall@top3: 0.7454, prec@top3: 0.6189, recall@top5: 0.8958, prec@top5: 0.4566, loss: 0.0468, grad_norm: 0.3062 2021-04-17 01:40:16,590 - mmaction - INFO - Epoch [2][3120/4610] lr: 4.978e-02, eta: 14:41:22, time: 1.374, data_time: 0.001, memory: 10397, loss_action_cls: 0.0467, recall@thr=0.5: 0.6309, prec@thr=0.5: 0.7022, recall@top3: 0.7575, prec@top3: 0.6247, recall@top5: 0.9020, prec@top5: 0.4529, loss: 0.0467, grad_norm: 0.3579 2021-04-17 01:40:44,021 - mmaction - INFO - Epoch [2][3140/4610] lr: 4.988e-02, eta: 14:40:53, time: 1.371, data_time: 0.001, memory: 10416, loss_action_cls: 0.0495, recall@thr=0.5: 0.6136, prec@thr=0.5: 0.6865, recall@top3: 0.7378, prec@top3: 0.6151, recall@top5: 0.8901, prec@top5: 0.4535, loss: 0.0495, grad_norm: 0.3437 2021-04-17 01:41:11,354 - mmaction - INFO - Epoch [2][3160/4610] lr: 4.998e-02, eta: 14:40:25, time: 1.367, data_time: 0.001, memory: 10416, loss_action_cls: 0.0470, recall@thr=0.5: 0.6190, prec@thr=0.5: 0.7135, recall@top3: 0.7480, prec@top3: 0.6110, recall@top5: 0.8938, prec@top5: 0.4484, loss: 0.0470, grad_norm: 0.3279 2021-04-17 01:41:38,412 - mmaction - INFO - Epoch [2][3180/4610] lr: 5.007e-02, eta: 14:39:55, time: 1.352, data_time: 0.001, memory: 10416, loss_action_cls: 0.0468, recall@thr=0.5: 0.6183, prec@thr=0.5: 0.6984, recall@top3: 0.7504, prec@top3: 0.5999, recall@top5: 0.8904, prec@top5: 0.4367, loss: 0.0468, grad_norm: 0.3323 2021-04-17 01:42:05,753 - mmaction - INFO - Epoch [2][3200/4610] lr: 5.017e-02, eta: 14:39:26, time: 1.368, data_time: 0.002, memory: 10416, loss_action_cls: 0.0485, recall@thr=0.5: 0.6170, prec@thr=0.5: 0.7085, recall@top3: 0.7479, prec@top3: 0.5918, recall@top5: 0.8895, prec@top5: 0.4329, loss: 0.0485, grad_norm: 0.3777 2021-04-17 01:42:32,972 - mmaction - INFO - Epoch [2][3220/4610] lr: 5.026e-02, eta: 14:38:57, time: 1.361, data_time: 0.001, memory: 10416, loss_action_cls: 0.0469, recall@thr=0.5: 0.6511, prec@thr=0.5: 0.7210, recall@top3: 0.7611, prec@top3: 0.6208, recall@top5: 0.9043, prec@top5: 0.4530, loss: 0.0469, grad_norm: 0.3367 2021-04-17 01:43:00,371 - mmaction - INFO - Epoch [2][3240/4610] lr: 5.036e-02, eta: 14:38:28, time: 1.369, data_time: 0.001, memory: 10416, loss_action_cls: 0.0468, recall@thr=0.5: 0.6179, prec@thr=0.5: 0.7062, recall@top3: 0.7535, prec@top3: 0.6132, recall@top5: 0.8946, prec@top5: 0.4455, loss: 0.0468, grad_norm: 0.3193 2021-04-17 01:43:27,254 - mmaction - INFO - Epoch [2][3260/4610] lr: 5.045e-02, eta: 14:37:58, time: 1.345, data_time: 0.002, memory: 10416, loss_action_cls: 0.0459, recall@thr=0.5: 0.6323, prec@thr=0.5: 0.7060, recall@top3: 0.7596, prec@top3: 0.6143, recall@top5: 0.9003, prec@top5: 0.4476, loss: 0.0459, grad_norm: 0.3264 2021-04-17 01:43:54,530 - mmaction - INFO - Epoch [2][3280/4610] lr: 5.054e-02, eta: 14:37:28, time: 1.361, data_time: 0.001, memory: 10416, loss_action_cls: 0.0490, recall@thr=0.5: 0.6160, prec@thr=0.5: 0.6827, recall@top3: 0.7461, prec@top3: 0.5994, recall@top5: 0.8940, prec@top5: 0.4403, loss: 0.0490, grad_norm: 0.3546 2021-04-17 01:44:21,522 - mmaction - INFO - Epoch [2][3300/4610] lr: 5.064e-02, eta: 14:36:58, time: 1.352, data_time: 0.003, memory: 10416, loss_action_cls: 0.0472, recall@thr=0.5: 0.6130, prec@thr=0.5: 0.6895, recall@top3: 0.7556, prec@top3: 0.5941, recall@top5: 0.8975, prec@top5: 0.4331, loss: 0.0472, grad_norm: 0.3466 2021-04-17 01:44:48,990 - mmaction - INFO - Epoch [2][3320/4610] lr: 5.073e-02, eta: 14:36:30, time: 1.374, data_time: 0.001, memory: 10416, loss_action_cls: 0.0471, recall@thr=0.5: 0.6407, prec@thr=0.5: 0.7181, recall@top3: 0.7543, prec@top3: 0.6170, recall@top5: 0.8979, prec@top5: 0.4495, loss: 0.0471, grad_norm: 0.3370 2021-04-17 01:45:16,393 - mmaction - INFO - Epoch [2][3340/4610] lr: 5.083e-02, eta: 14:36:02, time: 1.370, data_time: 0.001, memory: 10416, loss_action_cls: 0.0475, recall@thr=0.5: 0.6077, prec@thr=0.5: 0.6948, recall@top3: 0.7500, prec@top3: 0.6113, recall@top5: 0.8987, prec@top5: 0.4497, loss: 0.0475, grad_norm: 0.3590 2021-04-17 01:45:43,483 - mmaction - INFO - Epoch [2][3360/4610] lr: 5.092e-02, eta: 14:35:32, time: 1.355, data_time: 0.001, memory: 10416, loss_action_cls: 0.0493, recall@thr=0.5: 0.5991, prec@thr=0.5: 0.6844, recall@top3: 0.7375, prec@top3: 0.5891, recall@top5: 0.8884, prec@top5: 0.4367, loss: 0.0493, grad_norm: 0.3694 2021-04-17 01:46:10,684 - mmaction - INFO - Epoch [2][3380/4610] lr: 5.101e-02, eta: 14:35:03, time: 1.359, data_time: 0.001, memory: 10416, loss_action_cls: 0.0482, recall@thr=0.5: 0.6173, prec@thr=0.5: 0.7016, recall@top3: 0.7409, prec@top3: 0.6080, recall@top5: 0.8919, prec@top5: 0.4465, loss: 0.0482, grad_norm: 0.3410 2021-04-17 01:46:37,907 - mmaction - INFO - Epoch [2][3400/4610] lr: 5.111e-02, eta: 14:34:34, time: 1.363, data_time: 0.002, memory: 10416, loss_action_cls: 0.0491, recall@thr=0.5: 0.6006, prec@thr=0.5: 0.6870, recall@top3: 0.7389, prec@top3: 0.6000, recall@top5: 0.8896, prec@top5: 0.4447, loss: 0.0491, grad_norm: 0.3508 2021-04-17 01:47:04,858 - mmaction - INFO - Epoch [2][3420/4610] lr: 5.120e-02, eta: 14:34:04, time: 1.347, data_time: 0.001, memory: 10416, loss_action_cls: 0.0461, recall@thr=0.5: 0.6481, prec@thr=0.5: 0.7234, recall@top3: 0.7614, prec@top3: 0.6254, recall@top5: 0.9007, prec@top5: 0.4547, loss: 0.0461, grad_norm: 0.3136 2021-04-17 01:47:32,569 - mmaction - INFO - Epoch [2][3440/4610] lr: 5.130e-02, eta: 14:33:37, time: 1.385, data_time: 0.001, memory: 10416, loss_action_cls: 0.0458, recall@thr=0.5: 0.6159, prec@thr=0.5: 0.7017, recall@top3: 0.7484, prec@top3: 0.6136, recall@top5: 0.9043, prec@top5: 0.4549, loss: 0.0458, grad_norm: 0.2979 2021-04-17 01:47:59,609 - mmaction - INFO - Epoch [2][3460/4610] lr: 5.139e-02, eta: 14:33:07, time: 1.352, data_time: 0.002, memory: 10416, loss_action_cls: 0.0478, recall@thr=0.5: 0.6191, prec@thr=0.5: 0.7012, recall@top3: 0.7495, prec@top3: 0.6023, recall@top5: 0.8868, prec@top5: 0.4389, loss: 0.0478, grad_norm: 0.3786 2021-04-17 01:48:26,723 - mmaction - INFO - Epoch [2][3480/4610] lr: 5.148e-02, eta: 14:32:37, time: 1.356, data_time: 0.002, memory: 10416, loss_action_cls: 0.0486, recall@thr=0.5: 0.6179, prec@thr=0.5: 0.6910, recall@top3: 0.7422, prec@top3: 0.6051, recall@top5: 0.8901, prec@top5: 0.4470, loss: 0.0486, grad_norm: 0.3491 2021-04-17 01:48:53,736 - mmaction - INFO - Epoch [2][3500/4610] lr: 5.158e-02, eta: 14:32:07, time: 1.351, data_time: 0.002, memory: 10416, loss_action_cls: 0.0469, recall@thr=0.5: 0.6262, prec@thr=0.5: 0.6915, recall@top3: 0.7491, prec@top3: 0.6057, recall@top5: 0.8875, prec@top5: 0.4423, loss: 0.0469, grad_norm: 0.3138 2021-04-17 01:49:21,039 - mmaction - INFO - Epoch [2][3520/4610] lr: 5.167e-02, eta: 14:31:38, time: 1.365, data_time: 0.001, memory: 10416, loss_action_cls: 0.0457, recall@thr=0.5: 0.6330, prec@thr=0.5: 0.7177, recall@top3: 0.7506, prec@top3: 0.6196, recall@top5: 0.8965, prec@top5: 0.4512, loss: 0.0457, grad_norm: 0.3131 2021-04-17 01:49:48,312 - mmaction - INFO - Epoch [2][3540/4610] lr: 5.176e-02, eta: 14:31:09, time: 1.362, data_time: 0.001, memory: 10416, loss_action_cls: 0.0467, recall@thr=0.5: 0.6283, prec@thr=0.5: 0.7050, recall@top3: 0.7548, prec@top3: 0.6156, recall@top5: 0.9073, prec@top5: 0.4531, loss: 0.0467, grad_norm: 0.3460 2021-04-17 01:50:15,491 - mmaction - INFO - Epoch [2][3560/4610] lr: 5.185e-02, eta: 14:30:40, time: 1.360, data_time: 0.003, memory: 10416, loss_action_cls: 0.0474, recall@thr=0.5: 0.6004, prec@thr=0.5: 0.6962, recall@top3: 0.7415, prec@top3: 0.6081, recall@top5: 0.8835, prec@top5: 0.4404, loss: 0.0474, grad_norm: 0.2992 2021-04-17 01:50:42,568 - mmaction - INFO - Epoch [2][3580/4610] lr: 5.195e-02, eta: 14:30:11, time: 1.354, data_time: 0.002, memory: 10416, loss_action_cls: 0.0458, recall@thr=0.5: 0.6274, prec@thr=0.5: 0.7171, recall@top3: 0.7597, prec@top3: 0.6210, recall@top5: 0.8963, prec@top5: 0.4486, loss: 0.0458, grad_norm: 0.2915 2021-04-17 01:51:09,736 - mmaction - INFO - Epoch [2][3600/4610] lr: 5.204e-02, eta: 14:29:41, time: 1.359, data_time: 0.002, memory: 10416, loss_action_cls: 0.0479, recall@thr=0.5: 0.5967, prec@thr=0.5: 0.6911, recall@top3: 0.7501, prec@top3: 0.6011, recall@top5: 0.8927, prec@top5: 0.4364, loss: 0.0479, grad_norm: 0.3410 2021-04-17 01:51:37,619 - mmaction - INFO - Epoch [2][3620/4610] lr: 5.213e-02, eta: 14:29:15, time: 1.393, data_time: 0.001, memory: 10416, loss_action_cls: 0.0503, recall@thr=0.5: 0.6133, prec@thr=0.5: 0.6899, recall@top3: 0.7338, prec@top3: 0.6028, recall@top5: 0.8826, prec@top5: 0.4428, loss: 0.0503, grad_norm: 0.3647 2021-04-17 01:52:04,828 - mmaction - INFO - Epoch [2][3640/4610] lr: 5.222e-02, eta: 14:28:46, time: 1.360, data_time: 0.002, memory: 10416, loss_action_cls: 0.0475, recall@thr=0.5: 0.6072, prec@thr=0.5: 0.7110, recall@top3: 0.7530, prec@top3: 0.6046, recall@top5: 0.8903, prec@top5: 0.4384, loss: 0.0475, grad_norm: 0.3306 2021-04-17 01:52:32,078 - mmaction - INFO - Epoch [2][3660/4610] lr: 5.231e-02, eta: 14:28:17, time: 1.364, data_time: 0.002, memory: 10416, loss_action_cls: 0.0482, recall@thr=0.5: 0.6141, prec@thr=0.5: 0.6989, recall@top3: 0.7375, prec@top3: 0.5991, recall@top5: 0.8920, prec@top5: 0.4448, loss: 0.0482, grad_norm: 0.3405 2021-04-17 01:52:59,348 - mmaction - INFO - Epoch [2][3680/4610] lr: 5.241e-02, eta: 14:27:49, time: 1.363, data_time: 0.001, memory: 10416, loss_action_cls: 0.0458, recall@thr=0.5: 0.6419, prec@thr=0.5: 0.7108, recall@top3: 0.7595, prec@top3: 0.6184, recall@top5: 0.8971, prec@top5: 0.4476, loss: 0.0458, grad_norm: 0.3100 2021-04-17 01:53:26,886 - mmaction - INFO - Epoch [2][3700/4610] lr: 5.250e-02, eta: 14:27:21, time: 1.378, data_time: 0.001, memory: 10416, loss_action_cls: 0.0474, recall@thr=0.5: 0.6094, prec@thr=0.5: 0.6999, recall@top3: 0.7484, prec@top3: 0.6016, recall@top5: 0.8889, prec@top5: 0.4404, loss: 0.0474, grad_norm: 0.2984 2021-04-17 01:53:53,596 - mmaction - INFO - Epoch [2][3720/4610] lr: 5.259e-02, eta: 14:26:50, time: 1.334, data_time: 0.001, memory: 10416, loss_action_cls: 0.0441, recall@thr=0.5: 0.6454, prec@thr=0.5: 0.7228, recall@top3: 0.7702, prec@top3: 0.6184, recall@top5: 0.9068, prec@top5: 0.4456, loss: 0.0441, grad_norm: 0.3104 2021-04-17 01:54:20,934 - mmaction - INFO - Epoch [2][3740/4610] lr: 5.268e-02, eta: 14:26:21, time: 1.368, data_time: 0.002, memory: 10416, loss_action_cls: 0.0466, recall@thr=0.5: 0.6216, prec@thr=0.5: 0.7181, recall@top3: 0.7604, prec@top3: 0.6310, recall@top5: 0.9047, prec@top5: 0.4591, loss: 0.0466, grad_norm: 0.3225 2021-04-17 01:54:47,882 - mmaction - INFO - Epoch [2][3760/4610] lr: 5.277e-02, eta: 14:25:51, time: 1.347, data_time: 0.001, memory: 10416, loss_action_cls: 0.0478, recall@thr=0.5: 0.6321, prec@thr=0.5: 0.7145, recall@top3: 0.7600, prec@top3: 0.5982, recall@top5: 0.8959, prec@top5: 0.4367, loss: 0.0478, grad_norm: 0.3832 2021-04-17 01:55:15,396 - mmaction - INFO - Epoch [2][3780/4610] lr: 5.286e-02, eta: 14:25:23, time: 1.374, data_time: 0.001, memory: 10416, loss_action_cls: 0.0513, recall@thr=0.5: 0.6040, prec@thr=0.5: 0.6982, recall@top3: 0.7314, prec@top3: 0.5971, recall@top5: 0.8867, prec@top5: 0.4444, loss: 0.0513, grad_norm: 0.3864 2021-04-17 01:55:42,578 - mmaction - INFO - Epoch [2][3800/4610] lr: 5.296e-02, eta: 14:24:54, time: 1.360, data_time: 0.002, memory: 10416, loss_action_cls: 0.0453, recall@thr=0.5: 0.6453, prec@thr=0.5: 0.7148, recall@top3: 0.7623, prec@top3: 0.6312, recall@top5: 0.9065, prec@top5: 0.4575, loss: 0.0453, grad_norm: 0.3263 2021-04-17 01:56:09,915 - mmaction - INFO - Epoch [2][3820/4610] lr: 5.305e-02, eta: 14:24:26, time: 1.367, data_time: 0.001, memory: 10416, loss_action_cls: 0.0465, recall@thr=0.5: 0.6202, prec@thr=0.5: 0.7119, recall@top3: 0.7552, prec@top3: 0.6024, recall@top5: 0.8932, prec@top5: 0.4350, loss: 0.0465, grad_norm: 0.3110 2021-04-17 01:56:37,450 - mmaction - INFO - Epoch [2][3840/4610] lr: 5.314e-02, eta: 14:23:58, time: 1.376, data_time: 0.001, memory: 10416, loss_action_cls: 0.0466, recall@thr=0.5: 0.6294, prec@thr=0.5: 0.7124, recall@top3: 0.7512, prec@top3: 0.6151, recall@top5: 0.8977, prec@top5: 0.4497, loss: 0.0466, grad_norm: 0.3148 2021-04-17 01:57:04,697 - mmaction - INFO - Epoch [2][3860/4610] lr: 5.323e-02, eta: 14:23:29, time: 1.363, data_time: 0.002, memory: 10416, loss_action_cls: 0.0482, recall@thr=0.5: 0.6148, prec@thr=0.5: 0.6949, recall@top3: 0.7450, prec@top3: 0.6021, recall@top5: 0.8814, prec@top5: 0.4359, loss: 0.0482, grad_norm: 0.3261 2021-04-17 01:57:32,207 - mmaction - INFO - Epoch [2][3880/4610] lr: 5.332e-02, eta: 14:23:02, time: 1.376, data_time: 0.004, memory: 10416, loss_action_cls: 0.0468, recall@thr=0.5: 0.6241, prec@thr=0.5: 0.7044, recall@top3: 0.7561, prec@top3: 0.6177, recall@top5: 0.8949, prec@top5: 0.4508, loss: 0.0468, grad_norm: 0.3155 2021-04-17 01:57:59,376 - mmaction - INFO - Epoch [2][3900/4610] lr: 5.341e-02, eta: 14:22:32, time: 1.356, data_time: 0.001, memory: 10416, loss_action_cls: 0.0477, recall@thr=0.5: 0.6281, prec@thr=0.5: 0.7006, recall@top3: 0.7427, prec@top3: 0.6009, recall@top5: 0.8910, prec@top5: 0.4424, loss: 0.0477, grad_norm: 0.3494 2021-04-17 01:58:26,599 - mmaction - INFO - Epoch [2][3920/4610] lr: 5.350e-02, eta: 14:22:04, time: 1.362, data_time: 0.003, memory: 10416, loss_action_cls: 0.0458, recall@thr=0.5: 0.6271, prec@thr=0.5: 0.7019, recall@top3: 0.7531, prec@top3: 0.6156, recall@top5: 0.8907, prec@top5: 0.4468, loss: 0.0458, grad_norm: 0.3136 2021-04-17 01:58:54,160 - mmaction - INFO - Epoch [2][3940/4610] lr: 5.359e-02, eta: 14:21:36, time: 1.379, data_time: 0.002, memory: 10416, loss_action_cls: 0.0446, recall@thr=0.5: 0.6599, prec@thr=0.5: 0.7234, recall@top3: 0.7648, prec@top3: 0.6331, recall@top5: 0.9036, prec@top5: 0.4581, loss: 0.0446, grad_norm: 0.3008 2021-04-17 01:59:21,345 - mmaction - INFO - Epoch [2][3960/4610] lr: 5.368e-02, eta: 14:21:07, time: 1.359, data_time: 0.001, memory: 10416, loss_action_cls: 0.0470, recall@thr=0.5: 0.6230, prec@thr=0.5: 0.7093, recall@top3: 0.7446, prec@top3: 0.6152, recall@top5: 0.8878, prec@top5: 0.4506, loss: 0.0470, grad_norm: 0.3197 2021-04-17 01:59:48,415 - mmaction - INFO - Epoch [2][3980/4610] lr: 5.377e-02, eta: 14:20:38, time: 1.353, data_time: 0.001, memory: 10416, loss_action_cls: 0.0499, recall@thr=0.5: 0.6234, prec@thr=0.5: 0.6949, recall@top3: 0.7391, prec@top3: 0.5968, recall@top5: 0.8894, prec@top5: 0.4412, loss: 0.0499, grad_norm: 0.4056 2021-04-17 02:00:16,178 - mmaction - INFO - Epoch [2][4000/4610] lr: 5.386e-02, eta: 14:20:11, time: 1.389, data_time: 0.002, memory: 10517, loss_action_cls: 0.0458, recall@thr=0.5: 0.6283, prec@thr=0.5: 0.7149, recall@top3: 0.7624, prec@top3: 0.6076, recall@top5: 0.9071, prec@top5: 0.4453, loss: 0.0458, grad_norm: 0.3277 2021-04-17 02:00:43,635 - mmaction - INFO - Epoch [2][4020/4610] lr: 5.395e-02, eta: 14:19:43, time: 1.373, data_time: 0.001, memory: 10517, loss_action_cls: 0.0464, recall@thr=0.5: 0.6524, prec@thr=0.5: 0.7301, recall@top3: 0.7659, prec@top3: 0.6306, recall@top5: 0.9054, prec@top5: 0.4568, loss: 0.0464, grad_norm: 0.3232 2021-04-17 02:01:11,143 - mmaction - INFO - Epoch [2][4040/4610] lr: 5.404e-02, eta: 14:19:16, time: 1.375, data_time: 0.002, memory: 10517, loss_action_cls: 0.0466, recall@thr=0.5: 0.6322, prec@thr=0.5: 0.7145, recall@top3: 0.7548, prec@top3: 0.6165, recall@top5: 0.9056, prec@top5: 0.4546, loss: 0.0466, grad_norm: 0.3378 2021-04-17 02:01:38,713 - mmaction - INFO - Epoch [2][4060/4610] lr: 5.413e-02, eta: 14:18:48, time: 1.379, data_time: 0.002, memory: 10517, loss_action_cls: 0.0470, recall@thr=0.5: 0.6355, prec@thr=0.5: 0.7142, recall@top3: 0.7580, prec@top3: 0.6249, recall@top5: 0.8986, prec@top5: 0.4556, loss: 0.0470, grad_norm: 0.3352 2021-04-17 02:02:06,160 - mmaction - INFO - Epoch [2][4080/4610] lr: 5.422e-02, eta: 14:18:20, time: 1.373, data_time: 0.002, memory: 10517, loss_action_cls: 0.0472, recall@thr=0.5: 0.6197, prec@thr=0.5: 0.6972, recall@top3: 0.7480, prec@top3: 0.6140, recall@top5: 0.8929, prec@top5: 0.4468, loss: 0.0472, grad_norm: 0.3142 2021-04-17 02:02:33,411 - mmaction - INFO - Epoch [2][4100/4610] lr: 5.430e-02, eta: 14:17:52, time: 1.363, data_time: 0.001, memory: 10517, loss_action_cls: 0.0482, recall@thr=0.5: 0.6200, prec@thr=0.5: 0.7058, recall@top3: 0.7500, prec@top3: 0.6054, recall@top5: 0.8994, prec@top5: 0.4464, loss: 0.0482, grad_norm: 0.3383 2021-04-17 02:03:00,744 - mmaction - INFO - Epoch [2][4120/4610] lr: 5.439e-02, eta: 14:17:23, time: 1.366, data_time: 0.001, memory: 10517, loss_action_cls: 0.0470, recall@thr=0.5: 0.6366, prec@thr=0.5: 0.7067, recall@top3: 0.7599, prec@top3: 0.6150, recall@top5: 0.8987, prec@top5: 0.4453, loss: 0.0470, grad_norm: 0.3107 2021-04-17 02:03:28,120 - mmaction - INFO - Epoch [2][4140/4610] lr: 5.448e-02, eta: 14:16:55, time: 1.367, data_time: 0.001, memory: 10517, loss_action_cls: 0.0470, recall@thr=0.5: 0.6342, prec@thr=0.5: 0.7123, recall@top3: 0.7490, prec@top3: 0.6123, recall@top5: 0.8970, prec@top5: 0.4489, loss: 0.0470, grad_norm: 0.3408 2021-04-17 02:03:55,535 - mmaction - INFO - Epoch [2][4160/4610] lr: 5.457e-02, eta: 14:16:27, time: 1.372, data_time: 0.003, memory: 10517, loss_action_cls: 0.0463, recall@thr=0.5: 0.6366, prec@thr=0.5: 0.7212, recall@top3: 0.7628, prec@top3: 0.5989, recall@top5: 0.9010, prec@top5: 0.4379, loss: 0.0463, grad_norm: 0.3513 2021-04-17 02:04:22,699 - mmaction - INFO - Epoch [2][4180/4610] lr: 5.466e-02, eta: 14:15:58, time: 1.358, data_time: 0.001, memory: 10517, loss_action_cls: 0.0468, recall@thr=0.5: 0.6476, prec@thr=0.5: 0.7156, recall@top3: 0.7577, prec@top3: 0.6240, recall@top5: 0.8992, prec@top5: 0.4552, loss: 0.0468, grad_norm: 0.3098 2021-04-17 02:04:50,038 - mmaction - INFO - Epoch [2][4200/4610] lr: 5.475e-02, eta: 14:15:29, time: 1.366, data_time: 0.001, memory: 10517, loss_action_cls: 0.0447, recall@thr=0.5: 0.6386, prec@thr=0.5: 0.6964, recall@top3: 0.7578, prec@top3: 0.6040, recall@top5: 0.9038, prec@top5: 0.4423, loss: 0.0447, grad_norm: 0.3066 2021-04-17 02:05:16,907 - mmaction - INFO - Epoch [2][4220/4610] lr: 5.484e-02, eta: 14:14:59, time: 1.344, data_time: 0.002, memory: 10517, loss_action_cls: 0.0479, recall@thr=0.5: 0.6262, prec@thr=0.5: 0.7160, recall@top3: 0.7476, prec@top3: 0.6076, recall@top5: 0.8946, prec@top5: 0.4454, loss: 0.0479, grad_norm: 0.3504 2021-04-17 02:05:44,216 - mmaction - INFO - Epoch [2][4240/4610] lr: 5.492e-02, eta: 14:14:31, time: 1.366, data_time: 0.002, memory: 10517, loss_action_cls: 0.0480, recall@thr=0.5: 0.6387, prec@thr=0.5: 0.6988, recall@top3: 0.7517, prec@top3: 0.6126, recall@top5: 0.8946, prec@top5: 0.4470, loss: 0.0480, grad_norm: 0.3186 2021-04-17 02:06:11,355 - mmaction - INFO - Epoch [2][4260/4610] lr: 5.501e-02, eta: 14:14:02, time: 1.356, data_time: 0.001, memory: 10517, loss_action_cls: 0.0451, recall@thr=0.5: 0.6217, prec@thr=0.5: 0.7193, recall@top3: 0.7667, prec@top3: 0.6105, recall@top5: 0.8994, prec@top5: 0.4380, loss: 0.0451, grad_norm: 0.2690 2021-04-17 02:06:38,464 - mmaction - INFO - Epoch [2][4280/4610] lr: 5.510e-02, eta: 14:13:32, time: 1.356, data_time: 0.002, memory: 10517, loss_action_cls: 0.0460, recall@thr=0.5: 0.6049, prec@thr=0.5: 0.6994, recall@top3: 0.7506, prec@top3: 0.5889, recall@top5: 0.8925, prec@top5: 0.4305, loss: 0.0460, grad_norm: 0.2929 2021-04-17 02:07:05,826 - mmaction - INFO - Epoch [2][4300/4610] lr: 5.519e-02, eta: 14:13:04, time: 1.367, data_time: 0.001, memory: 10517, loss_action_cls: 0.0462, recall@thr=0.5: 0.6222, prec@thr=0.5: 0.7082, recall@top3: 0.7519, prec@top3: 0.6052, recall@top5: 0.8905, prec@top5: 0.4398, loss: 0.0462, grad_norm: 0.3195 2021-04-17 02:07:32,967 - mmaction - INFO - Epoch [2][4320/4610] lr: 5.528e-02, eta: 14:12:35, time: 1.357, data_time: 0.002, memory: 10517, loss_action_cls: 0.0473, recall@thr=0.5: 0.6243, prec@thr=0.5: 0.7033, recall@top3: 0.7523, prec@top3: 0.6018, recall@top5: 0.8947, prec@top5: 0.4370, loss: 0.0473, grad_norm: 0.3538 2021-04-17 02:08:00,011 - mmaction - INFO - Epoch [2][4340/4610] lr: 5.536e-02, eta: 14:12:06, time: 1.353, data_time: 0.002, memory: 10517, loss_action_cls: 0.0462, recall@thr=0.5: 0.6175, prec@thr=0.5: 0.7106, recall@top3: 0.7587, prec@top3: 0.6157, recall@top5: 0.9014, prec@top5: 0.4465, loss: 0.0462, grad_norm: 0.2975 2021-04-17 02:08:27,550 - mmaction - INFO - Epoch [2][4360/4610] lr: 5.545e-02, eta: 14:11:38, time: 1.376, data_time: 0.001, memory: 10517, loss_action_cls: 0.0460, recall@thr=0.5: 0.6420, prec@thr=0.5: 0.7292, recall@top3: 0.7602, prec@top3: 0.6284, recall@top5: 0.9039, prec@top5: 0.4600, loss: 0.0460, grad_norm: 0.3100 2021-04-17 02:08:54,798 - mmaction - INFO - Epoch [2][4380/4610] lr: 5.554e-02, eta: 14:11:09, time: 1.362, data_time: 0.001, memory: 10517, loss_action_cls: 0.0450, recall@thr=0.5: 0.6338, prec@thr=0.5: 0.7209, recall@top3: 0.7621, prec@top3: 0.6178, recall@top5: 0.9063, prec@top5: 0.4502, loss: 0.0450, grad_norm: 0.2889 2021-04-17 02:09:22,213 - mmaction - INFO - Epoch [2][4400/4610] lr: 5.562e-02, eta: 14:10:41, time: 1.371, data_time: 0.001, memory: 10517, loss_action_cls: 0.0453, recall@thr=0.5: 0.6367, prec@thr=0.5: 0.7115, recall@top3: 0.7703, prec@top3: 0.6201, recall@top5: 0.9101, prec@top5: 0.4500, loss: 0.0453, grad_norm: 0.3118 2021-04-17 02:09:49,505 - mmaction - INFO - Epoch [2][4420/4610] lr: 5.571e-02, eta: 14:10:13, time: 1.364, data_time: 0.001, memory: 10517, loss_action_cls: 0.0463, recall@thr=0.5: 0.6348, prec@thr=0.5: 0.7209, recall@top3: 0.7593, prec@top3: 0.6140, recall@top5: 0.8959, prec@top5: 0.4471, loss: 0.0463, grad_norm: 0.2783 2021-04-17 02:10:16,772 - mmaction - INFO - Epoch [2][4440/4610] lr: 5.580e-02, eta: 14:09:44, time: 1.364, data_time: 0.002, memory: 10517, loss_action_cls: 0.0463, recall@thr=0.5: 0.6479, prec@thr=0.5: 0.7143, recall@top3: 0.7596, prec@top3: 0.6164, recall@top5: 0.9004, prec@top5: 0.4491, loss: 0.0463, grad_norm: 0.3255 2021-04-17 02:10:43,941 - mmaction - INFO - Epoch [2][4460/4610] lr: 5.588e-02, eta: 14:09:15, time: 1.359, data_time: 0.002, memory: 10517, loss_action_cls: 0.0484, recall@thr=0.5: 0.6045, prec@thr=0.5: 0.6940, recall@top3: 0.7478, prec@top3: 0.6118, recall@top5: 0.9012, prec@top5: 0.4518, loss: 0.0484, grad_norm: 0.3430 2021-04-17 02:11:11,210 - mmaction - INFO - Epoch [2][4480/4610] lr: 5.597e-02, eta: 14:08:47, time: 1.364, data_time: 0.001, memory: 10517, loss_action_cls: 0.0471, recall@thr=0.5: 0.6193, prec@thr=0.5: 0.6958, recall@top3: 0.7449, prec@top3: 0.6016, recall@top5: 0.9056, prec@top5: 0.4486, loss: 0.0471, grad_norm: 0.3448 2021-04-17 02:11:38,324 - mmaction - INFO - Epoch [2][4500/4610] lr: 5.606e-02, eta: 14:08:18, time: 1.356, data_time: 0.001, memory: 10517, loss_action_cls: 0.0489, recall@thr=0.5: 0.6209, prec@thr=0.5: 0.7021, recall@top3: 0.7470, prec@top3: 0.6117, recall@top5: 0.8994, prec@top5: 0.4509, loss: 0.0489, grad_norm: 0.3551 2021-04-17 02:12:05,709 - mmaction - INFO - Epoch [2][4520/4610] lr: 5.614e-02, eta: 14:07:50, time: 1.368, data_time: 0.001, memory: 10517, loss_action_cls: 0.0478, recall@thr=0.5: 0.6237, prec@thr=0.5: 0.7091, recall@top3: 0.7447, prec@top3: 0.6114, recall@top5: 0.8899, prec@top5: 0.4499, loss: 0.0478, grad_norm: 0.3307 2021-04-17 02:12:33,360 - mmaction - INFO - Epoch [2][4540/4610] lr: 5.623e-02, eta: 14:07:23, time: 1.382, data_time: 0.002, memory: 10517, loss_action_cls: 0.0475, recall@thr=0.5: 0.6199, prec@thr=0.5: 0.6945, recall@top3: 0.7551, prec@top3: 0.6065, recall@top5: 0.8965, prec@top5: 0.4401, loss: 0.0475, grad_norm: 0.3259 2021-04-17 02:13:00,679 - mmaction - INFO - Epoch [2][4560/4610] lr: 5.631e-02, eta: 14:06:54, time: 1.367, data_time: 0.002, memory: 10517, loss_action_cls: 0.0502, recall@thr=0.5: 0.6194, prec@thr=0.5: 0.6924, recall@top3: 0.7306, prec@top3: 0.5923, recall@top5: 0.8902, prec@top5: 0.4415, loss: 0.0502, grad_norm: 0.3658 2021-04-17 02:13:27,792 - mmaction - INFO - Epoch [2][4580/4610] lr: 5.640e-02, eta: 14:06:25, time: 1.355, data_time: 0.001, memory: 10517, loss_action_cls: 0.0466, recall@thr=0.5: 0.6157, prec@thr=0.5: 0.7064, recall@top3: 0.7406, prec@top3: 0.6062, recall@top5: 0.8963, prec@top5: 0.4475, loss: 0.0466, grad_norm: 0.2980 2021-04-17 02:13:54,602 - mmaction - INFO - Epoch [2][4600/4610] lr: 5.648e-02, eta: 14:05:55, time: 1.340, data_time: 0.001, memory: 10517, loss_action_cls: 0.0471, recall@thr=0.5: 0.6259, prec@thr=0.5: 0.7054, recall@top3: 0.7520, prec@top3: 0.6154, recall@top5: 0.8945, prec@top5: 0.4486, loss: 0.0471, grad_norm: 0.3146 2021-04-17 02:14:10,055 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-04-17 02:37:38,329 - mmaction - INFO - Evaluating mAP ... 2021-04-17 02:43:47,984 - mmaction - INFO - mAP@0.5IOU 0.2426 2021-04-17 02:43:49,473 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_2.pth. 2021-04-17 02:43:49,474 - mmaction - INFO - Best mAP@0.5IOU is 0.2426 at 2 epoch. 2021-04-17 02:43:50,750 - mmaction - INFO - Epoch(val) [2][4610] mAP@0.5IOU: 0.2426 2021-04-17 02:45:00,403 - mmaction - INFO - Epoch [3][20/4610] lr: 5.651e-02, eta: 14:07:07, time: 3.482, data_time: 2.115, memory: 10517, loss_action_cls: 0.0459, recall@thr=0.5: 0.6356, prec@thr=0.5: 0.7052, recall@top3: 0.7571, prec@top3: 0.6065, recall@top5: 0.8997, prec@top5: 0.4419, loss: 0.0459, grad_norm: 0.3295 2021-04-17 02:45:27,545 - mmaction - INFO - Epoch [3][40/4610] lr: 5.648e-02, eta: 14:06:37, time: 1.356, data_time: 0.003, memory: 10517, loss_action_cls: 0.0454, recall@thr=0.5: 0.6398, prec@thr=0.5: 0.7115, recall@top3: 0.7599, prec@top3: 0.6167, recall@top5: 0.9084, prec@top5: 0.4518, loss: 0.0454, grad_norm: 0.3276 2021-04-17 02:45:54,512 - mmaction - INFO - Epoch [3][60/4610] lr: 5.646e-02, eta: 14:06:07, time: 1.349, data_time: 0.001, memory: 10517, loss_action_cls: 0.0450, recall@thr=0.5: 0.6409, prec@thr=0.5: 0.7190, recall@top3: 0.7614, prec@top3: 0.6280, recall@top5: 0.9000, prec@top5: 0.4543, loss: 0.0450, grad_norm: 0.3130 2021-04-17 02:46:21,761 - mmaction - INFO - Epoch [3][80/4610] lr: 5.643e-02, eta: 14:05:38, time: 1.362, data_time: 0.001, memory: 10517, loss_action_cls: 0.0444, recall@thr=0.5: 0.6611, prec@thr=0.5: 0.7462, recall@top3: 0.7776, prec@top3: 0.6350, recall@top5: 0.9103, prec@top5: 0.4558, loss: 0.0444, grad_norm: 0.3152 2021-04-17 02:46:48,792 - mmaction - INFO - Epoch [3][100/4610] lr: 5.641e-02, eta: 14:05:09, time: 1.352, data_time: 0.002, memory: 10517, loss_action_cls: 0.0462, recall@thr=0.5: 0.6282, prec@thr=0.5: 0.7089, recall@top3: 0.7571, prec@top3: 0.6111, recall@top5: 0.9104, prec@top5: 0.4504, loss: 0.0462, grad_norm: 0.3350 2021-04-17 02:47:15,817 - mmaction - INFO - Epoch [3][120/4610] lr: 5.638e-02, eta: 14:04:39, time: 1.351, data_time: 0.001, memory: 10517, loss_action_cls: 0.0454, recall@thr=0.5: 0.6340, prec@thr=0.5: 0.7028, recall@top3: 0.7579, prec@top3: 0.6185, recall@top5: 0.9090, prec@top5: 0.4542, loss: 0.0454, grad_norm: 0.3153 2021-04-17 02:47:42,823 - mmaction - INFO - Epoch [3][140/4610] lr: 5.636e-02, eta: 14:04:09, time: 1.349, data_time: 0.001, memory: 10517, loss_action_cls: 0.0446, recall@thr=0.5: 0.6426, prec@thr=0.5: 0.7331, recall@top3: 0.7620, prec@top3: 0.6259, recall@top5: 0.9073, prec@top5: 0.4586, loss: 0.0446, grad_norm: 0.2996 2021-04-17 02:48:09,874 - mmaction - INFO - Epoch [3][160/4610] lr: 5.633e-02, eta: 14:03:40, time: 1.354, data_time: 0.003, memory: 10517, loss_action_cls: 0.0450, recall@thr=0.5: 0.6547, prec@thr=0.5: 0.7266, recall@top3: 0.7662, prec@top3: 0.6271, recall@top5: 0.9052, prec@top5: 0.4562, loss: 0.0450, grad_norm: 0.2870 2021-04-17 02:48:37,263 - mmaction - INFO - Epoch [3][180/4610] lr: 5.631e-02, eta: 14:03:11, time: 1.369, data_time: 0.001, memory: 10517, loss_action_cls: 0.0448, recall@thr=0.5: 0.6360, prec@thr=0.5: 0.7118, recall@top3: 0.7691, prec@top3: 0.6214, recall@top5: 0.9111, prec@top5: 0.4507, loss: 0.0448, grad_norm: 0.3057 2021-04-17 02:49:04,194 - mmaction - INFO - Epoch [3][200/4610] lr: 5.628e-02, eta: 14:02:41, time: 1.347, data_time: 0.001, memory: 10517, loss_action_cls: 0.0448, recall@thr=0.5: 0.6309, prec@thr=0.5: 0.7115, recall@top3: 0.7631, prec@top3: 0.6154, recall@top5: 0.9076, prec@top5: 0.4491, loss: 0.0448, grad_norm: 0.2908 2021-04-17 02:49:31,907 - mmaction - INFO - Epoch [3][220/4610] lr: 5.625e-02, eta: 14:02:14, time: 1.386, data_time: 0.001, memory: 10517, loss_action_cls: 0.0426, recall@thr=0.5: 0.6675, prec@thr=0.5: 0.7499, recall@top3: 0.7903, prec@top3: 0.6410, recall@top5: 0.9169, prec@top5: 0.4578, loss: 0.0426, grad_norm: 0.2783 2021-04-17 02:49:59,163 - mmaction - INFO - Epoch [3][240/4610] lr: 5.623e-02, eta: 14:01:45, time: 1.363, data_time: 0.001, memory: 10517, loss_action_cls: 0.0432, recall@thr=0.5: 0.6582, prec@thr=0.5: 0.7216, recall@top3: 0.7709, prec@top3: 0.6363, recall@top5: 0.9118, prec@top5: 0.4606, loss: 0.0432, grad_norm: 0.2861 2021-04-17 02:50:26,628 - mmaction - INFO - Epoch [3][260/4610] lr: 5.620e-02, eta: 14:01:17, time: 1.373, data_time: 0.001, memory: 10517, loss_action_cls: 0.0466, recall@thr=0.5: 0.6198, prec@thr=0.5: 0.6965, recall@top3: 0.7555, prec@top3: 0.6114, recall@top5: 0.8979, prec@top5: 0.4458, loss: 0.0466, grad_norm: 0.3399 2021-04-17 02:50:53,932 - mmaction - INFO - Epoch [3][280/4610] lr: 5.618e-02, eta: 14:00:49, time: 1.365, data_time: 0.001, memory: 10517, loss_action_cls: 0.0463, recall@thr=0.5: 0.6378, prec@thr=0.5: 0.7370, recall@top3: 0.7615, prec@top3: 0.6224, recall@top5: 0.8975, prec@top5: 0.4511, loss: 0.0463, grad_norm: 0.3492 2021-04-17 02:51:21,342 - mmaction - INFO - Epoch [3][300/4610] lr: 5.615e-02, eta: 14:00:21, time: 1.371, data_time: 0.002, memory: 10517, loss_action_cls: 0.0465, recall@thr=0.5: 0.6338, prec@thr=0.5: 0.7030, recall@top3: 0.7616, prec@top3: 0.6158, recall@top5: 0.9012, prec@top5: 0.4485, loss: 0.0465, grad_norm: 0.3380 2021-04-17 02:51:48,943 - mmaction - INFO - Epoch [3][320/4610] lr: 5.613e-02, eta: 13:59:53, time: 1.380, data_time: 0.001, memory: 10517, loss_action_cls: 0.0431, recall@thr=0.5: 0.6499, prec@thr=0.5: 0.7356, recall@top3: 0.7663, prec@top3: 0.6175, recall@top5: 0.9079, prec@top5: 0.4466, loss: 0.0431, grad_norm: 0.2856 2021-04-17 02:52:16,404 - mmaction - INFO - Epoch [3][340/4610] lr: 5.610e-02, eta: 13:59:25, time: 1.373, data_time: 0.001, memory: 10517, loss_action_cls: 0.0439, recall@thr=0.5: 0.6396, prec@thr=0.5: 0.7172, recall@top3: 0.7693, prec@top3: 0.6165, recall@top5: 0.9043, prec@top5: 0.4423, loss: 0.0439, grad_norm: 0.3316 2021-04-17 02:52:43,951 - mmaction - INFO - Epoch [3][360/4610] lr: 5.607e-02, eta: 13:58:58, time: 1.376, data_time: 0.001, memory: 10517, loss_action_cls: 0.0452, recall@thr=0.5: 0.6393, prec@thr=0.5: 0.7205, recall@top3: 0.7682, prec@top3: 0.6226, recall@top5: 0.9071, prec@top5: 0.4511, loss: 0.0452, grad_norm: 0.3328 2021-04-17 02:53:11,279 - mmaction - INFO - Epoch [3][380/4610] lr: 5.605e-02, eta: 13:58:29, time: 1.368, data_time: 0.002, memory: 10517, loss_action_cls: 0.0497, recall@thr=0.5: 0.6068, prec@thr=0.5: 0.6918, recall@top3: 0.7450, prec@top3: 0.5929, recall@top5: 0.8928, prec@top5: 0.4349, loss: 0.0497, grad_norm: 0.3876 2021-04-17 02:53:38,571 - mmaction - INFO - Epoch [3][400/4610] lr: 5.602e-02, eta: 13:58:01, time: 1.365, data_time: 0.001, memory: 10517, loss_action_cls: 0.0459, recall@thr=0.5: 0.6367, prec@thr=0.5: 0.7088, recall@top3: 0.7550, prec@top3: 0.6162, recall@top5: 0.9044, prec@top5: 0.4524, loss: 0.0459, grad_norm: 0.3268 2021-04-17 02:54:06,126 - mmaction - INFO - Epoch [3][420/4610] lr: 5.600e-02, eta: 13:57:33, time: 1.378, data_time: 0.001, memory: 10517, loss_action_cls: 0.0479, recall@thr=0.5: 0.6300, prec@thr=0.5: 0.7068, recall@top3: 0.7422, prec@top3: 0.6101, recall@top5: 0.8905, prec@top5: 0.4475, loss: 0.0479, grad_norm: 0.3259 2021-04-17 02:54:33,755 - mmaction - INFO - Epoch [3][440/4610] lr: 5.597e-02, eta: 13:57:06, time: 1.380, data_time: 0.001, memory: 10517, loss_action_cls: 0.0452, recall@thr=0.5: 0.6377, prec@thr=0.5: 0.7224, recall@top3: 0.7579, prec@top3: 0.6272, recall@top5: 0.9012, prec@top5: 0.4531, loss: 0.0452, grad_norm: 0.2863 2021-04-17 02:55:01,395 - mmaction - INFO - Epoch [3][460/4610] lr: 5.594e-02, eta: 13:56:38, time: 1.382, data_time: 0.002, memory: 10517, loss_action_cls: 0.0464, recall@thr=0.5: 0.6372, prec@thr=0.5: 0.7177, recall@top3: 0.7545, prec@top3: 0.6237, recall@top5: 0.8970, prec@top5: 0.4557, loss: 0.0464, grad_norm: 0.3159 2021-04-17 02:55:29,023 - mmaction - INFO - Epoch [3][480/4610] lr: 5.592e-02, eta: 13:56:11, time: 1.381, data_time: 0.001, memory: 10517, loss_action_cls: 0.0439, recall@thr=0.5: 0.6387, prec@thr=0.5: 0.7171, recall@top3: 0.7618, prec@top3: 0.6214, recall@top5: 0.9019, prec@top5: 0.4495, loss: 0.0439, grad_norm: 0.2865 2021-04-17 02:55:56,362 - mmaction - INFO - Epoch [3][500/4610] lr: 5.589e-02, eta: 13:55:42, time: 1.367, data_time: 0.002, memory: 10517, loss_action_cls: 0.0449, recall@thr=0.5: 0.6552, prec@thr=0.5: 0.7307, recall@top3: 0.7640, prec@top3: 0.6418, recall@top5: 0.9032, prec@top5: 0.4642, loss: 0.0449, grad_norm: 0.3055 2021-04-17 02:56:23,582 - mmaction - INFO - Epoch [3][520/4610] lr: 5.587e-02, eta: 13:55:14, time: 1.362, data_time: 0.002, memory: 10517, loss_action_cls: 0.0476, recall@thr=0.5: 0.6390, prec@thr=0.5: 0.7197, recall@top3: 0.7591, prec@top3: 0.6194, recall@top5: 0.8984, prec@top5: 0.4509, loss: 0.0476, grad_norm: 0.3416 2021-04-17 02:56:51,063 - mmaction - INFO - Epoch [3][540/4610] lr: 5.584e-02, eta: 13:54:46, time: 1.373, data_time: 0.001, memory: 10517, loss_action_cls: 0.0461, recall@thr=0.5: 0.6449, prec@thr=0.5: 0.7157, recall@top3: 0.7604, prec@top3: 0.6173, recall@top5: 0.9093, prec@top5: 0.4542, loss: 0.0461, grad_norm: 0.3338 2021-04-17 02:57:18,571 - mmaction - INFO - Epoch [3][560/4610] lr: 5.581e-02, eta: 13:54:18, time: 1.376, data_time: 0.002, memory: 10517, loss_action_cls: 0.0443, recall@thr=0.5: 0.6383, prec@thr=0.5: 0.7267, recall@top3: 0.7678, prec@top3: 0.6169, recall@top5: 0.9080, prec@top5: 0.4475, loss: 0.0443, grad_norm: 0.3014 2021-04-17 02:57:45,765 - mmaction - INFO - Epoch [3][580/4610] lr: 5.579e-02, eta: 13:53:49, time: 1.359, data_time: 0.001, memory: 10517, loss_action_cls: 0.0458, recall@thr=0.5: 0.6406, prec@thr=0.5: 0.7072, recall@top3: 0.7529, prec@top3: 0.6205, recall@top5: 0.8937, prec@top5: 0.4545, loss: 0.0458, grad_norm: 0.3177 2021-04-17 02:58:12,856 - mmaction - INFO - Epoch [3][600/4610] lr: 5.576e-02, eta: 13:53:20, time: 1.356, data_time: 0.002, memory: 10517, loss_action_cls: 0.0443, recall@thr=0.5: 0.6582, prec@thr=0.5: 0.7310, recall@top3: 0.7771, prec@top3: 0.6324, recall@top5: 0.9070, prec@top5: 0.4544, loss: 0.0443, grad_norm: 0.2868 2021-04-17 02:58:40,193 - mmaction - INFO - Epoch [3][620/4610] lr: 5.573e-02, eta: 13:52:51, time: 1.367, data_time: 0.001, memory: 10517, loss_action_cls: 0.0457, recall@thr=0.5: 0.6426, prec@thr=0.5: 0.7196, recall@top3: 0.7624, prec@top3: 0.6153, recall@top5: 0.9091, prec@top5: 0.4527, loss: 0.0457, grad_norm: 0.3093 2021-04-17 02:59:07,348 - mmaction - INFO - Epoch [3][640/4610] lr: 5.571e-02, eta: 13:52:22, time: 1.358, data_time: 0.001, memory: 10517, loss_action_cls: 0.0464, recall@thr=0.5: 0.6362, prec@thr=0.5: 0.7234, recall@top3: 0.7614, prec@top3: 0.6138, recall@top5: 0.8961, prec@top5: 0.4455, loss: 0.0464, grad_norm: 0.3112 2021-04-17 02:59:34,789 - mmaction - INFO - Epoch [3][660/4610] lr: 5.568e-02, eta: 13:51:54, time: 1.372, data_time: 0.001, memory: 10517, loss_action_cls: 0.0446, recall@thr=0.5: 0.6473, prec@thr=0.5: 0.7444, recall@top3: 0.7681, prec@top3: 0.6197, recall@top5: 0.9035, prec@top5: 0.4463, loss: 0.0446, grad_norm: 0.3054 2021-04-17 03:00:02,396 - mmaction - INFO - Epoch [3][680/4610] lr: 5.566e-02, eta: 13:51:27, time: 1.381, data_time: 0.002, memory: 10517, loss_action_cls: 0.0449, recall@thr=0.5: 0.6348, prec@thr=0.5: 0.7074, recall@top3: 0.7619, prec@top3: 0.6277, recall@top5: 0.9091, prec@top5: 0.4593, loss: 0.0449, grad_norm: 0.3174 2021-04-17 03:00:29,615 - mmaction - INFO - Epoch [3][700/4610] lr: 5.563e-02, eta: 13:50:58, time: 1.361, data_time: 0.001, memory: 10517, loss_action_cls: 0.0456, recall@thr=0.5: 0.6421, prec@thr=0.5: 0.7105, recall@top3: 0.7741, prec@top3: 0.6241, recall@top5: 0.9014, prec@top5: 0.4466, loss: 0.0456, grad_norm: 0.3322 2021-04-17 03:00:56,903 - mmaction - INFO - Epoch [3][720/4610] lr: 5.560e-02, eta: 13:50:29, time: 1.363, data_time: 0.001, memory: 10517, loss_action_cls: 0.0445, recall@thr=0.5: 0.6375, prec@thr=0.5: 0.7204, recall@top3: 0.7607, prec@top3: 0.6084, recall@top5: 0.9022, prec@top5: 0.4426, loss: 0.0445, grad_norm: 0.3172 2021-04-17 03:01:24,115 - mmaction - INFO - Epoch [3][740/4610] lr: 5.558e-02, eta: 13:50:01, time: 1.360, data_time: 0.002, memory: 10517, loss_action_cls: 0.0440, recall@thr=0.5: 0.6537, prec@thr=0.5: 0.7337, recall@top3: 0.7830, prec@top3: 0.6265, recall@top5: 0.9122, prec@top5: 0.4501, loss: 0.0440, grad_norm: 0.3292 2021-04-17 03:01:51,593 - mmaction - INFO - Epoch [3][760/4610] lr: 5.555e-02, eta: 13:49:33, time: 1.374, data_time: 0.002, memory: 10517, loss_action_cls: 0.0457, recall@thr=0.5: 0.6383, prec@thr=0.5: 0.7262, recall@top3: 0.7686, prec@top3: 0.6106, recall@top5: 0.9087, prec@top5: 0.4422, loss: 0.0457, grad_norm: 0.3288 2021-04-17 03:02:18,626 - mmaction - INFO - Epoch [3][780/4610] lr: 5.552e-02, eta: 13:49:03, time: 1.352, data_time: 0.002, memory: 10517, loss_action_cls: 0.0451, recall@thr=0.5: 0.6521, prec@thr=0.5: 0.7310, recall@top3: 0.7687, prec@top3: 0.6201, recall@top5: 0.8964, prec@top5: 0.4436, loss: 0.0451, grad_norm: 0.2990 2021-04-17 03:02:46,060 - mmaction - INFO - Epoch [3][800/4610] lr: 5.549e-02, eta: 13:48:35, time: 1.370, data_time: 0.001, memory: 10517, loss_action_cls: 0.0439, recall@thr=0.5: 0.6538, prec@thr=0.5: 0.7324, recall@top3: 0.7771, prec@top3: 0.6249, recall@top5: 0.9114, prec@top5: 0.4496, loss: 0.0439, grad_norm: 0.3227 2021-04-17 03:03:13,629 - mmaction - INFO - Epoch [3][820/4610] lr: 5.547e-02, eta: 13:48:08, time: 1.380, data_time: 0.002, memory: 10517, loss_action_cls: 0.0444, recall@thr=0.5: 0.6498, prec@thr=0.5: 0.7264, recall@top3: 0.7670, prec@top3: 0.6273, recall@top5: 0.9095, prec@top5: 0.4551, loss: 0.0444, grad_norm: 0.3095 2021-04-17 03:03:40,826 - mmaction - INFO - Epoch [3][840/4610] lr: 5.544e-02, eta: 13:47:39, time: 1.359, data_time: 0.001, memory: 10517, loss_action_cls: 0.0466, recall@thr=0.5: 0.6388, prec@thr=0.5: 0.7095, recall@top3: 0.7670, prec@top3: 0.6092, recall@top5: 0.9068, prec@top5: 0.4425, loss: 0.0466, grad_norm: 0.3398 2021-04-17 03:04:08,066 - mmaction - INFO - Epoch [3][860/4610] lr: 5.541e-02, eta: 13:47:10, time: 1.363, data_time: 0.002, memory: 10517, loss_action_cls: 0.0461, recall@thr=0.5: 0.6338, prec@thr=0.5: 0.7128, recall@top3: 0.7518, prec@top3: 0.6179, recall@top5: 0.8922, prec@top5: 0.4491, loss: 0.0461, grad_norm: 0.2885 2021-04-17 03:04:35,905 - mmaction - INFO - Epoch [3][880/4610] lr: 5.539e-02, eta: 13:46:44, time: 1.392, data_time: 0.001, memory: 10517, loss_action_cls: 0.0433, recall@thr=0.5: 0.6614, prec@thr=0.5: 0.7369, recall@top3: 0.7737, prec@top3: 0.6275, recall@top5: 0.9120, prec@top5: 0.4541, loss: 0.0433, grad_norm: 0.2798 2021-04-17 03:05:03,294 - mmaction - INFO - Epoch [3][900/4610] lr: 5.536e-02, eta: 13:46:16, time: 1.369, data_time: 0.001, memory: 10517, loss_action_cls: 0.0459, recall@thr=0.5: 0.6281, prec@thr=0.5: 0.7112, recall@top3: 0.7662, prec@top3: 0.6234, recall@top5: 0.9040, prec@top5: 0.4494, loss: 0.0459, grad_norm: 0.3410 2021-04-17 03:05:30,501 - mmaction - INFO - Epoch [3][920/4610] lr: 5.533e-02, eta: 13:45:47, time: 1.358, data_time: 0.001, memory: 10517, loss_action_cls: 0.0455, recall@thr=0.5: 0.6474, prec@thr=0.5: 0.7208, recall@top3: 0.7605, prec@top3: 0.6364, recall@top5: 0.8948, prec@top5: 0.4576, loss: 0.0455, grad_norm: 0.2909 2021-04-17 03:05:57,826 - mmaction - INFO - Epoch [3][940/4610] lr: 5.531e-02, eta: 13:45:18, time: 1.368, data_time: 0.003, memory: 10517, loss_action_cls: 0.0449, recall@thr=0.5: 0.6390, prec@thr=0.5: 0.7270, recall@top3: 0.7664, prec@top3: 0.6262, recall@top5: 0.9048, prec@top5: 0.4517, loss: 0.0449, grad_norm: 0.2824 2021-04-17 03:06:25,239 - mmaction - INFO - Epoch [3][960/4610] lr: 5.528e-02, eta: 13:44:50, time: 1.370, data_time: 0.001, memory: 10517, loss_action_cls: 0.0449, recall@thr=0.5: 0.6408, prec@thr=0.5: 0.7223, recall@top3: 0.7654, prec@top3: 0.6255, recall@top5: 0.9121, prec@top5: 0.4581, loss: 0.0449, grad_norm: 0.3325 2021-04-17 03:06:53,150 - mmaction - INFO - Epoch [3][980/4610] lr: 5.525e-02, eta: 13:44:24, time: 1.396, data_time: 0.048, memory: 10517, loss_action_cls: 0.0476, recall@thr=0.5: 0.6267, prec@thr=0.5: 0.7112, recall@top3: 0.7562, prec@top3: 0.6079, recall@top5: 0.8938, prec@top5: 0.4401, loss: 0.0476, grad_norm: 0.3234 2021-04-17 03:07:20,565 - mmaction - INFO - Epoch [3][1000/4610] lr: 5.522e-02, eta: 13:43:56, time: 1.370, data_time: 0.001, memory: 10517, loss_action_cls: 0.0463, recall@thr=0.5: 0.6189, prec@thr=0.5: 0.7098, recall@top3: 0.7595, prec@top3: 0.6040, recall@top5: 0.8977, prec@top5: 0.4357, loss: 0.0463, grad_norm: 0.3037 2021-04-17 03:07:48,047 - mmaction - INFO - Epoch [3][1020/4610] lr: 5.520e-02, eta: 13:43:28, time: 1.374, data_time: 0.001, memory: 10517, loss_action_cls: 0.0439, recall@thr=0.5: 0.6443, prec@thr=0.5: 0.7281, recall@top3: 0.7722, prec@top3: 0.6234, recall@top5: 0.9023, prec@top5: 0.4485, loss: 0.0439, grad_norm: 0.2964 2021-04-17 03:08:15,400 - mmaction - INFO - Epoch [3][1040/4610] lr: 5.517e-02, eta: 13:43:00, time: 1.368, data_time: 0.002, memory: 10517, loss_action_cls: 0.0455, recall@thr=0.5: 0.6415, prec@thr=0.5: 0.7272, recall@top3: 0.7533, prec@top3: 0.6309, recall@top5: 0.8939, prec@top5: 0.4571, loss: 0.0455, grad_norm: 0.2927 2021-04-17 03:08:42,658 - mmaction - INFO - Epoch [3][1060/4610] lr: 5.514e-02, eta: 13:42:31, time: 1.363, data_time: 0.001, memory: 10517, loss_action_cls: 0.0455, recall@thr=0.5: 0.6375, prec@thr=0.5: 0.7084, recall@top3: 0.7632, prec@top3: 0.6131, recall@top5: 0.9019, prec@top5: 0.4445, loss: 0.0455, grad_norm: 0.3113 2021-04-17 03:09:10,032 - mmaction - INFO - Epoch [3][1080/4610] lr: 5.511e-02, eta: 13:42:03, time: 1.367, data_time: 0.001, memory: 10517, loss_action_cls: 0.0438, recall@thr=0.5: 0.6336, prec@thr=0.5: 0.7216, recall@top3: 0.7765, prec@top3: 0.6203, recall@top5: 0.9102, prec@top5: 0.4453, loss: 0.0438, grad_norm: 0.2901 2021-04-17 03:09:37,351 - mmaction - INFO - Epoch [3][1100/4610] lr: 5.509e-02, eta: 13:41:35, time: 1.367, data_time: 0.002, memory: 10517, loss_action_cls: 0.0448, recall@thr=0.5: 0.6388, prec@thr=0.5: 0.7233, recall@top3: 0.7618, prec@top3: 0.6249, recall@top5: 0.9063, prec@top5: 0.4534, loss: 0.0448, grad_norm: 0.2959 2021-04-17 03:10:04,892 - mmaction - INFO - Epoch [3][1120/4610] lr: 5.506e-02, eta: 13:41:07, time: 1.377, data_time: 0.001, memory: 10517, loss_action_cls: 0.0441, recall@thr=0.5: 0.6355, prec@thr=0.5: 0.7142, recall@top3: 0.7634, prec@top3: 0.6172, recall@top5: 0.9040, prec@top5: 0.4472, loss: 0.0441, grad_norm: 0.2973 2021-04-17 03:10:32,394 - mmaction - INFO - Epoch [3][1140/4610] lr: 5.503e-02, eta: 13:40:39, time: 1.374, data_time: 0.001, memory: 10517, loss_action_cls: 0.0470, recall@thr=0.5: 0.6288, prec@thr=0.5: 0.7093, recall@top3: 0.7508, prec@top3: 0.6143, recall@top5: 0.9000, prec@top5: 0.4519, loss: 0.0470, grad_norm: 0.3188 2021-04-17 03:10:59,584 - mmaction - INFO - Epoch [3][1160/4610] lr: 5.500e-02, eta: 13:40:11, time: 1.360, data_time: 0.002, memory: 10517, loss_action_cls: 0.0442, recall@thr=0.5: 0.6405, prec@thr=0.5: 0.7137, recall@top3: 0.7671, prec@top3: 0.6139, recall@top5: 0.9057, prec@top5: 0.4435, loss: 0.0442, grad_norm: 0.3038 2021-04-17 03:11:27,198 - mmaction - INFO - Epoch [3][1180/4610] lr: 5.498e-02, eta: 13:39:43, time: 1.381, data_time: 0.002, memory: 10517, loss_action_cls: 0.0462, recall@thr=0.5: 0.6269, prec@thr=0.5: 0.7118, recall@top3: 0.7593, prec@top3: 0.6092, recall@top5: 0.9026, prec@top5: 0.4448, loss: 0.0462, grad_norm: 0.3345 2021-04-17 03:11:54,520 - mmaction - INFO - Epoch [3][1200/4610] lr: 5.495e-02, eta: 13:39:15, time: 1.366, data_time: 0.002, memory: 10517, loss_action_cls: 0.0437, recall@thr=0.5: 0.6536, prec@thr=0.5: 0.7126, recall@top3: 0.7741, prec@top3: 0.6323, recall@top5: 0.9133, prec@top5: 0.4592, loss: 0.0437, grad_norm: 0.2896 2021-04-17 03:12:22,053 - mmaction - INFO - Epoch [3][1220/4610] lr: 5.492e-02, eta: 13:38:47, time: 1.377, data_time: 0.002, memory: 10517, loss_action_cls: 0.0442, recall@thr=0.5: 0.6456, prec@thr=0.5: 0.7350, recall@top3: 0.7671, prec@top3: 0.6305, recall@top5: 0.9104, prec@top5: 0.4598, loss: 0.0442, grad_norm: 0.2923 2021-04-17 03:12:49,264 - mmaction - INFO - Epoch [3][1240/4610] lr: 5.489e-02, eta: 13:38:19, time: 1.361, data_time: 0.002, memory: 10517, loss_action_cls: 0.0447, recall@thr=0.5: 0.6381, prec@thr=0.5: 0.7247, recall@top3: 0.7645, prec@top3: 0.6332, recall@top5: 0.9022, prec@top5: 0.4561, loss: 0.0447, grad_norm: 0.2949 2021-04-17 03:13:16,501 - mmaction - INFO - Epoch [3][1260/4610] lr: 5.486e-02, eta: 13:37:50, time: 1.360, data_time: 0.001, memory: 10517, loss_action_cls: 0.0454, recall@thr=0.5: 0.6351, prec@thr=0.5: 0.7223, recall@top3: 0.7617, prec@top3: 0.6249, recall@top5: 0.9020, prec@top5: 0.4539, loss: 0.0454, grad_norm: 0.3014 2021-04-17 03:13:43,675 - mmaction - INFO - Epoch [3][1280/4610] lr: 5.484e-02, eta: 13:37:21, time: 1.359, data_time: 0.002, memory: 10517, loss_action_cls: 0.0456, recall@thr=0.5: 0.6249, prec@thr=0.5: 0.7047, recall@top3: 0.7567, prec@top3: 0.6108, recall@top5: 0.9016, prec@top5: 0.4483, loss: 0.0456, grad_norm: 0.3007 2021-04-17 03:14:10,895 - mmaction - INFO - Epoch [3][1300/4610] lr: 5.481e-02, eta: 13:36:52, time: 1.362, data_time: 0.002, memory: 10517, loss_action_cls: 0.0459, recall@thr=0.5: 0.6290, prec@thr=0.5: 0.7169, recall@top3: 0.7611, prec@top3: 0.6246, recall@top5: 0.8969, prec@top5: 0.4530, loss: 0.0459, grad_norm: 0.2810 2021-04-17 03:14:38,298 - mmaction - INFO - Epoch [3][1320/4610] lr: 5.478e-02, eta: 13:36:24, time: 1.369, data_time: 0.001, memory: 10517, loss_action_cls: 0.0450, recall@thr=0.5: 0.6436, prec@thr=0.5: 0.7246, recall@top3: 0.7672, prec@top3: 0.6210, recall@top5: 0.9060, prec@top5: 0.4532, loss: 0.0450, grad_norm: 0.2849 2021-04-17 03:15:05,818 - mmaction - INFO - Epoch [3][1340/4610] lr: 5.475e-02, eta: 13:35:57, time: 1.375, data_time: 0.002, memory: 10517, loss_action_cls: 0.0433, recall@thr=0.5: 0.6532, prec@thr=0.5: 0.7358, recall@top3: 0.7700, prec@top3: 0.6250, recall@top5: 0.9094, prec@top5: 0.4523, loss: 0.0433, grad_norm: 0.2752 2021-04-17 03:15:32,942 - mmaction - INFO - Epoch [3][1360/4610] lr: 5.472e-02, eta: 13:35:28, time: 1.358, data_time: 0.003, memory: 10517, loss_action_cls: 0.0443, recall@thr=0.5: 0.6380, prec@thr=0.5: 0.7239, recall@top3: 0.7759, prec@top3: 0.6255, recall@top5: 0.9100, prec@top5: 0.4507, loss: 0.0443, grad_norm: 0.3078 2021-04-17 03:16:00,462 - mmaction - INFO - Epoch [3][1380/4610] lr: 5.470e-02, eta: 13:35:00, time: 1.376, data_time: 0.001, memory: 10517, loss_action_cls: 0.0453, recall@thr=0.5: 0.6623, prec@thr=0.5: 0.7198, recall@top3: 0.7620, prec@top3: 0.6318, recall@top5: 0.9118, prec@top5: 0.4631, loss: 0.0453, grad_norm: 0.3333 2021-04-17 03:16:27,698 - mmaction - INFO - Epoch [3][1400/4610] lr: 5.467e-02, eta: 13:34:31, time: 1.361, data_time: 0.001, memory: 10517, loss_action_cls: 0.0448, recall@thr=0.5: 0.6405, prec@thr=0.5: 0.7057, recall@top3: 0.7580, prec@top3: 0.6153, recall@top5: 0.9063, prec@top5: 0.4518, loss: 0.0448, grad_norm: 0.3123 2021-04-17 03:16:54,857 - mmaction - INFO - Epoch [3][1420/4610] lr: 5.464e-02, eta: 13:34:03, time: 1.358, data_time: 0.002, memory: 10517, loss_action_cls: 0.0450, recall@thr=0.5: 0.6258, prec@thr=0.5: 0.7286, recall@top3: 0.7613, prec@top3: 0.6126, recall@top5: 0.9028, prec@top5: 0.4449, loss: 0.0450, grad_norm: 0.3026 2021-04-17 03:17:21,974 - mmaction - INFO - Epoch [3][1440/4610] lr: 5.461e-02, eta: 13:33:34, time: 1.357, data_time: 0.002, memory: 10517, loss_action_cls: 0.0453, recall@thr=0.5: 0.6414, prec@thr=0.5: 0.7134, recall@top3: 0.7550, prec@top3: 0.6174, recall@top5: 0.9012, prec@top5: 0.4516, loss: 0.0453, grad_norm: 0.2974 2021-04-17 03:17:49,482 - mmaction - INFO - Epoch [3][1460/4610] lr: 5.458e-02, eta: 13:33:06, time: 1.376, data_time: 0.001, memory: 10517, loss_action_cls: 0.0459, recall@thr=0.5: 0.6335, prec@thr=0.5: 0.7119, recall@top3: 0.7623, prec@top3: 0.6205, recall@top5: 0.9050, prec@top5: 0.4519, loss: 0.0459, grad_norm: 0.3124 2021-04-17 03:18:16,436 - mmaction - INFO - Epoch [3][1480/4610] lr: 5.456e-02, eta: 13:32:36, time: 1.348, data_time: 0.001, memory: 10517, loss_action_cls: 0.0439, recall@thr=0.5: 0.6568, prec@thr=0.5: 0.7283, recall@top3: 0.7751, prec@top3: 0.6250, recall@top5: 0.9040, prec@top5: 0.4489, loss: 0.0439, grad_norm: 0.2864 2021-04-17 03:18:43,881 - mmaction - INFO - Epoch [3][1500/4610] lr: 5.453e-02, eta: 13:32:09, time: 1.371, data_time: 0.001, memory: 10517, loss_action_cls: 0.0445, recall@thr=0.5: 0.6528, prec@thr=0.5: 0.7280, recall@top3: 0.7741, prec@top3: 0.6288, recall@top5: 0.9048, prec@top5: 0.4517, loss: 0.0445, grad_norm: 0.2840 2021-04-17 03:19:11,029 - mmaction - INFO - Epoch [3][1520/4610] lr: 5.450e-02, eta: 13:31:40, time: 1.358, data_time: 0.002, memory: 10517, loss_action_cls: 0.0436, recall@thr=0.5: 0.6433, prec@thr=0.5: 0.7280, recall@top3: 0.7729, prec@top3: 0.6363, recall@top5: 0.9127, prec@top5: 0.4602, loss: 0.0436, grad_norm: 0.3214 2021-04-17 03:19:38,147 - mmaction - INFO - Epoch [3][1540/4610] lr: 5.447e-02, eta: 13:31:11, time: 1.356, data_time: 0.001, memory: 10517, loss_action_cls: 0.0431, recall@thr=0.5: 0.6607, prec@thr=0.5: 0.7272, recall@top3: 0.7718, prec@top3: 0.6269, recall@top5: 0.9137, prec@top5: 0.4564, loss: 0.0431, grad_norm: 0.2861 2021-04-17 03:20:05,450 - mmaction - INFO - Epoch [3][1560/4610] lr: 5.444e-02, eta: 13:30:42, time: 1.364, data_time: 0.001, memory: 10517, loss_action_cls: 0.0440, recall@thr=0.5: 0.6487, prec@thr=0.5: 0.7183, recall@top3: 0.7676, prec@top3: 0.6307, recall@top5: 0.9046, prec@top5: 0.4560, loss: 0.0440, grad_norm: 0.2860 2021-04-17 03:20:33,040 - mmaction - INFO - Epoch [3][1580/4610] lr: 5.441e-02, eta: 13:30:15, time: 1.379, data_time: 0.002, memory: 10517, loss_action_cls: 0.0451, recall@thr=0.5: 0.6356, prec@thr=0.5: 0.7157, recall@top3: 0.7662, prec@top3: 0.6135, recall@top5: 0.9081, prec@top5: 0.4446, loss: 0.0451, grad_norm: 0.3052 2021-04-17 03:21:00,471 - mmaction - INFO - Epoch [3][1600/4610] lr: 5.438e-02, eta: 13:29:47, time: 1.373, data_time: 0.002, memory: 10517, loss_action_cls: 0.0433, recall@thr=0.5: 0.6361, prec@thr=0.5: 0.7291, recall@top3: 0.7654, prec@top3: 0.6288, recall@top5: 0.9087, prec@top5: 0.4546, loss: 0.0433, grad_norm: 0.2774 2021-04-17 03:21:27,826 - mmaction - INFO - Epoch [3][1620/4610] lr: 5.436e-02, eta: 13:29:19, time: 1.368, data_time: 0.001, memory: 10517, loss_action_cls: 0.0446, recall@thr=0.5: 0.6514, prec@thr=0.5: 0.7278, recall@top3: 0.7692, prec@top3: 0.6293, recall@top5: 0.9080, prec@top5: 0.4542, loss: 0.0446, grad_norm: 0.2928 2021-04-17 03:21:55,140 - mmaction - INFO - Epoch [3][1640/4610] lr: 5.433e-02, eta: 13:28:51, time: 1.366, data_time: 0.001, memory: 10517, loss_action_cls: 0.0464, recall@thr=0.5: 0.6385, prec@thr=0.5: 0.7087, recall@top3: 0.7642, prec@top3: 0.6181, recall@top5: 0.9068, prec@top5: 0.4517, loss: 0.0464, grad_norm: 0.3358 2021-04-17 03:22:22,125 - mmaction - INFO - Epoch [3][1660/4610] lr: 5.430e-02, eta: 13:28:21, time: 1.349, data_time: 0.001, memory: 10517, loss_action_cls: 0.0457, recall@thr=0.5: 0.6456, prec@thr=0.5: 0.7170, recall@top3: 0.7700, prec@top3: 0.6119, recall@top5: 0.9008, prec@top5: 0.4393, loss: 0.0457, grad_norm: 0.3079 2021-04-17 03:22:49,839 - mmaction - INFO - Epoch [3][1680/4610] lr: 5.427e-02, eta: 13:27:54, time: 1.385, data_time: 0.001, memory: 10517, loss_action_cls: 0.0452, recall@thr=0.5: 0.6426, prec@thr=0.5: 0.7234, recall@top3: 0.7577, prec@top3: 0.6286, recall@top5: 0.9049, prec@top5: 0.4595, loss: 0.0452, grad_norm: 0.3193 2021-04-17 03:23:17,408 - mmaction - INFO - Epoch [3][1700/4610] lr: 5.424e-02, eta: 13:27:27, time: 1.379, data_time: 0.002, memory: 10517, loss_action_cls: 0.0446, recall@thr=0.5: 0.6687, prec@thr=0.5: 0.7408, recall@top3: 0.7866, prec@top3: 0.6474, recall@top5: 0.9085, prec@top5: 0.4599, loss: 0.0446, grad_norm: 0.2857 2021-04-17 03:23:44,687 - mmaction - INFO - Epoch [3][1720/4610] lr: 5.421e-02, eta: 13:26:58, time: 1.364, data_time: 0.001, memory: 10517, loss_action_cls: 0.0435, recall@thr=0.5: 0.6577, prec@thr=0.5: 0.7311, recall@top3: 0.7719, prec@top3: 0.6362, recall@top5: 0.9102, prec@top5: 0.4595, loss: 0.0435, grad_norm: 0.2956 2021-04-17 03:24:12,128 - mmaction - INFO - Epoch [3][1740/4610] lr: 5.418e-02, eta: 13:26:31, time: 1.372, data_time: 0.001, memory: 10517, loss_action_cls: 0.0419, recall@thr=0.5: 0.6745, prec@thr=0.5: 0.7319, recall@top3: 0.7781, prec@top3: 0.6342, recall@top5: 0.9148, prec@top5: 0.4579, loss: 0.0419, grad_norm: 0.2815 2021-04-17 03:24:39,210 - mmaction - INFO - Epoch [3][1760/4610] lr: 5.415e-02, eta: 13:26:02, time: 1.353, data_time: 0.002, memory: 10517, loss_action_cls: 0.0452, recall@thr=0.5: 0.6419, prec@thr=0.5: 0.7185, recall@top3: 0.7708, prec@top3: 0.6295, recall@top5: 0.9038, prec@top5: 0.4524, loss: 0.0452, grad_norm: 0.2826 2021-04-17 03:25:06,816 - mmaction - INFO - Epoch [3][1780/4610] lr: 5.412e-02, eta: 13:25:34, time: 1.381, data_time: 0.002, memory: 10517, loss_action_cls: 0.0423, recall@thr=0.5: 0.6656, prec@thr=0.5: 0.7410, recall@top3: 0.7811, prec@top3: 0.6374, recall@top5: 0.9127, prec@top5: 0.4567, loss: 0.0423, grad_norm: 0.2884 2021-04-17 03:25:34,167 - mmaction - INFO - Epoch [3][1800/4610] lr: 5.410e-02, eta: 13:25:06, time: 1.368, data_time: 0.002, memory: 10517, loss_action_cls: 0.0449, recall@thr=0.5: 0.6443, prec@thr=0.5: 0.7166, recall@top3: 0.7616, prec@top3: 0.6061, recall@top5: 0.9084, prec@top5: 0.4442, loss: 0.0449, grad_norm: 0.3544 2021-04-17 03:26:01,931 - mmaction - INFO - Epoch [3][1820/4610] lr: 5.407e-02, eta: 13:24:39, time: 1.388, data_time: 0.001, memory: 10517, loss_action_cls: 0.0437, recall@thr=0.5: 0.6561, prec@thr=0.5: 0.7395, recall@top3: 0.7813, prec@top3: 0.6255, recall@top5: 0.9090, prec@top5: 0.4469, loss: 0.0437, grad_norm: 0.3139 2021-04-17 03:26:29,102 - mmaction - INFO - Epoch [3][1840/4610] lr: 5.404e-02, eta: 13:24:10, time: 1.357, data_time: 0.001, memory: 10517, loss_action_cls: 0.0427, recall@thr=0.5: 0.6435, prec@thr=0.5: 0.7350, recall@top3: 0.7746, prec@top3: 0.6306, recall@top5: 0.9120, prec@top5: 0.4535, loss: 0.0427, grad_norm: 0.2799 2021-04-17 03:26:56,306 - mmaction - INFO - Epoch [3][1860/4610] lr: 5.401e-02, eta: 13:23:42, time: 1.361, data_time: 0.003, memory: 10517, loss_action_cls: 0.0452, recall@thr=0.5: 0.6632, prec@thr=0.5: 0.7291, recall@top3: 0.7736, prec@top3: 0.6363, recall@top5: 0.9101, prec@top5: 0.4605, loss: 0.0452, grad_norm: 0.3071 2021-04-17 03:27:23,818 - mmaction - INFO - Epoch [3][1880/4610] lr: 5.398e-02, eta: 13:23:14, time: 1.376, data_time: 0.002, memory: 10517, loss_action_cls: 0.0419, recall@thr=0.5: 0.6522, prec@thr=0.5: 0.7362, recall@top3: 0.7781, prec@top3: 0.6266, recall@top5: 0.9208, prec@top5: 0.4556, loss: 0.0419, grad_norm: 0.2855 2021-04-17 03:27:51,037 - mmaction - INFO - Epoch [3][1900/4610] lr: 5.395e-02, eta: 13:22:46, time: 1.362, data_time: 0.001, memory: 10517, loss_action_cls: 0.0436, recall@thr=0.5: 0.6516, prec@thr=0.5: 0.7198, recall@top3: 0.7766, prec@top3: 0.6209, recall@top5: 0.9166, prec@top5: 0.4493, loss: 0.0436, grad_norm: 0.3266 2021-04-17 03:28:18,227 - mmaction - INFO - Epoch [3][1920/4610] lr: 5.392e-02, eta: 13:22:17, time: 1.359, data_time: 0.001, memory: 10517, loss_action_cls: 0.0443, recall@thr=0.5: 0.6409, prec@thr=0.5: 0.7236, recall@top3: 0.7704, prec@top3: 0.6161, recall@top5: 0.9104, prec@top5: 0.4474, loss: 0.0443, grad_norm: 0.3014 2021-04-17 03:28:45,884 - mmaction - INFO - Epoch [3][1940/4610] lr: 5.389e-02, eta: 13:21:50, time: 1.382, data_time: 0.001, memory: 10517, loss_action_cls: 0.0442, recall@thr=0.5: 0.6510, prec@thr=0.5: 0.7200, recall@top3: 0.7671, prec@top3: 0.6285, recall@top5: 0.9150, prec@top5: 0.4594, loss: 0.0442, grad_norm: 0.2923 2021-04-17 03:29:12,984 - mmaction - INFO - Epoch [3][1960/4610] lr: 5.386e-02, eta: 13:21:21, time: 1.355, data_time: 0.002, memory: 10517, loss_action_cls: 0.0415, recall@thr=0.5: 0.6426, prec@thr=0.5: 0.7413, recall@top3: 0.7889, prec@top3: 0.6395, recall@top5: 0.9139, prec@top5: 0.4541, loss: 0.0415, grad_norm: 0.2776 2021-04-17 03:29:39,948 - mmaction - INFO - Epoch [3][1980/4610] lr: 5.383e-02, eta: 13:20:52, time: 1.349, data_time: 0.002, memory: 10517, loss_action_cls: 0.0451, recall@thr=0.5: 0.6487, prec@thr=0.5: 0.7123, recall@top3: 0.7743, prec@top3: 0.6240, recall@top5: 0.9129, prec@top5: 0.4515, loss: 0.0451, grad_norm: 0.3072 2021-04-17 03:30:07,203 - mmaction - INFO - Epoch [3][2000/4610] lr: 5.380e-02, eta: 13:20:23, time: 1.363, data_time: 0.001, memory: 10517, loss_action_cls: 0.0441, recall@thr=0.5: 0.6390, prec@thr=0.5: 0.7266, recall@top3: 0.7664, prec@top3: 0.6143, recall@top5: 0.8986, prec@top5: 0.4398, loss: 0.0441, grad_norm: 0.2825 2021-04-17 03:30:34,287 - mmaction - INFO - Epoch [3][2020/4610] lr: 5.377e-02, eta: 13:19:54, time: 1.354, data_time: 0.001, memory: 10517, loss_action_cls: 0.0453, recall@thr=0.5: 0.6395, prec@thr=0.5: 0.7254, recall@top3: 0.7579, prec@top3: 0.6148, recall@top5: 0.9027, prec@top5: 0.4479, loss: 0.0453, grad_norm: 0.3082 2021-04-17 03:31:01,494 - mmaction - INFO - Epoch [3][2040/4610] lr: 5.374e-02, eta: 13:19:26, time: 1.360, data_time: 0.001, memory: 10517, loss_action_cls: 0.0441, recall@thr=0.5: 0.6500, prec@thr=0.5: 0.7179, recall@top3: 0.7691, prec@top3: 0.6264, recall@top5: 0.9159, prec@top5: 0.4568, loss: 0.0441, grad_norm: 0.3176 2021-04-17 03:31:28,832 - mmaction - INFO - Epoch [3][2060/4610] lr: 5.371e-02, eta: 13:18:58, time: 1.366, data_time: 0.002, memory: 10517, loss_action_cls: 0.0466, recall@thr=0.5: 0.6150, prec@thr=0.5: 0.7099, recall@top3: 0.7382, prec@top3: 0.6124, recall@top5: 0.8922, prec@top5: 0.4518, loss: 0.0466, grad_norm: 0.3115 2021-04-17 03:31:56,122 - mmaction - INFO - Epoch [3][2080/4610] lr: 5.368e-02, eta: 13:18:29, time: 1.367, data_time: 0.003, memory: 10517, loss_action_cls: 0.0442, recall@thr=0.5: 0.6482, prec@thr=0.5: 0.7250, recall@top3: 0.7702, prec@top3: 0.6181, recall@top5: 0.9023, prec@top5: 0.4449, loss: 0.0442, grad_norm: 0.3040 2021-04-17 03:32:23,618 - mmaction - INFO - Epoch [3][2100/4610] lr: 5.366e-02, eta: 13:18:02, time: 1.374, data_time: 0.001, memory: 10517, loss_action_cls: 0.0461, recall@thr=0.5: 0.6321, prec@thr=0.5: 0.7092, recall@top3: 0.7474, prec@top3: 0.6075, recall@top5: 0.8952, prec@top5: 0.4462, loss: 0.0461, grad_norm: 0.3227 2021-04-17 03:32:50,867 - mmaction - INFO - Epoch [3][2120/4610] lr: 5.363e-02, eta: 13:17:33, time: 1.363, data_time: 0.002, memory: 10517, loss_action_cls: 0.0426, recall@thr=0.5: 0.6412, prec@thr=0.5: 0.7329, recall@top3: 0.7821, prec@top3: 0.6217, recall@top5: 0.9128, prec@top5: 0.4460, loss: 0.0426, grad_norm: 0.2915 2021-04-17 03:33:18,264 - mmaction - INFO - Epoch [3][2140/4610] lr: 5.360e-02, eta: 13:17:05, time: 1.371, data_time: 0.002, memory: 10517, loss_action_cls: 0.0446, recall@thr=0.5: 0.6500, prec@thr=0.5: 0.7263, recall@top3: 0.7656, prec@top3: 0.6186, recall@top5: 0.9030, prec@top5: 0.4490, loss: 0.0446, grad_norm: 0.2890 2021-04-17 03:33:46,036 - mmaction - INFO - Epoch [3][2160/4610] lr: 5.357e-02, eta: 13:16:39, time: 1.388, data_time: 0.001, memory: 10517, loss_action_cls: 0.0432, recall@thr=0.5: 0.6573, prec@thr=0.5: 0.7301, recall@top3: 0.7795, prec@top3: 0.6201, recall@top5: 0.9128, prec@top5: 0.4470, loss: 0.0432, grad_norm: 0.2788 2021-04-17 03:34:13,671 - mmaction - INFO - Epoch [3][2180/4610] lr: 5.354e-02, eta: 13:16:11, time: 1.383, data_time: 0.002, memory: 10517, loss_action_cls: 0.0450, recall@thr=0.5: 0.6280, prec@thr=0.5: 0.7079, recall@top3: 0.7605, prec@top3: 0.6194, recall@top5: 0.8988, prec@top5: 0.4505, loss: 0.0450, grad_norm: 0.3087 2021-04-17 03:34:41,191 - mmaction - INFO - Epoch [3][2200/4610] lr: 5.351e-02, eta: 13:15:44, time: 1.376, data_time: 0.001, memory: 10517, loss_action_cls: 0.0442, recall@thr=0.5: 0.6555, prec@thr=0.5: 0.7285, recall@top3: 0.7670, prec@top3: 0.6292, recall@top5: 0.9112, prec@top5: 0.4580, loss: 0.0442, grad_norm: 0.2886 2021-04-17 03:35:08,705 - mmaction - INFO - Epoch [3][2220/4610] lr: 5.348e-02, eta: 13:15:16, time: 1.376, data_time: 0.001, memory: 10517, loss_action_cls: 0.0447, recall@thr=0.5: 0.6499, prec@thr=0.5: 0.7265, recall@top3: 0.7648, prec@top3: 0.6264, recall@top5: 0.9029, prec@top5: 0.4538, loss: 0.0447, grad_norm: 0.3053 2021-04-17 03:35:36,159 - mmaction - INFO - Epoch [3][2240/4610] lr: 5.345e-02, eta: 13:14:48, time: 1.373, data_time: 0.001, memory: 10517, loss_action_cls: 0.0441, recall@thr=0.5: 0.6540, prec@thr=0.5: 0.7293, recall@top3: 0.7751, prec@top3: 0.6279, recall@top5: 0.9107, prec@top5: 0.4542, loss: 0.0441, grad_norm: 0.3042 2021-04-17 03:36:03,596 - mmaction - INFO - Epoch [3][2260/4610] lr: 5.342e-02, eta: 13:14:21, time: 1.371, data_time: 0.001, memory: 10517, loss_action_cls: 0.0440, recall@thr=0.5: 0.6528, prec@thr=0.5: 0.7274, recall@top3: 0.7670, prec@top3: 0.6229, recall@top5: 0.9035, prec@top5: 0.4488, loss: 0.0440, grad_norm: 0.3061 2021-04-17 03:36:31,001 - mmaction - INFO - Epoch [3][2280/4610] lr: 5.339e-02, eta: 13:13:53, time: 1.371, data_time: 0.002, memory: 10517, loss_action_cls: 0.0446, recall@thr=0.5: 0.6501, prec@thr=0.5: 0.7293, recall@top3: 0.7768, prec@top3: 0.6376, recall@top5: 0.9061, prec@top5: 0.4552, loss: 0.0446, grad_norm: 0.3152 2021-04-17 03:36:58,382 - mmaction - INFO - Epoch [3][2300/4610] lr: 5.336e-02, eta: 13:13:25, time: 1.370, data_time: 0.001, memory: 10517, loss_action_cls: 0.0448, recall@thr=0.5: 0.6449, prec@thr=0.5: 0.7184, recall@top3: 0.7630, prec@top3: 0.6209, recall@top5: 0.9056, prec@top5: 0.4554, loss: 0.0448, grad_norm: 0.3039 2021-04-17 03:37:25,624 - mmaction - INFO - Epoch [3][2320/4610] lr: 5.333e-02, eta: 13:12:56, time: 1.362, data_time: 0.001, memory: 10517, loss_action_cls: 0.0438, recall@thr=0.5: 0.6395, prec@thr=0.5: 0.7223, recall@top3: 0.7658, prec@top3: 0.6268, recall@top5: 0.9052, prec@top5: 0.4534, loss: 0.0438, grad_norm: 0.2908 2021-04-17 03:37:52,949 - mmaction - INFO - Epoch [3][2340/4610] lr: 5.330e-02, eta: 13:12:28, time: 1.366, data_time: 0.001, memory: 10517, loss_action_cls: 0.0422, recall@thr=0.5: 0.6706, prec@thr=0.5: 0.7376, recall@top3: 0.7946, prec@top3: 0.6275, recall@top5: 0.9133, prec@top5: 0.4443, loss: 0.0422, grad_norm: 0.2975 2021-04-17 03:38:20,297 - mmaction - INFO - Epoch [3][2360/4610] lr: 5.327e-02, eta: 13:12:00, time: 1.368, data_time: 0.002, memory: 10517, loss_action_cls: 0.0442, recall@thr=0.5: 0.6401, prec@thr=0.5: 0.7333, recall@top3: 0.7647, prec@top3: 0.6233, recall@top5: 0.9051, prec@top5: 0.4524, loss: 0.0442, grad_norm: 0.3117 2021-04-17 03:38:47,485 - mmaction - INFO - Epoch [3][2380/4610] lr: 5.324e-02, eta: 13:11:31, time: 1.359, data_time: 0.001, memory: 10517, loss_action_cls: 0.0434, recall@thr=0.5: 0.6554, prec@thr=0.5: 0.7334, recall@top3: 0.7655, prec@top3: 0.6247, recall@top5: 0.9068, prec@top5: 0.4544, loss: 0.0434, grad_norm: 0.2725 2021-04-17 03:39:14,503 - mmaction - INFO - Epoch [3][2400/4610] lr: 5.321e-02, eta: 13:11:02, time: 1.351, data_time: 0.001, memory: 10517, loss_action_cls: 0.0419, recall@thr=0.5: 0.6817, prec@thr=0.5: 0.7515, recall@top3: 0.7943, prec@top3: 0.6524, recall@top5: 0.9216, prec@top5: 0.4661, loss: 0.0419, grad_norm: 0.2876 2021-04-17 03:39:41,742 - mmaction - INFO - Epoch [3][2420/4610] lr: 5.317e-02, eta: 13:10:34, time: 1.362, data_time: 0.001, memory: 10517, loss_action_cls: 0.0423, recall@thr=0.5: 0.6441, prec@thr=0.5: 0.7184, recall@top3: 0.7691, prec@top3: 0.6118, recall@top5: 0.9120, prec@top5: 0.4477, loss: 0.0423, grad_norm: 0.2918 2021-04-17 03:40:08,954 - mmaction - INFO - Epoch [3][2440/4610] lr: 5.314e-02, eta: 13:10:06, time: 1.360, data_time: 0.001, memory: 10517, loss_action_cls: 0.0440, recall@thr=0.5: 0.6386, prec@thr=0.5: 0.7180, recall@top3: 0.7669, prec@top3: 0.6262, recall@top5: 0.9143, prec@top5: 0.4574, loss: 0.0440, grad_norm: 0.2992 2021-04-17 03:40:36,324 - mmaction - INFO - Epoch [3][2460/4610] lr: 5.311e-02, eta: 13:09:37, time: 1.368, data_time: 0.002, memory: 10517, loss_action_cls: 0.0433, recall@thr=0.5: 0.6430, prec@thr=0.5: 0.7249, recall@top3: 0.7691, prec@top3: 0.6108, recall@top5: 0.9001, prec@top5: 0.4410, loss: 0.0433, grad_norm: 0.2849 2021-04-17 03:41:03,686 - mmaction - INFO - Epoch [3][2480/4610] lr: 5.308e-02, eta: 13:09:10, time: 1.369, data_time: 0.002, memory: 10517, loss_action_cls: 0.0439, recall@thr=0.5: 0.6415, prec@thr=0.5: 0.7282, recall@top3: 0.7600, prec@top3: 0.6192, recall@top5: 0.8970, prec@top5: 0.4480, loss: 0.0439, grad_norm: 0.2865 2021-04-17 03:41:31,187 - mmaction - INFO - Epoch [3][2500/4610] lr: 5.305e-02, eta: 13:08:42, time: 1.374, data_time: 0.001, memory: 10517, loss_action_cls: 0.0426, recall@thr=0.5: 0.6565, prec@thr=0.5: 0.7332, recall@top3: 0.7808, prec@top3: 0.6300, recall@top5: 0.9148, prec@top5: 0.4514, loss: 0.0426, grad_norm: 0.2936 2021-04-17 03:41:58,735 - mmaction - INFO - Epoch [3][2520/4610] lr: 5.302e-02, eta: 13:08:14, time: 1.378, data_time: 0.002, memory: 10517, loss_action_cls: 0.0438, recall@thr=0.5: 0.6451, prec@thr=0.5: 0.7207, recall@top3: 0.7603, prec@top3: 0.6152, recall@top5: 0.9051, prec@top5: 0.4481, loss: 0.0438, grad_norm: 0.2911 2021-04-17 03:42:26,238 - mmaction - INFO - Epoch [3][2540/4610] lr: 5.299e-02, eta: 13:07:47, time: 1.374, data_time: 0.001, memory: 10517, loss_action_cls: 0.0440, recall@thr=0.5: 0.6626, prec@thr=0.5: 0.7239, recall@top3: 0.7509, prec@top3: 0.6271, recall@top5: 0.9133, prec@top5: 0.4676, loss: 0.0440, grad_norm: 0.2747 2021-04-17 03:42:53,720 - mmaction - INFO - Epoch [3][2560/4610] lr: 5.296e-02, eta: 13:07:19, time: 1.374, data_time: 0.002, memory: 10517, loss_action_cls: 0.0456, recall@thr=0.5: 0.6460, prec@thr=0.5: 0.7260, recall@top3: 0.7676, prec@top3: 0.6354, recall@top5: 0.8935, prec@top5: 0.4542, loss: 0.0456, grad_norm: 0.2891 2021-04-17 03:43:21,020 - mmaction - INFO - Epoch [3][2580/4610] lr: 5.293e-02, eta: 13:06:51, time: 1.366, data_time: 0.002, memory: 10517, loss_action_cls: 0.0424, recall@thr=0.5: 0.6517, prec@thr=0.5: 0.7302, recall@top3: 0.7771, prec@top3: 0.6251, recall@top5: 0.9144, prec@top5: 0.4490, loss: 0.0424, grad_norm: 0.2879 2021-04-17 03:43:48,616 - mmaction - INFO - Epoch [3][2600/4610] lr: 5.290e-02, eta: 13:06:24, time: 1.379, data_time: 0.001, memory: 10517, loss_action_cls: 0.0450, recall@thr=0.5: 0.6439, prec@thr=0.5: 0.7187, recall@top3: 0.7677, prec@top3: 0.6260, recall@top5: 0.9081, prec@top5: 0.4552, loss: 0.0450, grad_norm: 0.3255 2021-04-17 03:44:15,938 - mmaction - INFO - Epoch [3][2620/4610] lr: 5.287e-02, eta: 13:05:56, time: 1.367, data_time: 0.001, memory: 10517, loss_action_cls: 0.0439, recall@thr=0.5: 0.6533, prec@thr=0.5: 0.7400, recall@top3: 0.7773, prec@top3: 0.6274, recall@top5: 0.9114, prec@top5: 0.4519, loss: 0.0439, grad_norm: 0.2877 2021-04-17 03:44:43,748 - mmaction - INFO - Epoch [3][2640/4610] lr: 5.284e-02, eta: 13:05:29, time: 1.389, data_time: 0.001, memory: 10517, loss_action_cls: 0.0426, recall@thr=0.5: 0.6476, prec@thr=0.5: 0.7329, recall@top3: 0.7804, prec@top3: 0.6344, recall@top5: 0.9190, prec@top5: 0.4607, loss: 0.0426, grad_norm: 0.2655 2021-04-17 03:45:11,011 - mmaction - INFO - Epoch [3][2660/4610] lr: 5.281e-02, eta: 13:05:01, time: 1.364, data_time: 0.002, memory: 10517, loss_action_cls: 0.0453, recall@thr=0.5: 0.6620, prec@thr=0.5: 0.7258, recall@top3: 0.7612, prec@top3: 0.6463, recall@top5: 0.9053, prec@top5: 0.4682, loss: 0.0453, grad_norm: 0.2839 2021-04-17 03:45:38,520 - mmaction - INFO - Epoch [3][2680/4610] lr: 5.278e-02, eta: 13:04:33, time: 1.375, data_time: 0.001, memory: 10517, loss_action_cls: 0.0413, recall@thr=0.5: 0.6624, prec@thr=0.5: 0.7372, recall@top3: 0.7842, prec@top3: 0.6238, recall@top5: 0.9195, prec@top5: 0.4501, loss: 0.0413, grad_norm: 0.2669 2021-04-17 03:46:05,783 - mmaction - INFO - Epoch [3][2700/4610] lr: 5.275e-02, eta: 13:04:05, time: 1.363, data_time: 0.001, memory: 10517, loss_action_cls: 0.0438, recall@thr=0.5: 0.6376, prec@thr=0.5: 0.7266, recall@top3: 0.7605, prec@top3: 0.6237, recall@top5: 0.9040, prec@top5: 0.4547, loss: 0.0438, grad_norm: 0.3003 2021-04-17 03:46:33,021 - mmaction - INFO - Epoch [3][2720/4610] lr: 5.271e-02, eta: 13:03:36, time: 1.363, data_time: 0.002, memory: 10517, loss_action_cls: 0.0438, recall@thr=0.5: 0.6455, prec@thr=0.5: 0.7147, recall@top3: 0.7759, prec@top3: 0.6149, recall@top5: 0.9105, prec@top5: 0.4427, loss: 0.0438, grad_norm: 0.2948 2021-04-17 03:47:00,373 - mmaction - INFO - Epoch [3][2740/4610] lr: 5.268e-02, eta: 13:03:08, time: 1.368, data_time: 0.001, memory: 10517, loss_action_cls: 0.0409, recall@thr=0.5: 0.6666, prec@thr=0.5: 0.7522, recall@top3: 0.7871, prec@top3: 0.6393, recall@top5: 0.9178, prec@top5: 0.4576, loss: 0.0409, grad_norm: 0.2673 2021-04-17 03:47:27,872 - mmaction - INFO - Epoch [3][2760/4610] lr: 5.265e-02, eta: 13:02:41, time: 1.375, data_time: 0.001, memory: 10517, loss_action_cls: 0.0469, recall@thr=0.5: 0.6252, prec@thr=0.5: 0.7073, recall@top3: 0.7628, prec@top3: 0.6146, recall@top5: 0.8998, prec@top5: 0.4463, loss: 0.0469, grad_norm: 0.3135 2021-04-17 03:47:54,954 - mmaction - INFO - Epoch [3][2780/4610] lr: 5.262e-02, eta: 13:02:12, time: 1.355, data_time: 0.001, memory: 10517, loss_action_cls: 0.0447, recall@thr=0.5: 0.6297, prec@thr=0.5: 0.7071, recall@top3: 0.7589, prec@top3: 0.6016, recall@top5: 0.9038, prec@top5: 0.4396, loss: 0.0447, grad_norm: 0.3078 2021-04-17 03:48:22,029 - mmaction - INFO - Epoch [3][2800/4610] lr: 5.259e-02, eta: 13:01:43, time: 1.354, data_time: 0.001, memory: 10517, loss_action_cls: 0.0420, recall@thr=0.5: 0.6618, prec@thr=0.5: 0.7262, recall@top3: 0.7814, prec@top3: 0.6300, recall@top5: 0.9159, prec@top5: 0.4510, loss: 0.0420, grad_norm: 0.2745 2021-04-17 03:48:49,901 - mmaction - INFO - Epoch [3][2820/4610] lr: 5.256e-02, eta: 13:01:16, time: 1.393, data_time: 0.001, memory: 10517, loss_action_cls: 0.0443, recall@thr=0.5: 0.6215, prec@thr=0.5: 0.7309, recall@top3: 0.7644, prec@top3: 0.6222, recall@top5: 0.9000, prec@top5: 0.4504, loss: 0.0443, grad_norm: 0.2726 2021-04-17 03:49:17,156 - mmaction - INFO - Epoch [3][2840/4610] lr: 5.253e-02, eta: 13:00:48, time: 1.362, data_time: 0.001, memory: 10517, loss_action_cls: 0.0433, recall@thr=0.5: 0.6554, prec@thr=0.5: 0.7240, recall@top3: 0.7785, prec@top3: 0.6254, recall@top5: 0.9177, prec@top5: 0.4528, loss: 0.0433, grad_norm: 0.2719 2021-04-17 03:49:44,076 - mmaction - INFO - Epoch [3][2860/4610] lr: 5.250e-02, eta: 13:00:19, time: 1.347, data_time: 0.002, memory: 10517, loss_action_cls: 0.0429, recall@thr=0.5: 0.6401, prec@thr=0.5: 0.7352, recall@top3: 0.7705, prec@top3: 0.6161, recall@top5: 0.9106, prec@top5: 0.4472, loss: 0.0429, grad_norm: 0.2717 2021-04-17 03:50:10,945 - mmaction - INFO - Epoch [3][2880/4610] lr: 5.247e-02, eta: 12:59:50, time: 1.345, data_time: 0.002, memory: 10517, loss_action_cls: 0.0443, recall@thr=0.5: 0.6439, prec@thr=0.5: 0.7169, recall@top3: 0.7695, prec@top3: 0.6074, recall@top5: 0.9114, prec@top5: 0.4430, loss: 0.0443, grad_norm: 0.2973 2021-04-17 03:50:38,240 - mmaction - INFO - Epoch [3][2900/4610] lr: 5.243e-02, eta: 12:59:21, time: 1.365, data_time: 0.001, memory: 10517, loss_action_cls: 0.0455, recall@thr=0.5: 0.6295, prec@thr=0.5: 0.7220, recall@top3: 0.7655, prec@top3: 0.6108, recall@top5: 0.9070, prec@top5: 0.4462, loss: 0.0455, grad_norm: 0.3161 2021-04-17 03:51:05,343 - mmaction - INFO - Epoch [3][2920/4610] lr: 5.240e-02, eta: 12:58:53, time: 1.354, data_time: 0.001, memory: 10517, loss_action_cls: 0.0435, recall@thr=0.5: 0.6521, prec@thr=0.5: 0.7280, recall@top3: 0.7758, prec@top3: 0.6279, recall@top5: 0.9117, prec@top5: 0.4529, loss: 0.0435, grad_norm: 0.2899 2021-04-17 03:51:32,990 - mmaction - INFO - Epoch [3][2940/4610] lr: 5.237e-02, eta: 12:58:25, time: 1.381, data_time: 0.002, memory: 10517, loss_action_cls: 0.0450, recall@thr=0.5: 0.6410, prec@thr=0.5: 0.7292, recall@top3: 0.7646, prec@top3: 0.6301, recall@top5: 0.9000, prec@top5: 0.4543, loss: 0.0450, grad_norm: 0.2634 2021-04-17 03:52:00,371 - mmaction - INFO - Epoch [3][2960/4610] lr: 5.234e-02, eta: 12:57:58, time: 1.371, data_time: 0.003, memory: 10517, loss_action_cls: 0.0429, recall@thr=0.5: 0.6718, prec@thr=0.5: 0.7535, recall@top3: 0.7808, prec@top3: 0.6501, recall@top5: 0.9154, prec@top5: 0.4683, loss: 0.0429, grad_norm: 0.2539 2021-04-17 03:52:27,939 - mmaction - INFO - Epoch [3][2980/4610] lr: 5.231e-02, eta: 12:57:30, time: 1.379, data_time: 0.001, memory: 10517, loss_action_cls: 0.0431, recall@thr=0.5: 0.6272, prec@thr=0.5: 0.7125, recall@top3: 0.7759, prec@top3: 0.6098, recall@top5: 0.9111, prec@top5: 0.4377, loss: 0.0431, grad_norm: 0.2663 2021-04-17 03:52:55,107 - mmaction - INFO - Epoch [3][3000/4610] lr: 5.228e-02, eta: 12:57:02, time: 1.358, data_time: 0.001, memory: 10517, loss_action_cls: 0.0438, recall@thr=0.5: 0.6430, prec@thr=0.5: 0.7274, recall@top3: 0.7697, prec@top3: 0.6225, recall@top5: 0.9067, prec@top5: 0.4518, loss: 0.0438, grad_norm: 0.2806 2021-04-17 03:53:22,209 - mmaction - INFO - Epoch [3][3020/4610] lr: 5.225e-02, eta: 12:56:33, time: 1.355, data_time: 0.001, memory: 10517, loss_action_cls: 0.0426, recall@thr=0.5: 0.6544, prec@thr=0.5: 0.7275, recall@top3: 0.7714, prec@top3: 0.6364, recall@top5: 0.9149, prec@top5: 0.4622, loss: 0.0426, grad_norm: 0.2851 2021-04-17 03:53:49,512 - mmaction - INFO - Epoch [3][3040/4610] lr: 5.221e-02, eta: 12:56:05, time: 1.365, data_time: 0.001, memory: 10517, loss_action_cls: 0.0438, recall@thr=0.5: 0.6474, prec@thr=0.5: 0.7316, recall@top3: 0.7700, prec@top3: 0.6141, recall@top5: 0.9083, prec@top5: 0.4457, loss: 0.0438, grad_norm: 0.3102 2021-04-17 03:54:17,036 - mmaction - INFO - Epoch [3][3060/4610] lr: 5.218e-02, eta: 12:55:37, time: 1.376, data_time: 0.001, memory: 10517, loss_action_cls: 0.0419, recall@thr=0.5: 0.6746, prec@thr=0.5: 0.7491, recall@top3: 0.7934, prec@top3: 0.6385, recall@top5: 0.9217, prec@top5: 0.4560, loss: 0.0419, grad_norm: 0.2847 2021-04-17 03:54:44,540 - mmaction - INFO - Epoch [3][3080/4610] lr: 5.215e-02, eta: 12:55:10, time: 1.375, data_time: 0.001, memory: 10517, loss_action_cls: 0.0430, recall@thr=0.5: 0.6560, prec@thr=0.5: 0.7127, recall@top3: 0.7691, prec@top3: 0.6094, recall@top5: 0.9156, prec@top5: 0.4460, loss: 0.0430, grad_norm: 0.2925 2021-04-17 03:55:12,085 - mmaction - INFO - Epoch [3][3100/4610] lr: 5.212e-02, eta: 12:54:42, time: 1.377, data_time: 0.002, memory: 10517, loss_action_cls: 0.0428, recall@thr=0.5: 0.6415, prec@thr=0.5: 0.7354, recall@top3: 0.7746, prec@top3: 0.6302, recall@top5: 0.9094, prec@top5: 0.4522, loss: 0.0428, grad_norm: 0.2645 2021-04-17 03:55:39,328 - mmaction - INFO - Epoch [3][3120/4610] lr: 5.209e-02, eta: 12:54:14, time: 1.362, data_time: 0.002, memory: 10517, loss_action_cls: 0.0417, recall@thr=0.5: 0.6733, prec@thr=0.5: 0.7431, recall@top3: 0.7840, prec@top3: 0.6379, recall@top5: 0.9201, prec@top5: 0.4589, loss: 0.0417, grad_norm: 0.2622 2021-04-17 03:56:06,688 - mmaction - INFO - Epoch [3][3140/4610] lr: 5.206e-02, eta: 12:53:46, time: 1.369, data_time: 0.002, memory: 10517, loss_action_cls: 0.0447, recall@thr=0.5: 0.6434, prec@thr=0.5: 0.7326, recall@top3: 0.7619, prec@top3: 0.6230, recall@top5: 0.9056, prec@top5: 0.4575, loss: 0.0447, grad_norm: 0.2901 2021-04-17 03:56:33,906 - mmaction - INFO - Epoch [3][3160/4610] lr: 5.202e-02, eta: 12:53:18, time: 1.359, data_time: 0.001, memory: 10517, loss_action_cls: 0.0452, recall@thr=0.5: 0.6366, prec@thr=0.5: 0.7281, recall@top3: 0.7571, prec@top3: 0.6209, recall@top5: 0.9093, prec@top5: 0.4597, loss: 0.0452, grad_norm: 0.3178 2021-04-17 03:57:01,035 - mmaction - INFO - Epoch [3][3180/4610] lr: 5.199e-02, eta: 12:52:49, time: 1.356, data_time: 0.002, memory: 10517, loss_action_cls: 0.0448, recall@thr=0.5: 0.6514, prec@thr=0.5: 0.7241, recall@top3: 0.7719, prec@top3: 0.6341, recall@top5: 0.9032, prec@top5: 0.4554, loss: 0.0448, grad_norm: 0.2872 2021-04-17 03:57:28,176 - mmaction - INFO - Epoch [3][3200/4610] lr: 5.196e-02, eta: 12:52:21, time: 1.358, data_time: 0.003, memory: 10517, loss_action_cls: 0.0438, recall@thr=0.5: 0.6520, prec@thr=0.5: 0.7359, recall@top3: 0.7763, prec@top3: 0.6251, recall@top5: 0.9054, prec@top5: 0.4470, loss: 0.0438, grad_norm: 0.2669 2021-04-17 03:57:55,394 - mmaction - INFO - Epoch [3][3220/4610] lr: 5.193e-02, eta: 12:51:52, time: 1.361, data_time: 0.002, memory: 10517, loss_action_cls: 0.0434, recall@thr=0.5: 0.6680, prec@thr=0.5: 0.7368, recall@top3: 0.7710, prec@top3: 0.6262, recall@top5: 0.9028, prec@top5: 0.4510, loss: 0.0434, grad_norm: 0.2903 2021-04-17 03:58:22,935 - mmaction - INFO - Epoch [3][3240/4610] lr: 5.190e-02, eta: 12:51:25, time: 1.376, data_time: 0.001, memory: 10517, loss_action_cls: 0.0406, recall@thr=0.5: 0.6699, prec@thr=0.5: 0.7562, recall@top3: 0.7954, prec@top3: 0.6415, recall@top5: 0.9197, prec@top5: 0.4531, loss: 0.0406, grad_norm: 0.2519 2021-04-17 03:58:50,381 - mmaction - INFO - Epoch [3][3260/4610] lr: 5.186e-02, eta: 12:50:57, time: 1.372, data_time: 0.002, memory: 10517, loss_action_cls: 0.0428, recall@thr=0.5: 0.6643, prec@thr=0.5: 0.7428, recall@top3: 0.7794, prec@top3: 0.6240, recall@top5: 0.9084, prec@top5: 0.4493, loss: 0.0428, grad_norm: 0.2890 2021-04-17 03:59:17,917 - mmaction - INFO - Epoch [3][3280/4610] lr: 5.183e-02, eta: 12:50:30, time: 1.378, data_time: 0.002, memory: 10517, loss_action_cls: 0.0439, recall@thr=0.5: 0.6622, prec@thr=0.5: 0.7214, recall@top3: 0.7694, prec@top3: 0.6260, recall@top5: 0.9110, prec@top5: 0.4559, loss: 0.0439, grad_norm: 0.3076 2021-04-17 03:59:45,033 - mmaction - INFO - Epoch [3][3300/4610] lr: 5.180e-02, eta: 12:50:01, time: 1.356, data_time: 0.001, memory: 10517, loss_action_cls: 0.0432, recall@thr=0.5: 0.6561, prec@thr=0.5: 0.7475, recall@top3: 0.7623, prec@top3: 0.6258, recall@top5: 0.9029, prec@top5: 0.4525, loss: 0.0432, grad_norm: 0.2951 2021-04-17 04:00:13,763 - mmaction - INFO - Epoch [3][3320/4610] lr: 5.177e-02, eta: 12:49:37, time: 1.436, data_time: 0.001, memory: 10517, loss_action_cls: 0.0435, recall@thr=0.5: 0.6502, prec@thr=0.5: 0.7305, recall@top3: 0.7736, prec@top3: 0.6269, recall@top5: 0.9110, prec@top5: 0.4546, loss: 0.0435, grad_norm: 0.2713 2021-04-17 04:00:41,077 - mmaction - INFO - Epoch [3][3340/4610] lr: 5.174e-02, eta: 12:49:09, time: 1.365, data_time: 0.001, memory: 10517, loss_action_cls: 0.0447, recall@thr=0.5: 0.6448, prec@thr=0.5: 0.7229, recall@top3: 0.7622, prec@top3: 0.6152, recall@top5: 0.9050, prec@top5: 0.4502, loss: 0.0447, grad_norm: 0.2748 2021-04-17 04:01:08,084 - mmaction - INFO - Epoch [3][3360/4610] lr: 5.170e-02, eta: 12:48:40, time: 1.351, data_time: 0.001, memory: 10517, loss_action_cls: 0.0421, recall@thr=0.5: 0.6511, prec@thr=0.5: 0.7416, recall@top3: 0.7834, prec@top3: 0.6299, recall@top5: 0.9148, prec@top5: 0.4517, loss: 0.0421, grad_norm: 0.2606 2021-04-17 04:01:35,461 - mmaction - INFO - Epoch [3][3380/4610] lr: 5.167e-02, eta: 12:48:12, time: 1.367, data_time: 0.001, memory: 10517, loss_action_cls: 0.0436, recall@thr=0.5: 0.6682, prec@thr=0.5: 0.7360, recall@top3: 0.7780, prec@top3: 0.6287, recall@top5: 0.9125, prec@top5: 0.4551, loss: 0.0436, grad_norm: 0.2837 2021-04-17 04:02:02,978 - mmaction - INFO - Epoch [3][3400/4610] lr: 5.164e-02, eta: 12:47:44, time: 1.377, data_time: 0.003, memory: 10517, loss_action_cls: 0.0432, recall@thr=0.5: 0.6600, prec@thr=0.5: 0.7328, recall@top3: 0.7748, prec@top3: 0.6326, recall@top5: 0.9199, prec@top5: 0.4623, loss: 0.0432, grad_norm: 0.2864 2021-04-17 04:02:30,138 - mmaction - INFO - Epoch [3][3420/4610] lr: 5.161e-02, eta: 12:47:16, time: 1.359, data_time: 0.002, memory: 10517, loss_action_cls: 0.0422, recall@thr=0.5: 0.6632, prec@thr=0.5: 0.7371, recall@top3: 0.7727, prec@top3: 0.6249, recall@top5: 0.9109, prec@top5: 0.4535, loss: 0.0422, grad_norm: 0.2862 2021-04-17 04:02:57,663 - mmaction - INFO - Epoch [3][3440/4610] lr: 5.158e-02, eta: 12:46:49, time: 1.376, data_time: 0.001, memory: 10517, loss_action_cls: 0.0447, recall@thr=0.5: 0.6598, prec@thr=0.5: 0.7321, recall@top3: 0.7709, prec@top3: 0.6462, recall@top5: 0.9111, prec@top5: 0.4683, loss: 0.0447, grad_norm: 0.2932 2021-04-17 04:03:24,795 - mmaction - INFO - Epoch [3][3460/4610] lr: 5.154e-02, eta: 12:46:20, time: 1.357, data_time: 0.001, memory: 10517, loss_action_cls: 0.0412, recall@thr=0.5: 0.6545, prec@thr=0.5: 0.7460, recall@top3: 0.7837, prec@top3: 0.6348, recall@top5: 0.9162, prec@top5: 0.4552, loss: 0.0412, grad_norm: 0.2700 2021-04-17 04:03:52,096 - mmaction - INFO - Epoch [3][3480/4610] lr: 5.151e-02, eta: 12:45:52, time: 1.365, data_time: 0.001, memory: 10517, loss_action_cls: 0.0429, recall@thr=0.5: 0.6562, prec@thr=0.5: 0.7309, recall@top3: 0.7812, prec@top3: 0.6311, recall@top5: 0.9137, prec@top5: 0.4513, loss: 0.0429, grad_norm: 0.2798 2021-04-17 04:04:19,426 - mmaction - INFO - Epoch [3][3500/4610] lr: 5.148e-02, eta: 12:45:24, time: 1.366, data_time: 0.001, memory: 10517, loss_action_cls: 0.0422, recall@thr=0.5: 0.6707, prec@thr=0.5: 0.7499, recall@top3: 0.7859, prec@top3: 0.6402, recall@top5: 0.9122, prec@top5: 0.4583, loss: 0.0422, grad_norm: 0.2683 2021-04-17 04:04:46,330 - mmaction - INFO - Epoch [3][3520/4610] lr: 5.145e-02, eta: 12:44:55, time: 1.346, data_time: 0.002, memory: 10517, loss_action_cls: 0.0458, recall@thr=0.5: 0.6283, prec@thr=0.5: 0.7077, recall@top3: 0.7543, prec@top3: 0.6146, recall@top5: 0.8952, prec@top5: 0.4450, loss: 0.0458, grad_norm: 0.2936 2021-04-17 04:05:13,502 - mmaction - INFO - Epoch [3][3540/4610] lr: 5.141e-02, eta: 12:44:26, time: 1.357, data_time: 0.001, memory: 10517, loss_action_cls: 0.0416, recall@thr=0.5: 0.6573, prec@thr=0.5: 0.7329, recall@top3: 0.7871, prec@top3: 0.6289, recall@top5: 0.9214, prec@top5: 0.4512, loss: 0.0416, grad_norm: 0.2651 2021-04-17 04:05:40,728 - mmaction - INFO - Epoch [3][3560/4610] lr: 5.138e-02, eta: 12:43:58, time: 1.363, data_time: 0.003, memory: 10517, loss_action_cls: 0.0419, recall@thr=0.5: 0.6835, prec@thr=0.5: 0.7455, recall@top3: 0.7922, prec@top3: 0.6456, recall@top5: 0.9093, prec@top5: 0.4542, loss: 0.0419, grad_norm: 0.2773 2021-04-17 04:06:07,758 - mmaction - INFO - Epoch [3][3580/4610] lr: 5.135e-02, eta: 12:43:29, time: 1.352, data_time: 0.001, memory: 10517, loss_action_cls: 0.0450, recall@thr=0.5: 0.6275, prec@thr=0.5: 0.7137, recall@top3: 0.7673, prec@top3: 0.6066, recall@top5: 0.9105, prec@top5: 0.4445, loss: 0.0450, grad_norm: 0.2984 2021-04-17 04:06:34,821 - mmaction - INFO - Epoch [3][3600/4610] lr: 5.132e-02, eta: 12:43:01, time: 1.353, data_time: 0.001, memory: 10517, loss_action_cls: 0.0430, recall@thr=0.5: 0.6598, prec@thr=0.5: 0.7373, recall@top3: 0.7741, prec@top3: 0.6225, recall@top5: 0.9163, prec@top5: 0.4519, loss: 0.0430, grad_norm: 0.2648 2021-04-17 04:07:02,263 - mmaction - INFO - Epoch [3][3620/4610] lr: 5.128e-02, eta: 12:42:33, time: 1.370, data_time: 0.001, memory: 10517, loss_action_cls: 0.0434, recall@thr=0.5: 0.6526, prec@thr=0.5: 0.7325, recall@top3: 0.7780, prec@top3: 0.6348, recall@top5: 0.9109, prec@top5: 0.4573, loss: 0.0434, grad_norm: 0.2825 2021-04-17 04:07:29,481 - mmaction - INFO - Epoch [3][3640/4610] lr: 5.125e-02, eta: 12:42:05, time: 1.362, data_time: 0.003, memory: 10517, loss_action_cls: 0.0422, recall@thr=0.5: 0.6596, prec@thr=0.5: 0.7386, recall@top3: 0.7897, prec@top3: 0.6384, recall@top5: 0.9232, prec@top5: 0.4582, loss: 0.0422, grad_norm: 0.2759 2021-04-17 04:07:56,676 - mmaction - INFO - Epoch [3][3660/4610] lr: 5.122e-02, eta: 12:41:36, time: 1.361, data_time: 0.002, memory: 10517, loss_action_cls: 0.0433, recall@thr=0.5: 0.6645, prec@thr=0.5: 0.7385, recall@top3: 0.7720, prec@top3: 0.6311, recall@top5: 0.9064, prec@top5: 0.4559, loss: 0.0433, grad_norm: 0.3034 2021-04-17 04:08:23,602 - mmaction - INFO - Epoch [3][3680/4610] lr: 5.118e-02, eta: 12:41:07, time: 1.346, data_time: 0.001, memory: 10517, loss_action_cls: 0.0421, recall@thr=0.5: 0.6612, prec@thr=0.5: 0.7503, recall@top3: 0.7823, prec@top3: 0.6345, recall@top5: 0.9119, prec@top5: 0.4534, loss: 0.0421, grad_norm: 0.2774 2021-04-17 04:08:50,704 - mmaction - INFO - Epoch [3][3700/4610] lr: 5.115e-02, eta: 12:40:39, time: 1.354, data_time: 0.001, memory: 10517, loss_action_cls: 0.0444, recall@thr=0.5: 0.6581, prec@thr=0.5: 0.7273, recall@top3: 0.7659, prec@top3: 0.6258, recall@top5: 0.9030, prec@top5: 0.4518, loss: 0.0444, grad_norm: 0.2870 2021-04-17 04:09:17,975 - mmaction - INFO - Epoch [3][3720/4610] lr: 5.112e-02, eta: 12:40:11, time: 1.365, data_time: 0.002, memory: 10517, loss_action_cls: 0.0435, recall@thr=0.5: 0.6572, prec@thr=0.5: 0.7287, recall@top3: 0.7776, prec@top3: 0.6337, recall@top5: 0.9068, prec@top5: 0.4539, loss: 0.0435, grad_norm: 0.2574 2021-04-17 04:09:45,333 - mmaction - INFO - Epoch [3][3740/4610] lr: 5.109e-02, eta: 12:39:43, time: 1.368, data_time: 0.001, memory: 10517, loss_action_cls: 0.0406, recall@thr=0.5: 0.6586, prec@thr=0.5: 0.7388, recall@top3: 0.7791, prec@top3: 0.6295, recall@top5: 0.9200, prec@top5: 0.4562, loss: 0.0406, grad_norm: 0.2602 2021-04-17 04:10:12,767 - mmaction - INFO - Epoch [3][3760/4610] lr: 5.105e-02, eta: 12:39:15, time: 1.372, data_time: 0.001, memory: 10517, loss_action_cls: 0.0437, recall@thr=0.5: 0.6573, prec@thr=0.5: 0.7233, recall@top3: 0.7722, prec@top3: 0.6286, recall@top5: 0.9152, prec@top5: 0.4586, loss: 0.0437, grad_norm: 0.2911 2021-04-17 04:10:40,005 - mmaction - INFO - Epoch [3][3780/4610] lr: 5.102e-02, eta: 12:38:47, time: 1.361, data_time: 0.001, memory: 10517, loss_action_cls: 0.0423, recall@thr=0.5: 0.6723, prec@thr=0.5: 0.7441, recall@top3: 0.7811, prec@top3: 0.6363, recall@top5: 0.9095, prec@top5: 0.4569, loss: 0.0423, grad_norm: 0.2719 2021-04-17 04:11:07,252 - mmaction - INFO - Epoch [3][3800/4610] lr: 5.099e-02, eta: 12:38:19, time: 1.362, data_time: 0.002, memory: 10517, loss_action_cls: 0.0415, recall@thr=0.5: 0.6585, prec@thr=0.5: 0.7378, recall@top3: 0.7907, prec@top3: 0.6224, recall@top5: 0.9210, prec@top5: 0.4472, loss: 0.0415, grad_norm: 0.2910 2021-04-17 04:11:34,188 - mmaction - INFO - Epoch [3][3820/4610] lr: 5.095e-02, eta: 12:37:50, time: 1.348, data_time: 0.002, memory: 10517, loss_action_cls: 0.0439, recall@thr=0.5: 0.6563, prec@thr=0.5: 0.7367, recall@top3: 0.7761, prec@top3: 0.6256, recall@top5: 0.9117, prec@top5: 0.4523, loss: 0.0439, grad_norm: 0.3213 2021-04-17 04:12:01,397 - mmaction - INFO - Epoch [3][3840/4610] lr: 5.092e-02, eta: 12:37:21, time: 1.360, data_time: 0.001, memory: 10517, loss_action_cls: 0.0438, recall@thr=0.5: 0.6703, prec@thr=0.5: 0.7309, recall@top3: 0.7830, prec@top3: 0.6477, recall@top5: 0.9159, prec@top5: 0.4662, loss: 0.0438, grad_norm: 0.2884 2021-04-17 04:12:28,557 - mmaction - INFO - Epoch [3][3860/4610] lr: 5.089e-02, eta: 12:36:53, time: 1.357, data_time: 0.001, memory: 10517, loss_action_cls: 0.0443, recall@thr=0.5: 0.6615, prec@thr=0.5: 0.7388, recall@top3: 0.7737, prec@top3: 0.6406, recall@top5: 0.9023, prec@top5: 0.4590, loss: 0.0443, grad_norm: 0.2838 2021-04-17 04:12:55,608 - mmaction - INFO - Epoch [3][3880/4610] lr: 5.085e-02, eta: 12:36:24, time: 1.353, data_time: 0.002, memory: 10517, loss_action_cls: 0.0409, recall@thr=0.5: 0.6712, prec@thr=0.5: 0.7501, recall@top3: 0.7892, prec@top3: 0.6323, recall@top5: 0.9268, prec@top5: 0.4559, loss: 0.0409, grad_norm: 0.2499 2021-04-17 04:13:22,560 - mmaction - INFO - Epoch [3][3900/4610] lr: 5.082e-02, eta: 12:35:55, time: 1.347, data_time: 0.001, memory: 10517, loss_action_cls: 0.0439, recall@thr=0.5: 0.6324, prec@thr=0.5: 0.7367, recall@top3: 0.7670, prec@top3: 0.6232, recall@top5: 0.9056, prec@top5: 0.4509, loss: 0.0439, grad_norm: 0.2860 2021-04-17 04:13:49,912 - mmaction - INFO - Epoch [3][3920/4610] lr: 5.079e-02, eta: 12:35:28, time: 1.367, data_time: 0.002, memory: 10517, loss_action_cls: 0.0410, recall@thr=0.5: 0.6834, prec@thr=0.5: 0.7499, recall@top3: 0.7914, prec@top3: 0.6502, recall@top5: 0.9254, prec@top5: 0.4675, loss: 0.0410, grad_norm: 0.2773 2021-04-17 04:14:17,084 - mmaction - INFO - Epoch [3][3940/4610] lr: 5.075e-02, eta: 12:34:59, time: 1.359, data_time: 0.002, memory: 10517, loss_action_cls: 0.0417, recall@thr=0.5: 0.6724, prec@thr=0.5: 0.7397, recall@top3: 0.7866, prec@top3: 0.6484, recall@top5: 0.9196, prec@top5: 0.4675, loss: 0.0417, grad_norm: 0.2550 2021-04-17 04:14:44,581 - mmaction - INFO - Epoch [3][3960/4610] lr: 5.072e-02, eta: 12:34:32, time: 1.374, data_time: 0.001, memory: 10517, loss_action_cls: 0.0416, recall@thr=0.5: 0.6488, prec@thr=0.5: 0.7302, recall@top3: 0.7906, prec@top3: 0.6288, recall@top5: 0.9157, prec@top5: 0.4456, loss: 0.0416, grad_norm: 0.2624 2021-04-17 04:15:11,907 - mmaction - INFO - Epoch [3][3980/4610] lr: 5.069e-02, eta: 12:34:04, time: 1.366, data_time: 0.002, memory: 10517, loss_action_cls: 0.0437, recall@thr=0.5: 0.6732, prec@thr=0.5: 0.7388, recall@top3: 0.7814, prec@top3: 0.6249, recall@top5: 0.9182, prec@top5: 0.4551, loss: 0.0437, grad_norm: 0.2928 2021-04-17 04:15:39,274 - mmaction - INFO - Epoch [3][4000/4610] lr: 5.065e-02, eta: 12:33:36, time: 1.367, data_time: 0.002, memory: 10517, loss_action_cls: 0.0448, recall@thr=0.5: 0.6341, prec@thr=0.5: 0.7244, recall@top3: 0.7703, prec@top3: 0.6165, recall@top5: 0.9032, prec@top5: 0.4449, loss: 0.0448, grad_norm: 0.3048 2021-04-17 04:16:06,853 - mmaction - INFO - Epoch [3][4020/4610] lr: 5.062e-02, eta: 12:33:09, time: 1.380, data_time: 0.003, memory: 10517, loss_action_cls: 0.0447, recall@thr=0.5: 0.6646, prec@thr=0.5: 0.7353, recall@top3: 0.7709, prec@top3: 0.6263, recall@top5: 0.9109, prec@top5: 0.4538, loss: 0.0447, grad_norm: 0.3071 2021-04-17 04:16:34,154 - mmaction - INFO - Epoch [3][4040/4610] lr: 5.059e-02, eta: 12:32:41, time: 1.366, data_time: 0.002, memory: 10517, loss_action_cls: 0.0453, recall@thr=0.5: 0.6401, prec@thr=0.5: 0.7188, recall@top3: 0.7767, prec@top3: 0.6374, recall@top5: 0.9067, prec@top5: 0.4567, loss: 0.0453, grad_norm: 0.2951 2021-04-17 04:17:01,810 - mmaction - INFO - Epoch [3][4060/4610] lr: 5.055e-02, eta: 12:32:13, time: 1.383, data_time: 0.001, memory: 10517, loss_action_cls: 0.0434, recall@thr=0.5: 0.6591, prec@thr=0.5: 0.7413, recall@top3: 0.7789, prec@top3: 0.6253, recall@top5: 0.9185, prec@top5: 0.4532, loss: 0.0434, grad_norm: 0.2822 2021-04-17 04:17:29,163 - mmaction - INFO - Epoch [3][4080/4610] lr: 5.052e-02, eta: 12:31:46, time: 1.367, data_time: 0.001, memory: 10517, loss_action_cls: 0.0417, recall@thr=0.5: 0.6782, prec@thr=0.5: 0.7461, recall@top3: 0.7833, prec@top3: 0.6309, recall@top5: 0.9164, prec@top5: 0.4543, loss: 0.0417, grad_norm: 0.2608 2021-04-17 04:17:56,985 - mmaction - INFO - Epoch [3][4100/4610] lr: 5.049e-02, eta: 12:31:19, time: 1.391, data_time: 0.001, memory: 10517, loss_action_cls: 0.0413, recall@thr=0.5: 0.6783, prec@thr=0.5: 0.7488, recall@top3: 0.7934, prec@top3: 0.6521, recall@top5: 0.9198, prec@top5: 0.4659, loss: 0.0413, grad_norm: 0.2714 2021-04-17 04:18:24,275 - mmaction - INFO - Epoch [3][4120/4610] lr: 5.045e-02, eta: 12:30:51, time: 1.363, data_time: 0.001, memory: 10517, loss_action_cls: 0.0426, recall@thr=0.5: 0.6680, prec@thr=0.5: 0.7420, recall@top3: 0.7844, prec@top3: 0.6286, recall@top5: 0.9199, prec@top5: 0.4517, loss: 0.0426, grad_norm: 0.3155 2021-04-17 04:18:51,307 - mmaction - INFO - Epoch [3][4140/4610] lr: 5.042e-02, eta: 12:30:22, time: 1.353, data_time: 0.002, memory: 10517, loss_action_cls: 0.0425, recall@thr=0.5: 0.6647, prec@thr=0.5: 0.7447, recall@top3: 0.7813, prec@top3: 0.6350, recall@top5: 0.9181, prec@top5: 0.4573, loss: 0.0425, grad_norm: 0.2837 2021-04-17 04:19:18,527 - mmaction - INFO - Epoch [3][4160/4610] lr: 5.039e-02, eta: 12:29:54, time: 1.360, data_time: 0.001, memory: 10517, loss_action_cls: 0.0433, recall@thr=0.5: 0.6565, prec@thr=0.5: 0.7403, recall@top3: 0.7804, prec@top3: 0.6377, recall@top5: 0.9118, prec@top5: 0.4577, loss: 0.0433, grad_norm: 0.2902 2021-04-17 04:19:45,825 - mmaction - INFO - Epoch [3][4180/4610] lr: 5.035e-02, eta: 12:29:26, time: 1.366, data_time: 0.002, memory: 10517, loss_action_cls: 0.0432, recall@thr=0.5: 0.6591, prec@thr=0.5: 0.7269, recall@top3: 0.7765, prec@top3: 0.6347, recall@top5: 0.9141, prec@top5: 0.4576, loss: 0.0432, grad_norm: 0.2902 2021-04-17 04:20:12,603 - mmaction - INFO - Epoch [3][4200/4610] lr: 5.032e-02, eta: 12:28:57, time: 1.338, data_time: 0.001, memory: 10517, loss_action_cls: 0.0417, recall@thr=0.5: 0.6665, prec@thr=0.5: 0.7409, recall@top3: 0.7837, prec@top3: 0.6320, recall@top5: 0.9106, prec@top5: 0.4500, loss: 0.0417, grad_norm: 0.2603 2021-04-17 04:20:39,866 - mmaction - INFO - Epoch [3][4220/4610] lr: 5.029e-02, eta: 12:28:29, time: 1.364, data_time: 0.002, memory: 10517, loss_action_cls: 0.0416, recall@thr=0.5: 0.6758, prec@thr=0.5: 0.7574, recall@top3: 0.7864, prec@top3: 0.6482, recall@top5: 0.9215, prec@top5: 0.4660, loss: 0.0416, grad_norm: 0.2756 2021-04-17 04:21:07,602 - mmaction - INFO - Epoch [3][4240/4610] lr: 5.025e-02, eta: 12:28:02, time: 1.387, data_time: 0.005, memory: 10517, loss_action_cls: 0.0426, recall@thr=0.5: 0.6643, prec@thr=0.5: 0.7323, recall@top3: 0.7809, prec@top3: 0.6362, recall@top5: 0.9177, prec@top5: 0.4586, loss: 0.0426, grad_norm: 0.2706 2021-04-17 04:21:34,891 - mmaction - INFO - Epoch [3][4260/4610] lr: 5.022e-02, eta: 12:27:34, time: 1.364, data_time: 0.003, memory: 10517, loss_action_cls: 0.0437, recall@thr=0.5: 0.6503, prec@thr=0.5: 0.7284, recall@top3: 0.7641, prec@top3: 0.6241, recall@top5: 0.9073, prec@top5: 0.4565, loss: 0.0437, grad_norm: 0.2766 2021-04-17 04:22:02,304 - mmaction - INFO - Epoch [3][4280/4610] lr: 5.018e-02, eta: 12:27:06, time: 1.371, data_time: 0.001, memory: 10517, loss_action_cls: 0.0428, recall@thr=0.5: 0.6504, prec@thr=0.5: 0.7294, recall@top3: 0.7719, prec@top3: 0.6266, recall@top5: 0.8988, prec@top5: 0.4468, loss: 0.0428, grad_norm: 0.2631 2021-04-17 04:22:29,578 - mmaction - INFO - Epoch [3][4300/4610] lr: 5.015e-02, eta: 12:26:38, time: 1.362, data_time: 0.001, memory: 10517, loss_action_cls: 0.0422, recall@thr=0.5: 0.6609, prec@thr=0.5: 0.7390, recall@top3: 0.7814, prec@top3: 0.6157, recall@top5: 0.9039, prec@top5: 0.4380, loss: 0.0422, grad_norm: 0.2619 2021-04-17 04:22:56,900 - mmaction - INFO - Epoch [3][4320/4610] lr: 5.012e-02, eta: 12:26:10, time: 1.367, data_time: 0.002, memory: 10517, loss_action_cls: 0.0430, recall@thr=0.5: 0.6628, prec@thr=0.5: 0.7455, recall@top3: 0.7783, prec@top3: 0.6402, recall@top5: 0.9055, prec@top5: 0.4563, loss: 0.0430, grad_norm: 0.2722 2021-04-17 04:23:25,014 - mmaction - INFO - Epoch [3][4340/4610] lr: 5.008e-02, eta: 12:25:44, time: 1.406, data_time: 0.002, memory: 10517, loss_action_cls: 0.0427, recall@thr=0.5: 0.6616, prec@thr=0.5: 0.7402, recall@top3: 0.7848, prec@top3: 0.6285, recall@top5: 0.9110, prec@top5: 0.4473, loss: 0.0427, grad_norm: 0.2710 2021-04-17 04:23:52,154 - mmaction - INFO - Epoch [3][4360/4610] lr: 5.005e-02, eta: 12:25:16, time: 1.357, data_time: 0.001, memory: 10517, loss_action_cls: 0.0413, recall@thr=0.5: 0.6706, prec@thr=0.5: 0.7508, recall@top3: 0.7753, prec@top3: 0.6351, recall@top5: 0.9102, prec@top5: 0.4565, loss: 0.0413, grad_norm: 0.2657 2021-04-17 04:24:19,819 - mmaction - INFO - Epoch [3][4380/4610] lr: 5.001e-02, eta: 12:24:49, time: 1.383, data_time: 0.001, memory: 10517, loss_action_cls: 0.0412, recall@thr=0.5: 0.6695, prec@thr=0.5: 0.7480, recall@top3: 0.7897, prec@top3: 0.6422, recall@top5: 0.9205, prec@top5: 0.4599, loss: 0.0412, grad_norm: 0.2614 2021-04-17 04:24:47,078 - mmaction - INFO - Epoch [3][4400/4610] lr: 4.998e-02, eta: 12:24:20, time: 1.363, data_time: 0.001, memory: 10517, loss_action_cls: 0.0416, recall@thr=0.5: 0.6717, prec@thr=0.5: 0.7469, recall@top3: 0.7907, prec@top3: 0.6380, recall@top5: 0.9177, prec@top5: 0.4539, loss: 0.0416, grad_norm: 0.2920 2021-04-17 04:25:14,375 - mmaction - INFO - Epoch [3][4420/4610] lr: 4.995e-02, eta: 12:23:52, time: 1.365, data_time: 0.001, memory: 10517, loss_action_cls: 0.0435, recall@thr=0.5: 0.6326, prec@thr=0.5: 0.7207, recall@top3: 0.7790, prec@top3: 0.6219, recall@top5: 0.9058, prec@top5: 0.4461, loss: 0.0435, grad_norm: 0.2885 2021-04-17 04:25:41,728 - mmaction - INFO - Epoch [3][4440/4610] lr: 4.991e-02, eta: 12:23:25, time: 1.367, data_time: 0.001, memory: 10517, loss_action_cls: 0.0418, recall@thr=0.5: 0.6575, prec@thr=0.5: 0.7267, recall@top3: 0.7774, prec@top3: 0.6295, recall@top5: 0.9178, prec@top5: 0.4585, loss: 0.0418, grad_norm: 0.2744 2021-04-17 04:26:09,035 - mmaction - INFO - Epoch [3][4460/4610] lr: 4.988e-02, eta: 12:22:57, time: 1.366, data_time: 0.002, memory: 10517, loss_action_cls: 0.0450, recall@thr=0.5: 0.6393, prec@thr=0.5: 0.7052, recall@top3: 0.7602, prec@top3: 0.6152, recall@top5: 0.9047, prec@top5: 0.4482, loss: 0.0450, grad_norm: 0.3130 2021-04-17 04:26:36,658 - mmaction - INFO - Epoch [3][4480/4610] lr: 4.984e-02, eta: 12:22:29, time: 1.381, data_time: 0.001, memory: 10517, loss_action_cls: 0.0432, recall@thr=0.5: 0.6556, prec@thr=0.5: 0.7324, recall@top3: 0.7754, prec@top3: 0.6149, recall@top5: 0.9184, prec@top5: 0.4479, loss: 0.0432, grad_norm: 0.2915 2021-04-17 04:27:03,882 - mmaction - INFO - Epoch [3][4500/4610] lr: 4.981e-02, eta: 12:22:01, time: 1.361, data_time: 0.001, memory: 10517, loss_action_cls: 0.0411, recall@thr=0.5: 0.6548, prec@thr=0.5: 0.7505, recall@top3: 0.7898, prec@top3: 0.6333, recall@top5: 0.9205, prec@top5: 0.4523, loss: 0.0411, grad_norm: 0.2773 2021-04-17 04:27:31,267 - mmaction - INFO - Epoch [3][4520/4610] lr: 4.977e-02, eta: 12:21:33, time: 1.368, data_time: 0.001, memory: 10517, loss_action_cls: 0.0432, recall@thr=0.5: 0.6849, prec@thr=0.5: 0.7423, recall@top3: 0.7684, prec@top3: 0.6394, recall@top5: 0.9077, prec@top5: 0.4631, loss: 0.0432, grad_norm: 0.2884 2021-04-17 04:27:58,994 - mmaction - INFO - Epoch [3][4540/4610] lr: 4.974e-02, eta: 12:21:07, time: 1.387, data_time: 0.002, memory: 10517, loss_action_cls: 0.0422, recall@thr=0.5: 0.6522, prec@thr=0.5: 0.7286, recall@top3: 0.7827, prec@top3: 0.6227, recall@top5: 0.9131, prec@top5: 0.4463, loss: 0.0422, grad_norm: 0.2881 2021-04-17 04:28:26,667 - mmaction - INFO - Epoch [3][4560/4610] lr: 4.971e-02, eta: 12:20:39, time: 1.384, data_time: 0.001, memory: 10517, loss_action_cls: 0.0427, recall@thr=0.5: 0.6609, prec@thr=0.5: 0.7403, recall@top3: 0.7726, prec@top3: 0.6303, recall@top5: 0.9104, prec@top5: 0.4552, loss: 0.0427, grad_norm: 0.2642 2021-04-17 04:28:54,202 - mmaction - INFO - Epoch [3][4580/4610] lr: 4.967e-02, eta: 12:20:12, time: 1.375, data_time: 0.001, memory: 10517, loss_action_cls: 0.0419, recall@thr=0.5: 0.6508, prec@thr=0.5: 0.7364, recall@top3: 0.7841, prec@top3: 0.6246, recall@top5: 0.9187, prec@top5: 0.4498, loss: 0.0419, grad_norm: 0.2624 2021-04-17 04:29:21,606 - mmaction - INFO - Epoch [3][4600/4610] lr: 4.964e-02, eta: 12:19:44, time: 1.371, data_time: 0.002, memory: 10517, loss_action_cls: 0.0430, recall@thr=0.5: 0.6554, prec@thr=0.5: 0.7328, recall@top3: 0.7843, prec@top3: 0.6302, recall@top5: 0.9181, prec@top5: 0.4522, loss: 0.0430, grad_norm: 0.2889 2021-04-17 04:29:37,217 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-04-17 04:53:04,292 - mmaction - INFO - Evaluating mAP ... 2021-04-17 04:59:12,947 - mmaction - INFO - mAP@0.5IOU 0.2507 2021-04-17 04:59:14,633 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_3.pth. 2021-04-17 04:59:14,634 - mmaction - INFO - Best mAP@0.5IOU is 0.2507 at 3 epoch. 2021-04-17 04:59:15,749 - mmaction - INFO - Epoch(val) [3][4610] mAP@0.5IOU: 0.2507 2021-04-17 05:00:25,405 - mmaction - INFO - Epoch [4][20/4610] lr: 4.959e-02, eta: 12:20:09, time: 3.482, data_time: 2.144, memory: 10517, loss_action_cls: 0.0410, recall@thr=0.5: 0.6916, prec@thr=0.5: 0.7484, recall@top3: 0.7991, prec@top3: 0.6396, recall@top5: 0.9156, prec@top5: 0.4511, loss: 0.0410, grad_norm: 0.2852 2021-04-17 05:00:52,706 - mmaction - INFO - Epoch [4][40/4610] lr: 4.955e-02, eta: 12:19:41, time: 1.365, data_time: 0.002, memory: 10517, loss_action_cls: 0.0418, recall@thr=0.5: 0.6715, prec@thr=0.5: 0.7483, recall@top3: 0.7871, prec@top3: 0.6499, recall@top5: 0.9209, prec@top5: 0.4653, loss: 0.0418, grad_norm: 0.2708 2021-04-17 05:01:19,766 - mmaction - INFO - Epoch [4][60/4610] lr: 4.952e-02, eta: 12:19:12, time: 1.353, data_time: 0.001, memory: 10517, loss_action_cls: 0.0395, recall@thr=0.5: 0.6939, prec@thr=0.5: 0.7611, recall@top3: 0.8013, prec@top3: 0.6591, recall@top5: 0.9233, prec@top5: 0.4646, loss: 0.0395, grad_norm: 0.2537 2021-04-17 05:01:46,983 - mmaction - INFO - Epoch [4][80/4610] lr: 4.948e-02, eta: 12:18:44, time: 1.361, data_time: 0.001, memory: 10517, loss_action_cls: 0.0426, recall@thr=0.5: 0.6615, prec@thr=0.5: 0.7459, recall@top3: 0.7783, prec@top3: 0.6338, recall@top5: 0.9145, prec@top5: 0.4588, loss: 0.0426, grad_norm: 0.2913 2021-04-17 05:02:14,157 - mmaction - INFO - Epoch [4][100/4610] lr: 4.945e-02, eta: 12:18:16, time: 1.358, data_time: 0.001, memory: 10517, loss_action_cls: 0.0425, recall@thr=0.5: 0.6456, prec@thr=0.5: 0.7287, recall@top3: 0.7726, prec@top3: 0.6223, recall@top5: 0.9081, prec@top5: 0.4468, loss: 0.0425, grad_norm: 0.3027 2021-04-17 05:02:41,128 - mmaction - INFO - Epoch [4][120/4610] lr: 4.941e-02, eta: 12:17:47, time: 1.349, data_time: 0.002, memory: 10517, loss_action_cls: 0.0423, recall@thr=0.5: 0.6708, prec@thr=0.5: 0.7425, recall@top3: 0.7826, prec@top3: 0.6308, recall@top5: 0.9164, prec@top5: 0.4546, loss: 0.0423, grad_norm: 0.2895 2021-04-17 05:03:08,300 - mmaction - INFO - Epoch [4][140/4610] lr: 4.938e-02, eta: 12:17:18, time: 1.358, data_time: 0.001, memory: 10517, loss_action_cls: 0.0416, recall@thr=0.5: 0.6711, prec@thr=0.5: 0.7567, recall@top3: 0.7892, prec@top3: 0.6408, recall@top5: 0.9177, prec@top5: 0.4567, loss: 0.0416, grad_norm: 0.2758 2021-04-17 05:03:36,061 - mmaction - INFO - Epoch [4][160/4610] lr: 4.934e-02, eta: 12:16:51, time: 1.389, data_time: 0.001, memory: 10517, loss_action_cls: 0.0421, recall@thr=0.5: 0.6589, prec@thr=0.5: 0.7365, recall@top3: 0.7853, prec@top3: 0.6298, recall@top5: 0.9163, prec@top5: 0.4520, loss: 0.0421, grad_norm: 0.2646 2021-04-17 05:04:03,586 - mmaction - INFO - Epoch [4][180/4610] lr: 4.931e-02, eta: 12:16:24, time: 1.376, data_time: 0.001, memory: 10517, loss_action_cls: 0.0408, recall@thr=0.5: 0.6793, prec@thr=0.5: 0.7562, recall@top3: 0.7864, prec@top3: 0.6388, recall@top5: 0.9179, prec@top5: 0.4583, loss: 0.0408, grad_norm: 0.2524 2021-04-17 05:04:30,962 - mmaction - INFO - Epoch [4][200/4610] lr: 4.927e-02, eta: 12:15:56, time: 1.369, data_time: 0.001, memory: 10517, loss_action_cls: 0.0410, recall@thr=0.5: 0.6844, prec@thr=0.5: 0.7598, recall@top3: 0.7900, prec@top3: 0.6462, recall@top5: 0.9214, prec@top5: 0.4623, loss: 0.0410, grad_norm: 0.2792 2021-04-17 05:04:58,204 - mmaction - INFO - Epoch [4][220/4610] lr: 4.924e-02, eta: 12:15:28, time: 1.361, data_time: 0.001, memory: 10517, loss_action_cls: 0.0400, recall@thr=0.5: 0.6822, prec@thr=0.5: 0.7533, recall@top3: 0.8033, prec@top3: 0.6302, recall@top5: 0.9123, prec@top5: 0.4409, loss: 0.0400, grad_norm: 0.2693 2021-04-17 05:05:25,353 - mmaction - INFO - Epoch [4][240/4610] lr: 4.920e-02, eta: 12:14:59, time: 1.358, data_time: 0.002, memory: 10517, loss_action_cls: 0.0410, recall@thr=0.5: 0.6846, prec@thr=0.5: 0.7603, recall@top3: 0.7905, prec@top3: 0.6441, recall@top5: 0.9220, prec@top5: 0.4611, loss: 0.0410, grad_norm: 0.2584 2021-04-17 05:05:52,537 - mmaction - INFO - Epoch [4][260/4610] lr: 4.917e-02, eta: 12:14:31, time: 1.359, data_time: 0.002, memory: 10517, loss_action_cls: 0.0404, recall@thr=0.5: 0.6694, prec@thr=0.5: 0.7475, recall@top3: 0.7861, prec@top3: 0.6392, recall@top5: 0.9222, prec@top5: 0.4595, loss: 0.0404, grad_norm: 0.2614 2021-04-17 05:06:19,723 - mmaction - INFO - Epoch [4][280/4610] lr: 4.913e-02, eta: 12:14:03, time: 1.360, data_time: 0.002, memory: 10517, loss_action_cls: 0.0412, recall@thr=0.5: 0.6853, prec@thr=0.5: 0.7462, recall@top3: 0.7885, prec@top3: 0.6324, recall@top5: 0.9141, prec@top5: 0.4509, loss: 0.0412, grad_norm: 0.2920 2021-04-17 05:06:47,170 - mmaction - INFO - Epoch [4][300/4610] lr: 4.910e-02, eta: 12:13:35, time: 1.372, data_time: 0.001, memory: 10517, loss_action_cls: 0.0414, recall@thr=0.5: 0.6743, prec@thr=0.5: 0.7378, recall@top3: 0.7834, prec@top3: 0.6460, recall@top5: 0.9223, prec@top5: 0.4668, loss: 0.0414, grad_norm: 0.2746 2021-04-17 05:07:14,687 - mmaction - INFO - Epoch [4][320/4610] lr: 4.906e-02, eta: 12:13:07, time: 1.377, data_time: 0.001, memory: 10517, loss_action_cls: 0.0406, recall@thr=0.5: 0.6706, prec@thr=0.5: 0.7632, recall@top3: 0.7875, prec@top3: 0.6446, recall@top5: 0.9199, prec@top5: 0.4621, loss: 0.0406, grad_norm: 0.2642 2021-04-17 05:07:41,605 - mmaction - INFO - Epoch [4][340/4610] lr: 4.903e-02, eta: 12:12:38, time: 1.346, data_time: 0.001, memory: 10517, loss_action_cls: 0.0433, recall@thr=0.5: 0.6633, prec@thr=0.5: 0.7418, recall@top3: 0.7781, prec@top3: 0.6268, recall@top5: 0.9136, prec@top5: 0.4529, loss: 0.0433, grad_norm: 0.2902 2021-04-17 05:08:08,833 - mmaction - INFO - Epoch [4][360/4610] lr: 4.899e-02, eta: 12:12:10, time: 1.361, data_time: 0.001, memory: 10517, loss_action_cls: 0.0403, recall@thr=0.5: 0.6594, prec@thr=0.5: 0.7528, recall@top3: 0.7861, prec@top3: 0.6347, recall@top5: 0.9266, prec@top5: 0.4611, loss: 0.0403, grad_norm: 0.2943 2021-04-17 05:08:36,298 - mmaction - INFO - Epoch [4][380/4610] lr: 4.896e-02, eta: 12:11:43, time: 1.373, data_time: 0.001, memory: 10517, loss_action_cls: 0.0420, recall@thr=0.5: 0.6730, prec@thr=0.5: 0.7441, recall@top3: 0.7818, prec@top3: 0.6343, recall@top5: 0.9191, prec@top5: 0.4601, loss: 0.0420, grad_norm: 0.3022 2021-04-17 05:09:03,919 - mmaction - INFO - Epoch [4][400/4610] lr: 4.892e-02, eta: 12:11:15, time: 1.381, data_time: 0.001, memory: 10517, loss_action_cls: 0.0420, recall@thr=0.5: 0.6749, prec@thr=0.5: 0.7500, recall@top3: 0.7875, prec@top3: 0.6393, recall@top5: 0.9163, prec@top5: 0.4575, loss: 0.0420, grad_norm: 0.2815 2021-04-17 05:09:31,019 - mmaction - INFO - Epoch [4][420/4610] lr: 4.889e-02, eta: 12:10:47, time: 1.355, data_time: 0.001, memory: 10517, loss_action_cls: 0.0401, recall@thr=0.5: 0.6748, prec@thr=0.5: 0.7467, recall@top3: 0.7957, prec@top3: 0.6407, recall@top5: 0.9126, prec@top5: 0.4511, loss: 0.0401, grad_norm: 0.2924 2021-04-17 05:09:58,587 - mmaction - INFO - Epoch [4][440/4610] lr: 4.885e-02, eta: 12:10:19, time: 1.378, data_time: 0.001, memory: 10517, loss_action_cls: 0.0416, recall@thr=0.5: 0.6481, prec@thr=0.5: 0.7258, recall@top3: 0.7816, prec@top3: 0.6230, recall@top5: 0.9122, prec@top5: 0.4456, loss: 0.0416, grad_norm: 0.2797 2021-04-17 05:10:26,063 - mmaction - INFO - Epoch [4][460/4610] lr: 4.882e-02, eta: 12:09:52, time: 1.374, data_time: 0.002, memory: 10517, loss_action_cls: 0.0426, recall@thr=0.5: 0.6587, prec@thr=0.5: 0.7312, recall@top3: 0.7746, prec@top3: 0.6235, recall@top5: 0.9064, prec@top5: 0.4476, loss: 0.0426, grad_norm: 0.2947 2021-04-17 05:10:53,445 - mmaction - INFO - Epoch [4][480/4610] lr: 4.878e-02, eta: 12:09:24, time: 1.369, data_time: 0.001, memory: 10517, loss_action_cls: 0.0400, recall@thr=0.5: 0.6887, prec@thr=0.5: 0.7577, recall@top3: 0.7945, prec@top3: 0.6502, recall@top5: 0.9284, prec@top5: 0.4671, loss: 0.0400, grad_norm: 0.2830 2021-04-17 05:11:20,709 - mmaction - INFO - Epoch [4][500/4610] lr: 4.875e-02, eta: 12:08:56, time: 1.363, data_time: 0.001, memory: 10517, loss_action_cls: 0.0417, recall@thr=0.5: 0.6725, prec@thr=0.5: 0.7462, recall@top3: 0.7835, prec@top3: 0.6462, recall@top5: 0.9175, prec@top5: 0.4634, loss: 0.0417, grad_norm: 0.2906 2021-04-17 05:11:47,988 - mmaction - INFO - Epoch [4][520/4610] lr: 4.871e-02, eta: 12:08:27, time: 1.364, data_time: 0.001, memory: 10517, loss_action_cls: 0.0415, recall@thr=0.5: 0.6792, prec@thr=0.5: 0.7571, recall@top3: 0.7878, prec@top3: 0.6384, recall@top5: 0.9216, prec@top5: 0.4604, loss: 0.0415, grad_norm: 0.3000 2021-04-17 05:12:15,411 - mmaction - INFO - Epoch [4][540/4610] lr: 4.868e-02, eta: 12:08:00, time: 1.370, data_time: 0.001, memory: 10517, loss_action_cls: 0.0414, recall@thr=0.5: 0.6840, prec@thr=0.5: 0.7612, recall@top3: 0.7911, prec@top3: 0.6355, recall@top5: 0.9223, prec@top5: 0.4574, loss: 0.0414, grad_norm: 0.2828 2021-04-17 05:12:43,649 - mmaction - INFO - Epoch [4][560/4610] lr: 4.864e-02, eta: 12:07:34, time: 1.411, data_time: 0.002, memory: 10517, loss_action_cls: 0.0409, recall@thr=0.5: 0.6675, prec@thr=0.5: 0.7520, recall@top3: 0.7929, prec@top3: 0.6413, recall@top5: 0.9205, prec@top5: 0.4583, loss: 0.0409, grad_norm: 0.2734 2021-04-17 05:13:10,854 - mmaction - INFO - Epoch [4][580/4610] lr: 4.861e-02, eta: 12:07:05, time: 1.361, data_time: 0.002, memory: 10517, loss_action_cls: 0.0404, recall@thr=0.5: 0.6762, prec@thr=0.5: 0.7625, recall@top3: 0.7888, prec@top3: 0.6426, recall@top5: 0.9163, prec@top5: 0.4587, loss: 0.0404, grad_norm: 0.2719 2021-04-17 05:13:38,227 - mmaction - INFO - Epoch [4][600/4610] lr: 4.857e-02, eta: 12:06:38, time: 1.368, data_time: 0.001, memory: 10517, loss_action_cls: 0.0429, recall@thr=0.5: 0.6725, prec@thr=0.5: 0.7335, recall@top3: 0.7720, prec@top3: 0.6344, recall@top5: 0.9145, prec@top5: 0.4597, loss: 0.0429, grad_norm: 0.2835 2021-04-17 05:14:06,031 - mmaction - INFO - Epoch [4][620/4610] lr: 4.854e-02, eta: 12:06:11, time: 1.390, data_time: 0.002, memory: 10517, loss_action_cls: 0.0416, recall@thr=0.5: 0.6682, prec@thr=0.5: 0.7722, recall@top3: 0.7972, prec@top3: 0.6337, recall@top5: 0.9169, prec@top5: 0.4483, loss: 0.0416, grad_norm: 0.2682 2021-04-17 05:14:33,336 - mmaction - INFO - Epoch [4][640/4610] lr: 4.850e-02, eta: 12:05:43, time: 1.366, data_time: 0.002, memory: 10517, loss_action_cls: 0.0402, recall@thr=0.5: 0.6818, prec@thr=0.5: 0.7343, recall@top3: 0.7966, prec@top3: 0.6442, recall@top5: 0.9152, prec@top5: 0.4558, loss: 0.0402, grad_norm: 0.2671 2021-04-17 05:15:00,370 - mmaction - INFO - Epoch [4][660/4610] lr: 4.846e-02, eta: 12:05:14, time: 1.352, data_time: 0.001, memory: 10517, loss_action_cls: 0.0403, recall@thr=0.5: 0.6666, prec@thr=0.5: 0.7495, recall@top3: 0.7865, prec@top3: 0.6410, recall@top5: 0.9162, prec@top5: 0.4557, loss: 0.0403, grad_norm: 0.2748 2021-04-17 05:15:27,670 - mmaction - INFO - Epoch [4][680/4610] lr: 4.843e-02, eta: 12:04:46, time: 1.365, data_time: 0.001, memory: 10517, loss_action_cls: 0.0431, recall@thr=0.5: 0.6591, prec@thr=0.5: 0.7321, recall@top3: 0.7744, prec@top3: 0.6373, recall@top5: 0.9138, prec@top5: 0.4602, loss: 0.0431, grad_norm: 0.2721 2021-04-17 05:15:55,226 - mmaction - INFO - Epoch [4][700/4610] lr: 4.839e-02, eta: 12:04:18, time: 1.377, data_time: 0.001, memory: 10517, loss_action_cls: 0.0424, recall@thr=0.5: 0.6602, prec@thr=0.5: 0.7369, recall@top3: 0.7738, prec@top3: 0.6338, recall@top5: 0.9154, prec@top5: 0.4600, loss: 0.0424, grad_norm: 0.2866 2021-04-17 05:16:22,418 - mmaction - INFO - Epoch [4][720/4610] lr: 4.836e-02, eta: 12:03:50, time: 1.360, data_time: 0.001, memory: 10517, loss_action_cls: 0.0390, recall@thr=0.5: 0.6970, prec@thr=0.5: 0.7736, recall@top3: 0.8032, prec@top3: 0.6547, recall@top5: 0.9262, prec@top5: 0.4634, loss: 0.0390, grad_norm: 0.2501 2021-04-17 05:16:49,946 - mmaction - INFO - Epoch [4][740/4610] lr: 4.832e-02, eta: 12:03:23, time: 1.377, data_time: 0.001, memory: 10517, loss_action_cls: 0.0424, recall@thr=0.5: 0.6621, prec@thr=0.5: 0.7380, recall@top3: 0.7757, prec@top3: 0.6252, recall@top5: 0.9151, prec@top5: 0.4521, loss: 0.0424, grad_norm: 0.2788 2021-04-17 05:17:17,184 - mmaction - INFO - Epoch [4][760/4610] lr: 4.829e-02, eta: 12:02:54, time: 1.362, data_time: 0.001, memory: 10517, loss_action_cls: 0.0412, recall@thr=0.5: 0.6696, prec@thr=0.5: 0.7603, recall@top3: 0.7823, prec@top3: 0.6320, recall@top5: 0.9152, prec@top5: 0.4529, loss: 0.0412, grad_norm: 0.2603 2021-04-17 05:17:44,115 - mmaction - INFO - Epoch [4][780/4610] lr: 4.825e-02, eta: 12:02:26, time: 1.347, data_time: 0.001, memory: 10517, loss_action_cls: 0.0397, recall@thr=0.5: 0.6673, prec@thr=0.5: 0.7527, recall@top3: 0.7967, prec@top3: 0.6363, recall@top5: 0.9178, prec@top5: 0.4506, loss: 0.0397, grad_norm: 0.2587 2021-04-17 05:18:11,499 - mmaction - INFO - Epoch [4][800/4610] lr: 4.822e-02, eta: 12:01:58, time: 1.369, data_time: 0.001, memory: 10517, loss_action_cls: 0.0405, recall@thr=0.5: 0.6837, prec@thr=0.5: 0.7605, recall@top3: 0.7889, prec@top3: 0.6423, recall@top5: 0.9228, prec@top5: 0.4638, loss: 0.0405, grad_norm: 0.2614 2021-04-17 05:18:39,020 - mmaction - INFO - Epoch [4][820/4610] lr: 4.818e-02, eta: 12:01:30, time: 1.375, data_time: 0.002, memory: 10517, loss_action_cls: 0.0387, recall@thr=0.5: 0.6746, prec@thr=0.5: 0.7502, recall@top3: 0.7967, prec@top3: 0.6265, recall@top5: 0.9235, prec@top5: 0.4462, loss: 0.0387, grad_norm: 0.2490 2021-04-17 05:19:06,143 - mmaction - INFO - Epoch [4][840/4610] lr: 4.814e-02, eta: 12:01:02, time: 1.356, data_time: 0.002, memory: 10517, loss_action_cls: 0.0425, recall@thr=0.5: 0.6557, prec@thr=0.5: 0.7306, recall@top3: 0.7798, prec@top3: 0.6204, recall@top5: 0.9104, prec@top5: 0.4461, loss: 0.0425, grad_norm: 0.2830 2021-04-17 05:19:33,421 - mmaction - INFO - Epoch [4][860/4610] lr: 4.811e-02, eta: 12:00:34, time: 1.365, data_time: 0.002, memory: 10517, loss_action_cls: 0.0416, recall@thr=0.5: 0.6540, prec@thr=0.5: 0.7301, recall@top3: 0.7832, prec@top3: 0.6275, recall@top5: 0.9078, prec@top5: 0.4463, loss: 0.0416, grad_norm: 0.2838 2021-04-17 05:20:00,599 - mmaction - INFO - Epoch [4][880/4610] lr: 4.807e-02, eta: 12:00:06, time: 1.359, data_time: 0.001, memory: 10517, loss_action_cls: 0.0407, recall@thr=0.5: 0.6848, prec@thr=0.5: 0.7561, recall@top3: 0.7902, prec@top3: 0.6520, recall@top5: 0.9166, prec@top5: 0.4644, loss: 0.0407, grad_norm: 0.2593 2021-04-17 05:20:28,195 - mmaction - INFO - Epoch [4][900/4610] lr: 4.804e-02, eta: 11:59:38, time: 1.379, data_time: 0.001, memory: 10517, loss_action_cls: 0.0417, recall@thr=0.5: 0.6683, prec@thr=0.5: 0.7487, recall@top3: 0.7892, prec@top3: 0.6283, recall@top5: 0.9197, prec@top5: 0.4490, loss: 0.0417, grad_norm: 0.2959 2021-04-17 05:20:55,564 - mmaction - INFO - Epoch [4][920/4610] lr: 4.800e-02, eta: 11:59:10, time: 1.369, data_time: 0.002, memory: 10517, loss_action_cls: 0.0418, recall@thr=0.5: 0.6737, prec@thr=0.5: 0.7404, recall@top3: 0.7857, prec@top3: 0.6403, recall@top5: 0.9174, prec@top5: 0.4613, loss: 0.0418, grad_norm: 0.2631 2021-04-17 05:21:22,711 - mmaction - INFO - Epoch [4][940/4610] lr: 4.796e-02, eta: 11:58:42, time: 1.358, data_time: 0.002, memory: 10517, loss_action_cls: 0.0387, recall@thr=0.5: 0.6890, prec@thr=0.5: 0.7650, recall@top3: 0.7920, prec@top3: 0.6498, recall@top5: 0.9242, prec@top5: 0.4656, loss: 0.0387, grad_norm: 0.2632 2021-04-17 05:21:49,976 - mmaction - INFO - Epoch [4][960/4610] lr: 4.793e-02, eta: 11:58:14, time: 1.362, data_time: 0.001, memory: 10517, loss_action_cls: 0.0403, recall@thr=0.5: 0.6891, prec@thr=0.5: 0.7551, recall@top3: 0.7970, prec@top3: 0.6358, recall@top5: 0.9201, prec@top5: 0.4502, loss: 0.0403, grad_norm: 0.2859 2021-04-17 05:22:17,569 - mmaction - INFO - Epoch [4][980/4610] lr: 4.789e-02, eta: 11:57:46, time: 1.381, data_time: 0.002, memory: 10556, loss_action_cls: 0.0408, recall@thr=0.5: 0.6866, prec@thr=0.5: 0.7694, recall@top3: 0.7905, prec@top3: 0.6396, recall@top5: 0.9156, prec@top5: 0.4561, loss: 0.0408, grad_norm: 0.2636 2021-04-17 05:22:44,814 - mmaction - INFO - Epoch [4][1000/4610] lr: 4.786e-02, eta: 11:57:18, time: 1.361, data_time: 0.001, memory: 10556, loss_action_cls: 0.0398, recall@thr=0.5: 0.6887, prec@thr=0.5: 0.7696, recall@top3: 0.8040, prec@top3: 0.6427, recall@top5: 0.9169, prec@top5: 0.4514, loss: 0.0398, grad_norm: 0.2637 2021-04-17 05:23:11,991 - mmaction - INFO - Epoch [4][1020/4610] lr: 4.782e-02, eta: 11:56:50, time: 1.358, data_time: 0.002, memory: 10556, loss_action_cls: 0.0417, recall@thr=0.5: 0.6788, prec@thr=0.5: 0.7519, recall@top3: 0.7884, prec@top3: 0.6475, recall@top5: 0.9110, prec@top5: 0.4589, loss: 0.0417, grad_norm: 0.2834 2021-04-17 05:23:39,478 - mmaction - INFO - Epoch [4][1040/4610] lr: 4.778e-02, eta: 11:56:22, time: 1.377, data_time: 0.003, memory: 10556, loss_action_cls: 0.0398, recall@thr=0.5: 0.6772, prec@thr=0.5: 0.7661, recall@top3: 0.8017, prec@top3: 0.6342, recall@top5: 0.9310, prec@top5: 0.4526, loss: 0.0398, grad_norm: 0.2625 2021-04-17 05:24:07,175 - mmaction - INFO - Epoch [4][1060/4610] lr: 4.775e-02, eta: 11:55:55, time: 1.385, data_time: 0.001, memory: 10556, loss_action_cls: 0.0425, recall@thr=0.5: 0.6682, prec@thr=0.5: 0.7572, recall@top3: 0.7832, prec@top3: 0.6413, recall@top5: 0.9180, prec@top5: 0.4609, loss: 0.0425, grad_norm: 0.3088 2021-04-17 05:24:34,301 - mmaction - INFO - Epoch [4][1080/4610] lr: 4.771e-02, eta: 11:55:27, time: 1.356, data_time: 0.001, memory: 10556, loss_action_cls: 0.0407, recall@thr=0.5: 0.6827, prec@thr=0.5: 0.7493, recall@top3: 0.8015, prec@top3: 0.6440, recall@top5: 0.9234, prec@top5: 0.4560, loss: 0.0407, grad_norm: 0.2799 2021-04-17 05:25:01,625 - mmaction - INFO - Epoch [4][1100/4610] lr: 4.768e-02, eta: 11:54:59, time: 1.365, data_time: 0.001, memory: 10556, loss_action_cls: 0.0406, recall@thr=0.5: 0.6838, prec@thr=0.5: 0.7693, recall@top3: 0.7922, prec@top3: 0.6458, recall@top5: 0.9121, prec@top5: 0.4582, loss: 0.0406, grad_norm: 0.2596 2021-04-17 05:25:29,258 - mmaction - INFO - Epoch [4][1120/4610] lr: 4.764e-02, eta: 11:54:32, time: 1.383, data_time: 0.003, memory: 10556, loss_action_cls: 0.0421, recall@thr=0.5: 0.6506, prec@thr=0.5: 0.7273, recall@top3: 0.7762, prec@top3: 0.6210, recall@top5: 0.9162, prec@top5: 0.4493, loss: 0.0421, grad_norm: 0.2657 2021-04-17 05:25:56,158 - mmaction - INFO - Epoch [4][1140/4610] lr: 4.760e-02, eta: 11:54:03, time: 1.344, data_time: 0.001, memory: 10556, loss_action_cls: 0.0410, recall@thr=0.5: 0.6677, prec@thr=0.5: 0.7538, recall@top3: 0.7872, prec@top3: 0.6398, recall@top5: 0.9246, prec@top5: 0.4613, loss: 0.0410, grad_norm: 0.2651 2021-04-17 05:26:23,354 - mmaction - INFO - Epoch [4][1160/4610] lr: 4.757e-02, eta: 11:53:35, time: 1.360, data_time: 0.002, memory: 10556, loss_action_cls: 0.0402, recall@thr=0.5: 0.6766, prec@thr=0.5: 0.7605, recall@top3: 0.7984, prec@top3: 0.6443, recall@top5: 0.9217, prec@top5: 0.4544, loss: 0.0402, grad_norm: 0.2659 2021-04-17 05:26:50,707 - mmaction - INFO - Epoch [4][1180/4610] lr: 4.753e-02, eta: 11:53:07, time: 1.368, data_time: 0.002, memory: 10556, loss_action_cls: 0.0387, recall@thr=0.5: 0.6851, prec@thr=0.5: 0.7569, recall@top3: 0.8006, prec@top3: 0.6464, recall@top5: 0.9272, prec@top5: 0.4569, loss: 0.0387, grad_norm: 0.2569 2021-04-17 05:27:18,274 - mmaction - INFO - Epoch [4][1200/4610] lr: 4.749e-02, eta: 11:52:39, time: 1.378, data_time: 0.001, memory: 10556, loss_action_cls: 0.0405, recall@thr=0.5: 0.6616, prec@thr=0.5: 0.7506, recall@top3: 0.7894, prec@top3: 0.6307, recall@top5: 0.9228, prec@top5: 0.4510, loss: 0.0405, grad_norm: 0.2500 2021-04-17 05:27:45,509 - mmaction - INFO - Epoch [4][1220/4610] lr: 4.746e-02, eta: 11:52:11, time: 1.362, data_time: 0.001, memory: 10556, loss_action_cls: 0.0400, recall@thr=0.5: 0.6796, prec@thr=0.5: 0.7457, recall@top3: 0.7988, prec@top3: 0.6357, recall@top5: 0.9202, prec@top5: 0.4495, loss: 0.0400, grad_norm: 0.2610 2021-04-17 05:28:13,014 - mmaction - INFO - Epoch [4][1240/4610] lr: 4.742e-02, eta: 11:51:44, time: 1.375, data_time: 0.001, memory: 10556, loss_action_cls: 0.0427, recall@thr=0.5: 0.6611, prec@thr=0.5: 0.7375, recall@top3: 0.7888, prec@top3: 0.6467, recall@top5: 0.9114, prec@top5: 0.4581, loss: 0.0427, grad_norm: 0.2902 2021-04-17 05:28:40,367 - mmaction - INFO - Epoch [4][1260/4610] lr: 4.738e-02, eta: 11:51:16, time: 1.368, data_time: 0.001, memory: 10556, loss_action_cls: 0.0416, recall@thr=0.5: 0.6567, prec@thr=0.5: 0.7412, recall@top3: 0.7837, prec@top3: 0.6338, recall@top5: 0.9119, prec@top5: 0.4526, loss: 0.0416, grad_norm: 0.2803 2021-04-17 05:29:07,813 - mmaction - INFO - Epoch [4][1280/4610] lr: 4.735e-02, eta: 11:50:48, time: 1.372, data_time: 0.001, memory: 10556, loss_action_cls: 0.0396, recall@thr=0.5: 0.6840, prec@thr=0.5: 0.7694, recall@top3: 0.7977, prec@top3: 0.6506, recall@top5: 0.9257, prec@top5: 0.4656, loss: 0.0396, grad_norm: 0.2456 2021-04-17 05:29:35,042 - mmaction - INFO - Epoch [4][1300/4610] lr: 4.731e-02, eta: 11:50:20, time: 1.362, data_time: 0.001, memory: 10556, loss_action_cls: 0.0414, recall@thr=0.5: 0.6799, prec@thr=0.5: 0.7515, recall@top3: 0.7768, prec@top3: 0.6400, recall@top5: 0.9101, prec@top5: 0.4623, loss: 0.0414, grad_norm: 0.2752 2021-04-17 05:30:02,135 - mmaction - INFO - Epoch [4][1320/4610] lr: 4.727e-02, eta: 11:49:52, time: 1.354, data_time: 0.001, memory: 10556, loss_action_cls: 0.0415, recall@thr=0.5: 0.6698, prec@thr=0.5: 0.7555, recall@top3: 0.7813, prec@top3: 0.6332, recall@top5: 0.9161, prec@top5: 0.4567, loss: 0.0415, grad_norm: 0.2786 2021-04-17 05:30:29,496 - mmaction - INFO - Epoch [4][1340/4610] lr: 4.724e-02, eta: 11:49:24, time: 1.368, data_time: 0.001, memory: 10556, loss_action_cls: 0.0411, recall@thr=0.5: 0.6820, prec@thr=0.5: 0.7474, recall@top3: 0.7906, prec@top3: 0.6329, recall@top5: 0.9240, prec@top5: 0.4562, loss: 0.0411, grad_norm: 0.2771 2021-04-17 05:30:56,850 - mmaction - INFO - Epoch [4][1360/4610] lr: 4.720e-02, eta: 11:48:56, time: 1.366, data_time: 0.001, memory: 10556, loss_action_cls: 0.0414, recall@thr=0.5: 0.6686, prec@thr=0.5: 0.7470, recall@top3: 0.7787, prec@top3: 0.6419, recall@top5: 0.9146, prec@top5: 0.4619, loss: 0.0414, grad_norm: 0.2823 2021-04-17 05:31:24,071 - mmaction - INFO - Epoch [4][1380/4610] lr: 4.716e-02, eta: 11:48:28, time: 1.362, data_time: 0.002, memory: 10556, loss_action_cls: 0.0397, recall@thr=0.5: 0.6850, prec@thr=0.5: 0.7530, recall@top3: 0.7969, prec@top3: 0.6495, recall@top5: 0.9254, prec@top5: 0.4609, loss: 0.0397, grad_norm: 0.2518 2021-04-17 05:31:51,761 - mmaction - INFO - Epoch [4][1400/4610] lr: 4.713e-02, eta: 11:48:00, time: 1.384, data_time: 0.001, memory: 10556, loss_action_cls: 0.0413, recall@thr=0.5: 0.6894, prec@thr=0.5: 0.7646, recall@top3: 0.7891, prec@top3: 0.6452, recall@top5: 0.9176, prec@top5: 0.4612, loss: 0.0413, grad_norm: 0.2774 2021-04-17 05:32:19,121 - mmaction - INFO - Epoch [4][1420/4610] lr: 4.709e-02, eta: 11:47:33, time: 1.369, data_time: 0.002, memory: 10556, loss_action_cls: 0.0404, recall@thr=0.5: 0.6759, prec@thr=0.5: 0.7654, recall@top3: 0.7910, prec@top3: 0.6301, recall@top5: 0.9254, prec@top5: 0.4504, loss: 0.0404, grad_norm: 0.2701 2021-04-17 05:32:46,747 - mmaction - INFO - Epoch [4][1440/4610] lr: 4.705e-02, eta: 11:47:05, time: 1.381, data_time: 0.001, memory: 10556, loss_action_cls: 0.0410, recall@thr=0.5: 0.6640, prec@thr=0.5: 0.7465, recall@top3: 0.7789, prec@top3: 0.6355, recall@top5: 0.9147, prec@top5: 0.4584, loss: 0.0410, grad_norm: 0.2794 2021-04-17 05:33:13,833 - mmaction - INFO - Epoch [4][1460/4610] lr: 4.702e-02, eta: 11:46:37, time: 1.355, data_time: 0.002, memory: 10556, loss_action_cls: 0.0419, recall@thr=0.5: 0.6692, prec@thr=0.5: 0.7493, recall@top3: 0.7791, prec@top3: 0.6512, recall@top5: 0.9116, prec@top5: 0.4682, loss: 0.0419, grad_norm: 0.2775 2021-04-17 05:33:41,404 - mmaction - INFO - Epoch [4][1480/4610] lr: 4.698e-02, eta: 11:46:09, time: 1.378, data_time: 0.001, memory: 10556, loss_action_cls: 0.0400, recall@thr=0.5: 0.6874, prec@thr=0.5: 0.7602, recall@top3: 0.7971, prec@top3: 0.6486, recall@top5: 0.9227, prec@top5: 0.4608, loss: 0.0400, grad_norm: 0.2965 2021-04-17 05:34:08,762 - mmaction - INFO - Epoch [4][1500/4610] lr: 4.694e-02, eta: 11:45:42, time: 1.367, data_time: 0.002, memory: 10556, loss_action_cls: 0.0421, recall@thr=0.5: 0.6548, prec@thr=0.5: 0.7336, recall@top3: 0.7830, prec@top3: 0.6351, recall@top5: 0.9184, prec@top5: 0.4576, loss: 0.0421, grad_norm: 0.2981 2021-04-17 05:34:36,019 - mmaction - INFO - Epoch [4][1520/4610] lr: 4.691e-02, eta: 11:45:14, time: 1.364, data_time: 0.003, memory: 10556, loss_action_cls: 0.0411, recall@thr=0.5: 0.6772, prec@thr=0.5: 0.7529, recall@top3: 0.7910, prec@top3: 0.6377, recall@top5: 0.9190, prec@top5: 0.4545, loss: 0.0411, grad_norm: 0.2662 2021-04-17 05:35:02,967 - mmaction - INFO - Epoch [4][1540/4610] lr: 4.687e-02, eta: 11:44:45, time: 1.346, data_time: 0.001, memory: 10556, loss_action_cls: 0.0408, recall@thr=0.5: 0.6602, prec@thr=0.5: 0.7521, recall@top3: 0.7863, prec@top3: 0.6509, recall@top5: 0.9228, prec@top5: 0.4657, loss: 0.0408, grad_norm: 0.2817 2021-04-17 05:35:30,344 - mmaction - INFO - Epoch [4][1560/4610] lr: 4.683e-02, eta: 11:44:17, time: 1.369, data_time: 0.002, memory: 10556, loss_action_cls: 0.0406, recall@thr=0.5: 0.6821, prec@thr=0.5: 0.7523, recall@top3: 0.7901, prec@top3: 0.6306, recall@top5: 0.9160, prec@top5: 0.4484, loss: 0.0406, grad_norm: 0.2796 2021-04-17 05:35:57,866 - mmaction - INFO - Epoch [4][1580/4610] lr: 4.680e-02, eta: 11:43:50, time: 1.376, data_time: 0.002, memory: 10556, loss_action_cls: 0.0411, recall@thr=0.5: 0.6757, prec@thr=0.5: 0.7504, recall@top3: 0.7860, prec@top3: 0.6399, recall@top5: 0.9202, prec@top5: 0.4614, loss: 0.0411, grad_norm: 0.2694 2021-04-17 05:36:24,943 - mmaction - INFO - Epoch [4][1600/4610] lr: 4.676e-02, eta: 11:43:21, time: 1.355, data_time: 0.002, memory: 10556, loss_action_cls: 0.0380, recall@thr=0.5: 0.6888, prec@thr=0.5: 0.7656, recall@top3: 0.8076, prec@top3: 0.6649, recall@top5: 0.9311, prec@top5: 0.4727, loss: 0.0380, grad_norm: 0.2468 2021-04-17 05:36:52,408 - mmaction - INFO - Epoch [4][1620/4610] lr: 4.672e-02, eta: 11:42:54, time: 1.373, data_time: 0.001, memory: 10556, loss_action_cls: 0.0412, recall@thr=0.5: 0.6779, prec@thr=0.5: 0.7489, recall@top3: 0.7861, prec@top3: 0.6352, recall@top5: 0.9229, prec@top5: 0.4565, loss: 0.0412, grad_norm: 0.2613 2021-04-17 05:37:19,886 - mmaction - INFO - Epoch [4][1640/4610] lr: 4.669e-02, eta: 11:42:26, time: 1.374, data_time: 0.001, memory: 10556, loss_action_cls: 0.0407, recall@thr=0.5: 0.6745, prec@thr=0.5: 0.7588, recall@top3: 0.7960, prec@top3: 0.6428, recall@top5: 0.9285, prec@top5: 0.4588, loss: 0.0407, grad_norm: 0.2734 2021-04-17 05:37:47,029 - mmaction - INFO - Epoch [4][1660/4610] lr: 4.665e-02, eta: 11:41:58, time: 1.357, data_time: 0.001, memory: 10556, loss_action_cls: 0.0394, recall@thr=0.5: 0.6837, prec@thr=0.5: 0.7520, recall@top3: 0.7983, prec@top3: 0.6469, recall@top5: 0.9224, prec@top5: 0.4599, loss: 0.0394, grad_norm: 0.2547 2021-04-17 05:38:14,298 - mmaction - INFO - Epoch [4][1680/4610] lr: 4.661e-02, eta: 11:41:30, time: 1.364, data_time: 0.001, memory: 10556, loss_action_cls: 0.0402, recall@thr=0.5: 0.6763, prec@thr=0.5: 0.7557, recall@top3: 0.7830, prec@top3: 0.6415, recall@top5: 0.9167, prec@top5: 0.4614, loss: 0.0402, grad_norm: 0.2659 2021-04-17 05:38:41,726 - mmaction - INFO - Epoch [4][1700/4610] lr: 4.657e-02, eta: 11:41:02, time: 1.371, data_time: 0.001, memory: 10556, loss_action_cls: 0.0402, recall@thr=0.5: 0.6821, prec@thr=0.5: 0.7504, recall@top3: 0.7936, prec@top3: 0.6319, recall@top5: 0.9269, prec@top5: 0.4544, loss: 0.0402, grad_norm: 0.2725 2021-04-17 05:39:09,156 - mmaction - INFO - Epoch [4][1720/4610] lr: 4.654e-02, eta: 11:40:34, time: 1.370, data_time: 0.001, memory: 10556, loss_action_cls: 0.0387, recall@thr=0.5: 0.7003, prec@thr=0.5: 0.7670, recall@top3: 0.7986, prec@top3: 0.6536, recall@top5: 0.9209, prec@top5: 0.4617, loss: 0.0387, grad_norm: 0.2583 2021-04-17 05:39:36,839 - mmaction - INFO - Epoch [4][1740/4610] lr: 4.650e-02, eta: 11:40:07, time: 1.385, data_time: 0.003, memory: 10556, loss_action_cls: 0.0392, recall@thr=0.5: 0.6872, prec@thr=0.5: 0.7694, recall@top3: 0.8001, prec@top3: 0.6611, recall@top5: 0.9318, prec@top5: 0.4739, loss: 0.0392, grad_norm: 0.2560 2021-04-17 05:40:04,001 - mmaction - INFO - Epoch [4][1760/4610] lr: 4.646e-02, eta: 11:39:39, time: 1.359, data_time: 0.002, memory: 10556, loss_action_cls: 0.0422, recall@thr=0.5: 0.6614, prec@thr=0.5: 0.7453, recall@top3: 0.7745, prec@top3: 0.6355, recall@top5: 0.9145, prec@top5: 0.4627, loss: 0.0422, grad_norm: 0.2793 2021-04-17 05:40:31,084 - mmaction - INFO - Epoch [4][1780/4610] lr: 4.643e-02, eta: 11:39:10, time: 1.354, data_time: 0.001, memory: 10556, loss_action_cls: 0.0422, recall@thr=0.5: 0.6699, prec@thr=0.5: 0.7469, recall@top3: 0.7796, prec@top3: 0.6392, recall@top5: 0.9081, prec@top5: 0.4572, loss: 0.0422, grad_norm: 0.2691 2021-04-17 05:40:58,218 - mmaction - INFO - Epoch [4][1800/4610] lr: 4.639e-02, eta: 11:38:42, time: 1.357, data_time: 0.001, memory: 10556, loss_action_cls: 0.0408, recall@thr=0.5: 0.6705, prec@thr=0.5: 0.7480, recall@top3: 0.7878, prec@top3: 0.6391, recall@top5: 0.9194, prec@top5: 0.4601, loss: 0.0408, grad_norm: 0.2846 2021-04-17 05:41:25,748 - mmaction - INFO - Epoch [4][1820/4610] lr: 4.635e-02, eta: 11:38:15, time: 1.375, data_time: 0.001, memory: 10556, loss_action_cls: 0.0396, recall@thr=0.5: 0.6842, prec@thr=0.5: 0.7677, recall@top3: 0.7955, prec@top3: 0.6456, recall@top5: 0.9262, prec@top5: 0.4622, loss: 0.0396, grad_norm: 0.2696 2021-04-17 05:41:52,956 - mmaction - INFO - Epoch [4][1840/4610] lr: 4.631e-02, eta: 11:37:47, time: 1.362, data_time: 0.003, memory: 10556, loss_action_cls: 0.0413, recall@thr=0.5: 0.6773, prec@thr=0.5: 0.7337, recall@top3: 0.7812, prec@top3: 0.6237, recall@top5: 0.9150, prec@top5: 0.4509, loss: 0.0413, grad_norm: 0.2635 2021-04-17 05:42:20,416 - mmaction - INFO - Epoch [4][1860/4610] lr: 4.628e-02, eta: 11:37:19, time: 1.373, data_time: 0.001, memory: 10556, loss_action_cls: 0.0410, recall@thr=0.5: 0.6632, prec@thr=0.5: 0.7553, recall@top3: 0.7916, prec@top3: 0.6451, recall@top5: 0.9222, prec@top5: 0.4625, loss: 0.0410, grad_norm: 0.2570 2021-04-17 05:42:47,615 - mmaction - INFO - Epoch [4][1880/4610] lr: 4.624e-02, eta: 11:36:51, time: 1.359, data_time: 0.001, memory: 10556, loss_action_cls: 0.0389, recall@thr=0.5: 0.6915, prec@thr=0.5: 0.7787, recall@top3: 0.8021, prec@top3: 0.6538, recall@top5: 0.9215, prec@top5: 0.4613, loss: 0.0389, grad_norm: 0.2493 2021-04-17 05:43:15,052 - mmaction - INFO - Epoch [4][1900/4610] lr: 4.620e-02, eta: 11:36:23, time: 1.373, data_time: 0.002, memory: 10556, loss_action_cls: 0.0386, recall@thr=0.5: 0.6989, prec@thr=0.5: 0.7795, recall@top3: 0.8012, prec@top3: 0.6495, recall@top5: 0.9265, prec@top5: 0.4625, loss: 0.0386, grad_norm: 0.2585 2021-04-17 05:43:42,373 - mmaction - INFO - Epoch [4][1920/4610] lr: 4.616e-02, eta: 11:35:55, time: 1.366, data_time: 0.001, memory: 10556, loss_action_cls: 0.0379, recall@thr=0.5: 0.7113, prec@thr=0.5: 0.7811, recall@top3: 0.8127, prec@top3: 0.6626, recall@top5: 0.9299, prec@top5: 0.4657, loss: 0.0379, grad_norm: 0.2537 2021-04-17 05:44:09,776 - mmaction - INFO - Epoch [4][1940/4610] lr: 4.613e-02, eta: 11:35:28, time: 1.368, data_time: 0.001, memory: 10556, loss_action_cls: 0.0388, recall@thr=0.5: 0.7005, prec@thr=0.5: 0.7839, recall@top3: 0.8085, prec@top3: 0.6629, recall@top5: 0.9279, prec@top5: 0.4676, loss: 0.0388, grad_norm: 0.2491 2021-04-17 05:44:37,529 - mmaction - INFO - Epoch [4][1960/4610] lr: 4.609e-02, eta: 11:35:01, time: 1.389, data_time: 0.002, memory: 10556, loss_action_cls: 0.0385, recall@thr=0.5: 0.7070, prec@thr=0.5: 0.7790, recall@top3: 0.8023, prec@top3: 0.6535, recall@top5: 0.9241, prec@top5: 0.4625, loss: 0.0385, grad_norm: 0.2404 2021-04-17 05:45:04,806 - mmaction - INFO - Epoch [4][1980/4610] lr: 4.605e-02, eta: 11:34:32, time: 1.363, data_time: 0.001, memory: 10556, loss_action_cls: 0.0391, recall@thr=0.5: 0.6872, prec@thr=0.5: 0.7609, recall@top3: 0.7973, prec@top3: 0.6386, recall@top5: 0.9260, prec@top5: 0.4563, loss: 0.0391, grad_norm: 0.2618 2021-04-17 05:45:32,100 - mmaction - INFO - Epoch [4][2000/4610] lr: 4.601e-02, eta: 11:34:05, time: 1.366, data_time: 0.002, memory: 10556, loss_action_cls: 0.0398, recall@thr=0.5: 0.6926, prec@thr=0.5: 0.7712, recall@top3: 0.7972, prec@top3: 0.6509, recall@top5: 0.9249, prec@top5: 0.4636, loss: 0.0398, grad_norm: 0.2517 2021-04-17 05:45:59,377 - mmaction - INFO - Epoch [4][2020/4610] lr: 4.598e-02, eta: 11:33:37, time: 1.363, data_time: 0.001, memory: 10556, loss_action_cls: 0.0401, recall@thr=0.5: 0.6697, prec@thr=0.5: 0.7434, recall@top3: 0.7875, prec@top3: 0.6447, recall@top5: 0.9155, prec@top5: 0.4611, loss: 0.0401, grad_norm: 0.2592 2021-04-17 05:46:26,703 - mmaction - INFO - Epoch [4][2040/4610] lr: 4.594e-02, eta: 11:33:09, time: 1.366, data_time: 0.002, memory: 10556, loss_action_cls: 0.0405, recall@thr=0.5: 0.6861, prec@thr=0.5: 0.7643, recall@top3: 0.7927, prec@top3: 0.6440, recall@top5: 0.9243, prec@top5: 0.4616, loss: 0.0405, grad_norm: 0.2628 2021-04-17 05:46:54,102 - mmaction - INFO - Epoch [4][2060/4610] lr: 4.590e-02, eta: 11:32:41, time: 1.370, data_time: 0.002, memory: 10556, loss_action_cls: 0.0398, recall@thr=0.5: 0.6760, prec@thr=0.5: 0.7500, recall@top3: 0.7977, prec@top3: 0.6357, recall@top5: 0.9221, prec@top5: 0.4507, loss: 0.0398, grad_norm: 0.2628 2021-04-17 05:47:21,415 - mmaction - INFO - Epoch [4][2080/4610] lr: 4.586e-02, eta: 11:32:13, time: 1.367, data_time: 0.002, memory: 10556, loss_action_cls: 0.0398, recall@thr=0.5: 0.6785, prec@thr=0.5: 0.7532, recall@top3: 0.7976, prec@top3: 0.6548, recall@top5: 0.9238, prec@top5: 0.4658, loss: 0.0398, grad_norm: 0.2674 2021-04-17 05:47:48,782 - mmaction - INFO - Epoch [4][2100/4610] lr: 4.583e-02, eta: 11:31:45, time: 1.367, data_time: 0.001, memory: 10556, loss_action_cls: 0.0411, recall@thr=0.5: 0.6742, prec@thr=0.5: 0.7474, recall@top3: 0.7922, prec@top3: 0.6347, recall@top5: 0.9219, prec@top5: 0.4527, loss: 0.0411, grad_norm: 0.2993 2021-04-17 05:48:16,039 - mmaction - INFO - Epoch [4][2120/4610] lr: 4.579e-02, eta: 11:31:17, time: 1.363, data_time: 0.002, memory: 10556, loss_action_cls: 0.0401, recall@thr=0.5: 0.6763, prec@thr=0.5: 0.7568, recall@top3: 0.7907, prec@top3: 0.6294, recall@top5: 0.9163, prec@top5: 0.4475, loss: 0.0401, grad_norm: 0.2623 2021-04-17 05:48:43,502 - mmaction - INFO - Epoch [4][2140/4610] lr: 4.575e-02, eta: 11:30:50, time: 1.373, data_time: 0.002, memory: 10556, loss_action_cls: 0.0397, recall@thr=0.5: 0.6825, prec@thr=0.5: 0.7494, recall@top3: 0.7923, prec@top3: 0.6356, recall@top5: 0.9186, prec@top5: 0.4530, loss: 0.0397, grad_norm: 0.2551 2021-04-17 05:49:11,209 - mmaction - INFO - Epoch [4][2160/4610] lr: 4.571e-02, eta: 11:30:23, time: 1.386, data_time: 0.002, memory: 10556, loss_action_cls: 0.0397, recall@thr=0.5: 0.6770, prec@thr=0.5: 0.7521, recall@top3: 0.7952, prec@top3: 0.6406, recall@top5: 0.9242, prec@top5: 0.4558, loss: 0.0397, grad_norm: 0.2657 2021-04-17 05:49:38,453 - mmaction - INFO - Epoch [4][2180/4610] lr: 4.568e-02, eta: 11:29:54, time: 1.361, data_time: 0.001, memory: 10556, loss_action_cls: 0.0410, recall@thr=0.5: 0.6936, prec@thr=0.5: 0.7650, recall@top3: 0.7854, prec@top3: 0.6516, recall@top5: 0.9133, prec@top5: 0.4642, loss: 0.0410, grad_norm: 0.2522 2021-04-17 05:50:05,839 - mmaction - INFO - Epoch [4][2200/4610] lr: 4.564e-02, eta: 11:29:27, time: 1.371, data_time: 0.002, memory: 10556, loss_action_cls: 0.0386, recall@thr=0.5: 0.7011, prec@thr=0.5: 0.7741, recall@top3: 0.8017, prec@top3: 0.6504, recall@top5: 0.9342, prec@top5: 0.4646, loss: 0.0386, grad_norm: 0.2645 2021-04-17 05:50:33,549 - mmaction - INFO - Epoch [4][2220/4610] lr: 4.560e-02, eta: 11:29:00, time: 1.384, data_time: 0.001, memory: 10556, loss_action_cls: 0.0396, recall@thr=0.5: 0.6927, prec@thr=0.5: 0.7698, recall@top3: 0.8070, prec@top3: 0.6505, recall@top5: 0.9214, prec@top5: 0.4553, loss: 0.0396, grad_norm: 0.2377 2021-04-17 05:51:01,209 - mmaction - INFO - Epoch [4][2240/4610] lr: 4.556e-02, eta: 11:28:32, time: 1.384, data_time: 0.002, memory: 10556, loss_action_cls: 0.0423, recall@thr=0.5: 0.6672, prec@thr=0.5: 0.7356, recall@top3: 0.7884, prec@top3: 0.6429, recall@top5: 0.9155, prec@top5: 0.4592, loss: 0.0423, grad_norm: 0.2741 2021-04-17 05:51:28,582 - mmaction - INFO - Epoch [4][2260/4610] lr: 4.552e-02, eta: 11:28:05, time: 1.369, data_time: 0.001, memory: 10556, loss_action_cls: 0.0415, recall@thr=0.5: 0.6870, prec@thr=0.5: 0.7574, recall@top3: 0.7910, prec@top3: 0.6532, recall@top5: 0.9058, prec@top5: 0.4582, loss: 0.0415, grad_norm: 0.2821 2021-04-17 05:51:55,714 - mmaction - INFO - Epoch [4][2280/4610] lr: 4.549e-02, eta: 11:27:36, time: 1.356, data_time: 0.001, memory: 10556, loss_action_cls: 0.0399, recall@thr=0.5: 0.6743, prec@thr=0.5: 0.7591, recall@top3: 0.7908, prec@top3: 0.6539, recall@top5: 0.9197, prec@top5: 0.4669, loss: 0.0399, grad_norm: 0.2794 2021-04-17 05:52:23,045 - mmaction - INFO - Epoch [4][2300/4610] lr: 4.545e-02, eta: 11:27:09, time: 1.367, data_time: 0.001, memory: 10556, loss_action_cls: 0.0393, recall@thr=0.5: 0.6750, prec@thr=0.5: 0.7514, recall@top3: 0.8027, prec@top3: 0.6414, recall@top5: 0.9255, prec@top5: 0.4545, loss: 0.0393, grad_norm: 0.2744 2021-04-17 05:52:50,105 - mmaction - INFO - Epoch [4][2320/4610] lr: 4.541e-02, eta: 11:26:40, time: 1.353, data_time: 0.001, memory: 10556, loss_action_cls: 0.0417, recall@thr=0.5: 0.6693, prec@thr=0.5: 0.7387, recall@top3: 0.7806, prec@top3: 0.6257, recall@top5: 0.9176, prec@top5: 0.4505, loss: 0.0417, grad_norm: 0.2777 2021-04-17 05:53:17,187 - mmaction - INFO - Epoch [4][2340/4610] lr: 4.537e-02, eta: 11:26:12, time: 1.354, data_time: 0.001, memory: 10556, loss_action_cls: 0.0392, recall@thr=0.5: 0.6881, prec@thr=0.5: 0.7660, recall@top3: 0.8012, prec@top3: 0.6396, recall@top5: 0.9174, prec@top5: 0.4520, loss: 0.0392, grad_norm: 0.2796 2021-04-17 05:53:45,042 - mmaction - INFO - Epoch [4][2360/4610] lr: 4.533e-02, eta: 11:25:45, time: 1.393, data_time: 0.001, memory: 10556, loss_action_cls: 0.0407, recall@thr=0.5: 0.6757, prec@thr=0.5: 0.7519, recall@top3: 0.7872, prec@top3: 0.6382, recall@top5: 0.9197, prec@top5: 0.4554, loss: 0.0407, grad_norm: 0.2516 2021-04-17 05:54:12,252 - mmaction - INFO - Epoch [4][2380/4610] lr: 4.530e-02, eta: 11:25:17, time: 1.359, data_time: 0.001, memory: 10556, loss_action_cls: 0.0399, recall@thr=0.5: 0.6990, prec@thr=0.5: 0.7622, recall@top3: 0.7969, prec@top3: 0.6505, recall@top5: 0.9245, prec@top5: 0.4633, loss: 0.0399, grad_norm: 0.2754 2021-04-17 05:54:39,241 - mmaction - INFO - Epoch [4][2400/4610] lr: 4.526e-02, eta: 11:24:48, time: 1.350, data_time: 0.002, memory: 10556, loss_action_cls: 0.0393, recall@thr=0.5: 0.6772, prec@thr=0.5: 0.7665, recall@top3: 0.7951, prec@top3: 0.6456, recall@top5: 0.9227, prec@top5: 0.4598, loss: 0.0393, grad_norm: 0.2824 2021-04-17 05:55:06,558 - mmaction - INFO - Epoch [4][2420/4610] lr: 4.522e-02, eta: 11:24:21, time: 1.366, data_time: 0.001, memory: 10556, loss_action_cls: 0.0388, recall@thr=0.5: 0.6840, prec@thr=0.5: 0.7473, recall@top3: 0.8001, prec@top3: 0.6463, recall@top5: 0.9231, prec@top5: 0.4559, loss: 0.0388, grad_norm: 0.2642 2021-04-17 05:55:33,939 - mmaction - INFO - Epoch [4][2440/4610] lr: 4.518e-02, eta: 11:23:53, time: 1.369, data_time: 0.001, memory: 10556, loss_action_cls: 0.0417, recall@thr=0.5: 0.6762, prec@thr=0.5: 0.7488, recall@top3: 0.7857, prec@top3: 0.6494, recall@top5: 0.9121, prec@top5: 0.4624, loss: 0.0417, grad_norm: 0.2695 2021-04-17 05:56:01,350 - mmaction - INFO - Epoch [4][2460/4610] lr: 4.514e-02, eta: 11:23:25, time: 1.370, data_time: 0.001, memory: 10556, loss_action_cls: 0.0388, recall@thr=0.5: 0.6945, prec@thr=0.5: 0.7559, recall@top3: 0.7976, prec@top3: 0.6522, recall@top5: 0.9281, prec@top5: 0.4655, loss: 0.0388, grad_norm: 0.2686 2021-04-17 05:56:28,813 - mmaction - INFO - Epoch [4][2480/4610] lr: 4.511e-02, eta: 11:22:57, time: 1.373, data_time: 0.001, memory: 10556, loss_action_cls: 0.0393, recall@thr=0.5: 0.6797, prec@thr=0.5: 0.7552, recall@top3: 0.7980, prec@top3: 0.6461, recall@top5: 0.9271, prec@top5: 0.4603, loss: 0.0393, grad_norm: 0.2757 2021-04-17 05:56:55,957 - mmaction - INFO - Epoch [4][2500/4610] lr: 4.507e-02, eta: 11:22:29, time: 1.358, data_time: 0.008, memory: 10556, loss_action_cls: 0.0410, recall@thr=0.5: 0.6790, prec@thr=0.5: 0.7495, recall@top3: 0.7885, prec@top3: 0.6449, recall@top5: 0.9194, prec@top5: 0.4621, loss: 0.0410, grad_norm: 0.2690 2021-04-17 05:57:23,239 - mmaction - INFO - Epoch [4][2520/4610] lr: 4.503e-02, eta: 11:22:01, time: 1.364, data_time: 0.001, memory: 10556, loss_action_cls: 0.0414, recall@thr=0.5: 0.6843, prec@thr=0.5: 0.7565, recall@top3: 0.7819, prec@top3: 0.6436, recall@top5: 0.9229, prec@top5: 0.4659, loss: 0.0414, grad_norm: 0.2933 2021-04-17 05:57:50,243 - mmaction - INFO - Epoch [4][2540/4610] lr: 4.499e-02, eta: 11:21:33, time: 1.351, data_time: 0.001, memory: 10556, loss_action_cls: 0.0393, recall@thr=0.5: 0.6894, prec@thr=0.5: 0.7625, recall@top3: 0.8037, prec@top3: 0.6383, recall@top5: 0.9184, prec@top5: 0.4483, loss: 0.0393, grad_norm: 0.2530 2021-04-17 05:58:17,410 - mmaction - INFO - Epoch [4][2560/4610] lr: 4.495e-02, eta: 11:21:05, time: 1.357, data_time: 0.001, memory: 10556, loss_action_cls: 0.0384, recall@thr=0.5: 0.6866, prec@thr=0.5: 0.7731, recall@top3: 0.8063, prec@top3: 0.6583, recall@top5: 0.9312, prec@top5: 0.4677, loss: 0.0384, grad_norm: 0.2530 2021-04-17 05:58:44,474 - mmaction - INFO - Epoch [4][2580/4610] lr: 4.491e-02, eta: 11:20:37, time: 1.354, data_time: 0.002, memory: 10556, loss_action_cls: 0.0386, recall@thr=0.5: 0.6857, prec@thr=0.5: 0.7717, recall@top3: 0.7978, prec@top3: 0.6516, recall@top5: 0.9234, prec@top5: 0.4637, loss: 0.0386, grad_norm: 0.2768 2021-04-17 05:59:11,651 - mmaction - INFO - Epoch [4][2600/4610] lr: 4.488e-02, eta: 11:20:08, time: 1.358, data_time: 0.001, memory: 10556, loss_action_cls: 0.0393, recall@thr=0.5: 0.6854, prec@thr=0.5: 0.7572, recall@top3: 0.7975, prec@top3: 0.6460, recall@top5: 0.9240, prec@top5: 0.4597, loss: 0.0393, grad_norm: 0.2643 2021-04-17 05:59:38,761 - mmaction - INFO - Epoch [4][2620/4610] lr: 4.484e-02, eta: 11:19:40, time: 1.357, data_time: 0.002, memory: 10556, loss_action_cls: 0.0410, recall@thr=0.5: 0.6812, prec@thr=0.5: 0.7462, recall@top3: 0.7875, prec@top3: 0.6338, recall@top5: 0.9178, prec@top5: 0.4536, loss: 0.0410, grad_norm: 0.2900 2021-04-17 06:00:06,166 - mmaction - INFO - Epoch [4][2640/4610] lr: 4.480e-02, eta: 11:19:12, time: 1.369, data_time: 0.001, memory: 10556, loss_action_cls: 0.0380, recall@thr=0.5: 0.6924, prec@thr=0.5: 0.7601, recall@top3: 0.8076, prec@top3: 0.6482, recall@top5: 0.9295, prec@top5: 0.4574, loss: 0.0380, grad_norm: 0.2731 2021-04-17 06:00:33,066 - mmaction - INFO - Epoch [4][2660/4610] lr: 4.476e-02, eta: 11:18:44, time: 1.345, data_time: 0.002, memory: 10556, loss_action_cls: 0.0410, recall@thr=0.5: 0.6632, prec@thr=0.5: 0.7573, recall@top3: 0.7917, prec@top3: 0.6501, recall@top5: 0.9172, prec@top5: 0.4615, loss: 0.0410, grad_norm: 0.2718 2021-04-17 06:01:00,909 - mmaction - INFO - Epoch [4][2680/4610] lr: 4.472e-02, eta: 11:18:17, time: 1.392, data_time: 0.002, memory: 10556, loss_action_cls: 0.0397, recall@thr=0.5: 0.6846, prec@thr=0.5: 0.7700, recall@top3: 0.8035, prec@top3: 0.6499, recall@top5: 0.9303, prec@top5: 0.4617, loss: 0.0397, grad_norm: 0.2732 2021-04-17 06:01:28,303 - mmaction - INFO - Epoch [4][2700/4610] lr: 4.468e-02, eta: 11:17:49, time: 1.369, data_time: 0.001, memory: 10556, loss_action_cls: 0.0394, recall@thr=0.5: 0.6956, prec@thr=0.5: 0.7614, recall@top3: 0.8053, prec@top3: 0.6503, recall@top5: 0.9236, prec@top5: 0.4575, loss: 0.0394, grad_norm: 0.2468 2021-04-17 06:01:55,853 - mmaction - INFO - Epoch [4][2720/4610] lr: 4.465e-02, eta: 11:17:22, time: 1.378, data_time: 0.002, memory: 10556, loss_action_cls: 0.0382, recall@thr=0.5: 0.6935, prec@thr=0.5: 0.7616, recall@top3: 0.8030, prec@top3: 0.6601, recall@top5: 0.9250, prec@top5: 0.4682, loss: 0.0382, grad_norm: 0.2494 2021-04-17 06:02:23,196 - mmaction - INFO - Epoch [4][2740/4610] lr: 4.461e-02, eta: 11:16:54, time: 1.367, data_time: 0.001, memory: 10556, loss_action_cls: 0.0419, recall@thr=0.5: 0.6742, prec@thr=0.5: 0.7515, recall@top3: 0.7934, prec@top3: 0.6417, recall@top5: 0.9200, prec@top5: 0.4565, loss: 0.0419, grad_norm: 0.3005 2021-04-17 06:02:50,756 - mmaction - INFO - Epoch [4][2760/4610] lr: 4.457e-02, eta: 11:16:27, time: 1.377, data_time: 0.001, memory: 10556, loss_action_cls: 0.0400, recall@thr=0.5: 0.6950, prec@thr=0.5: 0.7606, recall@top3: 0.7961, prec@top3: 0.6443, recall@top5: 0.9199, prec@top5: 0.4585, loss: 0.0400, grad_norm: 0.2828 2021-04-17 06:03:18,088 - mmaction - INFO - Epoch [4][2780/4610] lr: 4.453e-02, eta: 11:15:59, time: 1.367, data_time: 0.002, memory: 10556, loss_action_cls: 0.0410, recall@thr=0.5: 0.6773, prec@thr=0.5: 0.7586, recall@top3: 0.7898, prec@top3: 0.6406, recall@top5: 0.9151, prec@top5: 0.4575, loss: 0.0410, grad_norm: 0.2550 2021-04-17 06:03:45,351 - mmaction - INFO - Epoch [4][2800/4610] lr: 4.449e-02, eta: 11:15:31, time: 1.363, data_time: 0.001, memory: 10556, loss_action_cls: 0.0397, recall@thr=0.5: 0.6716, prec@thr=0.5: 0.7533, recall@top3: 0.7879, prec@top3: 0.6428, recall@top5: 0.9213, prec@top5: 0.4614, loss: 0.0397, grad_norm: 0.2654 2021-04-17 06:04:12,699 - mmaction - INFO - Epoch [4][2820/4610] lr: 4.445e-02, eta: 11:15:03, time: 1.367, data_time: 0.001, memory: 10556, loss_action_cls: 0.0384, recall@thr=0.5: 0.6861, prec@thr=0.5: 0.7709, recall@top3: 0.8012, prec@top3: 0.6450, recall@top5: 0.9312, prec@top5: 0.4601, loss: 0.0384, grad_norm: 0.2589 2021-04-17 06:04:39,931 - mmaction - INFO - Epoch [4][2840/4610] lr: 4.441e-02, eta: 11:14:35, time: 1.362, data_time: 0.001, memory: 10556, loss_action_cls: 0.0403, recall@thr=0.5: 0.6929, prec@thr=0.5: 0.7556, recall@top3: 0.7956, prec@top3: 0.6456, recall@top5: 0.9260, prec@top5: 0.4622, loss: 0.0403, grad_norm: 0.2863 2021-04-17 06:05:07,447 - mmaction - INFO - Epoch [4][2860/4610] lr: 4.438e-02, eta: 11:14:08, time: 1.375, data_time: 0.001, memory: 10556, loss_action_cls: 0.0398, recall@thr=0.5: 0.6727, prec@thr=0.5: 0.7556, recall@top3: 0.7934, prec@top3: 0.6419, recall@top5: 0.9187, prec@top5: 0.4572, loss: 0.0398, grad_norm: 0.2679 2021-04-17 06:05:34,534 - mmaction - INFO - Epoch [4][2880/4610] lr: 4.434e-02, eta: 11:13:39, time: 1.355, data_time: 0.001, memory: 10556, loss_action_cls: 0.0385, recall@thr=0.5: 0.6899, prec@thr=0.5: 0.7733, recall@top3: 0.8062, prec@top3: 0.6512, recall@top5: 0.9231, prec@top5: 0.4559, loss: 0.0385, grad_norm: 0.2512 2021-04-17 06:06:01,845 - mmaction - INFO - Epoch [4][2900/4610] lr: 4.430e-02, eta: 11:13:12, time: 1.366, data_time: 0.001, memory: 10556, loss_action_cls: 0.0407, recall@thr=0.5: 0.6760, prec@thr=0.5: 0.7600, recall@top3: 0.7847, prec@top3: 0.6515, recall@top5: 0.9210, prec@top5: 0.4692, loss: 0.0407, grad_norm: 0.2709 2021-04-17 06:06:29,017 - mmaction - INFO - Epoch [4][2920/4610] lr: 4.426e-02, eta: 11:12:43, time: 1.357, data_time: 0.001, memory: 10556, loss_action_cls: 0.0397, recall@thr=0.5: 0.6692, prec@thr=0.5: 0.7527, recall@top3: 0.7939, prec@top3: 0.6283, recall@top5: 0.9221, prec@top5: 0.4492, loss: 0.0397, grad_norm: 0.2778 2021-04-17 06:06:56,573 - mmaction - INFO - Epoch [4][2940/4610] lr: 4.422e-02, eta: 11:12:16, time: 1.378, data_time: 0.002, memory: 10556, loss_action_cls: 0.0403, recall@thr=0.5: 0.6651, prec@thr=0.5: 0.7403, recall@top3: 0.7934, prec@top3: 0.6369, recall@top5: 0.9225, prec@top5: 0.4551, loss: 0.0403, grad_norm: 0.2753 2021-04-17 06:07:24,347 - mmaction - INFO - Epoch [4][2960/4610] lr: 4.418e-02, eta: 11:11:49, time: 1.390, data_time: 0.002, memory: 10556, loss_action_cls: 0.0420, recall@thr=0.5: 0.6648, prec@thr=0.5: 0.7449, recall@top3: 0.7792, prec@top3: 0.6327, recall@top5: 0.9094, prec@top5: 0.4538, loss: 0.0420, grad_norm: 0.2610 2021-04-17 06:07:51,535 - mmaction - INFO - Epoch [4][2980/4610] lr: 4.414e-02, eta: 11:11:21, time: 1.359, data_time: 0.001, memory: 10556, loss_action_cls: 0.0401, recall@thr=0.5: 0.6668, prec@thr=0.5: 0.7396, recall@top3: 0.7954, prec@top3: 0.6455, recall@top5: 0.9227, prec@top5: 0.4604, loss: 0.0401, grad_norm: 0.2438 2021-04-17 06:08:19,023 - mmaction - INFO - Epoch [4][3000/4610] lr: 4.410e-02, eta: 11:10:53, time: 1.374, data_time: 0.002, memory: 10556, loss_action_cls: 0.0383, recall@thr=0.5: 0.6907, prec@thr=0.5: 0.7591, recall@top3: 0.8011, prec@top3: 0.6569, recall@top5: 0.9231, prec@top5: 0.4645, loss: 0.0383, grad_norm: 0.2495 2021-04-17 06:08:47,524 - mmaction - INFO - Epoch [4][3020/4610] lr: 4.407e-02, eta: 11:10:28, time: 1.426, data_time: 0.002, memory: 10556, loss_action_cls: 0.0395, recall@thr=0.5: 0.6803, prec@thr=0.5: 0.7654, recall@top3: 0.7970, prec@top3: 0.6466, recall@top5: 0.9229, prec@top5: 0.4602, loss: 0.0395, grad_norm: 0.2656 2021-04-17 06:09:14,672 - mmaction - INFO - Epoch [4][3040/4610] lr: 4.403e-02, eta: 11:09:59, time: 1.358, data_time: 0.005, memory: 10556, loss_action_cls: 0.0378, recall@thr=0.5: 0.6998, prec@thr=0.5: 0.7733, recall@top3: 0.8141, prec@top3: 0.6589, recall@top5: 0.9361, prec@top5: 0.4657, loss: 0.0378, grad_norm: 0.2581 2021-04-17 06:09:41,800 - mmaction - INFO - Epoch [4][3060/4610] lr: 4.399e-02, eta: 11:09:31, time: 1.356, data_time: 0.001, memory: 10556, loss_action_cls: 0.0388, recall@thr=0.5: 0.6972, prec@thr=0.5: 0.7700, recall@top3: 0.8051, prec@top3: 0.6448, recall@top5: 0.9335, prec@top5: 0.4597, loss: 0.0388, grad_norm: 0.2617 2021-04-17 06:10:08,965 - mmaction - INFO - Epoch [4][3080/4610] lr: 4.395e-02, eta: 11:09:03, time: 1.358, data_time: 0.001, memory: 10556, loss_action_cls: 0.0396, recall@thr=0.5: 0.6803, prec@thr=0.5: 0.7599, recall@top3: 0.8004, prec@top3: 0.6382, recall@top5: 0.9253, prec@top5: 0.4547, loss: 0.0396, grad_norm: 0.2737 2021-04-17 06:10:36,300 - mmaction - INFO - Epoch [4][3100/4610] lr: 4.391e-02, eta: 11:08:35, time: 1.366, data_time: 0.001, memory: 10556, loss_action_cls: 0.0404, recall@thr=0.5: 0.6808, prec@thr=0.5: 0.7492, recall@top3: 0.7980, prec@top3: 0.6387, recall@top5: 0.9265, prec@top5: 0.4552, loss: 0.0404, grad_norm: 0.2763 2021-04-17 06:11:03,307 - mmaction - INFO - Epoch [4][3120/4610] lr: 4.387e-02, eta: 11:08:07, time: 1.352, data_time: 0.002, memory: 10556, loss_action_cls: 0.0398, recall@thr=0.5: 0.6734, prec@thr=0.5: 0.7725, recall@top3: 0.7994, prec@top3: 0.6432, recall@top5: 0.9233, prec@top5: 0.4562, loss: 0.0398, grad_norm: 0.2640 2021-04-17 06:11:30,689 - mmaction - INFO - Epoch [4][3140/4610] lr: 4.383e-02, eta: 11:07:39, time: 1.369, data_time: 0.001, memory: 10556, loss_action_cls: 0.0395, recall@thr=0.5: 0.6915, prec@thr=0.5: 0.7743, recall@top3: 0.7927, prec@top3: 0.6585, recall@top5: 0.9244, prec@top5: 0.4681, loss: 0.0395, grad_norm: 0.2629 2021-04-17 06:11:58,192 - mmaction - INFO - Epoch [4][3160/4610] lr: 4.379e-02, eta: 11:07:12, time: 1.375, data_time: 0.001, memory: 10556, loss_action_cls: 0.0393, recall@thr=0.5: 0.6861, prec@thr=0.5: 0.7587, recall@top3: 0.8047, prec@top3: 0.6332, recall@top5: 0.9230, prec@top5: 0.4467, loss: 0.0393, grad_norm: 0.2556 2021-04-17 06:12:25,632 - mmaction - INFO - Epoch [4][3180/4610] lr: 4.375e-02, eta: 11:06:44, time: 1.372, data_time: 0.001, memory: 10556, loss_action_cls: 0.0391, recall@thr=0.5: 0.6992, prec@thr=0.5: 0.7637, recall@top3: 0.7969, prec@top3: 0.6505, recall@top5: 0.9242, prec@top5: 0.4637, loss: 0.0391, grad_norm: 0.2643 2021-04-17 06:12:52,948 - mmaction - INFO - Epoch [4][3200/4610] lr: 4.372e-02, eta: 11:06:16, time: 1.366, data_time: 0.001, memory: 10556, loss_action_cls: 0.0407, recall@thr=0.5: 0.6909, prec@thr=0.5: 0.7556, recall@top3: 0.7976, prec@top3: 0.6479, recall@top5: 0.9225, prec@top5: 0.4608, loss: 0.0407, grad_norm: 0.2733 2021-04-17 06:13:20,777 - mmaction - INFO - Epoch [4][3220/4610] lr: 4.368e-02, eta: 11:05:49, time: 1.390, data_time: 0.001, memory: 10556, loss_action_cls: 0.0398, recall@thr=0.5: 0.6914, prec@thr=0.5: 0.7600, recall@top3: 0.7941, prec@top3: 0.6450, recall@top5: 0.9327, prec@top5: 0.4659, loss: 0.0398, grad_norm: 0.2760 2021-04-17 06:13:48,309 - mmaction - INFO - Epoch [4][3240/4610] lr: 4.364e-02, eta: 11:05:22, time: 1.378, data_time: 0.003, memory: 10556, loss_action_cls: 0.0412, recall@thr=0.5: 0.6835, prec@thr=0.5: 0.7484, recall@top3: 0.7908, prec@top3: 0.6491, recall@top5: 0.9234, prec@top5: 0.4676, loss: 0.0412, grad_norm: 0.2669 2021-04-17 06:14:15,923 - mmaction - INFO - Epoch [4][3260/4610] lr: 4.360e-02, eta: 11:04:55, time: 1.380, data_time: 0.001, memory: 10556, loss_action_cls: 0.0385, recall@thr=0.5: 0.6932, prec@thr=0.5: 0.7804, recall@top3: 0.8014, prec@top3: 0.6377, recall@top5: 0.9251, prec@top5: 0.4520, loss: 0.0385, grad_norm: 0.2588 2021-04-17 06:14:43,171 - mmaction - INFO - Epoch [4][3280/4610] lr: 4.356e-02, eta: 11:04:27, time: 1.363, data_time: 0.002, memory: 10556, loss_action_cls: 0.0397, recall@thr=0.5: 0.6725, prec@thr=0.5: 0.7563, recall@top3: 0.7946, prec@top3: 0.6363, recall@top5: 0.9202, prec@top5: 0.4537, loss: 0.0397, grad_norm: 0.2477 2021-04-17 06:15:10,487 - mmaction - INFO - Epoch [4][3300/4610] lr: 4.352e-02, eta: 11:03:59, time: 1.366, data_time: 0.001, memory: 10556, loss_action_cls: 0.0407, recall@thr=0.5: 0.6790, prec@thr=0.5: 0.7524, recall@top3: 0.7794, prec@top3: 0.6372, recall@top5: 0.9145, prec@top5: 0.4592, loss: 0.0407, grad_norm: 0.2840 2021-04-17 06:15:38,049 - mmaction - INFO - Epoch [4][3320/4610] lr: 4.348e-02, eta: 11:03:31, time: 1.378, data_time: 0.001, memory: 10556, loss_action_cls: 0.0390, recall@thr=0.5: 0.6785, prec@thr=0.5: 0.7631, recall@top3: 0.8043, prec@top3: 0.6398, recall@top5: 0.9182, prec@top5: 0.4499, loss: 0.0390, grad_norm: 0.2546 2021-04-17 06:16:05,440 - mmaction - INFO - Epoch [4][3340/4610] lr: 4.344e-02, eta: 11:03:04, time: 1.369, data_time: 0.001, memory: 10556, loss_action_cls: 0.0403, recall@thr=0.5: 0.6537, prec@thr=0.5: 0.7417, recall@top3: 0.7919, prec@top3: 0.6280, recall@top5: 0.9192, prec@top5: 0.4447, loss: 0.0403, grad_norm: 0.2807 2021-04-17 06:16:32,754 - mmaction - INFO - Epoch [4][3360/4610] lr: 4.340e-02, eta: 11:02:36, time: 1.365, data_time: 0.001, memory: 10556, loss_action_cls: 0.0393, recall@thr=0.5: 0.6943, prec@thr=0.5: 0.7548, recall@top3: 0.8000, prec@top3: 0.6495, recall@top5: 0.9263, prec@top5: 0.4610, loss: 0.0393, grad_norm: 0.2603 2021-04-17 06:17:00,133 - mmaction - INFO - Epoch [4][3380/4610] lr: 4.336e-02, eta: 11:02:08, time: 1.370, data_time: 0.002, memory: 10556, loss_action_cls: 0.0392, recall@thr=0.5: 0.6770, prec@thr=0.5: 0.7619, recall@top3: 0.8009, prec@top3: 0.6520, recall@top5: 0.9332, prec@top5: 0.4652, loss: 0.0392, grad_norm: 0.2838 2021-04-17 06:17:27,332 - mmaction - INFO - Epoch [4][3400/4610] lr: 4.332e-02, eta: 11:01:40, time: 1.360, data_time: 0.001, memory: 10556, loss_action_cls: 0.0397, recall@thr=0.5: 0.6898, prec@thr=0.5: 0.7572, recall@top3: 0.7921, prec@top3: 0.6532, recall@top5: 0.9227, prec@top5: 0.4672, loss: 0.0397, grad_norm: 0.2744 2021-04-17 06:17:54,438 - mmaction - INFO - Epoch [4][3420/4610] lr: 4.328e-02, eta: 11:01:12, time: 1.354, data_time: 0.001, memory: 10556, loss_action_cls: 0.0401, recall@thr=0.5: 0.6791, prec@thr=0.5: 0.7625, recall@top3: 0.7985, prec@top3: 0.6318, recall@top5: 0.9153, prec@top5: 0.4465, loss: 0.0401, grad_norm: 0.2612 2021-04-17 06:18:21,976 - mmaction - INFO - Epoch [4][3440/4610] lr: 4.325e-02, eta: 11:00:45, time: 1.377, data_time: 0.002, memory: 10556, loss_action_cls: 0.0397, recall@thr=0.5: 0.6642, prec@thr=0.5: 0.7533, recall@top3: 0.7900, prec@top3: 0.6308, recall@top5: 0.9250, prec@top5: 0.4537, loss: 0.0397, grad_norm: 0.2486 2021-04-17 06:18:49,116 - mmaction - INFO - Epoch [4][3460/4610] lr: 4.321e-02, eta: 11:00:16, time: 1.357, data_time: 0.002, memory: 10556, loss_action_cls: 0.0383, recall@thr=0.5: 0.6898, prec@thr=0.5: 0.7762, recall@top3: 0.8014, prec@top3: 0.6433, recall@top5: 0.9291, prec@top5: 0.4589, loss: 0.0383, grad_norm: 0.2546 2021-04-17 06:19:16,481 - mmaction - INFO - Epoch [4][3480/4610] lr: 4.317e-02, eta: 10:59:49, time: 1.369, data_time: 0.002, memory: 10556, loss_action_cls: 0.0399, recall@thr=0.5: 0.6945, prec@thr=0.5: 0.7681, recall@top3: 0.7929, prec@top3: 0.6507, recall@top5: 0.9206, prec@top5: 0.4634, loss: 0.0399, grad_norm: 0.2622 2021-04-17 06:19:43,802 - mmaction - INFO - Epoch [4][3500/4610] lr: 4.313e-02, eta: 10:59:21, time: 1.366, data_time: 0.001, memory: 10556, loss_action_cls: 0.0396, recall@thr=0.5: 0.6803, prec@thr=0.5: 0.7468, recall@top3: 0.8033, prec@top3: 0.6500, recall@top5: 0.9275, prec@top5: 0.4608, loss: 0.0396, grad_norm: 0.2818 2021-04-17 06:20:11,254 - mmaction - INFO - Epoch [4][3520/4610] lr: 4.309e-02, eta: 10:58:53, time: 1.373, data_time: 0.001, memory: 10556, loss_action_cls: 0.0405, recall@thr=0.5: 0.6848, prec@thr=0.5: 0.7579, recall@top3: 0.7968, prec@top3: 0.6483, recall@top5: 0.9166, prec@top5: 0.4576, loss: 0.0405, grad_norm: 0.2805 2021-04-17 06:20:38,254 - mmaction - INFO - Epoch [4][3540/4610] lr: 4.305e-02, eta: 10:58:25, time: 1.349, data_time: 0.001, memory: 10556, loss_action_cls: 0.0385, recall@thr=0.5: 0.6900, prec@thr=0.5: 0.7640, recall@top3: 0.8107, prec@top3: 0.6376, recall@top5: 0.9312, prec@top5: 0.4467, loss: 0.0385, grad_norm: 0.2650 2021-04-17 06:21:05,748 - mmaction - INFO - Epoch [4][3560/4610] lr: 4.301e-02, eta: 10:57:58, time: 1.375, data_time: 0.001, memory: 10556, loss_action_cls: 0.0400, recall@thr=0.5: 0.6813, prec@thr=0.5: 0.7586, recall@top3: 0.7890, prec@top3: 0.6466, recall@top5: 0.9242, prec@top5: 0.4646, loss: 0.0400, grad_norm: 0.2572 2021-04-17 06:21:33,038 - mmaction - INFO - Epoch [4][3580/4610] lr: 4.297e-02, eta: 10:57:30, time: 1.364, data_time: 0.001, memory: 10556, loss_action_cls: 0.0385, recall@thr=0.5: 0.6808, prec@thr=0.5: 0.7713, recall@top3: 0.8105, prec@top3: 0.6565, recall@top5: 0.9297, prec@top5: 0.4615, loss: 0.0385, grad_norm: 0.2429 2021-04-17 06:22:00,069 - mmaction - INFO - Epoch [4][3600/4610] lr: 4.293e-02, eta: 10:57:01, time: 1.352, data_time: 0.001, memory: 10556, loss_action_cls: 0.0397, recall@thr=0.5: 0.6901, prec@thr=0.5: 0.7703, recall@top3: 0.7980, prec@top3: 0.6627, recall@top5: 0.9269, prec@top5: 0.4727, loss: 0.0397, grad_norm: 0.2487 2021-04-17 06:22:27,425 - mmaction - INFO - Epoch [4][3620/4610] lr: 4.289e-02, eta: 10:56:34, time: 1.365, data_time: 0.001, memory: 10556, loss_action_cls: 0.0381, recall@thr=0.5: 0.6841, prec@thr=0.5: 0.7568, recall@top3: 0.8009, prec@top3: 0.6458, recall@top5: 0.9254, prec@top5: 0.4573, loss: 0.0381, grad_norm: 0.2470 2021-04-17 06:22:54,897 - mmaction - INFO - Epoch [4][3640/4610] lr: 4.285e-02, eta: 10:56:06, time: 1.374, data_time: 0.003, memory: 10556, loss_action_cls: 0.0396, recall@thr=0.5: 0.6786, prec@thr=0.5: 0.7679, recall@top3: 0.7905, prec@top3: 0.6386, recall@top5: 0.9187, prec@top5: 0.4554, loss: 0.0396, grad_norm: 0.2688 2021-04-17 06:23:21,926 - mmaction - INFO - Epoch [4][3660/4610] lr: 4.281e-02, eta: 10:55:38, time: 1.353, data_time: 0.002, memory: 10556, loss_action_cls: 0.0403, recall@thr=0.5: 0.6839, prec@thr=0.5: 0.7530, recall@top3: 0.7888, prec@top3: 0.6453, recall@top5: 0.9280, prec@top5: 0.4630, loss: 0.0403, grad_norm: 0.2686 2021-04-17 06:23:49,492 - mmaction - INFO - Epoch [4][3680/4610] lr: 4.277e-02, eta: 10:55:10, time: 1.378, data_time: 0.001, memory: 10556, loss_action_cls: 0.0379, recall@thr=0.5: 0.6908, prec@thr=0.5: 0.7722, recall@top3: 0.8061, prec@top3: 0.6545, recall@top5: 0.9267, prec@top5: 0.4641, loss: 0.0379, grad_norm: 0.2438 2021-04-17 06:24:16,586 - mmaction - INFO - Epoch [4][3700/4610] lr: 4.273e-02, eta: 10:54:42, time: 1.354, data_time: 0.001, memory: 10556, loss_action_cls: 0.0380, recall@thr=0.5: 0.6997, prec@thr=0.5: 0.7718, recall@top3: 0.8008, prec@top3: 0.6415, recall@top5: 0.9227, prec@top5: 0.4562, loss: 0.0380, grad_norm: 0.2594 2021-04-17 06:24:43,927 - mmaction - INFO - Epoch [4][3720/4610] lr: 4.269e-02, eta: 10:54:15, time: 1.368, data_time: 0.001, memory: 10556, loss_action_cls: 0.0408, recall@thr=0.5: 0.6917, prec@thr=0.5: 0.7590, recall@top3: 0.8006, prec@top3: 0.6420, recall@top5: 0.9175, prec@top5: 0.4536, loss: 0.0408, grad_norm: 0.2618 2021-04-17 06:25:11,072 - mmaction - INFO - Epoch [4][3740/4610] lr: 4.265e-02, eta: 10:53:46, time: 1.357, data_time: 0.001, memory: 10556, loss_action_cls: 0.0393, recall@thr=0.5: 0.6733, prec@thr=0.5: 0.7586, recall@top3: 0.7933, prec@top3: 0.6458, recall@top5: 0.9269, prec@top5: 0.4639, loss: 0.0393, grad_norm: 0.2581 2021-04-17 06:25:38,350 - mmaction - INFO - Epoch [4][3760/4610] lr: 4.261e-02, eta: 10:53:19, time: 1.363, data_time: 0.001, memory: 10556, loss_action_cls: 0.0388, recall@thr=0.5: 0.6932, prec@thr=0.5: 0.7630, recall@top3: 0.8077, prec@top3: 0.6446, recall@top5: 0.9265, prec@top5: 0.4550, loss: 0.0388, grad_norm: 0.2535 2021-04-17 06:26:05,667 - mmaction - INFO - Epoch [4][3780/4610] lr: 4.257e-02, eta: 10:52:51, time: 1.366, data_time: 0.002, memory: 10556, loss_action_cls: 0.0399, recall@thr=0.5: 0.6798, prec@thr=0.5: 0.7660, recall@top3: 0.7969, prec@top3: 0.6504, recall@top5: 0.9212, prec@top5: 0.4620, loss: 0.0399, grad_norm: 0.2514 2021-04-17 06:26:33,070 - mmaction - INFO - Epoch [4][3800/4610] lr: 4.253e-02, eta: 10:52:23, time: 1.370, data_time: 0.001, memory: 10556, loss_action_cls: 0.0390, recall@thr=0.5: 0.7006, prec@thr=0.5: 0.7818, recall@top3: 0.8012, prec@top3: 0.6700, recall@top5: 0.9219, prec@top5: 0.4733, loss: 0.0390, grad_norm: 0.2404 2021-04-17 06:27:00,631 - mmaction - INFO - Epoch [4][3820/4610] lr: 4.249e-02, eta: 10:51:56, time: 1.378, data_time: 0.001, memory: 10556, loss_action_cls: 0.0396, recall@thr=0.5: 0.6812, prec@thr=0.5: 0.7600, recall@top3: 0.7909, prec@top3: 0.6383, recall@top5: 0.9233, prec@top5: 0.4586, loss: 0.0396, grad_norm: 0.2540 2021-04-17 06:27:27,691 - mmaction - INFO - Epoch [4][3840/4610] lr: 4.245e-02, eta: 10:51:28, time: 1.352, data_time: 0.001, memory: 10556, loss_action_cls: 0.0405, recall@thr=0.5: 0.6803, prec@thr=0.5: 0.7620, recall@top3: 0.7897, prec@top3: 0.6532, recall@top5: 0.9204, prec@top5: 0.4662, loss: 0.0405, grad_norm: 0.2537 2021-04-17 06:27:54,991 - mmaction - INFO - Epoch [4][3860/4610] lr: 4.241e-02, eta: 10:51:00, time: 1.365, data_time: 0.002, memory: 10556, loss_action_cls: 0.0386, recall@thr=0.5: 0.6932, prec@thr=0.5: 0.7696, recall@top3: 0.8064, prec@top3: 0.6418, recall@top5: 0.9300, prec@top5: 0.4549, loss: 0.0386, grad_norm: 0.2346 2021-04-17 06:28:22,579 - mmaction - INFO - Epoch [4][3880/4610] lr: 4.237e-02, eta: 10:50:32, time: 1.380, data_time: 0.002, memory: 10556, loss_action_cls: 0.0386, recall@thr=0.5: 0.7000, prec@thr=0.5: 0.7734, recall@top3: 0.8146, prec@top3: 0.6645, recall@top5: 0.9275, prec@top5: 0.4649, loss: 0.0386, grad_norm: 0.2521 2021-04-17 06:28:50,008 - mmaction - INFO - Epoch [4][3900/4610] lr: 4.233e-02, eta: 10:50:05, time: 1.372, data_time: 0.001, memory: 10556, loss_action_cls: 0.0393, recall@thr=0.5: 0.6883, prec@thr=0.5: 0.7670, recall@top3: 0.7950, prec@top3: 0.6430, recall@top5: 0.9221, prec@top5: 0.4576, loss: 0.0393, grad_norm: 0.2673 2021-04-17 06:29:17,285 - mmaction - INFO - Epoch [4][3920/4610] lr: 4.230e-02, eta: 10:49:37, time: 1.364, data_time: 0.001, memory: 10556, loss_action_cls: 0.0419, recall@thr=0.5: 0.6640, prec@thr=0.5: 0.7439, recall@top3: 0.7797, prec@top3: 0.6287, recall@top5: 0.9194, prec@top5: 0.4546, loss: 0.0419, grad_norm: 0.2603 2021-04-17 06:29:44,700 - mmaction - INFO - Epoch [4][3940/4610] lr: 4.226e-02, eta: 10:49:09, time: 1.369, data_time: 0.001, memory: 10556, loss_action_cls: 0.0398, recall@thr=0.5: 0.6795, prec@thr=0.5: 0.7662, recall@top3: 0.7953, prec@top3: 0.6447, recall@top5: 0.9201, prec@top5: 0.4589, loss: 0.0398, grad_norm: 0.2543 2021-04-17 06:30:12,598 - mmaction - INFO - Epoch [4][3960/4610] lr: 4.222e-02, eta: 10:48:42, time: 1.395, data_time: 0.003, memory: 10556, loss_action_cls: 0.0394, recall@thr=0.5: 0.6813, prec@thr=0.5: 0.7582, recall@top3: 0.7959, prec@top3: 0.6499, recall@top5: 0.9171, prec@top5: 0.4591, loss: 0.0394, grad_norm: 0.2605 2021-04-17 06:30:40,045 - mmaction - INFO - Epoch [4][3980/4610] lr: 4.218e-02, eta: 10:48:15, time: 1.374, data_time: 0.003, memory: 10556, loss_action_cls: 0.0399, recall@thr=0.5: 0.6663, prec@thr=0.5: 0.7518, recall@top3: 0.8000, prec@top3: 0.6450, recall@top5: 0.9272, prec@top5: 0.4575, loss: 0.0399, grad_norm: 0.2864 2021-04-17 06:31:07,082 - mmaction - INFO - Epoch [4][4000/4610] lr: 4.214e-02, eta: 10:47:47, time: 1.351, data_time: 0.001, memory: 10556, loss_action_cls: 0.0401, recall@thr=0.5: 0.7008, prec@thr=0.5: 0.7532, recall@top3: 0.7906, prec@top3: 0.6470, recall@top5: 0.9172, prec@top5: 0.4599, loss: 0.0401, grad_norm: 0.2782 2021-04-17 06:31:34,844 - mmaction - INFO - Epoch [4][4020/4610] lr: 4.210e-02, eta: 10:47:20, time: 1.387, data_time: 0.002, memory: 10556, loss_action_cls: 0.0387, recall@thr=0.5: 0.6877, prec@thr=0.5: 0.7688, recall@top3: 0.8065, prec@top3: 0.6531, recall@top5: 0.9303, prec@top5: 0.4605, loss: 0.0387, grad_norm: 0.2561 2021-04-17 06:32:02,634 - mmaction - INFO - Epoch [4][4040/4610] lr: 4.206e-02, eta: 10:46:53, time: 1.391, data_time: 0.003, memory: 10556, loss_action_cls: 0.0406, recall@thr=0.5: 0.6675, prec@thr=0.5: 0.7587, recall@top3: 0.7890, prec@top3: 0.6312, recall@top5: 0.9135, prec@top5: 0.4501, loss: 0.0406, grad_norm: 0.2591 2021-04-17 06:32:29,882 - mmaction - INFO - Epoch [4][4060/4610] lr: 4.202e-02, eta: 10:46:25, time: 1.363, data_time: 0.001, memory: 10556, loss_action_cls: 0.0422, recall@thr=0.5: 0.6667, prec@thr=0.5: 0.7414, recall@top3: 0.7878, prec@top3: 0.6464, recall@top5: 0.9096, prec@top5: 0.4603, loss: 0.0422, grad_norm: 0.2672 2021-04-17 06:32:58,070 - mmaction - INFO - Epoch [4][4080/4610] lr: 4.198e-02, eta: 10:45:58, time: 1.409, data_time: 0.001, memory: 10556, loss_action_cls: 0.0406, recall@thr=0.5: 0.6793, prec@thr=0.5: 0.7352, recall@top3: 0.7925, prec@top3: 0.6462, recall@top5: 0.9195, prec@top5: 0.4591, loss: 0.0406, grad_norm: 0.2995 2021-04-17 06:33:25,107 - mmaction - INFO - Epoch [4][4100/4610] lr: 4.194e-02, eta: 10:45:30, time: 1.351, data_time: 0.001, memory: 10556, loss_action_cls: 0.0410, recall@thr=0.5: 0.6751, prec@thr=0.5: 0.7528, recall@top3: 0.7953, prec@top3: 0.6329, recall@top5: 0.9327, prec@top5: 0.4578, loss: 0.0410, grad_norm: 0.2930 2021-04-17 06:33:53,130 - mmaction - INFO - Epoch [4][4120/4610] lr: 4.190e-02, eta: 10:45:03, time: 1.402, data_time: 0.002, memory: 10556, loss_action_cls: 0.0389, recall@thr=0.5: 0.6871, prec@thr=0.5: 0.7638, recall@top3: 0.8004, prec@top3: 0.6475, recall@top5: 0.9210, prec@top5: 0.4592, loss: 0.0389, grad_norm: 0.2458 2021-04-17 06:34:20,312 - mmaction - INFO - Epoch [4][4140/4610] lr: 4.186e-02, eta: 10:44:35, time: 1.359, data_time: 0.001, memory: 10556, loss_action_cls: 0.0397, recall@thr=0.5: 0.6927, prec@thr=0.5: 0.7594, recall@top3: 0.7938, prec@top3: 0.6542, recall@top5: 0.9200, prec@top5: 0.4654, loss: 0.0397, grad_norm: 0.2623 2021-04-17 06:34:47,580 - mmaction - INFO - Epoch [4][4160/4610] lr: 4.182e-02, eta: 10:44:08, time: 1.363, data_time: 0.001, memory: 10556, loss_action_cls: 0.0393, recall@thr=0.5: 0.6912, prec@thr=0.5: 0.7583, recall@top3: 0.7955, prec@top3: 0.6511, recall@top5: 0.9311, prec@top5: 0.4670, loss: 0.0393, grad_norm: 0.2665 2021-04-17 06:35:14,706 - mmaction - INFO - Epoch [4][4180/4610] lr: 4.178e-02, eta: 10:43:39, time: 1.356, data_time: 0.001, memory: 10556, loss_action_cls: 0.0405, recall@thr=0.5: 0.6762, prec@thr=0.5: 0.7526, recall@top3: 0.7981, prec@top3: 0.6424, recall@top5: 0.9241, prec@top5: 0.4566, loss: 0.0405, grad_norm: 0.2823 2021-04-17 06:35:42,088 - mmaction - INFO - Epoch [4][4200/4610] lr: 4.174e-02, eta: 10:43:12, time: 1.369, data_time: 0.002, memory: 10556, loss_action_cls: 0.0404, recall@thr=0.5: 0.7046, prec@thr=0.5: 0.7702, recall@top3: 0.8028, prec@top3: 0.6571, recall@top5: 0.9243, prec@top5: 0.4667, loss: 0.0404, grad_norm: 0.2832 2021-04-17 06:36:09,157 - mmaction - INFO - Epoch [4][4220/4610] lr: 4.170e-02, eta: 10:42:44, time: 1.354, data_time: 0.002, memory: 10556, loss_action_cls: 0.0384, recall@thr=0.5: 0.7037, prec@thr=0.5: 0.7749, recall@top3: 0.8073, prec@top3: 0.6644, recall@top5: 0.9326, prec@top5: 0.4710, loss: 0.0384, grad_norm: 0.2477 2021-04-17 06:36:36,963 - mmaction - INFO - Epoch [4][4240/4610] lr: 4.166e-02, eta: 10:42:17, time: 1.390, data_time: 0.001, memory: 10556, loss_action_cls: 0.0386, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.7637, recall@top3: 0.8058, prec@top3: 0.6644, recall@top5: 0.9274, prec@top5: 0.4693, loss: 0.0386, grad_norm: 0.2493 2021-04-17 06:37:04,152 - mmaction - INFO - Epoch [4][4260/4610] lr: 4.161e-02, eta: 10:41:49, time: 1.359, data_time: 0.001, memory: 10556, loss_action_cls: 0.0378, recall@thr=0.5: 0.6984, prec@thr=0.5: 0.7814, recall@top3: 0.8034, prec@top3: 0.6481, recall@top5: 0.9286, prec@top5: 0.4599, loss: 0.0378, grad_norm: 0.2468 2021-04-17 06:37:32,082 - mmaction - INFO - Epoch [4][4280/4610] lr: 4.157e-02, eta: 10:41:22, time: 1.397, data_time: 0.002, memory: 10556, loss_action_cls: 0.0380, recall@thr=0.5: 0.7066, prec@thr=0.5: 0.7721, recall@top3: 0.8105, prec@top3: 0.6556, recall@top5: 0.9330, prec@top5: 0.4628, loss: 0.0380, grad_norm: 0.2690 2021-04-17 06:37:59,280 - mmaction - INFO - Epoch [4][4300/4610] lr: 4.153e-02, eta: 10:40:54, time: 1.358, data_time: 0.001, memory: 10556, loss_action_cls: 0.0389, recall@thr=0.5: 0.6807, prec@thr=0.5: 0.7538, recall@top3: 0.8014, prec@top3: 0.6446, recall@top5: 0.9274, prec@top5: 0.4579, loss: 0.0389, grad_norm: 0.2556 2021-04-17 06:38:26,658 - mmaction - INFO - Epoch [4][4320/4610] lr: 4.149e-02, eta: 10:40:26, time: 1.370, data_time: 0.002, memory: 10556, loss_action_cls: 0.0399, recall@thr=0.5: 0.6782, prec@thr=0.5: 0.7584, recall@top3: 0.8018, prec@top3: 0.6444, recall@top5: 0.9187, prec@top5: 0.4522, loss: 0.0399, grad_norm: 0.2753 2021-04-17 06:38:53,927 - mmaction - INFO - Epoch [4][4340/4610] lr: 4.145e-02, eta: 10:39:58, time: 1.363, data_time: 0.001, memory: 10556, loss_action_cls: 0.0407, recall@thr=0.5: 0.6866, prec@thr=0.5: 0.7671, recall@top3: 0.7930, prec@top3: 0.6506, recall@top5: 0.9247, prec@top5: 0.4676, loss: 0.0407, grad_norm: 0.2668 2021-04-17 06:39:22,044 - mmaction - INFO - Epoch [4][4360/4610] lr: 4.141e-02, eta: 10:39:32, time: 1.406, data_time: 0.041, memory: 10556, loss_action_cls: 0.0405, recall@thr=0.5: 0.6672, prec@thr=0.5: 0.7463, recall@top3: 0.7954, prec@top3: 0.6423, recall@top5: 0.9275, prec@top5: 0.4613, loss: 0.0405, grad_norm: 0.2756 2021-04-17 06:39:49,581 - mmaction - INFO - Epoch [4][4380/4610] lr: 4.137e-02, eta: 10:39:04, time: 1.377, data_time: 0.001, memory: 10556, loss_action_cls: 0.0400, recall@thr=0.5: 0.6761, prec@thr=0.5: 0.7484, recall@top3: 0.7959, prec@top3: 0.6506, recall@top5: 0.9264, prec@top5: 0.4655, loss: 0.0400, grad_norm: 0.2622 2021-04-17 06:40:17,012 - mmaction - INFO - Epoch [4][4400/4610] lr: 4.133e-02, eta: 10:38:37, time: 1.371, data_time: 0.001, memory: 10556, loss_action_cls: 0.0403, recall@thr=0.5: 0.6784, prec@thr=0.5: 0.7518, recall@top3: 0.7979, prec@top3: 0.6315, recall@top5: 0.9250, prec@top5: 0.4498, loss: 0.0403, grad_norm: 0.2737 2021-04-17 06:40:44,375 - mmaction - INFO - Epoch [4][4420/4610] lr: 4.129e-02, eta: 10:38:09, time: 1.368, data_time: 0.002, memory: 10556, loss_action_cls: 0.0387, recall@thr=0.5: 0.6884, prec@thr=0.5: 0.7719, recall@top3: 0.7990, prec@top3: 0.6489, recall@top5: 0.9296, prec@top5: 0.4636, loss: 0.0387, grad_norm: 0.2653 2021-04-17 06:41:11,759 - mmaction - INFO - Epoch [4][4440/4610] lr: 4.125e-02, eta: 10:37:41, time: 1.370, data_time: 0.002, memory: 10556, loss_action_cls: 0.0387, recall@thr=0.5: 0.6850, prec@thr=0.5: 0.7695, recall@top3: 0.7967, prec@top3: 0.6503, recall@top5: 0.9297, prec@top5: 0.4651, loss: 0.0387, grad_norm: 0.2729 2021-04-17 06:41:39,004 - mmaction - INFO - Epoch [4][4460/4610] lr: 4.121e-02, eta: 10:37:13, time: 1.363, data_time: 0.001, memory: 10556, loss_action_cls: 0.0393, recall@thr=0.5: 0.6955, prec@thr=0.5: 0.7767, recall@top3: 0.7960, prec@top3: 0.6487, recall@top5: 0.9177, prec@top5: 0.4611, loss: 0.0393, grad_norm: 0.2560 2021-04-17 06:42:06,386 - mmaction - INFO - Epoch [4][4480/4610] lr: 4.117e-02, eta: 10:36:46, time: 1.369, data_time: 0.001, memory: 10556, loss_action_cls: 0.0387, recall@thr=0.5: 0.6836, prec@thr=0.5: 0.7522, recall@top3: 0.8054, prec@top3: 0.6526, recall@top5: 0.9232, prec@top5: 0.4581, loss: 0.0387, grad_norm: 0.2452 2021-04-17 06:42:34,002 - mmaction - INFO - Epoch [4][4500/4610] lr: 4.113e-02, eta: 10:36:18, time: 1.379, data_time: 0.001, memory: 10556, loss_action_cls: 0.0397, recall@thr=0.5: 0.6783, prec@thr=0.5: 0.7511, recall@top3: 0.7959, prec@top3: 0.6434, recall@top5: 0.9234, prec@top5: 0.4573, loss: 0.0397, grad_norm: 0.2516 2021-04-17 06:43:01,186 - mmaction - INFO - Epoch [4][4520/4610] lr: 4.109e-02, eta: 10:35:50, time: 1.361, data_time: 0.003, memory: 10556, loss_action_cls: 0.0376, recall@thr=0.5: 0.6962, prec@thr=0.5: 0.7804, recall@top3: 0.8090, prec@top3: 0.6600, recall@top5: 0.9304, prec@top5: 0.4673, loss: 0.0376, grad_norm: 0.2481 2021-04-17 06:43:28,327 - mmaction - INFO - Epoch [4][4540/4610] lr: 4.105e-02, eta: 10:35:22, time: 1.357, data_time: 0.001, memory: 10556, loss_action_cls: 0.0392, recall@thr=0.5: 0.6838, prec@thr=0.5: 0.7591, recall@top3: 0.7933, prec@top3: 0.6303, recall@top5: 0.9214, prec@top5: 0.4505, loss: 0.0392, grad_norm: 0.2734 2021-04-17 06:43:55,528 - mmaction - INFO - Epoch [4][4560/4610] lr: 4.101e-02, eta: 10:34:55, time: 1.360, data_time: 0.001, memory: 10556, loss_action_cls: 0.0390, recall@thr=0.5: 0.6868, prec@thr=0.5: 0.7722, recall@top3: 0.8011, prec@top3: 0.6434, recall@top5: 0.9161, prec@top5: 0.4523, loss: 0.0390, grad_norm: 0.2547 2021-04-17 06:44:22,875 - mmaction - INFO - Epoch [4][4580/4610] lr: 4.097e-02, eta: 10:34:27, time: 1.368, data_time: 0.001, memory: 10556, loss_action_cls: 0.0388, recall@thr=0.5: 0.7105, prec@thr=0.5: 0.7585, recall@top3: 0.8009, prec@top3: 0.6566, recall@top5: 0.9289, prec@top5: 0.4666, loss: 0.0388, grad_norm: 0.2670 2021-04-17 06:44:50,301 - mmaction - INFO - Epoch [4][4600/4610] lr: 4.093e-02, eta: 10:33:59, time: 1.371, data_time: 0.001, memory: 10556, loss_action_cls: 0.0384, recall@thr=0.5: 0.7096, prec@thr=0.5: 0.7841, recall@top3: 0.8131, prec@top3: 0.6652, recall@top5: 0.9219, prec@top5: 0.4637, loss: 0.0384, grad_norm: 0.2388 2021-04-17 06:45:11,003 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-04-17 07:09:41,529 - mmaction - INFO - Evaluating mAP ... 2021-04-17 07:15:49,663 - mmaction - INFO - mAP@0.5IOU 0.2604 2021-04-17 07:15:52,862 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_4.pth. 2021-04-17 07:15:52,862 - mmaction - INFO - Best mAP@0.5IOU is 0.2604 at 4 epoch. 2021-04-17 07:15:53,959 - mmaction - INFO - Epoch(val) [4][4610] mAP@0.5IOU: 0.2604 2021-04-17 07:17:02,785 - mmaction - INFO - Epoch [5][20/4610] lr: 4.087e-02, eta: 10:33:59, time: 3.441, data_time: 2.090, memory: 10556, loss_action_cls: 0.0382, recall@thr=0.5: 0.7016, prec@thr=0.5: 0.7616, recall@top3: 0.8028, prec@top3: 0.6563, recall@top5: 0.9343, prec@top5: 0.4697, loss: 0.0382, grad_norm: 0.2661 2021-04-17 07:17:29,883 - mmaction - INFO - Epoch [5][40/4610] lr: 4.083e-02, eta: 10:33:31, time: 1.355, data_time: 0.002, memory: 10556, loss_action_cls: 0.0394, recall@thr=0.5: 0.7002, prec@thr=0.5: 0.7706, recall@top3: 0.7968, prec@top3: 0.6731, recall@top5: 0.9336, prec@top5: 0.4815, loss: 0.0394, grad_norm: 0.2760 2021-04-17 07:17:57,006 - mmaction - INFO - Epoch [5][60/4610] lr: 4.079e-02, eta: 10:33:03, time: 1.357, data_time: 0.001, memory: 10556, loss_action_cls: 0.0380, recall@thr=0.5: 0.6870, prec@thr=0.5: 0.7637, recall@top3: 0.8041, prec@top3: 0.6420, recall@top5: 0.9337, prec@top5: 0.4579, loss: 0.0380, grad_norm: 0.2495 2021-04-17 07:18:23,764 - mmaction - INFO - Epoch [5][80/4610] lr: 4.075e-02, eta: 10:32:34, time: 1.337, data_time: 0.001, memory: 10556, loss_action_cls: 0.0372, recall@thr=0.5: 0.7018, prec@thr=0.5: 0.7830, recall@top3: 0.8172, prec@top3: 0.6421, recall@top5: 0.9335, prec@top5: 0.4517, loss: 0.0372, grad_norm: 0.2656 2021-04-17 07:18:51,089 - mmaction - INFO - Epoch [5][100/4610] lr: 4.071e-02, eta: 10:32:06, time: 1.367, data_time: 0.002, memory: 10556, loss_action_cls: 0.0377, recall@thr=0.5: 0.7102, prec@thr=0.5: 0.7699, recall@top3: 0.8113, prec@top3: 0.6625, recall@top5: 0.9348, prec@top5: 0.4714, loss: 0.0377, grad_norm: 0.2608 2021-04-17 07:19:18,598 - mmaction - INFO - Epoch [5][120/4610] lr: 4.067e-02, eta: 10:31:39, time: 1.374, data_time: 0.001, memory: 10556, loss_action_cls: 0.0388, recall@thr=0.5: 0.7015, prec@thr=0.5: 0.7789, recall@top3: 0.8023, prec@top3: 0.6569, recall@top5: 0.9261, prec@top5: 0.4655, loss: 0.0388, grad_norm: 0.2508 2021-04-17 07:19:45,798 - mmaction - INFO - Epoch [5][140/4610] lr: 4.062e-02, eta: 10:31:11, time: 1.361, data_time: 0.002, memory: 10556, loss_action_cls: 0.0387, recall@thr=0.5: 0.6889, prec@thr=0.5: 0.7679, recall@top3: 0.8061, prec@top3: 0.6362, recall@top5: 0.9265, prec@top5: 0.4510, loss: 0.0387, grad_norm: 0.2733 2021-04-17 07:20:12,993 - mmaction - INFO - Epoch [5][160/4610] lr: 4.058e-02, eta: 10:30:43, time: 1.360, data_time: 0.001, memory: 10556, loss_action_cls: 0.0372, recall@thr=0.5: 0.6942, prec@thr=0.5: 0.7752, recall@top3: 0.8156, prec@top3: 0.6579, recall@top5: 0.9342, prec@top5: 0.4613, loss: 0.0372, grad_norm: 0.2611 2021-04-17 07:20:40,448 - mmaction - INFO - Epoch [5][180/4610] lr: 4.054e-02, eta: 10:30:15, time: 1.371, data_time: 0.001, memory: 10556, loss_action_cls: 0.0392, recall@thr=0.5: 0.6903, prec@thr=0.5: 0.7616, recall@top3: 0.8004, prec@top3: 0.6422, recall@top5: 0.9279, prec@top5: 0.4576, loss: 0.0392, grad_norm: 0.2703 2021-04-17 07:21:07,543 - mmaction - INFO - Epoch [5][200/4610] lr: 4.050e-02, eta: 10:29:47, time: 1.356, data_time: 0.002, memory: 10556, loss_action_cls: 0.0384, recall@thr=0.5: 0.6965, prec@thr=0.5: 0.7634, recall@top3: 0.8051, prec@top3: 0.6415, recall@top5: 0.9314, prec@top5: 0.4566, loss: 0.0384, grad_norm: 0.2749 2021-04-17 07:21:34,734 - mmaction - INFO - Epoch [5][220/4610] lr: 4.046e-02, eta: 10:29:19, time: 1.359, data_time: 0.001, memory: 10556, loss_action_cls: 0.0380, recall@thr=0.5: 0.6758, prec@thr=0.5: 0.7659, recall@top3: 0.8070, prec@top3: 0.6519, recall@top5: 0.9287, prec@top5: 0.4606, loss: 0.0380, grad_norm: 0.2637 2021-04-17 07:22:02,160 - mmaction - INFO - Epoch [5][240/4610] lr: 4.042e-02, eta: 10:28:51, time: 1.371, data_time: 0.002, memory: 10556, loss_action_cls: 0.0390, recall@thr=0.5: 0.6890, prec@thr=0.5: 0.7615, recall@top3: 0.7967, prec@top3: 0.6579, recall@top5: 0.9236, prec@top5: 0.4673, loss: 0.0390, grad_norm: 0.2670 2021-04-17 07:22:29,101 - mmaction - INFO - Epoch [5][260/4610] lr: 4.038e-02, eta: 10:28:23, time: 1.346, data_time: 0.002, memory: 10556, loss_action_cls: 0.0389, recall@thr=0.5: 0.6865, prec@thr=0.5: 0.7591, recall@top3: 0.8069, prec@top3: 0.6330, recall@top5: 0.9300, prec@top5: 0.4503, loss: 0.0389, grad_norm: 0.2699 2021-04-17 07:22:56,184 - mmaction - INFO - Epoch [5][280/4610] lr: 4.034e-02, eta: 10:27:55, time: 1.356, data_time: 0.003, memory: 10556, loss_action_cls: 0.0374, recall@thr=0.5: 0.6993, prec@thr=0.5: 0.7689, recall@top3: 0.8108, prec@top3: 0.6525, recall@top5: 0.9290, prec@top5: 0.4567, loss: 0.0374, grad_norm: 0.2649 2021-04-17 07:23:23,640 - mmaction - INFO - Epoch [5][300/4610] lr: 4.030e-02, eta: 10:27:27, time: 1.372, data_time: 0.002, memory: 10556, loss_action_cls: 0.0369, recall@thr=0.5: 0.7163, prec@thr=0.5: 0.7795, recall@top3: 0.8143, prec@top3: 0.6621, recall@top5: 0.9307, prec@top5: 0.4668, loss: 0.0369, grad_norm: 0.2479 2021-04-17 07:23:51,274 - mmaction - INFO - Epoch [5][320/4610] lr: 4.026e-02, eta: 10:27:00, time: 1.383, data_time: 0.002, memory: 10556, loss_action_cls: 0.0390, recall@thr=0.5: 0.6980, prec@thr=0.5: 0.7669, recall@top3: 0.8019, prec@top3: 0.6613, recall@top5: 0.9351, prec@top5: 0.4741, loss: 0.0390, grad_norm: 0.2659 2021-04-17 07:24:18,681 - mmaction - INFO - Epoch [5][340/4610] lr: 4.022e-02, eta: 10:26:32, time: 1.370, data_time: 0.001, memory: 10556, loss_action_cls: 0.0394, recall@thr=0.5: 0.6768, prec@thr=0.5: 0.7543, recall@top3: 0.8017, prec@top3: 0.6443, recall@top5: 0.9223, prec@top5: 0.4546, loss: 0.0394, grad_norm: 0.2704 2021-04-17 07:24:46,308 - mmaction - INFO - Epoch [5][360/4610] lr: 4.018e-02, eta: 10:26:05, time: 1.381, data_time: 0.001, memory: 10556, loss_action_cls: 0.0373, recall@thr=0.5: 0.7121, prec@thr=0.5: 0.7693, recall@top3: 0.8107, prec@top3: 0.6555, recall@top5: 0.9293, prec@top5: 0.4609, loss: 0.0373, grad_norm: 0.2467 2021-04-17 07:25:13,496 - mmaction - INFO - Epoch [5][380/4610] lr: 4.014e-02, eta: 10:25:37, time: 1.360, data_time: 0.001, memory: 10556, loss_action_cls: 0.0382, recall@thr=0.5: 0.6990, prec@thr=0.5: 0.7778, recall@top3: 0.8089, prec@top3: 0.6667, recall@top5: 0.9326, prec@top5: 0.4714, loss: 0.0382, grad_norm: 0.2589 2021-04-17 07:25:41,041 - mmaction - INFO - Epoch [5][400/4610] lr: 4.010e-02, eta: 10:25:09, time: 1.377, data_time: 0.001, memory: 10556, loss_action_cls: 0.0372, recall@thr=0.5: 0.7120, prec@thr=0.5: 0.7776, recall@top3: 0.8199, prec@top3: 0.6548, recall@top5: 0.9357, prec@top5: 0.4607, loss: 0.0372, grad_norm: 0.2651 2021-04-17 07:26:08,344 - mmaction - INFO - Epoch [5][420/4610] lr: 4.005e-02, eta: 10:24:42, time: 1.365, data_time: 0.001, memory: 10556, loss_action_cls: 0.0382, recall@thr=0.5: 0.6960, prec@thr=0.5: 0.7605, recall@top3: 0.8002, prec@top3: 0.6544, recall@top5: 0.9308, prec@top5: 0.4662, loss: 0.0382, grad_norm: 0.2738 2021-04-17 07:26:35,597 - mmaction - INFO - Epoch [5][440/4610] lr: 4.001e-02, eta: 10:24:14, time: 1.362, data_time: 0.001, memory: 10556, loss_action_cls: 0.0387, recall@thr=0.5: 0.6984, prec@thr=0.5: 0.7698, recall@top3: 0.8109, prec@top3: 0.6530, recall@top5: 0.9237, prec@top5: 0.4554, loss: 0.0387, grad_norm: 0.2585 2021-04-17 07:27:03,354 - mmaction - INFO - Epoch [5][460/4610] lr: 3.997e-02, eta: 10:23:47, time: 1.389, data_time: 0.002, memory: 10556, loss_action_cls: 0.0389, recall@thr=0.5: 0.6942, prec@thr=0.5: 0.7661, recall@top3: 0.7981, prec@top3: 0.6501, recall@top5: 0.9265, prec@top5: 0.4643, loss: 0.0389, grad_norm: 0.2769 2021-04-17 07:27:30,984 - mmaction - INFO - Epoch [5][480/4610] lr: 3.993e-02, eta: 10:23:19, time: 1.381, data_time: 0.001, memory: 10556, loss_action_cls: 0.0389, recall@thr=0.5: 0.6719, prec@thr=0.5: 0.7561, recall@top3: 0.7977, prec@top3: 0.6452, recall@top5: 0.9146, prec@top5: 0.4550, loss: 0.0389, grad_norm: 0.2630 2021-04-17 07:27:58,446 - mmaction - INFO - Epoch [5][500/4610] lr: 3.989e-02, eta: 10:22:52, time: 1.374, data_time: 0.002, memory: 10556, loss_action_cls: 0.0384, recall@thr=0.5: 0.6935, prec@thr=0.5: 0.7673, recall@top3: 0.8089, prec@top3: 0.6412, recall@top5: 0.9270, prec@top5: 0.4511, loss: 0.0384, grad_norm: 0.2491 2021-04-17 07:28:25,714 - mmaction - INFO - Epoch [5][520/4610] lr: 3.985e-02, eta: 10:22:24, time: 1.363, data_time: 0.001, memory: 10556, loss_action_cls: 0.0390, recall@thr=0.5: 0.6771, prec@thr=0.5: 0.7534, recall@top3: 0.7998, prec@top3: 0.6535, recall@top5: 0.9250, prec@top5: 0.4637, loss: 0.0390, grad_norm: 0.2591 2021-04-17 07:28:53,307 - mmaction - INFO - Epoch [5][540/4610] lr: 3.981e-02, eta: 10:21:56, time: 1.380, data_time: 0.002, memory: 10556, loss_action_cls: 0.0371, recall@thr=0.5: 0.7069, prec@thr=0.5: 0.7770, recall@top3: 0.8147, prec@top3: 0.6567, recall@top5: 0.9306, prec@top5: 0.4604, loss: 0.0371, grad_norm: 0.2469 2021-04-17 07:29:20,590 - mmaction - INFO - Epoch [5][560/4610] lr: 3.977e-02, eta: 10:21:28, time: 1.365, data_time: 0.002, memory: 10556, loss_action_cls: 0.0385, recall@thr=0.5: 0.6917, prec@thr=0.5: 0.7728, recall@top3: 0.8034, prec@top3: 0.6663, recall@top5: 0.9328, prec@top5: 0.4732, loss: 0.0385, grad_norm: 0.2769 2021-04-17 07:29:47,945 - mmaction - INFO - Epoch [5][580/4610] lr: 3.973e-02, eta: 10:21:01, time: 1.368, data_time: 0.001, memory: 10556, loss_action_cls: 0.0388, recall@thr=0.5: 0.7087, prec@thr=0.5: 0.7731, recall@top3: 0.8109, prec@top3: 0.6597, recall@top5: 0.9376, prec@top5: 0.4684, loss: 0.0388, grad_norm: 0.3013 2021-04-17 07:30:15,406 - mmaction - INFO - Epoch [5][600/4610] lr: 3.969e-02, eta: 10:20:33, time: 1.372, data_time: 0.001, memory: 10556, loss_action_cls: 0.0404, recall@thr=0.5: 0.6728, prec@thr=0.5: 0.7456, recall@top3: 0.7865, prec@top3: 0.6392, recall@top5: 0.9253, prec@top5: 0.4614, loss: 0.0404, grad_norm: 0.2951 2021-04-17 07:30:42,562 - mmaction - INFO - Epoch [5][620/4610] lr: 3.964e-02, eta: 10:20:05, time: 1.358, data_time: 0.002, memory: 10556, loss_action_cls: 0.0393, recall@thr=0.5: 0.6939, prec@thr=0.5: 0.7712, recall@top3: 0.8056, prec@top3: 0.6562, recall@top5: 0.9284, prec@top5: 0.4634, loss: 0.0393, grad_norm: 0.2971 2021-04-17 07:31:09,966 - mmaction - INFO - Epoch [5][640/4610] lr: 3.960e-02, eta: 10:19:37, time: 1.371, data_time: 0.001, memory: 10556, loss_action_cls: 0.0402, recall@thr=0.5: 0.6827, prec@thr=0.5: 0.7535, recall@top3: 0.7990, prec@top3: 0.6404, recall@top5: 0.9233, prec@top5: 0.4562, loss: 0.0402, grad_norm: 0.2719 2021-04-17 07:31:37,154 - mmaction - INFO - Epoch [5][660/4610] lr: 3.956e-02, eta: 10:19:09, time: 1.359, data_time: 0.001, memory: 10556, loss_action_cls: 0.0388, recall@thr=0.5: 0.6994, prec@thr=0.5: 0.7680, recall@top3: 0.8058, prec@top3: 0.6453, recall@top5: 0.9295, prec@top5: 0.4590, loss: 0.0388, grad_norm: 0.2662 2021-04-17 07:32:03,997 - mmaction - INFO - Epoch [5][680/4610] lr: 3.952e-02, eta: 10:18:41, time: 1.342, data_time: 0.001, memory: 10556, loss_action_cls: 0.0378, recall@thr=0.5: 0.7044, prec@thr=0.5: 0.7878, recall@top3: 0.8061, prec@top3: 0.6544, recall@top5: 0.9256, prec@top5: 0.4629, loss: 0.0378, grad_norm: 0.2625 2021-04-17 07:32:30,937 - mmaction - INFO - Epoch [5][700/4610] lr: 3.948e-02, eta: 10:18:13, time: 1.347, data_time: 0.001, memory: 10556, loss_action_cls: 0.0368, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.7903, recall@top3: 0.8190, prec@top3: 0.6674, recall@top5: 0.9304, prec@top5: 0.4660, loss: 0.0368, grad_norm: 0.2418 2021-04-17 07:32:58,015 - mmaction - INFO - Epoch [5][720/4610] lr: 3.944e-02, eta: 10:17:44, time: 1.354, data_time: 0.001, memory: 10556, loss_action_cls: 0.0366, recall@thr=0.5: 0.7077, prec@thr=0.5: 0.7727, recall@top3: 0.8155, prec@top3: 0.6543, recall@top5: 0.9324, prec@top5: 0.4585, loss: 0.0366, grad_norm: 0.2583 2021-04-17 07:33:24,988 - mmaction - INFO - Epoch [5][740/4610] lr: 3.940e-02, eta: 10:17:16, time: 1.347, data_time: 0.001, memory: 10556, loss_action_cls: 0.0397, recall@thr=0.5: 0.6844, prec@thr=0.5: 0.7662, recall@top3: 0.8073, prec@top3: 0.6550, recall@top5: 0.9227, prec@top5: 0.4602, loss: 0.0397, grad_norm: 0.2598 2021-04-17 07:33:51,985 - mmaction - INFO - Epoch [5][760/4610] lr: 3.936e-02, eta: 10:16:48, time: 1.351, data_time: 0.002, memory: 10556, loss_action_cls: 0.0378, recall@thr=0.5: 0.7076, prec@thr=0.5: 0.7763, recall@top3: 0.8110, prec@top3: 0.6419, recall@top5: 0.9340, prec@top5: 0.4537, loss: 0.0378, grad_norm: 0.2564 2021-04-17 07:34:19,135 - mmaction - INFO - Epoch [5][780/4610] lr: 3.932e-02, eta: 10:16:20, time: 1.357, data_time: 0.001, memory: 10556, loss_action_cls: 0.0376, recall@thr=0.5: 0.7013, prec@thr=0.5: 0.7859, recall@top3: 0.8125, prec@top3: 0.6526, recall@top5: 0.9349, prec@top5: 0.4613, loss: 0.0376, grad_norm: 0.2612 2021-04-17 07:34:46,770 - mmaction - INFO - Epoch [5][800/4610] lr: 3.927e-02, eta: 10:15:52, time: 1.382, data_time: 0.001, memory: 10556, loss_action_cls: 0.0400, recall@thr=0.5: 0.6954, prec@thr=0.5: 0.7676, recall@top3: 0.8008, prec@top3: 0.6592, recall@top5: 0.9277, prec@top5: 0.4680, loss: 0.0400, grad_norm: 0.2631 2021-04-17 07:35:14,059 - mmaction - INFO - Epoch [5][820/4610] lr: 3.923e-02, eta: 10:15:25, time: 1.364, data_time: 0.001, memory: 10556, loss_action_cls: 0.0376, recall@thr=0.5: 0.6931, prec@thr=0.5: 0.7615, recall@top3: 0.8074, prec@top3: 0.6510, recall@top5: 0.9217, prec@top5: 0.4560, loss: 0.0376, grad_norm: 0.2532 2021-04-17 07:35:41,320 - mmaction - INFO - Epoch [5][840/4610] lr: 3.919e-02, eta: 10:14:57, time: 1.360, data_time: 0.001, memory: 10556, loss_action_cls: 0.0372, recall@thr=0.5: 0.6987, prec@thr=0.5: 0.7634, recall@top3: 0.8093, prec@top3: 0.6543, recall@top5: 0.9421, prec@top5: 0.4664, loss: 0.0372, grad_norm: 0.2602 2021-04-17 07:36:08,628 - mmaction - INFO - Epoch [5][860/4610] lr: 3.915e-02, eta: 10:14:29, time: 1.368, data_time: 0.003, memory: 10556, loss_action_cls: 0.0379, recall@thr=0.5: 0.7008, prec@thr=0.5: 0.7769, recall@top3: 0.8178, prec@top3: 0.6478, recall@top5: 0.9326, prec@top5: 0.4549, loss: 0.0379, grad_norm: 0.2670 2021-04-17 07:36:35,689 - mmaction - INFO - Epoch [5][880/4610] lr: 3.911e-02, eta: 10:14:01, time: 1.353, data_time: 0.001, memory: 10556, loss_action_cls: 0.0379, recall@thr=0.5: 0.6972, prec@thr=0.5: 0.7722, recall@top3: 0.8112, prec@top3: 0.6651, recall@top5: 0.9253, prec@top5: 0.4676, loss: 0.0379, grad_norm: 0.2504 2021-04-17 07:37:02,850 - mmaction - INFO - Epoch [5][900/4610] lr: 3.907e-02, eta: 10:13:33, time: 1.358, data_time: 0.001, memory: 10556, loss_action_cls: 0.0382, recall@thr=0.5: 0.6899, prec@thr=0.5: 0.7662, recall@top3: 0.8002, prec@top3: 0.6459, recall@top5: 0.9227, prec@top5: 0.4572, loss: 0.0382, grad_norm: 0.2688 2021-04-17 07:37:30,849 - mmaction - INFO - Epoch [5][920/4610] lr: 3.903e-02, eta: 10:13:06, time: 1.400, data_time: 0.001, memory: 10556, loss_action_cls: 0.0379, recall@thr=0.5: 0.7026, prec@thr=0.5: 0.7823, recall@top3: 0.8038, prec@top3: 0.6569, recall@top5: 0.9293, prec@top5: 0.4669, loss: 0.0379, grad_norm: 0.2604 2021-04-17 07:37:58,003 - mmaction - INFO - Epoch [5][940/4610] lr: 3.899e-02, eta: 10:12:38, time: 1.356, data_time: 0.001, memory: 10556, loss_action_cls: 0.0392, recall@thr=0.5: 0.6926, prec@thr=0.5: 0.7566, recall@top3: 0.8090, prec@top3: 0.6466, recall@top5: 0.9234, prec@top5: 0.4530, loss: 0.0392, grad_norm: 0.2729 2021-04-17 07:38:25,097 - mmaction - INFO - Epoch [5][960/4610] lr: 3.895e-02, eta: 10:12:10, time: 1.357, data_time: 0.003, memory: 10556, loss_action_cls: 0.0380, recall@thr=0.5: 0.6950, prec@thr=0.5: 0.7627, recall@top3: 0.8086, prec@top3: 0.6450, recall@top5: 0.9331, prec@top5: 0.4575, loss: 0.0380, grad_norm: 0.2534 2021-04-17 07:38:52,667 - mmaction - INFO - Epoch [5][980/4610] lr: 3.890e-02, eta: 10:11:42, time: 1.378, data_time: 0.001, memory: 10556, loss_action_cls: 0.0404, recall@thr=0.5: 0.6697, prec@thr=0.5: 0.7641, recall@top3: 0.8016, prec@top3: 0.6412, recall@top5: 0.9186, prec@top5: 0.4525, loss: 0.0404, grad_norm: 0.2801 2021-04-17 07:39:20,409 - mmaction - INFO - Epoch [5][1000/4610] lr: 3.886e-02, eta: 10:11:15, time: 1.386, data_time: 0.001, memory: 10556, loss_action_cls: 0.0376, recall@thr=0.5: 0.7042, prec@thr=0.5: 0.7743, recall@top3: 0.8097, prec@top3: 0.6631, recall@top5: 0.9291, prec@top5: 0.4674, loss: 0.0376, grad_norm: 0.2610 2021-04-17 07:39:47,727 - mmaction - INFO - Epoch [5][1020/4610] lr: 3.882e-02, eta: 10:10:47, time: 1.366, data_time: 0.002, memory: 10556, loss_action_cls: 0.0395, recall@thr=0.5: 0.6809, prec@thr=0.5: 0.7643, recall@top3: 0.7886, prec@top3: 0.6357, recall@top5: 0.9140, prec@top5: 0.4543, loss: 0.0395, grad_norm: 0.2746 2021-04-17 07:40:14,879 - mmaction - INFO - Epoch [5][1040/4610] lr: 3.878e-02, eta: 10:10:19, time: 1.359, data_time: 0.002, memory: 10556, loss_action_cls: 0.0367, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7850, recall@top3: 0.8175, prec@top3: 0.6593, recall@top5: 0.9433, prec@top5: 0.4659, loss: 0.0367, grad_norm: 0.2570 2021-04-17 07:40:42,140 - mmaction - INFO - Epoch [5][1060/4610] lr: 3.874e-02, eta: 10:09:52, time: 1.362, data_time: 0.001, memory: 10556, loss_action_cls: 0.0378, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.7822, recall@top3: 0.8167, prec@top3: 0.6688, recall@top5: 0.9374, prec@top5: 0.4720, loss: 0.0378, grad_norm: 0.2708 2021-04-17 07:41:09,528 - mmaction - INFO - Epoch [5][1080/4610] lr: 3.870e-02, eta: 10:09:24, time: 1.370, data_time: 0.002, memory: 10556, loss_action_cls: 0.0366, recall@thr=0.5: 0.6984, prec@thr=0.5: 0.7741, recall@top3: 0.8176, prec@top3: 0.6542, recall@top5: 0.9333, prec@top5: 0.4575, loss: 0.0366, grad_norm: 0.2440 2021-04-17 07:41:36,865 - mmaction - INFO - Epoch [5][1100/4610] lr: 3.866e-02, eta: 10:08:56, time: 1.367, data_time: 0.002, memory: 10556, loss_action_cls: 0.0369, recall@thr=0.5: 0.7196, prec@thr=0.5: 0.7859, recall@top3: 0.8105, prec@top3: 0.6592, recall@top5: 0.9283, prec@top5: 0.4648, loss: 0.0369, grad_norm: 0.2612 2021-04-17 07:42:04,556 - mmaction - INFO - Epoch [5][1120/4610] lr: 3.861e-02, eta: 10:08:29, time: 1.385, data_time: 0.001, memory: 10556, loss_action_cls: 0.0370, recall@thr=0.5: 0.7071, prec@thr=0.5: 0.7822, recall@top3: 0.8077, prec@top3: 0.6700, recall@top5: 0.9297, prec@top5: 0.4742, loss: 0.0370, grad_norm: 0.2483 2021-04-17 07:42:31,717 - mmaction - INFO - Epoch [5][1140/4610] lr: 3.857e-02, eta: 10:08:01, time: 1.357, data_time: 0.001, memory: 10556, loss_action_cls: 0.0390, recall@thr=0.5: 0.6861, prec@thr=0.5: 0.7667, recall@top3: 0.7998, prec@top3: 0.6487, recall@top5: 0.9241, prec@top5: 0.4591, loss: 0.0390, grad_norm: 0.3106 2021-04-17 07:42:59,236 - mmaction - INFO - Epoch [5][1160/4610] lr: 3.853e-02, eta: 10:07:33, time: 1.377, data_time: 0.002, memory: 10556, loss_action_cls: 0.0353, recall@thr=0.5: 0.7214, prec@thr=0.5: 0.7989, recall@top3: 0.8295, prec@top3: 0.6715, recall@top5: 0.9396, prec@top5: 0.4677, loss: 0.0353, grad_norm: 0.2482 2021-04-17 07:43:26,716 - mmaction - INFO - Epoch [5][1180/4610] lr: 3.849e-02, eta: 10:07:06, time: 1.374, data_time: 0.001, memory: 10556, loss_action_cls: 0.0358, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7863, recall@top3: 0.8195, prec@top3: 0.6597, recall@top5: 0.9348, prec@top5: 0.4639, loss: 0.0358, grad_norm: 0.2400 2021-04-17 07:43:54,255 - mmaction - INFO - Epoch [5][1200/4610] lr: 3.845e-02, eta: 10:06:38, time: 1.375, data_time: 0.001, memory: 10556, loss_action_cls: 0.0375, recall@thr=0.5: 0.7032, prec@thr=0.5: 0.7672, recall@top3: 0.8183, prec@top3: 0.6499, recall@top5: 0.9296, prec@top5: 0.4541, loss: 0.0375, grad_norm: 0.2598 2021-04-17 07:44:21,998 - mmaction - INFO - Epoch [5][1220/4610] lr: 3.841e-02, eta: 10:06:11, time: 1.389, data_time: 0.002, memory: 10556, loss_action_cls: 0.0382, recall@thr=0.5: 0.6956, prec@thr=0.5: 0.7749, recall@top3: 0.8056, prec@top3: 0.6441, recall@top5: 0.9298, prec@top5: 0.4574, loss: 0.0382, grad_norm: 0.2534 2021-04-17 07:44:49,217 - mmaction - INFO - Epoch [5][1240/4610] lr: 3.837e-02, eta: 10:05:43, time: 1.360, data_time: 0.001, memory: 10556, loss_action_cls: 0.0368, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7926, recall@top3: 0.8134, prec@top3: 0.6636, recall@top5: 0.9293, prec@top5: 0.4668, loss: 0.0368, grad_norm: 0.2531 2021-04-17 07:45:16,842 - mmaction - INFO - Epoch [5][1260/4610] lr: 3.832e-02, eta: 10:05:16, time: 1.380, data_time: 0.002, memory: 10556, loss_action_cls: 0.0379, recall@thr=0.5: 0.7025, prec@thr=0.5: 0.7820, recall@top3: 0.8055, prec@top3: 0.6586, recall@top5: 0.9243, prec@top5: 0.4625, loss: 0.0379, grad_norm: 0.2466 2021-04-17 07:45:43,888 - mmaction - INFO - Epoch [5][1280/4610] lr: 3.828e-02, eta: 10:04:48, time: 1.354, data_time: 0.002, memory: 10556, loss_action_cls: 0.0385, recall@thr=0.5: 0.6957, prec@thr=0.5: 0.7758, recall@top3: 0.8076, prec@top3: 0.6545, recall@top5: 0.9255, prec@top5: 0.4627, loss: 0.0385, grad_norm: 0.2673 2021-04-17 07:46:11,286 - mmaction - INFO - Epoch [5][1300/4610] lr: 3.824e-02, eta: 10:04:20, time: 1.370, data_time: 0.001, memory: 10556, loss_action_cls: 0.0377, recall@thr=0.5: 0.6950, prec@thr=0.5: 0.7678, recall@top3: 0.8046, prec@top3: 0.6429, recall@top5: 0.9330, prec@top5: 0.4583, loss: 0.0377, grad_norm: 0.2600 2021-04-17 07:46:38,466 - mmaction - INFO - Epoch [5][1320/4610] lr: 3.820e-02, eta: 10:03:52, time: 1.359, data_time: 0.001, memory: 10556, loss_action_cls: 0.0386, recall@thr=0.5: 0.6905, prec@thr=0.5: 0.7743, recall@top3: 0.8082, prec@top3: 0.6668, recall@top5: 0.9251, prec@top5: 0.4678, loss: 0.0386, grad_norm: 0.2526 2021-04-17 07:47:06,094 - mmaction - INFO - Epoch [5][1340/4610] lr: 3.816e-02, eta: 10:03:25, time: 1.380, data_time: 0.001, memory: 10556, loss_action_cls: 0.0364, recall@thr=0.5: 0.7065, prec@thr=0.5: 0.7832, recall@top3: 0.8155, prec@top3: 0.6641, recall@top5: 0.9315, prec@top5: 0.4652, loss: 0.0364, grad_norm: 0.2562 2021-04-17 07:47:33,630 - mmaction - INFO - Epoch [5][1360/4610] lr: 3.812e-02, eta: 10:02:57, time: 1.377, data_time: 0.002, memory: 10556, loss_action_cls: 0.0390, recall@thr=0.5: 0.6943, prec@thr=0.5: 0.7670, recall@top3: 0.7944, prec@top3: 0.6504, recall@top5: 0.9184, prec@top5: 0.4589, loss: 0.0390, grad_norm: 0.2666 2021-04-17 07:48:01,145 - mmaction - INFO - Epoch [5][1380/4610] lr: 3.808e-02, eta: 10:02:30, time: 1.376, data_time: 0.002, memory: 10556, loss_action_cls: 0.0386, recall@thr=0.5: 0.7118, prec@thr=0.5: 0.7695, recall@top3: 0.8014, prec@top3: 0.6540, recall@top5: 0.9193, prec@top5: 0.4631, loss: 0.0386, grad_norm: 0.2588 2021-04-17 07:48:28,422 - mmaction - INFO - Epoch [5][1400/4610] lr: 3.803e-02, eta: 10:02:02, time: 1.365, data_time: 0.002, memory: 10556, loss_action_cls: 0.0395, recall@thr=0.5: 0.6808, prec@thr=0.5: 0.7640, recall@top3: 0.7984, prec@top3: 0.6492, recall@top5: 0.9190, prec@top5: 0.4599, loss: 0.0395, grad_norm: 0.2750 2021-04-17 07:48:56,168 - mmaction - INFO - Epoch [5][1420/4610] lr: 3.799e-02, eta: 10:01:35, time: 1.387, data_time: 0.001, memory: 10556, loss_action_cls: 0.0401, recall@thr=0.5: 0.6745, prec@thr=0.5: 0.7527, recall@top3: 0.7882, prec@top3: 0.6432, recall@top5: 0.9244, prec@top5: 0.4617, loss: 0.0401, grad_norm: 0.2886 2021-04-17 07:49:23,811 - mmaction - INFO - Epoch [5][1440/4610] lr: 3.795e-02, eta: 10:01:07, time: 1.382, data_time: 0.001, memory: 10556, loss_action_cls: 0.0375, recall@thr=0.5: 0.7034, prec@thr=0.5: 0.7681, recall@top3: 0.8163, prec@top3: 0.6494, recall@top5: 0.9381, prec@top5: 0.4590, loss: 0.0375, grad_norm: 0.2671 2021-04-17 07:49:51,355 - mmaction - INFO - Epoch [5][1460/4610] lr: 3.791e-02, eta: 10:00:40, time: 1.376, data_time: 0.001, memory: 10556, loss_action_cls: 0.0390, recall@thr=0.5: 0.7047, prec@thr=0.5: 0.7590, recall@top3: 0.8023, prec@top3: 0.6620, recall@top5: 0.9310, prec@top5: 0.4718, loss: 0.0390, grad_norm: 0.2895 2021-04-17 07:50:18,818 - mmaction - INFO - Epoch [5][1480/4610] lr: 3.787e-02, eta: 10:00:12, time: 1.372, data_time: 0.002, memory: 10556, loss_action_cls: 0.0397, recall@thr=0.5: 0.6962, prec@thr=0.5: 0.7677, recall@top3: 0.8096, prec@top3: 0.6561, recall@top5: 0.9264, prec@top5: 0.4611, loss: 0.0397, grad_norm: 0.2898 2021-04-17 07:50:46,378 - mmaction - INFO - Epoch [5][1500/4610] lr: 3.783e-02, eta: 9:59:45, time: 1.380, data_time: 0.003, memory: 10556, loss_action_cls: 0.0377, recall@thr=0.5: 0.6881, prec@thr=0.5: 0.7775, recall@top3: 0.8011, prec@top3: 0.6473, recall@top5: 0.9270, prec@top5: 0.4564, loss: 0.0377, grad_norm: 0.2449 2021-04-17 07:51:13,954 - mmaction - INFO - Epoch [5][1520/4610] lr: 3.778e-02, eta: 9:59:18, time: 1.379, data_time: 0.001, memory: 10556, loss_action_cls: 0.0370, recall@thr=0.5: 0.7141, prec@thr=0.5: 0.7759, recall@top3: 0.8088, prec@top3: 0.6603, recall@top5: 0.9340, prec@top5: 0.4692, loss: 0.0370, grad_norm: 0.2399 2021-04-17 07:51:41,333 - mmaction - INFO - Epoch [5][1540/4610] lr: 3.774e-02, eta: 9:58:50, time: 1.369, data_time: 0.001, memory: 10556, loss_action_cls: 0.0356, recall@thr=0.5: 0.7079, prec@thr=0.5: 0.7918, recall@top3: 0.8245, prec@top3: 0.6432, recall@top5: 0.9390, prec@top5: 0.4505, loss: 0.0356, grad_norm: 0.2521 2021-04-17 07:52:09,178 - mmaction - INFO - Epoch [5][1560/4610] lr: 3.770e-02, eta: 9:58:23, time: 1.391, data_time: 0.001, memory: 10556, loss_action_cls: 0.0386, recall@thr=0.5: 0.6934, prec@thr=0.5: 0.7606, recall@top3: 0.8100, prec@top3: 0.6508, recall@top5: 0.9284, prec@top5: 0.4590, loss: 0.0386, grad_norm: 0.2700 2021-04-17 07:52:36,418 - mmaction - INFO - Epoch [5][1580/4610] lr: 3.766e-02, eta: 9:57:55, time: 1.362, data_time: 0.002, memory: 10556, loss_action_cls: 0.0377, recall@thr=0.5: 0.7002, prec@thr=0.5: 0.7691, recall@top3: 0.7982, prec@top3: 0.6577, recall@top5: 0.9273, prec@top5: 0.4664, loss: 0.0377, grad_norm: 0.2643 2021-04-17 07:53:03,808 - mmaction - INFO - Epoch [5][1600/4610] lr: 3.762e-02, eta: 9:57:27, time: 1.370, data_time: 0.002, memory: 10556, loss_action_cls: 0.0367, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.7973, recall@top3: 0.8150, prec@top3: 0.6675, recall@top5: 0.9379, prec@top5: 0.4705, loss: 0.0367, grad_norm: 0.2578 2021-04-17 07:53:31,111 - mmaction - INFO - Epoch [5][1620/4610] lr: 3.758e-02, eta: 9:56:59, time: 1.363, data_time: 0.001, memory: 10556, loss_action_cls: 0.0386, recall@thr=0.5: 0.7031, prec@thr=0.5: 0.7660, recall@top3: 0.8035, prec@top3: 0.6594, recall@top5: 0.9294, prec@top5: 0.4692, loss: 0.0386, grad_norm: 0.2755 2021-04-17 07:53:58,269 - mmaction - INFO - Epoch [5][1640/4610] lr: 3.753e-02, eta: 9:56:31, time: 1.358, data_time: 0.003, memory: 10556, loss_action_cls: 0.0378, recall@thr=0.5: 0.6936, prec@thr=0.5: 0.7729, recall@top3: 0.8082, prec@top3: 0.6498, recall@top5: 0.9362, prec@top5: 0.4634, loss: 0.0378, grad_norm: 0.2746 2021-04-17 07:54:25,493 - mmaction - INFO - Epoch [5][1660/4610] lr: 3.749e-02, eta: 9:56:04, time: 1.363, data_time: 0.003, memory: 10556, loss_action_cls: 0.0366, recall@thr=0.5: 0.7030, prec@thr=0.5: 0.7654, recall@top3: 0.8240, prec@top3: 0.6475, recall@top5: 0.9348, prec@top5: 0.4517, loss: 0.0366, grad_norm: 0.2532 2021-04-17 07:54:53,007 - mmaction - INFO - Epoch [5][1680/4610] lr: 3.745e-02, eta: 9:55:36, time: 1.375, data_time: 0.001, memory: 10556, loss_action_cls: 0.0379, recall@thr=0.5: 0.6881, prec@thr=0.5: 0.7699, recall@top3: 0.8173, prec@top3: 0.6544, recall@top5: 0.9326, prec@top5: 0.4592, loss: 0.0379, grad_norm: 0.2548 2021-04-17 07:55:20,382 - mmaction - INFO - Epoch [5][1700/4610] lr: 3.741e-02, eta: 9:55:08, time: 1.368, data_time: 0.001, memory: 10556, loss_action_cls: 0.0380, recall@thr=0.5: 0.6970, prec@thr=0.5: 0.7664, recall@top3: 0.8078, prec@top3: 0.6358, recall@top5: 0.9264, prec@top5: 0.4498, loss: 0.0380, grad_norm: 0.2714 2021-04-17 07:55:48,901 - mmaction - INFO - Epoch [5][1720/4610] lr: 3.737e-02, eta: 9:54:42, time: 1.426, data_time: 0.002, memory: 10556, loss_action_cls: 0.0364, recall@thr=0.5: 0.7012, prec@thr=0.5: 0.7695, recall@top3: 0.8169, prec@top3: 0.6563, recall@top5: 0.9325, prec@top5: 0.4596, loss: 0.0364, grad_norm: 0.2567 2021-04-17 07:56:16,216 - mmaction - INFO - Epoch [5][1740/4610] lr: 3.733e-02, eta: 9:54:14, time: 1.367, data_time: 0.002, memory: 10556, loss_action_cls: 0.0384, recall@thr=0.5: 0.6878, prec@thr=0.5: 0.7631, recall@top3: 0.8022, prec@top3: 0.6421, recall@top5: 0.9276, prec@top5: 0.4568, loss: 0.0384, grad_norm: 0.2740 2021-04-17 07:56:43,538 - mmaction - INFO - Epoch [5][1760/4610] lr: 3.728e-02, eta: 9:53:47, time: 1.366, data_time: 0.001, memory: 10556, loss_action_cls: 0.0371, recall@thr=0.5: 0.7034, prec@thr=0.5: 0.7676, recall@top3: 0.8113, prec@top3: 0.6445, recall@top5: 0.9318, prec@top5: 0.4580, loss: 0.0371, grad_norm: 0.2775 2021-04-17 07:57:11,009 - mmaction - INFO - Epoch [5][1780/4610] lr: 3.724e-02, eta: 9:53:19, time: 1.373, data_time: 0.001, memory: 10556, loss_action_cls: 0.0383, recall@thr=0.5: 0.6921, prec@thr=0.5: 0.7636, recall@top3: 0.8092, prec@top3: 0.6507, recall@top5: 0.9257, prec@top5: 0.4563, loss: 0.0383, grad_norm: 0.2658 2021-04-17 07:57:38,223 - mmaction - INFO - Epoch [5][1800/4610] lr: 3.720e-02, eta: 9:52:51, time: 1.362, data_time: 0.002, memory: 10556, loss_action_cls: 0.0376, recall@thr=0.5: 0.7043, prec@thr=0.5: 0.7689, recall@top3: 0.8079, prec@top3: 0.6484, recall@top5: 0.9287, prec@top5: 0.4569, loss: 0.0376, grad_norm: 0.2607 2021-04-17 07:58:05,967 - mmaction - INFO - Epoch [5][1820/4610] lr: 3.716e-02, eta: 9:52:24, time: 1.387, data_time: 0.027, memory: 10556, loss_action_cls: 0.0370, recall@thr=0.5: 0.7105, prec@thr=0.5: 0.7829, recall@top3: 0.8135, prec@top3: 0.6545, recall@top5: 0.9338, prec@top5: 0.4611, loss: 0.0370, grad_norm: 0.2709 2021-04-17 07:58:33,359 - mmaction - INFO - Epoch [5][1840/4610] lr: 3.712e-02, eta: 9:51:56, time: 1.370, data_time: 0.001, memory: 10556, loss_action_cls: 0.0389, recall@thr=0.5: 0.6794, prec@thr=0.5: 0.7728, recall@top3: 0.8087, prec@top3: 0.6400, recall@top5: 0.9241, prec@top5: 0.4508, loss: 0.0389, grad_norm: 0.2584 2021-04-17 07:59:00,874 - mmaction - INFO - Epoch [5][1860/4610] lr: 3.707e-02, eta: 9:51:29, time: 1.375, data_time: 0.001, memory: 10556, loss_action_cls: 0.0364, recall@thr=0.5: 0.7050, prec@thr=0.5: 0.7774, recall@top3: 0.8249, prec@top3: 0.6535, recall@top5: 0.9386, prec@top5: 0.4577, loss: 0.0364, grad_norm: 0.2480 2021-04-17 07:59:28,518 - mmaction - INFO - Epoch [5][1880/4610] lr: 3.703e-02, eta: 9:51:01, time: 1.382, data_time: 0.002, memory: 10556, loss_action_cls: 0.0366, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7785, recall@top3: 0.8167, prec@top3: 0.6685, recall@top5: 0.9331, prec@top5: 0.4691, loss: 0.0366, grad_norm: 0.2497 2021-04-17 07:59:56,313 - mmaction - INFO - Epoch [5][1900/4610] lr: 3.699e-02, eta: 9:50:34, time: 1.391, data_time: 0.002, memory: 10556, loss_action_cls: 0.0382, recall@thr=0.5: 0.6908, prec@thr=0.5: 0.7663, recall@top3: 0.7972, prec@top3: 0.6574, recall@top5: 0.9265, prec@top5: 0.4690, loss: 0.0382, grad_norm: 0.2653 2021-04-17 08:00:23,895 - mmaction - INFO - Epoch [5][1920/4610] lr: 3.695e-02, eta: 9:50:07, time: 1.379, data_time: 0.001, memory: 10556, loss_action_cls: 0.0381, recall@thr=0.5: 0.7140, prec@thr=0.5: 0.7751, recall@top3: 0.8115, prec@top3: 0.6596, recall@top5: 0.9228, prec@top5: 0.4619, loss: 0.0381, grad_norm: 0.2421 2021-04-17 08:00:51,172 - mmaction - INFO - Epoch [5][1940/4610] lr: 3.691e-02, eta: 9:49:39, time: 1.364, data_time: 0.001, memory: 10556, loss_action_cls: 0.0370, recall@thr=0.5: 0.6959, prec@thr=0.5: 0.7732, recall@top3: 0.8114, prec@top3: 0.6595, recall@top5: 0.9313, prec@top5: 0.4646, loss: 0.0370, grad_norm: 0.2465 2021-04-17 08:01:18,613 - mmaction - INFO - Epoch [5][1960/4610] lr: 3.686e-02, eta: 9:49:11, time: 1.371, data_time: 0.001, memory: 10556, loss_action_cls: 0.0385, recall@thr=0.5: 0.6721, prec@thr=0.5: 0.7672, recall@top3: 0.8065, prec@top3: 0.6340, recall@top5: 0.9269, prec@top5: 0.4469, loss: 0.0385, grad_norm: 0.2643 2021-04-17 08:01:45,807 - mmaction - INFO - Epoch [5][1980/4610] lr: 3.682e-02, eta: 9:48:44, time: 1.361, data_time: 0.002, memory: 10556, loss_action_cls: 0.0404, recall@thr=0.5: 0.6804, prec@thr=0.5: 0.7554, recall@top3: 0.7883, prec@top3: 0.6373, recall@top5: 0.9147, prec@top5: 0.4541, loss: 0.0404, grad_norm: 0.2679 2021-04-17 08:02:13,645 - mmaction - INFO - Epoch [5][2000/4610] lr: 3.678e-02, eta: 9:48:16, time: 1.392, data_time: 0.001, memory: 10556, loss_action_cls: 0.0393, recall@thr=0.5: 0.6926, prec@thr=0.5: 0.7805, recall@top3: 0.8037, prec@top3: 0.6592, recall@top5: 0.9217, prec@top5: 0.4639, loss: 0.0393, grad_norm: 0.2601 2021-04-17 08:02:41,433 - mmaction - INFO - Epoch [5][2020/4610] lr: 3.674e-02, eta: 9:47:49, time: 1.389, data_time: 0.001, memory: 10556, loss_action_cls: 0.0385, recall@thr=0.5: 0.7028, prec@thr=0.5: 0.7664, recall@top3: 0.8082, prec@top3: 0.6467, recall@top5: 0.9267, prec@top5: 0.4555, loss: 0.0385, grad_norm: 0.2506 2021-04-17 08:03:08,733 - mmaction - INFO - Epoch [5][2040/4610] lr: 3.670e-02, eta: 9:47:22, time: 1.364, data_time: 0.001, memory: 10556, loss_action_cls: 0.0369, recall@thr=0.5: 0.6907, prec@thr=0.5: 0.7765, recall@top3: 0.8169, prec@top3: 0.6473, recall@top5: 0.9326, prec@top5: 0.4533, loss: 0.0369, grad_norm: 0.2506 2021-04-17 08:03:35,921 - mmaction - INFO - Epoch [5][2060/4610] lr: 3.666e-02, eta: 9:46:54, time: 1.360, data_time: 0.002, memory: 10556, loss_action_cls: 0.0382, recall@thr=0.5: 0.7015, prec@thr=0.5: 0.7748, recall@top3: 0.8014, prec@top3: 0.6567, recall@top5: 0.9288, prec@top5: 0.4672, loss: 0.0382, grad_norm: 0.2560 2021-04-17 08:04:03,399 - mmaction - INFO - Epoch [5][2080/4610] lr: 3.661e-02, eta: 9:46:26, time: 1.374, data_time: 0.001, memory: 10556, loss_action_cls: 0.0374, recall@thr=0.5: 0.7110, prec@thr=0.5: 0.7702, recall@top3: 0.8130, prec@top3: 0.6706, recall@top5: 0.9324, prec@top5: 0.4715, loss: 0.0374, grad_norm: 0.2536 2021-04-17 08:04:31,168 - mmaction - INFO - Epoch [5][2100/4610] lr: 3.657e-02, eta: 9:45:59, time: 1.388, data_time: 0.001, memory: 10556, loss_action_cls: 0.0398, recall@thr=0.5: 0.6853, prec@thr=0.5: 0.7641, recall@top3: 0.7966, prec@top3: 0.6557, recall@top5: 0.9170, prec@top5: 0.4651, loss: 0.0398, grad_norm: 0.2455 2021-04-17 08:04:58,935 - mmaction - INFO - Epoch [5][2120/4610] lr: 3.653e-02, eta: 9:45:32, time: 1.387, data_time: 0.001, memory: 10556, loss_action_cls: 0.0380, recall@thr=0.5: 0.7088, prec@thr=0.5: 0.7730, recall@top3: 0.8126, prec@top3: 0.6713, recall@top5: 0.9312, prec@top5: 0.4729, loss: 0.0380, grad_norm: 0.2491 2021-04-17 08:05:26,348 - mmaction - INFO - Epoch [5][2140/4610] lr: 3.649e-02, eta: 9:45:04, time: 1.371, data_time: 0.002, memory: 10556, loss_action_cls: 0.0356, recall@thr=0.5: 0.7104, prec@thr=0.5: 0.7790, recall@top3: 0.8197, prec@top3: 0.6455, recall@top5: 0.9367, prec@top5: 0.4542, loss: 0.0356, grad_norm: 0.2476 2021-04-17 08:05:53,602 - mmaction - INFO - Epoch [5][2160/4610] lr: 3.645e-02, eta: 9:44:36, time: 1.364, data_time: 0.002, memory: 10556, loss_action_cls: 0.0384, recall@thr=0.5: 0.6949, prec@thr=0.5: 0.7623, recall@top3: 0.7972, prec@top3: 0.6462, recall@top5: 0.9267, prec@top5: 0.4609, loss: 0.0384, grad_norm: 0.2610 2021-04-17 08:06:20,855 - mmaction - INFO - Epoch [5][2180/4610] lr: 3.640e-02, eta: 9:44:08, time: 1.361, data_time: 0.001, memory: 10556, loss_action_cls: 0.0366, recall@thr=0.5: 0.7115, prec@thr=0.5: 0.7847, recall@top3: 0.8174, prec@top3: 0.6630, recall@top5: 0.9353, prec@top5: 0.4678, loss: 0.0366, grad_norm: 0.2516 2021-04-17 08:06:48,029 - mmaction - INFO - Epoch [5][2200/4610] lr: 3.636e-02, eta: 9:43:40, time: 1.360, data_time: 0.002, memory: 10556, loss_action_cls: 0.0375, recall@thr=0.5: 0.6986, prec@thr=0.5: 0.7748, recall@top3: 0.8068, prec@top3: 0.6568, recall@top5: 0.9275, prec@top5: 0.4635, loss: 0.0375, grad_norm: 0.2625 2021-04-17 08:07:15,708 - mmaction - INFO - Epoch [5][2220/4610] lr: 3.632e-02, eta: 9:43:13, time: 1.383, data_time: 0.001, memory: 10556, loss_action_cls: 0.0390, recall@thr=0.5: 0.6935, prec@thr=0.5: 0.7694, recall@top3: 0.7985, prec@top3: 0.6574, recall@top5: 0.9275, prec@top5: 0.4681, loss: 0.0390, grad_norm: 0.2620 2021-04-17 08:07:43,274 - mmaction - INFO - Epoch [5][2240/4610] lr: 3.628e-02, eta: 9:42:46, time: 1.378, data_time: 0.002, memory: 10556, loss_action_cls: 0.0376, recall@thr=0.5: 0.6946, prec@thr=0.5: 0.7724, recall@top3: 0.8058, prec@top3: 0.6473, recall@top5: 0.9298, prec@top5: 0.4591, loss: 0.0376, grad_norm: 0.2571 2021-04-17 08:08:10,797 - mmaction - INFO - Epoch [5][2260/4610] lr: 3.624e-02, eta: 9:42:18, time: 1.376, data_time: 0.002, memory: 10556, loss_action_cls: 0.0370, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.7837, recall@top3: 0.8094, prec@top3: 0.6684, recall@top5: 0.9325, prec@top5: 0.4717, loss: 0.0370, grad_norm: 0.2477 2021-04-17 08:08:38,206 - mmaction - INFO - Epoch [5][2280/4610] lr: 3.619e-02, eta: 9:41:51, time: 1.372, data_time: 0.003, memory: 10556, loss_action_cls: 0.0392, recall@thr=0.5: 0.7042, prec@thr=0.5: 0.7780, recall@top3: 0.7987, prec@top3: 0.6624, recall@top5: 0.9254, prec@top5: 0.4703, loss: 0.0392, grad_norm: 0.2580 2021-04-17 08:09:05,607 - mmaction - INFO - Epoch [5][2300/4610] lr: 3.615e-02, eta: 9:41:23, time: 1.369, data_time: 0.001, memory: 10556, loss_action_cls: 0.0376, recall@thr=0.5: 0.7011, prec@thr=0.5: 0.7818, recall@top3: 0.8071, prec@top3: 0.6577, recall@top5: 0.9296, prec@top5: 0.4662, loss: 0.0376, grad_norm: 0.2690 2021-04-17 08:09:32,830 - mmaction - INFO - Epoch [5][2320/4610] lr: 3.611e-02, eta: 9:40:55, time: 1.362, data_time: 0.002, memory: 10556, loss_action_cls: 0.0364, recall@thr=0.5: 0.7012, prec@thr=0.5: 0.7823, recall@top3: 0.8212, prec@top3: 0.6586, recall@top5: 0.9339, prec@top5: 0.4576, loss: 0.0364, grad_norm: 0.2577 2021-04-17 08:10:00,244 - mmaction - INFO - Epoch [5][2340/4610] lr: 3.607e-02, eta: 9:40:27, time: 1.371, data_time: 0.001, memory: 10556, loss_action_cls: 0.0371, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7817, recall@top3: 0.8226, prec@top3: 0.6578, recall@top5: 0.9330, prec@top5: 0.4602, loss: 0.0371, grad_norm: 0.2571 2021-04-17 08:10:27,539 - mmaction - INFO - Epoch [5][2360/4610] lr: 3.602e-02, eta: 9:40:00, time: 1.365, data_time: 0.001, memory: 10556, loss_action_cls: 0.0377, recall@thr=0.5: 0.7147, prec@thr=0.5: 0.7784, recall@top3: 0.8135, prec@top3: 0.6736, recall@top5: 0.9327, prec@top5: 0.4775, loss: 0.0377, grad_norm: 0.2621 2021-04-17 08:10:54,836 - mmaction - INFO - Epoch [5][2380/4610] lr: 3.598e-02, eta: 9:39:32, time: 1.365, data_time: 0.001, memory: 10556, loss_action_cls: 0.0373, recall@thr=0.5: 0.6936, prec@thr=0.5: 0.7578, recall@top3: 0.8119, prec@top3: 0.6563, recall@top5: 0.9332, prec@top5: 0.4633, loss: 0.0373, grad_norm: 0.2597 2021-04-17 08:11:22,192 - mmaction - INFO - Epoch [5][2400/4610] lr: 3.594e-02, eta: 9:39:04, time: 1.368, data_time: 0.001, memory: 10556, loss_action_cls: 0.0367, recall@thr=0.5: 0.7094, prec@thr=0.5: 0.7904, recall@top3: 0.8137, prec@top3: 0.6553, recall@top5: 0.9333, prec@top5: 0.4632, loss: 0.0367, grad_norm: 0.2527 2021-04-17 08:11:49,642 - mmaction - INFO - Epoch [5][2420/4610] lr: 3.590e-02, eta: 9:38:37, time: 1.371, data_time: 0.001, memory: 10556, loss_action_cls: 0.0375, recall@thr=0.5: 0.6757, prec@thr=0.5: 0.7729, recall@top3: 0.8068, prec@top3: 0.6453, recall@top5: 0.9264, prec@top5: 0.4520, loss: 0.0375, grad_norm: 0.2543 2021-04-17 08:12:17,120 - mmaction - INFO - Epoch [5][2440/4610] lr: 3.586e-02, eta: 9:38:09, time: 1.374, data_time: 0.002, memory: 10556, loss_action_cls: 0.0362, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7790, recall@top3: 0.8290, prec@top3: 0.6651, recall@top5: 0.9378, prec@top5: 0.4634, loss: 0.0362, grad_norm: 0.2376 2021-04-17 08:12:44,514 - mmaction - INFO - Epoch [5][2460/4610] lr: 3.581e-02, eta: 9:37:41, time: 1.370, data_time: 0.002, memory: 10556, loss_action_cls: 0.0402, recall@thr=0.5: 0.6758, prec@thr=0.5: 0.7535, recall@top3: 0.7973, prec@top3: 0.6447, recall@top5: 0.9250, prec@top5: 0.4614, loss: 0.0402, grad_norm: 0.2988 2021-04-17 08:13:11,855 - mmaction - INFO - Epoch [5][2480/4610] lr: 3.577e-02, eta: 9:37:14, time: 1.367, data_time: 0.001, memory: 10556, loss_action_cls: 0.0381, recall@thr=0.5: 0.6992, prec@thr=0.5: 0.7631, recall@top3: 0.8022, prec@top3: 0.6416, recall@top5: 0.9315, prec@top5: 0.4568, loss: 0.0381, grad_norm: 0.2708 2021-04-17 08:13:39,103 - mmaction - INFO - Epoch [5][2500/4610] lr: 3.573e-02, eta: 9:36:46, time: 1.362, data_time: 0.001, memory: 10556, loss_action_cls: 0.0382, recall@thr=0.5: 0.7143, prec@thr=0.5: 0.7836, recall@top3: 0.8040, prec@top3: 0.6690, recall@top5: 0.9325, prec@top5: 0.4779, loss: 0.0382, grad_norm: 0.2609 2021-04-17 08:14:06,648 - mmaction - INFO - Epoch [5][2520/4610] lr: 3.569e-02, eta: 9:36:18, time: 1.378, data_time: 0.002, memory: 10556, loss_action_cls: 0.0382, recall@thr=0.5: 0.7037, prec@thr=0.5: 0.7644, recall@top3: 0.8160, prec@top3: 0.6609, recall@top5: 0.9321, prec@top5: 0.4651, loss: 0.0382, grad_norm: 0.2595 2021-04-17 08:14:34,066 - mmaction - INFO - Epoch [5][2540/4610] lr: 3.565e-02, eta: 9:35:51, time: 1.370, data_time: 0.001, memory: 10556, loss_action_cls: 0.0363, recall@thr=0.5: 0.7177, prec@thr=0.5: 0.7887, recall@top3: 0.8122, prec@top3: 0.6646, recall@top5: 0.9345, prec@top5: 0.4684, loss: 0.0363, grad_norm: 0.2448 2021-04-17 08:15:01,324 - mmaction - INFO - Epoch [5][2560/4610] lr: 3.560e-02, eta: 9:35:23, time: 1.364, data_time: 0.001, memory: 10556, loss_action_cls: 0.0359, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.7875, recall@top3: 0.8179, prec@top3: 0.6775, recall@top5: 0.9393, prec@top5: 0.4787, loss: 0.0359, grad_norm: 0.2559 2021-04-17 08:15:28,805 - mmaction - INFO - Epoch [5][2580/4610] lr: 3.556e-02, eta: 9:34:55, time: 1.374, data_time: 0.001, memory: 10556, loss_action_cls: 0.0375, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7718, recall@top3: 0.8108, prec@top3: 0.6594, recall@top5: 0.9313, prec@top5: 0.4679, loss: 0.0375, grad_norm: 0.2521 2021-04-17 08:15:56,001 - mmaction - INFO - Epoch [5][2600/4610] lr: 3.552e-02, eta: 9:34:28, time: 1.359, data_time: 0.001, memory: 10556, loss_action_cls: 0.0380, recall@thr=0.5: 0.6997, prec@thr=0.5: 0.7721, recall@top3: 0.8027, prec@top3: 0.6641, recall@top5: 0.9303, prec@top5: 0.4728, loss: 0.0380, grad_norm: 0.2512 2021-04-17 08:16:24,024 - mmaction - INFO - Epoch [5][2620/4610] lr: 3.548e-02, eta: 9:34:01, time: 1.401, data_time: 0.001, memory: 10556, loss_action_cls: 0.0370, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.7794, recall@top3: 0.8117, prec@top3: 0.6645, recall@top5: 0.9359, prec@top5: 0.4720, loss: 0.0370, grad_norm: 0.2472 2021-04-17 08:16:51,322 - mmaction - INFO - Epoch [5][2640/4610] lr: 3.543e-02, eta: 9:33:33, time: 1.364, data_time: 0.001, memory: 10556, loss_action_cls: 0.0382, recall@thr=0.5: 0.7051, prec@thr=0.5: 0.7707, recall@top3: 0.8066, prec@top3: 0.6620, recall@top5: 0.9298, prec@top5: 0.4685, loss: 0.0382, grad_norm: 0.2654 2021-04-17 08:17:18,691 - mmaction - INFO - Epoch [5][2660/4610] lr: 3.539e-02, eta: 9:33:05, time: 1.369, data_time: 0.002, memory: 10556, loss_action_cls: 0.0395, recall@thr=0.5: 0.6751, prec@thr=0.5: 0.7641, recall@top3: 0.7942, prec@top3: 0.6423, recall@top5: 0.9239, prec@top5: 0.4583, loss: 0.0395, grad_norm: 0.2672 2021-04-17 08:17:46,059 - mmaction - INFO - Epoch [5][2680/4610] lr: 3.535e-02, eta: 9:32:38, time: 1.368, data_time: 0.001, memory: 10556, loss_action_cls: 0.0383, recall@thr=0.5: 0.6953, prec@thr=0.5: 0.7641, recall@top3: 0.8023, prec@top3: 0.6592, recall@top5: 0.9277, prec@top5: 0.4701, loss: 0.0383, grad_norm: 0.2693 2021-04-17 08:18:13,333 - mmaction - INFO - Epoch [5][2700/4610] lr: 3.531e-02, eta: 9:32:10, time: 1.364, data_time: 0.002, memory: 10556, loss_action_cls: 0.0375, recall@thr=0.5: 0.7145, prec@thr=0.5: 0.7738, recall@top3: 0.8187, prec@top3: 0.6519, recall@top5: 0.9285, prec@top5: 0.4551, loss: 0.0375, grad_norm: 0.2498 2021-04-17 08:18:40,579 - mmaction - INFO - Epoch [5][2720/4610] lr: 3.527e-02, eta: 9:31:42, time: 1.362, data_time: 0.001, memory: 10556, loss_action_cls: 0.0386, recall@thr=0.5: 0.6867, prec@thr=0.5: 0.7655, recall@top3: 0.8129, prec@top3: 0.6510, recall@top5: 0.9301, prec@top5: 0.4590, loss: 0.0386, grad_norm: 0.2746 2021-04-17 08:19:07,696 - mmaction - INFO - Epoch [5][2740/4610] lr: 3.522e-02, eta: 9:31:14, time: 1.356, data_time: 0.002, memory: 10556, loss_action_cls: 0.0380, recall@thr=0.5: 0.6939, prec@thr=0.5: 0.7631, recall@top3: 0.8014, prec@top3: 0.6403, recall@top5: 0.9320, prec@top5: 0.4568, loss: 0.0380, grad_norm: 0.2837 2021-04-17 08:19:36,029 - mmaction - INFO - Epoch [5][2760/4610] lr: 3.518e-02, eta: 9:30:47, time: 1.415, data_time: 0.002, memory: 10556, loss_action_cls: 0.0387, recall@thr=0.5: 0.6981, prec@thr=0.5: 0.7742, recall@top3: 0.8096, prec@top3: 0.6566, recall@top5: 0.9286, prec@top5: 0.4621, loss: 0.0387, grad_norm: 0.2534 2021-04-17 08:20:03,625 - mmaction - INFO - Epoch [5][2780/4610] lr: 3.514e-02, eta: 9:30:20, time: 1.382, data_time: 0.003, memory: 10556, loss_action_cls: 0.0389, recall@thr=0.5: 0.6949, prec@thr=0.5: 0.7719, recall@top3: 0.8072, prec@top3: 0.6584, recall@top5: 0.9274, prec@top5: 0.4662, loss: 0.0389, grad_norm: 0.2569 2021-04-17 08:20:31,089 - mmaction - INFO - Epoch [5][2800/4610] lr: 3.510e-02, eta: 9:29:52, time: 1.372, data_time: 0.001, memory: 10556, loss_action_cls: 0.0385, recall@thr=0.5: 0.7045, prec@thr=0.5: 0.7770, recall@top3: 0.7997, prec@top3: 0.6557, recall@top5: 0.9278, prec@top5: 0.4686, loss: 0.0385, grad_norm: 0.2776 2021-04-17 08:20:58,398 - mmaction - INFO - Epoch [5][2820/4610] lr: 3.505e-02, eta: 9:29:25, time: 1.366, data_time: 0.002, memory: 10556, loss_action_cls: 0.0390, recall@thr=0.5: 0.6878, prec@thr=0.5: 0.7674, recall@top3: 0.7952, prec@top3: 0.6494, recall@top5: 0.9233, prec@top5: 0.4629, loss: 0.0390, grad_norm: 0.2610 2021-04-17 08:21:25,926 - mmaction - INFO - Epoch [5][2840/4610] lr: 3.501e-02, eta: 9:28:57, time: 1.375, data_time: 0.001, memory: 10556, loss_action_cls: 0.0377, recall@thr=0.5: 0.6997, prec@thr=0.5: 0.7712, recall@top3: 0.7959, prec@top3: 0.6457, recall@top5: 0.9301, prec@top5: 0.4618, loss: 0.0377, grad_norm: 0.2589 2021-04-17 08:21:53,722 - mmaction - INFO - Epoch [5][2860/4610] lr: 3.497e-02, eta: 9:28:30, time: 1.391, data_time: 0.002, memory: 10556, loss_action_cls: 0.0362, recall@thr=0.5: 0.7113, prec@thr=0.5: 0.7802, recall@top3: 0.8120, prec@top3: 0.6629, recall@top5: 0.9374, prec@top5: 0.4703, loss: 0.0362, grad_norm: 0.2470 2021-04-17 08:22:21,388 - mmaction - INFO - Epoch [5][2880/4610] lr: 3.493e-02, eta: 9:28:03, time: 1.384, data_time: 0.001, memory: 10556, loss_action_cls: 0.0373, recall@thr=0.5: 0.7058, prec@thr=0.5: 0.7892, recall@top3: 0.8115, prec@top3: 0.6548, recall@top5: 0.9254, prec@top5: 0.4594, loss: 0.0373, grad_norm: 0.2612 2021-04-17 08:22:48,834 - mmaction - INFO - Epoch [5][2900/4610] lr: 3.489e-02, eta: 9:27:35, time: 1.372, data_time: 0.001, memory: 10556, loss_action_cls: 0.0372, recall@thr=0.5: 0.6994, prec@thr=0.5: 0.7740, recall@top3: 0.8035, prec@top3: 0.6504, recall@top5: 0.9316, prec@top5: 0.4636, loss: 0.0372, grad_norm: 0.2533 2021-04-17 08:23:16,399 - mmaction - INFO - Epoch [5][2920/4610] lr: 3.484e-02, eta: 9:27:08, time: 1.378, data_time: 0.001, memory: 10556, loss_action_cls: 0.0384, recall@thr=0.5: 0.6879, prec@thr=0.5: 0.7607, recall@top3: 0.7954, prec@top3: 0.6432, recall@top5: 0.9236, prec@top5: 0.4587, loss: 0.0384, grad_norm: 0.2577 2021-04-17 08:23:43,886 - mmaction - INFO - Epoch [5][2940/4610] lr: 3.480e-02, eta: 9:26:40, time: 1.374, data_time: 0.001, memory: 10556, loss_action_cls: 0.0356, recall@thr=0.5: 0.7170, prec@thr=0.5: 0.7895, recall@top3: 0.8174, prec@top3: 0.6650, recall@top5: 0.9289, prec@top5: 0.4650, loss: 0.0356, grad_norm: 0.2460 2021-04-17 08:24:11,044 - mmaction - INFO - Epoch [5][2960/4610] lr: 3.476e-02, eta: 9:26:12, time: 1.358, data_time: 0.001, memory: 10556, loss_action_cls: 0.0378, recall@thr=0.5: 0.7105, prec@thr=0.5: 0.7843, recall@top3: 0.8187, prec@top3: 0.6560, recall@top5: 0.9272, prec@top5: 0.4594, loss: 0.0378, grad_norm: 0.2628 2021-04-17 08:24:38,280 - mmaction - INFO - Epoch [5][2980/4610] lr: 3.472e-02, eta: 9:25:44, time: 1.361, data_time: 0.001, memory: 10556, loss_action_cls: 0.0364, recall@thr=0.5: 0.7073, prec@thr=0.5: 0.7805, recall@top3: 0.8254, prec@top3: 0.6510, recall@top5: 0.9343, prec@top5: 0.4538, loss: 0.0364, grad_norm: 0.2563 2021-04-17 08:25:05,659 - mmaction - INFO - Epoch [5][3000/4610] lr: 3.467e-02, eta: 9:25:17, time: 1.370, data_time: 0.002, memory: 10556, loss_action_cls: 0.0372, recall@thr=0.5: 0.7007, prec@thr=0.5: 0.7825, recall@top3: 0.8176, prec@top3: 0.6563, recall@top5: 0.9300, prec@top5: 0.4591, loss: 0.0372, grad_norm: 0.2508 2021-04-17 08:25:33,207 - mmaction - INFO - Epoch [5][3020/4610] lr: 3.463e-02, eta: 9:24:49, time: 1.377, data_time: 0.001, memory: 10556, loss_action_cls: 0.0384, recall@thr=0.5: 0.6909, prec@thr=0.5: 0.7698, recall@top3: 0.8010, prec@top3: 0.6500, recall@top5: 0.9285, prec@top5: 0.4606, loss: 0.0384, grad_norm: 0.2668 2021-04-17 08:26:00,128 - mmaction - INFO - Epoch [5][3040/4610] lr: 3.459e-02, eta: 9:24:21, time: 1.345, data_time: 0.001, memory: 10556, loss_action_cls: 0.0366, recall@thr=0.5: 0.7056, prec@thr=0.5: 0.7763, recall@top3: 0.8254, prec@top3: 0.6523, recall@top5: 0.9301, prec@top5: 0.4530, loss: 0.0366, grad_norm: 0.2534 2021-04-17 08:26:27,033 - mmaction - INFO - Epoch [5][3060/4610] lr: 3.455e-02, eta: 9:23:53, time: 1.345, data_time: 0.001, memory: 10556, loss_action_cls: 0.0375, recall@thr=0.5: 0.6962, prec@thr=0.5: 0.7735, recall@top3: 0.8089, prec@top3: 0.6422, recall@top5: 0.9284, prec@top5: 0.4523, loss: 0.0375, grad_norm: 0.2709 2021-04-17 08:26:55,038 - mmaction - INFO - Epoch [5][3080/4610] lr: 3.450e-02, eta: 9:23:26, time: 1.400, data_time: 0.002, memory: 10556, loss_action_cls: 0.0371, recall@thr=0.5: 0.7034, prec@thr=0.5: 0.7777, recall@top3: 0.8118, prec@top3: 0.6496, recall@top5: 0.9355, prec@top5: 0.4588, loss: 0.0371, grad_norm: 0.2564 2021-04-17 08:27:22,883 - mmaction - INFO - Epoch [5][3100/4610] lr: 3.446e-02, eta: 9:22:59, time: 1.393, data_time: 0.003, memory: 10556, loss_action_cls: 0.0381, recall@thr=0.5: 0.6945, prec@thr=0.5: 0.7737, recall@top3: 0.8048, prec@top3: 0.6533, recall@top5: 0.9283, prec@top5: 0.4637, loss: 0.0381, grad_norm: 0.2634 2021-04-17 08:27:50,086 - mmaction - INFO - Epoch [5][3120/4610] lr: 3.442e-02, eta: 9:22:31, time: 1.360, data_time: 0.001, memory: 10556, loss_action_cls: 0.0382, recall@thr=0.5: 0.6833, prec@thr=0.5: 0.7657, recall@top3: 0.8075, prec@top3: 0.6452, recall@top5: 0.9297, prec@top5: 0.4575, loss: 0.0382, grad_norm: 0.2463 2021-04-17 08:28:17,482 - mmaction - INFO - Epoch [5][3140/4610] lr: 3.438e-02, eta: 9:22:03, time: 1.370, data_time: 0.001, memory: 10556, loss_action_cls: 0.0365, recall@thr=0.5: 0.7172, prec@thr=0.5: 0.7790, recall@top3: 0.8143, prec@top3: 0.6671, recall@top5: 0.9351, prec@top5: 0.4691, loss: 0.0365, grad_norm: 0.2556 2021-04-17 08:28:44,960 - mmaction - INFO - Epoch [5][3160/4610] lr: 3.434e-02, eta: 9:21:36, time: 1.374, data_time: 0.001, memory: 10556, loss_action_cls: 0.0348, recall@thr=0.5: 0.7270, prec@thr=0.5: 0.8018, recall@top3: 0.8284, prec@top3: 0.6775, recall@top5: 0.9450, prec@top5: 0.4774, loss: 0.0348, grad_norm: 0.2314 2021-04-17 08:29:12,153 - mmaction - INFO - Epoch [5][3180/4610] lr: 3.429e-02, eta: 9:21:08, time: 1.359, data_time: 0.001, memory: 10556, loss_action_cls: 0.0356, recall@thr=0.5: 0.7232, prec@thr=0.5: 0.7904, recall@top3: 0.8139, prec@top3: 0.6643, recall@top5: 0.9311, prec@top5: 0.4673, loss: 0.0356, grad_norm: 0.2475 2021-04-17 08:29:38,991 - mmaction - INFO - Epoch [5][3200/4610] lr: 3.425e-02, eta: 9:20:40, time: 1.343, data_time: 0.002, memory: 10556, loss_action_cls: 0.0386, recall@thr=0.5: 0.6987, prec@thr=0.5: 0.7915, recall@top3: 0.8112, prec@top3: 0.6607, recall@top5: 0.9251, prec@top5: 0.4639, loss: 0.0386, grad_norm: 0.2683 2021-04-17 08:30:06,652 - mmaction - INFO - Epoch [5][3220/4610] lr: 3.421e-02, eta: 9:20:12, time: 1.383, data_time: 0.001, memory: 10556, loss_action_cls: 0.0368, recall@thr=0.5: 0.7070, prec@thr=0.5: 0.7864, recall@top3: 0.8142, prec@top3: 0.6646, recall@top5: 0.9401, prec@top5: 0.4718, loss: 0.0368, grad_norm: 0.2510 2021-04-17 08:30:34,554 - mmaction - INFO - Epoch [5][3240/4610] lr: 3.417e-02, eta: 9:19:45, time: 1.394, data_time: 0.001, memory: 10556, loss_action_cls: 0.0360, recall@thr=0.5: 0.7116, prec@thr=0.5: 0.7674, recall@top3: 0.8187, prec@top3: 0.6493, recall@top5: 0.9425, prec@top5: 0.4589, loss: 0.0360, grad_norm: 0.2653 2021-04-17 08:31:01,515 - mmaction - INFO - Epoch [5][3260/4610] lr: 3.412e-02, eta: 9:19:17, time: 1.349, data_time: 0.002, memory: 10556, loss_action_cls: 0.0360, recall@thr=0.5: 0.7138, prec@thr=0.5: 0.7813, recall@top3: 0.8094, prec@top3: 0.6700, recall@top5: 0.9335, prec@top5: 0.4734, loss: 0.0360, grad_norm: 0.2493 2021-04-17 08:31:28,762 - mmaction - INFO - Epoch [5][3280/4610] lr: 3.408e-02, eta: 9:18:49, time: 1.361, data_time: 0.001, memory: 10556, loss_action_cls: 0.0367, recall@thr=0.5: 0.7189, prec@thr=0.5: 0.7923, recall@top3: 0.8179, prec@top3: 0.6676, recall@top5: 0.9357, prec@top5: 0.4695, loss: 0.0367, grad_norm: 0.2647 2021-04-17 08:31:56,164 - mmaction - INFO - Epoch [5][3300/4610] lr: 3.404e-02, eta: 9:18:22, time: 1.372, data_time: 0.002, memory: 10556, loss_action_cls: 0.0374, recall@thr=0.5: 0.7023, prec@thr=0.5: 0.7770, recall@top3: 0.8083, prec@top3: 0.6409, recall@top5: 0.9276, prec@top5: 0.4536, loss: 0.0374, grad_norm: 0.2652 2021-04-17 08:32:23,577 - mmaction - INFO - Epoch [5][3320/4610] lr: 3.400e-02, eta: 9:17:54, time: 1.369, data_time: 0.001, memory: 10556, loss_action_cls: 0.0368, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7767, recall@top3: 0.8146, prec@top3: 0.6676, recall@top5: 0.9261, prec@top5: 0.4654, loss: 0.0368, grad_norm: 0.2498 2021-04-17 08:32:51,210 - mmaction - INFO - Epoch [5][3340/4610] lr: 3.395e-02, eta: 9:17:27, time: 1.381, data_time: 0.003, memory: 10556, loss_action_cls: 0.0376, recall@thr=0.5: 0.6962, prec@thr=0.5: 0.7687, recall@top3: 0.8117, prec@top3: 0.6514, recall@top5: 0.9272, prec@top5: 0.4579, loss: 0.0376, grad_norm: 0.2574 2021-04-17 08:33:18,539 - mmaction - INFO - Epoch [5][3360/4610] lr: 3.391e-02, eta: 9:16:59, time: 1.369, data_time: 0.003, memory: 10556, loss_action_cls: 0.0365, recall@thr=0.5: 0.7117, prec@thr=0.5: 0.7817, recall@top3: 0.8096, prec@top3: 0.6639, recall@top5: 0.9274, prec@top5: 0.4679, loss: 0.0365, grad_norm: 0.2458 2021-04-17 08:33:45,752 - mmaction - INFO - Epoch [5][3380/4610] lr: 3.387e-02, eta: 9:16:31, time: 1.361, data_time: 0.001, memory: 10556, loss_action_cls: 0.0364, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.7774, recall@top3: 0.8156, prec@top3: 0.6405, recall@top5: 0.9320, prec@top5: 0.4523, loss: 0.0364, grad_norm: 0.2490 2021-04-17 08:34:12,854 - mmaction - INFO - Epoch [5][3400/4610] lr: 3.383e-02, eta: 9:16:03, time: 1.355, data_time: 0.001, memory: 10556, loss_action_cls: 0.0388, recall@thr=0.5: 0.6865, prec@thr=0.5: 0.7704, recall@top3: 0.7886, prec@top3: 0.6348, recall@top5: 0.9278, prec@top5: 0.4595, loss: 0.0388, grad_norm: 0.2788 2021-04-17 08:34:40,197 - mmaction - INFO - Epoch [5][3420/4610] lr: 3.378e-02, eta: 9:15:36, time: 1.367, data_time: 0.001, memory: 10556, loss_action_cls: 0.0390, recall@thr=0.5: 0.6982, prec@thr=0.5: 0.7594, recall@top3: 0.8001, prec@top3: 0.6552, recall@top5: 0.9241, prec@top5: 0.4678, loss: 0.0390, grad_norm: 0.2918 2021-04-17 08:35:07,143 - mmaction - INFO - Epoch [5][3440/4610] lr: 3.374e-02, eta: 9:15:08, time: 1.347, data_time: 0.001, memory: 10556, loss_action_cls: 0.0381, recall@thr=0.5: 0.6934, prec@thr=0.5: 0.7725, recall@top3: 0.8194, prec@top3: 0.6511, recall@top5: 0.9251, prec@top5: 0.4525, loss: 0.0381, grad_norm: 0.2735 2021-04-17 08:35:34,110 - mmaction - INFO - Epoch [5][3460/4610] lr: 3.370e-02, eta: 9:14:39, time: 1.349, data_time: 0.001, memory: 10556, loss_action_cls: 0.0376, recall@thr=0.5: 0.7121, prec@thr=0.5: 0.7774, recall@top3: 0.8116, prec@top3: 0.6690, recall@top5: 0.9371, prec@top5: 0.4775, loss: 0.0376, grad_norm: 0.2685 2021-04-17 08:36:01,521 - mmaction - INFO - Epoch [5][3480/4610] lr: 3.366e-02, eta: 9:14:12, time: 1.371, data_time: 0.001, memory: 10556, loss_action_cls: 0.0379, recall@thr=0.5: 0.7092, prec@thr=0.5: 0.7795, recall@top3: 0.8100, prec@top3: 0.6524, recall@top5: 0.9271, prec@top5: 0.4585, loss: 0.0379, grad_norm: 0.2488 2021-04-17 08:36:28,547 - mmaction - INFO - Epoch [5][3500/4610] lr: 3.361e-02, eta: 9:13:44, time: 1.351, data_time: 0.001, memory: 10556, loss_action_cls: 0.0360, recall@thr=0.5: 0.7159, prec@thr=0.5: 0.7878, recall@top3: 0.8114, prec@top3: 0.6668, recall@top5: 0.9436, prec@top5: 0.4760, loss: 0.0360, grad_norm: 0.2549 2021-04-17 08:36:55,746 - mmaction - INFO - Epoch [5][3520/4610] lr: 3.357e-02, eta: 9:13:16, time: 1.360, data_time: 0.001, memory: 10556, loss_action_cls: 0.0386, recall@thr=0.5: 0.6986, prec@thr=0.5: 0.7629, recall@top3: 0.7956, prec@top3: 0.6581, recall@top5: 0.9300, prec@top5: 0.4729, loss: 0.0386, grad_norm: 0.2671 2021-04-17 08:37:23,119 - mmaction - INFO - Epoch [5][3540/4610] lr: 3.353e-02, eta: 9:12:48, time: 1.368, data_time: 0.001, memory: 10556, loss_action_cls: 0.0369, recall@thr=0.5: 0.7008, prec@thr=0.5: 0.7850, recall@top3: 0.8151, prec@top3: 0.6575, recall@top5: 0.9341, prec@top5: 0.4636, loss: 0.0369, grad_norm: 0.2557 2021-04-17 08:37:50,377 - mmaction - INFO - Epoch [5][3560/4610] lr: 3.349e-02, eta: 9:12:21, time: 1.363, data_time: 0.001, memory: 10556, loss_action_cls: 0.0376, recall@thr=0.5: 0.7079, prec@thr=0.5: 0.7836, recall@top3: 0.8163, prec@top3: 0.6563, recall@top5: 0.9290, prec@top5: 0.4598, loss: 0.0376, grad_norm: 0.2567 2021-04-17 08:38:17,619 - mmaction - INFO - Epoch [5][3580/4610] lr: 3.344e-02, eta: 9:11:53, time: 1.361, data_time: 0.001, memory: 10556, loss_action_cls: 0.0373, recall@thr=0.5: 0.7112, prec@thr=0.5: 0.7659, recall@top3: 0.8020, prec@top3: 0.6556, recall@top5: 0.9261, prec@top5: 0.4656, loss: 0.0373, grad_norm: 0.2653 2021-04-17 08:38:44,869 - mmaction - INFO - Epoch [5][3600/4610] lr: 3.340e-02, eta: 9:11:25, time: 1.363, data_time: 0.002, memory: 10556, loss_action_cls: 0.0364, recall@thr=0.5: 0.7001, prec@thr=0.5: 0.7811, recall@top3: 0.8131, prec@top3: 0.6555, recall@top5: 0.9326, prec@top5: 0.4625, loss: 0.0364, grad_norm: 0.2560 2021-04-17 08:39:12,545 - mmaction - INFO - Epoch [5][3620/4610] lr: 3.336e-02, eta: 9:10:58, time: 1.384, data_time: 0.001, memory: 10556, loss_action_cls: 0.0376, recall@thr=0.5: 0.7071, prec@thr=0.5: 0.7779, recall@top3: 0.8079, prec@top3: 0.6631, recall@top5: 0.9335, prec@top5: 0.4704, loss: 0.0376, grad_norm: 0.2619 2021-04-17 08:39:39,625 - mmaction - INFO - Epoch [5][3640/4610] lr: 3.332e-02, eta: 9:10:30, time: 1.354, data_time: 0.001, memory: 10556, loss_action_cls: 0.0364, recall@thr=0.5: 0.7145, prec@thr=0.5: 0.7877, recall@top3: 0.8173, prec@top3: 0.6678, recall@top5: 0.9401, prec@top5: 0.4736, loss: 0.0364, grad_norm: 0.2385 2021-04-17 08:40:07,948 - mmaction - INFO - Epoch [5][3660/4610] lr: 3.327e-02, eta: 9:10:03, time: 1.416, data_time: 0.001, memory: 10556, loss_action_cls: 0.0366, recall@thr=0.5: 0.7054, prec@thr=0.5: 0.7869, recall@top3: 0.8209, prec@top3: 0.6470, recall@top5: 0.9360, prec@top5: 0.4524, loss: 0.0366, grad_norm: 0.2605 2021-04-17 08:40:35,725 - mmaction - INFO - Epoch [5][3680/4610] lr: 3.323e-02, eta: 9:09:36, time: 1.389, data_time: 0.001, memory: 10556, loss_action_cls: 0.0375, recall@thr=0.5: 0.6944, prec@thr=0.5: 0.7733, recall@top3: 0.8090, prec@top3: 0.6555, recall@top5: 0.9319, prec@top5: 0.4638, loss: 0.0375, grad_norm: 0.2651 2021-04-17 08:41:03,091 - mmaction - INFO - Epoch [5][3700/4610] lr: 3.319e-02, eta: 9:09:08, time: 1.368, data_time: 0.001, memory: 10556, loss_action_cls: 0.0384, recall@thr=0.5: 0.7013, prec@thr=0.5: 0.7640, recall@top3: 0.8042, prec@top3: 0.6489, recall@top5: 0.9240, prec@top5: 0.4579, loss: 0.0384, grad_norm: 0.2524 2021-04-17 08:41:30,531 - mmaction - INFO - Epoch [5][3720/4610] lr: 3.315e-02, eta: 9:08:41, time: 1.372, data_time: 0.001, memory: 10556, loss_action_cls: 0.0364, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7785, recall@top3: 0.8166, prec@top3: 0.6539, recall@top5: 0.9370, prec@top5: 0.4624, loss: 0.0364, grad_norm: 0.2501 2021-04-17 08:41:58,070 - mmaction - INFO - Epoch [5][3740/4610] lr: 3.310e-02, eta: 9:08:13, time: 1.377, data_time: 0.001, memory: 10556, loss_action_cls: 0.0385, recall@thr=0.5: 0.6915, prec@thr=0.5: 0.7682, recall@top3: 0.8041, prec@top3: 0.6582, recall@top5: 0.9239, prec@top5: 0.4654, loss: 0.0385, grad_norm: 0.2627 2021-04-17 08:42:25,608 - mmaction - INFO - Epoch [5][3760/4610] lr: 3.306e-02, eta: 9:07:46, time: 1.377, data_time: 0.001, memory: 10556, loss_action_cls: 0.0372, recall@thr=0.5: 0.7080, prec@thr=0.5: 0.7798, recall@top3: 0.8154, prec@top3: 0.6646, recall@top5: 0.9355, prec@top5: 0.4698, loss: 0.0372, grad_norm: 0.2421 2021-04-17 08:42:52,766 - mmaction - INFO - Epoch [5][3780/4610] lr: 3.302e-02, eta: 9:07:18, time: 1.358, data_time: 0.001, memory: 10556, loss_action_cls: 0.0372, recall@thr=0.5: 0.7050, prec@thr=0.5: 0.7705, recall@top3: 0.8116, prec@top3: 0.6446, recall@top5: 0.9312, prec@top5: 0.4527, loss: 0.0372, grad_norm: 0.2524 2021-04-17 08:43:20,386 - mmaction - INFO - Epoch [5][3800/4610] lr: 3.298e-02, eta: 9:06:50, time: 1.380, data_time: 0.001, memory: 10556, loss_action_cls: 0.0370, recall@thr=0.5: 0.7165, prec@thr=0.5: 0.7922, recall@top3: 0.8191, prec@top3: 0.6722, recall@top5: 0.9323, prec@top5: 0.4708, loss: 0.0370, grad_norm: 0.2517 2021-04-17 08:43:47,386 - mmaction - INFO - Epoch [5][3820/4610] lr: 3.293e-02, eta: 9:06:22, time: 1.351, data_time: 0.002, memory: 10556, loss_action_cls: 0.0356, recall@thr=0.5: 0.7332, prec@thr=0.5: 0.8002, recall@top3: 0.8187, prec@top3: 0.6827, recall@top5: 0.9311, prec@top5: 0.4775, loss: 0.0356, grad_norm: 0.2293 2021-04-17 08:44:14,512 - mmaction - INFO - Epoch [5][3840/4610] lr: 3.289e-02, eta: 9:05:55, time: 1.356, data_time: 0.001, memory: 10556, loss_action_cls: 0.0357, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7868, recall@top3: 0.8293, prec@top3: 0.6647, recall@top5: 0.9386, prec@top5: 0.4658, loss: 0.0357, grad_norm: 0.2417 2021-04-17 08:44:41,427 - mmaction - INFO - Epoch [5][3860/4610] lr: 3.285e-02, eta: 9:05:26, time: 1.346, data_time: 0.001, memory: 10556, loss_action_cls: 0.0356, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.7839, recall@top3: 0.8188, prec@top3: 0.6628, recall@top5: 0.9441, prec@top5: 0.4705, loss: 0.0356, grad_norm: 0.2534 2021-04-17 08:45:08,744 - mmaction - INFO - Epoch [5][3880/4610] lr: 3.281e-02, eta: 9:04:59, time: 1.366, data_time: 0.001, memory: 10556, loss_action_cls: 0.0359, recall@thr=0.5: 0.7062, prec@thr=0.5: 0.7812, recall@top3: 0.8185, prec@top3: 0.6611, recall@top5: 0.9325, prec@top5: 0.4601, loss: 0.0359, grad_norm: 0.2509 2021-04-17 08:45:36,162 - mmaction - INFO - Epoch [5][3900/4610] lr: 3.276e-02, eta: 9:04:31, time: 1.371, data_time: 0.001, memory: 10556, loss_action_cls: 0.0361, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.7859, recall@top3: 0.8227, prec@top3: 0.6613, recall@top5: 0.9385, prec@top5: 0.4648, loss: 0.0361, grad_norm: 0.2458 2021-04-17 08:46:03,609 - mmaction - INFO - Epoch [5][3920/4610] lr: 3.272e-02, eta: 9:04:04, time: 1.371, data_time: 0.001, memory: 10556, loss_action_cls: 0.0360, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.7998, recall@top3: 0.8253, prec@top3: 0.6717, recall@top5: 0.9360, prec@top5: 0.4682, loss: 0.0360, grad_norm: 0.2446 2021-04-17 08:46:31,074 - mmaction - INFO - Epoch [5][3940/4610] lr: 3.268e-02, eta: 9:03:36, time: 1.375, data_time: 0.002, memory: 10556, loss_action_cls: 0.0356, recall@thr=0.5: 0.7125, prec@thr=0.5: 0.7867, recall@top3: 0.8200, prec@top3: 0.6617, recall@top5: 0.9398, prec@top5: 0.4659, loss: 0.0356, grad_norm: 0.2575 2021-04-17 08:46:58,098 - mmaction - INFO - Epoch [5][3960/4610] lr: 3.264e-02, eta: 9:03:08, time: 1.350, data_time: 0.001, memory: 10556, loss_action_cls: 0.0372, recall@thr=0.5: 0.7167, prec@thr=0.5: 0.7904, recall@top3: 0.8054, prec@top3: 0.6498, recall@top5: 0.9307, prec@top5: 0.4615, loss: 0.0372, grad_norm: 0.2544 2021-04-17 08:47:25,779 - mmaction - INFO - Epoch [5][3980/4610] lr: 3.259e-02, eta: 9:02:41, time: 1.384, data_time: 0.002, memory: 10556, loss_action_cls: 0.0367, recall@thr=0.5: 0.7157, prec@thr=0.5: 0.7953, recall@top3: 0.8168, prec@top3: 0.6682, recall@top5: 0.9399, prec@top5: 0.4707, loss: 0.0367, grad_norm: 0.2501 2021-04-17 08:47:52,944 - mmaction - INFO - Epoch [5][4000/4610] lr: 3.255e-02, eta: 9:02:13, time: 1.358, data_time: 0.002, memory: 10556, loss_action_cls: 0.0372, recall@thr=0.5: 0.7076, prec@thr=0.5: 0.7829, recall@top3: 0.8101, prec@top3: 0.6597, recall@top5: 0.9296, prec@top5: 0.4620, loss: 0.0372, grad_norm: 0.2491 2021-04-17 08:48:19,875 - mmaction - INFO - Epoch [5][4020/4610] lr: 3.251e-02, eta: 9:01:45, time: 1.348, data_time: 0.002, memory: 10556, loss_action_cls: 0.0377, recall@thr=0.5: 0.6945, prec@thr=0.5: 0.7685, recall@top3: 0.8076, prec@top3: 0.6361, recall@top5: 0.9316, prec@top5: 0.4489, loss: 0.0377, grad_norm: 0.2718 2021-04-17 08:48:46,764 - mmaction - INFO - Epoch [5][4040/4610] lr: 3.247e-02, eta: 9:01:17, time: 1.345, data_time: 0.001, memory: 10556, loss_action_cls: 0.0375, recall@thr=0.5: 0.7077, prec@thr=0.5: 0.7769, recall@top3: 0.8117, prec@top3: 0.6488, recall@top5: 0.9299, prec@top5: 0.4564, loss: 0.0375, grad_norm: 0.2671 2021-04-17 08:49:14,079 - mmaction - INFO - Epoch [5][4060/4610] lr: 3.242e-02, eta: 9:00:49, time: 1.365, data_time: 0.001, memory: 10556, loss_action_cls: 0.0373, recall@thr=0.5: 0.6995, prec@thr=0.5: 0.7739, recall@top3: 0.8074, prec@top3: 0.6642, recall@top5: 0.9347, prec@top5: 0.4713, loss: 0.0373, grad_norm: 0.2773 2021-04-17 08:49:41,706 - mmaction - INFO - Epoch [5][4080/4610] lr: 3.238e-02, eta: 9:00:22, time: 1.382, data_time: 0.002, memory: 10556, loss_action_cls: 0.0370, recall@thr=0.5: 0.7077, prec@thr=0.5: 0.7847, recall@top3: 0.8125, prec@top3: 0.6550, recall@top5: 0.9325, prec@top5: 0.4603, loss: 0.0370, grad_norm: 0.2571 2021-04-17 08:50:09,282 - mmaction - INFO - Epoch [5][4100/4610] lr: 3.234e-02, eta: 8:59:54, time: 1.378, data_time: 0.001, memory: 10556, loss_action_cls: 0.0362, recall@thr=0.5: 0.7103, prec@thr=0.5: 0.7864, recall@top3: 0.8167, prec@top3: 0.6568, recall@top5: 0.9350, prec@top5: 0.4647, loss: 0.0362, grad_norm: 0.2407 2021-04-17 08:50:36,659 - mmaction - INFO - Epoch [5][4120/4610] lr: 3.230e-02, eta: 8:59:27, time: 1.369, data_time: 0.001, memory: 10556, loss_action_cls: 0.0363, recall@thr=0.5: 0.7134, prec@thr=0.5: 0.7897, recall@top3: 0.8170, prec@top3: 0.6530, recall@top5: 0.9350, prec@top5: 0.4586, loss: 0.0363, grad_norm: 0.2606 2021-04-17 08:51:04,235 - mmaction - INFO - Epoch [5][4140/4610] lr: 3.225e-02, eta: 8:58:59, time: 1.378, data_time: 0.001, memory: 10556, loss_action_cls: 0.0377, recall@thr=0.5: 0.7122, prec@thr=0.5: 0.7882, recall@top3: 0.8026, prec@top3: 0.6623, recall@top5: 0.9249, prec@top5: 0.4707, loss: 0.0377, grad_norm: 0.2528 2021-04-17 08:51:31,467 - mmaction - INFO - Epoch [5][4160/4610] lr: 3.221e-02, eta: 8:58:31, time: 1.362, data_time: 0.009, memory: 10556, loss_action_cls: 0.0375, recall@thr=0.5: 0.7071, prec@thr=0.5: 0.7676, recall@top3: 0.8102, prec@top3: 0.6509, recall@top5: 0.9309, prec@top5: 0.4614, loss: 0.0375, grad_norm: 0.2605 2021-04-17 08:51:58,797 - mmaction - INFO - Epoch [5][4180/4610] lr: 3.217e-02, eta: 8:58:04, time: 1.367, data_time: 0.001, memory: 10556, loss_action_cls: 0.0380, recall@thr=0.5: 0.7099, prec@thr=0.5: 0.7734, recall@top3: 0.8128, prec@top3: 0.6593, recall@top5: 0.9293, prec@top5: 0.4651, loss: 0.0380, grad_norm: 0.2522 2021-04-17 08:52:26,184 - mmaction - INFO - Epoch [5][4200/4610] lr: 3.213e-02, eta: 8:57:36, time: 1.368, data_time: 0.001, memory: 10556, loss_action_cls: 0.0367, recall@thr=0.5: 0.7163, prec@thr=0.5: 0.7875, recall@top3: 0.8203, prec@top3: 0.6611, recall@top5: 0.9343, prec@top5: 0.4630, loss: 0.0367, grad_norm: 0.2580 2021-04-17 08:52:53,386 - mmaction - INFO - Epoch [5][4220/4610] lr: 3.208e-02, eta: 8:57:08, time: 1.361, data_time: 0.002, memory: 10556, loss_action_cls: 0.0372, recall@thr=0.5: 0.6931, prec@thr=0.5: 0.7732, recall@top3: 0.8004, prec@top3: 0.6588, recall@top5: 0.9334, prec@top5: 0.4701, loss: 0.0372, grad_norm: 0.2593 2021-04-17 08:53:20,641 - mmaction - INFO - Epoch [5][4240/4610] lr: 3.204e-02, eta: 8:56:40, time: 1.364, data_time: 0.002, memory: 10556, loss_action_cls: 0.0352, recall@thr=0.5: 0.7350, prec@thr=0.5: 0.7947, recall@top3: 0.8206, prec@top3: 0.6724, recall@top5: 0.9363, prec@top5: 0.4703, loss: 0.0352, grad_norm: 0.2478 2021-04-17 08:53:48,474 - mmaction - INFO - Epoch [5][4260/4610] lr: 3.200e-02, eta: 8:56:13, time: 1.392, data_time: 0.001, memory: 10556, loss_action_cls: 0.0371, recall@thr=0.5: 0.7099, prec@thr=0.5: 0.7738, recall@top3: 0.8140, prec@top3: 0.6685, recall@top5: 0.9361, prec@top5: 0.4725, loss: 0.0371, grad_norm: 0.2527 2021-04-17 08:54:15,978 - mmaction - INFO - Epoch [5][4280/4610] lr: 3.195e-02, eta: 8:55:46, time: 1.375, data_time: 0.001, memory: 10556, loss_action_cls: 0.0377, recall@thr=0.5: 0.7005, prec@thr=0.5: 0.7664, recall@top3: 0.8108, prec@top3: 0.6613, recall@top5: 0.9255, prec@top5: 0.4600, loss: 0.0377, grad_norm: 0.2498 2021-04-17 08:54:43,302 - mmaction - INFO - Epoch [5][4300/4610] lr: 3.191e-02, eta: 8:55:18, time: 1.366, data_time: 0.001, memory: 10556, loss_action_cls: 0.0383, recall@thr=0.5: 0.6973, prec@thr=0.5: 0.7678, recall@top3: 0.7996, prec@top3: 0.6582, recall@top5: 0.9256, prec@top5: 0.4655, loss: 0.0383, grad_norm: 0.2513 2021-04-17 08:55:10,835 - mmaction - INFO - Epoch [5][4320/4610] lr: 3.187e-02, eta: 8:54:51, time: 1.377, data_time: 0.001, memory: 10556, loss_action_cls: 0.0362, recall@thr=0.5: 0.7147, prec@thr=0.5: 0.7885, recall@top3: 0.8246, prec@top3: 0.6656, recall@top5: 0.9456, prec@top5: 0.4675, loss: 0.0362, grad_norm: 0.2672 2021-04-17 08:55:38,250 - mmaction - INFO - Epoch [5][4340/4610] lr: 3.183e-02, eta: 8:54:23, time: 1.371, data_time: 0.001, memory: 10556, loss_action_cls: 0.0379, recall@thr=0.5: 0.7001, prec@thr=0.5: 0.7706, recall@top3: 0.7984, prec@top3: 0.6452, recall@top5: 0.9275, prec@top5: 0.4602, loss: 0.0379, grad_norm: 0.2521 2021-04-17 08:56:05,668 - mmaction - INFO - Epoch [5][4360/4610] lr: 3.178e-02, eta: 8:53:56, time: 1.371, data_time: 0.001, memory: 10556, loss_action_cls: 0.0366, recall@thr=0.5: 0.6987, prec@thr=0.5: 0.7938, recall@top3: 0.8179, prec@top3: 0.6629, recall@top5: 0.9337, prec@top5: 0.4640, loss: 0.0366, grad_norm: 0.2415 2021-04-17 08:56:32,934 - mmaction - INFO - Epoch [5][4380/4610] lr: 3.174e-02, eta: 8:53:28, time: 1.363, data_time: 0.001, memory: 10556, loss_action_cls: 0.0357, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.7838, recall@top3: 0.8199, prec@top3: 0.6676, recall@top5: 0.9408, prec@top5: 0.4705, loss: 0.0357, grad_norm: 0.2530 2021-04-17 08:57:00,302 - mmaction - INFO - Epoch [5][4400/4610] lr: 3.170e-02, eta: 8:53:00, time: 1.368, data_time: 0.001, memory: 10556, loss_action_cls: 0.0394, recall@thr=0.5: 0.6982, prec@thr=0.5: 0.7688, recall@top3: 0.7958, prec@top3: 0.6526, recall@top5: 0.9234, prec@top5: 0.4663, loss: 0.0394, grad_norm: 0.2542 2021-04-17 08:57:27,565 - mmaction - INFO - Epoch [5][4420/4610] lr: 3.166e-02, eta: 8:52:32, time: 1.364, data_time: 0.001, memory: 10556, loss_action_cls: 0.0360, recall@thr=0.5: 0.7050, prec@thr=0.5: 0.7912, recall@top3: 0.8185, prec@top3: 0.6717, recall@top5: 0.9385, prec@top5: 0.4721, loss: 0.0360, grad_norm: 0.2524 2021-04-17 08:57:54,872 - mmaction - INFO - Epoch [5][4440/4610] lr: 3.161e-02, eta: 8:52:05, time: 1.365, data_time: 0.001, memory: 10556, loss_action_cls: 0.0366, recall@thr=0.5: 0.7074, prec@thr=0.5: 0.7724, recall@top3: 0.8135, prec@top3: 0.6456, recall@top5: 0.9334, prec@top5: 0.4566, loss: 0.0366, grad_norm: 0.2659 2021-04-17 08:58:22,378 - mmaction - INFO - Epoch [5][4460/4610] lr: 3.157e-02, eta: 8:51:37, time: 1.375, data_time: 0.001, memory: 10556, loss_action_cls: 0.0369, recall@thr=0.5: 0.7115, prec@thr=0.5: 0.7811, recall@top3: 0.8082, prec@top3: 0.6654, recall@top5: 0.9312, prec@top5: 0.4702, loss: 0.0369, grad_norm: 0.2404 2021-04-17 08:58:49,712 - mmaction - INFO - Epoch [5][4480/4610] lr: 3.153e-02, eta: 8:51:10, time: 1.366, data_time: 0.001, memory: 10556, loss_action_cls: 0.0355, recall@thr=0.5: 0.7115, prec@thr=0.5: 0.7847, recall@top3: 0.8241, prec@top3: 0.6584, recall@top5: 0.9376, prec@top5: 0.4592, loss: 0.0355, grad_norm: 0.2435 2021-04-17 08:59:16,721 - mmaction - INFO - Epoch [5][4500/4610] lr: 3.149e-02, eta: 8:50:42, time: 1.351, data_time: 0.002, memory: 10556, loss_action_cls: 0.0378, recall@thr=0.5: 0.7022, prec@thr=0.5: 0.7718, recall@top3: 0.7984, prec@top3: 0.6661, recall@top5: 0.9274, prec@top5: 0.4740, loss: 0.0378, grad_norm: 0.2621 2021-04-17 08:59:44,068 - mmaction - INFO - Epoch [5][4520/4610] lr: 3.144e-02, eta: 8:50:14, time: 1.367, data_time: 0.001, memory: 10556, loss_action_cls: 0.0356, recall@thr=0.5: 0.7126, prec@thr=0.5: 0.7859, recall@top3: 0.8289, prec@top3: 0.6803, recall@top5: 0.9423, prec@top5: 0.4757, loss: 0.0356, grad_norm: 0.2560 2021-04-17 09:00:11,418 - mmaction - INFO - Epoch [5][4540/4610] lr: 3.140e-02, eta: 8:49:46, time: 1.367, data_time: 0.001, memory: 10556, loss_action_cls: 0.0354, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.8016, recall@top3: 0.8294, prec@top3: 0.6777, recall@top5: 0.9426, prec@top5: 0.4734, loss: 0.0354, grad_norm: 0.2466 2021-04-17 09:00:38,911 - mmaction - INFO - Epoch [5][4560/4610] lr: 3.136e-02, eta: 8:49:19, time: 1.374, data_time: 0.001, memory: 10556, loss_action_cls: 0.0362, recall@thr=0.5: 0.7192, prec@thr=0.5: 0.7969, recall@top3: 0.8143, prec@top3: 0.6792, recall@top5: 0.9383, prec@top5: 0.4816, loss: 0.0362, grad_norm: 0.2437 2021-04-17 09:01:06,063 - mmaction - INFO - Epoch [5][4580/4610] lr: 3.132e-02, eta: 8:48:51, time: 1.358, data_time: 0.001, memory: 10556, loss_action_cls: 0.0383, recall@thr=0.5: 0.6855, prec@thr=0.5: 0.7675, recall@top3: 0.7996, prec@top3: 0.6502, recall@top5: 0.9320, prec@top5: 0.4662, loss: 0.0383, grad_norm: 0.2839 2021-04-17 09:01:33,334 - mmaction - INFO - Epoch [5][4600/4610] lr: 3.127e-02, eta: 8:48:23, time: 1.363, data_time: 0.001, memory: 10556, loss_action_cls: 0.0371, recall@thr=0.5: 0.7174, prec@thr=0.5: 0.7896, recall@top3: 0.8188, prec@top3: 0.6685, recall@top5: 0.9353, prec@top5: 0.4698, loss: 0.0371, grad_norm: 0.2656 2021-04-17 09:01:48,821 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-04-17 09:25:14,202 - mmaction - INFO - Evaluating mAP ... 2021-04-17 09:31:16,774 - mmaction - INFO - mAP@0.5IOU 0.2639 2021-04-17 09:31:19,408 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_5.pth. 2021-04-17 09:31:19,408 - mmaction - INFO - Best mAP@0.5IOU is 0.2639 at 5 epoch. 2021-04-17 09:31:20,582 - mmaction - INFO - Epoch(val) [5][4610] mAP@0.5IOU: 0.2639 2021-04-17 09:32:30,210 - mmaction - INFO - Epoch [6][20/4610] lr: 3.121e-02, eta: 8:48:10, time: 3.481, data_time: 2.138, memory: 10556, loss_action_cls: 0.0379, recall@thr=0.5: 0.6859, prec@thr=0.5: 0.7724, recall@top3: 0.7914, prec@top3: 0.6398, recall@top5: 0.9248, prec@top5: 0.4616, loss: 0.0379, grad_norm: 0.2720 2021-04-17 09:32:56,889 - mmaction - INFO - Epoch [6][40/4610] lr: 3.117e-02, eta: 8:47:42, time: 1.334, data_time: 0.002, memory: 10556, loss_action_cls: 0.0369, recall@thr=0.5: 0.7126, prec@thr=0.5: 0.7800, recall@top3: 0.8149, prec@top3: 0.6539, recall@top5: 0.9316, prec@top5: 0.4608, loss: 0.0369, grad_norm: 0.2535 2021-04-17 09:33:24,251 - mmaction - INFO - Epoch [6][60/4610] lr: 3.112e-02, eta: 8:47:14, time: 1.367, data_time: 0.001, memory: 10556, loss_action_cls: 0.0363, recall@thr=0.5: 0.7096, prec@thr=0.5: 0.7890, recall@top3: 0.8209, prec@top3: 0.6636, recall@top5: 0.9382, prec@top5: 0.4672, loss: 0.0363, grad_norm: 0.2493 2021-04-17 09:33:51,428 - mmaction - INFO - Epoch [6][80/4610] lr: 3.108e-02, eta: 8:46:46, time: 1.359, data_time: 0.002, memory: 10556, loss_action_cls: 0.0365, recall@thr=0.5: 0.7170, prec@thr=0.5: 0.7892, recall@top3: 0.8149, prec@top3: 0.6683, recall@top5: 0.9310, prec@top5: 0.4694, loss: 0.0365, grad_norm: 0.2462 2021-04-17 09:34:18,878 - mmaction - INFO - Epoch [6][100/4610] lr: 3.104e-02, eta: 8:46:19, time: 1.372, data_time: 0.001, memory: 10556, loss_action_cls: 0.0346, recall@thr=0.5: 0.7237, prec@thr=0.5: 0.7917, recall@top3: 0.8366, prec@top3: 0.6679, recall@top5: 0.9426, prec@top5: 0.4623, loss: 0.0346, grad_norm: 0.2348 2021-04-17 09:34:46,179 - mmaction - INFO - Epoch [6][120/4610] lr: 3.100e-02, eta: 8:45:51, time: 1.365, data_time: 0.002, memory: 10556, loss_action_cls: 0.0370, recall@thr=0.5: 0.7053, prec@thr=0.5: 0.7845, recall@top3: 0.8066, prec@top3: 0.6566, recall@top5: 0.9328, prec@top5: 0.4655, loss: 0.0370, grad_norm: 0.2505 2021-04-17 09:35:13,421 - mmaction - INFO - Epoch [6][140/4610] lr: 3.095e-02, eta: 8:45:23, time: 1.362, data_time: 0.002, memory: 10556, loss_action_cls: 0.0358, recall@thr=0.5: 0.7157, prec@thr=0.5: 0.7848, recall@top3: 0.8175, prec@top3: 0.6470, recall@top5: 0.9379, prec@top5: 0.4565, loss: 0.0358, grad_norm: 0.2554 2021-04-17 09:35:40,596 - mmaction - INFO - Epoch [6][160/4610] lr: 3.091e-02, eta: 8:44:55, time: 1.360, data_time: 0.002, memory: 10556, loss_action_cls: 0.0358, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7943, recall@top3: 0.8262, prec@top3: 0.6709, recall@top5: 0.9396, prec@top5: 0.4694, loss: 0.0358, grad_norm: 0.2512 2021-04-17 09:36:07,531 - mmaction - INFO - Epoch [6][180/4610] lr: 3.087e-02, eta: 8:44:27, time: 1.345, data_time: 0.001, memory: 10556, loss_action_cls: 0.0374, recall@thr=0.5: 0.7075, prec@thr=0.5: 0.7913, recall@top3: 0.8192, prec@top3: 0.6496, recall@top5: 0.9301, prec@top5: 0.4540, loss: 0.0374, grad_norm: 0.2515 2021-04-17 09:36:34,954 - mmaction - INFO - Epoch [6][200/4610] lr: 3.083e-02, eta: 8:44:00, time: 1.372, data_time: 0.002, memory: 10556, loss_action_cls: 0.0363, recall@thr=0.5: 0.6922, prec@thr=0.5: 0.7785, recall@top3: 0.8131, prec@top3: 0.6528, recall@top5: 0.9401, prec@top5: 0.4611, loss: 0.0363, grad_norm: 0.2567 2021-04-17 09:37:02,310 - mmaction - INFO - Epoch [6][220/4610] lr: 3.078e-02, eta: 8:43:32, time: 1.369, data_time: 0.002, memory: 10556, loss_action_cls: 0.0362, recall@thr=0.5: 0.7112, prec@thr=0.5: 0.7849, recall@top3: 0.8142, prec@top3: 0.6593, recall@top5: 0.9316, prec@top5: 0.4632, loss: 0.0362, grad_norm: 0.2425 2021-04-17 09:37:29,793 - mmaction - INFO - Epoch [6][240/4610] lr: 3.074e-02, eta: 8:43:04, time: 1.374, data_time: 0.001, memory: 10556, loss_action_cls: 0.0351, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.7896, recall@top3: 0.8211, prec@top3: 0.6631, recall@top5: 0.9390, prec@top5: 0.4671, loss: 0.0351, grad_norm: 0.2452 2021-04-17 09:37:57,545 - mmaction - INFO - Epoch [6][260/4610] lr: 3.070e-02, eta: 8:42:37, time: 1.387, data_time: 0.001, memory: 10556, loss_action_cls: 0.0358, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7805, recall@top3: 0.8158, prec@top3: 0.6527, recall@top5: 0.9361, prec@top5: 0.4616, loss: 0.0358, grad_norm: 0.2645 2021-04-17 09:38:24,834 - mmaction - INFO - Epoch [6][280/4610] lr: 3.066e-02, eta: 8:42:09, time: 1.365, data_time: 0.002, memory: 10556, loss_action_cls: 0.0375, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7876, recall@top3: 0.8131, prec@top3: 0.6686, recall@top5: 0.9284, prec@top5: 0.4706, loss: 0.0375, grad_norm: 0.2725 2021-04-17 09:38:52,276 - mmaction - INFO - Epoch [6][300/4610] lr: 3.061e-02, eta: 8:41:42, time: 1.372, data_time: 0.001, memory: 10556, loss_action_cls: 0.0344, recall@thr=0.5: 0.7128, prec@thr=0.5: 0.7967, recall@top3: 0.8289, prec@top3: 0.6574, recall@top5: 0.9365, prec@top5: 0.4553, loss: 0.0344, grad_norm: 0.2515 2021-04-17 09:39:19,552 - mmaction - INFO - Epoch [6][320/4610] lr: 3.057e-02, eta: 8:41:14, time: 1.364, data_time: 0.002, memory: 10556, loss_action_cls: 0.0367, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.7836, recall@top3: 0.8217, prec@top3: 0.6745, recall@top5: 0.9363, prec@top5: 0.4711, loss: 0.0367, grad_norm: 0.2595 2021-04-17 09:39:46,603 - mmaction - INFO - Epoch [6][340/4610] lr: 3.053e-02, eta: 8:40:46, time: 1.352, data_time: 0.001, memory: 10556, loss_action_cls: 0.0377, recall@thr=0.5: 0.6932, prec@thr=0.5: 0.7634, recall@top3: 0.8104, prec@top3: 0.6388, recall@top5: 0.9303, prec@top5: 0.4542, loss: 0.0377, grad_norm: 0.2628 2021-04-17 09:40:13,893 - mmaction - INFO - Epoch [6][360/4610] lr: 3.049e-02, eta: 8:40:18, time: 1.365, data_time: 0.001, memory: 10556, loss_action_cls: 0.0376, recall@thr=0.5: 0.7135, prec@thr=0.5: 0.7746, recall@top3: 0.8056, prec@top3: 0.6543, recall@top5: 0.9334, prec@top5: 0.4668, loss: 0.0376, grad_norm: 0.2592 2021-04-17 09:40:41,328 - mmaction - INFO - Epoch [6][380/4610] lr: 3.044e-02, eta: 8:39:51, time: 1.372, data_time: 0.001, memory: 10556, loss_action_cls: 0.0360, recall@thr=0.5: 0.7085, prec@thr=0.5: 0.7982, recall@top3: 0.8222, prec@top3: 0.6718, recall@top5: 0.9349, prec@top5: 0.4695, loss: 0.0360, grad_norm: 0.2585 2021-04-17 09:41:08,344 - mmaction - INFO - Epoch [6][400/4610] lr: 3.040e-02, eta: 8:39:23, time: 1.351, data_time: 0.001, memory: 10556, loss_action_cls: 0.0361, recall@thr=0.5: 0.7102, prec@thr=0.5: 0.7828, recall@top3: 0.8101, prec@top3: 0.6614, recall@top5: 0.9434, prec@top5: 0.4738, loss: 0.0361, grad_norm: 0.2750 2021-04-17 09:41:35,441 - mmaction - INFO - Epoch [6][420/4610] lr: 3.036e-02, eta: 8:38:55, time: 1.355, data_time: 0.001, memory: 10556, loss_action_cls: 0.0360, recall@thr=0.5: 0.7194, prec@thr=0.5: 0.7813, recall@top3: 0.8171, prec@top3: 0.6601, recall@top5: 0.9373, prec@top5: 0.4660, loss: 0.0360, grad_norm: 0.2813 2021-04-17 09:42:02,740 - mmaction - INFO - Epoch [6][440/4610] lr: 3.032e-02, eta: 8:38:27, time: 1.365, data_time: 0.001, memory: 10556, loss_action_cls: 0.0368, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.7840, recall@top3: 0.8161, prec@top3: 0.6512, recall@top5: 0.9321, prec@top5: 0.4569, loss: 0.0368, grad_norm: 0.2705 2021-04-17 09:42:29,942 - mmaction - INFO - Epoch [6][460/4610] lr: 3.027e-02, eta: 8:37:59, time: 1.360, data_time: 0.001, memory: 10556, loss_action_cls: 0.0366, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7847, recall@top3: 0.8145, prec@top3: 0.6683, recall@top5: 0.9388, prec@top5: 0.4723, loss: 0.0366, grad_norm: 0.2578 2021-04-17 09:42:57,155 - mmaction - INFO - Epoch [6][480/4610] lr: 3.023e-02, eta: 8:37:31, time: 1.360, data_time: 0.001, memory: 10556, loss_action_cls: 0.0363, recall@thr=0.5: 0.7192, prec@thr=0.5: 0.7847, recall@top3: 0.8073, prec@top3: 0.6649, recall@top5: 0.9356, prec@top5: 0.4752, loss: 0.0363, grad_norm: 0.2585 2021-04-17 09:43:24,679 - mmaction - INFO - Epoch [6][500/4610] lr: 3.019e-02, eta: 8:37:04, time: 1.377, data_time: 0.002, memory: 10556, loss_action_cls: 0.0354, recall@thr=0.5: 0.7367, prec@thr=0.5: 0.8081, recall@top3: 0.8273, prec@top3: 0.6874, recall@top5: 0.9255, prec@top5: 0.4719, loss: 0.0354, grad_norm: 0.2449 2021-04-17 09:43:52,155 - mmaction - INFO - Epoch [6][520/4610] lr: 3.014e-02, eta: 8:36:36, time: 1.374, data_time: 0.001, memory: 10556, loss_action_cls: 0.0370, recall@thr=0.5: 0.7129, prec@thr=0.5: 0.7855, recall@top3: 0.8116, prec@top3: 0.6493, recall@top5: 0.9299, prec@top5: 0.4572, loss: 0.0370, grad_norm: 0.2578 2021-04-17 09:44:19,835 - mmaction - INFO - Epoch [6][540/4610] lr: 3.010e-02, eta: 8:36:09, time: 1.383, data_time: 0.001, memory: 10556, loss_action_cls: 0.0360, recall@thr=0.5: 0.7074, prec@thr=0.5: 0.7808, recall@top3: 0.8229, prec@top3: 0.6670, recall@top5: 0.9354, prec@top5: 0.4668, loss: 0.0360, grad_norm: 0.2644 2021-04-17 09:44:46,817 - mmaction - INFO - Epoch [6][560/4610] lr: 3.006e-02, eta: 8:35:41, time: 1.349, data_time: 0.002, memory: 10556, loss_action_cls: 0.0341, recall@thr=0.5: 0.7319, prec@thr=0.5: 0.8102, recall@top3: 0.8320, prec@top3: 0.6862, recall@top5: 0.9411, prec@top5: 0.4774, loss: 0.0341, grad_norm: 0.2394 2021-04-17 09:45:14,160 - mmaction - INFO - Epoch [6][580/4610] lr: 3.002e-02, eta: 8:35:13, time: 1.368, data_time: 0.002, memory: 10556, loss_action_cls: 0.0352, recall@thr=0.5: 0.7309, prec@thr=0.5: 0.7906, recall@top3: 0.8265, prec@top3: 0.6641, recall@top5: 0.9411, prec@top5: 0.4647, loss: 0.0352, grad_norm: 0.2442 2021-04-17 09:45:41,808 - mmaction - INFO - Epoch [6][600/4610] lr: 2.997e-02, eta: 8:34:46, time: 1.382, data_time: 0.001, memory: 10556, loss_action_cls: 0.0374, recall@thr=0.5: 0.6968, prec@thr=0.5: 0.7875, recall@top3: 0.8129, prec@top3: 0.6625, recall@top5: 0.9284, prec@top5: 0.4647, loss: 0.0374, grad_norm: 0.2687 2021-04-17 09:46:09,005 - mmaction - INFO - Epoch [6][620/4610] lr: 2.993e-02, eta: 8:34:18, time: 1.359, data_time: 0.001, memory: 10556, loss_action_cls: 0.0355, recall@thr=0.5: 0.7124, prec@thr=0.5: 0.7847, recall@top3: 0.8275, prec@top3: 0.6449, recall@top5: 0.9358, prec@top5: 0.4484, loss: 0.0355, grad_norm: 0.2507 2021-04-17 09:46:36,545 - mmaction - INFO - Epoch [6][640/4610] lr: 2.989e-02, eta: 8:33:51, time: 1.378, data_time: 0.002, memory: 10556, loss_action_cls: 0.0351, recall@thr=0.5: 0.7187, prec@thr=0.5: 0.8031, recall@top3: 0.8264, prec@top3: 0.6721, recall@top5: 0.9405, prec@top5: 0.4693, loss: 0.0351, grad_norm: 0.2573 2021-04-17 09:47:03,821 - mmaction - INFO - Epoch [6][660/4610] lr: 2.985e-02, eta: 8:33:23, time: 1.364, data_time: 0.001, memory: 10556, loss_action_cls: 0.0343, recall@thr=0.5: 0.7404, prec@thr=0.5: 0.7968, recall@top3: 0.8212, prec@top3: 0.6773, recall@top5: 0.9449, prec@top5: 0.4783, loss: 0.0343, grad_norm: 0.2467 2021-04-17 09:47:30,965 - mmaction - INFO - Epoch [6][680/4610] lr: 2.980e-02, eta: 8:32:55, time: 1.357, data_time: 0.001, memory: 10556, loss_action_cls: 0.0352, recall@thr=0.5: 0.7254, prec@thr=0.5: 0.7897, recall@top3: 0.8220, prec@top3: 0.6599, recall@top5: 0.9332, prec@top5: 0.4602, loss: 0.0352, grad_norm: 0.2640 2021-04-17 09:47:58,540 - mmaction - INFO - Epoch [6][700/4610] lr: 2.976e-02, eta: 8:32:28, time: 1.379, data_time: 0.001, memory: 10556, loss_action_cls: 0.0352, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.7949, recall@top3: 0.8299, prec@top3: 0.6679, recall@top5: 0.9422, prec@top5: 0.4644, loss: 0.0352, grad_norm: 0.2566 2021-04-17 09:48:25,454 - mmaction - INFO - Epoch [6][720/4610] lr: 2.972e-02, eta: 8:31:59, time: 1.345, data_time: 0.001, memory: 10556, loss_action_cls: 0.0373, recall@thr=0.5: 0.7123, prec@thr=0.5: 0.7798, recall@top3: 0.8083, prec@top3: 0.6662, recall@top5: 0.9281, prec@top5: 0.4697, loss: 0.0373, grad_norm: 0.2751 2021-04-17 09:48:52,754 - mmaction - INFO - Epoch [6][740/4610] lr: 2.968e-02, eta: 8:31:32, time: 1.364, data_time: 0.001, memory: 10556, loss_action_cls: 0.0375, recall@thr=0.5: 0.7059, prec@thr=0.5: 0.7698, recall@top3: 0.8130, prec@top3: 0.6458, recall@top5: 0.9357, prec@top5: 0.4583, loss: 0.0375, grad_norm: 0.2793 2021-04-17 09:49:19,777 - mmaction - INFO - Epoch [6][760/4610] lr: 2.963e-02, eta: 8:31:04, time: 1.352, data_time: 0.002, memory: 10556, loss_action_cls: 0.0350, recall@thr=0.5: 0.7103, prec@thr=0.5: 0.7895, recall@top3: 0.8099, prec@top3: 0.6596, recall@top5: 0.9339, prec@top5: 0.4657, loss: 0.0350, grad_norm: 0.2458 2021-04-17 09:49:47,113 - mmaction - INFO - Epoch [6][780/4610] lr: 2.959e-02, eta: 8:30:36, time: 1.366, data_time: 0.001, memory: 10556, loss_action_cls: 0.0370, recall@thr=0.5: 0.7066, prec@thr=0.5: 0.7884, recall@top3: 0.8062, prec@top3: 0.6533, recall@top5: 0.9308, prec@top5: 0.4626, loss: 0.0370, grad_norm: 0.2602 2021-04-17 09:50:14,254 - mmaction - INFO - Epoch [6][800/4610] lr: 2.955e-02, eta: 8:30:08, time: 1.358, data_time: 0.002, memory: 10556, loss_action_cls: 0.0364, recall@thr=0.5: 0.7076, prec@thr=0.5: 0.7784, recall@top3: 0.8074, prec@top3: 0.6585, recall@top5: 0.9340, prec@top5: 0.4683, loss: 0.0364, grad_norm: 0.2581 2021-04-17 09:50:41,814 - mmaction - INFO - Epoch [6][820/4610] lr: 2.951e-02, eta: 8:29:41, time: 1.377, data_time: 0.001, memory: 10556, loss_action_cls: 0.0353, recall@thr=0.5: 0.7370, prec@thr=0.5: 0.7991, recall@top3: 0.8155, prec@top3: 0.6787, recall@top5: 0.9426, prec@top5: 0.4835, loss: 0.0353, grad_norm: 0.2542 2021-04-17 09:51:08,746 - mmaction - INFO - Epoch [6][840/4610] lr: 2.946e-02, eta: 8:29:13, time: 1.347, data_time: 0.002, memory: 10556, loss_action_cls: 0.0354, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.7943, recall@top3: 0.8329, prec@top3: 0.6646, recall@top5: 0.9358, prec@top5: 0.4589, loss: 0.0354, grad_norm: 0.2520 2021-04-17 09:51:36,061 - mmaction - INFO - Epoch [6][860/4610] lr: 2.942e-02, eta: 8:28:45, time: 1.367, data_time: 0.002, memory: 10556, loss_action_cls: 0.0352, recall@thr=0.5: 0.7267, prec@thr=0.5: 0.7907, recall@top3: 0.8151, prec@top3: 0.6585, recall@top5: 0.9305, prec@top5: 0.4607, loss: 0.0352, grad_norm: 0.2502 2021-04-17 09:52:03,181 - mmaction - INFO - Epoch [6][880/4610] lr: 2.938e-02, eta: 8:28:17, time: 1.356, data_time: 0.001, memory: 10556, loss_action_cls: 0.0367, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.7827, recall@top3: 0.8119, prec@top3: 0.6716, recall@top5: 0.9331, prec@top5: 0.4761, loss: 0.0367, grad_norm: 0.2704 2021-04-17 09:52:30,470 - mmaction - INFO - Epoch [6][900/4610] lr: 2.934e-02, eta: 8:27:49, time: 1.364, data_time: 0.001, memory: 10556, loss_action_cls: 0.0348, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7957, recall@top3: 0.8348, prec@top3: 0.6717, recall@top5: 0.9460, prec@top5: 0.4669, loss: 0.0348, grad_norm: 0.2582 2021-04-17 09:52:57,857 - mmaction - INFO - Epoch [6][920/4610] lr: 2.929e-02, eta: 8:27:22, time: 1.370, data_time: 0.002, memory: 10556, loss_action_cls: 0.0370, recall@thr=0.5: 0.7112, prec@thr=0.5: 0.7707, recall@top3: 0.8111, prec@top3: 0.6709, recall@top5: 0.9412, prec@top5: 0.4793, loss: 0.0370, grad_norm: 0.2747 2021-04-17 09:53:25,302 - mmaction - INFO - Epoch [6][940/4610] lr: 2.925e-02, eta: 8:26:54, time: 1.372, data_time: 0.001, memory: 10556, loss_action_cls: 0.0368, recall@thr=0.5: 0.7045, prec@thr=0.5: 0.7734, recall@top3: 0.8119, prec@top3: 0.6535, recall@top5: 0.9324, prec@top5: 0.4614, loss: 0.0368, grad_norm: 0.2707 2021-04-17 09:53:52,736 - mmaction - INFO - Epoch [6][960/4610] lr: 2.921e-02, eta: 8:26:27, time: 1.371, data_time: 0.001, memory: 10556, loss_action_cls: 0.0367, recall@thr=0.5: 0.7122, prec@thr=0.5: 0.7771, recall@top3: 0.8101, prec@top3: 0.6550, recall@top5: 0.9307, prec@top5: 0.4646, loss: 0.0367, grad_norm: 0.2505 2021-04-17 09:54:19,919 - mmaction - INFO - Epoch [6][980/4610] lr: 2.917e-02, eta: 8:25:59, time: 1.359, data_time: 0.001, memory: 10556, loss_action_cls: 0.0357, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7766, recall@top3: 0.8288, prec@top3: 0.6592, recall@top5: 0.9380, prec@top5: 0.4582, loss: 0.0357, grad_norm: 0.2682 2021-04-17 09:54:46,998 - mmaction - INFO - Epoch [6][1000/4610] lr: 2.912e-02, eta: 8:25:31, time: 1.354, data_time: 0.001, memory: 10556, loss_action_cls: 0.0350, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.7970, recall@top3: 0.8274, prec@top3: 0.6768, recall@top5: 0.9429, prec@top5: 0.4733, loss: 0.0350, grad_norm: 0.2395 2021-04-17 09:55:14,344 - mmaction - INFO - Epoch [6][1020/4610] lr: 2.908e-02, eta: 8:25:03, time: 1.366, data_time: 0.001, memory: 10556, loss_action_cls: 0.0372, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.7853, recall@top3: 0.8109, prec@top3: 0.6586, recall@top5: 0.9363, prec@top5: 0.4667, loss: 0.0372, grad_norm: 0.2777 2021-04-17 09:55:41,639 - mmaction - INFO - Epoch [6][1040/4610] lr: 2.904e-02, eta: 8:24:36, time: 1.366, data_time: 0.003, memory: 10556, loss_action_cls: 0.0366, recall@thr=0.5: 0.7105, prec@thr=0.5: 0.7843, recall@top3: 0.8187, prec@top3: 0.6664, recall@top5: 0.9348, prec@top5: 0.4663, loss: 0.0366, grad_norm: 0.2658 2021-04-17 09:56:09,250 - mmaction - INFO - Epoch [6][1060/4610] lr: 2.900e-02, eta: 8:24:08, time: 1.381, data_time: 0.001, memory: 10556, loss_action_cls: 0.0349, recall@thr=0.5: 0.7305, prec@thr=0.5: 0.7912, recall@top3: 0.8293, prec@top3: 0.6673, recall@top5: 0.9358, prec@top5: 0.4618, loss: 0.0349, grad_norm: 0.2550 2021-04-17 09:56:36,840 - mmaction - INFO - Epoch [6][1080/4610] lr: 2.895e-02, eta: 8:23:41, time: 1.379, data_time: 0.001, memory: 10556, loss_action_cls: 0.0360, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7992, recall@top3: 0.8256, prec@top3: 0.6698, recall@top5: 0.9370, prec@top5: 0.4687, loss: 0.0360, grad_norm: 0.2503 2021-04-17 09:57:04,250 - mmaction - INFO - Epoch [6][1100/4610] lr: 2.891e-02, eta: 8:23:13, time: 1.370, data_time: 0.001, memory: 10556, loss_action_cls: 0.0364, recall@thr=0.5: 0.7168, prec@thr=0.5: 0.7844, recall@top3: 0.8191, prec@top3: 0.6690, recall@top5: 0.9358, prec@top5: 0.4704, loss: 0.0364, grad_norm: 0.2563 2021-04-17 09:57:31,121 - mmaction - INFO - Epoch [6][1120/4610] lr: 2.887e-02, eta: 8:22:45, time: 1.344, data_time: 0.001, memory: 10556, loss_action_cls: 0.0372, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7943, recall@top3: 0.8154, prec@top3: 0.6620, recall@top5: 0.9322, prec@top5: 0.4662, loss: 0.0372, grad_norm: 0.2760 2021-04-17 09:57:58,190 - mmaction - INFO - Epoch [6][1140/4610] lr: 2.883e-02, eta: 8:22:17, time: 1.352, data_time: 0.001, memory: 10556, loss_action_cls: 0.0369, recall@thr=0.5: 0.7032, prec@thr=0.5: 0.7843, recall@top3: 0.8214, prec@top3: 0.6643, recall@top5: 0.9353, prec@top5: 0.4650, loss: 0.0369, grad_norm: 0.2500 2021-04-17 09:58:25,631 - mmaction - INFO - Epoch [6][1160/4610] lr: 2.878e-02, eta: 8:21:50, time: 1.373, data_time: 0.002, memory: 10556, loss_action_cls: 0.0366, recall@thr=0.5: 0.7026, prec@thr=0.5: 0.7907, recall@top3: 0.8152, prec@top3: 0.6612, recall@top5: 0.9296, prec@top5: 0.4633, loss: 0.0366, grad_norm: 0.2520 2021-04-17 09:58:53,047 - mmaction - INFO - Epoch [6][1180/4610] lr: 2.874e-02, eta: 8:21:22, time: 1.371, data_time: 0.001, memory: 10556, loss_action_cls: 0.0362, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.7905, recall@top3: 0.8277, prec@top3: 0.6683, recall@top5: 0.9396, prec@top5: 0.4671, loss: 0.0362, grad_norm: 0.2560 2021-04-17 09:59:20,425 - mmaction - INFO - Epoch [6][1200/4610] lr: 2.870e-02, eta: 8:20:54, time: 1.369, data_time: 0.001, memory: 10556, loss_action_cls: 0.0357, recall@thr=0.5: 0.7186, prec@thr=0.5: 0.7905, recall@top3: 0.8161, prec@top3: 0.6737, recall@top5: 0.9318, prec@top5: 0.4726, loss: 0.0357, grad_norm: 0.2560 2021-04-17 09:59:47,610 - mmaction - INFO - Epoch [6][1220/4610] lr: 2.866e-02, eta: 8:20:27, time: 1.359, data_time: 0.001, memory: 10556, loss_action_cls: 0.0361, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7898, recall@top3: 0.8249, prec@top3: 0.6580, recall@top5: 0.9363, prec@top5: 0.4603, loss: 0.0361, grad_norm: 0.2641 2021-04-17 10:00:14,903 - mmaction - INFO - Epoch [6][1240/4610] lr: 2.861e-02, eta: 8:19:59, time: 1.365, data_time: 0.001, memory: 10556, loss_action_cls: 0.0371, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7819, recall@top3: 0.8114, prec@top3: 0.6644, recall@top5: 0.9322, prec@top5: 0.4688, loss: 0.0371, grad_norm: 0.2610 2021-04-17 10:00:42,370 - mmaction - INFO - Epoch [6][1260/4610] lr: 2.857e-02, eta: 8:19:31, time: 1.373, data_time: 0.001, memory: 10556, loss_action_cls: 0.0353, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.7894, recall@top3: 0.8186, prec@top3: 0.6713, recall@top5: 0.9403, prec@top5: 0.4721, loss: 0.0353, grad_norm: 0.2685 2021-04-17 10:01:09,644 - mmaction - INFO - Epoch [6][1280/4610] lr: 2.853e-02, eta: 8:19:04, time: 1.362, data_time: 0.001, memory: 10556, loss_action_cls: 0.0350, recall@thr=0.5: 0.7233, prec@thr=0.5: 0.7915, recall@top3: 0.8264, prec@top3: 0.6642, recall@top5: 0.9439, prec@top5: 0.4681, loss: 0.0350, grad_norm: 0.2478 2021-04-17 10:01:36,638 - mmaction - INFO - Epoch [6][1300/4610] lr: 2.849e-02, eta: 8:18:36, time: 1.351, data_time: 0.002, memory: 10556, loss_action_cls: 0.0364, recall@thr=0.5: 0.7197, prec@thr=0.5: 0.7893, recall@top3: 0.8159, prec@top3: 0.6716, recall@top5: 0.9338, prec@top5: 0.4728, loss: 0.0364, grad_norm: 0.2618 2021-04-17 10:02:04,150 - mmaction - INFO - Epoch [6][1320/4610] lr: 2.844e-02, eta: 8:18:08, time: 1.375, data_time: 0.001, memory: 10556, loss_action_cls: 0.0344, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.8007, recall@top3: 0.8296, prec@top3: 0.6641, recall@top5: 0.9406, prec@top5: 0.4630, loss: 0.0344, grad_norm: 0.2469 2021-04-17 10:02:31,332 - mmaction - INFO - Epoch [6][1340/4610] lr: 2.840e-02, eta: 8:17:40, time: 1.359, data_time: 0.001, memory: 10556, loss_action_cls: 0.0382, recall@thr=0.5: 0.6778, prec@thr=0.5: 0.7632, recall@top3: 0.8107, prec@top3: 0.6431, recall@top5: 0.9188, prec@top5: 0.4472, loss: 0.0382, grad_norm: 0.2664 2021-04-17 10:02:58,904 - mmaction - INFO - Epoch [6][1360/4610] lr: 2.836e-02, eta: 8:17:13, time: 1.379, data_time: 0.001, memory: 10556, loss_action_cls: 0.0346, recall@thr=0.5: 0.7276, prec@thr=0.5: 0.7991, recall@top3: 0.8210, prec@top3: 0.6552, recall@top5: 0.9388, prec@top5: 0.4599, loss: 0.0346, grad_norm: 0.2360 2021-04-17 10:03:25,672 - mmaction - INFO - Epoch [6][1380/4610] lr: 2.832e-02, eta: 8:16:45, time: 1.338, data_time: 0.001, memory: 10556, loss_action_cls: 0.0375, recall@thr=0.5: 0.6894, prec@thr=0.5: 0.7724, recall@top3: 0.8162, prec@top3: 0.6523, recall@top5: 0.9263, prec@top5: 0.4541, loss: 0.0375, grad_norm: 0.2645 2021-04-17 10:03:53,187 - mmaction - INFO - Epoch [6][1400/4610] lr: 2.828e-02, eta: 8:16:17, time: 1.375, data_time: 0.001, memory: 10556, loss_action_cls: 0.0351, recall@thr=0.5: 0.7285, prec@thr=0.5: 0.7847, recall@top3: 0.8230, prec@top3: 0.6665, recall@top5: 0.9395, prec@top5: 0.4657, loss: 0.0351, grad_norm: 0.2653 2021-04-17 10:04:20,642 - mmaction - INFO - Epoch [6][1420/4610] lr: 2.823e-02, eta: 8:15:50, time: 1.373, data_time: 0.002, memory: 10556, loss_action_cls: 0.0360, recall@thr=0.5: 0.7124, prec@thr=0.5: 0.7838, recall@top3: 0.8252, prec@top3: 0.6734, recall@top5: 0.9322, prec@top5: 0.4679, loss: 0.0360, grad_norm: 0.2522 2021-04-17 10:04:47,862 - mmaction - INFO - Epoch [6][1440/4610] lr: 2.819e-02, eta: 8:15:22, time: 1.362, data_time: 0.001, memory: 10556, loss_action_cls: 0.0329, recall@thr=0.5: 0.7309, prec@thr=0.5: 0.7969, recall@top3: 0.8395, prec@top3: 0.6653, recall@top5: 0.9495, prec@top5: 0.4620, loss: 0.0329, grad_norm: 0.2501 2021-04-17 10:05:15,416 - mmaction - INFO - Epoch [6][1460/4610] lr: 2.815e-02, eta: 8:14:54, time: 1.377, data_time: 0.001, memory: 10556, loss_action_cls: 0.0353, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7778, recall@top3: 0.8245, prec@top3: 0.6679, recall@top5: 0.9418, prec@top5: 0.4700, loss: 0.0353, grad_norm: 0.2578 2021-04-17 10:05:42,976 - mmaction - INFO - Epoch [6][1480/4610] lr: 2.811e-02, eta: 8:14:27, time: 1.378, data_time: 0.002, memory: 10556, loss_action_cls: 0.0370, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7830, recall@top3: 0.8148, prec@top3: 0.6501, recall@top5: 0.9355, prec@top5: 0.4594, loss: 0.0370, grad_norm: 0.2699 2021-04-17 10:06:10,361 - mmaction - INFO - Epoch [6][1500/4610] lr: 2.806e-02, eta: 8:13:59, time: 1.370, data_time: 0.002, memory: 10556, loss_action_cls: 0.0360, recall@thr=0.5: 0.7049, prec@thr=0.5: 0.7829, recall@top3: 0.8248, prec@top3: 0.6617, recall@top5: 0.9411, prec@top5: 0.4634, loss: 0.0360, grad_norm: 0.2731 2021-04-17 10:06:37,483 - mmaction - INFO - Epoch [6][1520/4610] lr: 2.802e-02, eta: 8:13:31, time: 1.356, data_time: 0.001, memory: 10556, loss_action_cls: 0.0353, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.7907, recall@top3: 0.8133, prec@top3: 0.6713, recall@top5: 0.9383, prec@top5: 0.4742, loss: 0.0353, grad_norm: 0.2706 2021-04-17 10:07:04,937 - mmaction - INFO - Epoch [6][1540/4610] lr: 2.798e-02, eta: 8:13:04, time: 1.371, data_time: 0.001, memory: 10556, loss_action_cls: 0.0341, recall@thr=0.5: 0.7291, prec@thr=0.5: 0.7918, recall@top3: 0.8277, prec@top3: 0.6753, recall@top5: 0.9357, prec@top5: 0.4703, loss: 0.0341, grad_norm: 0.2515 2021-04-17 10:07:32,498 - mmaction - INFO - Epoch [6][1560/4610] lr: 2.794e-02, eta: 8:12:36, time: 1.379, data_time: 0.002, memory: 10556, loss_action_cls: 0.0349, recall@thr=0.5: 0.7288, prec@thr=0.5: 0.7950, recall@top3: 0.8254, prec@top3: 0.6613, recall@top5: 0.9408, prec@top5: 0.4641, loss: 0.0349, grad_norm: 0.2528 2021-04-17 10:08:00,133 - mmaction - INFO - Epoch [6][1580/4610] lr: 2.789e-02, eta: 8:12:09, time: 1.380, data_time: 0.001, memory: 10556, loss_action_cls: 0.0344, recall@thr=0.5: 0.7283, prec@thr=0.5: 0.8043, recall@top3: 0.8254, prec@top3: 0.6802, recall@top5: 0.9405, prec@top5: 0.4770, loss: 0.0344, grad_norm: 0.2451 2021-04-17 10:08:27,615 - mmaction - INFO - Epoch [6][1600/4610] lr: 2.785e-02, eta: 8:11:41, time: 1.376, data_time: 0.002, memory: 10556, loss_action_cls: 0.0346, recall@thr=0.5: 0.7292, prec@thr=0.5: 0.7901, recall@top3: 0.8294, prec@top3: 0.6806, recall@top5: 0.9417, prec@top5: 0.4733, loss: 0.0346, grad_norm: 0.2511 2021-04-17 10:08:55,328 - mmaction - INFO - Epoch [6][1620/4610] lr: 2.781e-02, eta: 8:11:14, time: 1.386, data_time: 0.001, memory: 10556, loss_action_cls: 0.0357, recall@thr=0.5: 0.7109, prec@thr=0.5: 0.7863, recall@top3: 0.8224, prec@top3: 0.6711, recall@top5: 0.9335, prec@top5: 0.4690, loss: 0.0357, grad_norm: 0.2637 2021-04-17 10:09:22,356 - mmaction - INFO - Epoch [6][1640/4610] lr: 2.777e-02, eta: 8:10:46, time: 1.351, data_time: 0.001, memory: 10556, loss_action_cls: 0.0357, recall@thr=0.5: 0.7214, prec@thr=0.5: 0.7871, recall@top3: 0.8157, prec@top3: 0.6685, recall@top5: 0.9367, prec@top5: 0.4734, loss: 0.0357, grad_norm: 0.2582 2021-04-17 10:09:49,632 - mmaction - INFO - Epoch [6][1660/4610] lr: 2.772e-02, eta: 8:10:18, time: 1.362, data_time: 0.001, memory: 10556, loss_action_cls: 0.0349, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7854, recall@top3: 0.8163, prec@top3: 0.6586, recall@top5: 0.9398, prec@top5: 0.4655, loss: 0.0349, grad_norm: 0.2547 2021-04-17 10:10:16,774 - mmaction - INFO - Epoch [6][1680/4610] lr: 2.768e-02, eta: 8:09:51, time: 1.358, data_time: 0.002, memory: 10556, loss_action_cls: 0.0354, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.7934, recall@top3: 0.8195, prec@top3: 0.6602, recall@top5: 0.9350, prec@top5: 0.4635, loss: 0.0354, grad_norm: 0.2586 2021-04-17 10:10:44,430 - mmaction - INFO - Epoch [6][1700/4610] lr: 2.764e-02, eta: 8:09:23, time: 1.382, data_time: 0.002, memory: 10556, loss_action_cls: 0.0372, recall@thr=0.5: 0.7093, prec@thr=0.5: 0.7753, recall@top3: 0.8048, prec@top3: 0.6579, recall@top5: 0.9316, prec@top5: 0.4675, loss: 0.0372, grad_norm: 0.2695 2021-04-17 10:11:11,760 - mmaction - INFO - Epoch [6][1720/4610] lr: 2.760e-02, eta: 8:08:56, time: 1.367, data_time: 0.003, memory: 10556, loss_action_cls: 0.0332, recall@thr=0.5: 0.7330, prec@thr=0.5: 0.8087, recall@top3: 0.8386, prec@top3: 0.6794, recall@top5: 0.9489, prec@top5: 0.4747, loss: 0.0332, grad_norm: 0.2408 2021-04-17 10:11:39,230 - mmaction - INFO - Epoch [6][1740/4610] lr: 2.756e-02, eta: 8:08:28, time: 1.374, data_time: 0.002, memory: 10556, loss_action_cls: 0.0347, recall@thr=0.5: 0.7218, prec@thr=0.5: 0.7905, recall@top3: 0.8303, prec@top3: 0.6655, recall@top5: 0.9447, prec@top5: 0.4633, loss: 0.0347, grad_norm: 0.2514 2021-04-17 10:12:06,283 - mmaction - INFO - Epoch [6][1760/4610] lr: 2.751e-02, eta: 8:08:00, time: 1.351, data_time: 0.001, memory: 10556, loss_action_cls: 0.0351, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7951, recall@top3: 0.8347, prec@top3: 0.6807, recall@top5: 0.9415, prec@top5: 0.4731, loss: 0.0351, grad_norm: 0.2708 2021-04-17 10:12:34,101 - mmaction - INFO - Epoch [6][1780/4610] lr: 2.747e-02, eta: 8:07:33, time: 1.391, data_time: 0.002, memory: 10556, loss_action_cls: 0.0361, recall@thr=0.5: 0.7301, prec@thr=0.5: 0.7955, recall@top3: 0.8262, prec@top3: 0.6674, recall@top5: 0.9333, prec@top5: 0.4644, loss: 0.0361, grad_norm: 0.2793 2021-04-17 10:13:01,663 - mmaction - INFO - Epoch [6][1800/4610] lr: 2.743e-02, eta: 8:07:06, time: 1.378, data_time: 0.002, memory: 10556, loss_action_cls: 0.0369, recall@thr=0.5: 0.7204, prec@thr=0.5: 0.7856, recall@top3: 0.8230, prec@top3: 0.6717, recall@top5: 0.9347, prec@top5: 0.4685, loss: 0.0369, grad_norm: 0.2747 2021-04-17 10:13:28,961 - mmaction - INFO - Epoch [6][1820/4610] lr: 2.739e-02, eta: 8:06:38, time: 1.365, data_time: 0.001, memory: 10556, loss_action_cls: 0.0364, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.7864, recall@top3: 0.8179, prec@top3: 0.6729, recall@top5: 0.9403, prec@top5: 0.4742, loss: 0.0364, grad_norm: 0.2549 2021-04-17 10:13:56,328 - mmaction - INFO - Epoch [6][1840/4610] lr: 2.734e-02, eta: 8:06:10, time: 1.369, data_time: 0.001, memory: 10556, loss_action_cls: 0.0357, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7947, recall@top3: 0.8221, prec@top3: 0.6572, recall@top5: 0.9349, prec@top5: 0.4603, loss: 0.0357, grad_norm: 0.2537 2021-04-17 10:14:23,495 - mmaction - INFO - Epoch [6][1860/4610] lr: 2.730e-02, eta: 8:05:42, time: 1.358, data_time: 0.001, memory: 10556, loss_action_cls: 0.0363, recall@thr=0.5: 0.7141, prec@thr=0.5: 0.7743, recall@top3: 0.8134, prec@top3: 0.6623, recall@top5: 0.9390, prec@top5: 0.4692, loss: 0.0363, grad_norm: 0.2617 2021-04-17 10:14:51,910 - mmaction - INFO - Epoch [6][1880/4610] lr: 2.726e-02, eta: 8:05:16, time: 1.419, data_time: 0.001, memory: 10556, loss_action_cls: 0.0379, recall@thr=0.5: 0.6851, prec@thr=0.5: 0.7668, recall@top3: 0.8004, prec@top3: 0.6438, recall@top5: 0.9312, prec@top5: 0.4606, loss: 0.0379, grad_norm: 0.2780 2021-04-17 10:15:19,033 - mmaction - INFO - Epoch [6][1900/4610] lr: 2.722e-02, eta: 8:04:48, time: 1.358, data_time: 0.003, memory: 10556, loss_action_cls: 0.0354, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.7933, recall@top3: 0.8291, prec@top3: 0.6745, recall@top5: 0.9392, prec@top5: 0.4683, loss: 0.0354, grad_norm: 0.2417 2021-04-17 10:15:46,343 - mmaction - INFO - Epoch [6][1920/4610] lr: 2.717e-02, eta: 8:04:20, time: 1.365, data_time: 0.001, memory: 10556, loss_action_cls: 0.0357, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.8037, recall@top3: 0.8238, prec@top3: 0.6746, recall@top5: 0.9328, prec@top5: 0.4665, loss: 0.0357, grad_norm: 0.2528 2021-04-17 10:16:13,607 - mmaction - INFO - Epoch [6][1940/4610] lr: 2.713e-02, eta: 8:03:52, time: 1.364, data_time: 0.002, memory: 10556, loss_action_cls: 0.0341, recall@thr=0.5: 0.7345, prec@thr=0.5: 0.8010, recall@top3: 0.8282, prec@top3: 0.6779, recall@top5: 0.9458, prec@top5: 0.4770, loss: 0.0341, grad_norm: 0.2439 2021-04-17 10:16:40,661 - mmaction - INFO - Epoch [6][1960/4610] lr: 2.709e-02, eta: 8:03:25, time: 1.352, data_time: 0.001, memory: 10556, loss_action_cls: 0.0353, recall@thr=0.5: 0.7203, prec@thr=0.5: 0.7861, recall@top3: 0.8276, prec@top3: 0.6707, recall@top5: 0.9444, prec@top5: 0.4699, loss: 0.0353, grad_norm: 0.2539 2021-04-17 10:17:07,730 - mmaction - INFO - Epoch [6][1980/4610] lr: 2.705e-02, eta: 8:02:57, time: 1.354, data_time: 0.001, memory: 10556, loss_action_cls: 0.0364, recall@thr=0.5: 0.6972, prec@thr=0.5: 0.7797, recall@top3: 0.8170, prec@top3: 0.6450, recall@top5: 0.9304, prec@top5: 0.4494, loss: 0.0364, grad_norm: 0.2615 2021-04-17 10:17:34,959 - mmaction - INFO - Epoch [6][2000/4610] lr: 2.701e-02, eta: 8:02:29, time: 1.362, data_time: 0.001, memory: 10556, loss_action_cls: 0.0359, recall@thr=0.5: 0.7267, prec@thr=0.5: 0.7931, recall@top3: 0.8141, prec@top3: 0.6754, recall@top5: 0.9372, prec@top5: 0.4773, loss: 0.0359, grad_norm: 0.2629 2021-04-17 10:18:02,396 - mmaction - INFO - Epoch [6][2020/4610] lr: 2.696e-02, eta: 8:02:01, time: 1.372, data_time: 0.001, memory: 10556, loss_action_cls: 0.0361, recall@thr=0.5: 0.7063, prec@thr=0.5: 0.7812, recall@top3: 0.8255, prec@top3: 0.6549, recall@top5: 0.9364, prec@top5: 0.4570, loss: 0.0361, grad_norm: 0.2562 2021-04-17 10:18:29,286 - mmaction - INFO - Epoch [6][2040/4610] lr: 2.692e-02, eta: 8:01:33, time: 1.343, data_time: 0.001, memory: 10556, loss_action_cls: 0.0338, recall@thr=0.5: 0.7293, prec@thr=0.5: 0.7909, recall@top3: 0.8254, prec@top3: 0.6723, recall@top5: 0.9328, prec@top5: 0.4677, loss: 0.0338, grad_norm: 0.2430 2021-04-17 10:18:56,464 - mmaction - INFO - Epoch [6][2060/4610] lr: 2.688e-02, eta: 8:01:06, time: 1.361, data_time: 0.002, memory: 10556, loss_action_cls: 0.0352, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7924, recall@top3: 0.8263, prec@top3: 0.6702, recall@top5: 0.9356, prec@top5: 0.4691, loss: 0.0352, grad_norm: 0.2594 2021-04-17 10:19:23,485 - mmaction - INFO - Epoch [6][2080/4610] lr: 2.684e-02, eta: 8:00:38, time: 1.351, data_time: 0.001, memory: 10556, loss_action_cls: 0.0353, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7857, recall@top3: 0.8215, prec@top3: 0.6697, recall@top5: 0.9402, prec@top5: 0.4719, loss: 0.0353, grad_norm: 0.2604 2021-04-17 10:19:50,580 - mmaction - INFO - Epoch [6][2100/4610] lr: 2.680e-02, eta: 8:00:10, time: 1.355, data_time: 0.001, memory: 10556, loss_action_cls: 0.0359, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7869, recall@top3: 0.8172, prec@top3: 0.6795, recall@top5: 0.9401, prec@top5: 0.4793, loss: 0.0359, grad_norm: 0.2450 2021-04-17 10:20:17,977 - mmaction - INFO - Epoch [6][2120/4610] lr: 2.675e-02, eta: 7:59:42, time: 1.370, data_time: 0.001, memory: 10556, loss_action_cls: 0.0354, recall@thr=0.5: 0.7103, prec@thr=0.5: 0.7758, recall@top3: 0.8237, prec@top3: 0.6582, recall@top5: 0.9391, prec@top5: 0.4606, loss: 0.0354, grad_norm: 0.2587 2021-04-17 10:20:45,162 - mmaction - INFO - Epoch [6][2140/4610] lr: 2.671e-02, eta: 7:59:14, time: 1.359, data_time: 0.001, memory: 10556, loss_action_cls: 0.0360, recall@thr=0.5: 0.7293, prec@thr=0.5: 0.7974, recall@top3: 0.8241, prec@top3: 0.6832, recall@top5: 0.9351, prec@top5: 0.4740, loss: 0.0360, grad_norm: 0.2628 2021-04-17 10:21:12,349 - mmaction - INFO - Epoch [6][2160/4610] lr: 2.667e-02, eta: 7:58:47, time: 1.359, data_time: 0.001, memory: 10556, loss_action_cls: 0.0342, recall@thr=0.5: 0.7085, prec@thr=0.5: 0.7905, recall@top3: 0.8219, prec@top3: 0.6649, recall@top5: 0.9394, prec@top5: 0.4644, loss: 0.0342, grad_norm: 0.2447 2021-04-17 10:21:40,046 - mmaction - INFO - Epoch [6][2180/4610] lr: 2.663e-02, eta: 7:58:19, time: 1.385, data_time: 0.001, memory: 10556, loss_action_cls: 0.0359, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.7902, recall@top3: 0.8244, prec@top3: 0.6667, recall@top5: 0.9380, prec@top5: 0.4682, loss: 0.0359, grad_norm: 0.2665 2021-04-17 10:22:07,202 - mmaction - INFO - Epoch [6][2200/4610] lr: 2.658e-02, eta: 7:57:52, time: 1.358, data_time: 0.001, memory: 10556, loss_action_cls: 0.0378, recall@thr=0.5: 0.7038, prec@thr=0.5: 0.7690, recall@top3: 0.8080, prec@top3: 0.6626, recall@top5: 0.9297, prec@top5: 0.4666, loss: 0.0378, grad_norm: 0.2671 2021-04-17 10:22:34,700 - mmaction - INFO - Epoch [6][2220/4610] lr: 2.654e-02, eta: 7:57:24, time: 1.373, data_time: 0.001, memory: 10556, loss_action_cls: 0.0362, recall@thr=0.5: 0.7057, prec@thr=0.5: 0.7839, recall@top3: 0.8130, prec@top3: 0.6587, recall@top5: 0.9382, prec@top5: 0.4641, loss: 0.0362, grad_norm: 0.2767 2021-04-17 10:23:01,965 - mmaction - INFO - Epoch [6][2240/4610] lr: 2.650e-02, eta: 7:56:56, time: 1.364, data_time: 0.002, memory: 10556, loss_action_cls: 0.0344, recall@thr=0.5: 0.7290, prec@thr=0.5: 0.7887, recall@top3: 0.8273, prec@top3: 0.6693, recall@top5: 0.9382, prec@top5: 0.4658, loss: 0.0344, grad_norm: 0.2696 2021-04-17 10:23:29,231 - mmaction - INFO - Epoch [6][2260/4610] lr: 2.646e-02, eta: 7:56:29, time: 1.364, data_time: 0.002, memory: 10556, loss_action_cls: 0.0351, recall@thr=0.5: 0.7071, prec@thr=0.5: 0.7925, recall@top3: 0.8221, prec@top3: 0.6629, recall@top5: 0.9408, prec@top5: 0.4654, loss: 0.0351, grad_norm: 0.2659 2021-04-17 10:23:56,290 - mmaction - INFO - Epoch [6][2280/4610] lr: 2.642e-02, eta: 7:56:01, time: 1.353, data_time: 0.002, memory: 10556, loss_action_cls: 0.0341, recall@thr=0.5: 0.7284, prec@thr=0.5: 0.7963, recall@top3: 0.8254, prec@top3: 0.6618, recall@top5: 0.9437, prec@top5: 0.4662, loss: 0.0341, grad_norm: 0.2652 2021-04-17 10:24:24,060 - mmaction - INFO - Epoch [6][2300/4610] lr: 2.637e-02, eta: 7:55:34, time: 1.389, data_time: 0.001, memory: 10556, loss_action_cls: 0.0328, recall@thr=0.5: 0.7494, prec@thr=0.5: 0.8115, recall@top3: 0.8386, prec@top3: 0.6702, recall@top5: 0.9486, prec@top5: 0.4662, loss: 0.0328, grad_norm: 0.2368 2021-04-17 10:24:51,294 - mmaction - INFO - Epoch [6][2320/4610] lr: 2.633e-02, eta: 7:55:06, time: 1.361, data_time: 0.001, memory: 10556, loss_action_cls: 0.0357, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.7869, recall@top3: 0.8286, prec@top3: 0.6637, recall@top5: 0.9373, prec@top5: 0.4613, loss: 0.0357, grad_norm: 0.2666 2021-04-17 10:25:18,355 - mmaction - INFO - Epoch [6][2340/4610] lr: 2.629e-02, eta: 7:54:38, time: 1.352, data_time: 0.002, memory: 10556, loss_action_cls: 0.0346, recall@thr=0.5: 0.7187, prec@thr=0.5: 0.7901, recall@top3: 0.8290, prec@top3: 0.6737, recall@top5: 0.9374, prec@top5: 0.4677, loss: 0.0346, grad_norm: 0.2482 2021-04-17 10:25:45,523 - mmaction - INFO - Epoch [6][2360/4610] lr: 2.625e-02, eta: 7:54:10, time: 1.360, data_time: 0.002, memory: 10556, loss_action_cls: 0.0361, recall@thr=0.5: 0.7279, prec@thr=0.5: 0.7977, recall@top3: 0.8346, prec@top3: 0.6603, recall@top5: 0.9321, prec@top5: 0.4538, loss: 0.0361, grad_norm: 0.2607 2021-04-17 10:26:12,864 - mmaction - INFO - Epoch [6][2380/4610] lr: 2.621e-02, eta: 7:53:43, time: 1.365, data_time: 0.001, memory: 10556, loss_action_cls: 0.0368, recall@thr=0.5: 0.7108, prec@thr=0.5: 0.7941, recall@top3: 0.8192, prec@top3: 0.6732, recall@top5: 0.9312, prec@top5: 0.4697, loss: 0.0368, grad_norm: 0.2664 2021-04-17 10:26:40,104 - mmaction - INFO - Epoch [6][2400/4610] lr: 2.616e-02, eta: 7:53:15, time: 1.363, data_time: 0.003, memory: 10556, loss_action_cls: 0.0372, recall@thr=0.5: 0.7177, prec@thr=0.5: 0.7799, recall@top3: 0.8138, prec@top3: 0.6594, recall@top5: 0.9366, prec@top5: 0.4668, loss: 0.0372, grad_norm: 0.2773 2021-04-17 10:27:07,333 - mmaction - INFO - Epoch [6][2420/4610] lr: 2.612e-02, eta: 7:52:47, time: 1.363, data_time: 0.002, memory: 10556, loss_action_cls: 0.0343, recall@thr=0.5: 0.7171, prec@thr=0.5: 0.7950, recall@top3: 0.8309, prec@top3: 0.6685, recall@top5: 0.9440, prec@top5: 0.4678, loss: 0.0343, grad_norm: 0.2398 2021-04-17 10:27:34,860 - mmaction - INFO - Epoch [6][2440/4610] lr: 2.608e-02, eta: 7:52:20, time: 1.375, data_time: 0.001, memory: 10556, loss_action_cls: 0.0362, recall@thr=0.5: 0.7194, prec@thr=0.5: 0.7912, recall@top3: 0.8233, prec@top3: 0.6577, recall@top5: 0.9384, prec@top5: 0.4623, loss: 0.0362, grad_norm: 0.2590 2021-04-17 10:28:02,412 - mmaction - INFO - Epoch [6][2460/4610] lr: 2.604e-02, eta: 7:51:52, time: 1.379, data_time: 0.002, memory: 10556, loss_action_cls: 0.0351, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.7942, recall@top3: 0.8184, prec@top3: 0.6561, recall@top5: 0.9378, prec@top5: 0.4655, loss: 0.0351, grad_norm: 0.2476 2021-04-17 10:28:29,705 - mmaction - INFO - Epoch [6][2480/4610] lr: 2.600e-02, eta: 7:51:24, time: 1.365, data_time: 0.001, memory: 10556, loss_action_cls: 0.0354, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7821, recall@top3: 0.8241, prec@top3: 0.6635, recall@top5: 0.9351, prec@top5: 0.4635, loss: 0.0354, grad_norm: 0.2585 2021-04-17 10:28:57,223 - mmaction - INFO - Epoch [6][2500/4610] lr: 2.595e-02, eta: 7:50:57, time: 1.375, data_time: 0.001, memory: 10556, loss_action_cls: 0.0367, recall@thr=0.5: 0.6953, prec@thr=0.5: 0.7749, recall@top3: 0.8118, prec@top3: 0.6551, recall@top5: 0.9295, prec@top5: 0.4611, loss: 0.0367, grad_norm: 0.2723 2021-04-17 10:29:24,388 - mmaction - INFO - Epoch [6][2520/4610] lr: 2.591e-02, eta: 7:50:29, time: 1.359, data_time: 0.002, memory: 10556, loss_action_cls: 0.0359, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.7811, recall@top3: 0.8110, prec@top3: 0.6689, recall@top5: 0.9371, prec@top5: 0.4747, loss: 0.0359, grad_norm: 0.2563 2021-04-17 10:29:51,727 - mmaction - INFO - Epoch [6][2540/4610] lr: 2.587e-02, eta: 7:50:02, time: 1.367, data_time: 0.001, memory: 10556, loss_action_cls: 0.0357, recall@thr=0.5: 0.7105, prec@thr=0.5: 0.7830, recall@top3: 0.8117, prec@top3: 0.6452, recall@top5: 0.9317, prec@top5: 0.4541, loss: 0.0357, grad_norm: 0.2715 2021-04-17 10:30:19,085 - mmaction - INFO - Epoch [6][2560/4610] lr: 2.583e-02, eta: 7:49:34, time: 1.366, data_time: 0.001, memory: 10556, loss_action_cls: 0.0354, recall@thr=0.5: 0.7262, prec@thr=0.5: 0.7880, recall@top3: 0.8224, prec@top3: 0.6735, recall@top5: 0.9393, prec@top5: 0.4726, loss: 0.0354, grad_norm: 0.2572 2021-04-17 10:30:46,261 - mmaction - INFO - Epoch [6][2580/4610] lr: 2.579e-02, eta: 7:49:06, time: 1.360, data_time: 0.002, memory: 10556, loss_action_cls: 0.0360, recall@thr=0.5: 0.7214, prec@thr=0.5: 0.7879, recall@top3: 0.8284, prec@top3: 0.6771, recall@top5: 0.9379, prec@top5: 0.4700, loss: 0.0360, grad_norm: 0.2574 2021-04-17 10:31:13,724 - mmaction - INFO - Epoch [6][2600/4610] lr: 2.574e-02, eta: 7:48:39, time: 1.373, data_time: 0.001, memory: 10556, loss_action_cls: 0.0360, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.7899, recall@top3: 0.8226, prec@top3: 0.6718, recall@top5: 0.9379, prec@top5: 0.4703, loss: 0.0360, grad_norm: 0.2634 2021-04-17 10:31:40,770 - mmaction - INFO - Epoch [6][2620/4610] lr: 2.570e-02, eta: 7:48:11, time: 1.352, data_time: 0.001, memory: 10556, loss_action_cls: 0.0344, recall@thr=0.5: 0.7270, prec@thr=0.5: 0.7975, recall@top3: 0.8256, prec@top3: 0.6710, recall@top5: 0.9429, prec@top5: 0.4710, loss: 0.0344, grad_norm: 0.2559 2021-04-17 10:32:07,825 - mmaction - INFO - Epoch [6][2640/4610] lr: 2.566e-02, eta: 7:47:43, time: 1.353, data_time: 0.001, memory: 10556, loss_action_cls: 0.0359, recall@thr=0.5: 0.7137, prec@thr=0.5: 0.7884, recall@top3: 0.8196, prec@top3: 0.6537, recall@top5: 0.9370, prec@top5: 0.4593, loss: 0.0359, grad_norm: 0.2578 2021-04-17 10:32:35,195 - mmaction - INFO - Epoch [6][2660/4610] lr: 2.562e-02, eta: 7:47:15, time: 1.369, data_time: 0.002, memory: 10556, loss_action_cls: 0.0365, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.7868, recall@top3: 0.8062, prec@top3: 0.6743, recall@top5: 0.9343, prec@top5: 0.4805, loss: 0.0365, grad_norm: 0.2681 2021-04-17 10:33:02,384 - mmaction - INFO - Epoch [6][2680/4610] lr: 2.558e-02, eta: 7:46:48, time: 1.360, data_time: 0.001, memory: 10556, loss_action_cls: 0.0353, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7857, recall@top3: 0.8248, prec@top3: 0.6565, recall@top5: 0.9383, prec@top5: 0.4589, loss: 0.0353, grad_norm: 0.2662 2021-04-17 10:33:29,827 - mmaction - INFO - Epoch [6][2700/4610] lr: 2.553e-02, eta: 7:46:20, time: 1.372, data_time: 0.001, memory: 10556, loss_action_cls: 0.0344, recall@thr=0.5: 0.7267, prec@thr=0.5: 0.7948, recall@top3: 0.8292, prec@top3: 0.6670, recall@top5: 0.9396, prec@top5: 0.4631, loss: 0.0344, grad_norm: 0.2500 2021-04-17 10:33:57,076 - mmaction - INFO - Epoch [6][2720/4610] lr: 2.549e-02, eta: 7:45:52, time: 1.363, data_time: 0.001, memory: 10556, loss_action_cls: 0.0362, recall@thr=0.5: 0.7197, prec@thr=0.5: 0.7919, recall@top3: 0.8235, prec@top3: 0.6744, recall@top5: 0.9365, prec@top5: 0.4737, loss: 0.0362, grad_norm: 0.2644 2021-04-17 10:34:24,086 - mmaction - INFO - Epoch [6][2740/4610] lr: 2.545e-02, eta: 7:45:25, time: 1.351, data_time: 0.001, memory: 10556, loss_action_cls: 0.0343, recall@thr=0.5: 0.7284, prec@thr=0.5: 0.8013, recall@top3: 0.8312, prec@top3: 0.6741, recall@top5: 0.9406, prec@top5: 0.4683, loss: 0.0343, grad_norm: 0.2538 2021-04-17 10:34:51,548 - mmaction - INFO - Epoch [6][2760/4610] lr: 2.541e-02, eta: 7:44:57, time: 1.373, data_time: 0.001, memory: 10556, loss_action_cls: 0.0366, recall@thr=0.5: 0.7123, prec@thr=0.5: 0.7790, recall@top3: 0.8127, prec@top3: 0.6762, recall@top5: 0.9322, prec@top5: 0.4757, loss: 0.0366, grad_norm: 0.2628 2021-04-17 10:35:18,860 - mmaction - INFO - Epoch [6][2780/4610] lr: 2.537e-02, eta: 7:44:29, time: 1.366, data_time: 0.001, memory: 10556, loss_action_cls: 0.0357, recall@thr=0.5: 0.7224, prec@thr=0.5: 0.7905, recall@top3: 0.8178, prec@top3: 0.6546, recall@top5: 0.9323, prec@top5: 0.4606, loss: 0.0357, grad_norm: 0.2581 2021-04-17 10:35:46,296 - mmaction - INFO - Epoch [6][2800/4610] lr: 2.533e-02, eta: 7:44:02, time: 1.372, data_time: 0.001, memory: 10556, loss_action_cls: 0.0359, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7893, recall@top3: 0.8187, prec@top3: 0.6599, recall@top5: 0.9343, prec@top5: 0.4633, loss: 0.0359, grad_norm: 0.2678 2021-04-17 10:36:13,799 - mmaction - INFO - Epoch [6][2820/4610] lr: 2.528e-02, eta: 7:43:34, time: 1.375, data_time: 0.001, memory: 10556, loss_action_cls: 0.0356, recall@thr=0.5: 0.7269, prec@thr=0.5: 0.7924, recall@top3: 0.8205, prec@top3: 0.6613, recall@top5: 0.9415, prec@top5: 0.4667, loss: 0.0356, grad_norm: 0.2659 2021-04-17 10:36:41,238 - mmaction - INFO - Epoch [6][2840/4610] lr: 2.524e-02, eta: 7:43:07, time: 1.372, data_time: 0.001, memory: 10556, loss_action_cls: 0.0373, recall@thr=0.5: 0.7084, prec@thr=0.5: 0.7860, recall@top3: 0.8124, prec@top3: 0.6553, recall@top5: 0.9236, prec@top5: 0.4592, loss: 0.0373, grad_norm: 0.2690 2021-04-17 10:37:08,424 - mmaction - INFO - Epoch [6][2860/4610] lr: 2.520e-02, eta: 7:42:39, time: 1.359, data_time: 0.001, memory: 10556, loss_action_cls: 0.0357, recall@thr=0.5: 0.7295, prec@thr=0.5: 0.7881, recall@top3: 0.8225, prec@top3: 0.6787, recall@top5: 0.9386, prec@top5: 0.4762, loss: 0.0357, grad_norm: 0.2623 2021-04-17 10:37:35,354 - mmaction - INFO - Epoch [6][2880/4610] lr: 2.516e-02, eta: 7:42:11, time: 1.347, data_time: 0.002, memory: 10556, loss_action_cls: 0.0366, recall@thr=0.5: 0.7061, prec@thr=0.5: 0.7871, recall@top3: 0.8204, prec@top3: 0.6572, recall@top5: 0.9343, prec@top5: 0.4613, loss: 0.0366, grad_norm: 0.2660 2021-04-17 10:38:02,806 - mmaction - INFO - Epoch [6][2900/4610] lr: 2.512e-02, eta: 7:41:44, time: 1.373, data_time: 0.001, memory: 10556, loss_action_cls: 0.0352, recall@thr=0.5: 0.7279, prec@thr=0.5: 0.8068, recall@top3: 0.8325, prec@top3: 0.6844, recall@top5: 0.9406, prec@top5: 0.4755, loss: 0.0352, grad_norm: 0.2464 2021-04-17 10:38:30,447 - mmaction - INFO - Epoch [6][2920/4610] lr: 2.507e-02, eta: 7:41:16, time: 1.382, data_time: 0.001, memory: 10556, loss_action_cls: 0.0364, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.7696, recall@top3: 0.8178, prec@top3: 0.6577, recall@top5: 0.9331, prec@top5: 0.4614, loss: 0.0364, grad_norm: 0.2468 2021-04-17 10:38:57,772 - mmaction - INFO - Epoch [6][2940/4610] lr: 2.503e-02, eta: 7:40:49, time: 1.366, data_time: 0.001, memory: 10556, loss_action_cls: 0.0355, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.8076, recall@top3: 0.8264, prec@top3: 0.6766, recall@top5: 0.9386, prec@top5: 0.4726, loss: 0.0355, grad_norm: 0.2499 2021-04-17 10:39:24,758 - mmaction - INFO - Epoch [6][2960/4610] lr: 2.499e-02, eta: 7:40:21, time: 1.350, data_time: 0.003, memory: 10556, loss_action_cls: 0.0352, recall@thr=0.5: 0.7274, prec@thr=0.5: 0.7911, recall@top3: 0.8260, prec@top3: 0.6859, recall@top5: 0.9422, prec@top5: 0.4793, loss: 0.0352, grad_norm: 0.2514 2021-04-17 10:39:52,121 - mmaction - INFO - Epoch [6][2980/4610] lr: 2.495e-02, eta: 7:39:53, time: 1.367, data_time: 0.001, memory: 10556, loss_action_cls: 0.0366, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7902, recall@top3: 0.8288, prec@top3: 0.6658, recall@top5: 0.9385, prec@top5: 0.4648, loss: 0.0366, grad_norm: 0.2631 2021-04-17 10:40:19,565 - mmaction - INFO - Epoch [6][3000/4610] lr: 2.491e-02, eta: 7:39:25, time: 1.373, data_time: 0.002, memory: 10556, loss_action_cls: 0.0366, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7850, recall@top3: 0.8089, prec@top3: 0.6545, recall@top5: 0.9347, prec@top5: 0.4665, loss: 0.0366, grad_norm: 0.2577 2021-04-17 10:40:46,721 - mmaction - INFO - Epoch [6][3020/4610] lr: 2.487e-02, eta: 7:38:58, time: 1.358, data_time: 0.001, memory: 10556, loss_action_cls: 0.0344, recall@thr=0.5: 0.7291, prec@thr=0.5: 0.7987, recall@top3: 0.8286, prec@top3: 0.6775, recall@top5: 0.9411, prec@top5: 0.4715, loss: 0.0344, grad_norm: 0.2541 2021-04-17 10:41:13,995 - mmaction - INFO - Epoch [6][3040/4610] lr: 2.482e-02, eta: 7:38:30, time: 1.363, data_time: 0.001, memory: 10556, loss_action_cls: 0.0349, recall@thr=0.5: 0.7236, prec@thr=0.5: 0.7967, recall@top3: 0.8263, prec@top3: 0.6757, recall@top5: 0.9385, prec@top5: 0.4718, loss: 0.0349, grad_norm: 0.2458 2021-04-17 10:41:41,325 - mmaction - INFO - Epoch [6][3060/4610] lr: 2.478e-02, eta: 7:38:02, time: 1.366, data_time: 0.001, memory: 10556, loss_action_cls: 0.0339, recall@thr=0.5: 0.7241, prec@thr=0.5: 0.8018, recall@top3: 0.8243, prec@top3: 0.6600, recall@top5: 0.9396, prec@top5: 0.4598, loss: 0.0339, grad_norm: 0.2426 2021-04-17 10:42:08,702 - mmaction - INFO - Epoch [6][3080/4610] lr: 2.474e-02, eta: 7:37:35, time: 1.369, data_time: 0.002, memory: 10556, loss_action_cls: 0.0350, recall@thr=0.5: 0.7177, prec@thr=0.5: 0.7934, recall@top3: 0.8214, prec@top3: 0.6608, recall@top5: 0.9352, prec@top5: 0.4630, loss: 0.0350, grad_norm: 0.2439 2021-04-17 10:42:36,049 - mmaction - INFO - Epoch [6][3100/4610] lr: 2.470e-02, eta: 7:37:07, time: 1.367, data_time: 0.002, memory: 10556, loss_action_cls: 0.0357, recall@thr=0.5: 0.7121, prec@thr=0.5: 0.7851, recall@top3: 0.8182, prec@top3: 0.6620, recall@top5: 0.9371, prec@top5: 0.4631, loss: 0.0357, grad_norm: 0.2465 2021-04-17 10:43:02,945 - mmaction - INFO - Epoch [6][3120/4610] lr: 2.466e-02, eta: 7:36:39, time: 1.345, data_time: 0.002, memory: 10556, loss_action_cls: 0.0343, recall@thr=0.5: 0.7217, prec@thr=0.5: 0.7825, recall@top3: 0.8346, prec@top3: 0.6621, recall@top5: 0.9485, prec@top5: 0.4625, loss: 0.0343, grad_norm: 0.2506 2021-04-17 10:43:30,517 - mmaction - INFO - Epoch [6][3140/4610] lr: 2.462e-02, eta: 7:36:12, time: 1.378, data_time: 0.002, memory: 10556, loss_action_cls: 0.0362, recall@thr=0.5: 0.7132, prec@thr=0.5: 0.7886, recall@top3: 0.8185, prec@top3: 0.6670, recall@top5: 0.9385, prec@top5: 0.4715, loss: 0.0362, grad_norm: 0.2539 2021-04-17 10:43:58,019 - mmaction - INFO - Epoch [6][3160/4610] lr: 2.457e-02, eta: 7:35:44, time: 1.377, data_time: 0.002, memory: 10556, loss_action_cls: 0.0350, recall@thr=0.5: 0.7297, prec@thr=0.5: 0.8061, recall@top3: 0.8212, prec@top3: 0.6738, recall@top5: 0.9389, prec@top5: 0.4727, loss: 0.0350, grad_norm: 0.2481 2021-04-17 10:44:25,545 - mmaction - INFO - Epoch [6][3180/4610] lr: 2.453e-02, eta: 7:35:17, time: 1.376, data_time: 0.001, memory: 10556, loss_action_cls: 0.0361, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7887, recall@top3: 0.8154, prec@top3: 0.6549, recall@top5: 0.9358, prec@top5: 0.4638, loss: 0.0361, grad_norm: 0.2607 2021-04-17 10:44:52,932 - mmaction - INFO - Epoch [6][3200/4610] lr: 2.449e-02, eta: 7:34:49, time: 1.368, data_time: 0.001, memory: 10556, loss_action_cls: 0.0340, recall@thr=0.5: 0.7385, prec@thr=0.5: 0.8129, recall@top3: 0.8331, prec@top3: 0.6685, recall@top5: 0.9459, prec@top5: 0.4696, loss: 0.0340, grad_norm: 0.2661 2021-04-17 10:45:20,141 - mmaction - INFO - Epoch [6][3220/4610] lr: 2.445e-02, eta: 7:34:22, time: 1.361, data_time: 0.002, memory: 10556, loss_action_cls: 0.0350, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.7830, recall@top3: 0.8258, prec@top3: 0.6680, recall@top5: 0.9386, prec@top5: 0.4663, loss: 0.0350, grad_norm: 0.2869 2021-04-17 10:45:47,580 - mmaction - INFO - Epoch [6][3240/4610] lr: 2.441e-02, eta: 7:33:54, time: 1.371, data_time: 0.002, memory: 10556, loss_action_cls: 0.0353, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7835, recall@top3: 0.8187, prec@top3: 0.6504, recall@top5: 0.9341, prec@top5: 0.4549, loss: 0.0353, grad_norm: 0.2711 2021-04-17 10:46:14,882 - mmaction - INFO - Epoch [6][3260/4610] lr: 2.437e-02, eta: 7:33:26, time: 1.367, data_time: 0.003, memory: 10556, loss_action_cls: 0.0335, recall@thr=0.5: 0.7331, prec@thr=0.5: 0.8083, recall@top3: 0.8459, prec@top3: 0.6757, recall@top5: 0.9484, prec@top5: 0.4624, loss: 0.0335, grad_norm: 0.2464 2021-04-17 10:46:42,246 - mmaction - INFO - Epoch [6][3280/4610] lr: 2.432e-02, eta: 7:32:59, time: 1.368, data_time: 0.001, memory: 10556, loss_action_cls: 0.0353, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7983, recall@top3: 0.8154, prec@top3: 0.6644, recall@top5: 0.9370, prec@top5: 0.4697, loss: 0.0353, grad_norm: 0.2589 2021-04-17 10:47:09,532 - mmaction - INFO - Epoch [6][3300/4610] lr: 2.428e-02, eta: 7:32:31, time: 1.364, data_time: 0.001, memory: 10556, loss_action_cls: 0.0355, recall@thr=0.5: 0.7168, prec@thr=0.5: 0.7880, recall@top3: 0.8171, prec@top3: 0.6547, recall@top5: 0.9363, prec@top5: 0.4610, loss: 0.0355, grad_norm: 0.2641 2021-04-17 10:47:36,830 - mmaction - INFO - Epoch [6][3320/4610] lr: 2.424e-02, eta: 7:32:04, time: 1.366, data_time: 0.002, memory: 10556, loss_action_cls: 0.0346, recall@thr=0.5: 0.7220, prec@thr=0.5: 0.7852, recall@top3: 0.8320, prec@top3: 0.6504, recall@top5: 0.9440, prec@top5: 0.4527, loss: 0.0346, grad_norm: 0.2669 2021-04-17 10:48:04,324 - mmaction - INFO - Epoch [6][3340/4610] lr: 2.420e-02, eta: 7:31:36, time: 1.374, data_time: 0.001, memory: 10556, loss_action_cls: 0.0362, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.7853, recall@top3: 0.8279, prec@top3: 0.6647, recall@top5: 0.9410, prec@top5: 0.4657, loss: 0.0362, grad_norm: 0.2700 2021-04-17 10:48:31,884 - mmaction - INFO - Epoch [6][3360/4610] lr: 2.416e-02, eta: 7:31:09, time: 1.377, data_time: 0.001, memory: 10556, loss_action_cls: 0.0351, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7954, recall@top3: 0.8275, prec@top3: 0.6601, recall@top5: 0.9389, prec@top5: 0.4605, loss: 0.0351, grad_norm: 0.2618 2021-04-17 10:48:59,007 - mmaction - INFO - Epoch [6][3380/4610] lr: 2.412e-02, eta: 7:30:41, time: 1.357, data_time: 0.002, memory: 10556, loss_action_cls: 0.0339, recall@thr=0.5: 0.7365, prec@thr=0.5: 0.8031, recall@top3: 0.8353, prec@top3: 0.6823, recall@top5: 0.9401, prec@top5: 0.4713, loss: 0.0339, grad_norm: 0.2520 2021-04-17 10:49:26,384 - mmaction - INFO - Epoch [6][3400/4610] lr: 2.408e-02, eta: 7:30:13, time: 1.369, data_time: 0.002, memory: 10556, loss_action_cls: 0.0351, recall@thr=0.5: 0.7281, prec@thr=0.5: 0.8030, recall@top3: 0.8256, prec@top3: 0.6766, recall@top5: 0.9309, prec@top5: 0.4680, loss: 0.0351, grad_norm: 0.2534 2021-04-17 10:49:53,583 - mmaction - INFO - Epoch [6][3420/4610] lr: 2.403e-02, eta: 7:29:45, time: 1.361, data_time: 0.002, memory: 10556, loss_action_cls: 0.0335, recall@thr=0.5: 0.7409, prec@thr=0.5: 0.8110, recall@top3: 0.8359, prec@top3: 0.6846, recall@top5: 0.9485, prec@top5: 0.4787, loss: 0.0335, grad_norm: 0.2411 2021-04-17 10:50:20,977 - mmaction - INFO - Epoch [6][3440/4610] lr: 2.399e-02, eta: 7:29:18, time: 1.370, data_time: 0.001, memory: 10556, loss_action_cls: 0.0336, recall@thr=0.5: 0.7471, prec@thr=0.5: 0.8076, recall@top3: 0.8349, prec@top3: 0.6759, recall@top5: 0.9476, prec@top5: 0.4723, loss: 0.0336, grad_norm: 0.2595 2021-04-17 10:50:48,464 - mmaction - INFO - Epoch [6][3460/4610] lr: 2.395e-02, eta: 7:28:50, time: 1.373, data_time: 0.001, memory: 10556, loss_action_cls: 0.0354, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.7835, recall@top3: 0.8212, prec@top3: 0.6732, recall@top5: 0.9371, prec@top5: 0.4705, loss: 0.0354, grad_norm: 0.2601 2021-04-17 10:51:15,868 - mmaction - INFO - Epoch [6][3480/4610] lr: 2.391e-02, eta: 7:28:23, time: 1.370, data_time: 0.002, memory: 10556, loss_action_cls: 0.0326, recall@thr=0.5: 0.7543, prec@thr=0.5: 0.8149, recall@top3: 0.8460, prec@top3: 0.6903, recall@top5: 0.9504, prec@top5: 0.4756, loss: 0.0326, grad_norm: 0.2390 2021-04-17 10:51:43,306 - mmaction - INFO - Epoch [6][3500/4610] lr: 2.387e-02, eta: 7:27:55, time: 1.373, data_time: 0.002, memory: 10556, loss_action_cls: 0.0345, recall@thr=0.5: 0.7117, prec@thr=0.5: 0.7857, recall@top3: 0.8212, prec@top3: 0.6490, recall@top5: 0.9394, prec@top5: 0.4571, loss: 0.0345, grad_norm: 0.2615 2021-04-17 10:52:10,407 - mmaction - INFO - Epoch [6][3520/4610] lr: 2.383e-02, eta: 7:27:28, time: 1.355, data_time: 0.001, memory: 10556, loss_action_cls: 0.0345, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.8065, recall@top3: 0.8255, prec@top3: 0.6566, recall@top5: 0.9383, prec@top5: 0.4609, loss: 0.0345, grad_norm: 0.2648 2021-04-17 10:52:37,549 - mmaction - INFO - Epoch [6][3540/4610] lr: 2.379e-02, eta: 7:27:00, time: 1.357, data_time: 0.001, memory: 10556, loss_action_cls: 0.0360, recall@thr=0.5: 0.7309, prec@thr=0.5: 0.8074, recall@top3: 0.8232, prec@top3: 0.6735, recall@top5: 0.9384, prec@top5: 0.4714, loss: 0.0360, grad_norm: 0.2827 2021-04-17 10:53:04,819 - mmaction - INFO - Epoch [6][3560/4610] lr: 2.374e-02, eta: 7:26:32, time: 1.362, data_time: 0.001, memory: 10556, loss_action_cls: 0.0352, recall@thr=0.5: 0.7397, prec@thr=0.5: 0.7956, recall@top3: 0.8350, prec@top3: 0.6852, recall@top5: 0.9366, prec@top5: 0.4717, loss: 0.0352, grad_norm: 0.2548 2021-04-17 10:53:32,228 - mmaction - INFO - Epoch [6][3580/4610] lr: 2.370e-02, eta: 7:26:05, time: 1.371, data_time: 0.002, memory: 10556, loss_action_cls: 0.0340, recall@thr=0.5: 0.7269, prec@thr=0.5: 0.8027, recall@top3: 0.8237, prec@top3: 0.6691, recall@top5: 0.9386, prec@top5: 0.4669, loss: 0.0340, grad_norm: 0.2475 2021-04-17 10:53:59,573 - mmaction - INFO - Epoch [6][3600/4610] lr: 2.366e-02, eta: 7:25:37, time: 1.368, data_time: 0.001, memory: 10556, loss_action_cls: 0.0354, recall@thr=0.5: 0.7196, prec@thr=0.5: 0.7870, recall@top3: 0.8234, prec@top3: 0.6690, recall@top5: 0.9410, prec@top5: 0.4689, loss: 0.0354, grad_norm: 0.2722 2021-04-17 10:54:26,811 - mmaction - INFO - Epoch [6][3620/4610] lr: 2.362e-02, eta: 7:25:09, time: 1.361, data_time: 0.001, memory: 10556, loss_action_cls: 0.0360, recall@thr=0.5: 0.7089, prec@thr=0.5: 0.7803, recall@top3: 0.8292, prec@top3: 0.6706, recall@top5: 0.9409, prec@top5: 0.4671, loss: 0.0360, grad_norm: 0.2760 2021-04-17 10:54:54,048 - mmaction - INFO - Epoch [6][3640/4610] lr: 2.358e-02, eta: 7:24:42, time: 1.362, data_time: 0.002, memory: 10556, loss_action_cls: 0.0351, recall@thr=0.5: 0.7300, prec@thr=0.5: 0.8027, recall@top3: 0.8267, prec@top3: 0.6694, recall@top5: 0.9363, prec@top5: 0.4658, loss: 0.0351, grad_norm: 0.2487 2021-04-17 10:55:21,181 - mmaction - INFO - Epoch [6][3660/4610] lr: 2.354e-02, eta: 7:24:14, time: 1.358, data_time: 0.002, memory: 10556, loss_action_cls: 0.0341, recall@thr=0.5: 0.7324, prec@thr=0.5: 0.7990, recall@top3: 0.8296, prec@top3: 0.6692, recall@top5: 0.9465, prec@top5: 0.4702, loss: 0.0341, grad_norm: 0.2496 2021-04-17 10:55:48,266 - mmaction - INFO - Epoch [6][3680/4610] lr: 2.350e-02, eta: 7:23:46, time: 1.354, data_time: 0.001, memory: 10556, loss_action_cls: 0.0352, recall@thr=0.5: 0.7315, prec@thr=0.5: 0.8010, recall@top3: 0.8243, prec@top3: 0.6718, recall@top5: 0.9450, prec@top5: 0.4741, loss: 0.0352, grad_norm: 0.2736 2021-04-17 10:56:15,447 - mmaction - INFO - Epoch [6][3700/4610] lr: 2.346e-02, eta: 7:23:18, time: 1.359, data_time: 0.001, memory: 10556, loss_action_cls: 0.0349, recall@thr=0.5: 0.7348, prec@thr=0.5: 0.7938, recall@top3: 0.8221, prec@top3: 0.6745, recall@top5: 0.9355, prec@top5: 0.4716, loss: 0.0349, grad_norm: 0.2544 2021-04-17 10:56:42,986 - mmaction - INFO - Epoch [6][3720/4610] lr: 2.341e-02, eta: 7:22:51, time: 1.377, data_time: 0.001, memory: 10556, loss_action_cls: 0.0369, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7908, recall@top3: 0.8154, prec@top3: 0.6636, recall@top5: 0.9361, prec@top5: 0.4710, loss: 0.0369, grad_norm: 0.2704 2021-04-17 10:57:10,288 - mmaction - INFO - Epoch [6][3740/4610] lr: 2.337e-02, eta: 7:22:23, time: 1.365, data_time: 0.011, memory: 10556, loss_action_cls: 0.0342, recall@thr=0.5: 0.7266, prec@thr=0.5: 0.7904, recall@top3: 0.8214, prec@top3: 0.6695, recall@top5: 0.9439, prec@top5: 0.4717, loss: 0.0342, grad_norm: 0.2470 2021-04-17 10:57:37,542 - mmaction - INFO - Epoch [6][3760/4610] lr: 2.333e-02, eta: 7:21:56, time: 1.361, data_time: 0.001, memory: 10556, loss_action_cls: 0.0350, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.7914, recall@top3: 0.8198, prec@top3: 0.6657, recall@top5: 0.9360, prec@top5: 0.4652, loss: 0.0350, grad_norm: 0.2489 2021-04-17 10:58:04,760 - mmaction - INFO - Epoch [6][3780/4610] lr: 2.329e-02, eta: 7:21:28, time: 1.362, data_time: 0.003, memory: 10556, loss_action_cls: 0.0347, recall@thr=0.5: 0.7324, prec@thr=0.5: 0.8043, recall@top3: 0.8193, prec@top3: 0.6707, recall@top5: 0.9378, prec@top5: 0.4696, loss: 0.0347, grad_norm: 0.2582 2021-04-17 10:58:32,313 - mmaction - INFO - Epoch [6][3800/4610] lr: 2.325e-02, eta: 7:21:00, time: 1.379, data_time: 0.002, memory: 10556, loss_action_cls: 0.0352, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.8018, recall@top3: 0.8218, prec@top3: 0.6648, recall@top5: 0.9342, prec@top5: 0.4655, loss: 0.0352, grad_norm: 0.2463 2021-04-17 10:58:59,484 - mmaction - INFO - Epoch [6][3820/4610] lr: 2.321e-02, eta: 7:20:33, time: 1.359, data_time: 0.001, memory: 10556, loss_action_cls: 0.0346, recall@thr=0.5: 0.7243, prec@thr=0.5: 0.8010, recall@top3: 0.8229, prec@top3: 0.6648, recall@top5: 0.9401, prec@top5: 0.4665, loss: 0.0346, grad_norm: 0.2573 2021-04-17 10:59:26,490 - mmaction - INFO - Epoch [6][3840/4610] lr: 2.317e-02, eta: 7:20:05, time: 1.350, data_time: 0.001, memory: 10556, loss_action_cls: 0.0363, recall@thr=0.5: 0.7128, prec@thr=0.5: 0.7795, recall@top3: 0.8115, prec@top3: 0.6573, recall@top5: 0.9335, prec@top5: 0.4613, loss: 0.0363, grad_norm: 0.2656 2021-04-17 10:59:53,480 - mmaction - INFO - Epoch [6][3860/4610] lr: 2.313e-02, eta: 7:19:37, time: 1.349, data_time: 0.001, memory: 10556, loss_action_cls: 0.0337, recall@thr=0.5: 0.7204, prec@thr=0.5: 0.7906, recall@top3: 0.8282, prec@top3: 0.6696, recall@top5: 0.9407, prec@top5: 0.4647, loss: 0.0337, grad_norm: 0.2466 2021-04-17 11:00:20,755 - mmaction - INFO - Epoch [6][3880/4610] lr: 2.309e-02, eta: 7:19:09, time: 1.364, data_time: 0.001, memory: 10556, loss_action_cls: 0.0353, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.7969, recall@top3: 0.8205, prec@top3: 0.6732, recall@top5: 0.9371, prec@top5: 0.4729, loss: 0.0353, grad_norm: 0.2551 2021-04-17 11:00:47,824 - mmaction - INFO - Epoch [6][3900/4610] lr: 2.304e-02, eta: 7:18:42, time: 1.352, data_time: 0.001, memory: 10556, loss_action_cls: 0.0341, recall@thr=0.5: 0.7288, prec@thr=0.5: 0.8099, recall@top3: 0.8281, prec@top3: 0.6738, recall@top5: 0.9398, prec@top5: 0.4680, loss: 0.0341, grad_norm: 0.2507 2021-04-17 11:01:15,135 - mmaction - INFO - Epoch [6][3920/4610] lr: 2.300e-02, eta: 7:18:14, time: 1.366, data_time: 0.002, memory: 10556, loss_action_cls: 0.0355, recall@thr=0.5: 0.7118, prec@thr=0.5: 0.8013, recall@top3: 0.8316, prec@top3: 0.6770, recall@top5: 0.9404, prec@top5: 0.4696, loss: 0.0355, grad_norm: 0.2578 2021-04-17 11:01:42,493 - mmaction - INFO - Epoch [6][3940/4610] lr: 2.296e-02, eta: 7:17:46, time: 1.367, data_time: 0.002, memory: 10556, loss_action_cls: 0.0341, recall@thr=0.5: 0.7397, prec@thr=0.5: 0.7923, recall@top3: 0.8300, prec@top3: 0.6770, recall@top5: 0.9392, prec@top5: 0.4710, loss: 0.0341, grad_norm: 0.2501 2021-04-17 11:02:09,720 - mmaction - INFO - Epoch [6][3960/4610] lr: 2.292e-02, eta: 7:17:19, time: 1.362, data_time: 0.002, memory: 10556, loss_action_cls: 0.0357, recall@thr=0.5: 0.7166, prec@thr=0.5: 0.7976, recall@top3: 0.8301, prec@top3: 0.6650, recall@top5: 0.9385, prec@top5: 0.4616, loss: 0.0357, grad_norm: 0.2643 2021-04-17 11:02:37,383 - mmaction - INFO - Epoch [6][3980/4610] lr: 2.288e-02, eta: 7:16:51, time: 1.384, data_time: 0.002, memory: 10556, loss_action_cls: 0.0352, recall@thr=0.5: 0.7390, prec@thr=0.5: 0.7955, recall@top3: 0.8256, prec@top3: 0.6878, recall@top5: 0.9444, prec@top5: 0.4814, loss: 0.0352, grad_norm: 0.2791 2021-04-17 11:03:04,831 - mmaction - INFO - Epoch [6][4000/4610] lr: 2.284e-02, eta: 7:16:24, time: 1.373, data_time: 0.001, memory: 10556, loss_action_cls: 0.0333, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8180, recall@top3: 0.8374, prec@top3: 0.6788, recall@top5: 0.9518, prec@top5: 0.4738, loss: 0.0333, grad_norm: 0.2441 2021-04-17 11:03:31,916 - mmaction - INFO - Epoch [6][4020/4610] lr: 2.280e-02, eta: 7:15:56, time: 1.354, data_time: 0.001, memory: 10556, loss_action_cls: 0.0352, recall@thr=0.5: 0.7153, prec@thr=0.5: 0.7852, recall@top3: 0.8312, prec@top3: 0.6573, recall@top5: 0.9381, prec@top5: 0.4567, loss: 0.0352, grad_norm: 0.2512 2021-04-17 11:03:59,518 - mmaction - INFO - Epoch [6][4040/4610] lr: 2.276e-02, eta: 7:15:29, time: 1.379, data_time: 0.001, memory: 10556, loss_action_cls: 0.0341, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.8076, recall@top3: 0.8331, prec@top3: 0.6765, recall@top5: 0.9419, prec@top5: 0.4693, loss: 0.0341, grad_norm: 0.2550 2021-04-17 11:04:26,842 - mmaction - INFO - Epoch [6][4060/4610] lr: 2.272e-02, eta: 7:15:01, time: 1.365, data_time: 0.002, memory: 10556, loss_action_cls: 0.0350, recall@thr=0.5: 0.7168, prec@thr=0.5: 0.7877, recall@top3: 0.8231, prec@top3: 0.6721, recall@top5: 0.9350, prec@top5: 0.4664, loss: 0.0350, grad_norm: 0.2641 2021-04-17 11:04:54,174 - mmaction - INFO - Epoch [6][4080/4610] lr: 2.267e-02, eta: 7:14:33, time: 1.367, data_time: 0.002, memory: 10556, loss_action_cls: 0.0354, recall@thr=0.5: 0.7233, prec@thr=0.5: 0.7927, recall@top3: 0.8231, prec@top3: 0.6755, recall@top5: 0.9341, prec@top5: 0.4728, loss: 0.0354, grad_norm: 0.2425 2021-04-17 11:05:21,742 - mmaction - INFO - Epoch [6][4100/4610] lr: 2.263e-02, eta: 7:14:06, time: 1.379, data_time: 0.002, memory: 10556, loss_action_cls: 0.0356, recall@thr=0.5: 0.7305, prec@thr=0.5: 0.8035, recall@top3: 0.8270, prec@top3: 0.6668, recall@top5: 0.9338, prec@top5: 0.4618, loss: 0.0356, grad_norm: 0.2583 2021-04-17 11:05:49,311 - mmaction - INFO - Epoch [6][4120/4610] lr: 2.259e-02, eta: 7:13:39, time: 1.378, data_time: 0.001, memory: 10556, loss_action_cls: 0.0351, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7938, recall@top3: 0.8246, prec@top3: 0.6661, recall@top5: 0.9401, prec@top5: 0.4656, loss: 0.0351, grad_norm: 0.2568 2021-04-17 11:06:16,901 - mmaction - INFO - Epoch [6][4140/4610] lr: 2.255e-02, eta: 7:13:11, time: 1.380, data_time: 0.001, memory: 10556, loss_action_cls: 0.0352, recall@thr=0.5: 0.7116, prec@thr=0.5: 0.7796, recall@top3: 0.8215, prec@top3: 0.6637, recall@top5: 0.9393, prec@top5: 0.4650, loss: 0.0352, grad_norm: 0.2610 2021-04-17 11:06:44,877 - mmaction - INFO - Epoch [6][4160/4610] lr: 2.251e-02, eta: 7:12:44, time: 1.398, data_time: 0.001, memory: 10556, loss_action_cls: 0.0366, recall@thr=0.5: 0.7080, prec@thr=0.5: 0.7801, recall@top3: 0.8227, prec@top3: 0.6469, recall@top5: 0.9328, prec@top5: 0.4525, loss: 0.0366, grad_norm: 0.2673 2021-04-17 11:07:12,471 - mmaction - INFO - Epoch [6][4180/4610] lr: 2.247e-02, eta: 7:12:17, time: 1.381, data_time: 0.010, memory: 10556, loss_action_cls: 0.0360, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.7865, recall@top3: 0.8156, prec@top3: 0.6695, recall@top5: 0.9404, prec@top5: 0.4762, loss: 0.0360, grad_norm: 0.2534 2021-04-17 11:07:39,973 - mmaction - INFO - Epoch [6][4200/4610] lr: 2.243e-02, eta: 7:11:49, time: 1.373, data_time: 0.001, memory: 10556, loss_action_cls: 0.0352, recall@thr=0.5: 0.7269, prec@thr=0.5: 0.7803, recall@top3: 0.8257, prec@top3: 0.6669, recall@top5: 0.9431, prec@top5: 0.4677, loss: 0.0352, grad_norm: 0.2646 2021-04-17 11:08:07,629 - mmaction - INFO - Epoch [6][4220/4610] lr: 2.239e-02, eta: 7:11:22, time: 1.384, data_time: 0.003, memory: 10556, loss_action_cls: 0.0368, recall@thr=0.5: 0.6964, prec@thr=0.5: 0.7919, recall@top3: 0.8113, prec@top3: 0.6570, recall@top5: 0.9304, prec@top5: 0.4641, loss: 0.0368, grad_norm: 0.2777 2021-04-17 11:08:34,934 - mmaction - INFO - Epoch [6][4240/4610] lr: 2.235e-02, eta: 7:10:54, time: 1.365, data_time: 0.001, memory: 10556, loss_action_cls: 0.0346, recall@thr=0.5: 0.7352, prec@thr=0.5: 0.7924, recall@top3: 0.8313, prec@top3: 0.6792, recall@top5: 0.9406, prec@top5: 0.4727, loss: 0.0346, grad_norm: 0.2442 2021-04-17 11:09:02,125 - mmaction - INFO - Epoch [6][4260/4610] lr: 2.231e-02, eta: 7:10:26, time: 1.358, data_time: 0.001, memory: 10556, loss_action_cls: 0.0349, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.8080, recall@top3: 0.8317, prec@top3: 0.6704, recall@top5: 0.9370, prec@top5: 0.4622, loss: 0.0349, grad_norm: 0.2522 2021-04-17 11:09:29,865 - mmaction - INFO - Epoch [6][4280/4610] lr: 2.227e-02, eta: 7:09:59, time: 1.388, data_time: 0.002, memory: 10556, loss_action_cls: 0.0347, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.7941, recall@top3: 0.8268, prec@top3: 0.6650, recall@top5: 0.9409, prec@top5: 0.4645, loss: 0.0347, grad_norm: 0.2524 2021-04-17 11:09:56,927 - mmaction - INFO - Epoch [6][4300/4610] lr: 2.223e-02, eta: 7:09:31, time: 1.352, data_time: 0.001, memory: 10556, loss_action_cls: 0.0351, recall@thr=0.5: 0.7249, prec@thr=0.5: 0.7856, recall@top3: 0.8282, prec@top3: 0.6756, recall@top5: 0.9416, prec@top5: 0.4735, loss: 0.0351, grad_norm: 0.2690 2021-04-17 11:10:24,420 - mmaction - INFO - Epoch [6][4320/4610] lr: 2.218e-02, eta: 7:09:04, time: 1.375, data_time: 0.002, memory: 10556, loss_action_cls: 0.0357, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7882, recall@top3: 0.8175, prec@top3: 0.6543, recall@top5: 0.9370, prec@top5: 0.4602, loss: 0.0357, grad_norm: 0.2780 2021-04-17 11:10:51,683 - mmaction - INFO - Epoch [6][4340/4610] lr: 2.214e-02, eta: 7:08:36, time: 1.363, data_time: 0.002, memory: 10556, loss_action_cls: 0.0350, recall@thr=0.5: 0.7302, prec@thr=0.5: 0.7885, recall@top3: 0.8215, prec@top3: 0.6615, recall@top5: 0.9418, prec@top5: 0.4657, loss: 0.0350, grad_norm: 0.2592 2021-04-17 11:11:19,075 - mmaction - INFO - Epoch [6][4360/4610] lr: 2.210e-02, eta: 7:08:09, time: 1.370, data_time: 0.001, memory: 10556, loss_action_cls: 0.0358, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7935, recall@top3: 0.8206, prec@top3: 0.6509, recall@top5: 0.9386, prec@top5: 0.4579, loss: 0.0358, grad_norm: 0.2602 2021-04-17 11:11:46,249 - mmaction - INFO - Epoch [6][4380/4610] lr: 2.206e-02, eta: 7:07:41, time: 1.359, data_time: 0.001, memory: 10556, loss_action_cls: 0.0345, recall@thr=0.5: 0.7139, prec@thr=0.5: 0.7998, recall@top3: 0.8319, prec@top3: 0.6677, recall@top5: 0.9380, prec@top5: 0.4617, loss: 0.0345, grad_norm: 0.2539 2021-04-17 11:12:13,758 - mmaction - INFO - Epoch [6][4400/4610] lr: 2.202e-02, eta: 7:07:13, time: 1.374, data_time: 0.001, memory: 10556, loss_action_cls: 0.0346, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7890, recall@top3: 0.8269, prec@top3: 0.6715, recall@top5: 0.9436, prec@top5: 0.4692, loss: 0.0346, grad_norm: 0.2516 2021-04-17 11:12:41,061 - mmaction - INFO - Epoch [6][4420/4610] lr: 2.198e-02, eta: 7:06:46, time: 1.365, data_time: 0.002, memory: 10556, loss_action_cls: 0.0358, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7841, recall@top3: 0.8216, prec@top3: 0.6594, recall@top5: 0.9357, prec@top5: 0.4624, loss: 0.0358, grad_norm: 0.2463 2021-04-17 11:13:08,476 - mmaction - INFO - Epoch [6][4440/4610] lr: 2.194e-02, eta: 7:06:18, time: 1.372, data_time: 0.002, memory: 10556, loss_action_cls: 0.0338, recall@thr=0.5: 0.7234, prec@thr=0.5: 0.7982, recall@top3: 0.8466, prec@top3: 0.6659, recall@top5: 0.9536, prec@top5: 0.4617, loss: 0.0338, grad_norm: 0.2547 2021-04-17 11:13:36,049 - mmaction - INFO - Epoch [6][4460/4610] lr: 2.190e-02, eta: 7:05:51, time: 1.377, data_time: 0.001, memory: 10556, loss_action_cls: 0.0345, recall@thr=0.5: 0.7347, prec@thr=0.5: 0.8149, recall@top3: 0.8307, prec@top3: 0.6854, recall@top5: 0.9367, prec@top5: 0.4739, loss: 0.0345, grad_norm: 0.2441 2021-04-17 11:14:03,417 - mmaction - INFO - Epoch [6][4480/4610] lr: 2.186e-02, eta: 7:05:23, time: 1.370, data_time: 0.002, memory: 10556, loss_action_cls: 0.0336, recall@thr=0.5: 0.7382, prec@thr=0.5: 0.8015, recall@top3: 0.8283, prec@top3: 0.6894, recall@top5: 0.9460, prec@top5: 0.4837, loss: 0.0336, grad_norm: 0.2419 2021-04-17 11:14:30,534 - mmaction - INFO - Epoch [6][4500/4610] lr: 2.182e-02, eta: 7:04:56, time: 1.355, data_time: 0.001, memory: 10556, loss_action_cls: 0.0340, recall@thr=0.5: 0.7220, prec@thr=0.5: 0.7962, recall@top3: 0.8316, prec@top3: 0.6668, recall@top5: 0.9466, prec@top5: 0.4690, loss: 0.0340, grad_norm: 0.2573 2021-04-17 11:14:57,964 - mmaction - INFO - Epoch [6][4520/4610] lr: 2.178e-02, eta: 7:04:28, time: 1.372, data_time: 0.002, memory: 10556, loss_action_cls: 0.0343, recall@thr=0.5: 0.7426, prec@thr=0.5: 0.8061, recall@top3: 0.8271, prec@top3: 0.6697, recall@top5: 0.9418, prec@top5: 0.4693, loss: 0.0343, grad_norm: 0.2526 2021-04-17 11:15:25,630 - mmaction - INFO - Epoch [6][4540/4610] lr: 2.174e-02, eta: 7:04:01, time: 1.382, data_time: 0.001, memory: 10556, loss_action_cls: 0.0360, recall@thr=0.5: 0.7097, prec@thr=0.5: 0.7821, recall@top3: 0.8140, prec@top3: 0.6688, recall@top5: 0.9333, prec@top5: 0.4710, loss: 0.0360, grad_norm: 0.2667 2021-04-17 11:15:52,972 - mmaction - INFO - Epoch [6][4560/4610] lr: 2.170e-02, eta: 7:03:33, time: 1.368, data_time: 0.002, memory: 10556, loss_action_cls: 0.0355, recall@thr=0.5: 0.7232, prec@thr=0.5: 0.7914, recall@top3: 0.8147, prec@top3: 0.6627, recall@top5: 0.9328, prec@top5: 0.4666, loss: 0.0355, grad_norm: 0.2480 2021-04-17 11:16:20,161 - mmaction - INFO - Epoch [6][4580/4610] lr: 2.166e-02, eta: 7:03:05, time: 1.358, data_time: 0.001, memory: 10556, loss_action_cls: 0.0336, recall@thr=0.5: 0.7242, prec@thr=0.5: 0.7950, recall@top3: 0.8285, prec@top3: 0.6721, recall@top5: 0.9408, prec@top5: 0.4687, loss: 0.0336, grad_norm: 0.2482 2021-04-17 11:16:47,670 - mmaction - INFO - Epoch [6][4600/4610] lr: 2.162e-02, eta: 7:02:38, time: 1.376, data_time: 0.002, memory: 10556, loss_action_cls: 0.0352, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7896, recall@top3: 0.8196, prec@top3: 0.6530, recall@top5: 0.9387, prec@top5: 0.4611, loss: 0.0352, grad_norm: 0.2837 2021-04-17 11:17:03,457 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-04-17 11:40:09,219 - mmaction - INFO - Evaluating mAP ... 2021-04-17 11:45:57,535 - mmaction - INFO - mAP@0.5IOU 0.2678 2021-04-17 11:45:59,068 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_6.pth. 2021-04-17 11:45:59,069 - mmaction - INFO - Best mAP@0.5IOU is 0.2678 at 6 epoch. 2021-04-17 11:46:00,243 - mmaction - INFO - Epoch(val) [6][4610] mAP@0.5IOU: 0.2678 2021-04-17 11:47:09,999 - mmaction - INFO - Epoch [7][20/4610] lr: 2.155e-02, eta: 7:02:16, time: 3.487, data_time: 2.154, memory: 10556, loss_action_cls: 0.0342, recall@thr=0.5: 0.7117, prec@thr=0.5: 0.7990, recall@top3: 0.8318, prec@top3: 0.6536, recall@top5: 0.9354, prec@top5: 0.4517, loss: 0.0342, grad_norm: 0.2634 2021-04-17 11:47:36,796 - mmaction - INFO - Epoch [7][40/4610] lr: 2.151e-02, eta: 7:01:48, time: 1.340, data_time: 0.001, memory: 10556, loss_action_cls: 0.0337, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7921, recall@top3: 0.8307, prec@top3: 0.6577, recall@top5: 0.9475, prec@top5: 0.4591, loss: 0.0337, grad_norm: 0.2555 2021-04-17 11:48:03,665 - mmaction - INFO - Epoch [7][60/4610] lr: 2.147e-02, eta: 7:01:20, time: 1.342, data_time: 0.001, memory: 10556, loss_action_cls: 0.0346, recall@thr=0.5: 0.7303, prec@thr=0.5: 0.7966, recall@top3: 0.8333, prec@top3: 0.6739, recall@top5: 0.9440, prec@top5: 0.4704, loss: 0.0346, grad_norm: 0.2500 2021-04-17 11:48:30,865 - mmaction - INFO - Epoch [7][80/4610] lr: 2.143e-02, eta: 7:00:52, time: 1.361, data_time: 0.002, memory: 10556, loss_action_cls: 0.0345, recall@thr=0.5: 0.7268, prec@thr=0.5: 0.7952, recall@top3: 0.8249, prec@top3: 0.6606, recall@top5: 0.9401, prec@top5: 0.4613, loss: 0.0345, grad_norm: 0.2491 2021-04-17 11:48:57,928 - mmaction - INFO - Epoch [7][100/4610] lr: 2.139e-02, eta: 7:00:24, time: 1.352, data_time: 0.001, memory: 10556, loss_action_cls: 0.0343, recall@thr=0.5: 0.7298, prec@thr=0.5: 0.7976, recall@top3: 0.8307, prec@top3: 0.6702, recall@top5: 0.9420, prec@top5: 0.4664, loss: 0.0343, grad_norm: 0.2478 2021-04-17 11:49:25,088 - mmaction - INFO - Epoch [7][120/4610] lr: 2.135e-02, eta: 6:59:56, time: 1.358, data_time: 0.002, memory: 10556, loss_action_cls: 0.0332, recall@thr=0.5: 0.7379, prec@thr=0.5: 0.8110, recall@top3: 0.8411, prec@top3: 0.6644, recall@top5: 0.9420, prec@top5: 0.4586, loss: 0.0332, grad_norm: 0.2525 2021-04-17 11:49:52,515 - mmaction - INFO - Epoch [7][140/4610] lr: 2.131e-02, eta: 6:59:29, time: 1.372, data_time: 0.002, memory: 10556, loss_action_cls: 0.0334, recall@thr=0.5: 0.7379, prec@thr=0.5: 0.8068, recall@top3: 0.8260, prec@top3: 0.6836, recall@top5: 0.9390, prec@top5: 0.4770, loss: 0.0334, grad_norm: 0.2399 2021-04-17 11:50:19,831 - mmaction - INFO - Epoch [7][160/4610] lr: 2.127e-02, eta: 6:59:01, time: 1.366, data_time: 0.001, memory: 10556, loss_action_cls: 0.0333, recall@thr=0.5: 0.7462, prec@thr=0.5: 0.8044, recall@top3: 0.8309, prec@top3: 0.6870, recall@top5: 0.9495, prec@top5: 0.4813, loss: 0.0333, grad_norm: 0.2360 2021-04-17 11:50:47,403 - mmaction - INFO - Epoch [7][180/4610] lr: 2.123e-02, eta: 6:58:34, time: 1.378, data_time: 0.001, memory: 10556, loss_action_cls: 0.0345, recall@thr=0.5: 0.7302, prec@thr=0.5: 0.8159, recall@top3: 0.8294, prec@top3: 0.6820, recall@top5: 0.9407, prec@top5: 0.4764, loss: 0.0345, grad_norm: 0.2409 2021-04-17 11:51:14,851 - mmaction - INFO - Epoch [7][200/4610] lr: 2.119e-02, eta: 6:58:06, time: 1.372, data_time: 0.002, memory: 10556, loss_action_cls: 0.0347, recall@thr=0.5: 0.7331, prec@thr=0.5: 0.7888, recall@top3: 0.8235, prec@top3: 0.6672, recall@top5: 0.9386, prec@top5: 0.4691, loss: 0.0347, grad_norm: 0.2586 2021-04-17 11:51:41,810 - mmaction - INFO - Epoch [7][220/4610] lr: 2.115e-02, eta: 6:57:38, time: 1.348, data_time: 0.002, memory: 10556, loss_action_cls: 0.0347, recall@thr=0.5: 0.7353, prec@thr=0.5: 0.8000, recall@top3: 0.8428, prec@top3: 0.6762, recall@top5: 0.9435, prec@top5: 0.4653, loss: 0.0347, grad_norm: 0.2568 2021-04-17 11:52:09,413 - mmaction - INFO - Epoch [7][240/4610] lr: 2.111e-02, eta: 6:57:11, time: 1.380, data_time: 0.002, memory: 10556, loss_action_cls: 0.0345, recall@thr=0.5: 0.7363, prec@thr=0.5: 0.8052, recall@top3: 0.8291, prec@top3: 0.6701, recall@top5: 0.9389, prec@top5: 0.4657, loss: 0.0345, grad_norm: 0.2489 2021-04-17 11:52:36,786 - mmaction - INFO - Epoch [7][260/4610] lr: 2.107e-02, eta: 6:56:43, time: 1.369, data_time: 0.002, memory: 10556, loss_action_cls: 0.0331, recall@thr=0.5: 0.7367, prec@thr=0.5: 0.8017, recall@top3: 0.8405, prec@top3: 0.6642, recall@top5: 0.9450, prec@top5: 0.4593, loss: 0.0331, grad_norm: 0.2451 2021-04-17 11:53:04,269 - mmaction - INFO - Epoch [7][280/4610] lr: 2.103e-02, eta: 6:56:16, time: 1.373, data_time: 0.001, memory: 10556, loss_action_cls: 0.0354, recall@thr=0.5: 0.7173, prec@thr=0.5: 0.7981, recall@top3: 0.8192, prec@top3: 0.6646, recall@top5: 0.9393, prec@top5: 0.4678, loss: 0.0354, grad_norm: 0.2736 2021-04-17 11:53:31,668 - mmaction - INFO - Epoch [7][300/4610] lr: 2.099e-02, eta: 6:55:48, time: 1.371, data_time: 0.002, memory: 10556, loss_action_cls: 0.0323, recall@thr=0.5: 0.7477, prec@thr=0.5: 0.8129, recall@top3: 0.8429, prec@top3: 0.6749, recall@top5: 0.9483, prec@top5: 0.4656, loss: 0.0323, grad_norm: 0.2563 2021-04-17 11:53:59,075 - mmaction - INFO - Epoch [7][320/4610] lr: 2.095e-02, eta: 6:55:21, time: 1.370, data_time: 0.001, memory: 10556, loss_action_cls: 0.0331, recall@thr=0.5: 0.7270, prec@thr=0.5: 0.8056, recall@top3: 0.8338, prec@top3: 0.6531, recall@top5: 0.9485, prec@top5: 0.4592, loss: 0.0331, grad_norm: 0.2521 2021-04-17 11:54:26,307 - mmaction - INFO - Epoch [7][340/4610] lr: 2.091e-02, eta: 6:54:53, time: 1.361, data_time: 0.001, memory: 10556, loss_action_cls: 0.0343, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.8015, recall@top3: 0.8353, prec@top3: 0.6729, recall@top5: 0.9423, prec@top5: 0.4696, loss: 0.0343, grad_norm: 0.2649 2021-04-17 11:54:54,944 - mmaction - INFO - Epoch [7][360/4610] lr: 2.087e-02, eta: 6:54:26, time: 1.433, data_time: 0.006, memory: 10556, loss_action_cls: 0.0344, recall@thr=0.5: 0.7348, prec@thr=0.5: 0.8118, recall@top3: 0.8306, prec@top3: 0.6772, recall@top5: 0.9390, prec@top5: 0.4711, loss: 0.0344, grad_norm: 0.2543 2021-04-17 11:55:22,505 - mmaction - INFO - Epoch [7][380/4610] lr: 2.083e-02, eta: 6:53:59, time: 1.377, data_time: 0.001, memory: 10556, loss_action_cls: 0.0335, recall@thr=0.5: 0.7323, prec@thr=0.5: 0.7993, recall@top3: 0.8348, prec@top3: 0.6678, recall@top5: 0.9399, prec@top5: 0.4609, loss: 0.0335, grad_norm: 0.2479 2021-04-17 11:55:49,682 - mmaction - INFO - Epoch [7][400/4610] lr: 2.079e-02, eta: 6:53:31, time: 1.360, data_time: 0.002, memory: 10556, loss_action_cls: 0.0340, recall@thr=0.5: 0.7287, prec@thr=0.5: 0.8048, recall@top3: 0.8397, prec@top3: 0.6796, recall@top5: 0.9475, prec@top5: 0.4723, loss: 0.0340, grad_norm: 0.2579 2021-04-17 11:56:16,976 - mmaction - INFO - Epoch [7][420/4610] lr: 2.075e-02, eta: 6:53:03, time: 1.365, data_time: 0.001, memory: 10556, loss_action_cls: 0.0331, recall@thr=0.5: 0.7431, prec@thr=0.5: 0.7952, recall@top3: 0.8344, prec@top3: 0.6750, recall@top5: 0.9419, prec@top5: 0.4672, loss: 0.0331, grad_norm: 0.2577 2021-04-17 11:56:43,909 - mmaction - INFO - Epoch [7][440/4610] lr: 2.071e-02, eta: 6:52:35, time: 1.347, data_time: 0.001, memory: 10556, loss_action_cls: 0.0334, recall@thr=0.5: 0.7318, prec@thr=0.5: 0.7975, recall@top3: 0.8363, prec@top3: 0.6719, recall@top5: 0.9486, prec@top5: 0.4670, loss: 0.0334, grad_norm: 0.2607 2021-04-17 11:57:11,040 - mmaction - INFO - Epoch [7][460/4610] lr: 2.067e-02, eta: 6:52:08, time: 1.357, data_time: 0.001, memory: 10556, loss_action_cls: 0.0337, recall@thr=0.5: 0.7227, prec@thr=0.5: 0.8117, recall@top3: 0.8433, prec@top3: 0.6744, recall@top5: 0.9493, prec@top5: 0.4659, loss: 0.0337, grad_norm: 0.2734 2021-04-17 11:57:38,632 - mmaction - INFO - Epoch [7][480/4610] lr: 2.063e-02, eta: 6:51:40, time: 1.379, data_time: 0.001, memory: 10556, loss_action_cls: 0.0334, recall@thr=0.5: 0.7377, prec@thr=0.5: 0.8084, recall@top3: 0.8316, prec@top3: 0.6613, recall@top5: 0.9494, prec@top5: 0.4640, loss: 0.0334, grad_norm: 0.2627 2021-04-17 11:58:06,100 - mmaction - INFO - Epoch [7][500/4610] lr: 2.059e-02, eta: 6:51:13, time: 1.373, data_time: 0.002, memory: 10556, loss_action_cls: 0.0353, recall@thr=0.5: 0.7252, prec@thr=0.5: 0.7929, recall@top3: 0.8229, prec@top3: 0.6676, recall@top5: 0.9356, prec@top5: 0.4664, loss: 0.0353, grad_norm: 0.2686 2021-04-17 11:58:33,696 - mmaction - INFO - Epoch [7][520/4610] lr: 2.055e-02, eta: 6:50:45, time: 1.379, data_time: 0.002, memory: 10556, loss_action_cls: 0.0338, recall@thr=0.5: 0.7340, prec@thr=0.5: 0.7914, recall@top3: 0.8328, prec@top3: 0.6790, recall@top5: 0.9371, prec@top5: 0.4668, loss: 0.0338, grad_norm: 0.2578 2021-04-17 11:59:01,176 - mmaction - INFO - Epoch [7][540/4610] lr: 2.051e-02, eta: 6:50:18, time: 1.376, data_time: 0.003, memory: 10556, loss_action_cls: 0.0325, recall@thr=0.5: 0.7284, prec@thr=0.5: 0.8071, recall@top3: 0.8376, prec@top3: 0.6733, recall@top5: 0.9488, prec@top5: 0.4662, loss: 0.0325, grad_norm: 0.2576 2021-04-17 11:59:28,453 - mmaction - INFO - Epoch [7][560/4610] lr: 2.047e-02, eta: 6:49:50, time: 1.363, data_time: 0.001, memory: 10556, loss_action_cls: 0.0345, recall@thr=0.5: 0.7276, prec@thr=0.5: 0.7975, recall@top3: 0.8290, prec@top3: 0.6752, recall@top5: 0.9386, prec@top5: 0.4703, loss: 0.0345, grad_norm: 0.2729 2021-04-17 11:59:55,995 - mmaction - INFO - Epoch [7][580/4610] lr: 2.043e-02, eta: 6:49:23, time: 1.377, data_time: 0.002, memory: 10556, loss_action_cls: 0.0347, recall@thr=0.5: 0.7258, prec@thr=0.5: 0.7978, recall@top3: 0.8285, prec@top3: 0.6672, recall@top5: 0.9456, prec@top5: 0.4676, loss: 0.0347, grad_norm: 0.2579 2021-04-17 12:00:24,330 - mmaction - INFO - Epoch [7][600/4610] lr: 2.039e-02, eta: 6:48:56, time: 1.416, data_time: 0.002, memory: 10556, loss_action_cls: 0.0354, recall@thr=0.5: 0.7335, prec@thr=0.5: 0.8104, recall@top3: 0.8202, prec@top3: 0.6832, recall@top5: 0.9337, prec@top5: 0.4791, loss: 0.0354, grad_norm: 0.2582 2021-04-17 12:00:51,956 - mmaction - INFO - Epoch [7][620/4610] lr: 2.035e-02, eta: 6:48:28, time: 1.382, data_time: 0.002, memory: 10556, loss_action_cls: 0.0347, recall@thr=0.5: 0.7172, prec@thr=0.5: 0.7903, recall@top3: 0.8203, prec@top3: 0.6707, recall@top5: 0.9413, prec@top5: 0.4739, loss: 0.0347, grad_norm: 0.2517 2021-04-17 12:01:19,786 - mmaction - INFO - Epoch [7][640/4610] lr: 2.031e-02, eta: 6:48:01, time: 1.391, data_time: 0.001, memory: 10556, loss_action_cls: 0.0338, recall@thr=0.5: 0.7168, prec@thr=0.5: 0.7928, recall@top3: 0.8320, prec@top3: 0.6681, recall@top5: 0.9410, prec@top5: 0.4630, loss: 0.0338, grad_norm: 0.2561 2021-04-17 12:01:46,881 - mmaction - INFO - Epoch [7][660/4610] lr: 2.027e-02, eta: 6:47:33, time: 1.355, data_time: 0.001, memory: 10556, loss_action_cls: 0.0345, recall@thr=0.5: 0.7363, prec@thr=0.5: 0.8081, recall@top3: 0.8356, prec@top3: 0.6838, recall@top5: 0.9405, prec@top5: 0.4732, loss: 0.0345, grad_norm: 0.2779 2021-04-17 12:02:14,215 - mmaction - INFO - Epoch [7][680/4610] lr: 2.023e-02, eta: 6:47:06, time: 1.367, data_time: 0.001, memory: 10556, loss_action_cls: 0.0344, recall@thr=0.5: 0.7299, prec@thr=0.5: 0.7960, recall@top3: 0.8266, prec@top3: 0.6631, recall@top5: 0.9389, prec@top5: 0.4629, loss: 0.0344, grad_norm: 0.2648 2021-04-17 12:02:41,637 - mmaction - INFO - Epoch [7][700/4610] lr: 2.019e-02, eta: 6:46:38, time: 1.371, data_time: 0.001, memory: 10556, loss_action_cls: 0.0349, recall@thr=0.5: 0.7272, prec@thr=0.5: 0.7958, recall@top3: 0.8145, prec@top3: 0.6672, recall@top5: 0.9284, prec@top5: 0.4690, loss: 0.0349, grad_norm: 0.2552 2021-04-17 12:03:08,792 - mmaction - INFO - Epoch [7][720/4610] lr: 2.015e-02, eta: 6:46:10, time: 1.357, data_time: 0.001, memory: 10556, loss_action_cls: 0.0325, recall@thr=0.5: 0.7497, prec@thr=0.5: 0.8174, recall@top3: 0.8471, prec@top3: 0.6801, recall@top5: 0.9438, prec@top5: 0.4656, loss: 0.0325, grad_norm: 0.2387 2021-04-17 12:03:36,507 - mmaction - INFO - Epoch [7][740/4610] lr: 2.011e-02, eta: 6:45:43, time: 1.385, data_time: 0.001, memory: 10556, loss_action_cls: 0.0346, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.8058, recall@top3: 0.8250, prec@top3: 0.6551, recall@top5: 0.9410, prec@top5: 0.4600, loss: 0.0346, grad_norm: 0.2584 2021-04-17 12:04:03,751 - mmaction - INFO - Epoch [7][760/4610] lr: 2.007e-02, eta: 6:45:15, time: 1.362, data_time: 0.002, memory: 10556, loss_action_cls: 0.0327, recall@thr=0.5: 0.7320, prec@thr=0.5: 0.8157, recall@top3: 0.8407, prec@top3: 0.6773, recall@top5: 0.9494, prec@top5: 0.4710, loss: 0.0327, grad_norm: 0.2502 2021-04-17 12:04:31,323 - mmaction - INFO - Epoch [7][780/4610] lr: 2.003e-02, eta: 6:44:48, time: 1.380, data_time: 0.002, memory: 10556, loss_action_cls: 0.0323, recall@thr=0.5: 0.7350, prec@thr=0.5: 0.8036, recall@top3: 0.8470, prec@top3: 0.6765, recall@top5: 0.9500, prec@top5: 0.4661, loss: 0.0323, grad_norm: 0.2456 2021-04-17 12:04:59,312 - mmaction - INFO - Epoch [7][800/4610] lr: 1.999e-02, eta: 6:44:21, time: 1.399, data_time: 0.001, memory: 10556, loss_action_cls: 0.0347, recall@thr=0.5: 0.7311, prec@thr=0.5: 0.8091, recall@top3: 0.8328, prec@top3: 0.6800, recall@top5: 0.9427, prec@top5: 0.4729, loss: 0.0347, grad_norm: 0.2680 2021-04-17 12:05:26,835 - mmaction - INFO - Epoch [7][820/4610] lr: 1.995e-02, eta: 6:43:53, time: 1.376, data_time: 0.001, memory: 10556, loss_action_cls: 0.0341, recall@thr=0.5: 0.7327, prec@thr=0.5: 0.8025, recall@top3: 0.8304, prec@top3: 0.6823, recall@top5: 0.9414, prec@top5: 0.4751, loss: 0.0341, grad_norm: 0.2512 2021-04-17 12:05:53,858 - mmaction - INFO - Epoch [7][840/4610] lr: 1.991e-02, eta: 6:43:25, time: 1.351, data_time: 0.001, memory: 10556, loss_action_cls: 0.0338, recall@thr=0.5: 0.7352, prec@thr=0.5: 0.7986, recall@top3: 0.8293, prec@top3: 0.6679, recall@top5: 0.9429, prec@top5: 0.4668, loss: 0.0338, grad_norm: 0.2575 2021-04-17 12:06:20,984 - mmaction - INFO - Epoch [7][860/4610] lr: 1.987e-02, eta: 6:42:58, time: 1.356, data_time: 0.001, memory: 10556, loss_action_cls: 0.0333, recall@thr=0.5: 0.7396, prec@thr=0.5: 0.8034, recall@top3: 0.8323, prec@top3: 0.6668, recall@top5: 0.9410, prec@top5: 0.4634, loss: 0.0333, grad_norm: 0.2524 2021-04-17 12:06:48,548 - mmaction - INFO - Epoch [7][880/4610] lr: 1.983e-02, eta: 6:42:30, time: 1.378, data_time: 0.001, memory: 10556, loss_action_cls: 0.0352, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.7980, recall@top3: 0.8259, prec@top3: 0.6721, recall@top5: 0.9337, prec@top5: 0.4656, loss: 0.0352, grad_norm: 0.2745 2021-04-17 12:07:16,090 - mmaction - INFO - Epoch [7][900/4610] lr: 1.979e-02, eta: 6:42:03, time: 1.375, data_time: 0.001, memory: 10556, loss_action_cls: 0.0327, recall@thr=0.5: 0.7451, prec@thr=0.5: 0.8066, recall@top3: 0.8331, prec@top3: 0.6965, recall@top5: 0.9505, prec@top5: 0.4890, loss: 0.0327, grad_norm: 0.2672 2021-04-17 12:07:43,821 - mmaction - INFO - Epoch [7][920/4610] lr: 1.975e-02, eta: 6:41:35, time: 1.388, data_time: 0.003, memory: 10556, loss_action_cls: 0.0347, recall@thr=0.5: 0.7302, prec@thr=0.5: 0.8008, recall@top3: 0.8211, prec@top3: 0.6656, recall@top5: 0.9363, prec@top5: 0.4670, loss: 0.0347, grad_norm: 0.2597 2021-04-17 12:08:11,480 - mmaction - INFO - Epoch [7][940/4610] lr: 1.971e-02, eta: 6:41:08, time: 1.383, data_time: 0.001, memory: 10556, loss_action_cls: 0.0352, recall@thr=0.5: 0.7314, prec@thr=0.5: 0.8071, recall@top3: 0.8253, prec@top3: 0.6699, recall@top5: 0.9365, prec@top5: 0.4694, loss: 0.0352, grad_norm: 0.2694 2021-04-17 12:08:38,667 - mmaction - INFO - Epoch [7][960/4610] lr: 1.967e-02, eta: 6:40:40, time: 1.358, data_time: 0.001, memory: 10556, loss_action_cls: 0.0353, recall@thr=0.5: 0.7196, prec@thr=0.5: 0.7908, recall@top3: 0.8187, prec@top3: 0.6531, recall@top5: 0.9330, prec@top5: 0.4573, loss: 0.0353, grad_norm: 0.2687 2021-04-17 12:09:05,670 - mmaction - INFO - Epoch [7][980/4610] lr: 1.963e-02, eta: 6:40:12, time: 1.350, data_time: 0.002, memory: 10556, loss_action_cls: 0.0333, recall@thr=0.5: 0.7397, prec@thr=0.5: 0.7967, recall@top3: 0.8362, prec@top3: 0.6754, recall@top5: 0.9432, prec@top5: 0.4701, loss: 0.0333, grad_norm: 0.2517 2021-04-17 12:09:33,024 - mmaction - INFO - Epoch [7][1000/4610] lr: 1.959e-02, eta: 6:39:45, time: 1.368, data_time: 0.001, memory: 10556, loss_action_cls: 0.0341, recall@thr=0.5: 0.7270, prec@thr=0.5: 0.8041, recall@top3: 0.8239, prec@top3: 0.6660, recall@top5: 0.9448, prec@top5: 0.4685, loss: 0.0341, grad_norm: 0.2618 2021-04-17 12:10:00,560 - mmaction - INFO - Epoch [7][1020/4610] lr: 1.955e-02, eta: 6:39:17, time: 1.377, data_time: 0.001, memory: 10556, loss_action_cls: 0.0348, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.8070, recall@top3: 0.8225, prec@top3: 0.6840, recall@top5: 0.9329, prec@top5: 0.4769, loss: 0.0348, grad_norm: 0.2555 2021-04-17 12:10:27,952 - mmaction - INFO - Epoch [7][1040/4610] lr: 1.951e-02, eta: 6:38:50, time: 1.369, data_time: 0.001, memory: 10556, loss_action_cls: 0.0337, recall@thr=0.5: 0.7387, prec@thr=0.5: 0.8125, recall@top3: 0.8422, prec@top3: 0.6876, recall@top5: 0.9492, prec@top5: 0.4758, loss: 0.0337, grad_norm: 0.2588 2021-04-17 12:10:55,356 - mmaction - INFO - Epoch [7][1060/4610] lr: 1.948e-02, eta: 6:38:22, time: 1.371, data_time: 0.001, memory: 10556, loss_action_cls: 0.0341, recall@thr=0.5: 0.7437, prec@thr=0.5: 0.7991, recall@top3: 0.8356, prec@top3: 0.6814, recall@top5: 0.9434, prec@top5: 0.4725, loss: 0.0341, grad_norm: 0.2654 2021-04-17 12:11:22,889 - mmaction - INFO - Epoch [7][1080/4610] lr: 1.944e-02, eta: 6:37:55, time: 1.377, data_time: 0.001, memory: 10556, loss_action_cls: 0.0343, recall@thr=0.5: 0.7279, prec@thr=0.5: 0.8023, recall@top3: 0.8222, prec@top3: 0.6761, recall@top5: 0.9372, prec@top5: 0.4736, loss: 0.0343, grad_norm: 0.2582 2021-04-17 12:11:50,388 - mmaction - INFO - Epoch [7][1100/4610] lr: 1.940e-02, eta: 6:37:27, time: 1.375, data_time: 0.001, memory: 10556, loss_action_cls: 0.0343, recall@thr=0.5: 0.7277, prec@thr=0.5: 0.8039, recall@top3: 0.8305, prec@top3: 0.6773, recall@top5: 0.9417, prec@top5: 0.4721, loss: 0.0343, grad_norm: 0.2735 2021-04-17 12:12:17,594 - mmaction - INFO - Epoch [7][1120/4610] lr: 1.936e-02, eta: 6:36:59, time: 1.361, data_time: 0.001, memory: 10556, loss_action_cls: 0.0347, recall@thr=0.5: 0.7443, prec@thr=0.5: 0.8035, recall@top3: 0.8282, prec@top3: 0.6806, recall@top5: 0.9435, prec@top5: 0.4773, loss: 0.0347, grad_norm: 0.2695 2021-04-17 12:12:45,187 - mmaction - INFO - Epoch [7][1140/4610] lr: 1.932e-02, eta: 6:36:32, time: 1.379, data_time: 0.001, memory: 10556, loss_action_cls: 0.0335, recall@thr=0.5: 0.7309, prec@thr=0.5: 0.8062, recall@top3: 0.8347, prec@top3: 0.6685, recall@top5: 0.9443, prec@top5: 0.4653, loss: 0.0335, grad_norm: 0.2594 2021-04-17 12:13:12,381 - mmaction - INFO - Epoch [7][1160/4610] lr: 1.928e-02, eta: 6:36:04, time: 1.361, data_time: 0.002, memory: 10556, loss_action_cls: 0.0337, recall@thr=0.5: 0.7353, prec@thr=0.5: 0.8029, recall@top3: 0.8348, prec@top3: 0.6857, recall@top5: 0.9436, prec@top5: 0.4751, loss: 0.0337, grad_norm: 0.2597 2021-04-17 12:13:39,738 - mmaction - INFO - Epoch [7][1180/4610] lr: 1.924e-02, eta: 6:35:37, time: 1.368, data_time: 0.001, memory: 10556, loss_action_cls: 0.0337, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.7988, recall@top3: 0.8332, prec@top3: 0.6766, recall@top5: 0.9426, prec@top5: 0.4712, loss: 0.0337, grad_norm: 0.2637 2021-04-17 12:14:07,135 - mmaction - INFO - Epoch [7][1200/4610] lr: 1.920e-02, eta: 6:35:09, time: 1.369, data_time: 0.001, memory: 10556, loss_action_cls: 0.0342, recall@thr=0.5: 0.7263, prec@thr=0.5: 0.7953, recall@top3: 0.8274, prec@top3: 0.6695, recall@top5: 0.9332, prec@top5: 0.4635, loss: 0.0342, grad_norm: 0.2654 2021-04-17 12:14:34,437 - mmaction - INFO - Epoch [7][1220/4610] lr: 1.916e-02, eta: 6:34:41, time: 1.366, data_time: 0.002, memory: 10556, loss_action_cls: 0.0350, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.7941, recall@top3: 0.8220, prec@top3: 0.6596, recall@top5: 0.9380, prec@top5: 0.4604, loss: 0.0350, grad_norm: 0.2866 2021-04-17 12:15:01,917 - mmaction - INFO - Epoch [7][1240/4610] lr: 1.912e-02, eta: 6:34:14, time: 1.374, data_time: 0.001, memory: 10556, loss_action_cls: 0.0333, recall@thr=0.5: 0.7426, prec@thr=0.5: 0.8179, recall@top3: 0.8309, prec@top3: 0.6849, recall@top5: 0.9425, prec@top5: 0.4768, loss: 0.0333, grad_norm: 0.2553 2021-04-17 12:15:29,124 - mmaction - INFO - Epoch [7][1260/4610] lr: 1.908e-02, eta: 6:33:46, time: 1.360, data_time: 0.001, memory: 10556, loss_action_cls: 0.0357, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7808, recall@top3: 0.8185, prec@top3: 0.6714, recall@top5: 0.9392, prec@top5: 0.4706, loss: 0.0357, grad_norm: 0.2723 2021-04-17 12:15:56,793 - mmaction - INFO - Epoch [7][1280/4610] lr: 1.904e-02, eta: 6:33:19, time: 1.382, data_time: 0.001, memory: 10556, loss_action_cls: 0.0326, recall@thr=0.5: 0.7512, prec@thr=0.5: 0.8172, recall@top3: 0.8449, prec@top3: 0.6832, recall@top5: 0.9449, prec@top5: 0.4693, loss: 0.0326, grad_norm: 0.2430 2021-04-17 12:16:24,150 - mmaction - INFO - Epoch [7][1300/4610] lr: 1.900e-02, eta: 6:32:51, time: 1.368, data_time: 0.002, memory: 10556, loss_action_cls: 0.0355, recall@thr=0.5: 0.7254, prec@thr=0.5: 0.7998, recall@top3: 0.8221, prec@top3: 0.6613, recall@top5: 0.9300, prec@top5: 0.4605, loss: 0.0355, grad_norm: 0.2666 2021-04-17 12:16:52,003 - mmaction - INFO - Epoch [7][1320/4610] lr: 1.896e-02, eta: 6:32:24, time: 1.392, data_time: 0.001, memory: 10556, loss_action_cls: 0.0339, recall@thr=0.5: 0.7489, prec@thr=0.5: 0.8144, recall@top3: 0.8316, prec@top3: 0.6843, recall@top5: 0.9455, prec@top5: 0.4799, loss: 0.0339, grad_norm: 0.2569 2021-04-17 12:17:19,408 - mmaction - INFO - Epoch [7][1340/4610] lr: 1.893e-02, eta: 6:31:56, time: 1.370, data_time: 0.002, memory: 10556, loss_action_cls: 0.0349, recall@thr=0.5: 0.7186, prec@thr=0.5: 0.8063, recall@top3: 0.8282, prec@top3: 0.6590, recall@top5: 0.9424, prec@top5: 0.4625, loss: 0.0349, grad_norm: 0.2485 2021-04-17 12:17:46,758 - mmaction - INFO - Epoch [7][1360/4610] lr: 1.889e-02, eta: 6:31:29, time: 1.367, data_time: 0.002, memory: 10556, loss_action_cls: 0.0337, recall@thr=0.5: 0.7426, prec@thr=0.5: 0.8100, recall@top3: 0.8351, prec@top3: 0.6703, recall@top5: 0.9426, prec@top5: 0.4663, loss: 0.0337, grad_norm: 0.2603 2021-04-17 12:18:13,996 - mmaction - INFO - Epoch [7][1380/4610] lr: 1.885e-02, eta: 6:31:01, time: 1.362, data_time: 0.002, memory: 10556, loss_action_cls: 0.0338, recall@thr=0.5: 0.7323, prec@thr=0.5: 0.8154, recall@top3: 0.8315, prec@top3: 0.6700, recall@top5: 0.9396, prec@top5: 0.4651, loss: 0.0338, grad_norm: 0.2616 2021-04-17 12:18:41,340 - mmaction - INFO - Epoch [7][1400/4610] lr: 1.881e-02, eta: 6:30:33, time: 1.368, data_time: 0.002, memory: 10556, loss_action_cls: 0.0341, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.7913, recall@top3: 0.8253, prec@top3: 0.6611, recall@top5: 0.9380, prec@top5: 0.4637, loss: 0.0341, grad_norm: 0.2593 2021-04-17 12:19:09,034 - mmaction - INFO - Epoch [7][1420/4610] lr: 1.877e-02, eta: 6:30:06, time: 1.384, data_time: 0.001, memory: 10561, loss_action_cls: 0.0335, recall@thr=0.5: 0.7393, prec@thr=0.5: 0.8040, recall@top3: 0.8342, prec@top3: 0.6653, recall@top5: 0.9439, prec@top5: 0.4631, loss: 0.0335, grad_norm: 0.2485 2021-04-17 12:19:36,504 - mmaction - INFO - Epoch [7][1440/4610] lr: 1.873e-02, eta: 6:29:39, time: 1.373, data_time: 0.002, memory: 10561, loss_action_cls: 0.0329, recall@thr=0.5: 0.7481, prec@thr=0.5: 0.8139, recall@top3: 0.8395, prec@top3: 0.6752, recall@top5: 0.9464, prec@top5: 0.4701, loss: 0.0329, grad_norm: 0.2586 2021-04-17 12:20:03,852 - mmaction - INFO - Epoch [7][1460/4610] lr: 1.869e-02, eta: 6:29:11, time: 1.369, data_time: 0.002, memory: 10561, loss_action_cls: 0.0355, recall@thr=0.5: 0.7237, prec@thr=0.5: 0.7972, recall@top3: 0.8196, prec@top3: 0.6614, recall@top5: 0.9339, prec@top5: 0.4620, loss: 0.0355, grad_norm: 0.2664 2021-04-17 12:20:31,449 - mmaction - INFO - Epoch [7][1480/4610] lr: 1.865e-02, eta: 6:28:44, time: 1.379, data_time: 0.001, memory: 10561, loss_action_cls: 0.0346, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.7916, recall@top3: 0.8243, prec@top3: 0.6672, recall@top5: 0.9337, prec@top5: 0.4650, loss: 0.0346, grad_norm: 0.2552 2021-04-17 12:20:58,768 - mmaction - INFO - Epoch [7][1500/4610] lr: 1.861e-02, eta: 6:28:16, time: 1.366, data_time: 0.001, memory: 10561, loss_action_cls: 0.0339, recall@thr=0.5: 0.7298, prec@thr=0.5: 0.8106, recall@top3: 0.8418, prec@top3: 0.6801, recall@top5: 0.9481, prec@top5: 0.4717, loss: 0.0339, grad_norm: 0.2635 2021-04-17 12:21:26,480 - mmaction - INFO - Epoch [7][1520/4610] lr: 1.857e-02, eta: 6:27:49, time: 1.385, data_time: 0.001, memory: 10561, loss_action_cls: 0.0334, recall@thr=0.5: 0.7317, prec@thr=0.5: 0.8015, recall@top3: 0.8277, prec@top3: 0.6696, recall@top5: 0.9438, prec@top5: 0.4691, loss: 0.0334, grad_norm: 0.2525 2021-04-17 12:21:53,943 - mmaction - INFO - Epoch [7][1540/4610] lr: 1.853e-02, eta: 6:27:21, time: 1.373, data_time: 0.002, memory: 10561, loss_action_cls: 0.0325, recall@thr=0.5: 0.7467, prec@thr=0.5: 0.8120, recall@top3: 0.8399, prec@top3: 0.6777, recall@top5: 0.9481, prec@top5: 0.4695, loss: 0.0325, grad_norm: 0.2579 2021-04-17 12:22:21,381 - mmaction - INFO - Epoch [7][1560/4610] lr: 1.850e-02, eta: 6:26:53, time: 1.373, data_time: 0.002, memory: 10561, loss_action_cls: 0.0339, recall@thr=0.5: 0.7306, prec@thr=0.5: 0.8024, recall@top3: 0.8360, prec@top3: 0.6697, recall@top5: 0.9450, prec@top5: 0.4655, loss: 0.0339, grad_norm: 0.2640 2021-04-17 12:22:49,049 - mmaction - INFO - Epoch [7][1580/4610] lr: 1.846e-02, eta: 6:26:26, time: 1.384, data_time: 0.001, memory: 10561, loss_action_cls: 0.0341, recall@thr=0.5: 0.7453, prec@thr=0.5: 0.8100, recall@top3: 0.8350, prec@top3: 0.6840, recall@top5: 0.9416, prec@top5: 0.4751, loss: 0.0341, grad_norm: 0.2623 2021-04-17 12:23:16,617 - mmaction - INFO - Epoch [7][1600/4610] lr: 1.842e-02, eta: 6:25:59, time: 1.377, data_time: 0.001, memory: 10561, loss_action_cls: 0.0346, recall@thr=0.5: 0.7310, prec@thr=0.5: 0.7896, recall@top3: 0.8268, prec@top3: 0.6846, recall@top5: 0.9372, prec@top5: 0.4774, loss: 0.0346, grad_norm: 0.2535 2021-04-17 12:23:43,856 - mmaction - INFO - Epoch [7][1620/4610] lr: 1.838e-02, eta: 6:25:31, time: 1.363, data_time: 0.002, memory: 10561, loss_action_cls: 0.0345, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7780, recall@top3: 0.8251, prec@top3: 0.6572, recall@top5: 0.9434, prec@top5: 0.4635, loss: 0.0345, grad_norm: 0.2682 2021-04-17 12:24:11,326 - mmaction - INFO - Epoch [7][1640/4610] lr: 1.834e-02, eta: 6:25:03, time: 1.372, data_time: 0.001, memory: 10561, loss_action_cls: 0.0325, recall@thr=0.5: 0.7412, prec@thr=0.5: 0.8102, recall@top3: 0.8418, prec@top3: 0.6818, recall@top5: 0.9497, prec@top5: 0.4719, loss: 0.0325, grad_norm: 0.2477 2021-04-17 12:24:38,672 - mmaction - INFO - Epoch [7][1660/4610] lr: 1.830e-02, eta: 6:24:36, time: 1.367, data_time: 0.002, memory: 10561, loss_action_cls: 0.0341, recall@thr=0.5: 0.7350, prec@thr=0.5: 0.7894, recall@top3: 0.8308, prec@top3: 0.6814, recall@top5: 0.9412, prec@top5: 0.4748, loss: 0.0341, grad_norm: 0.2626 2021-04-17 12:25:05,772 - mmaction - INFO - Epoch [7][1680/4610] lr: 1.826e-02, eta: 6:24:08, time: 1.357, data_time: 0.002, memory: 10561, loss_action_cls: 0.0339, recall@thr=0.5: 0.7311, prec@thr=0.5: 0.8026, recall@top3: 0.8301, prec@top3: 0.6748, recall@top5: 0.9425, prec@top5: 0.4713, loss: 0.0339, grad_norm: 0.2618 2021-04-17 12:25:33,215 - mmaction - INFO - Epoch [7][1700/4610] lr: 1.822e-02, eta: 6:23:40, time: 1.370, data_time: 0.001, memory: 10561, loss_action_cls: 0.0337, recall@thr=0.5: 0.7405, prec@thr=0.5: 0.7983, recall@top3: 0.8335, prec@top3: 0.6769, recall@top5: 0.9453, prec@top5: 0.4722, loss: 0.0337, grad_norm: 0.2583 2021-04-17 12:26:00,749 - mmaction - INFO - Epoch [7][1720/4610] lr: 1.819e-02, eta: 6:23:13, time: 1.378, data_time: 0.002, memory: 10561, loss_action_cls: 0.0358, recall@thr=0.5: 0.7081, prec@thr=0.5: 0.7901, recall@top3: 0.8255, prec@top3: 0.6601, recall@top5: 0.9314, prec@top5: 0.4596, loss: 0.0358, grad_norm: 0.2782 2021-04-17 12:26:28,201 - mmaction - INFO - Epoch [7][1740/4610] lr: 1.815e-02, eta: 6:22:45, time: 1.373, data_time: 0.001, memory: 10561, loss_action_cls: 0.0349, recall@thr=0.5: 0.7400, prec@thr=0.5: 0.8019, recall@top3: 0.8271, prec@top3: 0.6711, recall@top5: 0.9404, prec@top5: 0.4698, loss: 0.0349, grad_norm: 0.2589 2021-04-17 12:26:55,888 - mmaction - INFO - Epoch [7][1760/4610] lr: 1.811e-02, eta: 6:22:18, time: 1.384, data_time: 0.001, memory: 10561, loss_action_cls: 0.0331, recall@thr=0.5: 0.7417, prec@thr=0.5: 0.8088, recall@top3: 0.8359, prec@top3: 0.6707, recall@top5: 0.9516, prec@top5: 0.4712, loss: 0.0331, grad_norm: 0.2463 2021-04-17 12:27:23,105 - mmaction - INFO - Epoch [7][1780/4610] lr: 1.807e-02, eta: 6:21:50, time: 1.361, data_time: 0.001, memory: 10561, loss_action_cls: 0.0357, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.7942, recall@top3: 0.8270, prec@top3: 0.6823, recall@top5: 0.9376, prec@top5: 0.4741, loss: 0.0357, grad_norm: 0.2578 2021-04-17 12:27:50,730 - mmaction - INFO - Epoch [7][1800/4610] lr: 1.803e-02, eta: 6:21:23, time: 1.381, data_time: 0.001, memory: 10561, loss_action_cls: 0.0326, recall@thr=0.5: 0.7498, prec@thr=0.5: 0.8157, recall@top3: 0.8496, prec@top3: 0.6809, recall@top5: 0.9516, prec@top5: 0.4677, loss: 0.0326, grad_norm: 0.2437 2021-04-17 12:28:18,302 - mmaction - INFO - Epoch [7][1820/4610] lr: 1.799e-02, eta: 6:20:56, time: 1.378, data_time: 0.002, memory: 10561, loss_action_cls: 0.0348, recall@thr=0.5: 0.7252, prec@thr=0.5: 0.7996, recall@top3: 0.8287, prec@top3: 0.6713, recall@top5: 0.9466, prec@top5: 0.4716, loss: 0.0348, grad_norm: 0.2565 2021-04-17 12:28:45,714 - mmaction - INFO - Epoch [7][1840/4610] lr: 1.795e-02, eta: 6:20:28, time: 1.372, data_time: 0.002, memory: 10561, loss_action_cls: 0.0347, recall@thr=0.5: 0.7392, prec@thr=0.5: 0.8006, recall@top3: 0.8293, prec@top3: 0.6822, recall@top5: 0.9445, prec@top5: 0.4796, loss: 0.0347, grad_norm: 0.2570 2021-04-17 12:29:13,380 - mmaction - INFO - Epoch [7][1860/4610] lr: 1.792e-02, eta: 6:20:01, time: 1.383, data_time: 0.001, memory: 10561, loss_action_cls: 0.0331, recall@thr=0.5: 0.7427, prec@thr=0.5: 0.8190, recall@top3: 0.8406, prec@top3: 0.6806, recall@top5: 0.9450, prec@top5: 0.4731, loss: 0.0331, grad_norm: 0.2602 2021-04-17 12:29:41,113 - mmaction - INFO - Epoch [7][1880/4610] lr: 1.788e-02, eta: 6:19:33, time: 1.386, data_time: 0.002, memory: 10561, loss_action_cls: 0.0345, recall@thr=0.5: 0.7318, prec@thr=0.5: 0.8009, recall@top3: 0.8217, prec@top3: 0.6833, recall@top5: 0.9462, prec@top5: 0.4847, loss: 0.0345, grad_norm: 0.2782 2021-04-17 12:30:08,391 - mmaction - INFO - Epoch [7][1900/4610] lr: 1.784e-02, eta: 6:19:06, time: 1.364, data_time: 0.002, memory: 10561, loss_action_cls: 0.0344, recall@thr=0.5: 0.7289, prec@thr=0.5: 0.7903, recall@top3: 0.8336, prec@top3: 0.6711, recall@top5: 0.9394, prec@top5: 0.4648, loss: 0.0344, grad_norm: 0.2713 2021-04-17 12:30:36,035 - mmaction - INFO - Epoch [7][1920/4610] lr: 1.780e-02, eta: 6:18:38, time: 1.381, data_time: 0.001, memory: 10561, loss_action_cls: 0.0323, recall@thr=0.5: 0.7504, prec@thr=0.5: 0.8155, recall@top3: 0.8444, prec@top3: 0.6829, recall@top5: 0.9493, prec@top5: 0.4724, loss: 0.0323, grad_norm: 0.2569 2021-04-17 12:31:03,409 - mmaction - INFO - Epoch [7][1940/4610] lr: 1.776e-02, eta: 6:18:11, time: 1.370, data_time: 0.003, memory: 10561, loss_action_cls: 0.0338, recall@thr=0.5: 0.7382, prec@thr=0.5: 0.8007, recall@top3: 0.8335, prec@top3: 0.6789, recall@top5: 0.9467, prec@top5: 0.4748, loss: 0.0338, grad_norm: 0.2537 2021-04-17 12:31:30,728 - mmaction - INFO - Epoch [7][1960/4610] lr: 1.772e-02, eta: 6:17:43, time: 1.367, data_time: 0.002, memory: 10561, loss_action_cls: 0.0351, recall@thr=0.5: 0.7281, prec@thr=0.5: 0.7922, recall@top3: 0.8191, prec@top3: 0.6711, recall@top5: 0.9359, prec@top5: 0.4718, loss: 0.0351, grad_norm: 0.2630 2021-04-17 12:31:58,309 - mmaction - INFO - Epoch [7][1980/4610] lr: 1.768e-02, eta: 6:17:15, time: 1.378, data_time: 0.001, memory: 10561, loss_action_cls: 0.0355, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7931, recall@top3: 0.8321, prec@top3: 0.6672, recall@top5: 0.9390, prec@top5: 0.4642, loss: 0.0355, grad_norm: 0.2567 2021-04-17 12:32:25,415 - mmaction - INFO - Epoch [7][2000/4610] lr: 1.765e-02, eta: 6:16:48, time: 1.356, data_time: 0.002, memory: 10561, loss_action_cls: 0.0330, recall@thr=0.5: 0.7377, prec@thr=0.5: 0.8067, recall@top3: 0.8402, prec@top3: 0.6779, recall@top5: 0.9455, prec@top5: 0.4672, loss: 0.0330, grad_norm: 0.2591 2021-04-17 12:32:52,724 - mmaction - INFO - Epoch [7][2020/4610] lr: 1.761e-02, eta: 6:16:20, time: 1.365, data_time: 0.001, memory: 10561, loss_action_cls: 0.0340, recall@thr=0.5: 0.7354, prec@thr=0.5: 0.8158, recall@top3: 0.8380, prec@top3: 0.6823, recall@top5: 0.9443, prec@top5: 0.4739, loss: 0.0340, grad_norm: 0.2662 2021-04-17 12:33:20,370 - mmaction - INFO - Epoch [7][2040/4610] lr: 1.757e-02, eta: 6:15:53, time: 1.381, data_time: 0.001, memory: 10561, loss_action_cls: 0.0334, recall@thr=0.5: 0.7484, prec@thr=0.5: 0.8082, recall@top3: 0.8341, prec@top3: 0.6706, recall@top5: 0.9500, prec@top5: 0.4702, loss: 0.0334, grad_norm: 0.2693 2021-04-17 12:33:47,843 - mmaction - INFO - Epoch [7][2060/4610] lr: 1.753e-02, eta: 6:15:25, time: 1.375, data_time: 0.002, memory: 10561, loss_action_cls: 0.0344, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7890, recall@top3: 0.8275, prec@top3: 0.6723, recall@top5: 0.9421, prec@top5: 0.4689, loss: 0.0344, grad_norm: 0.2637 2021-04-17 12:34:15,407 - mmaction - INFO - Epoch [7][2080/4610] lr: 1.749e-02, eta: 6:14:58, time: 1.378, data_time: 0.001, memory: 10561, loss_action_cls: 0.0333, recall@thr=0.5: 0.7362, prec@thr=0.5: 0.8006, recall@top3: 0.8364, prec@top3: 0.6769, recall@top5: 0.9439, prec@top5: 0.4675, loss: 0.0333, grad_norm: 0.2562 2021-04-17 12:34:42,826 - mmaction - INFO - Epoch [7][2100/4610] lr: 1.746e-02, eta: 6:14:30, time: 1.371, data_time: 0.001, memory: 10561, loss_action_cls: 0.0331, recall@thr=0.5: 0.7326, prec@thr=0.5: 0.8006, recall@top3: 0.8306, prec@top3: 0.6687, recall@top5: 0.9461, prec@top5: 0.4668, loss: 0.0331, grad_norm: 0.2568 2021-04-17 12:35:10,036 - mmaction - INFO - Epoch [7][2120/4610] lr: 1.742e-02, eta: 6:14:02, time: 1.359, data_time: 0.001, memory: 10561, loss_action_cls: 0.0339, recall@thr=0.5: 0.7376, prec@thr=0.5: 0.8049, recall@top3: 0.8333, prec@top3: 0.6646, recall@top5: 0.9463, prec@top5: 0.4641, loss: 0.0339, grad_norm: 0.2649 2021-04-17 12:35:37,448 - mmaction - INFO - Epoch [7][2140/4610] lr: 1.738e-02, eta: 6:13:35, time: 1.370, data_time: 0.002, memory: 10561, loss_action_cls: 0.0334, recall@thr=0.5: 0.7362, prec@thr=0.5: 0.7953, recall@top3: 0.8289, prec@top3: 0.6662, recall@top5: 0.9366, prec@top5: 0.4623, loss: 0.0334, grad_norm: 0.2578 2021-04-17 12:36:04,872 - mmaction - INFO - Epoch [7][2160/4610] lr: 1.734e-02, eta: 6:13:07, time: 1.373, data_time: 0.002, memory: 10561, loss_action_cls: 0.0335, recall@thr=0.5: 0.7307, prec@thr=0.5: 0.8063, recall@top3: 0.8356, prec@top3: 0.6806, recall@top5: 0.9419, prec@top5: 0.4714, loss: 0.0335, grad_norm: 0.2701 2021-04-17 12:36:32,098 - mmaction - INFO - Epoch [7][2180/4610] lr: 1.730e-02, eta: 6:12:40, time: 1.361, data_time: 0.001, memory: 10561, loss_action_cls: 0.0324, recall@thr=0.5: 0.7449, prec@thr=0.5: 0.8151, recall@top3: 0.8408, prec@top3: 0.6834, recall@top5: 0.9484, prec@top5: 0.4720, loss: 0.0324, grad_norm: 0.2582 2021-04-17 12:36:59,159 - mmaction - INFO - Epoch [7][2200/4610] lr: 1.726e-02, eta: 6:12:12, time: 1.352, data_time: 0.001, memory: 10561, loss_action_cls: 0.0330, recall@thr=0.5: 0.7344, prec@thr=0.5: 0.7927, recall@top3: 0.8349, prec@top3: 0.6696, recall@top5: 0.9453, prec@top5: 0.4665, loss: 0.0330, grad_norm: 0.2571 2021-04-17 12:37:26,285 - mmaction - INFO - Epoch [7][2220/4610] lr: 1.723e-02, eta: 6:11:44, time: 1.358, data_time: 0.002, memory: 10561, loss_action_cls: 0.0341, recall@thr=0.5: 0.7423, prec@thr=0.5: 0.8103, recall@top3: 0.8357, prec@top3: 0.6756, recall@top5: 0.9437, prec@top5: 0.4709, loss: 0.0341, grad_norm: 0.2608 2021-04-17 12:37:54,123 - mmaction - INFO - Epoch [7][2240/4610] lr: 1.719e-02, eta: 6:11:17, time: 1.392, data_time: 0.003, memory: 10561, loss_action_cls: 0.0342, recall@thr=0.5: 0.7350, prec@thr=0.5: 0.8049, recall@top3: 0.8326, prec@top3: 0.6591, recall@top5: 0.9412, prec@top5: 0.4596, loss: 0.0342, grad_norm: 0.2589 2021-04-17 12:38:21,417 - mmaction - INFO - Epoch [7][2260/4610] lr: 1.715e-02, eta: 6:10:49, time: 1.365, data_time: 0.001, memory: 10561, loss_action_cls: 0.0345, recall@thr=0.5: 0.7265, prec@thr=0.5: 0.8044, recall@top3: 0.8239, prec@top3: 0.6680, recall@top5: 0.9400, prec@top5: 0.4704, loss: 0.0345, grad_norm: 0.2551 2021-04-17 12:38:48,773 - mmaction - INFO - Epoch [7][2280/4610] lr: 1.711e-02, eta: 6:10:22, time: 1.368, data_time: 0.001, memory: 10561, loss_action_cls: 0.0339, recall@thr=0.5: 0.7381, prec@thr=0.5: 0.7982, recall@top3: 0.8313, prec@top3: 0.6694, recall@top5: 0.9442, prec@top5: 0.4666, loss: 0.0339, grad_norm: 0.2597 2021-04-17 12:39:16,180 - mmaction - INFO - Epoch [7][2300/4610] lr: 1.707e-02, eta: 6:09:54, time: 1.370, data_time: 0.001, memory: 10561, loss_action_cls: 0.0327, recall@thr=0.5: 0.7451, prec@thr=0.5: 0.8154, recall@top3: 0.8393, prec@top3: 0.6877, recall@top5: 0.9456, prec@top5: 0.4753, loss: 0.0327, grad_norm: 0.2500 2021-04-17 12:39:43,956 - mmaction - INFO - Epoch [7][2320/4610] lr: 1.704e-02, eta: 6:09:27, time: 1.388, data_time: 0.001, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7414, prec@thr=0.5: 0.8072, recall@top3: 0.8346, prec@top3: 0.6807, recall@top5: 0.9467, prec@top5: 0.4736, loss: 0.0322, grad_norm: 0.2517 2021-04-17 12:40:11,043 - mmaction - INFO - Epoch [7][2340/4610] lr: 1.700e-02, eta: 6:08:59, time: 1.354, data_time: 0.002, memory: 10561, loss_action_cls: 0.0341, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.7978, recall@top3: 0.8378, prec@top3: 0.6751, recall@top5: 0.9436, prec@top5: 0.4663, loss: 0.0341, grad_norm: 0.2707 2021-04-17 12:40:38,395 - mmaction - INFO - Epoch [7][2360/4610] lr: 1.696e-02, eta: 6:08:32, time: 1.368, data_time: 0.002, memory: 10561, loss_action_cls: 0.0339, recall@thr=0.5: 0.7448, prec@thr=0.5: 0.8063, recall@top3: 0.8291, prec@top3: 0.6823, recall@top5: 0.9377, prec@top5: 0.4746, loss: 0.0339, grad_norm: 0.2604 2021-04-17 12:41:05,702 - mmaction - INFO - Epoch [7][2380/4610] lr: 1.692e-02, eta: 6:08:04, time: 1.366, data_time: 0.002, memory: 10561, loss_action_cls: 0.0350, recall@thr=0.5: 0.7142, prec@thr=0.5: 0.7935, recall@top3: 0.8226, prec@top3: 0.6531, recall@top5: 0.9358, prec@top5: 0.4581, loss: 0.0350, grad_norm: 0.2640 2021-04-17 12:41:33,291 - mmaction - INFO - Epoch [7][2400/4610] lr: 1.688e-02, eta: 6:07:36, time: 1.380, data_time: 0.001, memory: 10561, loss_action_cls: 0.0328, recall@thr=0.5: 0.7333, prec@thr=0.5: 0.8072, recall@top3: 0.8439, prec@top3: 0.6722, recall@top5: 0.9492, prec@top5: 0.4647, loss: 0.0328, grad_norm: 0.2559 2021-04-17 12:42:00,302 - mmaction - INFO - Epoch [7][2420/4610] lr: 1.685e-02, eta: 6:07:09, time: 1.351, data_time: 0.001, memory: 10561, loss_action_cls: 0.0342, recall@thr=0.5: 0.7482, prec@thr=0.5: 0.8104, recall@top3: 0.8309, prec@top3: 0.6811, recall@top5: 0.9418, prec@top5: 0.4735, loss: 0.0342, grad_norm: 0.2651 2021-04-17 12:42:27,393 - mmaction - INFO - Epoch [7][2440/4610] lr: 1.681e-02, eta: 6:06:41, time: 1.353, data_time: 0.001, memory: 10561, loss_action_cls: 0.0338, recall@thr=0.5: 0.7366, prec@thr=0.5: 0.7981, recall@top3: 0.8328, prec@top3: 0.6702, recall@top5: 0.9389, prec@top5: 0.4653, loss: 0.0338, grad_norm: 0.2738 2021-04-17 12:42:54,482 - mmaction - INFO - Epoch [7][2460/4610] lr: 1.677e-02, eta: 6:06:13, time: 1.356, data_time: 0.003, memory: 10561, loss_action_cls: 0.0321, recall@thr=0.5: 0.7266, prec@thr=0.5: 0.8029, recall@top3: 0.8430, prec@top3: 0.6657, recall@top5: 0.9483, prec@top5: 0.4595, loss: 0.0321, grad_norm: 0.2444 2021-04-17 12:43:22,378 - mmaction - INFO - Epoch [7][2480/4610] lr: 1.673e-02, eta: 6:05:46, time: 1.395, data_time: 0.002, memory: 10561, loss_action_cls: 0.0331, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.7957, recall@top3: 0.8288, prec@top3: 0.6836, recall@top5: 0.9498, prec@top5: 0.4823, loss: 0.0331, grad_norm: 0.2749 2021-04-17 12:43:49,928 - mmaction - INFO - Epoch [7][2500/4610] lr: 1.670e-02, eta: 6:05:19, time: 1.378, data_time: 0.002, memory: 10561, loss_action_cls: 0.0347, recall@thr=0.5: 0.7172, prec@thr=0.5: 0.7832, recall@top3: 0.8262, prec@top3: 0.6572, recall@top5: 0.9409, prec@top5: 0.4604, loss: 0.0347, grad_norm: 0.2782 2021-04-17 12:44:17,263 - mmaction - INFO - Epoch [7][2520/4610] lr: 1.666e-02, eta: 6:04:51, time: 1.366, data_time: 0.001, memory: 10561, loss_action_cls: 0.0337, recall@thr=0.5: 0.7387, prec@thr=0.5: 0.8184, recall@top3: 0.8407, prec@top3: 0.6655, recall@top5: 0.9477, prec@top5: 0.4615, loss: 0.0337, grad_norm: 0.2536 2021-04-17 12:44:44,410 - mmaction - INFO - Epoch [7][2540/4610] lr: 1.662e-02, eta: 6:04:23, time: 1.358, data_time: 0.002, memory: 10561, loss_action_cls: 0.0348, recall@thr=0.5: 0.7220, prec@thr=0.5: 0.7982, recall@top3: 0.8328, prec@top3: 0.6731, recall@top5: 0.9424, prec@top5: 0.4692, loss: 0.0348, grad_norm: 0.2902 2021-04-17 12:45:11,770 - mmaction - INFO - Epoch [7][2560/4610] lr: 1.658e-02, eta: 6:03:56, time: 1.367, data_time: 0.001, memory: 10561, loss_action_cls: 0.0346, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.8013, recall@top3: 0.8265, prec@top3: 0.6631, recall@top5: 0.9402, prec@top5: 0.4633, loss: 0.0346, grad_norm: 0.2648 2021-04-17 12:45:39,102 - mmaction - INFO - Epoch [7][2580/4610] lr: 1.655e-02, eta: 6:03:28, time: 1.366, data_time: 0.002, memory: 10561, loss_action_cls: 0.0347, recall@thr=0.5: 0.7089, prec@thr=0.5: 0.7794, recall@top3: 0.8282, prec@top3: 0.6602, recall@top5: 0.9473, prec@top5: 0.4655, loss: 0.0347, grad_norm: 0.2708 2021-04-17 12:46:06,604 - mmaction - INFO - Epoch [7][2600/4610] lr: 1.651e-02, eta: 6:03:01, time: 1.375, data_time: 0.002, memory: 10561, loss_action_cls: 0.0338, recall@thr=0.5: 0.7505, prec@thr=0.5: 0.8231, recall@top3: 0.8311, prec@top3: 0.6834, recall@top5: 0.9399, prec@top5: 0.4755, loss: 0.0338, grad_norm: 0.2441 2021-04-17 12:46:34,013 - mmaction - INFO - Epoch [7][2620/4610] lr: 1.647e-02, eta: 6:02:33, time: 1.371, data_time: 0.002, memory: 10561, loss_action_cls: 0.0327, recall@thr=0.5: 0.7374, prec@thr=0.5: 0.8062, recall@top3: 0.8305, prec@top3: 0.6720, recall@top5: 0.9469, prec@top5: 0.4704, loss: 0.0327, grad_norm: 0.2511 2021-04-17 12:47:01,444 - mmaction - INFO - Epoch [7][2640/4610] lr: 1.643e-02, eta: 6:02:05, time: 1.371, data_time: 0.001, memory: 10561, loss_action_cls: 0.0351, recall@thr=0.5: 0.7270, prec@thr=0.5: 0.7952, recall@top3: 0.8227, prec@top3: 0.6750, recall@top5: 0.9379, prec@top5: 0.4738, loss: 0.0351, grad_norm: 0.2689 2021-04-17 12:47:28,560 - mmaction - INFO - Epoch [7][2660/4610] lr: 1.640e-02, eta: 6:01:38, time: 1.356, data_time: 0.002, memory: 10561, loss_action_cls: 0.0339, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7967, recall@top3: 0.8377, prec@top3: 0.6720, recall@top5: 0.9399, prec@top5: 0.4643, loss: 0.0339, grad_norm: 0.2582 2021-04-17 12:47:55,653 - mmaction - INFO - Epoch [7][2680/4610] lr: 1.636e-02, eta: 6:01:10, time: 1.355, data_time: 0.002, memory: 10561, loss_action_cls: 0.0331, recall@thr=0.5: 0.7386, prec@thr=0.5: 0.8098, recall@top3: 0.8318, prec@top3: 0.6783, recall@top5: 0.9437, prec@top5: 0.4745, loss: 0.0331, grad_norm: 0.2485 2021-04-17 12:48:24,204 - mmaction - INFO - Epoch [7][2700/4610] lr: 1.632e-02, eta: 6:00:43, time: 1.427, data_time: 0.001, memory: 10561, loss_action_cls: 0.0326, recall@thr=0.5: 0.7534, prec@thr=0.5: 0.8192, recall@top3: 0.8374, prec@top3: 0.6777, recall@top5: 0.9453, prec@top5: 0.4697, loss: 0.0326, grad_norm: 0.2500 2021-04-17 12:48:51,461 - mmaction - INFO - Epoch [7][2720/4610] lr: 1.628e-02, eta: 6:00:15, time: 1.363, data_time: 0.001, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7436, prec@thr=0.5: 0.8123, recall@top3: 0.8417, prec@top3: 0.6819, recall@top5: 0.9450, prec@top5: 0.4692, loss: 0.0322, grad_norm: 0.2417 2021-04-17 12:49:18,855 - mmaction - INFO - Epoch [7][2740/4610] lr: 1.625e-02, eta: 5:59:48, time: 1.369, data_time: 0.001, memory: 10561, loss_action_cls: 0.0346, recall@thr=0.5: 0.7334, prec@thr=0.5: 0.8023, recall@top3: 0.8321, prec@top3: 0.6781, recall@top5: 0.9404, prec@top5: 0.4735, loss: 0.0346, grad_norm: 0.2601 2021-04-17 12:49:46,118 - mmaction - INFO - Epoch [7][2760/4610] lr: 1.621e-02, eta: 5:59:20, time: 1.364, data_time: 0.002, memory: 10561, loss_action_cls: 0.0334, recall@thr=0.5: 0.7466, prec@thr=0.5: 0.7992, recall@top3: 0.8325, prec@top3: 0.6702, recall@top5: 0.9415, prec@top5: 0.4661, loss: 0.0334, grad_norm: 0.2463 2021-04-17 12:50:13,166 - mmaction - INFO - Epoch [7][2780/4610] lr: 1.617e-02, eta: 5:58:53, time: 1.352, data_time: 0.001, memory: 10561, loss_action_cls: 0.0336, recall@thr=0.5: 0.7297, prec@thr=0.5: 0.8090, recall@top3: 0.8323, prec@top3: 0.6774, recall@top5: 0.9427, prec@top5: 0.4700, loss: 0.0336, grad_norm: 0.2595 2021-04-17 12:50:40,593 - mmaction - INFO - Epoch [7][2800/4610] lr: 1.613e-02, eta: 5:58:25, time: 1.371, data_time: 0.001, memory: 10561, loss_action_cls: 0.0347, recall@thr=0.5: 0.7352, prec@thr=0.5: 0.8005, recall@top3: 0.8284, prec@top3: 0.6822, recall@top5: 0.9382, prec@top5: 0.4765, loss: 0.0347, grad_norm: 0.2622 2021-04-17 12:51:08,061 - mmaction - INFO - Epoch [7][2820/4610] lr: 1.610e-02, eta: 5:57:58, time: 1.373, data_time: 0.001, memory: 10561, loss_action_cls: 0.0342, recall@thr=0.5: 0.7329, prec@thr=0.5: 0.7961, recall@top3: 0.8296, prec@top3: 0.6800, recall@top5: 0.9351, prec@top5: 0.4697, loss: 0.0342, grad_norm: 0.2558 2021-04-17 12:51:35,166 - mmaction - INFO - Epoch [7][2840/4610] lr: 1.606e-02, eta: 5:57:30, time: 1.355, data_time: 0.001, memory: 10561, loss_action_cls: 0.0332, recall@thr=0.5: 0.7468, prec@thr=0.5: 0.8113, recall@top3: 0.8339, prec@top3: 0.6670, recall@top5: 0.9426, prec@top5: 0.4653, loss: 0.0332, grad_norm: 0.2573 2021-04-17 12:52:02,425 - mmaction - INFO - Epoch [7][2860/4610] lr: 1.602e-02, eta: 5:57:02, time: 1.363, data_time: 0.002, memory: 10561, loss_action_cls: 0.0330, recall@thr=0.5: 0.7225, prec@thr=0.5: 0.8129, recall@top3: 0.8374, prec@top3: 0.6758, recall@top5: 0.9425, prec@top5: 0.4664, loss: 0.0330, grad_norm: 0.2502 2021-04-17 12:52:30,090 - mmaction - INFO - Epoch [7][2880/4610] lr: 1.598e-02, eta: 5:56:35, time: 1.383, data_time: 0.001, memory: 10561, loss_action_cls: 0.0336, recall@thr=0.5: 0.7316, prec@thr=0.5: 0.8053, recall@top3: 0.8302, prec@top3: 0.6773, recall@top5: 0.9374, prec@top5: 0.4682, loss: 0.0336, grad_norm: 0.2557 2021-04-17 12:52:58,129 - mmaction - INFO - Epoch [7][2900/4610] lr: 1.595e-02, eta: 5:56:08, time: 1.402, data_time: 0.001, memory: 10561, loss_action_cls: 0.0334, recall@thr=0.5: 0.7440, prec@thr=0.5: 0.8048, recall@top3: 0.8382, prec@top3: 0.6771, recall@top5: 0.9468, prec@top5: 0.4702, loss: 0.0334, grad_norm: 0.2707 2021-04-17 12:53:25,581 - mmaction - INFO - Epoch [7][2920/4610] lr: 1.591e-02, eta: 5:55:40, time: 1.372, data_time: 0.001, memory: 10561, loss_action_cls: 0.0326, recall@thr=0.5: 0.7412, prec@thr=0.5: 0.8114, recall@top3: 0.8374, prec@top3: 0.6829, recall@top5: 0.9495, prec@top5: 0.4756, loss: 0.0326, grad_norm: 0.2600 2021-04-17 12:53:52,866 - mmaction - INFO - Epoch [7][2940/4610] lr: 1.587e-02, eta: 5:55:12, time: 1.365, data_time: 0.001, memory: 10561, loss_action_cls: 0.0337, recall@thr=0.5: 0.7518, prec@thr=0.5: 0.8103, recall@top3: 0.8396, prec@top3: 0.6901, recall@top5: 0.9420, prec@top5: 0.4768, loss: 0.0337, grad_norm: 0.2658 2021-04-17 12:54:20,288 - mmaction - INFO - Epoch [7][2960/4610] lr: 1.584e-02, eta: 5:54:45, time: 1.371, data_time: 0.001, memory: 10561, loss_action_cls: 0.0335, recall@thr=0.5: 0.7496, prec@thr=0.5: 0.8071, recall@top3: 0.8384, prec@top3: 0.6735, recall@top5: 0.9464, prec@top5: 0.4678, loss: 0.0335, grad_norm: 0.2520 2021-04-17 12:54:47,883 - mmaction - INFO - Epoch [7][2980/4610] lr: 1.580e-02, eta: 5:54:17, time: 1.379, data_time: 0.001, memory: 10561, loss_action_cls: 0.0342, recall@thr=0.5: 0.7367, prec@thr=0.5: 0.8113, recall@top3: 0.8220, prec@top3: 0.6854, recall@top5: 0.9442, prec@top5: 0.4832, loss: 0.0342, grad_norm: 0.2742 2021-04-17 12:55:15,343 - mmaction - INFO - Epoch [7][3000/4610] lr: 1.576e-02, eta: 5:53:50, time: 1.374, data_time: 0.002, memory: 10561, loss_action_cls: 0.0341, recall@thr=0.5: 0.7252, prec@thr=0.5: 0.7989, recall@top3: 0.8332, prec@top3: 0.6773, recall@top5: 0.9423, prec@top5: 0.4702, loss: 0.0341, grad_norm: 0.2580 2021-04-17 12:55:43,139 - mmaction - INFO - Epoch [7][3020/4610] lr: 1.573e-02, eta: 5:53:23, time: 1.389, data_time: 0.001, memory: 10561, loss_action_cls: 0.0334, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8091, recall@top3: 0.8319, prec@top3: 0.6707, recall@top5: 0.9448, prec@top5: 0.4683, loss: 0.0334, grad_norm: 0.2587 2021-04-17 12:56:10,539 - mmaction - INFO - Epoch [7][3040/4610] lr: 1.569e-02, eta: 5:52:55, time: 1.370, data_time: 0.001, memory: 10561, loss_action_cls: 0.0346, recall@thr=0.5: 0.7279, prec@thr=0.5: 0.8024, recall@top3: 0.8214, prec@top3: 0.6848, recall@top5: 0.9399, prec@top5: 0.4800, loss: 0.0346, grad_norm: 0.2606 2021-04-17 12:56:38,775 - mmaction - INFO - Epoch [7][3060/4610] lr: 1.565e-02, eta: 5:52:28, time: 1.412, data_time: 0.006, memory: 10561, loss_action_cls: 0.0351, recall@thr=0.5: 0.7303, prec@thr=0.5: 0.8042, recall@top3: 0.8251, prec@top3: 0.6696, recall@top5: 0.9385, prec@top5: 0.4680, loss: 0.0351, grad_norm: 0.2476 2021-04-17 12:57:06,398 - mmaction - INFO - Epoch [7][3080/4610] lr: 1.561e-02, eta: 5:52:00, time: 1.381, data_time: 0.001, memory: 10561, loss_action_cls: 0.0352, recall@thr=0.5: 0.7280, prec@thr=0.5: 0.7921, recall@top3: 0.8253, prec@top3: 0.6788, recall@top5: 0.9373, prec@top5: 0.4739, loss: 0.0352, grad_norm: 0.2554 2021-04-17 12:57:33,850 - mmaction - INFO - Epoch [7][3100/4610] lr: 1.558e-02, eta: 5:51:33, time: 1.372, data_time: 0.001, memory: 10561, loss_action_cls: 0.0350, recall@thr=0.5: 0.7197, prec@thr=0.5: 0.7993, recall@top3: 0.8291, prec@top3: 0.6737, recall@top5: 0.9405, prec@top5: 0.4709, loss: 0.0350, grad_norm: 0.2678 2021-04-17 12:58:00,984 - mmaction - INFO - Epoch [7][3120/4610] lr: 1.554e-02, eta: 5:51:05, time: 1.357, data_time: 0.001, memory: 10561, loss_action_cls: 0.0342, recall@thr=0.5: 0.7389, prec@thr=0.5: 0.8134, recall@top3: 0.8308, prec@top3: 0.6741, recall@top5: 0.9361, prec@top5: 0.4662, loss: 0.0342, grad_norm: 0.2599 2021-04-17 12:58:29,479 - mmaction - INFO - Epoch [7][3140/4610] lr: 1.550e-02, eta: 5:50:38, time: 1.424, data_time: 0.001, memory: 10561, loss_action_cls: 0.0340, recall@thr=0.5: 0.7278, prec@thr=0.5: 0.7962, recall@top3: 0.8289, prec@top3: 0.6561, recall@top5: 0.9371, prec@top5: 0.4569, loss: 0.0340, grad_norm: 0.2623 2021-04-17 12:58:56,560 - mmaction - INFO - Epoch [7][3160/4610] lr: 1.547e-02, eta: 5:50:10, time: 1.355, data_time: 0.002, memory: 10561, loss_action_cls: 0.0327, recall@thr=0.5: 0.7397, prec@thr=0.5: 0.8048, recall@top3: 0.8312, prec@top3: 0.6811, recall@top5: 0.9446, prec@top5: 0.4746, loss: 0.0327, grad_norm: 0.2644 2021-04-17 12:59:23,566 - mmaction - INFO - Epoch [7][3180/4610] lr: 1.543e-02, eta: 5:49:43, time: 1.349, data_time: 0.001, memory: 10561, loss_action_cls: 0.0350, recall@thr=0.5: 0.7173, prec@thr=0.5: 0.7900, recall@top3: 0.8325, prec@top3: 0.6707, recall@top5: 0.9399, prec@top5: 0.4645, loss: 0.0350, grad_norm: 0.2661 2021-04-17 12:59:51,017 - mmaction - INFO - Epoch [7][3200/4610] lr: 1.539e-02, eta: 5:49:15, time: 1.374, data_time: 0.002, memory: 10561, loss_action_cls: 0.0323, recall@thr=0.5: 0.7459, prec@thr=0.5: 0.8202, recall@top3: 0.8400, prec@top3: 0.6836, recall@top5: 0.9457, prec@top5: 0.4694, loss: 0.0323, grad_norm: 0.2418 2021-04-17 13:00:18,178 - mmaction - INFO - Epoch [7][3220/4610] lr: 1.536e-02, eta: 5:48:48, time: 1.358, data_time: 0.001, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7556, prec@thr=0.5: 0.8300, recall@top3: 0.8510, prec@top3: 0.6789, recall@top5: 0.9459, prec@top5: 0.4645, loss: 0.0322, grad_norm: 0.2598 2021-04-17 13:00:45,610 - mmaction - INFO - Epoch [7][3240/4610] lr: 1.532e-02, eta: 5:48:20, time: 1.371, data_time: 0.001, memory: 10561, loss_action_cls: 0.0329, recall@thr=0.5: 0.7450, prec@thr=0.5: 0.8086, recall@top3: 0.8331, prec@top3: 0.6805, recall@top5: 0.9423, prec@top5: 0.4731, loss: 0.0329, grad_norm: 0.2543 2021-04-17 13:01:12,811 - mmaction - INFO - Epoch [7][3260/4610] lr: 1.528e-02, eta: 5:47:52, time: 1.360, data_time: 0.001, memory: 10561, loss_action_cls: 0.0333, recall@thr=0.5: 0.7418, prec@thr=0.5: 0.8028, recall@top3: 0.8371, prec@top3: 0.6812, recall@top5: 0.9468, prec@top5: 0.4748, loss: 0.0333, grad_norm: 0.2742 2021-04-17 13:01:40,578 - mmaction - INFO - Epoch [7][3280/4610] lr: 1.525e-02, eta: 5:47:25, time: 1.388, data_time: 0.001, memory: 10561, loss_action_cls: 0.0340, recall@thr=0.5: 0.7341, prec@thr=0.5: 0.8014, recall@top3: 0.8300, prec@top3: 0.6712, recall@top5: 0.9437, prec@top5: 0.4703, loss: 0.0340, grad_norm: 0.2557 2021-04-17 13:02:07,917 - mmaction - INFO - Epoch [7][3300/4610] lr: 1.521e-02, eta: 5:46:57, time: 1.368, data_time: 0.002, memory: 10561, loss_action_cls: 0.0340, recall@thr=0.5: 0.7370, prec@thr=0.5: 0.8124, recall@top3: 0.8390, prec@top3: 0.6875, recall@top5: 0.9433, prec@top5: 0.4747, loss: 0.0340, grad_norm: 0.2669 2021-04-17 13:02:35,456 - mmaction - INFO - Epoch [7][3320/4610] lr: 1.517e-02, eta: 5:46:30, time: 1.376, data_time: 0.001, memory: 10561, loss_action_cls: 0.0325, recall@thr=0.5: 0.7600, prec@thr=0.5: 0.8151, recall@top3: 0.8407, prec@top3: 0.6839, recall@top5: 0.9486, prec@top5: 0.4736, loss: 0.0325, grad_norm: 0.2455 2021-04-17 13:03:02,684 - mmaction - INFO - Epoch [7][3340/4610] lr: 1.514e-02, eta: 5:46:02, time: 1.362, data_time: 0.002, memory: 10561, loss_action_cls: 0.0333, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8067, recall@top3: 0.8388, prec@top3: 0.6639, recall@top5: 0.9447, prec@top5: 0.4620, loss: 0.0333, grad_norm: 0.2635 2021-04-17 13:03:30,157 - mmaction - INFO - Epoch [7][3360/4610] lr: 1.510e-02, eta: 5:45:35, time: 1.372, data_time: 0.001, memory: 10561, loss_action_cls: 0.0328, recall@thr=0.5: 0.7433, prec@thr=0.5: 0.8126, recall@top3: 0.8425, prec@top3: 0.6938, recall@top5: 0.9468, prec@top5: 0.4800, loss: 0.0328, grad_norm: 0.2517 2021-04-17 13:03:57,336 - mmaction - INFO - Epoch [7][3380/4610] lr: 1.506e-02, eta: 5:45:07, time: 1.360, data_time: 0.002, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7415, prec@thr=0.5: 0.8061, recall@top3: 0.8430, prec@top3: 0.6695, recall@top5: 0.9458, prec@top5: 0.4621, loss: 0.0315, grad_norm: 0.2442 2021-04-17 13:04:24,967 - mmaction - INFO - Epoch [7][3400/4610] lr: 1.503e-02, eta: 5:44:40, time: 1.382, data_time: 0.002, memory: 10561, loss_action_cls: 0.0327, recall@thr=0.5: 0.7425, prec@thr=0.5: 0.8044, recall@top3: 0.8360, prec@top3: 0.6935, recall@top5: 0.9449, prec@top5: 0.4821, loss: 0.0327, grad_norm: 0.2604 2021-04-17 13:04:52,614 - mmaction - INFO - Epoch [7][3420/4610] lr: 1.499e-02, eta: 5:44:12, time: 1.382, data_time: 0.001, memory: 10561, loss_action_cls: 0.0333, recall@thr=0.5: 0.7421, prec@thr=0.5: 0.8086, recall@top3: 0.8328, prec@top3: 0.6772, recall@top5: 0.9452, prec@top5: 0.4727, loss: 0.0333, grad_norm: 0.2463 2021-04-17 13:05:19,955 - mmaction - INFO - Epoch [7][3440/4610] lr: 1.496e-02, eta: 5:43:45, time: 1.366, data_time: 0.001, memory: 10561, loss_action_cls: 0.0342, recall@thr=0.5: 0.7303, prec@thr=0.5: 0.8070, recall@top3: 0.8292, prec@top3: 0.6715, recall@top5: 0.9409, prec@top5: 0.4676, loss: 0.0342, grad_norm: 0.2602 2021-04-17 13:05:47,434 - mmaction - INFO - Epoch [7][3460/4610] lr: 1.492e-02, eta: 5:43:17, time: 1.375, data_time: 0.002, memory: 10561, loss_action_cls: 0.0334, recall@thr=0.5: 0.7475, prec@thr=0.5: 0.8082, recall@top3: 0.8363, prec@top3: 0.6763, recall@top5: 0.9447, prec@top5: 0.4705, loss: 0.0334, grad_norm: 0.2499 2021-04-17 13:06:14,591 - mmaction - INFO - Epoch [7][3480/4610] lr: 1.488e-02, eta: 5:42:50, time: 1.358, data_time: 0.001, memory: 10561, loss_action_cls: 0.0335, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.8010, recall@top3: 0.8343, prec@top3: 0.6672, recall@top5: 0.9430, prec@top5: 0.4631, loss: 0.0335, grad_norm: 0.2470 2021-04-17 13:06:45,098 - mmaction - INFO - Epoch [7][3500/4610] lr: 1.485e-02, eta: 5:42:23, time: 1.524, data_time: 0.001, memory: 10561, loss_action_cls: 0.0342, recall@thr=0.5: 0.7327, prec@thr=0.5: 0.8128, recall@top3: 0.8324, prec@top3: 0.6844, recall@top5: 0.9464, prec@top5: 0.4788, loss: 0.0342, grad_norm: 0.2739 2021-04-17 13:07:12,189 - mmaction - INFO - Epoch [7][3520/4610] lr: 1.481e-02, eta: 5:41:56, time: 1.355, data_time: 0.002, memory: 10561, loss_action_cls: 0.0340, recall@thr=0.5: 0.7470, prec@thr=0.5: 0.8063, recall@top3: 0.8326, prec@top3: 0.6842, recall@top5: 0.9448, prec@top5: 0.4779, loss: 0.0340, grad_norm: 0.2659 2021-04-17 13:07:39,365 - mmaction - INFO - Epoch [7][3540/4610] lr: 1.477e-02, eta: 5:41:28, time: 1.359, data_time: 0.001, memory: 10561, loss_action_cls: 0.0354, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7737, recall@top3: 0.8230, prec@top3: 0.6570, recall@top5: 0.9392, prec@top5: 0.4610, loss: 0.0354, grad_norm: 0.2791 2021-04-17 13:08:06,851 - mmaction - INFO - Epoch [7][3560/4610] lr: 1.474e-02, eta: 5:41:01, time: 1.374, data_time: 0.001, memory: 10561, loss_action_cls: 0.0338, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.8110, recall@top3: 0.8259, prec@top3: 0.6745, recall@top5: 0.9444, prec@top5: 0.4745, loss: 0.0338, grad_norm: 0.2423 2021-04-17 13:08:34,333 - mmaction - INFO - Epoch [7][3580/4610] lr: 1.470e-02, eta: 5:40:33, time: 1.374, data_time: 0.001, memory: 10561, loss_action_cls: 0.0325, recall@thr=0.5: 0.7459, prec@thr=0.5: 0.8207, recall@top3: 0.8394, prec@top3: 0.6862, recall@top5: 0.9474, prec@top5: 0.4737, loss: 0.0325, grad_norm: 0.2526 2021-04-17 13:09:01,363 - mmaction - INFO - Epoch [7][3600/4610] lr: 1.467e-02, eta: 5:40:05, time: 1.351, data_time: 0.001, memory: 10561, loss_action_cls: 0.0331, recall@thr=0.5: 0.7517, prec@thr=0.5: 0.8063, recall@top3: 0.8384, prec@top3: 0.6721, recall@top5: 0.9485, prec@top5: 0.4691, loss: 0.0331, grad_norm: 0.2606 2021-04-17 13:09:28,577 - mmaction - INFO - Epoch [7][3620/4610] lr: 1.463e-02, eta: 5:39:38, time: 1.362, data_time: 0.002, memory: 10561, loss_action_cls: 0.0337, recall@thr=0.5: 0.7406, prec@thr=0.5: 0.8092, recall@top3: 0.8349, prec@top3: 0.6693, recall@top5: 0.9430, prec@top5: 0.4666, loss: 0.0337, grad_norm: 0.2660 2021-04-17 13:09:55,806 - mmaction - INFO - Epoch [7][3640/4610] lr: 1.459e-02, eta: 5:39:10, time: 1.360, data_time: 0.001, memory: 10561, loss_action_cls: 0.0338, recall@thr=0.5: 0.7362, prec@thr=0.5: 0.8005, recall@top3: 0.8346, prec@top3: 0.6845, recall@top5: 0.9435, prec@top5: 0.4762, loss: 0.0338, grad_norm: 0.2619 2021-04-17 13:10:23,209 - mmaction - INFO - Epoch [7][3660/4610] lr: 1.456e-02, eta: 5:38:43, time: 1.371, data_time: 0.002, memory: 10561, loss_action_cls: 0.0343, recall@thr=0.5: 0.7357, prec@thr=0.5: 0.8000, recall@top3: 0.8365, prec@top3: 0.6770, recall@top5: 0.9391, prec@top5: 0.4643, loss: 0.0343, grad_norm: 0.2590 2021-04-17 13:10:50,619 - mmaction - INFO - Epoch [7][3680/4610] lr: 1.452e-02, eta: 5:38:15, time: 1.370, data_time: 0.001, memory: 10561, loss_action_cls: 0.0324, recall@thr=0.5: 0.7456, prec@thr=0.5: 0.8135, recall@top3: 0.8385, prec@top3: 0.6722, recall@top5: 0.9439, prec@top5: 0.4649, loss: 0.0324, grad_norm: 0.2465 2021-04-17 13:11:18,156 - mmaction - INFO - Epoch [7][3700/4610] lr: 1.449e-02, eta: 5:37:48, time: 1.377, data_time: 0.001, memory: 10561, loss_action_cls: 0.0339, recall@thr=0.5: 0.7338, prec@thr=0.5: 0.8065, recall@top3: 0.8324, prec@top3: 0.6685, recall@top5: 0.9439, prec@top5: 0.4676, loss: 0.0339, grad_norm: 0.2611 2021-04-17 13:11:45,528 - mmaction - INFO - Epoch [7][3720/4610] lr: 1.445e-02, eta: 5:37:20, time: 1.369, data_time: 0.001, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7481, prec@thr=0.5: 0.8230, recall@top3: 0.8400, prec@top3: 0.6877, recall@top5: 0.9462, prec@top5: 0.4767, loss: 0.0322, grad_norm: 0.2470 2021-04-17 13:12:12,916 - mmaction - INFO - Epoch [7][3740/4610] lr: 1.441e-02, eta: 5:36:52, time: 1.368, data_time: 0.001, memory: 10561, loss_action_cls: 0.0336, recall@thr=0.5: 0.7441, prec@thr=0.5: 0.8014, recall@top3: 0.8302, prec@top3: 0.6705, recall@top5: 0.9391, prec@top5: 0.4646, loss: 0.0336, grad_norm: 0.2499 2021-04-17 13:12:40,519 - mmaction - INFO - Epoch [7][3760/4610] lr: 1.438e-02, eta: 5:36:25, time: 1.381, data_time: 0.002, memory: 10561, loss_action_cls: 0.0312, recall@thr=0.5: 0.7431, prec@thr=0.5: 0.8169, recall@top3: 0.8473, prec@top3: 0.6859, recall@top5: 0.9518, prec@top5: 0.4727, loss: 0.0312, grad_norm: 0.2500 2021-04-17 13:13:08,121 - mmaction - INFO - Epoch [7][3780/4610] lr: 1.434e-02, eta: 5:35:57, time: 1.381, data_time: 0.002, memory: 10561, loss_action_cls: 0.0337, recall@thr=0.5: 0.7436, prec@thr=0.5: 0.8060, recall@top3: 0.8296, prec@top3: 0.6794, recall@top5: 0.9377, prec@top5: 0.4732, loss: 0.0337, grad_norm: 0.2623 2021-04-17 13:13:35,412 - mmaction - INFO - Epoch [7][3800/4610] lr: 1.431e-02, eta: 5:35:30, time: 1.363, data_time: 0.001, memory: 10561, loss_action_cls: 0.0328, recall@thr=0.5: 0.7342, prec@thr=0.5: 0.8079, recall@top3: 0.8395, prec@top3: 0.6660, recall@top5: 0.9489, prec@top5: 0.4630, loss: 0.0328, grad_norm: 0.2545 2021-04-17 13:14:02,779 - mmaction - INFO - Epoch [7][3820/4610] lr: 1.427e-02, eta: 5:35:02, time: 1.370, data_time: 0.003, memory: 10561, loss_action_cls: 0.0327, recall@thr=0.5: 0.7399, prec@thr=0.5: 0.8079, recall@top3: 0.8361, prec@top3: 0.6706, recall@top5: 0.9499, prec@top5: 0.4672, loss: 0.0327, grad_norm: 0.2586 2021-04-17 13:14:30,277 - mmaction - INFO - Epoch [7][3840/4610] lr: 1.423e-02, eta: 5:34:35, time: 1.375, data_time: 0.001, memory: 10561, loss_action_cls: 0.0344, recall@thr=0.5: 0.7345, prec@thr=0.5: 0.7912, recall@top3: 0.8327, prec@top3: 0.6824, recall@top5: 0.9404, prec@top5: 0.4732, loss: 0.0344, grad_norm: 0.2747 2021-04-17 13:14:57,591 - mmaction - INFO - Epoch [7][3860/4610] lr: 1.420e-02, eta: 5:34:07, time: 1.366, data_time: 0.001, memory: 10561, loss_action_cls: 0.0350, recall@thr=0.5: 0.7194, prec@thr=0.5: 0.7908, recall@top3: 0.8253, prec@top3: 0.6714, recall@top5: 0.9381, prec@top5: 0.4678, loss: 0.0350, grad_norm: 0.2651 2021-04-17 13:15:24,720 - mmaction - INFO - Epoch [7][3880/4610] lr: 1.416e-02, eta: 5:33:40, time: 1.356, data_time: 0.001, memory: 10561, loss_action_cls: 0.0330, recall@thr=0.5: 0.7412, prec@thr=0.5: 0.8048, recall@top3: 0.8508, prec@top3: 0.6715, recall@top5: 0.9426, prec@top5: 0.4565, loss: 0.0330, grad_norm: 0.2606 2021-04-17 13:15:52,127 - mmaction - INFO - Epoch [7][3900/4610] lr: 1.413e-02, eta: 5:33:12, time: 1.369, data_time: 0.001, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7518, prec@thr=0.5: 0.8279, recall@top3: 0.8432, prec@top3: 0.6863, recall@top5: 0.9501, prec@top5: 0.4747, loss: 0.0322, grad_norm: 0.2534 2021-04-17 13:16:19,463 - mmaction - INFO - Epoch [7][3920/4610] lr: 1.409e-02, eta: 5:32:44, time: 1.368, data_time: 0.003, memory: 10561, loss_action_cls: 0.0337, recall@thr=0.5: 0.7308, prec@thr=0.5: 0.8089, recall@top3: 0.8325, prec@top3: 0.6740, recall@top5: 0.9416, prec@top5: 0.4695, loss: 0.0337, grad_norm: 0.2612 2021-04-17 13:16:47,044 - mmaction - INFO - Epoch [7][3940/4610] lr: 1.406e-02, eta: 5:32:17, time: 1.378, data_time: 0.001, memory: 10561, loss_action_cls: 0.0350, recall@thr=0.5: 0.7282, prec@thr=0.5: 0.8038, recall@top3: 0.8298, prec@top3: 0.6684, recall@top5: 0.9400, prec@top5: 0.4653, loss: 0.0350, grad_norm: 0.2696 2021-04-17 13:17:15,095 - mmaction - INFO - Epoch [7][3960/4610] lr: 1.402e-02, eta: 5:31:50, time: 1.403, data_time: 0.002, memory: 10561, loss_action_cls: 0.0327, recall@thr=0.5: 0.7447, prec@thr=0.5: 0.8124, recall@top3: 0.8444, prec@top3: 0.6962, recall@top5: 0.9466, prec@top5: 0.4775, loss: 0.0327, grad_norm: 0.2438 2021-04-17 13:17:42,871 - mmaction - INFO - Epoch [7][3980/4610] lr: 1.399e-02, eta: 5:31:22, time: 1.388, data_time: 0.001, memory: 10561, loss_action_cls: 0.0338, recall@thr=0.5: 0.7359, prec@thr=0.5: 0.8034, recall@top3: 0.8357, prec@top3: 0.6808, recall@top5: 0.9426, prec@top5: 0.4715, loss: 0.0338, grad_norm: 0.2533 2021-04-17 13:18:10,342 - mmaction - INFO - Epoch [7][4000/4610] lr: 1.395e-02, eta: 5:30:55, time: 1.374, data_time: 0.002, memory: 10561, loss_action_cls: 0.0326, recall@thr=0.5: 0.7415, prec@thr=0.5: 0.8084, recall@top3: 0.8329, prec@top3: 0.6699, recall@top5: 0.9401, prec@top5: 0.4635, loss: 0.0326, grad_norm: 0.2529 2021-04-17 13:18:37,635 - mmaction - INFO - Epoch [7][4020/4610] lr: 1.391e-02, eta: 5:30:27, time: 1.364, data_time: 0.001, memory: 10561, loss_action_cls: 0.0336, recall@thr=0.5: 0.7384, prec@thr=0.5: 0.8115, recall@top3: 0.8350, prec@top3: 0.6784, recall@top5: 0.9455, prec@top5: 0.4730, loss: 0.0336, grad_norm: 0.2774 2021-04-17 13:19:05,003 - mmaction - INFO - Epoch [7][4040/4610] lr: 1.388e-02, eta: 5:30:00, time: 1.369, data_time: 0.002, memory: 10561, loss_action_cls: 0.0342, recall@thr=0.5: 0.7359, prec@thr=0.5: 0.7969, recall@top3: 0.8255, prec@top3: 0.6805, recall@top5: 0.9438, prec@top5: 0.4773, loss: 0.0342, grad_norm: 0.2506 2021-04-17 13:19:32,571 - mmaction - INFO - Epoch [7][4060/4610] lr: 1.384e-02, eta: 5:29:32, time: 1.378, data_time: 0.001, memory: 10561, loss_action_cls: 0.0337, recall@thr=0.5: 0.7423, prec@thr=0.5: 0.8116, recall@top3: 0.8279, prec@top3: 0.6743, recall@top5: 0.9366, prec@top5: 0.4688, loss: 0.0337, grad_norm: 0.2517 2021-04-17 13:20:00,401 - mmaction - INFO - Epoch [7][4080/4610] lr: 1.381e-02, eta: 5:29:05, time: 1.391, data_time: 0.001, memory: 10561, loss_action_cls: 0.0319, recall@thr=0.5: 0.7539, prec@thr=0.5: 0.8144, recall@top3: 0.8386, prec@top3: 0.6706, recall@top5: 0.9475, prec@top5: 0.4655, loss: 0.0319, grad_norm: 0.2530 2021-04-17 13:20:27,928 - mmaction - INFO - Epoch [7][4100/4610] lr: 1.377e-02, eta: 5:28:37, time: 1.375, data_time: 0.001, memory: 10561, loss_action_cls: 0.0342, recall@thr=0.5: 0.7125, prec@thr=0.5: 0.7967, recall@top3: 0.8305, prec@top3: 0.6699, recall@top5: 0.9416, prec@top5: 0.4653, loss: 0.0342, grad_norm: 0.2662 2021-04-17 13:20:55,228 - mmaction - INFO - Epoch [7][4120/4610] lr: 1.374e-02, eta: 5:28:10, time: 1.365, data_time: 0.002, memory: 10561, loss_action_cls: 0.0329, recall@thr=0.5: 0.7426, prec@thr=0.5: 0.8125, recall@top3: 0.8387, prec@top3: 0.6567, recall@top5: 0.9431, prec@top5: 0.4525, loss: 0.0329, grad_norm: 0.2613 2021-04-17 13:21:22,717 - mmaction - INFO - Epoch [7][4140/4610] lr: 1.370e-02, eta: 5:27:42, time: 1.375, data_time: 0.002, memory: 10561, loss_action_cls: 0.0332, recall@thr=0.5: 0.7354, prec@thr=0.5: 0.8015, recall@top3: 0.8336, prec@top3: 0.6733, recall@top5: 0.9487, prec@top5: 0.4713, loss: 0.0332, grad_norm: 0.2583 2021-04-17 13:21:50,040 - mmaction - INFO - Epoch [7][4160/4610] lr: 1.367e-02, eta: 5:27:15, time: 1.365, data_time: 0.001, memory: 10561, loss_action_cls: 0.0337, recall@thr=0.5: 0.7295, prec@thr=0.5: 0.7896, recall@top3: 0.8243, prec@top3: 0.6796, recall@top5: 0.9441, prec@top5: 0.4795, loss: 0.0337, grad_norm: 0.2575 2021-04-17 13:22:17,589 - mmaction - INFO - Epoch [7][4180/4610] lr: 1.363e-02, eta: 5:26:47, time: 1.379, data_time: 0.002, memory: 10561, loss_action_cls: 0.0338, recall@thr=0.5: 0.7334, prec@thr=0.5: 0.8081, recall@top3: 0.8324, prec@top3: 0.6692, recall@top5: 0.9443, prec@top5: 0.4683, loss: 0.0338, grad_norm: 0.2613 2021-04-17 13:22:44,943 - mmaction - INFO - Epoch [7][4200/4610] lr: 1.360e-02, eta: 5:26:20, time: 1.367, data_time: 0.004, memory: 10561, loss_action_cls: 0.0340, recall@thr=0.5: 0.7252, prec@thr=0.5: 0.8058, recall@top3: 0.8407, prec@top3: 0.6627, recall@top5: 0.9397, prec@top5: 0.4558, loss: 0.0340, grad_norm: 0.2541 2021-04-17 13:23:12,151 - mmaction - INFO - Epoch [7][4220/4610] lr: 1.356e-02, eta: 5:25:52, time: 1.360, data_time: 0.001, memory: 10561, loss_action_cls: 0.0330, recall@thr=0.5: 0.7343, prec@thr=0.5: 0.8109, recall@top3: 0.8409, prec@top3: 0.6792, recall@top5: 0.9453, prec@top5: 0.4671, loss: 0.0330, grad_norm: 0.2498 2021-04-17 13:23:39,716 - mmaction - INFO - Epoch [7][4240/4610] lr: 1.353e-02, eta: 5:25:25, time: 1.379, data_time: 0.002, memory: 10561, loss_action_cls: 0.0318, recall@thr=0.5: 0.7576, prec@thr=0.5: 0.8231, recall@top3: 0.8507, prec@top3: 0.6874, recall@top5: 0.9428, prec@top5: 0.4674, loss: 0.0318, grad_norm: 0.2489 2021-04-17 13:24:06,844 - mmaction - INFO - Epoch [7][4260/4610] lr: 1.349e-02, eta: 5:24:57, time: 1.356, data_time: 0.001, memory: 10561, loss_action_cls: 0.0342, recall@thr=0.5: 0.7367, prec@thr=0.5: 0.8029, recall@top3: 0.8318, prec@top3: 0.6748, recall@top5: 0.9438, prec@top5: 0.4707, loss: 0.0342, grad_norm: 0.2650 2021-04-17 13:24:34,483 - mmaction - INFO - Epoch [7][4280/4610] lr: 1.346e-02, eta: 5:24:29, time: 1.382, data_time: 0.002, memory: 10561, loss_action_cls: 0.0346, recall@thr=0.5: 0.7343, prec@thr=0.5: 0.8124, recall@top3: 0.8273, prec@top3: 0.6766, recall@top5: 0.9356, prec@top5: 0.4704, loss: 0.0346, grad_norm: 0.2565 2021-04-17 13:25:01,793 - mmaction - INFO - Epoch [7][4300/4610] lr: 1.342e-02, eta: 5:24:02, time: 1.366, data_time: 0.001, memory: 10561, loss_action_cls: 0.0324, recall@thr=0.5: 0.7472, prec@thr=0.5: 0.8115, recall@top3: 0.8412, prec@top3: 0.6871, recall@top5: 0.9513, prec@top5: 0.4764, loss: 0.0324, grad_norm: 0.2570 2021-04-17 13:25:28,908 - mmaction - INFO - Epoch [7][4320/4610] lr: 1.339e-02, eta: 5:23:34, time: 1.356, data_time: 0.001, memory: 10561, loss_action_cls: 0.0324, recall@thr=0.5: 0.7536, prec@thr=0.5: 0.8147, recall@top3: 0.8377, prec@top3: 0.6862, recall@top5: 0.9470, prec@top5: 0.4756, loss: 0.0324, grad_norm: 0.2537 2021-04-17 13:25:56,300 - mmaction - INFO - Epoch [7][4340/4610] lr: 1.335e-02, eta: 5:23:07, time: 1.369, data_time: 0.001, memory: 10561, loss_action_cls: 0.0329, recall@thr=0.5: 0.7288, prec@thr=0.5: 0.8145, recall@top3: 0.8414, prec@top3: 0.6784, recall@top5: 0.9397, prec@top5: 0.4653, loss: 0.0329, grad_norm: 0.2542 2021-04-17 13:26:23,368 - mmaction - INFO - Epoch [7][4360/4610] lr: 1.332e-02, eta: 5:22:39, time: 1.353, data_time: 0.002, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7460, prec@thr=0.5: 0.7995, recall@top3: 0.8355, prec@top3: 0.6669, recall@top5: 0.9538, prec@top5: 0.4664, loss: 0.0322, grad_norm: 0.2502 2021-04-17 13:26:50,718 - mmaction - INFO - Epoch [7][4380/4610] lr: 1.328e-02, eta: 5:22:11, time: 1.368, data_time: 0.002, memory: 10561, loss_action_cls: 0.0345, recall@thr=0.5: 0.7349, prec@thr=0.5: 0.7990, recall@top3: 0.8206, prec@top3: 0.6661, recall@top5: 0.9372, prec@top5: 0.4676, loss: 0.0345, grad_norm: 0.2736 2021-04-17 13:27:18,393 - mmaction - INFO - Epoch [7][4400/4610] lr: 1.325e-02, eta: 5:21:44, time: 1.384, data_time: 0.002, memory: 10561, loss_action_cls: 0.0329, recall@thr=0.5: 0.7496, prec@thr=0.5: 0.8202, recall@top3: 0.8320, prec@top3: 0.6867, recall@top5: 0.9444, prec@top5: 0.4792, loss: 0.0329, grad_norm: 0.2538 2021-04-17 13:27:45,653 - mmaction - INFO - Epoch [7][4420/4610] lr: 1.321e-02, eta: 5:21:16, time: 1.364, data_time: 0.002, memory: 10561, loss_action_cls: 0.0336, recall@thr=0.5: 0.7353, prec@thr=0.5: 0.8064, recall@top3: 0.8276, prec@top3: 0.6741, recall@top5: 0.9392, prec@top5: 0.4683, loss: 0.0336, grad_norm: 0.2627 2021-04-17 13:28:12,658 - mmaction - INFO - Epoch [7][4440/4610] lr: 1.318e-02, eta: 5:20:49, time: 1.350, data_time: 0.001, memory: 10561, loss_action_cls: 0.0350, recall@thr=0.5: 0.7379, prec@thr=0.5: 0.8022, recall@top3: 0.8186, prec@top3: 0.6756, recall@top5: 0.9372, prec@top5: 0.4753, loss: 0.0350, grad_norm: 0.2727 2021-04-17 13:28:39,893 - mmaction - INFO - Epoch [7][4460/4610] lr: 1.314e-02, eta: 5:20:21, time: 1.361, data_time: 0.001, memory: 10561, loss_action_cls: 0.0341, recall@thr=0.5: 0.7236, prec@thr=0.5: 0.8074, recall@top3: 0.8248, prec@top3: 0.6757, recall@top5: 0.9405, prec@top5: 0.4738, loss: 0.0341, grad_norm: 0.2757 2021-04-17 13:29:07,240 - mmaction - INFO - Epoch [7][4480/4610] lr: 1.311e-02, eta: 5:19:53, time: 1.368, data_time: 0.002, memory: 10561, loss_action_cls: 0.0337, recall@thr=0.5: 0.7373, prec@thr=0.5: 0.8046, recall@top3: 0.8248, prec@top3: 0.6736, recall@top5: 0.9446, prec@top5: 0.4757, loss: 0.0337, grad_norm: 0.2743 2021-04-17 13:29:34,369 - mmaction - INFO - Epoch [7][4500/4610] lr: 1.307e-02, eta: 5:19:26, time: 1.356, data_time: 0.001, memory: 10561, loss_action_cls: 0.0328, recall@thr=0.5: 0.7473, prec@thr=0.5: 0.8125, recall@top3: 0.8374, prec@top3: 0.6728, recall@top5: 0.9463, prec@top5: 0.4663, loss: 0.0328, grad_norm: 0.2602 2021-04-17 13:30:01,746 - mmaction - INFO - Epoch [7][4520/4610] lr: 1.304e-02, eta: 5:18:58, time: 1.368, data_time: 0.001, memory: 10561, loss_action_cls: 0.0349, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7908, recall@top3: 0.8250, prec@top3: 0.6655, recall@top5: 0.9396, prec@top5: 0.4660, loss: 0.0349, grad_norm: 0.2610 2021-04-17 13:30:28,823 - mmaction - INFO - Epoch [7][4540/4610] lr: 1.300e-02, eta: 5:18:31, time: 1.355, data_time: 0.002, memory: 10561, loss_action_cls: 0.0328, recall@thr=0.5: 0.7305, prec@thr=0.5: 0.7912, recall@top3: 0.8356, prec@top3: 0.6748, recall@top5: 0.9495, prec@top5: 0.4717, loss: 0.0328, grad_norm: 0.2543 2021-04-17 13:30:56,180 - mmaction - INFO - Epoch [7][4560/4610] lr: 1.297e-02, eta: 5:18:03, time: 1.368, data_time: 0.001, memory: 10561, loss_action_cls: 0.0321, recall@thr=0.5: 0.7500, prec@thr=0.5: 0.8213, recall@top3: 0.8437, prec@top3: 0.6808, recall@top5: 0.9483, prec@top5: 0.4726, loss: 0.0321, grad_norm: 0.2523 2021-04-17 13:31:23,098 - mmaction - INFO - Epoch [7][4580/4610] lr: 1.294e-02, eta: 5:17:35, time: 1.345, data_time: 0.001, memory: 10561, loss_action_cls: 0.0340, recall@thr=0.5: 0.7282, prec@thr=0.5: 0.7965, recall@top3: 0.8253, prec@top3: 0.6596, recall@top5: 0.9486, prec@top5: 0.4642, loss: 0.0340, grad_norm: 0.2850 2021-04-17 13:31:50,271 - mmaction - INFO - Epoch [7][4600/4610] lr: 1.290e-02, eta: 5:17:08, time: 1.359, data_time: 0.001, memory: 10561, loss_action_cls: 0.0325, recall@thr=0.5: 0.7510, prec@thr=0.5: 0.8150, recall@top3: 0.8407, prec@top3: 0.6886, recall@top5: 0.9498, prec@top5: 0.4781, loss: 0.0325, grad_norm: 0.2566 2021-04-17 13:32:09,370 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-04-17 13:55:54,284 - mmaction - INFO - Evaluating mAP ... 2021-04-17 14:01:54,309 - mmaction - INFO - mAP@0.5IOU 0.2675 2021-04-17 14:01:55,383 - mmaction - INFO - Epoch(val) [7][4610] mAP@0.5IOU: 0.2675 2021-04-17 14:03:05,372 - mmaction - INFO - Epoch [8][20/4610] lr: 1.285e-02, eta: 5:16:39, time: 3.498, data_time: 2.163, memory: 10561, loss_action_cls: 0.0330, recall@thr=0.5: 0.7459, prec@thr=0.5: 0.8112, recall@top3: 0.8381, prec@top3: 0.6819, recall@top5: 0.9443, prec@top5: 0.4730, loss: 0.0330, grad_norm: 0.2426 2021-04-17 14:03:32,370 - mmaction - INFO - Epoch [8][40/4610] lr: 1.281e-02, eta: 5:16:11, time: 1.349, data_time: 0.001, memory: 10561, loss_action_cls: 0.0305, recall@thr=0.5: 0.7661, prec@thr=0.5: 0.8364, recall@top3: 0.8543, prec@top3: 0.6919, recall@top5: 0.9527, prec@top5: 0.4742, loss: 0.0305, grad_norm: 0.2303 2021-04-17 14:03:59,388 - mmaction - INFO - Epoch [8][60/4610] lr: 1.278e-02, eta: 5:15:43, time: 1.351, data_time: 0.002, memory: 10561, loss_action_cls: 0.0327, recall@thr=0.5: 0.7562, prec@thr=0.5: 0.8143, recall@top3: 0.8426, prec@top3: 0.6853, recall@top5: 0.9461, prec@top5: 0.4735, loss: 0.0327, grad_norm: 0.2613 2021-04-17 14:04:26,114 - mmaction - INFO - Epoch [8][80/4610] lr: 1.275e-02, eta: 5:15:15, time: 1.337, data_time: 0.002, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7631, prec@thr=0.5: 0.8234, recall@top3: 0.8446, prec@top3: 0.6964, recall@top5: 0.9461, prec@top5: 0.4795, loss: 0.0315, grad_norm: 0.2529 2021-04-17 14:04:53,505 - mmaction - INFO - Epoch [8][100/4610] lr: 1.271e-02, eta: 5:14:48, time: 1.369, data_time: 0.001, memory: 10561, loss_action_cls: 0.0342, recall@thr=0.5: 0.7402, prec@thr=0.5: 0.8035, recall@top3: 0.8262, prec@top3: 0.6746, recall@top5: 0.9395, prec@top5: 0.4710, loss: 0.0342, grad_norm: 0.2602 2021-04-17 14:05:20,587 - mmaction - INFO - Epoch [8][120/4610] lr: 1.268e-02, eta: 5:14:20, time: 1.355, data_time: 0.002, memory: 10561, loss_action_cls: 0.0342, recall@thr=0.5: 0.7360, prec@thr=0.5: 0.8100, recall@top3: 0.8321, prec@top3: 0.6769, recall@top5: 0.9378, prec@top5: 0.4687, loss: 0.0342, grad_norm: 0.2726 2021-04-17 14:05:47,947 - mmaction - INFO - Epoch [8][140/4610] lr: 1.264e-02, eta: 5:13:53, time: 1.368, data_time: 0.001, memory: 10561, loss_action_cls: 0.0331, recall@thr=0.5: 0.7239, prec@thr=0.5: 0.8080, recall@top3: 0.8372, prec@top3: 0.6636, recall@top5: 0.9398, prec@top5: 0.4593, loss: 0.0331, grad_norm: 0.2692 2021-04-17 14:06:15,582 - mmaction - INFO - Epoch [8][160/4610] lr: 1.261e-02, eta: 5:13:25, time: 1.382, data_time: 0.001, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7495, prec@thr=0.5: 0.8151, recall@top3: 0.8441, prec@top3: 0.6780, recall@top5: 0.9479, prec@top5: 0.4697, loss: 0.0322, grad_norm: 0.2579 2021-04-17 14:06:42,571 - mmaction - INFO - Epoch [8][180/4610] lr: 1.257e-02, eta: 5:12:57, time: 1.349, data_time: 0.001, memory: 10561, loss_action_cls: 0.0329, recall@thr=0.5: 0.7389, prec@thr=0.5: 0.8120, recall@top3: 0.8345, prec@top3: 0.6786, recall@top5: 0.9419, prec@top5: 0.4713, loss: 0.0329, grad_norm: 0.2686 2021-04-17 14:07:09,978 - mmaction - INFO - Epoch [8][200/4610] lr: 1.254e-02, eta: 5:12:30, time: 1.371, data_time: 0.002, memory: 10561, loss_action_cls: 0.0329, recall@thr=0.5: 0.7369, prec@thr=0.5: 0.8086, recall@top3: 0.8340, prec@top3: 0.6632, recall@top5: 0.9459, prec@top5: 0.4638, loss: 0.0329, grad_norm: 0.2578 2021-04-17 14:07:37,368 - mmaction - INFO - Epoch [8][220/4610] lr: 1.251e-02, eta: 5:12:02, time: 1.369, data_time: 0.001, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7768, prec@thr=0.5: 0.8334, recall@top3: 0.8552, prec@top3: 0.6908, recall@top5: 0.9553, prec@top5: 0.4737, loss: 0.0308, grad_norm: 0.2445 2021-04-17 14:08:04,993 - mmaction - INFO - Epoch [8][240/4610] lr: 1.247e-02, eta: 5:11:35, time: 1.379, data_time: 0.001, memory: 10561, loss_action_cls: 0.0325, recall@thr=0.5: 0.7482, prec@thr=0.5: 0.8100, recall@top3: 0.8333, prec@top3: 0.6849, recall@top5: 0.9509, prec@top5: 0.4814, loss: 0.0325, grad_norm: 0.2751 2021-04-17 14:08:32,792 - mmaction - INFO - Epoch [8][260/4610] lr: 1.244e-02, eta: 5:11:07, time: 1.391, data_time: 0.003, memory: 10561, loss_action_cls: 0.0330, recall@thr=0.5: 0.7490, prec@thr=0.5: 0.8087, recall@top3: 0.8353, prec@top3: 0.6664, recall@top5: 0.9449, prec@top5: 0.4659, loss: 0.0330, grad_norm: 0.2624 2021-04-17 14:09:00,271 - mmaction - INFO - Epoch [8][280/4610] lr: 1.240e-02, eta: 5:10:40, time: 1.375, data_time: 0.002, memory: 10561, loss_action_cls: 0.0318, recall@thr=0.5: 0.7546, prec@thr=0.5: 0.8254, recall@top3: 0.8455, prec@top3: 0.6910, recall@top5: 0.9507, prec@top5: 0.4791, loss: 0.0318, grad_norm: 0.2434 2021-04-17 14:09:27,558 - mmaction - INFO - Epoch [8][300/4610] lr: 1.237e-02, eta: 5:10:12, time: 1.364, data_time: 0.001, memory: 10561, loss_action_cls: 0.0328, recall@thr=0.5: 0.7459, prec@thr=0.5: 0.8105, recall@top3: 0.8410, prec@top3: 0.6860, recall@top5: 0.9450, prec@top5: 0.4722, loss: 0.0328, grad_norm: 0.2616 2021-04-17 14:09:55,012 - mmaction - INFO - Epoch [8][320/4610] lr: 1.234e-02, eta: 5:09:45, time: 1.372, data_time: 0.001, memory: 10561, loss_action_cls: 0.0331, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8089, recall@top3: 0.8288, prec@top3: 0.6772, recall@top5: 0.9412, prec@top5: 0.4738, loss: 0.0331, grad_norm: 0.2600 2021-04-17 14:10:22,235 - mmaction - INFO - Epoch [8][340/4610] lr: 1.230e-02, eta: 5:09:17, time: 1.362, data_time: 0.002, memory: 10561, loss_action_cls: 0.0337, recall@thr=0.5: 0.7362, prec@thr=0.5: 0.8139, recall@top3: 0.8319, prec@top3: 0.6680, recall@top5: 0.9440, prec@top5: 0.4668, loss: 0.0337, grad_norm: 0.2653 2021-04-17 14:10:49,834 - mmaction - INFO - Epoch [8][360/4610] lr: 1.227e-02, eta: 5:08:50, time: 1.379, data_time: 0.001, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7283, prec@thr=0.5: 0.8236, recall@top3: 0.8482, prec@top3: 0.6744, recall@top5: 0.9498, prec@top5: 0.4643, loss: 0.0315, grad_norm: 0.2566 2021-04-17 14:11:17,208 - mmaction - INFO - Epoch [8][380/4610] lr: 1.223e-02, eta: 5:08:22, time: 1.369, data_time: 0.004, memory: 10561, loss_action_cls: 0.0341, recall@thr=0.5: 0.7378, prec@thr=0.5: 0.8026, recall@top3: 0.8308, prec@top3: 0.6754, recall@top5: 0.9328, prec@top5: 0.4654, loss: 0.0341, grad_norm: 0.2722 2021-04-17 14:11:44,478 - mmaction - INFO - Epoch [8][400/4610] lr: 1.220e-02, eta: 5:07:54, time: 1.364, data_time: 0.001, memory: 10561, loss_action_cls: 0.0325, recall@thr=0.5: 0.7558, prec@thr=0.5: 0.8140, recall@top3: 0.8451, prec@top3: 0.6736, recall@top5: 0.9516, prec@top5: 0.4673, loss: 0.0325, grad_norm: 0.2652 2021-04-17 14:12:11,739 - mmaction - INFO - Epoch [8][420/4610] lr: 1.217e-02, eta: 5:07:27, time: 1.363, data_time: 0.001, memory: 10561, loss_action_cls: 0.0326, recall@thr=0.5: 0.7525, prec@thr=0.5: 0.8138, recall@top3: 0.8376, prec@top3: 0.6871, recall@top5: 0.9524, prec@top5: 0.4803, loss: 0.0326, grad_norm: 0.2704 2021-04-17 14:12:39,632 - mmaction - INFO - Epoch [8][440/4610] lr: 1.213e-02, eta: 5:06:59, time: 1.395, data_time: 0.001, memory: 10561, loss_action_cls: 0.0325, recall@thr=0.5: 0.7379, prec@thr=0.5: 0.8138, recall@top3: 0.8466, prec@top3: 0.6766, recall@top5: 0.9480, prec@top5: 0.4681, loss: 0.0325, grad_norm: 0.2657 2021-04-17 14:13:06,892 - mmaction - INFO - Epoch [8][460/4610] lr: 1.210e-02, eta: 5:06:32, time: 1.363, data_time: 0.001, memory: 10561, loss_action_cls: 0.0310, recall@thr=0.5: 0.7602, prec@thr=0.5: 0.8265, recall@top3: 0.8518, prec@top3: 0.6930, recall@top5: 0.9507, prec@top5: 0.4757, loss: 0.0310, grad_norm: 0.2555 2021-04-17 14:13:34,076 - mmaction - INFO - Epoch [8][480/4610] lr: 1.207e-02, eta: 5:06:04, time: 1.359, data_time: 0.001, memory: 10561, loss_action_cls: 0.0319, recall@thr=0.5: 0.7491, prec@thr=0.5: 0.8068, recall@top3: 0.8441, prec@top3: 0.6912, recall@top5: 0.9461, prec@top5: 0.4765, loss: 0.0319, grad_norm: 0.2599 2021-04-17 14:14:01,654 - mmaction - INFO - Epoch [8][500/4610] lr: 1.203e-02, eta: 5:05:37, time: 1.379, data_time: 0.001, memory: 10561, loss_action_cls: 0.0339, recall@thr=0.5: 0.7300, prec@thr=0.5: 0.8021, recall@top3: 0.8279, prec@top3: 0.6723, recall@top5: 0.9437, prec@top5: 0.4717, loss: 0.0339, grad_norm: 0.2806 2021-04-17 14:14:29,126 - mmaction - INFO - Epoch [8][520/4610] lr: 1.200e-02, eta: 5:05:09, time: 1.372, data_time: 0.001, memory: 10561, loss_action_cls: 0.0312, recall@thr=0.5: 0.7634, prec@thr=0.5: 0.8281, recall@top3: 0.8515, prec@top3: 0.6974, recall@top5: 0.9551, prec@top5: 0.4800, loss: 0.0312, grad_norm: 0.2513 2021-04-17 14:14:56,176 - mmaction - INFO - Epoch [8][540/4610] lr: 1.197e-02, eta: 5:04:41, time: 1.353, data_time: 0.003, memory: 10561, loss_action_cls: 0.0321, recall@thr=0.5: 0.7581, prec@thr=0.5: 0.8185, recall@top3: 0.8452, prec@top3: 0.6765, recall@top5: 0.9494, prec@top5: 0.4684, loss: 0.0321, grad_norm: 0.2557 2021-04-17 14:15:23,290 - mmaction - INFO - Epoch [8][560/4610] lr: 1.193e-02, eta: 5:04:14, time: 1.356, data_time: 0.002, memory: 10561, loss_action_cls: 0.0329, recall@thr=0.5: 0.7335, prec@thr=0.5: 0.8097, recall@top3: 0.8387, prec@top3: 0.6692, recall@top5: 0.9457, prec@top5: 0.4652, loss: 0.0329, grad_norm: 0.2665 2021-04-17 14:15:50,640 - mmaction - INFO - Epoch [8][580/4610] lr: 1.190e-02, eta: 5:03:46, time: 1.368, data_time: 0.001, memory: 10561, loss_action_cls: 0.0316, recall@thr=0.5: 0.7554, prec@thr=0.5: 0.8150, recall@top3: 0.8436, prec@top3: 0.6960, recall@top5: 0.9528, prec@top5: 0.4826, loss: 0.0316, grad_norm: 0.2609 2021-04-17 14:16:17,836 - mmaction - INFO - Epoch [8][600/4610] lr: 1.187e-02, eta: 5:03:19, time: 1.360, data_time: 0.001, memory: 10561, loss_action_cls: 0.0342, recall@thr=0.5: 0.7380, prec@thr=0.5: 0.7963, recall@top3: 0.8303, prec@top3: 0.6886, recall@top5: 0.9383, prec@top5: 0.4765, loss: 0.0342, grad_norm: 0.2682 2021-04-17 14:16:45,310 - mmaction - INFO - Epoch [8][620/4610] lr: 1.183e-02, eta: 5:02:51, time: 1.374, data_time: 0.001, memory: 10561, loss_action_cls: 0.0325, recall@thr=0.5: 0.7380, prec@thr=0.5: 0.8178, recall@top3: 0.8417, prec@top3: 0.6680, recall@top5: 0.9451, prec@top5: 0.4618, loss: 0.0325, grad_norm: 0.2558 2021-04-17 14:17:12,455 - mmaction - INFO - Epoch [8][640/4610] lr: 1.180e-02, eta: 5:02:23, time: 1.357, data_time: 0.001, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7622, prec@thr=0.5: 0.8343, recall@top3: 0.8482, prec@top3: 0.6901, recall@top5: 0.9488, prec@top5: 0.4744, loss: 0.0308, grad_norm: 0.2350 2021-04-17 14:17:39,666 - mmaction - INFO - Epoch [8][660/4610] lr: 1.177e-02, eta: 5:01:56, time: 1.361, data_time: 0.001, memory: 10561, loss_action_cls: 0.0341, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.8041, recall@top3: 0.8339, prec@top3: 0.6838, recall@top5: 0.9465, prec@top5: 0.4765, loss: 0.0341, grad_norm: 0.2684 2021-04-17 14:18:06,978 - mmaction - INFO - Epoch [8][680/4610] lr: 1.173e-02, eta: 5:01:28, time: 1.365, data_time: 0.001, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7557, prec@thr=0.5: 0.8254, recall@top3: 0.8398, prec@top3: 0.6800, recall@top5: 0.9467, prec@top5: 0.4729, loss: 0.0320, grad_norm: 0.2613 2021-04-17 14:18:34,609 - mmaction - INFO - Epoch [8][700/4610] lr: 1.170e-02, eta: 5:01:01, time: 1.382, data_time: 0.002, memory: 10561, loss_action_cls: 0.0324, recall@thr=0.5: 0.7569, prec@thr=0.5: 0.8076, recall@top3: 0.8422, prec@top3: 0.6966, recall@top5: 0.9507, prec@top5: 0.4813, loss: 0.0324, grad_norm: 0.2687 2021-04-17 14:19:01,825 - mmaction - INFO - Epoch [8][720/4610] lr: 1.167e-02, eta: 5:00:33, time: 1.361, data_time: 0.002, memory: 10561, loss_action_cls: 0.0324, recall@thr=0.5: 0.7387, prec@thr=0.5: 0.8179, recall@top3: 0.8398, prec@top3: 0.6665, recall@top5: 0.9478, prec@top5: 0.4624, loss: 0.0324, grad_norm: 0.2766 2021-04-17 14:19:28,943 - mmaction - INFO - Epoch [8][740/4610] lr: 1.163e-02, eta: 5:00:05, time: 1.356, data_time: 0.001, memory: 10561, loss_action_cls: 0.0325, recall@thr=0.5: 0.7371, prec@thr=0.5: 0.8052, recall@top3: 0.8423, prec@top3: 0.6761, recall@top5: 0.9480, prec@top5: 0.4676, loss: 0.0325, grad_norm: 0.2549 2021-04-17 14:19:56,411 - mmaction - INFO - Epoch [8][760/4610] lr: 1.160e-02, eta: 4:59:38, time: 1.373, data_time: 0.001, memory: 10561, loss_action_cls: 0.0319, recall@thr=0.5: 0.7503, prec@thr=0.5: 0.8048, recall@top3: 0.8436, prec@top3: 0.6777, recall@top5: 0.9495, prec@top5: 0.4675, loss: 0.0319, grad_norm: 0.2526 2021-04-17 14:20:23,538 - mmaction - INFO - Epoch [8][780/4610] lr: 1.157e-02, eta: 4:59:10, time: 1.356, data_time: 0.001, memory: 10561, loss_action_cls: 0.0318, recall@thr=0.5: 0.7362, prec@thr=0.5: 0.8089, recall@top3: 0.8359, prec@top3: 0.6784, recall@top5: 0.9478, prec@top5: 0.4733, loss: 0.0318, grad_norm: 0.2717 2021-04-17 14:20:50,990 - mmaction - INFO - Epoch [8][800/4610] lr: 1.153e-02, eta: 4:58:43, time: 1.371, data_time: 0.001, memory: 10561, loss_action_cls: 0.0340, recall@thr=0.5: 0.7562, prec@thr=0.5: 0.8073, recall@top3: 0.8351, prec@top3: 0.6904, recall@top5: 0.9432, prec@top5: 0.4797, loss: 0.0340, grad_norm: 0.2558 2021-04-17 14:21:18,327 - mmaction - INFO - Epoch [8][820/4610] lr: 1.150e-02, eta: 4:58:15, time: 1.368, data_time: 0.002, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7361, prec@thr=0.5: 0.8105, recall@top3: 0.8359, prec@top3: 0.6704, recall@top5: 0.9445, prec@top5: 0.4657, loss: 0.0322, grad_norm: 0.2600 2021-04-17 14:21:45,866 - mmaction - INFO - Epoch [8][840/4610] lr: 1.147e-02, eta: 4:57:48, time: 1.376, data_time: 0.001, memory: 10561, loss_action_cls: 0.0325, recall@thr=0.5: 0.7508, prec@thr=0.5: 0.8124, recall@top3: 0.8417, prec@top3: 0.6907, recall@top5: 0.9492, prec@top5: 0.4784, loss: 0.0325, grad_norm: 0.2496 2021-04-17 14:22:12,928 - mmaction - INFO - Epoch [8][860/4610] lr: 1.143e-02, eta: 4:57:20, time: 1.354, data_time: 0.002, memory: 10561, loss_action_cls: 0.0334, recall@thr=0.5: 0.7435, prec@thr=0.5: 0.8108, recall@top3: 0.8327, prec@top3: 0.6725, recall@top5: 0.9469, prec@top5: 0.4702, loss: 0.0334, grad_norm: 0.2696 2021-04-17 14:22:40,380 - mmaction - INFO - Epoch [8][880/4610] lr: 1.140e-02, eta: 4:56:52, time: 1.372, data_time: 0.001, memory: 10561, loss_action_cls: 0.0336, recall@thr=0.5: 0.7267, prec@thr=0.5: 0.8080, recall@top3: 0.8412, prec@top3: 0.6717, recall@top5: 0.9464, prec@top5: 0.4645, loss: 0.0336, grad_norm: 0.2689 2021-04-17 14:23:07,597 - mmaction - INFO - Epoch [8][900/4610] lr: 1.137e-02, eta: 4:56:25, time: 1.362, data_time: 0.002, memory: 10561, loss_action_cls: 0.0309, recall@thr=0.5: 0.7551, prec@thr=0.5: 0.8269, recall@top3: 0.8465, prec@top3: 0.6788, recall@top5: 0.9507, prec@top5: 0.4675, loss: 0.0309, grad_norm: 0.2468 2021-04-17 14:23:34,943 - mmaction - INFO - Epoch [8][920/4610] lr: 1.134e-02, eta: 4:55:57, time: 1.365, data_time: 0.001, memory: 10561, loss_action_cls: 0.0332, recall@thr=0.5: 0.7382, prec@thr=0.5: 0.8098, recall@top3: 0.8310, prec@top3: 0.6830, recall@top5: 0.9400, prec@top5: 0.4763, loss: 0.0332, grad_norm: 0.2630 2021-04-17 14:24:02,059 - mmaction - INFO - Epoch [8][940/4610] lr: 1.130e-02, eta: 4:55:29, time: 1.357, data_time: 0.003, memory: 10561, loss_action_cls: 0.0336, recall@thr=0.5: 0.7477, prec@thr=0.5: 0.8141, recall@top3: 0.8391, prec@top3: 0.6864, recall@top5: 0.9436, prec@top5: 0.4749, loss: 0.0336, grad_norm: 0.2642 2021-04-17 14:24:29,371 - mmaction - INFO - Epoch [8][960/4610] lr: 1.127e-02, eta: 4:55:02, time: 1.367, data_time: 0.002, memory: 10561, loss_action_cls: 0.0333, recall@thr=0.5: 0.7398, prec@thr=0.5: 0.8015, recall@top3: 0.8301, prec@top3: 0.6799, recall@top5: 0.9466, prec@top5: 0.4769, loss: 0.0333, grad_norm: 0.2618 2021-04-17 14:24:56,756 - mmaction - INFO - Epoch [8][980/4610] lr: 1.124e-02, eta: 4:54:34, time: 1.369, data_time: 0.001, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7511, prec@thr=0.5: 0.8278, recall@top3: 0.8419, prec@top3: 0.6976, recall@top5: 0.9448, prec@top5: 0.4798, loss: 0.0317, grad_norm: 0.2639 2021-04-17 14:25:23,974 - mmaction - INFO - Epoch [8][1000/4610] lr: 1.120e-02, eta: 4:54:07, time: 1.360, data_time: 0.001, memory: 10561, loss_action_cls: 0.0319, recall@thr=0.5: 0.7626, prec@thr=0.5: 0.8355, recall@top3: 0.8472, prec@top3: 0.6790, recall@top5: 0.9459, prec@top5: 0.4671, loss: 0.0319, grad_norm: 0.2540 2021-04-17 14:25:51,332 - mmaction - INFO - Epoch [8][1020/4610] lr: 1.117e-02, eta: 4:53:39, time: 1.369, data_time: 0.001, memory: 10561, loss_action_cls: 0.0325, recall@thr=0.5: 0.7477, prec@thr=0.5: 0.8178, recall@top3: 0.8349, prec@top3: 0.6939, recall@top5: 0.9442, prec@top5: 0.4818, loss: 0.0325, grad_norm: 0.2594 2021-04-17 14:26:18,921 - mmaction - INFO - Epoch [8][1040/4610] lr: 1.114e-02, eta: 4:53:12, time: 1.378, data_time: 0.001, memory: 10561, loss_action_cls: 0.0324, recall@thr=0.5: 0.7412, prec@thr=0.5: 0.8152, recall@top3: 0.8391, prec@top3: 0.6857, recall@top5: 0.9454, prec@top5: 0.4722, loss: 0.0324, grad_norm: 0.2636 2021-04-17 14:26:46,146 - mmaction - INFO - Epoch [8][1060/4610] lr: 1.111e-02, eta: 4:52:44, time: 1.361, data_time: 0.002, memory: 10561, loss_action_cls: 0.0342, recall@thr=0.5: 0.7325, prec@thr=0.5: 0.8007, recall@top3: 0.8258, prec@top3: 0.6734, recall@top5: 0.9434, prec@top5: 0.4732, loss: 0.0342, grad_norm: 0.2671 2021-04-17 14:27:13,665 - mmaction - INFO - Epoch [8][1080/4610] lr: 1.107e-02, eta: 4:52:17, time: 1.377, data_time: 0.002, memory: 10561, loss_action_cls: 0.0318, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8125, recall@top3: 0.8422, prec@top3: 0.6842, recall@top5: 0.9495, prec@top5: 0.4703, loss: 0.0318, grad_norm: 0.2667 2021-04-17 14:27:40,970 - mmaction - INFO - Epoch [8][1100/4610] lr: 1.104e-02, eta: 4:51:49, time: 1.365, data_time: 0.001, memory: 10561, loss_action_cls: 0.0319, recall@thr=0.5: 0.7471, prec@thr=0.5: 0.8173, recall@top3: 0.8482, prec@top3: 0.6731, recall@top5: 0.9479, prec@top5: 0.4625, loss: 0.0319, grad_norm: 0.2754 2021-04-17 14:28:07,975 - mmaction - INFO - Epoch [8][1120/4610] lr: 1.101e-02, eta: 4:51:21, time: 1.350, data_time: 0.001, memory: 10561, loss_action_cls: 0.0334, recall@thr=0.5: 0.7369, prec@thr=0.5: 0.8083, recall@top3: 0.8329, prec@top3: 0.6655, recall@top5: 0.9407, prec@top5: 0.4630, loss: 0.0334, grad_norm: 0.2706 2021-04-17 14:28:35,515 - mmaction - INFO - Epoch [8][1140/4610] lr: 1.098e-02, eta: 4:50:54, time: 1.376, data_time: 0.001, memory: 10561, loss_action_cls: 0.0331, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8149, recall@top3: 0.8354, prec@top3: 0.6847, recall@top5: 0.9448, prec@top5: 0.4758, loss: 0.0331, grad_norm: 0.2532 2021-04-17 14:29:02,859 - mmaction - INFO - Epoch [8][1160/4610] lr: 1.094e-02, eta: 4:50:26, time: 1.367, data_time: 0.002, memory: 10561, loss_action_cls: 0.0323, recall@thr=0.5: 0.7534, prec@thr=0.5: 0.8177, recall@top3: 0.8408, prec@top3: 0.6769, recall@top5: 0.9490, prec@top5: 0.4707, loss: 0.0323, grad_norm: 0.2710 2021-04-17 14:29:30,256 - mmaction - INFO - Epoch [8][1180/4610] lr: 1.091e-02, eta: 4:49:59, time: 1.371, data_time: 0.002, memory: 10561, loss_action_cls: 0.0321, recall@thr=0.5: 0.7324, prec@thr=0.5: 0.8136, recall@top3: 0.8465, prec@top3: 0.6844, recall@top5: 0.9519, prec@top5: 0.4714, loss: 0.0321, grad_norm: 0.2523 2021-04-17 14:29:57,739 - mmaction - INFO - Epoch [8][1200/4610] lr: 1.088e-02, eta: 4:49:31, time: 1.373, data_time: 0.001, memory: 10561, loss_action_cls: 0.0306, recall@thr=0.5: 0.7634, prec@thr=0.5: 0.8228, recall@top3: 0.8504, prec@top3: 0.6812, recall@top5: 0.9532, prec@top5: 0.4691, loss: 0.0306, grad_norm: 0.2576 2021-04-17 14:30:25,431 - mmaction - INFO - Epoch [8][1220/4610] lr: 1.085e-02, eta: 4:49:04, time: 1.386, data_time: 0.002, memory: 10561, loss_action_cls: 0.0323, recall@thr=0.5: 0.7496, prec@thr=0.5: 0.8164, recall@top3: 0.8434, prec@top3: 0.6707, recall@top5: 0.9529, prec@top5: 0.4668, loss: 0.0323, grad_norm: 0.2747 2021-04-17 14:30:52,985 - mmaction - INFO - Epoch [8][1240/4610] lr: 1.082e-02, eta: 4:48:36, time: 1.378, data_time: 0.001, memory: 10561, loss_action_cls: 0.0312, recall@thr=0.5: 0.7555, prec@thr=0.5: 0.8254, recall@top3: 0.8553, prec@top3: 0.6862, recall@top5: 0.9539, prec@top5: 0.4722, loss: 0.0312, grad_norm: 0.2536 2021-04-17 14:31:20,703 - mmaction - INFO - Epoch [8][1260/4610] lr: 1.078e-02, eta: 4:48:09, time: 1.386, data_time: 0.001, memory: 10561, loss_action_cls: 0.0323, recall@thr=0.5: 0.7466, prec@thr=0.5: 0.8101, recall@top3: 0.8418, prec@top3: 0.6820, recall@top5: 0.9437, prec@top5: 0.4705, loss: 0.0323, grad_norm: 0.2674 2021-04-17 14:31:48,066 - mmaction - INFO - Epoch [8][1280/4610] lr: 1.075e-02, eta: 4:47:41, time: 1.368, data_time: 0.001, memory: 10561, loss_action_cls: 0.0330, recall@thr=0.5: 0.7320, prec@thr=0.5: 0.8065, recall@top3: 0.8335, prec@top3: 0.6777, recall@top5: 0.9484, prec@top5: 0.4731, loss: 0.0330, grad_norm: 0.2605 2021-04-17 14:32:15,812 - mmaction - INFO - Epoch [8][1300/4610] lr: 1.072e-02, eta: 4:47:14, time: 1.385, data_time: 0.001, memory: 10561, loss_action_cls: 0.0340, recall@thr=0.5: 0.7400, prec@thr=0.5: 0.7989, recall@top3: 0.8345, prec@top3: 0.6867, recall@top5: 0.9420, prec@top5: 0.4754, loss: 0.0340, grad_norm: 0.2632 2021-04-17 14:32:42,996 - mmaction - INFO - Epoch [8][1320/4610] lr: 1.069e-02, eta: 4:46:46, time: 1.361, data_time: 0.004, memory: 10561, loss_action_cls: 0.0325, recall@thr=0.5: 0.7530, prec@thr=0.5: 0.8119, recall@top3: 0.8389, prec@top3: 0.6837, recall@top5: 0.9411, prec@top5: 0.4722, loss: 0.0325, grad_norm: 0.2569 2021-04-17 14:33:10,265 - mmaction - INFO - Epoch [8][1340/4610] lr: 1.065e-02, eta: 4:46:19, time: 1.364, data_time: 0.002, memory: 10561, loss_action_cls: 0.0335, recall@thr=0.5: 0.7413, prec@thr=0.5: 0.8059, recall@top3: 0.8284, prec@top3: 0.6730, recall@top5: 0.9377, prec@top5: 0.4681, loss: 0.0335, grad_norm: 0.2593 2021-04-17 14:33:38,373 - mmaction - INFO - Epoch [8][1360/4610] lr: 1.062e-02, eta: 4:45:51, time: 1.405, data_time: 0.001, memory: 10561, loss_action_cls: 0.0324, recall@thr=0.5: 0.7509, prec@thr=0.5: 0.8194, recall@top3: 0.8458, prec@top3: 0.6799, recall@top5: 0.9496, prec@top5: 0.4703, loss: 0.0324, grad_norm: 0.2583 2021-04-17 14:34:05,923 - mmaction - INFO - Epoch [8][1380/4610] lr: 1.059e-02, eta: 4:45:24, time: 1.377, data_time: 0.001, memory: 10561, loss_action_cls: 0.0337, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.8020, recall@top3: 0.8371, prec@top3: 0.6738, recall@top5: 0.9439, prec@top5: 0.4652, loss: 0.0337, grad_norm: 0.2650 2021-04-17 14:34:33,560 - mmaction - INFO - Epoch [8][1400/4610] lr: 1.056e-02, eta: 4:44:56, time: 1.382, data_time: 0.001, memory: 10561, loss_action_cls: 0.0330, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.7975, recall@top3: 0.8372, prec@top3: 0.6686, recall@top5: 0.9493, prec@top5: 0.4663, loss: 0.0330, grad_norm: 0.2680 2021-04-17 14:35:01,159 - mmaction - INFO - Epoch [8][1420/4610] lr: 1.053e-02, eta: 4:44:29, time: 1.380, data_time: 0.001, memory: 10561, loss_action_cls: 0.0338, recall@thr=0.5: 0.7334, prec@thr=0.5: 0.8051, recall@top3: 0.8466, prec@top3: 0.6688, recall@top5: 0.9456, prec@top5: 0.4595, loss: 0.0338, grad_norm: 0.2658 2021-04-17 14:35:28,601 - mmaction - INFO - Epoch [8][1440/4610] lr: 1.049e-02, eta: 4:44:01, time: 1.372, data_time: 0.001, memory: 10561, loss_action_cls: 0.0331, recall@thr=0.5: 0.7320, prec@thr=0.5: 0.8100, recall@top3: 0.8361, prec@top3: 0.6764, recall@top5: 0.9461, prec@top5: 0.4705, loss: 0.0331, grad_norm: 0.2537 2021-04-17 14:35:56,088 - mmaction - INFO - Epoch [8][1460/4610] lr: 1.046e-02, eta: 4:43:34, time: 1.374, data_time: 0.001, memory: 10561, loss_action_cls: 0.0347, recall@thr=0.5: 0.7378, prec@thr=0.5: 0.7974, recall@top3: 0.8155, prec@top3: 0.6735, recall@top5: 0.9382, prec@top5: 0.4752, loss: 0.0347, grad_norm: 0.2769 2021-04-17 14:36:23,194 - mmaction - INFO - Epoch [8][1480/4610] lr: 1.043e-02, eta: 4:43:06, time: 1.355, data_time: 0.001, memory: 10561, loss_action_cls: 0.0348, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.8093, recall@top3: 0.8222, prec@top3: 0.6670, recall@top5: 0.9379, prec@top5: 0.4676, loss: 0.0348, grad_norm: 0.2696 2021-04-17 14:36:50,658 - mmaction - INFO - Epoch [8][1500/4610] lr: 1.040e-02, eta: 4:42:39, time: 1.373, data_time: 0.001, memory: 10561, loss_action_cls: 0.0324, recall@thr=0.5: 0.7527, prec@thr=0.5: 0.8056, recall@top3: 0.8406, prec@top3: 0.6739, recall@top5: 0.9464, prec@top5: 0.4664, loss: 0.0324, grad_norm: 0.2566 2021-04-17 14:37:18,094 - mmaction - INFO - Epoch [8][1520/4610] lr: 1.037e-02, eta: 4:42:11, time: 1.372, data_time: 0.001, memory: 10561, loss_action_cls: 0.0331, recall@thr=0.5: 0.7394, prec@thr=0.5: 0.8133, recall@top3: 0.8448, prec@top3: 0.6801, recall@top5: 0.9485, prec@top5: 0.4713, loss: 0.0331, grad_norm: 0.2648 2021-04-17 14:37:45,687 - mmaction - INFO - Epoch [8][1540/4610] lr: 1.034e-02, eta: 4:41:44, time: 1.380, data_time: 0.001, memory: 10561, loss_action_cls: 0.0328, recall@thr=0.5: 0.7359, prec@thr=0.5: 0.8056, recall@top3: 0.8417, prec@top3: 0.6753, recall@top5: 0.9514, prec@top5: 0.4679, loss: 0.0328, grad_norm: 0.2558 2021-04-17 14:38:13,189 - mmaction - INFO - Epoch [8][1560/4610] lr: 1.030e-02, eta: 4:41:16, time: 1.375, data_time: 0.001, memory: 10561, loss_action_cls: 0.0334, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.7932, recall@top3: 0.8326, prec@top3: 0.6817, recall@top5: 0.9482, prec@top5: 0.4752, loss: 0.0334, grad_norm: 0.2598 2021-04-17 14:38:40,462 - mmaction - INFO - Epoch [8][1580/4610] lr: 1.027e-02, eta: 4:40:48, time: 1.363, data_time: 0.001, memory: 10561, loss_action_cls: 0.0323, recall@thr=0.5: 0.7477, prec@thr=0.5: 0.8231, recall@top3: 0.8449, prec@top3: 0.6811, recall@top5: 0.9497, prec@top5: 0.4708, loss: 0.0323, grad_norm: 0.2541 2021-04-17 14:39:07,835 - mmaction - INFO - Epoch [8][1600/4610] lr: 1.024e-02, eta: 4:40:21, time: 1.370, data_time: 0.002, memory: 10561, loss_action_cls: 0.0327, recall@thr=0.5: 0.7457, prec@thr=0.5: 0.8143, recall@top3: 0.8322, prec@top3: 0.6722, recall@top5: 0.9469, prec@top5: 0.4714, loss: 0.0327, grad_norm: 0.2538 2021-04-17 14:39:35,296 - mmaction - INFO - Epoch [8][1620/4610] lr: 1.021e-02, eta: 4:39:53, time: 1.372, data_time: 0.001, memory: 10561, loss_action_cls: 0.0326, recall@thr=0.5: 0.7435, prec@thr=0.5: 0.8112, recall@top3: 0.8412, prec@top3: 0.6822, recall@top5: 0.9447, prec@top5: 0.4706, loss: 0.0326, grad_norm: 0.2539 2021-04-17 14:40:02,584 - mmaction - INFO - Epoch [8][1640/4610] lr: 1.018e-02, eta: 4:39:26, time: 1.365, data_time: 0.002, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7459, prec@thr=0.5: 0.8140, recall@top3: 0.8425, prec@top3: 0.6742, recall@top5: 0.9487, prec@top5: 0.4675, loss: 0.0317, grad_norm: 0.2592 2021-04-17 14:40:30,161 - mmaction - INFO - Epoch [8][1660/4610] lr: 1.015e-02, eta: 4:38:58, time: 1.378, data_time: 0.001, memory: 10561, loss_action_cls: 0.0331, recall@thr=0.5: 0.7373, prec@thr=0.5: 0.8083, recall@top3: 0.8367, prec@top3: 0.6799, recall@top5: 0.9392, prec@top5: 0.4680, loss: 0.0331, grad_norm: 0.2613 2021-04-17 14:40:57,166 - mmaction - INFO - Epoch [8][1680/4610] lr: 1.012e-02, eta: 4:38:31, time: 1.351, data_time: 0.002, memory: 10561, loss_action_cls: 0.0328, recall@thr=0.5: 0.7483, prec@thr=0.5: 0.8191, recall@top3: 0.8340, prec@top3: 0.6838, recall@top5: 0.9398, prec@top5: 0.4717, loss: 0.0328, grad_norm: 0.2697 2021-04-17 14:41:24,440 - mmaction - INFO - Epoch [8][1700/4610] lr: 1.008e-02, eta: 4:38:03, time: 1.364, data_time: 0.001, memory: 10561, loss_action_cls: 0.0313, recall@thr=0.5: 0.7533, prec@thr=0.5: 0.8170, recall@top3: 0.8441, prec@top3: 0.6771, recall@top5: 0.9464, prec@top5: 0.4673, loss: 0.0313, grad_norm: 0.2552 2021-04-17 14:41:51,524 - mmaction - INFO - Epoch [8][1720/4610] lr: 1.005e-02, eta: 4:37:35, time: 1.353, data_time: 0.001, memory: 10561, loss_action_cls: 0.0327, recall@thr=0.5: 0.7490, prec@thr=0.5: 0.8203, recall@top3: 0.8436, prec@top3: 0.6841, recall@top5: 0.9435, prec@top5: 0.4688, loss: 0.0327, grad_norm: 0.2579 2021-04-17 14:42:18,953 - mmaction - INFO - Epoch [8][1740/4610] lr: 1.002e-02, eta: 4:37:08, time: 1.370, data_time: 0.002, memory: 10561, loss_action_cls: 0.0327, recall@thr=0.5: 0.7424, prec@thr=0.5: 0.8021, recall@top3: 0.8362, prec@top3: 0.6752, recall@top5: 0.9455, prec@top5: 0.4693, loss: 0.0327, grad_norm: 0.2558 2021-04-17 14:42:46,313 - mmaction - INFO - Epoch [8][1760/4610] lr: 9.990e-03, eta: 4:36:40, time: 1.370, data_time: 0.003, memory: 10561, loss_action_cls: 0.0325, recall@thr=0.5: 0.7436, prec@thr=0.5: 0.8155, recall@top3: 0.8458, prec@top3: 0.6817, recall@top5: 0.9437, prec@top5: 0.4681, loss: 0.0325, grad_norm: 0.2627 2021-04-17 14:43:13,940 - mmaction - INFO - Epoch [8][1780/4610] lr: 9.959e-03, eta: 4:36:13, time: 1.380, data_time: 0.001, memory: 10561, loss_action_cls: 0.0344, recall@thr=0.5: 0.7320, prec@thr=0.5: 0.8025, recall@top3: 0.8247, prec@top3: 0.6798, recall@top5: 0.9429, prec@top5: 0.4784, loss: 0.0344, grad_norm: 0.2559 2021-04-17 14:43:41,187 - mmaction - INFO - Epoch [8][1800/4610] lr: 9.928e-03, eta: 4:35:45, time: 1.363, data_time: 0.002, memory: 10561, loss_action_cls: 0.0321, recall@thr=0.5: 0.7531, prec@thr=0.5: 0.8195, recall@top3: 0.8397, prec@top3: 0.6657, recall@top5: 0.9489, prec@top5: 0.4623, loss: 0.0321, grad_norm: 0.2530 2021-04-17 14:44:08,329 - mmaction - INFO - Epoch [8][1820/4610] lr: 9.897e-03, eta: 4:35:18, time: 1.358, data_time: 0.002, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7511, prec@thr=0.5: 0.8085, recall@top3: 0.8480, prec@top3: 0.6883, recall@top5: 0.9485, prec@top5: 0.4722, loss: 0.0320, grad_norm: 0.2616 2021-04-17 14:44:36,078 - mmaction - INFO - Epoch [8][1840/4610] lr: 9.866e-03, eta: 4:34:50, time: 1.387, data_time: 0.001, memory: 10561, loss_action_cls: 0.0340, recall@thr=0.5: 0.7245, prec@thr=0.5: 0.7965, recall@top3: 0.8253, prec@top3: 0.6596, recall@top5: 0.9464, prec@top5: 0.4677, loss: 0.0340, grad_norm: 0.2728 2021-04-17 14:45:03,443 - mmaction - INFO - Epoch [8][1860/4610] lr: 9.835e-03, eta: 4:34:23, time: 1.367, data_time: 0.001, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7478, prec@thr=0.5: 0.8251, recall@top3: 0.8419, prec@top3: 0.6813, recall@top5: 0.9507, prec@top5: 0.4720, loss: 0.0315, grad_norm: 0.2580 2021-04-17 14:45:31,164 - mmaction - INFO - Epoch [8][1880/4610] lr: 9.804e-03, eta: 4:33:55, time: 1.387, data_time: 0.003, memory: 10561, loss_action_cls: 0.0328, recall@thr=0.5: 0.7565, prec@thr=0.5: 0.8203, recall@top3: 0.8389, prec@top3: 0.6915, recall@top5: 0.9464, prec@top5: 0.4791, loss: 0.0328, grad_norm: 0.2609 2021-04-17 14:45:58,442 - mmaction - INFO - Epoch [8][1900/4610] lr: 9.773e-03, eta: 4:33:28, time: 1.365, data_time: 0.002, memory: 10561, loss_action_cls: 0.0327, recall@thr=0.5: 0.7451, prec@thr=0.5: 0.8169, recall@top3: 0.8404, prec@top3: 0.6780, recall@top5: 0.9483, prec@top5: 0.4714, loss: 0.0327, grad_norm: 0.2504 2021-04-17 14:46:25,611 - mmaction - INFO - Epoch [8][1920/4610] lr: 9.742e-03, eta: 4:33:00, time: 1.358, data_time: 0.001, memory: 10561, loss_action_cls: 0.0316, recall@thr=0.5: 0.7634, prec@thr=0.5: 0.8189, recall@top3: 0.8423, prec@top3: 0.6860, recall@top5: 0.9508, prec@top5: 0.4779, loss: 0.0316, grad_norm: 0.2499 2021-04-17 14:46:53,096 - mmaction - INFO - Epoch [8][1940/4610] lr: 9.711e-03, eta: 4:32:32, time: 1.373, data_time: 0.003, memory: 10561, loss_action_cls: 0.0333, recall@thr=0.5: 0.7288, prec@thr=0.5: 0.8071, recall@top3: 0.8394, prec@top3: 0.6651, recall@top5: 0.9411, prec@top5: 0.4593, loss: 0.0333, grad_norm: 0.2612 2021-04-17 14:47:20,376 - mmaction - INFO - Epoch [8][1960/4610] lr: 9.680e-03, eta: 4:32:05, time: 1.365, data_time: 0.002, memory: 10561, loss_action_cls: 0.0332, recall@thr=0.5: 0.7367, prec@thr=0.5: 0.8092, recall@top3: 0.8333, prec@top3: 0.6665, recall@top5: 0.9387, prec@top5: 0.4629, loss: 0.0332, grad_norm: 0.2549 2021-04-17 14:47:47,593 - mmaction - INFO - Epoch [8][1980/4610] lr: 9.649e-03, eta: 4:31:37, time: 1.361, data_time: 0.001, memory: 10561, loss_action_cls: 0.0318, recall@thr=0.5: 0.7509, prec@thr=0.5: 0.8117, recall@top3: 0.8364, prec@top3: 0.6920, recall@top5: 0.9486, prec@top5: 0.4835, loss: 0.0318, grad_norm: 0.2470 2021-04-17 14:48:14,875 - mmaction - INFO - Epoch [8][2000/4610] lr: 9.618e-03, eta: 4:31:10, time: 1.364, data_time: 0.001, memory: 10561, loss_action_cls: 0.0334, recall@thr=0.5: 0.7429, prec@thr=0.5: 0.8026, recall@top3: 0.8390, prec@top3: 0.6709, recall@top5: 0.9458, prec@top5: 0.4673, loss: 0.0334, grad_norm: 0.2637 2021-04-17 14:48:42,405 - mmaction - INFO - Epoch [8][2020/4610] lr: 9.588e-03, eta: 4:30:42, time: 1.376, data_time: 0.001, memory: 10561, loss_action_cls: 0.0330, recall@thr=0.5: 0.7387, prec@thr=0.5: 0.8165, recall@top3: 0.8366, prec@top3: 0.6789, recall@top5: 0.9485, prec@top5: 0.4724, loss: 0.0330, grad_norm: 0.2583 2021-04-17 14:49:10,264 - mmaction - INFO - Epoch [8][2040/4610] lr: 9.557e-03, eta: 4:30:15, time: 1.393, data_time: 0.002, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7576, prec@thr=0.5: 0.8242, recall@top3: 0.8536, prec@top3: 0.6880, recall@top5: 0.9537, prec@top5: 0.4743, loss: 0.0317, grad_norm: 0.2564 2021-04-17 14:49:37,633 - mmaction - INFO - Epoch [8][2060/4610] lr: 9.526e-03, eta: 4:29:47, time: 1.368, data_time: 0.002, memory: 10561, loss_action_cls: 0.0321, recall@thr=0.5: 0.7485, prec@thr=0.5: 0.8060, recall@top3: 0.8466, prec@top3: 0.6854, recall@top5: 0.9526, prec@top5: 0.4765, loss: 0.0321, grad_norm: 0.2514 2021-04-17 14:50:05,030 - mmaction - INFO - Epoch [8][2080/4610] lr: 9.496e-03, eta: 4:29:20, time: 1.370, data_time: 0.002, memory: 10561, loss_action_cls: 0.0325, recall@thr=0.5: 0.7472, prec@thr=0.5: 0.8164, recall@top3: 0.8441, prec@top3: 0.6823, recall@top5: 0.9506, prec@top5: 0.4733, loss: 0.0325, grad_norm: 0.2480 2021-04-17 14:50:32,467 - mmaction - INFO - Epoch [8][2100/4610] lr: 9.465e-03, eta: 4:28:52, time: 1.372, data_time: 0.001, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7566, prec@thr=0.5: 0.8251, recall@top3: 0.8455, prec@top3: 0.6815, recall@top5: 0.9465, prec@top5: 0.4683, loss: 0.0322, grad_norm: 0.2558 2021-04-17 14:50:59,628 - mmaction - INFO - Epoch [8][2120/4610] lr: 9.435e-03, eta: 4:28:25, time: 1.357, data_time: 0.001, memory: 10561, loss_action_cls: 0.0332, recall@thr=0.5: 0.7400, prec@thr=0.5: 0.8048, recall@top3: 0.8371, prec@top3: 0.6893, recall@top5: 0.9490, prec@top5: 0.4805, loss: 0.0332, grad_norm: 0.2723 2021-04-17 14:51:27,016 - mmaction - INFO - Epoch [8][2140/4610] lr: 9.404e-03, eta: 4:27:57, time: 1.370, data_time: 0.002, memory: 10561, loss_action_cls: 0.0327, recall@thr=0.5: 0.7392, prec@thr=0.5: 0.8213, recall@top3: 0.8369, prec@top3: 0.6814, recall@top5: 0.9419, prec@top5: 0.4735, loss: 0.0327, grad_norm: 0.2665 2021-04-17 14:51:54,583 - mmaction - INFO - Epoch [8][2160/4610] lr: 9.374e-03, eta: 4:27:30, time: 1.378, data_time: 0.001, memory: 10561, loss_action_cls: 0.0328, recall@thr=0.5: 0.7410, prec@thr=0.5: 0.8025, recall@top3: 0.8427, prec@top3: 0.6733, recall@top5: 0.9529, prec@top5: 0.4675, loss: 0.0328, grad_norm: 0.2659 2021-04-17 14:52:22,046 - mmaction - INFO - Epoch [8][2180/4610] lr: 9.343e-03, eta: 4:27:02, time: 1.373, data_time: 0.001, memory: 10561, loss_action_cls: 0.0328, recall@thr=0.5: 0.7419, prec@thr=0.5: 0.8060, recall@top3: 0.8378, prec@top3: 0.6867, recall@top5: 0.9450, prec@top5: 0.4761, loss: 0.0328, grad_norm: 0.2591 2021-04-17 14:52:49,240 - mmaction - INFO - Epoch [8][2200/4610] lr: 9.313e-03, eta: 4:26:34, time: 1.360, data_time: 0.001, memory: 10561, loss_action_cls: 0.0337, recall@thr=0.5: 0.7493, prec@thr=0.5: 0.8010, recall@top3: 0.8397, prec@top3: 0.6897, recall@top5: 0.9438, prec@top5: 0.4756, loss: 0.0337, grad_norm: 0.2670 2021-04-17 14:53:16,214 - mmaction - INFO - Epoch [8][2220/4610] lr: 9.283e-03, eta: 4:26:07, time: 1.349, data_time: 0.001, memory: 10561, loss_action_cls: 0.0335, recall@thr=0.5: 0.7285, prec@thr=0.5: 0.8036, recall@top3: 0.8311, prec@top3: 0.6702, recall@top5: 0.9453, prec@top5: 0.4688, loss: 0.0335, grad_norm: 0.2681 2021-04-17 14:53:44,933 - mmaction - INFO - Epoch [8][2240/4610] lr: 9.253e-03, eta: 4:25:40, time: 1.435, data_time: 0.067, memory: 10561, loss_action_cls: 0.0331, recall@thr=0.5: 0.7302, prec@thr=0.5: 0.8142, recall@top3: 0.8373, prec@top3: 0.6757, recall@top5: 0.9509, prec@top5: 0.4735, loss: 0.0331, grad_norm: 0.2583 2021-04-17 14:54:12,343 - mmaction - INFO - Epoch [8][2260/4610] lr: 9.222e-03, eta: 4:25:12, time: 1.371, data_time: 0.002, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7446, prec@thr=0.5: 0.8130, recall@top3: 0.8443, prec@top3: 0.6671, recall@top5: 0.9485, prec@top5: 0.4620, loss: 0.0315, grad_norm: 0.2473 2021-04-17 14:54:39,557 - mmaction - INFO - Epoch [8][2280/4610] lr: 9.192e-03, eta: 4:24:44, time: 1.361, data_time: 0.002, memory: 10561, loss_action_cls: 0.0300, recall@thr=0.5: 0.7576, prec@thr=0.5: 0.8295, recall@top3: 0.8582, prec@top3: 0.6842, recall@top5: 0.9527, prec@top5: 0.4680, loss: 0.0300, grad_norm: 0.2504 2021-04-17 14:55:07,175 - mmaction - INFO - Epoch [8][2300/4610] lr: 9.162e-03, eta: 4:24:17, time: 1.381, data_time: 0.001, memory: 10561, loss_action_cls: 0.0325, recall@thr=0.5: 0.7475, prec@thr=0.5: 0.8205, recall@top3: 0.8433, prec@top3: 0.6958, recall@top5: 0.9456, prec@top5: 0.4781, loss: 0.0325, grad_norm: 0.2605 2021-04-17 14:55:34,845 - mmaction - INFO - Epoch [8][2320/4610] lr: 9.132e-03, eta: 4:23:50, time: 1.384, data_time: 0.001, memory: 10561, loss_action_cls: 0.0326, recall@thr=0.5: 0.7496, prec@thr=0.5: 0.8155, recall@top3: 0.8421, prec@top3: 0.6781, recall@top5: 0.9498, prec@top5: 0.4699, loss: 0.0326, grad_norm: 0.2556 2021-04-17 14:56:02,261 - mmaction - INFO - Epoch [8][2340/4610] lr: 9.102e-03, eta: 4:23:22, time: 1.371, data_time: 0.001, memory: 10561, loss_action_cls: 0.0318, recall@thr=0.5: 0.7517, prec@thr=0.5: 0.8144, recall@top3: 0.8466, prec@top3: 0.6801, recall@top5: 0.9521, prec@top5: 0.4708, loss: 0.0318, grad_norm: 0.2600 2021-04-17 14:56:29,497 - mmaction - INFO - Epoch [8][2360/4610] lr: 9.072e-03, eta: 4:22:54, time: 1.362, data_time: 0.001, memory: 10561, loss_action_cls: 0.0337, recall@thr=0.5: 0.7403, prec@thr=0.5: 0.8112, recall@top3: 0.8372, prec@top3: 0.6756, recall@top5: 0.9397, prec@top5: 0.4672, loss: 0.0337, grad_norm: 0.2688 2021-04-17 14:56:56,697 - mmaction - INFO - Epoch [8][2380/4610] lr: 9.042e-03, eta: 4:22:27, time: 1.359, data_time: 0.001, memory: 10561, loss_action_cls: 0.0327, recall@thr=0.5: 0.7337, prec@thr=0.5: 0.8125, recall@top3: 0.8416, prec@top3: 0.6756, recall@top5: 0.9447, prec@top5: 0.4665, loss: 0.0327, grad_norm: 0.2607 2021-04-17 14:57:24,440 - mmaction - INFO - Epoch [8][2400/4610] lr: 9.012e-03, eta: 4:21:59, time: 1.388, data_time: 0.002, memory: 10561, loss_action_cls: 0.0328, recall@thr=0.5: 0.7563, prec@thr=0.5: 0.8088, recall@top3: 0.8466, prec@top3: 0.6890, recall@top5: 0.9512, prec@top5: 0.4748, loss: 0.0328, grad_norm: 0.2515 2021-04-17 14:57:51,588 - mmaction - INFO - Epoch [8][2420/4610] lr: 8.982e-03, eta: 4:21:32, time: 1.357, data_time: 0.001, memory: 10561, loss_action_cls: 0.0330, recall@thr=0.5: 0.7365, prec@thr=0.5: 0.8130, recall@top3: 0.8413, prec@top3: 0.6760, recall@top5: 0.9491, prec@top5: 0.4688, loss: 0.0330, grad_norm: 0.2805 2021-04-17 14:58:18,784 - mmaction - INFO - Epoch [8][2440/4610] lr: 8.952e-03, eta: 4:21:04, time: 1.360, data_time: 0.001, memory: 10561, loss_action_cls: 0.0334, recall@thr=0.5: 0.7387, prec@thr=0.5: 0.8114, recall@top3: 0.8272, prec@top3: 0.6722, recall@top5: 0.9343, prec@top5: 0.4658, loss: 0.0334, grad_norm: 0.2578 2021-04-17 14:58:45,974 - mmaction - INFO - Epoch [8][2460/4610] lr: 8.922e-03, eta: 4:20:37, time: 1.359, data_time: 0.001, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7467, prec@thr=0.5: 0.7966, recall@top3: 0.8395, prec@top3: 0.6858, recall@top5: 0.9484, prec@top5: 0.4770, loss: 0.0317, grad_norm: 0.2566 2021-04-17 14:59:13,165 - mmaction - INFO - Epoch [8][2480/4610] lr: 8.892e-03, eta: 4:20:09, time: 1.360, data_time: 0.002, memory: 10561, loss_action_cls: 0.0328, recall@thr=0.5: 0.7547, prec@thr=0.5: 0.8147, recall@top3: 0.8475, prec@top3: 0.6794, recall@top5: 0.9489, prec@top5: 0.4691, loss: 0.0328, grad_norm: 0.2544 2021-04-17 14:59:40,558 - mmaction - INFO - Epoch [8][2500/4610] lr: 8.863e-03, eta: 4:19:41, time: 1.370, data_time: 0.001, memory: 10561, loss_action_cls: 0.0302, recall@thr=0.5: 0.7545, prec@thr=0.5: 0.8214, recall@top3: 0.8549, prec@top3: 0.6841, recall@top5: 0.9560, prec@top5: 0.4698, loss: 0.0302, grad_norm: 0.2517 2021-04-17 15:00:07,986 - mmaction - INFO - Epoch [8][2520/4610] lr: 8.833e-03, eta: 4:19:14, time: 1.369, data_time: 0.001, memory: 10561, loss_action_cls: 0.0324, recall@thr=0.5: 0.7398, prec@thr=0.5: 0.8098, recall@top3: 0.8409, prec@top3: 0.6782, recall@top5: 0.9455, prec@top5: 0.4699, loss: 0.0324, grad_norm: 0.2665 2021-04-17 15:00:35,643 - mmaction - INFO - Epoch [8][2540/4610] lr: 8.803e-03, eta: 4:18:46, time: 1.384, data_time: 0.003, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7496, prec@thr=0.5: 0.8236, recall@top3: 0.8484, prec@top3: 0.6791, recall@top5: 0.9517, prec@top5: 0.4680, loss: 0.0315, grad_norm: 0.2542 2021-04-17 15:01:03,115 - mmaction - INFO - Epoch [8][2560/4610] lr: 8.774e-03, eta: 4:18:19, time: 1.375, data_time: 0.002, memory: 10561, loss_action_cls: 0.0343, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7992, recall@top3: 0.8329, prec@top3: 0.6745, recall@top5: 0.9397, prec@top5: 0.4677, loss: 0.0343, grad_norm: 0.2784 2021-04-17 15:01:31,103 - mmaction - INFO - Epoch [8][2580/4610] lr: 8.744e-03, eta: 4:17:52, time: 1.400, data_time: 0.001, memory: 10561, loss_action_cls: 0.0328, recall@thr=0.5: 0.7578, prec@thr=0.5: 0.8147, recall@top3: 0.8397, prec@top3: 0.6966, recall@top5: 0.9486, prec@top5: 0.4841, loss: 0.0328, grad_norm: 0.2557 2021-04-17 15:01:58,749 - mmaction - INFO - Epoch [8][2600/4610] lr: 8.715e-03, eta: 4:17:24, time: 1.381, data_time: 0.001, memory: 10561, loss_action_cls: 0.0329, recall@thr=0.5: 0.7508, prec@thr=0.5: 0.8167, recall@top3: 0.8444, prec@top3: 0.6805, recall@top5: 0.9448, prec@top5: 0.4673, loss: 0.0329, grad_norm: 0.2562 2021-04-17 15:02:26,252 - mmaction - INFO - Epoch [8][2620/4610] lr: 8.685e-03, eta: 4:16:57, time: 1.376, data_time: 0.002, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7554, prec@thr=0.5: 0.8229, recall@top3: 0.8394, prec@top3: 0.6884, recall@top5: 0.9497, prec@top5: 0.4784, loss: 0.0320, grad_norm: 0.2694 2021-04-17 15:02:53,585 - mmaction - INFO - Epoch [8][2640/4610] lr: 8.656e-03, eta: 4:16:29, time: 1.366, data_time: 0.001, memory: 10561, loss_action_cls: 0.0323, recall@thr=0.5: 0.7325, prec@thr=0.5: 0.8097, recall@top3: 0.8454, prec@top3: 0.6838, recall@top5: 0.9450, prec@top5: 0.4698, loss: 0.0323, grad_norm: 0.2633 2021-04-17 15:03:21,009 - mmaction - INFO - Epoch [8][2660/4610] lr: 8.626e-03, eta: 4:16:01, time: 1.372, data_time: 0.002, memory: 10561, loss_action_cls: 0.0329, recall@thr=0.5: 0.7581, prec@thr=0.5: 0.8225, recall@top3: 0.8367, prec@top3: 0.6812, recall@top5: 0.9447, prec@top5: 0.4724, loss: 0.0329, grad_norm: 0.2563 2021-04-17 15:03:48,409 - mmaction - INFO - Epoch [8][2680/4610] lr: 8.597e-03, eta: 4:15:34, time: 1.370, data_time: 0.001, memory: 10561, loss_action_cls: 0.0330, recall@thr=0.5: 0.7383, prec@thr=0.5: 0.8110, recall@top3: 0.8396, prec@top3: 0.6797, recall@top5: 0.9465, prec@top5: 0.4696, loss: 0.0330, grad_norm: 0.2633 2021-04-17 15:04:16,657 - mmaction - INFO - Epoch [8][2700/4610] lr: 8.568e-03, eta: 4:15:07, time: 1.411, data_time: 0.001, memory: 10561, loss_action_cls: 0.0323, recall@thr=0.5: 0.7557, prec@thr=0.5: 0.8174, recall@top3: 0.8423, prec@top3: 0.6803, recall@top5: 0.9420, prec@top5: 0.4670, loss: 0.0323, grad_norm: 0.2569 2021-04-17 15:04:43,956 - mmaction - INFO - Epoch [8][2720/4610] lr: 8.538e-03, eta: 4:14:39, time: 1.366, data_time: 0.002, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7482, prec@thr=0.5: 0.8164, recall@top3: 0.8410, prec@top3: 0.6842, recall@top5: 0.9424, prec@top5: 0.4713, loss: 0.0322, grad_norm: 0.2470 2021-04-17 15:05:11,280 - mmaction - INFO - Epoch [8][2740/4610] lr: 8.509e-03, eta: 4:14:11, time: 1.365, data_time: 0.001, memory: 10561, loss_action_cls: 0.0338, recall@thr=0.5: 0.7295, prec@thr=0.5: 0.7985, recall@top3: 0.8311, prec@top3: 0.6723, recall@top5: 0.9440, prec@top5: 0.4698, loss: 0.0338, grad_norm: 0.2689 2021-04-17 15:05:38,530 - mmaction - INFO - Epoch [8][2760/4610] lr: 8.480e-03, eta: 4:13:44, time: 1.364, data_time: 0.002, memory: 10561, loss_action_cls: 0.0325, recall@thr=0.5: 0.7420, prec@thr=0.5: 0.7980, recall@top3: 0.8341, prec@top3: 0.6813, recall@top5: 0.9456, prec@top5: 0.4736, loss: 0.0325, grad_norm: 0.2652 2021-04-17 15:06:05,586 - mmaction - INFO - Epoch [8][2780/4610] lr: 8.451e-03, eta: 4:13:16, time: 1.353, data_time: 0.001, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7376, prec@thr=0.5: 0.8050, recall@top3: 0.8433, prec@top3: 0.6634, recall@top5: 0.9453, prec@top5: 0.4574, loss: 0.0320, grad_norm: 0.2719 2021-04-17 15:06:33,211 - mmaction - INFO - Epoch [8][2800/4610] lr: 8.422e-03, eta: 4:12:49, time: 1.380, data_time: 0.001, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7497, prec@thr=0.5: 0.8269, recall@top3: 0.8497, prec@top3: 0.6882, recall@top5: 0.9512, prec@top5: 0.4747, loss: 0.0317, grad_norm: 0.2519 2021-04-17 15:07:00,605 - mmaction - INFO - Epoch [8][2820/4610] lr: 8.393e-03, eta: 4:12:21, time: 1.371, data_time: 0.002, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7398, prec@thr=0.5: 0.8092, recall@top3: 0.8408, prec@top3: 0.6791, recall@top5: 0.9473, prec@top5: 0.4685, loss: 0.0322, grad_norm: 0.2682 2021-04-17 15:07:28,249 - mmaction - INFO - Epoch [8][2840/4610] lr: 8.364e-03, eta: 4:11:54, time: 1.381, data_time: 0.001, memory: 10561, loss_action_cls: 0.0310, recall@thr=0.5: 0.7591, prec@thr=0.5: 0.8201, recall@top3: 0.8470, prec@top3: 0.6818, recall@top5: 0.9544, prec@top5: 0.4719, loss: 0.0310, grad_norm: 0.2622 2021-04-17 15:07:55,364 - mmaction - INFO - Epoch [8][2860/4610] lr: 8.335e-03, eta: 4:11:26, time: 1.357, data_time: 0.002, memory: 10561, loss_action_cls: 0.0334, recall@thr=0.5: 0.7252, prec@thr=0.5: 0.8043, recall@top3: 0.8268, prec@top3: 0.6717, recall@top5: 0.9407, prec@top5: 0.4701, loss: 0.0334, grad_norm: 0.2737 2021-04-17 15:08:22,827 - mmaction - INFO - Epoch [8][2880/4610] lr: 8.306e-03, eta: 4:10:59, time: 1.373, data_time: 0.001, memory: 10561, loss_action_cls: 0.0330, recall@thr=0.5: 0.7500, prec@thr=0.5: 0.8117, recall@top3: 0.8323, prec@top3: 0.6789, recall@top5: 0.9411, prec@top5: 0.4719, loss: 0.0330, grad_norm: 0.2549 2021-04-17 15:08:50,414 - mmaction - INFO - Epoch [8][2900/4610] lr: 8.277e-03, eta: 4:10:31, time: 1.379, data_time: 0.001, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7413, prec@thr=0.5: 0.8216, recall@top3: 0.8415, prec@top3: 0.6852, recall@top5: 0.9495, prec@top5: 0.4755, loss: 0.0317, grad_norm: 0.2512 2021-04-17 15:09:17,735 - mmaction - INFO - Epoch [8][2920/4610] lr: 8.248e-03, eta: 4:10:04, time: 1.365, data_time: 0.001, memory: 10561, loss_action_cls: 0.0332, recall@thr=0.5: 0.7422, prec@thr=0.5: 0.8059, recall@top3: 0.8346, prec@top3: 0.6749, recall@top5: 0.9414, prec@top5: 0.4653, loss: 0.0332, grad_norm: 0.2654 2021-04-17 15:09:45,019 - mmaction - INFO - Epoch [8][2940/4610] lr: 8.219e-03, eta: 4:09:36, time: 1.365, data_time: 0.002, memory: 10561, loss_action_cls: 0.0321, recall@thr=0.5: 0.7491, prec@thr=0.5: 0.8087, recall@top3: 0.8413, prec@top3: 0.6723, recall@top5: 0.9445, prec@top5: 0.4643, loss: 0.0321, grad_norm: 0.2618 2021-04-17 15:10:13,265 - mmaction - INFO - Epoch [8][2960/4610] lr: 8.190e-03, eta: 4:09:09, time: 1.411, data_time: 0.001, memory: 10561, loss_action_cls: 0.0307, recall@thr=0.5: 0.7566, prec@thr=0.5: 0.8327, recall@top3: 0.8514, prec@top3: 0.6851, recall@top5: 0.9517, prec@top5: 0.4700, loss: 0.0307, grad_norm: 0.2420 2021-04-17 15:10:40,739 - mmaction - INFO - Epoch [8][2980/4610] lr: 8.162e-03, eta: 4:08:41, time: 1.374, data_time: 0.002, memory: 10561, loss_action_cls: 0.0333, recall@thr=0.5: 0.7384, prec@thr=0.5: 0.7974, recall@top3: 0.8284, prec@top3: 0.6720, recall@top5: 0.9394, prec@top5: 0.4681, loss: 0.0333, grad_norm: 0.2680 2021-04-17 15:11:07,999 - mmaction - INFO - Epoch [8][3000/4610] lr: 8.133e-03, eta: 4:08:14, time: 1.363, data_time: 0.001, memory: 10561, loss_action_cls: 0.0324, recall@thr=0.5: 0.7508, prec@thr=0.5: 0.8216, recall@top3: 0.8353, prec@top3: 0.6835, recall@top5: 0.9471, prec@top5: 0.4772, loss: 0.0324, grad_norm: 0.2760 2021-04-17 15:11:35,369 - mmaction - INFO - Epoch [8][3020/4610] lr: 8.104e-03, eta: 4:07:46, time: 1.369, data_time: 0.001, memory: 10561, loss_action_cls: 0.0307, recall@thr=0.5: 0.7554, prec@thr=0.5: 0.8270, recall@top3: 0.8573, prec@top3: 0.6919, recall@top5: 0.9546, prec@top5: 0.4725, loss: 0.0307, grad_norm: 0.2509 2021-04-17 15:12:02,841 - mmaction - INFO - Epoch [8][3040/4610] lr: 8.076e-03, eta: 4:07:19, time: 1.373, data_time: 0.001, memory: 10561, loss_action_cls: 0.0337, recall@thr=0.5: 0.7463, prec@thr=0.5: 0.8049, recall@top3: 0.8283, prec@top3: 0.6787, recall@top5: 0.9466, prec@top5: 0.4786, loss: 0.0337, grad_norm: 0.2693 2021-04-17 15:12:30,057 - mmaction - INFO - Epoch [8][3060/4610] lr: 8.047e-03, eta: 4:06:51, time: 1.362, data_time: 0.002, memory: 10561, loss_action_cls: 0.0324, recall@thr=0.5: 0.7527, prec@thr=0.5: 0.8127, recall@top3: 0.8435, prec@top3: 0.6712, recall@top5: 0.9466, prec@top5: 0.4637, loss: 0.0324, grad_norm: 0.2469 2021-04-17 15:12:57,404 - mmaction - INFO - Epoch [8][3080/4610] lr: 8.019e-03, eta: 4:06:23, time: 1.367, data_time: 0.001, memory: 10561, loss_action_cls: 0.0330, recall@thr=0.5: 0.7378, prec@thr=0.5: 0.8069, recall@top3: 0.8363, prec@top3: 0.6839, recall@top5: 0.9441, prec@top5: 0.4735, loss: 0.0330, grad_norm: 0.2611 2021-04-17 15:13:24,867 - mmaction - INFO - Epoch [8][3100/4610] lr: 7.990e-03, eta: 4:05:56, time: 1.373, data_time: 0.002, memory: 10561, loss_action_cls: 0.0328, recall@thr=0.5: 0.7422, prec@thr=0.5: 0.8030, recall@top3: 0.8420, prec@top3: 0.6650, recall@top5: 0.9454, prec@top5: 0.4592, loss: 0.0328, grad_norm: 0.2621 2021-04-17 15:13:52,009 - mmaction - INFO - Epoch [8][3120/4610] lr: 7.962e-03, eta: 4:05:28, time: 1.357, data_time: 0.002, memory: 10561, loss_action_cls: 0.0321, recall@thr=0.5: 0.7460, prec@thr=0.5: 0.8139, recall@top3: 0.8381, prec@top3: 0.6781, recall@top5: 0.9487, prec@top5: 0.4725, loss: 0.0321, grad_norm: 0.2631 2021-04-17 15:14:19,169 - mmaction - INFO - Epoch [8][3140/4610] lr: 7.933e-03, eta: 4:05:01, time: 1.359, data_time: 0.002, memory: 10561, loss_action_cls: 0.0314, recall@thr=0.5: 0.7599, prec@thr=0.5: 0.8246, recall@top3: 0.8476, prec@top3: 0.6710, recall@top5: 0.9514, prec@top5: 0.4641, loss: 0.0314, grad_norm: 0.2556 2021-04-17 15:14:46,602 - mmaction - INFO - Epoch [8][3160/4610] lr: 7.905e-03, eta: 4:04:33, time: 1.372, data_time: 0.001, memory: 10561, loss_action_cls: 0.0324, recall@thr=0.5: 0.7359, prec@thr=0.5: 0.8170, recall@top3: 0.8371, prec@top3: 0.6630, recall@top5: 0.9442, prec@top5: 0.4616, loss: 0.0324, grad_norm: 0.2670 2021-04-17 15:15:14,302 - mmaction - INFO - Epoch [8][3180/4610] lr: 7.877e-03, eta: 4:04:06, time: 1.385, data_time: 0.001, memory: 10561, loss_action_cls: 0.0336, recall@thr=0.5: 0.7346, prec@thr=0.5: 0.8051, recall@top3: 0.8276, prec@top3: 0.6733, recall@top5: 0.9332, prec@top5: 0.4670, loss: 0.0336, grad_norm: 0.2599 2021-04-17 15:15:41,797 - mmaction - INFO - Epoch [8][3200/4610] lr: 7.849e-03, eta: 4:03:38, time: 1.373, data_time: 0.001, memory: 10561, loss_action_cls: 0.0330, recall@thr=0.5: 0.7390, prec@thr=0.5: 0.7985, recall@top3: 0.8361, prec@top3: 0.6754, recall@top5: 0.9486, prec@top5: 0.4720, loss: 0.0330, grad_norm: 0.2631 2021-04-17 15:16:09,268 - mmaction - INFO - Epoch [8][3220/4610] lr: 7.820e-03, eta: 4:03:11, time: 1.375, data_time: 0.003, memory: 10561, loss_action_cls: 0.0326, recall@thr=0.5: 0.7589, prec@thr=0.5: 0.8222, recall@top3: 0.8393, prec@top3: 0.6990, recall@top5: 0.9442, prec@top5: 0.4822, loss: 0.0326, grad_norm: 0.2657 2021-04-17 15:16:36,695 - mmaction - INFO - Epoch [8][3240/4610] lr: 7.792e-03, eta: 4:02:43, time: 1.372, data_time: 0.002, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7453, prec@thr=0.5: 0.8069, recall@top3: 0.8480, prec@top3: 0.6942, recall@top5: 0.9518, prec@top5: 0.4775, loss: 0.0315, grad_norm: 0.2563 2021-04-17 15:17:04,048 - mmaction - INFO - Epoch [8][3260/4610] lr: 7.764e-03, eta: 4:02:16, time: 1.368, data_time: 0.001, memory: 10561, loss_action_cls: 0.0310, recall@thr=0.5: 0.7558, prec@thr=0.5: 0.8228, recall@top3: 0.8525, prec@top3: 0.6862, recall@top5: 0.9526, prec@top5: 0.4707, loss: 0.0310, grad_norm: 0.2554 2021-04-17 15:17:31,244 - mmaction - INFO - Epoch [8][3280/4610] lr: 7.736e-03, eta: 4:01:48, time: 1.360, data_time: 0.001, memory: 10561, loss_action_cls: 0.0328, recall@thr=0.5: 0.7458, prec@thr=0.5: 0.8162, recall@top3: 0.8287, prec@top3: 0.6786, recall@top5: 0.9481, prec@top5: 0.4780, loss: 0.0328, grad_norm: 0.2628 2021-04-17 15:17:58,639 - mmaction - INFO - Epoch [8][3300/4610] lr: 7.708e-03, eta: 4:01:20, time: 1.368, data_time: 0.001, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7440, prec@thr=0.5: 0.8175, recall@top3: 0.8463, prec@top3: 0.6830, recall@top5: 0.9486, prec@top5: 0.4700, loss: 0.0320, grad_norm: 0.2549 2021-04-17 15:18:26,479 - mmaction - INFO - Epoch [8][3320/4610] lr: 7.680e-03, eta: 4:00:53, time: 1.394, data_time: 0.009, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7406, prec@thr=0.5: 0.8166, recall@top3: 0.8440, prec@top3: 0.6772, recall@top5: 0.9449, prec@top5: 0.4654, loss: 0.0320, grad_norm: 0.2645 2021-04-17 15:18:53,904 - mmaction - INFO - Epoch [8][3340/4610] lr: 7.652e-03, eta: 4:00:26, time: 1.369, data_time: 0.001, memory: 10561, loss_action_cls: 0.0316, recall@thr=0.5: 0.7529, prec@thr=0.5: 0.8185, recall@top3: 0.8431, prec@top3: 0.6857, recall@top5: 0.9551, prec@top5: 0.4799, loss: 0.0316, grad_norm: 0.2595 2021-04-17 15:19:21,265 - mmaction - INFO - Epoch [8][3360/4610] lr: 7.624e-03, eta: 3:59:58, time: 1.370, data_time: 0.003, memory: 10561, loss_action_cls: 0.0326, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8185, recall@top3: 0.8312, prec@top3: 0.6947, recall@top5: 0.9459, prec@top5: 0.4847, loss: 0.0326, grad_norm: 0.2602 2021-04-17 15:19:48,651 - mmaction - INFO - Epoch [8][3380/4610] lr: 7.596e-03, eta: 3:59:30, time: 1.367, data_time: 0.001, memory: 10561, loss_action_cls: 0.0337, recall@thr=0.5: 0.7473, prec@thr=0.5: 0.7998, recall@top3: 0.8334, prec@top3: 0.6843, recall@top5: 0.9405, prec@top5: 0.4753, loss: 0.0337, grad_norm: 0.2693 2021-04-17 15:20:15,772 - mmaction - INFO - Epoch [8][3400/4610] lr: 7.568e-03, eta: 3:59:03, time: 1.357, data_time: 0.003, memory: 10561, loss_action_cls: 0.0342, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7959, recall@top3: 0.8258, prec@top3: 0.6828, recall@top5: 0.9362, prec@top5: 0.4786, loss: 0.0342, grad_norm: 0.2722 2021-04-17 15:20:43,202 - mmaction - INFO - Epoch [8][3420/4610] lr: 7.541e-03, eta: 3:58:35, time: 1.372, data_time: 0.002, memory: 10561, loss_action_cls: 0.0325, recall@thr=0.5: 0.7397, prec@thr=0.5: 0.8121, recall@top3: 0.8450, prec@top3: 0.6832, recall@top5: 0.9500, prec@top5: 0.4723, loss: 0.0325, grad_norm: 0.2757 2021-04-17 15:21:10,116 - mmaction - INFO - Epoch [8][3440/4610] lr: 7.513e-03, eta: 3:58:08, time: 1.345, data_time: 0.002, memory: 10561, loss_action_cls: 0.0311, recall@thr=0.5: 0.7622, prec@thr=0.5: 0.8191, recall@top3: 0.8464, prec@top3: 0.6908, recall@top5: 0.9557, prec@top5: 0.4784, loss: 0.0311, grad_norm: 0.2700 2021-04-17 15:21:37,414 - mmaction - INFO - Epoch [8][3460/4610] lr: 7.485e-03, eta: 3:57:40, time: 1.364, data_time: 0.002, memory: 10561, loss_action_cls: 0.0321, recall@thr=0.5: 0.7428, prec@thr=0.5: 0.8056, recall@top3: 0.8374, prec@top3: 0.6618, recall@top5: 0.9467, prec@top5: 0.4616, loss: 0.0321, grad_norm: 0.2669 2021-04-17 15:22:04,815 - mmaction - INFO - Epoch [8][3480/4610] lr: 7.458e-03, eta: 3:57:13, time: 1.370, data_time: 0.004, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7534, prec@thr=0.5: 0.8145, recall@top3: 0.8420, prec@top3: 0.6968, recall@top5: 0.9511, prec@top5: 0.4845, loss: 0.0317, grad_norm: 0.2537 2021-04-17 15:22:32,027 - mmaction - INFO - Epoch [8][3500/4610] lr: 7.430e-03, eta: 3:56:45, time: 1.362, data_time: 0.003, memory: 10561, loss_action_cls: 0.0324, recall@thr=0.5: 0.7451, prec@thr=0.5: 0.8105, recall@top3: 0.8395, prec@top3: 0.6923, recall@top5: 0.9461, prec@top5: 0.4795, loss: 0.0324, grad_norm: 0.2593 2021-04-17 15:22:58,990 - mmaction - INFO - Epoch [8][3520/4610] lr: 7.402e-03, eta: 3:56:17, time: 1.349, data_time: 0.002, memory: 10561, loss_action_cls: 0.0324, recall@thr=0.5: 0.7422, prec@thr=0.5: 0.8200, recall@top3: 0.8422, prec@top3: 0.6846, recall@top5: 0.9446, prec@top5: 0.4724, loss: 0.0324, grad_norm: 0.2654 2021-04-17 15:23:26,738 - mmaction - INFO - Epoch [8][3540/4610] lr: 7.375e-03, eta: 3:55:50, time: 1.387, data_time: 0.001, memory: 10561, loss_action_cls: 0.0319, recall@thr=0.5: 0.7652, prec@thr=0.5: 0.8104, recall@top3: 0.8415, prec@top3: 0.6886, recall@top5: 0.9482, prec@top5: 0.4768, loss: 0.0319, grad_norm: 0.2625 2021-04-17 15:23:54,344 - mmaction - INFO - Epoch [8][3560/4610] lr: 7.348e-03, eta: 3:55:22, time: 1.380, data_time: 0.001, memory: 10561, loss_action_cls: 0.0321, recall@thr=0.5: 0.7394, prec@thr=0.5: 0.8256, recall@top3: 0.8427, prec@top3: 0.6866, recall@top5: 0.9520, prec@top5: 0.4763, loss: 0.0321, grad_norm: 0.2623 2021-04-17 15:24:21,472 - mmaction - INFO - Epoch [8][3580/4610] lr: 7.320e-03, eta: 3:54:55, time: 1.356, data_time: 0.001, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7392, prec@thr=0.5: 0.8056, recall@top3: 0.8329, prec@top3: 0.6628, recall@top5: 0.9402, prec@top5: 0.4591, loss: 0.0320, grad_norm: 0.2972 2021-04-17 15:24:49,008 - mmaction - INFO - Epoch [8][3600/4610] lr: 7.293e-03, eta: 3:54:27, time: 1.374, data_time: 0.001, memory: 10561, loss_action_cls: 0.0328, recall@thr=0.5: 0.7361, prec@thr=0.5: 0.8075, recall@top3: 0.8352, prec@top3: 0.6809, recall@top5: 0.9440, prec@top5: 0.4739, loss: 0.0328, grad_norm: 0.2663 2021-04-17 15:25:16,381 - mmaction - INFO - Epoch [8][3620/4610] lr: 7.265e-03, eta: 3:54:00, time: 1.371, data_time: 0.003, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7440, prec@thr=0.5: 0.8231, recall@top3: 0.8408, prec@top3: 0.6711, recall@top5: 0.9497, prec@top5: 0.4653, loss: 0.0322, grad_norm: 0.2645 2021-04-17 15:25:43,856 - mmaction - INFO - Epoch [8][3640/4610] lr: 7.238e-03, eta: 3:53:32, time: 1.374, data_time: 0.001, memory: 10561, loss_action_cls: 0.0326, recall@thr=0.5: 0.7495, prec@thr=0.5: 0.8114, recall@top3: 0.8461, prec@top3: 0.6792, recall@top5: 0.9449, prec@top5: 0.4671, loss: 0.0326, grad_norm: 0.2663 2021-04-17 15:26:10,984 - mmaction - INFO - Epoch [8][3660/4610] lr: 7.211e-03, eta: 3:53:05, time: 1.356, data_time: 0.001, memory: 10561, loss_action_cls: 0.0310, recall@thr=0.5: 0.7488, prec@thr=0.5: 0.8261, recall@top3: 0.8500, prec@top3: 0.6843, recall@top5: 0.9509, prec@top5: 0.4710, loss: 0.0310, grad_norm: 0.2520 2021-04-17 15:26:38,620 - mmaction - INFO - Epoch [8][3680/4610] lr: 7.184e-03, eta: 3:52:37, time: 1.382, data_time: 0.001, memory: 10561, loss_action_cls: 0.0326, recall@thr=0.5: 0.7449, prec@thr=0.5: 0.8106, recall@top3: 0.8362, prec@top3: 0.6827, recall@top5: 0.9501, prec@top5: 0.4763, loss: 0.0326, grad_norm: 0.2575 2021-04-17 15:27:06,239 - mmaction - INFO - Epoch [8][3700/4610] lr: 7.157e-03, eta: 3:52:10, time: 1.381, data_time: 0.003, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7503, prec@thr=0.5: 0.8317, recall@top3: 0.8466, prec@top3: 0.6818, recall@top5: 0.9481, prec@top5: 0.4700, loss: 0.0317, grad_norm: 0.2539 2021-04-17 15:27:33,593 - mmaction - INFO - Epoch [8][3720/4610] lr: 7.129e-03, eta: 3:51:42, time: 1.368, data_time: 0.002, memory: 10561, loss_action_cls: 0.0332, recall@thr=0.5: 0.7522, prec@thr=0.5: 0.8126, recall@top3: 0.8347, prec@top3: 0.6828, recall@top5: 0.9471, prec@top5: 0.4750, loss: 0.0332, grad_norm: 0.2655 2021-04-17 15:28:00,938 - mmaction - INFO - Epoch [8][3740/4610] lr: 7.102e-03, eta: 3:51:15, time: 1.368, data_time: 0.017, memory: 10561, loss_action_cls: 0.0313, recall@thr=0.5: 0.7622, prec@thr=0.5: 0.8280, recall@top3: 0.8542, prec@top3: 0.6851, recall@top5: 0.9513, prec@top5: 0.4706, loss: 0.0313, grad_norm: 0.2458 2021-04-17 15:28:28,350 - mmaction - INFO - Epoch [8][3760/4610] lr: 7.075e-03, eta: 3:50:47, time: 1.371, data_time: 0.001, memory: 10561, loss_action_cls: 0.0312, recall@thr=0.5: 0.7559, prec@thr=0.5: 0.8253, recall@top3: 0.8508, prec@top3: 0.6829, recall@top5: 0.9445, prec@top5: 0.4674, loss: 0.0312, grad_norm: 0.2607 2021-04-17 15:28:55,621 - mmaction - INFO - Epoch [8][3780/4610] lr: 7.048e-03, eta: 3:50:20, time: 1.362, data_time: 0.001, memory: 10561, loss_action_cls: 0.0311, recall@thr=0.5: 0.7508, prec@thr=0.5: 0.8139, recall@top3: 0.8405, prec@top3: 0.6713, recall@top5: 0.9497, prec@top5: 0.4648, loss: 0.0311, grad_norm: 0.2476 2021-04-17 15:29:22,963 - mmaction - INFO - Epoch [8][3800/4610] lr: 7.021e-03, eta: 3:49:52, time: 1.369, data_time: 0.002, memory: 10561, loss_action_cls: 0.0323, recall@thr=0.5: 0.7488, prec@thr=0.5: 0.8127, recall@top3: 0.8420, prec@top3: 0.6821, recall@top5: 0.9456, prec@top5: 0.4706, loss: 0.0323, grad_norm: 0.2679 2021-04-17 15:29:50,346 - mmaction - INFO - Epoch [8][3820/4610] lr: 6.995e-03, eta: 3:49:24, time: 1.368, data_time: 0.001, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7525, prec@thr=0.5: 0.8219, recall@top3: 0.8434, prec@top3: 0.6834, recall@top5: 0.9495, prec@top5: 0.4749, loss: 0.0317, grad_norm: 0.2581 2021-04-17 15:30:17,788 - mmaction - INFO - Epoch [8][3840/4610] lr: 6.968e-03, eta: 3:48:57, time: 1.373, data_time: 0.002, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7450, prec@thr=0.5: 0.8045, recall@top3: 0.8418, prec@top3: 0.6790, recall@top5: 0.9483, prec@top5: 0.4714, loss: 0.0308, grad_norm: 0.2641 2021-04-17 15:30:45,051 - mmaction - INFO - Epoch [8][3860/4610] lr: 6.941e-03, eta: 3:48:29, time: 1.363, data_time: 0.001, memory: 10561, loss_action_cls: 0.0329, recall@thr=0.5: 0.7378, prec@thr=0.5: 0.8025, recall@top3: 0.8381, prec@top3: 0.6747, recall@top5: 0.9503, prec@top5: 0.4689, loss: 0.0329, grad_norm: 0.2614 2021-04-17 15:31:12,392 - mmaction - INFO - Epoch [8][3880/4610] lr: 6.914e-03, eta: 3:48:02, time: 1.368, data_time: 0.001, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7540, prec@thr=0.5: 0.8140, recall@top3: 0.8344, prec@top3: 0.6860, recall@top5: 0.9414, prec@top5: 0.4761, loss: 0.0322, grad_norm: 0.2582 2021-04-17 15:31:39,272 - mmaction - INFO - Epoch [8][3900/4610] lr: 6.888e-03, eta: 3:47:34, time: 1.344, data_time: 0.001, memory: 10561, loss_action_cls: 0.0302, recall@thr=0.5: 0.7577, prec@thr=0.5: 0.8221, recall@top3: 0.8551, prec@top3: 0.6964, recall@top5: 0.9525, prec@top5: 0.4751, loss: 0.0302, grad_norm: 0.2582 2021-04-17 15:32:06,768 - mmaction - INFO - Epoch [8][3920/4610] lr: 6.861e-03, eta: 3:47:07, time: 1.374, data_time: 0.001, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7527, prec@thr=0.5: 0.8184, recall@top3: 0.8455, prec@top3: 0.6873, recall@top5: 0.9500, prec@top5: 0.4745, loss: 0.0320, grad_norm: 0.2707 2021-04-17 15:32:34,501 - mmaction - INFO - Epoch [8][3940/4610] lr: 6.834e-03, eta: 3:46:39, time: 1.386, data_time: 0.002, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7439, prec@thr=0.5: 0.8153, recall@top3: 0.8413, prec@top3: 0.6730, recall@top5: 0.9427, prec@top5: 0.4628, loss: 0.0320, grad_norm: 0.2679 2021-04-17 15:33:01,924 - mmaction - INFO - Epoch [8][3960/4610] lr: 6.808e-03, eta: 3:46:12, time: 1.372, data_time: 0.002, memory: 10561, loss_action_cls: 0.0310, recall@thr=0.5: 0.7538, prec@thr=0.5: 0.8252, recall@top3: 0.8441, prec@top3: 0.6775, recall@top5: 0.9482, prec@top5: 0.4665, loss: 0.0310, grad_norm: 0.2425 2021-04-17 15:33:29,228 - mmaction - INFO - Epoch [8][3980/4610] lr: 6.781e-03, eta: 3:45:44, time: 1.365, data_time: 0.001, memory: 10561, loss_action_cls: 0.0319, recall@thr=0.5: 0.7618, prec@thr=0.5: 0.8188, recall@top3: 0.8518, prec@top3: 0.6879, recall@top5: 0.9534, prec@top5: 0.4740, loss: 0.0319, grad_norm: 0.2566 2021-04-17 15:33:56,983 - mmaction - INFO - Epoch [8][4000/4610] lr: 6.755e-03, eta: 3:45:17, time: 1.387, data_time: 0.001, memory: 10561, loss_action_cls: 0.0344, recall@thr=0.5: 0.7285, prec@thr=0.5: 0.7977, recall@top3: 0.8236, prec@top3: 0.6889, recall@top5: 0.9407, prec@top5: 0.4843, loss: 0.0344, grad_norm: 0.2663 2021-04-17 15:34:24,219 - mmaction - INFO - Epoch [8][4020/4610] lr: 6.728e-03, eta: 3:44:49, time: 1.363, data_time: 0.002, memory: 10561, loss_action_cls: 0.0319, recall@thr=0.5: 0.7571, prec@thr=0.5: 0.8156, recall@top3: 0.8453, prec@top3: 0.6952, recall@top5: 0.9499, prec@top5: 0.4802, loss: 0.0319, grad_norm: 0.2466 2021-04-17 15:34:51,669 - mmaction - INFO - Epoch [8][4040/4610] lr: 6.702e-03, eta: 3:44:22, time: 1.373, data_time: 0.001, memory: 10561, loss_action_cls: 0.0327, recall@thr=0.5: 0.7443, prec@thr=0.5: 0.7959, recall@top3: 0.8260, prec@top3: 0.6805, recall@top5: 0.9473, prec@top5: 0.4803, loss: 0.0327, grad_norm: 0.2631 2021-04-17 15:35:19,091 - mmaction - INFO - Epoch [8][4060/4610] lr: 6.676e-03, eta: 3:43:54, time: 1.370, data_time: 0.001, memory: 10561, loss_action_cls: 0.0333, recall@thr=0.5: 0.7307, prec@thr=0.5: 0.8008, recall@top3: 0.8274, prec@top3: 0.6674, recall@top5: 0.9473, prec@top5: 0.4709, loss: 0.0333, grad_norm: 0.2639 2021-04-17 15:35:46,474 - mmaction - INFO - Epoch [8][4080/4610] lr: 6.649e-03, eta: 3:43:27, time: 1.371, data_time: 0.002, memory: 10561, loss_action_cls: 0.0332, recall@thr=0.5: 0.7379, prec@thr=0.5: 0.8002, recall@top3: 0.8352, prec@top3: 0.6784, recall@top5: 0.9420, prec@top5: 0.4699, loss: 0.0332, grad_norm: 0.2699 2021-04-17 15:36:13,859 - mmaction - INFO - Epoch [8][4100/4610] lr: 6.623e-03, eta: 3:42:59, time: 1.368, data_time: 0.001, memory: 10561, loss_action_cls: 0.0313, recall@thr=0.5: 0.7542, prec@thr=0.5: 0.8258, recall@top3: 0.8509, prec@top3: 0.6807, recall@top5: 0.9573, prec@top5: 0.4707, loss: 0.0313, grad_norm: 0.2567 2021-04-17 15:36:41,660 - mmaction - INFO - Epoch [8][4120/4610] lr: 6.597e-03, eta: 3:42:32, time: 1.390, data_time: 0.002, memory: 10561, loss_action_cls: 0.0332, recall@thr=0.5: 0.7284, prec@thr=0.5: 0.7983, recall@top3: 0.8301, prec@top3: 0.6726, recall@top5: 0.9436, prec@top5: 0.4689, loss: 0.0332, grad_norm: 0.2666 2021-04-17 15:37:08,955 - mmaction - INFO - Epoch [8][4140/4610] lr: 6.571e-03, eta: 3:42:04, time: 1.365, data_time: 0.001, memory: 10561, loss_action_cls: 0.0312, recall@thr=0.5: 0.7527, prec@thr=0.5: 0.8109, recall@top3: 0.8509, prec@top3: 0.6899, recall@top5: 0.9510, prec@top5: 0.4721, loss: 0.0312, grad_norm: 0.2580 2021-04-17 15:37:36,425 - mmaction - INFO - Epoch [8][4160/4610] lr: 6.545e-03, eta: 3:41:37, time: 1.371, data_time: 0.001, memory: 10561, loss_action_cls: 0.0324, recall@thr=0.5: 0.7454, prec@thr=0.5: 0.8159, recall@top3: 0.8371, prec@top3: 0.6916, recall@top5: 0.9450, prec@top5: 0.4798, loss: 0.0324, grad_norm: 0.2536 2021-04-17 15:38:03,770 - mmaction - INFO - Epoch [8][4180/4610] lr: 6.519e-03, eta: 3:41:09, time: 1.369, data_time: 0.004, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7528, prec@thr=0.5: 0.8166, recall@top3: 0.8447, prec@top3: 0.6716, recall@top5: 0.9499, prec@top5: 0.4650, loss: 0.0317, grad_norm: 0.2497 2021-04-17 15:38:31,197 - mmaction - INFO - Epoch [8][4200/4610] lr: 6.493e-03, eta: 3:40:41, time: 1.372, data_time: 0.002, memory: 10561, loss_action_cls: 0.0329, recall@thr=0.5: 0.7488, prec@thr=0.5: 0.8209, recall@top3: 0.8310, prec@top3: 0.6764, recall@top5: 0.9362, prec@top5: 0.4692, loss: 0.0329, grad_norm: 0.2658 2021-04-17 15:38:58,775 - mmaction - INFO - Epoch [8][4220/4610] lr: 6.467e-03, eta: 3:40:14, time: 1.378, data_time: 0.001, memory: 10561, loss_action_cls: 0.0311, recall@thr=0.5: 0.7495, prec@thr=0.5: 0.8102, recall@top3: 0.8482, prec@top3: 0.6844, recall@top5: 0.9519, prec@top5: 0.4706, loss: 0.0311, grad_norm: 0.2568 2021-04-17 15:39:26,140 - mmaction - INFO - Epoch [8][4240/4610] lr: 6.441e-03, eta: 3:39:46, time: 1.368, data_time: 0.002, memory: 10561, loss_action_cls: 0.0323, recall@thr=0.5: 0.7451, prec@thr=0.5: 0.8159, recall@top3: 0.8399, prec@top3: 0.6717, recall@top5: 0.9470, prec@top5: 0.4652, loss: 0.0323, grad_norm: 0.2664 2021-04-17 15:39:53,286 - mmaction - INFO - Epoch [8][4260/4610] lr: 6.415e-03, eta: 3:39:19, time: 1.357, data_time: 0.002, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7474, prec@thr=0.5: 0.8250, recall@top3: 0.8561, prec@top3: 0.6781, recall@top5: 0.9501, prec@top5: 0.4610, loss: 0.0320, grad_norm: 0.2701 2021-04-17 15:40:20,802 - mmaction - INFO - Epoch [8][4280/4610] lr: 6.389e-03, eta: 3:38:51, time: 1.376, data_time: 0.002, memory: 10561, loss_action_cls: 0.0321, recall@thr=0.5: 0.7434, prec@thr=0.5: 0.8097, recall@top3: 0.8343, prec@top3: 0.6760, recall@top5: 0.9472, prec@top5: 0.4734, loss: 0.0321, grad_norm: 0.2594 2021-04-17 15:40:48,266 - mmaction - INFO - Epoch [8][4300/4610] lr: 6.363e-03, eta: 3:38:24, time: 1.372, data_time: 0.001, memory: 10561, loss_action_cls: 0.0323, recall@thr=0.5: 0.7413, prec@thr=0.5: 0.8017, recall@top3: 0.8357, prec@top3: 0.6694, recall@top5: 0.9435, prec@top5: 0.4653, loss: 0.0323, grad_norm: 0.2751 2021-04-17 15:41:15,402 - mmaction - INFO - Epoch [8][4320/4610] lr: 6.337e-03, eta: 3:37:56, time: 1.357, data_time: 0.002, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7372, prec@thr=0.5: 0.8106, recall@top3: 0.8502, prec@top3: 0.6683, recall@top5: 0.9485, prec@top5: 0.4596, loss: 0.0317, grad_norm: 0.2569 2021-04-17 15:41:42,592 - mmaction - INFO - Epoch [8][4340/4610] lr: 6.312e-03, eta: 3:37:29, time: 1.361, data_time: 0.002, memory: 10561, loss_action_cls: 0.0298, recall@thr=0.5: 0.7576, prec@thr=0.5: 0.8239, recall@top3: 0.8640, prec@top3: 0.6840, recall@top5: 0.9529, prec@top5: 0.4613, loss: 0.0298, grad_norm: 0.2545 2021-04-17 15:42:09,812 - mmaction - INFO - Epoch [8][4360/4610] lr: 6.286e-03, eta: 3:37:01, time: 1.360, data_time: 0.001, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7499, prec@thr=0.5: 0.8190, recall@top3: 0.8408, prec@top3: 0.6790, recall@top5: 0.9530, prec@top5: 0.4742, loss: 0.0320, grad_norm: 0.2576 2021-04-17 15:42:36,536 - mmaction - INFO - Epoch [8][4380/4610] lr: 6.260e-03, eta: 3:36:33, time: 1.337, data_time: 0.002, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7453, prec@thr=0.5: 0.8097, recall@top3: 0.8457, prec@top3: 0.6861, recall@top5: 0.9460, prec@top5: 0.4724, loss: 0.0322, grad_norm: 0.2732 2021-04-17 15:43:04,039 - mmaction - INFO - Epoch [8][4400/4610] lr: 6.235e-03, eta: 3:36:06, time: 1.375, data_time: 0.001, memory: 10561, loss_action_cls: 0.0335, recall@thr=0.5: 0.7409, prec@thr=0.5: 0.8131, recall@top3: 0.8349, prec@top3: 0.6830, recall@top5: 0.9424, prec@top5: 0.4736, loss: 0.0335, grad_norm: 0.2666 2021-04-17 15:43:31,475 - mmaction - INFO - Epoch [8][4420/4610] lr: 6.209e-03, eta: 3:35:38, time: 1.371, data_time: 0.001, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7682, prec@thr=0.5: 0.8261, recall@top3: 0.8496, prec@top3: 0.6984, recall@top5: 0.9518, prec@top5: 0.4785, loss: 0.0308, grad_norm: 0.2615 2021-04-17 15:43:58,660 - mmaction - INFO - Epoch [8][4440/4610] lr: 6.184e-03, eta: 3:35:11, time: 1.359, data_time: 0.002, memory: 10561, loss_action_cls: 0.0316, recall@thr=0.5: 0.7552, prec@thr=0.5: 0.8213, recall@top3: 0.8539, prec@top3: 0.6854, recall@top5: 0.9513, prec@top5: 0.4684, loss: 0.0316, grad_norm: 0.2533 2021-04-17 15:44:25,820 - mmaction - INFO - Epoch [8][4460/4610] lr: 6.159e-03, eta: 3:34:43, time: 1.357, data_time: 0.002, memory: 10561, loss_action_cls: 0.0335, recall@thr=0.5: 0.7449, prec@thr=0.5: 0.8091, recall@top3: 0.8399, prec@top3: 0.6840, recall@top5: 0.9463, prec@top5: 0.4736, loss: 0.0335, grad_norm: 0.2625 2021-04-17 15:44:53,645 - mmaction - INFO - Epoch [8][4480/4610] lr: 6.133e-03, eta: 3:34:16, time: 1.393, data_time: 0.003, memory: 10561, loss_action_cls: 0.0333, recall@thr=0.5: 0.7401, prec@thr=0.5: 0.8098, recall@top3: 0.8330, prec@top3: 0.6743, recall@top5: 0.9424, prec@top5: 0.4693, loss: 0.0333, grad_norm: 0.2578 2021-04-17 15:45:21,061 - mmaction - INFO - Epoch [8][4500/4610] lr: 6.108e-03, eta: 3:33:48, time: 1.371, data_time: 0.001, memory: 10561, loss_action_cls: 0.0328, recall@thr=0.5: 0.7457, prec@thr=0.5: 0.7981, recall@top3: 0.8373, prec@top3: 0.6870, recall@top5: 0.9414, prec@top5: 0.4739, loss: 0.0328, grad_norm: 0.2608 2021-04-17 15:45:48,459 - mmaction - INFO - Epoch [8][4520/4610] lr: 6.083e-03, eta: 3:33:21, time: 1.369, data_time: 0.001, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7609, prec@thr=0.5: 0.8216, recall@top3: 0.8557, prec@top3: 0.6776, recall@top5: 0.9560, prec@top5: 0.4649, loss: 0.0308, grad_norm: 0.2611 2021-04-17 15:46:15,722 - mmaction - INFO - Epoch [8][4540/4610] lr: 6.057e-03, eta: 3:32:53, time: 1.364, data_time: 0.002, memory: 10561, loss_action_cls: 0.0310, recall@thr=0.5: 0.7571, prec@thr=0.5: 0.8251, recall@top3: 0.8545, prec@top3: 0.6965, recall@top5: 0.9524, prec@top5: 0.4772, loss: 0.0310, grad_norm: 0.2548 2021-04-17 15:46:42,981 - mmaction - INFO - Epoch [8][4560/4610] lr: 6.032e-03, eta: 3:32:26, time: 1.361, data_time: 0.001, memory: 10561, loss_action_cls: 0.0333, recall@thr=0.5: 0.7433, prec@thr=0.5: 0.8205, recall@top3: 0.8307, prec@top3: 0.6768, recall@top5: 0.9392, prec@top5: 0.4720, loss: 0.0333, grad_norm: 0.2645 2021-04-17 15:47:10,343 - mmaction - INFO - Epoch [8][4580/4610] lr: 6.007e-03, eta: 3:31:58, time: 1.369, data_time: 0.002, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7491, prec@thr=0.5: 0.8100, recall@top3: 0.8397, prec@top3: 0.6815, recall@top5: 0.9422, prec@top5: 0.4709, loss: 0.0322, grad_norm: 0.2685 2021-04-17 15:47:37,590 - mmaction - INFO - Epoch [8][4600/4610] lr: 5.982e-03, eta: 3:31:31, time: 1.363, data_time: 0.002, memory: 10561, loss_action_cls: 0.0328, recall@thr=0.5: 0.7544, prec@thr=0.5: 0.8039, recall@top3: 0.8313, prec@top3: 0.6807, recall@top5: 0.9499, prec@top5: 0.4769, loss: 0.0328, grad_norm: 0.2652 2021-04-17 15:47:53,529 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-04-17 16:11:25,418 - mmaction - INFO - Evaluating mAP ... 2021-04-17 16:17:13,268 - mmaction - INFO - mAP@0.5IOU 0.2701 2021-04-17 16:17:15,779 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_8.pth. 2021-04-17 16:17:15,780 - mmaction - INFO - Best mAP@0.5IOU is 0.2701 at 8 epoch. 2021-04-17 16:17:16,952 - mmaction - INFO - Epoch(val) [8][4610] mAP@0.5IOU: 0.2701 2021-04-17 16:18:26,127 - mmaction - INFO - Epoch [9][20/4610] lr: 5.944e-03, eta: 3:30:56, time: 3.458, data_time: 2.113, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7444, prec@thr=0.5: 0.8095, recall@top3: 0.8389, prec@top3: 0.6799, recall@top5: 0.9506, prec@top5: 0.4744, loss: 0.0322, grad_norm: 0.2639 2021-04-17 16:18:53,133 - mmaction - INFO - Epoch [9][40/4610] lr: 5.919e-03, eta: 3:30:29, time: 1.350, data_time: 0.002, memory: 10561, loss_action_cls: 0.0311, recall@thr=0.5: 0.7645, prec@thr=0.5: 0.8279, recall@top3: 0.8488, prec@top3: 0.6878, recall@top5: 0.9469, prec@top5: 0.4719, loss: 0.0311, grad_norm: 0.2452 2021-04-17 16:19:20,686 - mmaction - INFO - Epoch [9][60/4610] lr: 5.895e-03, eta: 3:30:01, time: 1.378, data_time: 0.023, memory: 10561, loss_action_cls: 0.0306, recall@thr=0.5: 0.7544, prec@thr=0.5: 0.8181, recall@top3: 0.8602, prec@top3: 0.6801, recall@top5: 0.9560, prec@top5: 0.4639, loss: 0.0306, grad_norm: 0.2541 2021-04-17 16:19:48,219 - mmaction - INFO - Epoch [9][80/4610] lr: 5.870e-03, eta: 3:29:34, time: 1.377, data_time: 0.001, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7535, prec@thr=0.5: 0.8077, recall@top3: 0.8432, prec@top3: 0.6805, recall@top5: 0.9424, prec@top5: 0.4690, loss: 0.0322, grad_norm: 0.2527 2021-04-17 16:20:15,342 - mmaction - INFO - Epoch [9][100/4610] lr: 5.845e-03, eta: 3:29:06, time: 1.356, data_time: 0.001, memory: 10561, loss_action_cls: 0.0326, recall@thr=0.5: 0.7316, prec@thr=0.5: 0.8113, recall@top3: 0.8407, prec@top3: 0.6752, recall@top5: 0.9466, prec@top5: 0.4664, loss: 0.0326, grad_norm: 0.2716 2021-04-17 16:20:42,724 - mmaction - INFO - Epoch [9][120/4610] lr: 5.820e-03, eta: 3:28:38, time: 1.368, data_time: 0.001, memory: 10561, loss_action_cls: 0.0306, recall@thr=0.5: 0.7646, prec@thr=0.5: 0.8415, recall@top3: 0.8518, prec@top3: 0.6911, recall@top5: 0.9496, prec@top5: 0.4732, loss: 0.0306, grad_norm: 0.2372 2021-04-17 16:21:10,121 - mmaction - INFO - Epoch [9][140/4610] lr: 5.795e-03, eta: 3:28:11, time: 1.371, data_time: 0.002, memory: 10561, loss_action_cls: 0.0312, recall@thr=0.5: 0.7519, prec@thr=0.5: 0.8169, recall@top3: 0.8473, prec@top3: 0.6760, recall@top5: 0.9507, prec@top5: 0.4666, loss: 0.0312, grad_norm: 0.2589 2021-04-17 16:21:37,305 - mmaction - INFO - Epoch [9][160/4610] lr: 5.771e-03, eta: 3:27:43, time: 1.357, data_time: 0.001, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7574, prec@thr=0.5: 0.8115, recall@top3: 0.8345, prec@top3: 0.6712, recall@top5: 0.9442, prec@top5: 0.4694, loss: 0.0322, grad_norm: 0.2506 2021-04-17 16:22:04,502 - mmaction - INFO - Epoch [9][180/4610] lr: 5.746e-03, eta: 3:27:16, time: 1.362, data_time: 0.004, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7496, prec@thr=0.5: 0.8283, recall@top3: 0.8529, prec@top3: 0.6874, recall@top5: 0.9528, prec@top5: 0.4711, loss: 0.0315, grad_norm: 0.2598 2021-04-17 16:22:31,484 - mmaction - INFO - Epoch [9][200/4610] lr: 5.721e-03, eta: 3:26:48, time: 1.350, data_time: 0.002, memory: 10561, loss_action_cls: 0.0326, recall@thr=0.5: 0.7486, prec@thr=0.5: 0.8169, recall@top3: 0.8392, prec@top3: 0.6830, recall@top5: 0.9511, prec@top5: 0.4757, loss: 0.0326, grad_norm: 0.2761 2021-04-17 16:22:58,694 - mmaction - INFO - Epoch [9][220/4610] lr: 5.697e-03, eta: 3:26:20, time: 1.360, data_time: 0.000, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7498, prec@thr=0.5: 0.8253, recall@top3: 0.8447, prec@top3: 0.6841, recall@top5: 0.9525, prec@top5: 0.4737, loss: 0.0320, grad_norm: 0.2680 2021-04-17 16:23:26,405 - mmaction - INFO - Epoch [9][240/4610] lr: 5.672e-03, eta: 3:25:53, time: 1.386, data_time: 0.001, memory: 10561, loss_action_cls: 0.0316, recall@thr=0.5: 0.7555, prec@thr=0.5: 0.8095, recall@top3: 0.8393, prec@top3: 0.6952, recall@top5: 0.9525, prec@top5: 0.4842, loss: 0.0316, grad_norm: 0.2547 2021-04-17 16:23:53,422 - mmaction - INFO - Epoch [9][260/4610] lr: 5.648e-03, eta: 3:25:25, time: 1.350, data_time: 0.001, memory: 10561, loss_action_cls: 0.0321, recall@thr=0.5: 0.7322, prec@thr=0.5: 0.8095, recall@top3: 0.8414, prec@top3: 0.6681, recall@top5: 0.9432, prec@top5: 0.4595, loss: 0.0321, grad_norm: 0.2782 2021-04-17 16:24:20,707 - mmaction - INFO - Epoch [9][280/4610] lr: 5.624e-03, eta: 3:24:58, time: 1.365, data_time: 0.002, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7447, prec@thr=0.5: 0.8217, recall@top3: 0.8417, prec@top3: 0.6776, recall@top5: 0.9546, prec@top5: 0.4738, loss: 0.0315, grad_norm: 0.2569 2021-04-17 16:24:48,207 - mmaction - INFO - Epoch [9][300/4610] lr: 5.599e-03, eta: 3:24:30, time: 1.375, data_time: 0.001, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7558, prec@thr=0.5: 0.8286, recall@top3: 0.8428, prec@top3: 0.6882, recall@top5: 0.9482, prec@top5: 0.4759, loss: 0.0317, grad_norm: 0.2598 2021-04-17 16:25:15,414 - mmaction - INFO - Epoch [9][320/4610] lr: 5.575e-03, eta: 3:24:03, time: 1.360, data_time: 0.001, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7554, prec@thr=0.5: 0.8249, recall@top3: 0.8351, prec@top3: 0.6964, recall@top5: 0.9463, prec@top5: 0.4847, loss: 0.0322, grad_norm: 0.2580 2021-04-17 16:25:42,644 - mmaction - INFO - Epoch [9][340/4610] lr: 5.551e-03, eta: 3:23:35, time: 1.362, data_time: 0.001, memory: 10561, loss_action_cls: 0.0313, recall@thr=0.5: 0.7568, prec@thr=0.5: 0.8218, recall@top3: 0.8431, prec@top3: 0.6897, recall@top5: 0.9551, prec@top5: 0.4818, loss: 0.0313, grad_norm: 0.2562 2021-04-17 16:26:09,881 - mmaction - INFO - Epoch [9][360/4610] lr: 5.526e-03, eta: 3:23:08, time: 1.362, data_time: 0.001, memory: 10561, loss_action_cls: 0.0309, recall@thr=0.5: 0.7592, prec@thr=0.5: 0.8206, recall@top3: 0.8543, prec@top3: 0.6985, recall@top5: 0.9521, prec@top5: 0.4771, loss: 0.0309, grad_norm: 0.2549 2021-04-17 16:26:37,000 - mmaction - INFO - Epoch [9][380/4610] lr: 5.502e-03, eta: 3:22:40, time: 1.356, data_time: 0.001, memory: 10561, loss_action_cls: 0.0309, recall@thr=0.5: 0.7642, prec@thr=0.5: 0.8337, recall@top3: 0.8497, prec@top3: 0.6832, recall@top5: 0.9501, prec@top5: 0.4679, loss: 0.0309, grad_norm: 0.2597 2021-04-17 16:27:04,149 - mmaction - INFO - Epoch [9][400/4610] lr: 5.478e-03, eta: 3:22:12, time: 1.357, data_time: 0.001, memory: 10561, loss_action_cls: 0.0331, recall@thr=0.5: 0.7473, prec@thr=0.5: 0.8056, recall@top3: 0.8330, prec@top3: 0.6770, recall@top5: 0.9451, prec@top5: 0.4709, loss: 0.0331, grad_norm: 0.2760 2021-04-17 16:27:31,518 - mmaction - INFO - Epoch [9][420/4610] lr: 5.454e-03, eta: 3:21:45, time: 1.368, data_time: 0.001, memory: 10561, loss_action_cls: 0.0319, recall@thr=0.5: 0.7456, prec@thr=0.5: 0.8127, recall@top3: 0.8323, prec@top3: 0.6777, recall@top5: 0.9461, prec@top5: 0.4743, loss: 0.0319, grad_norm: 0.2640 2021-04-17 16:27:58,707 - mmaction - INFO - Epoch [9][440/4610] lr: 5.430e-03, eta: 3:21:17, time: 1.358, data_time: 0.001, memory: 10561, loss_action_cls: 0.0312, recall@thr=0.5: 0.7537, prec@thr=0.5: 0.8184, recall@top3: 0.8493, prec@top3: 0.6935, recall@top5: 0.9549, prec@top5: 0.4783, loss: 0.0312, grad_norm: 0.2631 2021-04-17 16:28:25,940 - mmaction - INFO - Epoch [9][460/4610] lr: 5.406e-03, eta: 3:20:50, time: 1.361, data_time: 0.002, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7568, prec@thr=0.5: 0.8267, recall@top3: 0.8476, prec@top3: 0.6768, recall@top5: 0.9469, prec@top5: 0.4663, loss: 0.0317, grad_norm: 0.2626 2021-04-17 16:28:53,106 - mmaction - INFO - Epoch [9][480/4610] lr: 5.382e-03, eta: 3:20:22, time: 1.359, data_time: 0.002, memory: 10561, loss_action_cls: 0.0309, recall@thr=0.5: 0.7585, prec@thr=0.5: 0.8260, recall@top3: 0.8507, prec@top3: 0.6921, recall@top5: 0.9527, prec@top5: 0.4764, loss: 0.0309, grad_norm: 0.2497 2021-04-17 16:29:20,578 - mmaction - INFO - Epoch [9][500/4610] lr: 5.358e-03, eta: 3:19:54, time: 1.373, data_time: 0.001, memory: 10561, loss_action_cls: 0.0309, recall@thr=0.5: 0.7483, prec@thr=0.5: 0.8218, recall@top3: 0.8534, prec@top3: 0.6865, recall@top5: 0.9606, prec@top5: 0.4761, loss: 0.0309, grad_norm: 0.2535 2021-04-17 16:29:48,005 - mmaction - INFO - Epoch [9][520/4610] lr: 5.335e-03, eta: 3:19:27, time: 1.372, data_time: 0.002, memory: 10561, loss_action_cls: 0.0307, recall@thr=0.5: 0.7703, prec@thr=0.5: 0.8209, recall@top3: 0.8527, prec@top3: 0.6908, recall@top5: 0.9512, prec@top5: 0.4755, loss: 0.0307, grad_norm: 0.2568 2021-04-17 16:30:15,203 - mmaction - INFO - Epoch [9][540/4610] lr: 5.311e-03, eta: 3:18:59, time: 1.360, data_time: 0.002, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7540, prec@thr=0.5: 0.8239, recall@top3: 0.8490, prec@top3: 0.6891, recall@top5: 0.9440, prec@top5: 0.4704, loss: 0.0308, grad_norm: 0.2637 2021-04-17 16:30:42,741 - mmaction - INFO - Epoch [9][560/4610] lr: 5.287e-03, eta: 3:18:32, time: 1.376, data_time: 0.001, memory: 10561, loss_action_cls: 0.0313, recall@thr=0.5: 0.7540, prec@thr=0.5: 0.8338, recall@top3: 0.8462, prec@top3: 0.6754, recall@top5: 0.9499, prec@top5: 0.4669, loss: 0.0313, grad_norm: 0.2613 2021-04-17 16:31:10,258 - mmaction - INFO - Epoch [9][580/4610] lr: 5.263e-03, eta: 3:18:04, time: 1.377, data_time: 0.002, memory: 10561, loss_action_cls: 0.0323, recall@thr=0.5: 0.7537, prec@thr=0.5: 0.8124, recall@top3: 0.8356, prec@top3: 0.6874, recall@top5: 0.9448, prec@top5: 0.4775, loss: 0.0323, grad_norm: 0.2555 2021-04-17 16:31:37,511 - mmaction - INFO - Epoch [9][600/4610] lr: 5.240e-03, eta: 3:17:37, time: 1.360, data_time: 0.001, memory: 10561, loss_action_cls: 0.0319, recall@thr=0.5: 0.7325, prec@thr=0.5: 0.8084, recall@top3: 0.8477, prec@top3: 0.6700, recall@top5: 0.9518, prec@top5: 0.4626, loss: 0.0319, grad_norm: 0.2784 2021-04-17 16:32:05,049 - mmaction - INFO - Epoch [9][620/4610] lr: 5.216e-03, eta: 3:17:09, time: 1.378, data_time: 0.003, memory: 10561, loss_action_cls: 0.0331, recall@thr=0.5: 0.7345, prec@thr=0.5: 0.8025, recall@top3: 0.8285, prec@top3: 0.6670, recall@top5: 0.9442, prec@top5: 0.4674, loss: 0.0331, grad_norm: 0.2699 2021-04-17 16:32:32,463 - mmaction - INFO - Epoch [9][640/4610] lr: 5.193e-03, eta: 3:16:42, time: 1.370, data_time: 0.002, memory: 10561, loss_action_cls: 0.0299, recall@thr=0.5: 0.7645, prec@thr=0.5: 0.8267, recall@top3: 0.8516, prec@top3: 0.7075, recall@top5: 0.9596, prec@top5: 0.4901, loss: 0.0299, grad_norm: 0.2604 2021-04-17 16:33:00,029 - mmaction - INFO - Epoch [9][660/4610] lr: 5.169e-03, eta: 3:16:14, time: 1.380, data_time: 0.002, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7476, prec@thr=0.5: 0.8157, recall@top3: 0.8415, prec@top3: 0.6729, recall@top5: 0.9464, prec@top5: 0.4668, loss: 0.0322, grad_norm: 0.2679 2021-04-17 16:33:27,213 - mmaction - INFO - Epoch [9][680/4610] lr: 5.146e-03, eta: 3:15:47, time: 1.358, data_time: 0.001, memory: 10561, loss_action_cls: 0.0318, recall@thr=0.5: 0.7401, prec@thr=0.5: 0.8169, recall@top3: 0.8490, prec@top3: 0.6715, recall@top5: 0.9503, prec@top5: 0.4615, loss: 0.0318, grad_norm: 0.2637 2021-04-17 16:33:54,689 - mmaction - INFO - Epoch [9][700/4610] lr: 5.122e-03, eta: 3:15:19, time: 1.375, data_time: 0.002, memory: 10561, loss_action_cls: 0.0306, recall@thr=0.5: 0.7687, prec@thr=0.5: 0.8286, recall@top3: 0.8484, prec@top3: 0.6957, recall@top5: 0.9552, prec@top5: 0.4814, loss: 0.0306, grad_norm: 0.2535 2021-04-17 16:34:21,973 - mmaction - INFO - Epoch [9][720/4610] lr: 5.099e-03, eta: 3:14:52, time: 1.364, data_time: 0.001, memory: 10561, loss_action_cls: 0.0314, recall@thr=0.5: 0.7532, prec@thr=0.5: 0.8148, recall@top3: 0.8406, prec@top3: 0.6875, recall@top5: 0.9490, prec@top5: 0.4765, loss: 0.0314, grad_norm: 0.2625 2021-04-17 16:34:49,320 - mmaction - INFO - Epoch [9][740/4610] lr: 5.076e-03, eta: 3:14:24, time: 1.368, data_time: 0.001, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7472, prec@thr=0.5: 0.8080, recall@top3: 0.8399, prec@top3: 0.6756, recall@top5: 0.9497, prec@top5: 0.4693, loss: 0.0322, grad_norm: 0.2557 2021-04-17 16:35:16,948 - mmaction - INFO - Epoch [9][760/4610] lr: 5.052e-03, eta: 3:13:57, time: 1.381, data_time: 0.001, memory: 10561, loss_action_cls: 0.0306, recall@thr=0.5: 0.7571, prec@thr=0.5: 0.8180, recall@top3: 0.8572, prec@top3: 0.6819, recall@top5: 0.9512, prec@top5: 0.4660, loss: 0.0306, grad_norm: 0.2550 2021-04-17 16:35:44,290 - mmaction - INFO - Epoch [9][780/4610] lr: 5.029e-03, eta: 3:13:29, time: 1.367, data_time: 0.001, memory: 10561, loss_action_cls: 0.0321, recall@thr=0.5: 0.7416, prec@thr=0.5: 0.8128, recall@top3: 0.8416, prec@top3: 0.6787, recall@top5: 0.9467, prec@top5: 0.4706, loss: 0.0321, grad_norm: 0.2629 2021-04-17 16:36:11,697 - mmaction - INFO - Epoch [9][800/4610] lr: 5.006e-03, eta: 3:13:01, time: 1.370, data_time: 0.001, memory: 10561, loss_action_cls: 0.0313, recall@thr=0.5: 0.7592, prec@thr=0.5: 0.8222, recall@top3: 0.8496, prec@top3: 0.6810, recall@top5: 0.9555, prec@top5: 0.4720, loss: 0.0313, grad_norm: 0.2602 2021-04-17 16:36:39,162 - mmaction - INFO - Epoch [9][820/4610] lr: 4.983e-03, eta: 3:12:34, time: 1.373, data_time: 0.002, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7639, prec@thr=0.5: 0.8296, recall@top3: 0.8393, prec@top3: 0.6815, recall@top5: 0.9451, prec@top5: 0.4733, loss: 0.0320, grad_norm: 0.2677 2021-04-17 16:37:06,718 - mmaction - INFO - Epoch [9][840/4610] lr: 4.960e-03, eta: 3:12:06, time: 1.379, data_time: 0.002, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7506, prec@thr=0.5: 0.8147, recall@top3: 0.8392, prec@top3: 0.6899, recall@top5: 0.9513, prec@top5: 0.4822, loss: 0.0315, grad_norm: 0.2505 2021-04-17 16:37:34,092 - mmaction - INFO - Epoch [9][860/4610] lr: 4.937e-03, eta: 3:11:39, time: 1.369, data_time: 0.001, memory: 10561, loss_action_cls: 0.0309, recall@thr=0.5: 0.7651, prec@thr=0.5: 0.8275, recall@top3: 0.8440, prec@top3: 0.6932, recall@top5: 0.9536, prec@top5: 0.4804, loss: 0.0309, grad_norm: 0.2778 2021-04-17 16:38:01,196 - mmaction - INFO - Epoch [9][880/4610] lr: 4.914e-03, eta: 3:11:11, time: 1.355, data_time: 0.001, memory: 10561, loss_action_cls: 0.0307, recall@thr=0.5: 0.7616, prec@thr=0.5: 0.8133, recall@top3: 0.8478, prec@top3: 0.6945, recall@top5: 0.9586, prec@top5: 0.4820, loss: 0.0307, grad_norm: 0.2608 2021-04-17 16:38:28,767 - mmaction - INFO - Epoch [9][900/4610] lr: 4.891e-03, eta: 3:10:44, time: 1.378, data_time: 0.001, memory: 10561, loss_action_cls: 0.0300, recall@thr=0.5: 0.7542, prec@thr=0.5: 0.8271, recall@top3: 0.8535, prec@top3: 0.6793, recall@top5: 0.9537, prec@top5: 0.4675, loss: 0.0300, grad_norm: 0.2551 2021-04-17 16:38:56,090 - mmaction - INFO - Epoch [9][920/4610] lr: 4.868e-03, eta: 3:10:16, time: 1.367, data_time: 0.002, memory: 10561, loss_action_cls: 0.0327, recall@thr=0.5: 0.7468, prec@thr=0.5: 0.8149, recall@top3: 0.8417, prec@top3: 0.6853, recall@top5: 0.9464, prec@top5: 0.4755, loss: 0.0327, grad_norm: 0.2674 2021-04-17 16:39:23,144 - mmaction - INFO - Epoch [9][940/4610] lr: 4.845e-03, eta: 3:09:49, time: 1.351, data_time: 0.001, memory: 10561, loss_action_cls: 0.0307, recall@thr=0.5: 0.7672, prec@thr=0.5: 0.8282, recall@top3: 0.8563, prec@top3: 0.6964, recall@top5: 0.9551, prec@top5: 0.4787, loss: 0.0307, grad_norm: 0.2506 2021-04-17 16:39:50,363 - mmaction - INFO - Epoch [9][960/4610] lr: 4.823e-03, eta: 3:09:21, time: 1.362, data_time: 0.002, memory: 10561, loss_action_cls: 0.0311, recall@thr=0.5: 0.7592, prec@thr=0.5: 0.8364, recall@top3: 0.8495, prec@top3: 0.6731, recall@top5: 0.9502, prec@top5: 0.4641, loss: 0.0311, grad_norm: 0.2531 2021-04-17 16:40:17,944 - mmaction - INFO - Epoch [9][980/4610] lr: 4.800e-03, eta: 3:08:54, time: 1.378, data_time: 0.001, memory: 10561, loss_action_cls: 0.0305, recall@thr=0.5: 0.7738, prec@thr=0.5: 0.8271, recall@top3: 0.8542, prec@top3: 0.6933, recall@top5: 0.9497, prec@top5: 0.4728, loss: 0.0305, grad_norm: 0.2591 2021-04-17 16:40:45,698 - mmaction - INFO - Epoch [9][1000/4610] lr: 4.777e-03, eta: 3:08:26, time: 1.388, data_time: 0.002, memory: 10561, loss_action_cls: 0.0326, recall@thr=0.5: 0.7411, prec@thr=0.5: 0.8185, recall@top3: 0.8365, prec@top3: 0.6816, recall@top5: 0.9414, prec@top5: 0.4717, loss: 0.0326, grad_norm: 0.2654 2021-04-17 16:41:12,968 - mmaction - INFO - Epoch [9][1020/4610] lr: 4.755e-03, eta: 3:07:59, time: 1.364, data_time: 0.001, memory: 10561, loss_action_cls: 0.0312, recall@thr=0.5: 0.7619, prec@thr=0.5: 0.8350, recall@top3: 0.8378, prec@top3: 0.6779, recall@top5: 0.9484, prec@top5: 0.4724, loss: 0.0312, grad_norm: 0.2559 2021-04-17 16:41:40,354 - mmaction - INFO - Epoch [9][1040/4610] lr: 4.732e-03, eta: 3:07:31, time: 1.369, data_time: 0.001, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7531, prec@thr=0.5: 0.8175, recall@top3: 0.8451, prec@top3: 0.6673, recall@top5: 0.9466, prec@top5: 0.4607, loss: 0.0320, grad_norm: 0.2633 2021-04-17 16:42:07,937 - mmaction - INFO - Epoch [9][1060/4610] lr: 4.710e-03, eta: 3:07:04, time: 1.379, data_time: 0.001, memory: 10561, loss_action_cls: 0.0328, recall@thr=0.5: 0.7423, prec@thr=0.5: 0.8068, recall@top3: 0.8368, prec@top3: 0.6682, recall@top5: 0.9471, prec@top5: 0.4669, loss: 0.0328, grad_norm: 0.2701 2021-04-17 16:42:35,461 - mmaction - INFO - Epoch [9][1080/4610] lr: 4.687e-03, eta: 3:06:36, time: 1.377, data_time: 0.002, memory: 10561, loss_action_cls: 0.0328, recall@thr=0.5: 0.7451, prec@thr=0.5: 0.8131, recall@top3: 0.8348, prec@top3: 0.6781, recall@top5: 0.9482, prec@top5: 0.4736, loss: 0.0328, grad_norm: 0.2679 2021-04-17 16:43:03,088 - mmaction - INFO - Epoch [9][1100/4610] lr: 4.665e-03, eta: 3:06:09, time: 1.380, data_time: 0.001, memory: 10561, loss_action_cls: 0.0329, recall@thr=0.5: 0.7473, prec@thr=0.5: 0.8148, recall@top3: 0.8362, prec@top3: 0.6846, recall@top5: 0.9503, prec@top5: 0.4765, loss: 0.0329, grad_norm: 0.2613 2021-04-17 16:43:30,578 - mmaction - INFO - Epoch [9][1120/4610] lr: 4.642e-03, eta: 3:05:41, time: 1.375, data_time: 0.002, memory: 10561, loss_action_cls: 0.0307, recall@thr=0.5: 0.7612, prec@thr=0.5: 0.8287, recall@top3: 0.8515, prec@top3: 0.6885, recall@top5: 0.9523, prec@top5: 0.4726, loss: 0.0307, grad_norm: 0.2525 2021-04-17 16:43:58,164 - mmaction - INFO - Epoch [9][1140/4610] lr: 4.620e-03, eta: 3:05:14, time: 1.380, data_time: 0.002, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7632, prec@thr=0.5: 0.8273, recall@top3: 0.8588, prec@top3: 0.6976, recall@top5: 0.9484, prec@top5: 0.4741, loss: 0.0308, grad_norm: 0.2607 2021-04-17 16:44:25,731 - mmaction - INFO - Epoch [9][1160/4610] lr: 4.598e-03, eta: 3:04:46, time: 1.379, data_time: 0.001, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7476, prec@thr=0.5: 0.8281, recall@top3: 0.8494, prec@top3: 0.6866, recall@top5: 0.9466, prec@top5: 0.4707, loss: 0.0320, grad_norm: 0.2536 2021-04-17 16:44:53,178 - mmaction - INFO - Epoch [9][1180/4610] lr: 4.576e-03, eta: 3:04:19, time: 1.372, data_time: 0.001, memory: 10561, loss_action_cls: 0.0306, recall@thr=0.5: 0.7621, prec@thr=0.5: 0.8184, recall@top3: 0.8509, prec@top3: 0.6798, recall@top5: 0.9545, prec@top5: 0.4688, loss: 0.0306, grad_norm: 0.2570 2021-04-17 16:45:20,690 - mmaction - INFO - Epoch [9][1200/4610] lr: 4.553e-03, eta: 3:03:51, time: 1.376, data_time: 0.001, memory: 10561, loss_action_cls: 0.0326, recall@thr=0.5: 0.7531, prec@thr=0.5: 0.8246, recall@top3: 0.8461, prec@top3: 0.6924, recall@top5: 0.9463, prec@top5: 0.4760, loss: 0.0326, grad_norm: 0.2519 2021-04-17 16:45:47,898 - mmaction - INFO - Epoch [9][1220/4610] lr: 4.531e-03, eta: 3:03:23, time: 1.360, data_time: 0.001, memory: 10561, loss_action_cls: 0.0316, recall@thr=0.5: 0.7397, prec@thr=0.5: 0.8252, recall@top3: 0.8350, prec@top3: 0.6780, recall@top5: 0.9442, prec@top5: 0.4708, loss: 0.0316, grad_norm: 0.2602 2021-04-17 16:46:15,217 - mmaction - INFO - Epoch [9][1240/4610] lr: 4.509e-03, eta: 3:02:56, time: 1.365, data_time: 0.001, memory: 10561, loss_action_cls: 0.0293, recall@thr=0.5: 0.7716, prec@thr=0.5: 0.8420, recall@top3: 0.8581, prec@top3: 0.6834, recall@top5: 0.9555, prec@top5: 0.4702, loss: 0.0293, grad_norm: 0.2624 2021-04-17 16:46:42,581 - mmaction - INFO - Epoch [9][1260/4610] lr: 4.487e-03, eta: 3:02:28, time: 1.369, data_time: 0.002, memory: 10561, loss_action_cls: 0.0330, recall@thr=0.5: 0.7408, prec@thr=0.5: 0.8140, recall@top3: 0.8400, prec@top3: 0.6849, recall@top5: 0.9409, prec@top5: 0.4704, loss: 0.0330, grad_norm: 0.2620 2021-04-17 16:47:09,947 - mmaction - INFO - Epoch [9][1280/4610] lr: 4.465e-03, eta: 3:02:01, time: 1.368, data_time: 0.001, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7586, prec@thr=0.5: 0.8337, recall@top3: 0.8462, prec@top3: 0.6863, recall@top5: 0.9441, prec@top5: 0.4712, loss: 0.0315, grad_norm: 0.2701 2021-04-17 16:47:37,324 - mmaction - INFO - Epoch [9][1300/4610] lr: 4.443e-03, eta: 3:01:33, time: 1.368, data_time: 0.001, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7590, prec@thr=0.5: 0.8115, recall@top3: 0.8521, prec@top3: 0.6868, recall@top5: 0.9500, prec@top5: 0.4727, loss: 0.0317, grad_norm: 0.2595 2021-04-17 16:48:04,521 - mmaction - INFO - Epoch [9][1320/4610] lr: 4.421e-03, eta: 3:01:06, time: 1.361, data_time: 0.002, memory: 10561, loss_action_cls: 0.0312, recall@thr=0.5: 0.7686, prec@thr=0.5: 0.8293, recall@top3: 0.8515, prec@top3: 0.7066, recall@top5: 0.9525, prec@top5: 0.4868, loss: 0.0312, grad_norm: 0.2596 2021-04-17 16:48:32,011 - mmaction - INFO - Epoch [9][1340/4610] lr: 4.400e-03, eta: 3:00:38, time: 1.375, data_time: 0.001, memory: 10561, loss_action_cls: 0.0297, recall@thr=0.5: 0.7835, prec@thr=0.5: 0.8353, recall@top3: 0.8583, prec@top3: 0.7065, recall@top5: 0.9576, prec@top5: 0.4843, loss: 0.0297, grad_norm: 0.2549 2021-04-17 16:48:59,306 - mmaction - INFO - Epoch [9][1360/4610] lr: 4.378e-03, eta: 3:00:11, time: 1.365, data_time: 0.001, memory: 10561, loss_action_cls: 0.0309, recall@thr=0.5: 0.7454, prec@thr=0.5: 0.8061, recall@top3: 0.8580, prec@top3: 0.6764, recall@top5: 0.9558, prec@top5: 0.4638, loss: 0.0309, grad_norm: 0.2529 2021-04-17 16:49:27,001 - mmaction - INFO - Epoch [9][1380/4610] lr: 4.356e-03, eta: 2:59:43, time: 1.385, data_time: 0.001, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7427, prec@thr=0.5: 0.8245, recall@top3: 0.8495, prec@top3: 0.6855, recall@top5: 0.9509, prec@top5: 0.4734, loss: 0.0317, grad_norm: 0.2578 2021-04-17 16:49:54,379 - mmaction - INFO - Epoch [9][1400/4610] lr: 4.334e-03, eta: 2:59:16, time: 1.367, data_time: 0.001, memory: 10561, loss_action_cls: 0.0328, recall@thr=0.5: 0.7583, prec@thr=0.5: 0.8165, recall@top3: 0.8444, prec@top3: 0.6867, recall@top5: 0.9465, prec@top5: 0.4740, loss: 0.0328, grad_norm: 0.2561 2021-04-17 16:50:21,977 - mmaction - INFO - Epoch [9][1420/4610] lr: 4.313e-03, eta: 2:58:48, time: 1.382, data_time: 0.003, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7558, prec@thr=0.5: 0.8234, recall@top3: 0.8405, prec@top3: 0.6804, recall@top5: 0.9488, prec@top5: 0.4718, loss: 0.0317, grad_norm: 0.2627 2021-04-17 16:50:49,694 - mmaction - INFO - Epoch [9][1440/4610] lr: 4.291e-03, eta: 2:58:21, time: 1.386, data_time: 0.001, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7613, prec@thr=0.5: 0.8285, recall@top3: 0.8458, prec@top3: 0.6822, recall@top5: 0.9528, prec@top5: 0.4744, loss: 0.0315, grad_norm: 0.2550 2021-04-17 16:51:17,260 - mmaction - INFO - Epoch [9][1460/4610] lr: 4.270e-03, eta: 2:57:53, time: 1.377, data_time: 0.001, memory: 10561, loss_action_cls: 0.0307, recall@thr=0.5: 0.7627, prec@thr=0.5: 0.8215, recall@top3: 0.8497, prec@top3: 0.6838, recall@top5: 0.9555, prec@top5: 0.4732, loss: 0.0307, grad_norm: 0.2559 2021-04-17 16:51:44,343 - mmaction - INFO - Epoch [9][1480/4610] lr: 4.248e-03, eta: 2:57:26, time: 1.353, data_time: 0.002, memory: 10561, loss_action_cls: 0.0323, recall@thr=0.5: 0.7490, prec@thr=0.5: 0.8196, recall@top3: 0.8397, prec@top3: 0.6818, recall@top5: 0.9456, prec@top5: 0.4729, loss: 0.0323, grad_norm: 0.2896 2021-04-17 16:52:11,476 - mmaction - INFO - Epoch [9][1500/4610] lr: 4.227e-03, eta: 2:56:58, time: 1.359, data_time: 0.003, memory: 10561, loss_action_cls: 0.0323, recall@thr=0.5: 0.7582, prec@thr=0.5: 0.8119, recall@top3: 0.8348, prec@top3: 0.6804, recall@top5: 0.9428, prec@top5: 0.4727, loss: 0.0323, grad_norm: 0.2670 2021-04-17 16:52:39,056 - mmaction - INFO - Epoch [9][1520/4610] lr: 4.206e-03, eta: 2:56:30, time: 1.377, data_time: 0.001, memory: 10561, loss_action_cls: 0.0319, recall@thr=0.5: 0.7541, prec@thr=0.5: 0.8200, recall@top3: 0.8384, prec@top3: 0.6788, recall@top5: 0.9454, prec@top5: 0.4707, loss: 0.0319, grad_norm: 0.2636 2021-04-17 16:53:06,524 - mmaction - INFO - Epoch [9][1540/4610] lr: 4.184e-03, eta: 2:56:03, time: 1.374, data_time: 0.002, memory: 10561, loss_action_cls: 0.0306, recall@thr=0.5: 0.7559, prec@thr=0.5: 0.8237, recall@top3: 0.8506, prec@top3: 0.6886, recall@top5: 0.9547, prec@top5: 0.4743, loss: 0.0306, grad_norm: 0.2567 2021-04-17 16:53:33,934 - mmaction - INFO - Epoch [9][1560/4610] lr: 4.163e-03, eta: 2:55:35, time: 1.371, data_time: 0.002, memory: 10561, loss_action_cls: 0.0321, recall@thr=0.5: 0.7592, prec@thr=0.5: 0.8158, recall@top3: 0.8428, prec@top3: 0.6835, recall@top5: 0.9485, prec@top5: 0.4725, loss: 0.0321, grad_norm: 0.2646 2021-04-17 16:54:01,415 - mmaction - INFO - Epoch [9][1580/4610] lr: 4.142e-03, eta: 2:55:08, time: 1.374, data_time: 0.002, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7479, prec@thr=0.5: 0.8180, recall@top3: 0.8458, prec@top3: 0.6856, recall@top5: 0.9507, prec@top5: 0.4732, loss: 0.0320, grad_norm: 0.2511 2021-04-17 16:54:29,164 - mmaction - INFO - Epoch [9][1600/4610] lr: 4.121e-03, eta: 2:54:40, time: 1.389, data_time: 0.002, memory: 10561, loss_action_cls: 0.0305, recall@thr=0.5: 0.7484, prec@thr=0.5: 0.8197, recall@top3: 0.8499, prec@top3: 0.6796, recall@top5: 0.9569, prec@top5: 0.4689, loss: 0.0305, grad_norm: 0.2565 2021-04-17 16:54:56,562 - mmaction - INFO - Epoch [9][1620/4610] lr: 4.099e-03, eta: 2:54:13, time: 1.370, data_time: 0.001, memory: 10561, loss_action_cls: 0.0321, recall@thr=0.5: 0.7617, prec@thr=0.5: 0.8181, recall@top3: 0.8449, prec@top3: 0.6882, recall@top5: 0.9494, prec@top5: 0.4731, loss: 0.0321, grad_norm: 0.2668 2021-04-17 16:55:24,269 - mmaction - INFO - Epoch [9][1640/4610] lr: 4.078e-03, eta: 2:53:45, time: 1.385, data_time: 0.001, memory: 10561, loss_action_cls: 0.0329, recall@thr=0.5: 0.7410, prec@thr=0.5: 0.8227, recall@top3: 0.8370, prec@top3: 0.6903, recall@top5: 0.9442, prec@top5: 0.4791, loss: 0.0329, grad_norm: 0.2688 2021-04-17 16:55:51,705 - mmaction - INFO - Epoch [9][1660/4610] lr: 4.057e-03, eta: 2:53:18, time: 1.371, data_time: 0.001, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7481, prec@thr=0.5: 0.8147, recall@top3: 0.8388, prec@top3: 0.6691, recall@top5: 0.9510, prec@top5: 0.4659, loss: 0.0315, grad_norm: 0.2611 2021-04-17 16:56:19,359 - mmaction - INFO - Epoch [9][1680/4610] lr: 4.036e-03, eta: 2:52:50, time: 1.383, data_time: 0.001, memory: 10561, loss_action_cls: 0.0318, recall@thr=0.5: 0.7469, prec@thr=0.5: 0.8111, recall@top3: 0.8352, prec@top3: 0.6706, recall@top5: 0.9481, prec@top5: 0.4673, loss: 0.0318, grad_norm: 0.2640 2021-04-17 16:56:46,656 - mmaction - INFO - Epoch [9][1700/4610] lr: 4.016e-03, eta: 2:52:23, time: 1.364, data_time: 0.001, memory: 10561, loss_action_cls: 0.0325, recall@thr=0.5: 0.7431, prec@thr=0.5: 0.8174, recall@top3: 0.8368, prec@top3: 0.6790, recall@top5: 0.9439, prec@top5: 0.4715, loss: 0.0325, grad_norm: 0.2531 2021-04-17 16:57:14,243 - mmaction - INFO - Epoch [9][1720/4610] lr: 3.995e-03, eta: 2:51:55, time: 1.379, data_time: 0.002, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7705, prec@thr=0.5: 0.8279, recall@top3: 0.8522, prec@top3: 0.6827, recall@top5: 0.9525, prec@top5: 0.4703, loss: 0.0308, grad_norm: 0.2604 2021-04-17 16:57:41,592 - mmaction - INFO - Epoch [9][1740/4610] lr: 3.974e-03, eta: 2:51:28, time: 1.368, data_time: 0.002, memory: 10561, loss_action_cls: 0.0307, recall@thr=0.5: 0.7555, prec@thr=0.5: 0.8188, recall@top3: 0.8613, prec@top3: 0.6857, recall@top5: 0.9568, prec@top5: 0.4664, loss: 0.0307, grad_norm: 0.2550 2021-04-17 16:58:08,846 - mmaction - INFO - Epoch [9][1760/4610] lr: 3.953e-03, eta: 2:51:00, time: 1.362, data_time: 0.001, memory: 10561, loss_action_cls: 0.0319, recall@thr=0.5: 0.7687, prec@thr=0.5: 0.8184, recall@top3: 0.8383, prec@top3: 0.6908, recall@top5: 0.9504, prec@top5: 0.4810, loss: 0.0319, grad_norm: 0.2598 2021-04-17 16:58:36,008 - mmaction - INFO - Epoch [9][1780/4610] lr: 3.932e-03, eta: 2:50:33, time: 1.358, data_time: 0.001, memory: 10561, loss_action_cls: 0.0316, recall@thr=0.5: 0.7407, prec@thr=0.5: 0.8130, recall@top3: 0.8454, prec@top3: 0.6799, recall@top5: 0.9498, prec@top5: 0.4691, loss: 0.0316, grad_norm: 0.2638 2021-04-17 16:59:03,792 - mmaction - INFO - Epoch [9][1800/4610] lr: 3.912e-03, eta: 2:50:05, time: 1.389, data_time: 0.001, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7461, prec@thr=0.5: 0.8230, recall@top3: 0.8451, prec@top3: 0.6887, recall@top5: 0.9511, prec@top5: 0.4760, loss: 0.0317, grad_norm: 0.2567 2021-04-17 16:59:30,928 - mmaction - INFO - Epoch [9][1820/4610] lr: 3.891e-03, eta: 2:49:38, time: 1.357, data_time: 0.001, memory: 10561, loss_action_cls: 0.0316, recall@thr=0.5: 0.7598, prec@thr=0.5: 0.8238, recall@top3: 0.8470, prec@top3: 0.6859, recall@top5: 0.9522, prec@top5: 0.4735, loss: 0.0316, grad_norm: 0.2636 2021-04-17 16:59:58,554 - mmaction - INFO - Epoch [9][1840/4610] lr: 3.871e-03, eta: 2:49:10, time: 1.381, data_time: 0.001, memory: 10561, loss_action_cls: 0.0325, recall@thr=0.5: 0.7457, prec@thr=0.5: 0.8042, recall@top3: 0.8391, prec@top3: 0.6800, recall@top5: 0.9452, prec@top5: 0.4710, loss: 0.0325, grad_norm: 0.2652 2021-04-17 17:00:25,685 - mmaction - INFO - Epoch [9][1860/4610] lr: 3.850e-03, eta: 2:48:43, time: 1.357, data_time: 0.001, memory: 10561, loss_action_cls: 0.0324, recall@thr=0.5: 0.7558, prec@thr=0.5: 0.8145, recall@top3: 0.8416, prec@top3: 0.6848, recall@top5: 0.9510, prec@top5: 0.4758, loss: 0.0324, grad_norm: 0.2683 2021-04-17 17:00:52,789 - mmaction - INFO - Epoch [9][1880/4610] lr: 3.830e-03, eta: 2:48:15, time: 1.354, data_time: 0.001, memory: 10561, loss_action_cls: 0.0307, recall@thr=0.5: 0.7588, prec@thr=0.5: 0.8303, recall@top3: 0.8526, prec@top3: 0.6953, recall@top5: 0.9509, prec@top5: 0.4758, loss: 0.0307, grad_norm: 0.2630 2021-04-17 17:01:20,214 - mmaction - INFO - Epoch [9][1900/4610] lr: 3.809e-03, eta: 2:47:48, time: 1.372, data_time: 0.002, memory: 10561, loss_action_cls: 0.0329, recall@thr=0.5: 0.7327, prec@thr=0.5: 0.7853, recall@top3: 0.8318, prec@top3: 0.6537, recall@top5: 0.9409, prec@top5: 0.4545, loss: 0.0329, grad_norm: 0.2638 2021-04-17 17:01:47,959 - mmaction - INFO - Epoch [9][1920/4610] lr: 3.789e-03, eta: 2:47:20, time: 1.388, data_time: 0.001, memory: 10561, loss_action_cls: 0.0316, recall@thr=0.5: 0.7517, prec@thr=0.5: 0.8288, recall@top3: 0.8449, prec@top3: 0.6925, recall@top5: 0.9459, prec@top5: 0.4790, loss: 0.0316, grad_norm: 0.2589 2021-04-17 17:02:15,460 - mmaction - INFO - Epoch [9][1940/4610] lr: 3.769e-03, eta: 2:46:53, time: 1.373, data_time: 0.001, memory: 10561, loss_action_cls: 0.0325, recall@thr=0.5: 0.7455, prec@thr=0.5: 0.8087, recall@top3: 0.8355, prec@top3: 0.6804, recall@top5: 0.9476, prec@top5: 0.4756, loss: 0.0325, grad_norm: 0.2759 2021-04-17 17:02:43,021 - mmaction - INFO - Epoch [9][1960/4610] lr: 3.748e-03, eta: 2:46:25, time: 1.379, data_time: 0.003, memory: 10561, loss_action_cls: 0.0325, recall@thr=0.5: 0.7422, prec@thr=0.5: 0.8220, recall@top3: 0.8377, prec@top3: 0.6738, recall@top5: 0.9462, prec@top5: 0.4688, loss: 0.0325, grad_norm: 0.2552 2021-04-17 17:03:10,644 - mmaction - INFO - Epoch [9][1980/4610] lr: 3.728e-03, eta: 2:45:58, time: 1.381, data_time: 0.001, memory: 10561, loss_action_cls: 0.0318, recall@thr=0.5: 0.7610, prec@thr=0.5: 0.8165, recall@top3: 0.8400, prec@top3: 0.6837, recall@top5: 0.9495, prec@top5: 0.4744, loss: 0.0318, grad_norm: 0.2617 2021-04-17 17:03:38,241 - mmaction - INFO - Epoch [9][2000/4610] lr: 3.708e-03, eta: 2:45:30, time: 1.380, data_time: 0.001, memory: 10561, loss_action_cls: 0.0307, recall@thr=0.5: 0.7766, prec@thr=0.5: 0.8314, recall@top3: 0.8586, prec@top3: 0.6971, recall@top5: 0.9476, prec@top5: 0.4737, loss: 0.0307, grad_norm: 0.2503 2021-04-17 17:04:05,692 - mmaction - INFO - Epoch [9][2020/4610] lr: 3.688e-03, eta: 2:45:03, time: 1.372, data_time: 0.001, memory: 10561, loss_action_cls: 0.0313, recall@thr=0.5: 0.7603, prec@thr=0.5: 0.8311, recall@top3: 0.8517, prec@top3: 0.6872, recall@top5: 0.9501, prec@top5: 0.4699, loss: 0.0313, grad_norm: 0.2581 2021-04-17 17:04:33,020 - mmaction - INFO - Epoch [9][2040/4610] lr: 3.668e-03, eta: 2:44:35, time: 1.366, data_time: 0.001, memory: 10561, loss_action_cls: 0.0318, recall@thr=0.5: 0.7405, prec@thr=0.5: 0.8099, recall@top3: 0.8441, prec@top3: 0.6767, recall@top5: 0.9450, prec@top5: 0.4659, loss: 0.0318, grad_norm: 0.2577 2021-04-17 17:05:00,282 - mmaction - INFO - Epoch [9][2060/4610] lr: 3.648e-03, eta: 2:44:07, time: 1.364, data_time: 0.001, memory: 10561, loss_action_cls: 0.0321, recall@thr=0.5: 0.7573, prec@thr=0.5: 0.8198, recall@top3: 0.8448, prec@top3: 0.6707, recall@top5: 0.9475, prec@top5: 0.4609, loss: 0.0321, grad_norm: 0.2553 2021-04-17 17:05:27,869 - mmaction - INFO - Epoch [9][2080/4610] lr: 3.628e-03, eta: 2:43:40, time: 1.379, data_time: 0.001, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7628, prec@thr=0.5: 0.8286, recall@top3: 0.8552, prec@top3: 0.6993, recall@top5: 0.9577, prec@top5: 0.4838, loss: 0.0308, grad_norm: 0.2545 2021-04-17 17:05:55,523 - mmaction - INFO - Epoch [9][2100/4610] lr: 3.608e-03, eta: 2:43:12, time: 1.382, data_time: 0.001, memory: 10561, loss_action_cls: 0.0310, recall@thr=0.5: 0.7576, prec@thr=0.5: 0.8221, recall@top3: 0.8460, prec@top3: 0.6854, recall@top5: 0.9512, prec@top5: 0.4740, loss: 0.0310, grad_norm: 0.2537 2021-04-17 17:06:23,307 - mmaction - INFO - Epoch [9][2120/4610] lr: 3.588e-03, eta: 2:42:45, time: 1.390, data_time: 0.002, memory: 10561, loss_action_cls: 0.0336, recall@thr=0.5: 0.7353, prec@thr=0.5: 0.8149, recall@top3: 0.8318, prec@top3: 0.6798, recall@top5: 0.9419, prec@top5: 0.4734, loss: 0.0336, grad_norm: 0.2699 2021-04-17 17:06:50,679 - mmaction - INFO - Epoch [9][2140/4610] lr: 3.568e-03, eta: 2:42:17, time: 1.369, data_time: 0.001, memory: 10561, loss_action_cls: 0.0311, recall@thr=0.5: 0.7549, prec@thr=0.5: 0.8188, recall@top3: 0.8512, prec@top3: 0.6811, recall@top5: 0.9534, prec@top5: 0.4695, loss: 0.0311, grad_norm: 0.2598 2021-04-17 17:07:18,055 - mmaction - INFO - Epoch [9][2160/4610] lr: 3.549e-03, eta: 2:41:50, time: 1.368, data_time: 0.001, memory: 10561, loss_action_cls: 0.0342, recall@thr=0.5: 0.7345, prec@thr=0.5: 0.8002, recall@top3: 0.8311, prec@top3: 0.6676, recall@top5: 0.9401, prec@top5: 0.4648, loss: 0.0342, grad_norm: 0.2796 2021-04-17 17:07:45,304 - mmaction - INFO - Epoch [9][2180/4610] lr: 3.529e-03, eta: 2:41:22, time: 1.362, data_time: 0.002, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7464, prec@thr=0.5: 0.8278, recall@top3: 0.8302, prec@top3: 0.6695, recall@top5: 0.9486, prec@top5: 0.4715, loss: 0.0322, grad_norm: 0.2614 2021-04-17 17:08:12,771 - mmaction - INFO - Epoch [9][2200/4610] lr: 3.509e-03, eta: 2:40:55, time: 1.374, data_time: 0.002, memory: 10561, loss_action_cls: 0.0303, recall@thr=0.5: 0.7539, prec@thr=0.5: 0.8249, recall@top3: 0.8472, prec@top3: 0.6961, recall@top5: 0.9520, prec@top5: 0.4798, loss: 0.0303, grad_norm: 0.2453 2021-04-17 17:08:39,948 - mmaction - INFO - Epoch [9][2220/4610] lr: 3.490e-03, eta: 2:40:27, time: 1.357, data_time: 0.001, memory: 10561, loss_action_cls: 0.0299, recall@thr=0.5: 0.7573, prec@thr=0.5: 0.8217, recall@top3: 0.8588, prec@top3: 0.6961, recall@top5: 0.9512, prec@top5: 0.4724, loss: 0.0299, grad_norm: 0.2601 2021-04-17 17:09:07,424 - mmaction - INFO - Epoch [9][2240/4610] lr: 3.470e-03, eta: 2:40:00, time: 1.375, data_time: 0.002, memory: 10561, loss_action_cls: 0.0330, recall@thr=0.5: 0.7481, prec@thr=0.5: 0.7988, recall@top3: 0.8366, prec@top3: 0.6763, recall@top5: 0.9451, prec@top5: 0.4703, loss: 0.0330, grad_norm: 0.2608 2021-04-17 17:09:34,777 - mmaction - INFO - Epoch [9][2260/4610] lr: 3.451e-03, eta: 2:39:32, time: 1.368, data_time: 0.001, memory: 10561, loss_action_cls: 0.0316, recall@thr=0.5: 0.7501, prec@thr=0.5: 0.8186, recall@top3: 0.8457, prec@top3: 0.6831, recall@top5: 0.9452, prec@top5: 0.4701, loss: 0.0316, grad_norm: 0.2587 2021-04-17 17:10:02,051 - mmaction - INFO - Epoch [9][2280/4610] lr: 3.431e-03, eta: 2:39:05, time: 1.363, data_time: 0.001, memory: 10561, loss_action_cls: 0.0305, recall@thr=0.5: 0.7580, prec@thr=0.5: 0.8186, recall@top3: 0.8533, prec@top3: 0.6843, recall@top5: 0.9556, prec@top5: 0.4715, loss: 0.0305, grad_norm: 0.2526 2021-04-17 17:10:29,396 - mmaction - INFO - Epoch [9][2300/4610] lr: 3.412e-03, eta: 2:38:37, time: 1.367, data_time: 0.002, memory: 10561, loss_action_cls: 0.0314, recall@thr=0.5: 0.7518, prec@thr=0.5: 0.8162, recall@top3: 0.8447, prec@top3: 0.6689, recall@top5: 0.9440, prec@top5: 0.4600, loss: 0.0314, grad_norm: 0.2605 2021-04-17 17:10:56,723 - mmaction - INFO - Epoch [9][2320/4610] lr: 3.393e-03, eta: 2:38:10, time: 1.367, data_time: 0.002, memory: 10561, loss_action_cls: 0.0306, recall@thr=0.5: 0.7686, prec@thr=0.5: 0.8289, recall@top3: 0.8560, prec@top3: 0.6865, recall@top5: 0.9508, prec@top5: 0.4690, loss: 0.0306, grad_norm: 0.2533 2021-04-17 17:11:24,220 - mmaction - INFO - Epoch [9][2340/4610] lr: 3.373e-03, eta: 2:37:42, time: 1.374, data_time: 0.001, memory: 10561, loss_action_cls: 0.0321, recall@thr=0.5: 0.7467, prec@thr=0.5: 0.8255, recall@top3: 0.8439, prec@top3: 0.6902, recall@top5: 0.9488, prec@top5: 0.4760, loss: 0.0321, grad_norm: 0.2612 2021-04-17 17:11:51,501 - mmaction - INFO - Epoch [9][2360/4610] lr: 3.354e-03, eta: 2:37:15, time: 1.364, data_time: 0.002, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7553, prec@thr=0.5: 0.8194, recall@top3: 0.8460, prec@top3: 0.6792, recall@top5: 0.9500, prec@top5: 0.4683, loss: 0.0308, grad_norm: 0.2609 2021-04-17 17:12:18,801 - mmaction - INFO - Epoch [9][2380/4610] lr: 3.335e-03, eta: 2:36:47, time: 1.366, data_time: 0.002, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7536, prec@thr=0.5: 0.8215, recall@top3: 0.8402, prec@top3: 0.6840, recall@top5: 0.9533, prec@top5: 0.4789, loss: 0.0315, grad_norm: 0.2710 2021-04-17 17:12:46,410 - mmaction - INFO - Epoch [9][2400/4610] lr: 3.316e-03, eta: 2:36:20, time: 1.380, data_time: 0.001, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7692, prec@thr=0.5: 0.8264, recall@top3: 0.8428, prec@top3: 0.6860, recall@top5: 0.9515, prec@top5: 0.4767, loss: 0.0308, grad_norm: 0.2641 2021-04-17 17:13:13,252 - mmaction - INFO - Epoch [9][2420/4610] lr: 3.297e-03, eta: 2:35:52, time: 1.342, data_time: 0.001, memory: 10561, loss_action_cls: 0.0321, recall@thr=0.5: 0.7578, prec@thr=0.5: 0.8181, recall@top3: 0.8502, prec@top3: 0.6787, recall@top5: 0.9518, prec@top5: 0.4665, loss: 0.0321, grad_norm: 0.2637 2021-04-17 17:13:40,671 - mmaction - INFO - Epoch [9][2440/4610] lr: 3.278e-03, eta: 2:35:24, time: 1.371, data_time: 0.001, memory: 10561, loss_action_cls: 0.0314, recall@thr=0.5: 0.7498, prec@thr=0.5: 0.8178, recall@top3: 0.8443, prec@top3: 0.6891, recall@top5: 0.9472, prec@top5: 0.4729, loss: 0.0314, grad_norm: 0.2585 2021-04-17 17:14:07,887 - mmaction - INFO - Epoch [9][2460/4610] lr: 3.259e-03, eta: 2:34:57, time: 1.361, data_time: 0.001, memory: 10561, loss_action_cls: 0.0307, recall@thr=0.5: 0.7547, prec@thr=0.5: 0.8470, recall@top3: 0.8440, prec@top3: 0.6789, recall@top5: 0.9527, prec@top5: 0.4728, loss: 0.0307, grad_norm: 0.2554 2021-04-17 17:14:35,201 - mmaction - INFO - Epoch [9][2480/4610] lr: 3.240e-03, eta: 2:34:29, time: 1.366, data_time: 0.001, memory: 10561, loss_action_cls: 0.0311, recall@thr=0.5: 0.7658, prec@thr=0.5: 0.8402, recall@top3: 0.8505, prec@top3: 0.7039, recall@top5: 0.9556, prec@top5: 0.4853, loss: 0.0311, grad_norm: 0.2669 2021-04-17 17:15:02,469 - mmaction - INFO - Epoch [9][2500/4610] lr: 3.221e-03, eta: 2:34:02, time: 1.362, data_time: 0.001, memory: 10561, loss_action_cls: 0.0312, recall@thr=0.5: 0.7560, prec@thr=0.5: 0.8199, recall@top3: 0.8460, prec@top3: 0.6891, recall@top5: 0.9489, prec@top5: 0.4751, loss: 0.0312, grad_norm: 0.2596 2021-04-17 17:15:29,965 - mmaction - INFO - Epoch [9][2520/4610] lr: 3.202e-03, eta: 2:33:34, time: 1.376, data_time: 0.002, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7448, prec@thr=0.5: 0.8229, recall@top3: 0.8467, prec@top3: 0.6892, recall@top5: 0.9497, prec@top5: 0.4769, loss: 0.0317, grad_norm: 0.2647 2021-04-17 17:15:57,253 - mmaction - INFO - Epoch [9][2540/4610] lr: 3.183e-03, eta: 2:33:07, time: 1.363, data_time: 0.001, memory: 10561, loss_action_cls: 0.0316, recall@thr=0.5: 0.7556, prec@thr=0.5: 0.8241, recall@top3: 0.8493, prec@top3: 0.6916, recall@top5: 0.9523, prec@top5: 0.4768, loss: 0.0316, grad_norm: 0.2621 2021-04-17 17:16:24,438 - mmaction - INFO - Epoch [9][2560/4610] lr: 3.165e-03, eta: 2:32:39, time: 1.360, data_time: 0.002, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7695, prec@thr=0.5: 0.8222, recall@top3: 0.8552, prec@top3: 0.6853, recall@top5: 0.9545, prec@top5: 0.4706, loss: 0.0308, grad_norm: 0.2519 2021-04-17 17:16:51,863 - mmaction - INFO - Epoch [9][2580/4610] lr: 3.146e-03, eta: 2:32:12, time: 1.373, data_time: 0.002, memory: 10561, loss_action_cls: 0.0331, recall@thr=0.5: 0.7349, prec@thr=0.5: 0.8150, recall@top3: 0.8306, prec@top3: 0.6764, recall@top5: 0.9345, prec@top5: 0.4654, loss: 0.0331, grad_norm: 0.2787 2021-04-17 17:17:18,955 - mmaction - INFO - Epoch [9][2600/4610] lr: 3.127e-03, eta: 2:31:44, time: 1.353, data_time: 0.001, memory: 10561, loss_action_cls: 0.0318, recall@thr=0.5: 0.7437, prec@thr=0.5: 0.8157, recall@top3: 0.8403, prec@top3: 0.6775, recall@top5: 0.9469, prec@top5: 0.4697, loss: 0.0318, grad_norm: 0.2691 2021-04-17 17:17:46,164 - mmaction - INFO - Epoch [9][2620/4610] lr: 3.109e-03, eta: 2:31:17, time: 1.361, data_time: 0.002, memory: 10561, loss_action_cls: 0.0321, recall@thr=0.5: 0.7520, prec@thr=0.5: 0.8106, recall@top3: 0.8427, prec@top3: 0.6813, recall@top5: 0.9468, prec@top5: 0.4692, loss: 0.0321, grad_norm: 0.2654 2021-04-17 17:18:13,413 - mmaction - INFO - Epoch [9][2640/4610] lr: 3.090e-03, eta: 2:30:49, time: 1.363, data_time: 0.002, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7554, prec@thr=0.5: 0.8187, recall@top3: 0.8482, prec@top3: 0.6875, recall@top5: 0.9460, prec@top5: 0.4713, loss: 0.0315, grad_norm: 0.2692 2021-04-17 17:18:40,459 - mmaction - INFO - Epoch [9][2660/4610] lr: 3.072e-03, eta: 2:30:21, time: 1.353, data_time: 0.001, memory: 10561, loss_action_cls: 0.0327, recall@thr=0.5: 0.7334, prec@thr=0.5: 0.8115, recall@top3: 0.8325, prec@top3: 0.6739, recall@top5: 0.9493, prec@top5: 0.4722, loss: 0.0327, grad_norm: 0.2805 2021-04-17 17:19:07,802 - mmaction - INFO - Epoch [9][2680/4610] lr: 3.054e-03, eta: 2:29:54, time: 1.366, data_time: 0.001, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7513, prec@thr=0.5: 0.8096, recall@top3: 0.8429, prec@top3: 0.6933, recall@top5: 0.9474, prec@top5: 0.4794, loss: 0.0320, grad_norm: 0.2577 2021-04-17 17:19:35,339 - mmaction - INFO - Epoch [9][2700/4610] lr: 3.035e-03, eta: 2:29:26, time: 1.377, data_time: 0.002, memory: 10561, loss_action_cls: 0.0300, recall@thr=0.5: 0.7644, prec@thr=0.5: 0.8246, recall@top3: 0.8568, prec@top3: 0.6946, recall@top5: 0.9569, prec@top5: 0.4757, loss: 0.0300, grad_norm: 0.2482 2021-04-17 17:20:02,859 - mmaction - INFO - Epoch [9][2720/4610] lr: 3.017e-03, eta: 2:28:59, time: 1.376, data_time: 0.015, memory: 10561, loss_action_cls: 0.0305, recall@thr=0.5: 0.7644, prec@thr=0.5: 0.8170, recall@top3: 0.8482, prec@top3: 0.6908, recall@top5: 0.9513, prec@top5: 0.4752, loss: 0.0305, grad_norm: 0.2525 2021-04-17 17:20:30,327 - mmaction - INFO - Epoch [9][2740/4610] lr: 2.999e-03, eta: 2:28:31, time: 1.373, data_time: 0.001, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7405, prec@thr=0.5: 0.8182, recall@top3: 0.8457, prec@top3: 0.6918, recall@top5: 0.9557, prec@top5: 0.4816, loss: 0.0315, grad_norm: 0.2577 2021-04-17 17:20:57,497 - mmaction - INFO - Epoch [9][2760/4610] lr: 2.981e-03, eta: 2:28:04, time: 1.359, data_time: 0.002, memory: 10561, loss_action_cls: 0.0316, recall@thr=0.5: 0.7472, prec@thr=0.5: 0.8129, recall@top3: 0.8453, prec@top3: 0.6810, recall@top5: 0.9474, prec@top5: 0.4683, loss: 0.0316, grad_norm: 0.2719 2021-04-17 17:21:24,774 - mmaction - INFO - Epoch [9][2780/4610] lr: 2.962e-03, eta: 2:27:36, time: 1.363, data_time: 0.001, memory: 10561, loss_action_cls: 0.0318, recall@thr=0.5: 0.7485, prec@thr=0.5: 0.8208, recall@top3: 0.8440, prec@top3: 0.6879, recall@top5: 0.9499, prec@top5: 0.4767, loss: 0.0318, grad_norm: 0.2766 2021-04-17 17:21:52,246 - mmaction - INFO - Epoch [9][2800/4610] lr: 2.944e-03, eta: 2:27:09, time: 1.375, data_time: 0.002, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7682, prec@thr=0.5: 0.8219, recall@top3: 0.8559, prec@top3: 0.6837, recall@top5: 0.9503, prec@top5: 0.4657, loss: 0.0308, grad_norm: 0.2577 2021-04-17 17:22:20,007 - mmaction - INFO - Epoch [9][2820/4610] lr: 2.926e-03, eta: 2:26:41, time: 1.386, data_time: 0.001, memory: 10561, loss_action_cls: 0.0314, recall@thr=0.5: 0.7570, prec@thr=0.5: 0.8181, recall@top3: 0.8512, prec@top3: 0.6949, recall@top5: 0.9504, prec@top5: 0.4767, loss: 0.0314, grad_norm: 0.2545 2021-04-17 17:22:47,455 - mmaction - INFO - Epoch [9][2840/4610] lr: 2.908e-03, eta: 2:26:14, time: 1.373, data_time: 0.003, memory: 10561, loss_action_cls: 0.0316, recall@thr=0.5: 0.7536, prec@thr=0.5: 0.8298, recall@top3: 0.8415, prec@top3: 0.6748, recall@top5: 0.9508, prec@top5: 0.4693, loss: 0.0316, grad_norm: 0.2618 2021-04-17 17:23:14,673 - mmaction - INFO - Epoch [9][2860/4610] lr: 2.890e-03, eta: 2:25:46, time: 1.361, data_time: 0.002, memory: 10561, loss_action_cls: 0.0337, recall@thr=0.5: 0.7449, prec@thr=0.5: 0.8071, recall@top3: 0.8332, prec@top3: 0.6738, recall@top5: 0.9413, prec@top5: 0.4690, loss: 0.0337, grad_norm: 0.2736 2021-04-17 17:23:42,252 - mmaction - INFO - Epoch [9][2880/4610] lr: 2.873e-03, eta: 2:25:19, time: 1.380, data_time: 0.002, memory: 10561, loss_action_cls: 0.0328, recall@thr=0.5: 0.7529, prec@thr=0.5: 0.8206, recall@top3: 0.8331, prec@top3: 0.6913, recall@top5: 0.9422, prec@top5: 0.4821, loss: 0.0328, grad_norm: 0.2603 2021-04-17 17:24:09,412 - mmaction - INFO - Epoch [9][2900/4610] lr: 2.855e-03, eta: 2:24:51, time: 1.358, data_time: 0.001, memory: 10561, loss_action_cls: 0.0326, recall@thr=0.5: 0.7529, prec@thr=0.5: 0.8024, recall@top3: 0.8426, prec@top3: 0.6825, recall@top5: 0.9492, prec@top5: 0.4715, loss: 0.0326, grad_norm: 0.2567 2021-04-17 17:24:36,811 - mmaction - INFO - Epoch [9][2920/4610] lr: 2.837e-03, eta: 2:24:24, time: 1.370, data_time: 0.001, memory: 10561, loss_action_cls: 0.0319, recall@thr=0.5: 0.7404, prec@thr=0.5: 0.8159, recall@top3: 0.8435, prec@top3: 0.6836, recall@top5: 0.9491, prec@top5: 0.4711, loss: 0.0319, grad_norm: 0.2658 2021-04-17 17:25:04,068 - mmaction - INFO - Epoch [9][2940/4610] lr: 2.819e-03, eta: 2:23:56, time: 1.362, data_time: 0.001, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8116, recall@top3: 0.8449, prec@top3: 0.6885, recall@top5: 0.9450, prec@top5: 0.4734, loss: 0.0320, grad_norm: 0.2625 2021-04-17 17:25:31,527 - mmaction - INFO - Epoch [9][2960/4610] lr: 2.802e-03, eta: 2:23:29, time: 1.373, data_time: 0.001, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7530, prec@thr=0.5: 0.8301, recall@top3: 0.8431, prec@top3: 0.6890, recall@top5: 0.9505, prec@top5: 0.4789, loss: 0.0317, grad_norm: 0.2599 2021-04-17 17:25:58,784 - mmaction - INFO - Epoch [9][2980/4610] lr: 2.784e-03, eta: 2:23:01, time: 1.363, data_time: 0.001, memory: 10561, loss_action_cls: 0.0318, recall@thr=0.5: 0.7610, prec@thr=0.5: 0.8195, recall@top3: 0.8470, prec@top3: 0.6859, recall@top5: 0.9491, prec@top5: 0.4726, loss: 0.0318, grad_norm: 0.2617 2021-04-17 17:26:25,950 - mmaction - INFO - Epoch [9][3000/4610] lr: 2.766e-03, eta: 2:22:33, time: 1.358, data_time: 0.001, memory: 10561, loss_action_cls: 0.0295, recall@thr=0.5: 0.7702, prec@thr=0.5: 0.8336, recall@top3: 0.8559, prec@top3: 0.6872, recall@top5: 0.9517, prec@top5: 0.4682, loss: 0.0295, grad_norm: 0.2565 2021-04-17 17:26:53,238 - mmaction - INFO - Epoch [9][3020/4610] lr: 2.749e-03, eta: 2:22:06, time: 1.365, data_time: 0.002, memory: 10561, loss_action_cls: 0.0300, recall@thr=0.5: 0.7584, prec@thr=0.5: 0.8177, recall@top3: 0.8492, prec@top3: 0.6850, recall@top5: 0.9563, prec@top5: 0.4758, loss: 0.0300, grad_norm: 0.2640 2021-04-17 17:27:20,408 - mmaction - INFO - Epoch [9][3040/4610] lr: 2.732e-03, eta: 2:21:38, time: 1.358, data_time: 0.001, memory: 10561, loss_action_cls: 0.0301, recall@thr=0.5: 0.7748, prec@thr=0.5: 0.8328, recall@top3: 0.8556, prec@top3: 0.6959, recall@top5: 0.9523, prec@top5: 0.4774, loss: 0.0301, grad_norm: 0.2552 2021-04-17 17:27:47,754 - mmaction - INFO - Epoch [9][3060/4610] lr: 2.714e-03, eta: 2:21:11, time: 1.367, data_time: 0.001, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7495, prec@thr=0.5: 0.8197, recall@top3: 0.8425, prec@top3: 0.6820, recall@top5: 0.9479, prec@top5: 0.4734, loss: 0.0320, grad_norm: 0.2566 2021-04-17 17:28:14,980 - mmaction - INFO - Epoch [9][3080/4610] lr: 2.697e-03, eta: 2:20:43, time: 1.362, data_time: 0.002, memory: 10561, loss_action_cls: 0.0326, recall@thr=0.5: 0.7644, prec@thr=0.5: 0.8190, recall@top3: 0.8520, prec@top3: 0.6816, recall@top5: 0.9477, prec@top5: 0.4683, loss: 0.0326, grad_norm: 0.2740 2021-04-17 17:28:42,722 - mmaction - INFO - Epoch [9][3100/4610] lr: 2.680e-03, eta: 2:20:16, time: 1.386, data_time: 0.001, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7476, prec@thr=0.5: 0.8160, recall@top3: 0.8440, prec@top3: 0.6896, recall@top5: 0.9468, prec@top5: 0.4770, loss: 0.0322, grad_norm: 0.2461 2021-04-17 17:29:10,125 - mmaction - INFO - Epoch [9][3120/4610] lr: 2.662e-03, eta: 2:19:48, time: 1.371, data_time: 0.002, memory: 10561, loss_action_cls: 0.0314, recall@thr=0.5: 0.7439, prec@thr=0.5: 0.8240, recall@top3: 0.8374, prec@top3: 0.6774, recall@top5: 0.9502, prec@top5: 0.4720, loss: 0.0314, grad_norm: 0.2542 2021-04-17 17:29:37,462 - mmaction - INFO - Epoch [9][3140/4610] lr: 2.645e-03, eta: 2:19:21, time: 1.366, data_time: 0.001, memory: 10561, loss_action_cls: 0.0316, recall@thr=0.5: 0.7543, prec@thr=0.5: 0.8221, recall@top3: 0.8425, prec@top3: 0.6874, recall@top5: 0.9492, prec@top5: 0.4743, loss: 0.0316, grad_norm: 0.2569 2021-04-17 17:30:05,078 - mmaction - INFO - Epoch [9][3160/4610] lr: 2.628e-03, eta: 2:18:53, time: 1.382, data_time: 0.002, memory: 10561, loss_action_cls: 0.0324, recall@thr=0.5: 0.7438, prec@thr=0.5: 0.8124, recall@top3: 0.8389, prec@top3: 0.6763, recall@top5: 0.9484, prec@top5: 0.4700, loss: 0.0324, grad_norm: 0.2587 2021-04-17 17:30:32,344 - mmaction - INFO - Epoch [9][3180/4610] lr: 2.611e-03, eta: 2:18:26, time: 1.363, data_time: 0.001, memory: 10561, loss_action_cls: 0.0307, recall@thr=0.5: 0.7613, prec@thr=0.5: 0.8191, recall@top3: 0.8459, prec@top3: 0.6729, recall@top5: 0.9486, prec@top5: 0.4658, loss: 0.0307, grad_norm: 0.2616 2021-04-17 17:30:59,618 - mmaction - INFO - Epoch [9][3200/4610] lr: 2.594e-03, eta: 2:17:58, time: 1.364, data_time: 0.001, memory: 10561, loss_action_cls: 0.0304, recall@thr=0.5: 0.7624, prec@thr=0.5: 0.8197, recall@top3: 0.8525, prec@top3: 0.6928, recall@top5: 0.9475, prec@top5: 0.4739, loss: 0.0304, grad_norm: 0.2514 2021-04-17 17:31:26,933 - mmaction - INFO - Epoch [9][3220/4610] lr: 2.577e-03, eta: 2:17:31, time: 1.365, data_time: 0.001, memory: 10561, loss_action_cls: 0.0301, recall@thr=0.5: 0.7505, prec@thr=0.5: 0.8335, recall@top3: 0.8480, prec@top3: 0.6836, recall@top5: 0.9547, prec@top5: 0.4718, loss: 0.0301, grad_norm: 0.2488 2021-04-17 17:31:54,076 - mmaction - INFO - Epoch [9][3240/4610] lr: 2.560e-03, eta: 2:17:03, time: 1.357, data_time: 0.002, memory: 10561, loss_action_cls: 0.0311, recall@thr=0.5: 0.7648, prec@thr=0.5: 0.8276, recall@top3: 0.8598, prec@top3: 0.6889, recall@top5: 0.9535, prec@top5: 0.4705, loss: 0.0311, grad_norm: 0.2570 2021-04-17 17:32:21,574 - mmaction - INFO - Epoch [9][3260/4610] lr: 2.543e-03, eta: 2:16:36, time: 1.376, data_time: 0.002, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7425, prec@thr=0.5: 0.8168, recall@top3: 0.8407, prec@top3: 0.6824, recall@top5: 0.9522, prec@top5: 0.4749, loss: 0.0320, grad_norm: 0.2629 2021-04-17 17:32:49,384 - mmaction - INFO - Epoch [9][3280/4610] lr: 2.526e-03, eta: 2:16:08, time: 1.389, data_time: 0.001, memory: 10561, loss_action_cls: 0.0312, recall@thr=0.5: 0.7630, prec@thr=0.5: 0.8159, recall@top3: 0.8456, prec@top3: 0.6840, recall@top5: 0.9526, prec@top5: 0.4753, loss: 0.0312, grad_norm: 0.2511 2021-04-17 17:33:17,143 - mmaction - INFO - Epoch [9][3300/4610] lr: 2.510e-03, eta: 2:15:41, time: 1.389, data_time: 0.002, memory: 10561, loss_action_cls: 0.0312, recall@thr=0.5: 0.7496, prec@thr=0.5: 0.8237, recall@top3: 0.8460, prec@top3: 0.6890, recall@top5: 0.9458, prec@top5: 0.4724, loss: 0.0312, grad_norm: 0.2639 2021-04-17 17:33:44,584 - mmaction - INFO - Epoch [9][3320/4610] lr: 2.493e-03, eta: 2:15:13, time: 1.372, data_time: 0.001, memory: 10561, loss_action_cls: 0.0332, recall@thr=0.5: 0.7339, prec@thr=0.5: 0.8152, recall@top3: 0.8394, prec@top3: 0.6893, recall@top5: 0.9454, prec@top5: 0.4780, loss: 0.0332, grad_norm: 0.2706 2021-04-17 17:34:12,306 - mmaction - INFO - Epoch [9][3340/4610] lr: 2.476e-03, eta: 2:14:46, time: 1.387, data_time: 0.002, memory: 10561, loss_action_cls: 0.0316, recall@thr=0.5: 0.7658, prec@thr=0.5: 0.8272, recall@top3: 0.8439, prec@top3: 0.7063, recall@top5: 0.9472, prec@top5: 0.4886, loss: 0.0316, grad_norm: 0.2577 2021-04-17 17:34:39,529 - mmaction - INFO - Epoch [9][3360/4610] lr: 2.460e-03, eta: 2:14:18, time: 1.361, data_time: 0.001, memory: 10561, loss_action_cls: 0.0305, recall@thr=0.5: 0.7527, prec@thr=0.5: 0.8189, recall@top3: 0.8515, prec@top3: 0.6947, recall@top5: 0.9518, prec@top5: 0.4761, loss: 0.0305, grad_norm: 0.2679 2021-04-17 17:35:06,897 - mmaction - INFO - Epoch [9][3380/4610] lr: 2.443e-03, eta: 2:13:51, time: 1.367, data_time: 0.001, memory: 10561, loss_action_cls: 0.0311, recall@thr=0.5: 0.7694, prec@thr=0.5: 0.8187, recall@top3: 0.8407, prec@top3: 0.6837, recall@top5: 0.9500, prec@top5: 0.4759, loss: 0.0311, grad_norm: 0.2617 2021-04-17 17:35:34,085 - mmaction - INFO - Epoch [9][3400/4610] lr: 2.427e-03, eta: 2:13:23, time: 1.360, data_time: 0.002, memory: 10561, loss_action_cls: 0.0318, recall@thr=0.5: 0.7416, prec@thr=0.5: 0.8152, recall@top3: 0.8460, prec@top3: 0.6757, recall@top5: 0.9466, prec@top5: 0.4653, loss: 0.0318, grad_norm: 0.2582 2021-04-17 17:36:01,148 - mmaction - INFO - Epoch [9][3420/4610] lr: 2.410e-03, eta: 2:12:55, time: 1.354, data_time: 0.002, memory: 10561, loss_action_cls: 0.0304, recall@thr=0.5: 0.7592, prec@thr=0.5: 0.8302, recall@top3: 0.8487, prec@top3: 0.6793, recall@top5: 0.9586, prec@top5: 0.4710, loss: 0.0304, grad_norm: 0.2694 2021-04-17 17:36:28,585 - mmaction - INFO - Epoch [9][3440/4610] lr: 2.394e-03, eta: 2:12:28, time: 1.373, data_time: 0.002, memory: 10561, loss_action_cls: 0.0314, recall@thr=0.5: 0.7561, prec@thr=0.5: 0.8187, recall@top3: 0.8503, prec@top3: 0.6887, recall@top5: 0.9461, prec@top5: 0.4708, loss: 0.0314, grad_norm: 0.2515 2021-04-17 17:36:55,933 - mmaction - INFO - Epoch [9][3460/4610] lr: 2.378e-03, eta: 2:12:00, time: 1.366, data_time: 0.001, memory: 10561, loss_action_cls: 0.0306, recall@thr=0.5: 0.7529, prec@thr=0.5: 0.8343, recall@top3: 0.8460, prec@top3: 0.6799, recall@top5: 0.9444, prec@top5: 0.4671, loss: 0.0306, grad_norm: 0.2572 2021-04-17 17:37:23,310 - mmaction - INFO - Epoch [9][3480/4610] lr: 2.361e-03, eta: 2:11:33, time: 1.370, data_time: 0.002, memory: 10561, loss_action_cls: 0.0304, recall@thr=0.5: 0.7622, prec@thr=0.5: 0.8161, recall@top3: 0.8457, prec@top3: 0.6767, recall@top5: 0.9525, prec@top5: 0.4698, loss: 0.0304, grad_norm: 0.2604 2021-04-17 17:37:50,669 - mmaction - INFO - Epoch [9][3500/4610] lr: 2.345e-03, eta: 2:11:05, time: 1.368, data_time: 0.001, memory: 10561, loss_action_cls: 0.0311, recall@thr=0.5: 0.7497, prec@thr=0.5: 0.8291, recall@top3: 0.8531, prec@top3: 0.6916, recall@top5: 0.9522, prec@top5: 0.4742, loss: 0.0311, grad_norm: 0.2443 2021-04-17 17:38:17,811 - mmaction - INFO - Epoch [9][3520/4610] lr: 2.329e-03, eta: 2:10:38, time: 1.357, data_time: 0.001, memory: 10561, loss_action_cls: 0.0309, recall@thr=0.5: 0.7627, prec@thr=0.5: 0.8197, recall@top3: 0.8550, prec@top3: 0.6894, recall@top5: 0.9534, prec@top5: 0.4717, loss: 0.0309, grad_norm: 0.2656 2021-04-17 17:38:44,970 - mmaction - INFO - Epoch [9][3540/4610] lr: 2.313e-03, eta: 2:10:10, time: 1.357, data_time: 0.001, memory: 10561, loss_action_cls: 0.0299, recall@thr=0.5: 0.7624, prec@thr=0.5: 0.8237, recall@top3: 0.8580, prec@top3: 0.7008, recall@top5: 0.9541, prec@top5: 0.4783, loss: 0.0299, grad_norm: 0.2568 2021-04-17 17:39:12,312 - mmaction - INFO - Epoch [9][3560/4610] lr: 2.297e-03, eta: 2:09:43, time: 1.368, data_time: 0.002, memory: 10561, loss_action_cls: 0.0318, recall@thr=0.5: 0.7521, prec@thr=0.5: 0.8280, recall@top3: 0.8392, prec@top3: 0.6952, recall@top5: 0.9481, prec@top5: 0.4836, loss: 0.0318, grad_norm: 0.2640 2021-04-17 17:39:40,572 - mmaction - INFO - Epoch [9][3580/4610] lr: 2.281e-03, eta: 2:09:15, time: 1.413, data_time: 0.001, memory: 10561, loss_action_cls: 0.0312, recall@thr=0.5: 0.7716, prec@thr=0.5: 0.8281, recall@top3: 0.8444, prec@top3: 0.6928, recall@top5: 0.9518, prec@top5: 0.4802, loss: 0.0312, grad_norm: 0.2643 2021-04-17 17:40:08,019 - mmaction - INFO - Epoch [9][3600/4610] lr: 2.265e-03, eta: 2:08:48, time: 1.372, data_time: 0.001, memory: 10561, loss_action_cls: 0.0324, recall@thr=0.5: 0.7573, prec@thr=0.5: 0.8156, recall@top3: 0.8393, prec@top3: 0.6778, recall@top5: 0.9495, prec@top5: 0.4742, loss: 0.0324, grad_norm: 0.2705 2021-04-17 17:40:35,017 - mmaction - INFO - Epoch [9][3620/4610] lr: 2.249e-03, eta: 2:08:20, time: 1.350, data_time: 0.001, memory: 10561, loss_action_cls: 0.0327, recall@thr=0.5: 0.7434, prec@thr=0.5: 0.8028, recall@top3: 0.8252, prec@top3: 0.6824, recall@top5: 0.9463, prec@top5: 0.4789, loss: 0.0327, grad_norm: 0.2684 2021-04-17 17:41:02,207 - mmaction - INFO - Epoch [9][3640/4610] lr: 2.233e-03, eta: 2:07:53, time: 1.359, data_time: 0.001, memory: 10561, loss_action_cls: 0.0309, recall@thr=0.5: 0.7494, prec@thr=0.5: 0.8097, recall@top3: 0.8556, prec@top3: 0.6777, recall@top5: 0.9499, prec@top5: 0.4642, loss: 0.0309, grad_norm: 0.2621 2021-04-17 17:41:30,015 - mmaction - INFO - Epoch [9][3660/4610] lr: 2.217e-03, eta: 2:07:25, time: 1.389, data_time: 0.001, memory: 10561, loss_action_cls: 0.0310, recall@thr=0.5: 0.7533, prec@thr=0.5: 0.8215, recall@top3: 0.8437, prec@top3: 0.6867, recall@top5: 0.9521, prec@top5: 0.4791, loss: 0.0310, grad_norm: 0.2680 2021-04-17 17:41:57,246 - mmaction - INFO - Epoch [9][3680/4610] lr: 2.202e-03, eta: 2:06:58, time: 1.361, data_time: 0.002, memory: 10561, loss_action_cls: 0.0313, recall@thr=0.5: 0.7590, prec@thr=0.5: 0.8291, recall@top3: 0.8449, prec@top3: 0.6915, recall@top5: 0.9474, prec@top5: 0.4775, loss: 0.0313, grad_norm: 0.2493 2021-04-17 17:42:24,328 - mmaction - INFO - Epoch [9][3700/4610] lr: 2.186e-03, eta: 2:06:30, time: 1.356, data_time: 0.002, memory: 10561, loss_action_cls: 0.0314, recall@thr=0.5: 0.7449, prec@thr=0.5: 0.8155, recall@top3: 0.8485, prec@top3: 0.6830, recall@top5: 0.9511, prec@top5: 0.4699, loss: 0.0314, grad_norm: 0.2621 2021-04-17 17:42:51,893 - mmaction - INFO - Epoch [9][3720/4610] lr: 2.170e-03, eta: 2:06:03, time: 1.378, data_time: 0.002, memory: 10561, loss_action_cls: 0.0321, recall@thr=0.5: 0.7467, prec@thr=0.5: 0.8195, recall@top3: 0.8462, prec@top3: 0.6850, recall@top5: 0.9432, prec@top5: 0.4689, loss: 0.0321, grad_norm: 0.2701 2021-04-17 17:43:19,707 - mmaction - INFO - Epoch [9][3740/4610] lr: 2.155e-03, eta: 2:05:35, time: 1.390, data_time: 0.001, memory: 10561, loss_action_cls: 0.0314, recall@thr=0.5: 0.7554, prec@thr=0.5: 0.8252, recall@top3: 0.8428, prec@top3: 0.6872, recall@top5: 0.9538, prec@top5: 0.4779, loss: 0.0314, grad_norm: 0.2569 2021-04-17 17:43:47,240 - mmaction - INFO - Epoch [9][3760/4610] lr: 2.139e-03, eta: 2:05:08, time: 1.377, data_time: 0.001, memory: 10561, loss_action_cls: 0.0298, recall@thr=0.5: 0.7776, prec@thr=0.5: 0.8442, recall@top3: 0.8549, prec@top3: 0.7026, recall@top5: 0.9544, prec@top5: 0.4823, loss: 0.0298, grad_norm: 0.2528 2021-04-17 17:44:14,624 - mmaction - INFO - Epoch [9][3780/4610] lr: 2.124e-03, eta: 2:04:40, time: 1.368, data_time: 0.001, memory: 10561, loss_action_cls: 0.0302, recall@thr=0.5: 0.7679, prec@thr=0.5: 0.8214, recall@top3: 0.8606, prec@top3: 0.6987, recall@top5: 0.9553, prec@top5: 0.4770, loss: 0.0302, grad_norm: 0.2636 2021-04-17 17:44:41,838 - mmaction - INFO - Epoch [9][3800/4610] lr: 2.108e-03, eta: 2:04:13, time: 1.361, data_time: 0.002, memory: 10561, loss_action_cls: 0.0314, recall@thr=0.5: 0.7499, prec@thr=0.5: 0.8342, recall@top3: 0.8429, prec@top3: 0.6881, recall@top5: 0.9495, prec@top5: 0.4768, loss: 0.0314, grad_norm: 0.2622 2021-04-17 17:45:09,209 - mmaction - INFO - Epoch [9][3820/4610] lr: 2.093e-03, eta: 2:03:45, time: 1.369, data_time: 0.001, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7491, prec@thr=0.5: 0.8147, recall@top3: 0.8448, prec@top3: 0.6719, recall@top5: 0.9437, prec@top5: 0.4606, loss: 0.0317, grad_norm: 0.2572 2021-04-17 17:45:36,677 - mmaction - INFO - Epoch [9][3840/4610] lr: 2.078e-03, eta: 2:03:18, time: 1.373, data_time: 0.001, memory: 10561, loss_action_cls: 0.0307, recall@thr=0.5: 0.7600, prec@thr=0.5: 0.8239, recall@top3: 0.8514, prec@top3: 0.6931, recall@top5: 0.9504, prec@top5: 0.4751, loss: 0.0307, grad_norm: 0.2534 2021-04-17 17:46:03,917 - mmaction - INFO - Epoch [9][3860/4610] lr: 2.062e-03, eta: 2:02:50, time: 1.362, data_time: 0.001, memory: 10561, loss_action_cls: 0.0303, recall@thr=0.5: 0.7666, prec@thr=0.5: 0.8156, recall@top3: 0.8520, prec@top3: 0.6869, recall@top5: 0.9537, prec@top5: 0.4726, loss: 0.0303, grad_norm: 0.2559 2021-04-17 17:46:31,611 - mmaction - INFO - Epoch [9][3880/4610] lr: 2.047e-03, eta: 2:02:23, time: 1.384, data_time: 0.001, memory: 10561, loss_action_cls: 0.0316, recall@thr=0.5: 0.7546, prec@thr=0.5: 0.8255, recall@top3: 0.8484, prec@top3: 0.6891, recall@top5: 0.9556, prec@top5: 0.4760, loss: 0.0316, grad_norm: 0.2702 2021-04-17 17:46:59,058 - mmaction - INFO - Epoch [9][3900/4610] lr: 2.032e-03, eta: 2:01:55, time: 1.373, data_time: 0.002, memory: 10561, loss_action_cls: 0.0312, recall@thr=0.5: 0.7547, prec@thr=0.5: 0.8267, recall@top3: 0.8499, prec@top3: 0.6833, recall@top5: 0.9525, prec@top5: 0.4715, loss: 0.0312, grad_norm: 0.2657 2021-04-17 17:47:26,476 - mmaction - INFO - Epoch [9][3920/4610] lr: 2.017e-03, eta: 2:01:28, time: 1.371, data_time: 0.001, memory: 10561, loss_action_cls: 0.0310, recall@thr=0.5: 0.7586, prec@thr=0.5: 0.8152, recall@top3: 0.8459, prec@top3: 0.6766, recall@top5: 0.9483, prec@top5: 0.4642, loss: 0.0310, grad_norm: 0.2550 2021-04-17 17:47:53,958 - mmaction - INFO - Epoch [9][3940/4610] lr: 2.002e-03, eta: 2:01:00, time: 1.374, data_time: 0.001, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7531, prec@thr=0.5: 0.8201, recall@top3: 0.8429, prec@top3: 0.6801, recall@top5: 0.9530, prec@top5: 0.4748, loss: 0.0320, grad_norm: 0.2622 2021-04-17 17:48:20,960 - mmaction - INFO - Epoch [9][3960/4610] lr: 1.987e-03, eta: 2:00:33, time: 1.349, data_time: 0.001, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7643, prec@thr=0.5: 0.8290, recall@top3: 0.8418, prec@top3: 0.6928, recall@top5: 0.9444, prec@top5: 0.4773, loss: 0.0322, grad_norm: 0.2702 2021-04-17 17:48:48,861 - mmaction - INFO - Epoch [9][3980/4610] lr: 1.972e-03, eta: 2:00:05, time: 1.396, data_time: 0.002, memory: 10561, loss_action_cls: 0.0309, recall@thr=0.5: 0.7632, prec@thr=0.5: 0.8172, recall@top3: 0.8496, prec@top3: 0.6862, recall@top5: 0.9477, prec@top5: 0.4712, loss: 0.0309, grad_norm: 0.2616 2021-04-17 17:49:16,420 - mmaction - INFO - Epoch [9][4000/4610] lr: 1.957e-03, eta: 1:59:38, time: 1.378, data_time: 0.001, memory: 10561, loss_action_cls: 0.0318, recall@thr=0.5: 0.7488, prec@thr=0.5: 0.8234, recall@top3: 0.8481, prec@top3: 0.6893, recall@top5: 0.9493, prec@top5: 0.4744, loss: 0.0318, grad_norm: 0.2573 2021-04-17 17:49:43,930 - mmaction - INFO - Epoch [9][4020/4610] lr: 1.942e-03, eta: 1:59:10, time: 1.376, data_time: 0.001, memory: 10561, loss_action_cls: 0.0297, recall@thr=0.5: 0.7580, prec@thr=0.5: 0.8238, recall@top3: 0.8508, prec@top3: 0.6814, recall@top5: 0.9609, prec@top5: 0.4736, loss: 0.0297, grad_norm: 0.2431 2021-04-17 17:50:11,311 - mmaction - INFO - Epoch [9][4040/4610] lr: 1.928e-03, eta: 1:58:43, time: 1.369, data_time: 0.001, memory: 10561, loss_action_cls: 0.0303, recall@thr=0.5: 0.7574, prec@thr=0.5: 0.8348, recall@top3: 0.8513, prec@top3: 0.6907, recall@top5: 0.9565, prec@top5: 0.4776, loss: 0.0303, grad_norm: 0.2551 2021-04-17 17:50:38,652 - mmaction - INFO - Epoch [9][4060/4610] lr: 1.913e-03, eta: 1:58:15, time: 1.366, data_time: 0.001, memory: 10561, loss_action_cls: 0.0303, recall@thr=0.5: 0.7636, prec@thr=0.5: 0.8249, recall@top3: 0.8587, prec@top3: 0.6913, recall@top5: 0.9520, prec@top5: 0.4723, loss: 0.0303, grad_norm: 0.2612 2021-04-17 17:51:06,360 - mmaction - INFO - Epoch [9][4080/4610] lr: 1.898e-03, eta: 1:57:48, time: 1.385, data_time: 0.026, memory: 10561, loss_action_cls: 0.0307, recall@thr=0.5: 0.7681, prec@thr=0.5: 0.8260, recall@top3: 0.8538, prec@top3: 0.6881, recall@top5: 0.9536, prec@top5: 0.4722, loss: 0.0307, grad_norm: 0.2538 2021-04-17 17:51:33,692 - mmaction - INFO - Epoch [9][4100/4610] lr: 1.884e-03, eta: 1:57:20, time: 1.368, data_time: 0.002, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7472, prec@thr=0.5: 0.8190, recall@top3: 0.8395, prec@top3: 0.6777, recall@top5: 0.9484, prec@top5: 0.4717, loss: 0.0315, grad_norm: 0.2558 2021-04-17 17:52:00,973 - mmaction - INFO - Epoch [9][4120/4610] lr: 1.869e-03, eta: 1:56:53, time: 1.364, data_time: 0.001, memory: 10561, loss_action_cls: 0.0323, recall@thr=0.5: 0.7453, prec@thr=0.5: 0.8086, recall@top3: 0.8418, prec@top3: 0.6752, recall@top5: 0.9467, prec@top5: 0.4645, loss: 0.0323, grad_norm: 0.2737 2021-04-17 17:52:28,294 - mmaction - INFO - Epoch [9][4140/4610] lr: 1.855e-03, eta: 1:56:25, time: 1.366, data_time: 0.001, memory: 10561, loss_action_cls: 0.0318, recall@thr=0.5: 0.7565, prec@thr=0.5: 0.8245, recall@top3: 0.8403, prec@top3: 0.6878, recall@top5: 0.9486, prec@top5: 0.4793, loss: 0.0318, grad_norm: 0.2660 2021-04-17 17:52:55,397 - mmaction - INFO - Epoch [9][4160/4610] lr: 1.840e-03, eta: 1:55:57, time: 1.354, data_time: 0.005, memory: 10561, loss_action_cls: 0.0314, recall@thr=0.5: 0.7684, prec@thr=0.5: 0.8304, recall@top3: 0.8488, prec@top3: 0.6791, recall@top5: 0.9468, prec@top5: 0.4659, loss: 0.0314, grad_norm: 0.2522 2021-04-17 17:53:23,702 - mmaction - INFO - Epoch [9][4180/4610] lr: 1.826e-03, eta: 1:55:30, time: 1.416, data_time: 0.002, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7478, prec@thr=0.5: 0.8231, recall@top3: 0.8385, prec@top3: 0.6793, recall@top5: 0.9483, prec@top5: 0.4702, loss: 0.0317, grad_norm: 0.2648 2021-04-17 17:53:51,045 - mmaction - INFO - Epoch [9][4200/4610] lr: 1.812e-03, eta: 1:55:03, time: 1.367, data_time: 0.001, memory: 10561, loss_action_cls: 0.0314, recall@thr=0.5: 0.7421, prec@thr=0.5: 0.8225, recall@top3: 0.8488, prec@top3: 0.6916, recall@top5: 0.9458, prec@top5: 0.4733, loss: 0.0314, grad_norm: 0.2593 2021-04-17 17:54:18,502 - mmaction - INFO - Epoch [9][4220/4610] lr: 1.797e-03, eta: 1:54:35, time: 1.373, data_time: 0.001, memory: 10561, loss_action_cls: 0.0316, recall@thr=0.5: 0.7524, prec@thr=0.5: 0.8169, recall@top3: 0.8414, prec@top3: 0.6771, recall@top5: 0.9504, prec@top5: 0.4678, loss: 0.0316, grad_norm: 0.2610 2021-04-17 17:54:45,986 - mmaction - INFO - Epoch [9][4240/4610] lr: 1.783e-03, eta: 1:54:08, time: 1.373, data_time: 0.001, memory: 10561, loss_action_cls: 0.0324, recall@thr=0.5: 0.7416, prec@thr=0.5: 0.8118, recall@top3: 0.8334, prec@top3: 0.6762, recall@top5: 0.9404, prec@top5: 0.4697, loss: 0.0324, grad_norm: 0.2682 2021-04-17 17:55:13,473 - mmaction - INFO - Epoch [9][4260/4610] lr: 1.769e-03, eta: 1:53:40, time: 1.375, data_time: 0.002, memory: 10561, loss_action_cls: 0.0321, recall@thr=0.5: 0.7552, prec@thr=0.5: 0.8142, recall@top3: 0.8425, prec@top3: 0.6828, recall@top5: 0.9460, prec@top5: 0.4704, loss: 0.0321, grad_norm: 0.2617 2021-04-17 17:55:40,342 - mmaction - INFO - Epoch [9][4280/4610] lr: 1.755e-03, eta: 1:53:12, time: 1.342, data_time: 0.001, memory: 10561, loss_action_cls: 0.0319, recall@thr=0.5: 0.7416, prec@thr=0.5: 0.8266, recall@top3: 0.8460, prec@top3: 0.6662, recall@top5: 0.9475, prec@top5: 0.4599, loss: 0.0319, grad_norm: 0.2819 2021-04-17 17:56:07,978 - mmaction - INFO - Epoch [9][4300/4610] lr: 1.741e-03, eta: 1:52:45, time: 1.382, data_time: 0.002, memory: 10561, loss_action_cls: 0.0307, recall@thr=0.5: 0.7524, prec@thr=0.5: 0.8256, recall@top3: 0.8462, prec@top3: 0.6841, recall@top5: 0.9504, prec@top5: 0.4727, loss: 0.0307, grad_norm: 0.2568 2021-04-17 17:56:35,469 - mmaction - INFO - Epoch [9][4320/4610] lr: 1.727e-03, eta: 1:52:17, time: 1.375, data_time: 0.002, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7483, prec@thr=0.5: 0.8151, recall@top3: 0.8401, prec@top3: 0.6819, recall@top5: 0.9495, prec@top5: 0.4723, loss: 0.0315, grad_norm: 0.2598 2021-04-17 17:57:03,039 - mmaction - INFO - Epoch [9][4340/4610] lr: 1.713e-03, eta: 1:51:50, time: 1.379, data_time: 0.001, memory: 10561, loss_action_cls: 0.0314, recall@thr=0.5: 0.7603, prec@thr=0.5: 0.8289, recall@top3: 0.8511, prec@top3: 0.6807, recall@top5: 0.9504, prec@top5: 0.4671, loss: 0.0314, grad_norm: 0.2555 2021-04-17 17:57:30,252 - mmaction - INFO - Epoch [9][4360/4610] lr: 1.699e-03, eta: 1:51:22, time: 1.359, data_time: 0.001, memory: 10561, loss_action_cls: 0.0319, recall@thr=0.5: 0.7509, prec@thr=0.5: 0.8184, recall@top3: 0.8430, prec@top3: 0.6854, recall@top5: 0.9470, prec@top5: 0.4755, loss: 0.0319, grad_norm: 0.2727 2021-04-17 17:57:57,382 - mmaction - INFO - Epoch [9][4380/4610] lr: 1.685e-03, eta: 1:50:55, time: 1.356, data_time: 0.002, memory: 10561, loss_action_cls: 0.0299, recall@thr=0.5: 0.7632, prec@thr=0.5: 0.8343, recall@top3: 0.8509, prec@top3: 0.6919, recall@top5: 0.9531, prec@top5: 0.4757, loss: 0.0299, grad_norm: 0.2481 2021-04-17 17:58:24,771 - mmaction - INFO - Epoch [9][4400/4610] lr: 1.671e-03, eta: 1:50:27, time: 1.371, data_time: 0.002, memory: 10561, loss_action_cls: 0.0293, recall@thr=0.5: 0.7768, prec@thr=0.5: 0.8378, recall@top3: 0.8565, prec@top3: 0.7083, recall@top5: 0.9547, prec@top5: 0.4846, loss: 0.0293, grad_norm: 0.2430 2021-04-17 17:58:51,972 - mmaction - INFO - Epoch [9][4420/4610] lr: 1.658e-03, eta: 1:50:00, time: 1.360, data_time: 0.001, memory: 10561, loss_action_cls: 0.0319, recall@thr=0.5: 0.7567, prec@thr=0.5: 0.8171, recall@top3: 0.8406, prec@top3: 0.6784, recall@top5: 0.9484, prec@top5: 0.4718, loss: 0.0319, grad_norm: 0.2648 2021-04-17 17:59:19,480 - mmaction - INFO - Epoch [9][4440/4610] lr: 1.644e-03, eta: 1:49:32, time: 1.374, data_time: 0.001, memory: 10561, loss_action_cls: 0.0303, recall@thr=0.5: 0.7594, prec@thr=0.5: 0.8158, recall@top3: 0.8550, prec@top3: 0.6800, recall@top5: 0.9564, prec@top5: 0.4689, loss: 0.0303, grad_norm: 0.2688 2021-04-17 17:59:47,165 - mmaction - INFO - Epoch [9][4460/4610] lr: 1.630e-03, eta: 1:49:05, time: 1.385, data_time: 0.002, memory: 10561, loss_action_cls: 0.0309, recall@thr=0.5: 0.7509, prec@thr=0.5: 0.8214, recall@top3: 0.8471, prec@top3: 0.6730, recall@top5: 0.9517, prec@top5: 0.4649, loss: 0.0309, grad_norm: 0.2498 2021-04-17 18:00:15,438 - mmaction - INFO - Epoch [9][4480/4610] lr: 1.617e-03, eta: 1:48:37, time: 1.415, data_time: 0.002, memory: 10561, loss_action_cls: 0.0313, recall@thr=0.5: 0.7491, prec@thr=0.5: 0.8182, recall@top3: 0.8441, prec@top3: 0.6766, recall@top5: 0.9481, prec@top5: 0.4681, loss: 0.0313, grad_norm: 0.2601 2021-04-17 18:00:42,441 - mmaction - INFO - Epoch [9][4500/4610] lr: 1.603e-03, eta: 1:48:10, time: 1.348, data_time: 0.001, memory: 10561, loss_action_cls: 0.0319, recall@thr=0.5: 0.7513, prec@thr=0.5: 0.8153, recall@top3: 0.8383, prec@top3: 0.6930, recall@top5: 0.9526, prec@top5: 0.4822, loss: 0.0319, grad_norm: 0.2747 2021-04-17 18:01:10,049 - mmaction - INFO - Epoch [9][4520/4610] lr: 1.590e-03, eta: 1:47:42, time: 1.381, data_time: 0.003, memory: 10561, loss_action_cls: 0.0313, recall@thr=0.5: 0.7538, prec@thr=0.5: 0.8210, recall@top3: 0.8411, prec@top3: 0.6804, recall@top5: 0.9500, prec@top5: 0.4717, loss: 0.0313, grad_norm: 0.2574 2021-04-17 18:01:37,165 - mmaction - INFO - Epoch [9][4540/4610] lr: 1.577e-03, eta: 1:47:15, time: 1.357, data_time: 0.002, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7564, prec@thr=0.5: 0.8369, recall@top3: 0.8547, prec@top3: 0.6936, recall@top5: 0.9504, prec@top5: 0.4747, loss: 0.0308, grad_norm: 0.2675 2021-04-17 18:02:04,527 - mmaction - INFO - Epoch [9][4560/4610] lr: 1.563e-03, eta: 1:46:47, time: 1.368, data_time: 0.001, memory: 10561, loss_action_cls: 0.0324, recall@thr=0.5: 0.7531, prec@thr=0.5: 0.8077, recall@top3: 0.8443, prec@top3: 0.6844, recall@top5: 0.9481, prec@top5: 0.4731, loss: 0.0324, grad_norm: 0.2578 2021-04-17 18:02:31,692 - mmaction - INFO - Epoch [9][4580/4610] lr: 1.550e-03, eta: 1:46:20, time: 1.357, data_time: 0.001, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7567, prec@thr=0.5: 0.8269, recall@top3: 0.8512, prec@top3: 0.6921, recall@top5: 0.9556, prec@top5: 0.4794, loss: 0.0317, grad_norm: 0.2762 2021-04-17 18:02:59,237 - mmaction - INFO - Epoch [9][4600/4610] lr: 1.537e-03, eta: 1:45:52, time: 1.379, data_time: 0.002, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7554, prec@thr=0.5: 0.8225, recall@top3: 0.8459, prec@top3: 0.6892, recall@top5: 0.9455, prec@top5: 0.4736, loss: 0.0320, grad_norm: 0.2545 2021-04-17 18:03:14,644 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-04-17 18:27:03,114 - mmaction - INFO - Evaluating mAP ... 2021-04-17 18:32:46,688 - mmaction - INFO - mAP@0.5IOU 0.2702 2021-04-17 18:32:48,045 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_9.pth. 2021-04-17 18:32:48,045 - mmaction - INFO - Best mAP@0.5IOU is 0.2702 at 9 epoch. 2021-04-17 18:32:49,176 - mmaction - INFO - Epoch(val) [9][4610] mAP@0.5IOU: 0.2702 2021-04-17 18:34:00,162 - mmaction - INFO - Epoch [10][20/4610] lr: 1.517e-03, eta: 1:45:14, time: 3.549, data_time: 2.211, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7570, prec@thr=0.5: 0.8291, recall@top3: 0.8428, prec@top3: 0.6921, recall@top5: 0.9497, prec@top5: 0.4787, loss: 0.0315, grad_norm: 0.2563 2021-04-17 18:34:27,290 - mmaction - INFO - Epoch [10][40/4610] lr: 1.504e-03, eta: 1:44:47, time: 1.357, data_time: 0.001, memory: 10561, loss_action_cls: 0.0307, recall@thr=0.5: 0.7617, prec@thr=0.5: 0.8360, recall@top3: 0.8451, prec@top3: 0.6988, recall@top5: 0.9520, prec@top5: 0.4848, loss: 0.0307, grad_norm: 0.2541 2021-04-17 18:34:54,707 - mmaction - INFO - Epoch [10][60/4610] lr: 1.491e-03, eta: 1:44:19, time: 1.371, data_time: 0.001, memory: 10561, loss_action_cls: 0.0306, recall@thr=0.5: 0.7652, prec@thr=0.5: 0.8154, recall@top3: 0.8540, prec@top3: 0.6737, recall@top5: 0.9542, prec@top5: 0.4616, loss: 0.0306, grad_norm: 0.2493 2021-04-17 18:35:21,767 - mmaction - INFO - Epoch [10][80/4610] lr: 1.478e-03, eta: 1:43:52, time: 1.353, data_time: 0.001, memory: 10561, loss_action_cls: 0.0305, recall@thr=0.5: 0.7534, prec@thr=0.5: 0.8309, recall@top3: 0.8563, prec@top3: 0.6911, recall@top5: 0.9575, prec@top5: 0.4769, loss: 0.0305, grad_norm: 0.2581 2021-04-17 18:35:48,549 - mmaction - INFO - Epoch [10][100/4610] lr: 1.465e-03, eta: 1:43:24, time: 1.339, data_time: 0.001, memory: 10561, loss_action_cls: 0.0313, recall@thr=0.5: 0.7509, prec@thr=0.5: 0.8257, recall@top3: 0.8471, prec@top3: 0.6932, recall@top5: 0.9531, prec@top5: 0.4813, loss: 0.0313, grad_norm: 0.2590 2021-04-17 18:36:15,728 - mmaction - INFO - Epoch [10][120/4610] lr: 1.452e-03, eta: 1:42:57, time: 1.357, data_time: 0.001, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7556, prec@thr=0.5: 0.8227, recall@top3: 0.8358, prec@top3: 0.6882, recall@top5: 0.9521, prec@top5: 0.4831, loss: 0.0320, grad_norm: 0.2698 2021-04-17 18:36:42,981 - mmaction - INFO - Epoch [10][140/4610] lr: 1.439e-03, eta: 1:42:29, time: 1.363, data_time: 0.002, memory: 10561, loss_action_cls: 0.0307, recall@thr=0.5: 0.7590, prec@thr=0.5: 0.8321, recall@top3: 0.8483, prec@top3: 0.6781, recall@top5: 0.9487, prec@top5: 0.4655, loss: 0.0307, grad_norm: 0.2522 2021-04-17 18:37:10,166 - mmaction - INFO - Epoch [10][160/4610] lr: 1.427e-03, eta: 1:42:01, time: 1.360, data_time: 0.002, memory: 10561, loss_action_cls: 0.0310, recall@thr=0.5: 0.7553, prec@thr=0.5: 0.8319, recall@top3: 0.8446, prec@top3: 0.6793, recall@top5: 0.9504, prec@top5: 0.4699, loss: 0.0310, grad_norm: 0.2536 2021-04-17 18:37:37,600 - mmaction - INFO - Epoch [10][180/4610] lr: 1.414e-03, eta: 1:41:34, time: 1.372, data_time: 0.001, memory: 10561, loss_action_cls: 0.0323, recall@thr=0.5: 0.7629, prec@thr=0.5: 0.8326, recall@top3: 0.8480, prec@top3: 0.7010, recall@top5: 0.9528, prec@top5: 0.4849, loss: 0.0323, grad_norm: 0.2593 2021-04-17 18:38:04,755 - mmaction - INFO - Epoch [10][200/4610] lr: 1.401e-03, eta: 1:41:06, time: 1.358, data_time: 0.001, memory: 10561, loss_action_cls: 0.0314, recall@thr=0.5: 0.7721, prec@thr=0.5: 0.8350, recall@top3: 0.8535, prec@top3: 0.6922, recall@top5: 0.9491, prec@top5: 0.4741, loss: 0.0314, grad_norm: 0.2634 2021-04-17 18:38:32,272 - mmaction - INFO - Epoch [10][220/4610] lr: 1.389e-03, eta: 1:40:39, time: 1.375, data_time: 0.001, memory: 10561, loss_action_cls: 0.0314, recall@thr=0.5: 0.7605, prec@thr=0.5: 0.8261, recall@top3: 0.8432, prec@top3: 0.6934, recall@top5: 0.9491, prec@top5: 0.4803, loss: 0.0314, grad_norm: 0.2648 2021-04-17 18:38:59,920 - mmaction - INFO - Epoch [10][240/4610] lr: 1.376e-03, eta: 1:40:11, time: 1.383, data_time: 0.001, memory: 10561, loss_action_cls: 0.0316, recall@thr=0.5: 0.7518, prec@thr=0.5: 0.8178, recall@top3: 0.8441, prec@top3: 0.6867, recall@top5: 0.9536, prec@top5: 0.4760, loss: 0.0316, grad_norm: 0.2677 2021-04-17 18:39:27,035 - mmaction - INFO - Epoch [10][260/4610] lr: 1.364e-03, eta: 1:39:44, time: 1.355, data_time: 0.001, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8211, recall@top3: 0.8436, prec@top3: 0.6767, recall@top5: 0.9538, prec@top5: 0.4713, loss: 0.0315, grad_norm: 0.2594 2021-04-17 18:39:54,627 - mmaction - INFO - Epoch [10][280/4610] lr: 1.351e-03, eta: 1:39:16, time: 1.380, data_time: 0.002, memory: 10561, loss_action_cls: 0.0314, recall@thr=0.5: 0.7546, prec@thr=0.5: 0.8209, recall@top3: 0.8498, prec@top3: 0.6964, recall@top5: 0.9510, prec@top5: 0.4774, loss: 0.0314, grad_norm: 0.2529 2021-04-17 18:40:22,122 - mmaction - INFO - Epoch [10][300/4610] lr: 1.339e-03, eta: 1:38:49, time: 1.375, data_time: 0.001, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7598, prec@thr=0.5: 0.8106, recall@top3: 0.8446, prec@top3: 0.6846, recall@top5: 0.9537, prec@top5: 0.4735, loss: 0.0308, grad_norm: 0.2721 2021-04-17 18:40:49,392 - mmaction - INFO - Epoch [10][320/4610] lr: 1.327e-03, eta: 1:38:21, time: 1.363, data_time: 0.001, memory: 10561, loss_action_cls: 0.0324, recall@thr=0.5: 0.7370, prec@thr=0.5: 0.8187, recall@top3: 0.8445, prec@top3: 0.6894, recall@top5: 0.9470, prec@top5: 0.4748, loss: 0.0324, grad_norm: 0.2716 2021-04-17 18:41:16,478 - mmaction - INFO - Epoch [10][340/4610] lr: 1.314e-03, eta: 1:37:54, time: 1.354, data_time: 0.002, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7576, prec@thr=0.5: 0.8167, recall@top3: 0.8353, prec@top3: 0.6814, recall@top5: 0.9464, prec@top5: 0.4761, loss: 0.0322, grad_norm: 0.2762 2021-04-17 18:41:43,385 - mmaction - INFO - Epoch [10][360/4610] lr: 1.302e-03, eta: 1:37:26, time: 1.346, data_time: 0.002, memory: 10561, loss_action_cls: 0.0297, recall@thr=0.5: 0.7662, prec@thr=0.5: 0.8270, recall@top3: 0.8592, prec@top3: 0.6987, recall@top5: 0.9525, prec@top5: 0.4759, loss: 0.0297, grad_norm: 0.2680 2021-04-17 18:42:10,496 - mmaction - INFO - Epoch [10][380/4610] lr: 1.290e-03, eta: 1:36:59, time: 1.356, data_time: 0.002, memory: 10561, loss_action_cls: 0.0303, recall@thr=0.5: 0.7637, prec@thr=0.5: 0.8368, recall@top3: 0.8555, prec@top3: 0.6791, recall@top5: 0.9489, prec@top5: 0.4658, loss: 0.0303, grad_norm: 0.2537 2021-04-17 18:42:38,192 - mmaction - INFO - Epoch [10][400/4610] lr: 1.278e-03, eta: 1:36:31, time: 1.385, data_time: 0.001, memory: 10561, loss_action_cls: 0.0303, recall@thr=0.5: 0.7617, prec@thr=0.5: 0.8342, recall@top3: 0.8514, prec@top3: 0.6907, recall@top5: 0.9521, prec@top5: 0.4765, loss: 0.0303, grad_norm: 0.2569 2021-04-17 18:43:05,964 - mmaction - INFO - Epoch [10][420/4610] lr: 1.266e-03, eta: 1:36:04, time: 1.388, data_time: 0.016, memory: 10561, loss_action_cls: 0.0332, recall@thr=0.5: 0.7393, prec@thr=0.5: 0.8070, recall@top3: 0.8322, prec@top3: 0.6803, recall@top5: 0.9434, prec@top5: 0.4738, loss: 0.0332, grad_norm: 0.2713 2021-04-17 18:43:33,806 - mmaction - INFO - Epoch [10][440/4610] lr: 1.254e-03, eta: 1:35:36, time: 1.393, data_time: 0.002, memory: 10561, loss_action_cls: 0.0309, recall@thr=0.5: 0.7665, prec@thr=0.5: 0.8240, recall@top3: 0.8455, prec@top3: 0.6863, recall@top5: 0.9536, prec@top5: 0.4757, loss: 0.0309, grad_norm: 0.2565 2021-04-17 18:44:01,244 - mmaction - INFO - Epoch [10][460/4610] lr: 1.242e-03, eta: 1:35:09, time: 1.372, data_time: 0.001, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7580, prec@thr=0.5: 0.8139, recall@top3: 0.8436, prec@top3: 0.6963, recall@top5: 0.9413, prec@top5: 0.4769, loss: 0.0317, grad_norm: 0.2649 2021-04-17 18:44:28,572 - mmaction - INFO - Epoch [10][480/4610] lr: 1.230e-03, eta: 1:34:41, time: 1.365, data_time: 0.001, memory: 10561, loss_action_cls: 0.0307, recall@thr=0.5: 0.7653, prec@thr=0.5: 0.8259, recall@top3: 0.8443, prec@top3: 0.6781, recall@top5: 0.9466, prec@top5: 0.4675, loss: 0.0307, grad_norm: 0.2490 2021-04-17 18:44:55,799 - mmaction - INFO - Epoch [10][500/4610] lr: 1.218e-03, eta: 1:34:13, time: 1.362, data_time: 0.002, memory: 10561, loss_action_cls: 0.0299, recall@thr=0.5: 0.7599, prec@thr=0.5: 0.8386, recall@top3: 0.8571, prec@top3: 0.6939, recall@top5: 0.9517, prec@top5: 0.4738, loss: 0.0299, grad_norm: 0.2511 2021-04-17 18:45:23,067 - mmaction - INFO - Epoch [10][520/4610] lr: 1.207e-03, eta: 1:33:46, time: 1.363, data_time: 0.002, memory: 10561, loss_action_cls: 0.0310, recall@thr=0.5: 0.7711, prec@thr=0.5: 0.8205, recall@top3: 0.8499, prec@top3: 0.6922, recall@top5: 0.9519, prec@top5: 0.4749, loss: 0.0310, grad_norm: 0.2555 2021-04-17 18:45:50,459 - mmaction - INFO - Epoch [10][540/4610] lr: 1.195e-03, eta: 1:33:18, time: 1.371, data_time: 0.002, memory: 10561, loss_action_cls: 0.0305, recall@thr=0.5: 0.7564, prec@thr=0.5: 0.8241, recall@top3: 0.8496, prec@top3: 0.6865, recall@top5: 0.9559, prec@top5: 0.4749, loss: 0.0305, grad_norm: 0.2681 2021-04-17 18:46:17,807 - mmaction - INFO - Epoch [10][560/4610] lr: 1.183e-03, eta: 1:32:51, time: 1.367, data_time: 0.001, memory: 10561, loss_action_cls: 0.0304, recall@thr=0.5: 0.7635, prec@thr=0.5: 0.8220, recall@top3: 0.8486, prec@top3: 0.6953, recall@top5: 0.9513, prec@top5: 0.4803, loss: 0.0304, grad_norm: 0.2591 2021-04-17 18:46:45,282 - mmaction - INFO - Epoch [10][580/4610] lr: 1.172e-03, eta: 1:32:23, time: 1.374, data_time: 0.001, memory: 10561, loss_action_cls: 0.0301, recall@thr=0.5: 0.7755, prec@thr=0.5: 0.8147, recall@top3: 0.8538, prec@top3: 0.6821, recall@top5: 0.9515, prec@top5: 0.4669, loss: 0.0301, grad_norm: 0.2504 2021-04-17 18:47:12,412 - mmaction - INFO - Epoch [10][600/4610] lr: 1.160e-03, eta: 1:31:56, time: 1.355, data_time: 0.001, memory: 10561, loss_action_cls: 0.0326, recall@thr=0.5: 0.7417, prec@thr=0.5: 0.8248, recall@top3: 0.8428, prec@top3: 0.6844, recall@top5: 0.9478, prec@top5: 0.4733, loss: 0.0326, grad_norm: 0.2659 2021-04-17 18:47:39,978 - mmaction - INFO - Epoch [10][620/4610] lr: 1.149e-03, eta: 1:31:28, time: 1.380, data_time: 0.002, memory: 10561, loss_action_cls: 0.0313, recall@thr=0.5: 0.7513, prec@thr=0.5: 0.8166, recall@top3: 0.8452, prec@top3: 0.6817, recall@top5: 0.9557, prec@top5: 0.4745, loss: 0.0313, grad_norm: 0.2611 2021-04-17 18:48:07,285 - mmaction - INFO - Epoch [10][640/4610] lr: 1.137e-03, eta: 1:31:01, time: 1.365, data_time: 0.001, memory: 10561, loss_action_cls: 0.0303, recall@thr=0.5: 0.7554, prec@thr=0.5: 0.8121, recall@top3: 0.8591, prec@top3: 0.6823, recall@top5: 0.9536, prec@top5: 0.4650, loss: 0.0303, grad_norm: 0.2586 2021-04-17 18:48:34,410 - mmaction - INFO - Epoch [10][660/4610] lr: 1.126e-03, eta: 1:30:33, time: 1.355, data_time: 0.001, memory: 10561, loss_action_cls: 0.0310, recall@thr=0.5: 0.7416, prec@thr=0.5: 0.8212, recall@top3: 0.8391, prec@top3: 0.7023, recall@top5: 0.9538, prec@top5: 0.4893, loss: 0.0310, grad_norm: 0.2701 2021-04-17 18:49:01,922 - mmaction - INFO - Epoch [10][680/4610] lr: 1.115e-03, eta: 1:30:06, time: 1.375, data_time: 0.002, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7458, prec@thr=0.5: 0.8112, recall@top3: 0.8403, prec@top3: 0.6734, recall@top5: 0.9468, prec@top5: 0.4647, loss: 0.0320, grad_norm: 0.2714 2021-04-17 18:49:29,151 - mmaction - INFO - Epoch [10][700/4610] lr: 1.103e-03, eta: 1:29:38, time: 1.362, data_time: 0.002, memory: 10561, loss_action_cls: 0.0312, recall@thr=0.5: 0.7514, prec@thr=0.5: 0.8079, recall@top3: 0.8362, prec@top3: 0.6852, recall@top5: 0.9480, prec@top5: 0.4786, loss: 0.0312, grad_norm: 0.2581 2021-04-17 18:49:56,533 - mmaction - INFO - Epoch [10][720/4610] lr: 1.092e-03, eta: 1:29:11, time: 1.369, data_time: 0.001, memory: 10561, loss_action_cls: 0.0305, recall@thr=0.5: 0.7587, prec@thr=0.5: 0.8310, recall@top3: 0.8396, prec@top3: 0.6933, recall@top5: 0.9469, prec@top5: 0.4822, loss: 0.0305, grad_norm: 0.2552 2021-04-17 18:50:23,984 - mmaction - INFO - Epoch [10][740/4610] lr: 1.081e-03, eta: 1:28:43, time: 1.372, data_time: 0.002, memory: 10561, loss_action_cls: 0.0297, recall@thr=0.5: 0.7745, prec@thr=0.5: 0.8276, recall@top3: 0.8596, prec@top3: 0.7047, recall@top5: 0.9557, prec@top5: 0.4808, loss: 0.0297, grad_norm: 0.2568 2021-04-17 18:50:51,631 - mmaction - INFO - Epoch [10][760/4610] lr: 1.070e-03, eta: 1:28:16, time: 1.383, data_time: 0.002, memory: 10561, loss_action_cls: 0.0316, recall@thr=0.5: 0.7586, prec@thr=0.5: 0.8154, recall@top3: 0.8452, prec@top3: 0.6929, recall@top5: 0.9493, prec@top5: 0.4781, loss: 0.0316, grad_norm: 0.2527 2021-04-17 18:51:18,888 - mmaction - INFO - Epoch [10][780/4610] lr: 1.059e-03, eta: 1:27:48, time: 1.363, data_time: 0.002, memory: 10561, loss_action_cls: 0.0307, recall@thr=0.5: 0.7551, prec@thr=0.5: 0.8310, recall@top3: 0.8531, prec@top3: 0.6804, recall@top5: 0.9547, prec@top5: 0.4687, loss: 0.0307, grad_norm: 0.2611 2021-04-17 18:51:46,096 - mmaction - INFO - Epoch [10][800/4610] lr: 1.048e-03, eta: 1:27:21, time: 1.361, data_time: 0.002, memory: 10561, loss_action_cls: 0.0301, recall@thr=0.5: 0.7705, prec@thr=0.5: 0.8383, recall@top3: 0.8391, prec@top3: 0.7062, recall@top5: 0.9557, prec@top5: 0.4943, loss: 0.0301, grad_norm: 0.2580 2021-04-17 18:52:13,417 - mmaction - INFO - Epoch [10][820/4610] lr: 1.037e-03, eta: 1:26:53, time: 1.365, data_time: 0.001, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7541, prec@thr=0.5: 0.8105, recall@top3: 0.8432, prec@top3: 0.6766, recall@top5: 0.9498, prec@top5: 0.4688, loss: 0.0322, grad_norm: 0.2716 2021-04-17 18:52:40,562 - mmaction - INFO - Epoch [10][840/4610] lr: 1.026e-03, eta: 1:26:25, time: 1.357, data_time: 0.002, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7413, prec@thr=0.5: 0.8168, recall@top3: 0.8440, prec@top3: 0.6847, recall@top5: 0.9526, prec@top5: 0.4773, loss: 0.0317, grad_norm: 0.2620 2021-04-17 18:53:07,812 - mmaction - INFO - Epoch [10][860/4610] lr: 1.015e-03, eta: 1:25:58, time: 1.363, data_time: 0.003, memory: 10561, loss_action_cls: 0.0314, recall@thr=0.5: 0.7413, prec@thr=0.5: 0.8163, recall@top3: 0.8447, prec@top3: 0.6785, recall@top5: 0.9542, prec@top5: 0.4720, loss: 0.0314, grad_norm: 0.2628 2021-04-17 18:53:35,310 - mmaction - INFO - Epoch [10][880/4610] lr: 1.005e-03, eta: 1:25:30, time: 1.375, data_time: 0.001, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7568, prec@thr=0.5: 0.8202, recall@top3: 0.8468, prec@top3: 0.6854, recall@top5: 0.9493, prec@top5: 0.4734, loss: 0.0308, grad_norm: 0.2548 2021-04-17 18:54:02,376 - mmaction - INFO - Epoch [10][900/4610] lr: 9.940e-04, eta: 1:25:03, time: 1.353, data_time: 0.001, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7499, prec@thr=0.5: 0.8232, recall@top3: 0.8554, prec@top3: 0.6982, recall@top5: 0.9548, prec@top5: 0.4777, loss: 0.0308, grad_norm: 0.2669 2021-04-17 18:54:29,945 - mmaction - INFO - Epoch [10][920/4610] lr: 9.834e-04, eta: 1:24:35, time: 1.379, data_time: 0.001, memory: 10561, loss_action_cls: 0.0313, recall@thr=0.5: 0.7601, prec@thr=0.5: 0.8222, recall@top3: 0.8554, prec@top3: 0.6828, recall@top5: 0.9541, prec@top5: 0.4696, loss: 0.0313, grad_norm: 0.2638 2021-04-17 18:54:57,554 - mmaction - INFO - Epoch [10][940/4610] lr: 9.728e-04, eta: 1:24:08, time: 1.380, data_time: 0.001, memory: 10561, loss_action_cls: 0.0309, recall@thr=0.5: 0.7552, prec@thr=0.5: 0.8333, recall@top3: 0.8536, prec@top3: 0.6947, recall@top5: 0.9515, prec@top5: 0.4761, loss: 0.0309, grad_norm: 0.2497 2021-04-17 18:55:26,282 - mmaction - INFO - Epoch [10][960/4610] lr: 9.623e-04, eta: 1:23:40, time: 1.436, data_time: 0.001, memory: 10561, loss_action_cls: 0.0309, recall@thr=0.5: 0.7565, prec@thr=0.5: 0.8177, recall@top3: 0.8452, prec@top3: 0.6776, recall@top5: 0.9492, prec@top5: 0.4681, loss: 0.0309, grad_norm: 0.2557 2021-04-17 18:55:53,920 - mmaction - INFO - Epoch [10][980/4610] lr: 9.518e-04, eta: 1:23:13, time: 1.382, data_time: 0.004, memory: 10561, loss_action_cls: 0.0323, recall@thr=0.5: 0.7486, prec@thr=0.5: 0.8096, recall@top3: 0.8463, prec@top3: 0.6909, recall@top5: 0.9569, prec@top5: 0.4799, loss: 0.0323, grad_norm: 0.2726 2021-04-17 18:56:21,623 - mmaction - INFO - Epoch [10][1000/4610] lr: 9.414e-04, eta: 1:22:45, time: 1.385, data_time: 0.001, memory: 10561, loss_action_cls: 0.0323, recall@thr=0.5: 0.7413, prec@thr=0.5: 0.8168, recall@top3: 0.8443, prec@top3: 0.6860, recall@top5: 0.9492, prec@top5: 0.4756, loss: 0.0323, grad_norm: 0.2664 2021-04-17 18:56:48,634 - mmaction - INFO - Epoch [10][1020/4610] lr: 9.311e-04, eta: 1:22:18, time: 1.351, data_time: 0.001, memory: 10561, loss_action_cls: 0.0303, recall@thr=0.5: 0.7685, prec@thr=0.5: 0.8323, recall@top3: 0.8493, prec@top3: 0.6879, recall@top5: 0.9552, prec@top5: 0.4757, loss: 0.0303, grad_norm: 0.2588 2021-04-17 18:57:16,157 - mmaction - INFO - Epoch [10][1040/4610] lr: 9.208e-04, eta: 1:21:50, time: 1.376, data_time: 0.001, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7535, prec@thr=0.5: 0.8273, recall@top3: 0.8486, prec@top3: 0.6944, recall@top5: 0.9520, prec@top5: 0.4806, loss: 0.0308, grad_norm: 0.2648 2021-04-17 18:57:43,536 - mmaction - INFO - Epoch [10][1060/4610] lr: 9.105e-04, eta: 1:21:23, time: 1.368, data_time: 0.001, memory: 10561, loss_action_cls: 0.0314, recall@thr=0.5: 0.7622, prec@thr=0.5: 0.8156, recall@top3: 0.8488, prec@top3: 0.6847, recall@top5: 0.9503, prec@top5: 0.4720, loss: 0.0314, grad_norm: 0.2604 2021-04-17 18:58:11,063 - mmaction - INFO - Epoch [10][1080/4610] lr: 9.004e-04, eta: 1:20:55, time: 1.376, data_time: 0.001, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7501, prec@thr=0.5: 0.8390, recall@top3: 0.8418, prec@top3: 0.6981, recall@top5: 0.9486, prec@top5: 0.4824, loss: 0.0322, grad_norm: 0.2661 2021-04-17 18:58:38,549 - mmaction - INFO - Epoch [10][1100/4610] lr: 8.902e-04, eta: 1:20:28, time: 1.375, data_time: 0.002, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7578, prec@thr=0.5: 0.8166, recall@top3: 0.8507, prec@top3: 0.6943, recall@top5: 0.9524, prec@top5: 0.4783, loss: 0.0317, grad_norm: 0.2640 2021-04-17 18:59:05,983 - mmaction - INFO - Epoch [10][1120/4610] lr: 8.802e-04, eta: 1:20:00, time: 1.372, data_time: 0.001, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7675, prec@thr=0.5: 0.8294, recall@top3: 0.8422, prec@top3: 0.7050, recall@top5: 0.9509, prec@top5: 0.4896, loss: 0.0317, grad_norm: 0.2658 2021-04-17 18:59:33,278 - mmaction - INFO - Epoch [10][1140/4610] lr: 8.702e-04, eta: 1:19:33, time: 1.365, data_time: 0.001, memory: 10561, loss_action_cls: 0.0297, recall@thr=0.5: 0.7712, prec@thr=0.5: 0.8390, recall@top3: 0.8597, prec@top3: 0.7001, recall@top5: 0.9544, prec@top5: 0.4767, loss: 0.0297, grad_norm: 0.2530 2021-04-17 19:00:00,816 - mmaction - INFO - Epoch [10][1160/4610] lr: 8.602e-04, eta: 1:19:05, time: 1.375, data_time: 0.001, memory: 10561, loss_action_cls: 0.0310, recall@thr=0.5: 0.7618, prec@thr=0.5: 0.8221, recall@top3: 0.8436, prec@top3: 0.6904, recall@top5: 0.9534, prec@top5: 0.4792, loss: 0.0310, grad_norm: 0.2583 2021-04-17 19:00:28,360 - mmaction - INFO - Epoch [10][1180/4610] lr: 8.503e-04, eta: 1:18:38, time: 1.379, data_time: 0.002, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7550, prec@thr=0.5: 0.8135, recall@top3: 0.8462, prec@top3: 0.6901, recall@top5: 0.9548, prec@top5: 0.4793, loss: 0.0315, grad_norm: 0.2560 2021-04-17 19:00:56,004 - mmaction - INFO - Epoch [10][1200/4610] lr: 8.405e-04, eta: 1:18:10, time: 1.381, data_time: 0.001, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7570, prec@thr=0.5: 0.8220, recall@top3: 0.8571, prec@top3: 0.6865, recall@top5: 0.9567, prec@top5: 0.4695, loss: 0.0308, grad_norm: 0.2549 2021-04-17 19:01:23,778 - mmaction - INFO - Epoch [10][1220/4610] lr: 8.307e-04, eta: 1:17:43, time: 1.389, data_time: 0.002, memory: 10561, loss_action_cls: 0.0297, recall@thr=0.5: 0.7653, prec@thr=0.5: 0.8367, recall@top3: 0.8502, prec@top3: 0.6988, recall@top5: 0.9542, prec@top5: 0.4821, loss: 0.0297, grad_norm: 0.2521 2021-04-17 19:01:51,148 - mmaction - INFO - Epoch [10][1240/4610] lr: 8.210e-04, eta: 1:17:15, time: 1.368, data_time: 0.001, memory: 10561, loss_action_cls: 0.0331, recall@thr=0.5: 0.7388, prec@thr=0.5: 0.8112, recall@top3: 0.8373, prec@top3: 0.6723, recall@top5: 0.9458, prec@top5: 0.4671, loss: 0.0331, grad_norm: 0.2757 2021-04-17 19:02:18,666 - mmaction - INFO - Epoch [10][1260/4610] lr: 8.113e-04, eta: 1:16:48, time: 1.376, data_time: 0.001, memory: 10561, loss_action_cls: 0.0307, recall@thr=0.5: 0.7594, prec@thr=0.5: 0.8240, recall@top3: 0.8466, prec@top3: 0.6853, recall@top5: 0.9546, prec@top5: 0.4764, loss: 0.0307, grad_norm: 0.2624 2021-04-17 19:02:45,792 - mmaction - INFO - Epoch [10][1280/4610] lr: 8.017e-04, eta: 1:16:20, time: 1.357, data_time: 0.002, memory: 10561, loss_action_cls: 0.0321, recall@thr=0.5: 0.7469, prec@thr=0.5: 0.8047, recall@top3: 0.8442, prec@top3: 0.6760, recall@top5: 0.9443, prec@top5: 0.4636, loss: 0.0321, grad_norm: 0.2704 2021-04-17 19:03:13,136 - mmaction - INFO - Epoch [10][1300/4610] lr: 7.921e-04, eta: 1:15:53, time: 1.367, data_time: 0.001, memory: 10561, loss_action_cls: 0.0332, recall@thr=0.5: 0.7386, prec@thr=0.5: 0.8070, recall@top3: 0.8358, prec@top3: 0.6832, recall@top5: 0.9471, prec@top5: 0.4770, loss: 0.0332, grad_norm: 0.2815 2021-04-17 19:03:40,662 - mmaction - INFO - Epoch [10][1320/4610] lr: 7.826e-04, eta: 1:15:25, time: 1.376, data_time: 0.001, memory: 10561, loss_action_cls: 0.0310, recall@thr=0.5: 0.7489, prec@thr=0.5: 0.8296, recall@top3: 0.8420, prec@top3: 0.6877, recall@top5: 0.9471, prec@top5: 0.4753, loss: 0.0310, grad_norm: 0.2663 2021-04-17 19:04:07,975 - mmaction - INFO - Epoch [10][1340/4610] lr: 7.732e-04, eta: 1:14:58, time: 1.365, data_time: 0.001, memory: 10561, loss_action_cls: 0.0314, recall@thr=0.5: 0.7569, prec@thr=0.5: 0.8273, recall@top3: 0.8497, prec@top3: 0.6882, recall@top5: 0.9476, prec@top5: 0.4724, loss: 0.0314, grad_norm: 0.2620 2021-04-17 19:04:35,421 - mmaction - INFO - Epoch [10][1360/4610] lr: 7.638e-04, eta: 1:14:30, time: 1.373, data_time: 0.002, memory: 10561, loss_action_cls: 0.0298, recall@thr=0.5: 0.7720, prec@thr=0.5: 0.8272, recall@top3: 0.8556, prec@top3: 0.6887, recall@top5: 0.9519, prec@top5: 0.4718, loss: 0.0298, grad_norm: 0.2550 2021-04-17 19:05:02,707 - mmaction - INFO - Epoch [10][1380/4610] lr: 7.545e-04, eta: 1:14:03, time: 1.365, data_time: 0.001, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7491, prec@thr=0.5: 0.8228, recall@top3: 0.8375, prec@top3: 0.6856, recall@top5: 0.9435, prec@top5: 0.4730, loss: 0.0322, grad_norm: 0.2591 2021-04-17 19:05:30,244 - mmaction - INFO - Epoch [10][1400/4610] lr: 7.452e-04, eta: 1:13:35, time: 1.376, data_time: 0.001, memory: 10561, loss_action_cls: 0.0321, recall@thr=0.5: 0.7433, prec@thr=0.5: 0.8099, recall@top3: 0.8463, prec@top3: 0.6872, recall@top5: 0.9483, prec@top5: 0.4735, loss: 0.0321, grad_norm: 0.2756 2021-04-17 19:05:57,481 - mmaction - INFO - Epoch [10][1420/4610] lr: 7.360e-04, eta: 1:13:08, time: 1.363, data_time: 0.002, memory: 10561, loss_action_cls: 0.0316, recall@thr=0.5: 0.7576, prec@thr=0.5: 0.8220, recall@top3: 0.8423, prec@top3: 0.6869, recall@top5: 0.9483, prec@top5: 0.4763, loss: 0.0316, grad_norm: 0.2689 2021-04-17 19:06:24,759 - mmaction - INFO - Epoch [10][1440/4610] lr: 7.268e-04, eta: 1:12:40, time: 1.364, data_time: 0.001, memory: 10561, loss_action_cls: 0.0301, recall@thr=0.5: 0.7648, prec@thr=0.5: 0.8296, recall@top3: 0.8588, prec@top3: 0.7055, recall@top5: 0.9613, prec@top5: 0.4856, loss: 0.0301, grad_norm: 0.2582 2021-04-17 19:06:51,852 - mmaction - INFO - Epoch [10][1460/4610] lr: 7.177e-04, eta: 1:12:13, time: 1.355, data_time: 0.001, memory: 10561, loss_action_cls: 0.0327, recall@thr=0.5: 0.7513, prec@thr=0.5: 0.8164, recall@top3: 0.8349, prec@top3: 0.6896, recall@top5: 0.9491, prec@top5: 0.4813, loss: 0.0327, grad_norm: 0.2692 2021-04-17 19:07:19,545 - mmaction - INFO - Epoch [10][1480/4610] lr: 7.087e-04, eta: 1:11:45, time: 1.385, data_time: 0.001, memory: 10561, loss_action_cls: 0.0303, recall@thr=0.5: 0.7665, prec@thr=0.5: 0.8223, recall@top3: 0.8489, prec@top3: 0.6918, recall@top5: 0.9585, prec@top5: 0.4792, loss: 0.0303, grad_norm: 0.2502 2021-04-17 19:07:47,037 - mmaction - INFO - Epoch [10][1500/4610] lr: 6.997e-04, eta: 1:11:17, time: 1.375, data_time: 0.001, memory: 10561, loss_action_cls: 0.0324, recall@thr=0.5: 0.7633, prec@thr=0.5: 0.8140, recall@top3: 0.8417, prec@top3: 0.6869, recall@top5: 0.9465, prec@top5: 0.4757, loss: 0.0324, grad_norm: 0.2547 2021-04-17 19:08:14,459 - mmaction - INFO - Epoch [10][1520/4610] lr: 6.907e-04, eta: 1:10:50, time: 1.371, data_time: 0.001, memory: 10561, loss_action_cls: 0.0321, recall@thr=0.5: 0.7353, prec@thr=0.5: 0.8050, recall@top3: 0.8420, prec@top3: 0.6901, recall@top5: 0.9528, prec@top5: 0.4798, loss: 0.0321, grad_norm: 0.2681 2021-04-17 19:08:42,102 - mmaction - INFO - Epoch [10][1540/4610] lr: 6.819e-04, eta: 1:10:22, time: 1.381, data_time: 0.001, memory: 10561, loss_action_cls: 0.0303, recall@thr=0.5: 0.7620, prec@thr=0.5: 0.8144, recall@top3: 0.8545, prec@top3: 0.6724, recall@top5: 0.9486, prec@top5: 0.4591, loss: 0.0303, grad_norm: 0.2621 2021-04-17 19:09:09,668 - mmaction - INFO - Epoch [10][1560/4610] lr: 6.730e-04, eta: 1:09:55, time: 1.379, data_time: 0.002, memory: 10561, loss_action_cls: 0.0303, recall@thr=0.5: 0.7634, prec@thr=0.5: 0.8341, recall@top3: 0.8572, prec@top3: 0.6792, recall@top5: 0.9484, prec@top5: 0.4621, loss: 0.0303, grad_norm: 0.2573 2021-04-17 19:09:37,150 - mmaction - INFO - Epoch [10][1580/4610] lr: 6.643e-04, eta: 1:09:27, time: 1.373, data_time: 0.001, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7500, prec@thr=0.5: 0.8242, recall@top3: 0.8473, prec@top3: 0.6877, recall@top5: 0.9480, prec@top5: 0.4748, loss: 0.0308, grad_norm: 0.2516 2021-04-17 19:10:04,233 - mmaction - INFO - Epoch [10][1600/4610] lr: 6.556e-04, eta: 1:09:00, time: 1.355, data_time: 0.002, memory: 10561, loss_action_cls: 0.0314, recall@thr=0.5: 0.7506, prec@thr=0.5: 0.8359, recall@top3: 0.8412, prec@top3: 0.6823, recall@top5: 0.9479, prec@top5: 0.4724, loss: 0.0314, grad_norm: 0.2605 2021-04-17 19:10:31,832 - mmaction - INFO - Epoch [10][1620/4610] lr: 6.469e-04, eta: 1:08:32, time: 1.380, data_time: 0.001, memory: 10561, loss_action_cls: 0.0298, recall@thr=0.5: 0.7698, prec@thr=0.5: 0.8286, recall@top3: 0.8552, prec@top3: 0.7034, recall@top5: 0.9540, prec@top5: 0.4809, loss: 0.0298, grad_norm: 0.2520 2021-04-17 19:10:59,311 - mmaction - INFO - Epoch [10][1640/4610] lr: 6.383e-04, eta: 1:08:05, time: 1.373, data_time: 0.001, memory: 10561, loss_action_cls: 0.0311, recall@thr=0.5: 0.7655, prec@thr=0.5: 0.8160, recall@top3: 0.8544, prec@top3: 0.6907, recall@top5: 0.9511, prec@top5: 0.4731, loss: 0.0311, grad_norm: 0.2620 2021-04-17 19:11:26,595 - mmaction - INFO - Epoch [10][1660/4610] lr: 6.298e-04, eta: 1:07:37, time: 1.364, data_time: 0.002, memory: 10561, loss_action_cls: 0.0306, recall@thr=0.5: 0.7606, prec@thr=0.5: 0.8280, recall@top3: 0.8465, prec@top3: 0.6801, recall@top5: 0.9511, prec@top5: 0.4706, loss: 0.0306, grad_norm: 0.2608 2021-04-17 19:11:54,099 - mmaction - INFO - Epoch [10][1680/4610] lr: 6.213e-04, eta: 1:07:10, time: 1.377, data_time: 0.002, memory: 10561, loss_action_cls: 0.0310, recall@thr=0.5: 0.7509, prec@thr=0.5: 0.8212, recall@top3: 0.8478, prec@top3: 0.6750, recall@top5: 0.9524, prec@top5: 0.4658, loss: 0.0310, grad_norm: 0.2589 2021-04-17 19:12:21,738 - mmaction - INFO - Epoch [10][1700/4610] lr: 6.129e-04, eta: 1:06:42, time: 1.382, data_time: 0.001, memory: 10561, loss_action_cls: 0.0313, recall@thr=0.5: 0.7511, prec@thr=0.5: 0.8199, recall@top3: 0.8432, prec@top3: 0.6924, recall@top5: 0.9500, prec@top5: 0.4787, loss: 0.0313, grad_norm: 0.2508 2021-04-17 19:12:49,158 - mmaction - INFO - Epoch [10][1720/4610] lr: 6.045e-04, eta: 1:06:15, time: 1.371, data_time: 0.001, memory: 10561, loss_action_cls: 0.0294, recall@thr=0.5: 0.7796, prec@thr=0.5: 0.8390, recall@top3: 0.8651, prec@top3: 0.6947, recall@top5: 0.9562, prec@top5: 0.4726, loss: 0.0294, grad_norm: 0.2474 2021-04-17 19:13:16,637 - mmaction - INFO - Epoch [10][1740/4610] lr: 5.962e-04, eta: 1:05:47, time: 1.373, data_time: 0.001, memory: 10561, loss_action_cls: 0.0323, recall@thr=0.5: 0.7486, prec@thr=0.5: 0.8095, recall@top3: 0.8404, prec@top3: 0.6820, recall@top5: 0.9420, prec@top5: 0.4703, loss: 0.0323, grad_norm: 0.2669 2021-04-17 19:13:43,839 - mmaction - INFO - Epoch [10][1760/4610] lr: 5.880e-04, eta: 1:05:20, time: 1.361, data_time: 0.002, memory: 10561, loss_action_cls: 0.0319, recall@thr=0.5: 0.7597, prec@thr=0.5: 0.8286, recall@top3: 0.8494, prec@top3: 0.7010, recall@top5: 0.9565, prec@top5: 0.4857, loss: 0.0319, grad_norm: 0.2701 2021-04-17 19:14:11,141 - mmaction - INFO - Epoch [10][1780/4610] lr: 5.798e-04, eta: 1:04:52, time: 1.365, data_time: 0.001, memory: 10561, loss_action_cls: 0.0318, recall@thr=0.5: 0.7557, prec@thr=0.5: 0.8058, recall@top3: 0.8466, prec@top3: 0.6790, recall@top5: 0.9478, prec@top5: 0.4663, loss: 0.0318, grad_norm: 0.2631 2021-04-17 19:14:38,394 - mmaction - INFO - Epoch [10][1800/4610] lr: 5.716e-04, eta: 1:04:25, time: 1.363, data_time: 0.001, memory: 10561, loss_action_cls: 0.0301, recall@thr=0.5: 0.7642, prec@thr=0.5: 0.8324, recall@top3: 0.8535, prec@top3: 0.6916, recall@top5: 0.9549, prec@top5: 0.4769, loss: 0.0301, grad_norm: 0.2597 2021-04-17 19:15:05,670 - mmaction - INFO - Epoch [10][1820/4610] lr: 5.635e-04, eta: 1:03:57, time: 1.363, data_time: 0.001, memory: 10561, loss_action_cls: 0.0307, recall@thr=0.5: 0.7542, prec@thr=0.5: 0.8251, recall@top3: 0.8526, prec@top3: 0.6868, recall@top5: 0.9492, prec@top5: 0.4702, loss: 0.0307, grad_norm: 0.2604 2021-04-17 19:15:32,995 - mmaction - INFO - Epoch [10][1840/4610] lr: 5.555e-04, eta: 1:03:30, time: 1.367, data_time: 0.002, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7467, prec@thr=0.5: 0.8194, recall@top3: 0.8358, prec@top3: 0.6773, recall@top5: 0.9500, prec@top5: 0.4734, loss: 0.0320, grad_norm: 0.2708 2021-04-17 19:16:00,563 - mmaction - INFO - Epoch [10][1860/4610] lr: 5.476e-04, eta: 1:03:02, time: 1.378, data_time: 0.001, memory: 10561, loss_action_cls: 0.0300, recall@thr=0.5: 0.7775, prec@thr=0.5: 0.8358, recall@top3: 0.8624, prec@top3: 0.6934, recall@top5: 0.9571, prec@top5: 0.4737, loss: 0.0300, grad_norm: 0.2608 2021-04-17 19:16:27,598 - mmaction - INFO - Epoch [10][1880/4610] lr: 5.396e-04, eta: 1:02:35, time: 1.352, data_time: 0.001, memory: 10561, loss_action_cls: 0.0300, recall@thr=0.5: 0.7555, prec@thr=0.5: 0.8218, recall@top3: 0.8573, prec@top3: 0.6812, recall@top5: 0.9535, prec@top5: 0.4654, loss: 0.0300, grad_norm: 0.2553 2021-04-17 19:16:55,067 - mmaction - INFO - Epoch [10][1900/4610] lr: 5.318e-04, eta: 1:02:07, time: 1.374, data_time: 0.001, memory: 10561, loss_action_cls: 0.0319, recall@thr=0.5: 0.7549, prec@thr=0.5: 0.8211, recall@top3: 0.8401, prec@top3: 0.6955, recall@top5: 0.9521, prec@top5: 0.4838, loss: 0.0319, grad_norm: 0.2597 2021-04-17 19:17:22,395 - mmaction - INFO - Epoch [10][1920/4610] lr: 5.240e-04, eta: 1:01:40, time: 1.366, data_time: 0.001, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7555, prec@thr=0.5: 0.8228, recall@top3: 0.8505, prec@top3: 0.6835, recall@top5: 0.9480, prec@top5: 0.4662, loss: 0.0308, grad_norm: 0.2565 2021-04-17 19:17:49,640 - mmaction - INFO - Epoch [10][1940/4610] lr: 5.163e-04, eta: 1:01:12, time: 1.361, data_time: 0.001, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7478, prec@thr=0.5: 0.8194, recall@top3: 0.8428, prec@top3: 0.6824, recall@top5: 0.9479, prec@top5: 0.4722, loss: 0.0315, grad_norm: 0.2565 2021-04-17 19:18:16,944 - mmaction - INFO - Epoch [10][1960/4610] lr: 5.086e-04, eta: 1:00:45, time: 1.367, data_time: 0.002, memory: 10561, loss_action_cls: 0.0306, recall@thr=0.5: 0.7575, prec@thr=0.5: 0.8295, recall@top3: 0.8496, prec@top3: 0.7047, recall@top5: 0.9554, prec@top5: 0.4865, loss: 0.0306, grad_norm: 0.2614 2021-04-17 19:18:44,284 - mmaction - INFO - Epoch [10][1980/4610] lr: 5.010e-04, eta: 1:00:17, time: 1.367, data_time: 0.001, memory: 10561, loss_action_cls: 0.0323, recall@thr=0.5: 0.7530, prec@thr=0.5: 0.8117, recall@top3: 0.8414, prec@top3: 0.6781, recall@top5: 0.9517, prec@top5: 0.4713, loss: 0.0323, grad_norm: 0.2693 2021-04-17 19:19:11,810 - mmaction - INFO - Epoch [10][2000/4610] lr: 4.934e-04, eta: 0:59:50, time: 1.376, data_time: 0.001, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7554, prec@thr=0.5: 0.8118, recall@top3: 0.8446, prec@top3: 0.6806, recall@top5: 0.9465, prec@top5: 0.4694, loss: 0.0315, grad_norm: 0.2587 2021-04-17 19:19:39,103 - mmaction - INFO - Epoch [10][2020/4610] lr: 4.859e-04, eta: 0:59:22, time: 1.365, data_time: 0.002, memory: 10561, loss_action_cls: 0.0312, recall@thr=0.5: 0.7560, prec@thr=0.5: 0.8270, recall@top3: 0.8504, prec@top3: 0.6870, recall@top5: 0.9488, prec@top5: 0.4716, loss: 0.0312, grad_norm: 0.2531 2021-04-17 19:20:06,425 - mmaction - INFO - Epoch [10][2040/4610] lr: 4.784e-04, eta: 0:58:54, time: 1.367, data_time: 0.002, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7385, prec@thr=0.5: 0.8109, recall@top3: 0.8355, prec@top3: 0.6762, recall@top5: 0.9479, prec@top5: 0.4702, loss: 0.0322, grad_norm: 0.2629 2021-04-17 19:20:33,770 - mmaction - INFO - Epoch [10][2060/4610] lr: 4.710e-04, eta: 0:58:27, time: 1.366, data_time: 0.001, memory: 10561, loss_action_cls: 0.0314, recall@thr=0.5: 0.7619, prec@thr=0.5: 0.8180, recall@top3: 0.8511, prec@top3: 0.6805, recall@top5: 0.9507, prec@top5: 0.4671, loss: 0.0314, grad_norm: 0.2622 2021-04-17 19:21:00,814 - mmaction - INFO - Epoch [10][2080/4610] lr: 4.637e-04, eta: 0:57:59, time: 1.352, data_time: 0.002, memory: 10561, loss_action_cls: 0.0297, recall@thr=0.5: 0.7728, prec@thr=0.5: 0.8299, recall@top3: 0.8651, prec@top3: 0.6838, recall@top5: 0.9566, prec@top5: 0.4661, loss: 0.0297, grad_norm: 0.2510 2021-04-17 19:21:28,024 - mmaction - INFO - Epoch [10][2100/4610] lr: 4.564e-04, eta: 0:57:32, time: 1.361, data_time: 0.002, memory: 10561, loss_action_cls: 0.0311, recall@thr=0.5: 0.7536, prec@thr=0.5: 0.8254, recall@top3: 0.8431, prec@top3: 0.6837, recall@top5: 0.9541, prec@top5: 0.4770, loss: 0.0311, grad_norm: 0.2694 2021-04-17 19:21:55,786 - mmaction - INFO - Epoch [10][2120/4610] lr: 4.492e-04, eta: 0:57:04, time: 1.388, data_time: 0.001, memory: 10561, loss_action_cls: 0.0319, recall@thr=0.5: 0.7515, prec@thr=0.5: 0.8245, recall@top3: 0.8489, prec@top3: 0.6874, recall@top5: 0.9460, prec@top5: 0.4704, loss: 0.0319, grad_norm: 0.2615 2021-04-17 19:22:23,111 - mmaction - INFO - Epoch [10][2140/4610] lr: 4.420e-04, eta: 0:56:37, time: 1.366, data_time: 0.001, memory: 10561, loss_action_cls: 0.0309, recall@thr=0.5: 0.7605, prec@thr=0.5: 0.8288, recall@top3: 0.8500, prec@top3: 0.7027, recall@top5: 0.9523, prec@top5: 0.4843, loss: 0.0309, grad_norm: 0.2605 2021-04-17 19:22:50,858 - mmaction - INFO - Epoch [10][2160/4610] lr: 4.349e-04, eta: 0:56:09, time: 1.387, data_time: 0.001, memory: 10561, loss_action_cls: 0.0313, recall@thr=0.5: 0.7686, prec@thr=0.5: 0.8136, recall@top3: 0.8540, prec@top3: 0.6850, recall@top5: 0.9529, prec@top5: 0.4713, loss: 0.0313, grad_norm: 0.2618 2021-04-17 19:23:17,940 - mmaction - INFO - Epoch [10][2180/4610] lr: 4.279e-04, eta: 0:55:42, time: 1.354, data_time: 0.001, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7484, prec@thr=0.5: 0.8178, recall@top3: 0.8463, prec@top3: 0.6813, recall@top5: 0.9491, prec@top5: 0.4708, loss: 0.0315, grad_norm: 0.2596 2021-04-17 19:23:45,287 - mmaction - INFO - Epoch [10][2200/4610] lr: 4.209e-04, eta: 0:55:14, time: 1.367, data_time: 0.001, memory: 10561, loss_action_cls: 0.0314, recall@thr=0.5: 0.7508, prec@thr=0.5: 0.8202, recall@top3: 0.8507, prec@top3: 0.6807, recall@top5: 0.9468, prec@top5: 0.4656, loss: 0.0314, grad_norm: 0.2562 2021-04-17 19:24:12,369 - mmaction - INFO - Epoch [10][2220/4610] lr: 4.139e-04, eta: 0:54:47, time: 1.354, data_time: 0.001, memory: 10561, loss_action_cls: 0.0302, recall@thr=0.5: 0.7648, prec@thr=0.5: 0.8336, recall@top3: 0.8493, prec@top3: 0.7036, recall@top5: 0.9561, prec@top5: 0.4849, loss: 0.0302, grad_norm: 0.2484 2021-04-17 19:24:39,587 - mmaction - INFO - Epoch [10][2240/4610] lr: 4.070e-04, eta: 0:54:19, time: 1.361, data_time: 0.001, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7635, prec@thr=0.5: 0.8228, recall@top3: 0.8520, prec@top3: 0.6885, recall@top5: 0.9524, prec@top5: 0.4748, loss: 0.0308, grad_norm: 0.2591 2021-04-17 19:25:06,821 - mmaction - INFO - Epoch [10][2260/4610] lr: 4.002e-04, eta: 0:53:52, time: 1.362, data_time: 0.001, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7584, prec@thr=0.5: 0.8254, recall@top3: 0.8508, prec@top3: 0.6929, recall@top5: 0.9516, prec@top5: 0.4752, loss: 0.0308, grad_norm: 0.2669 2021-04-17 19:25:34,121 - mmaction - INFO - Epoch [10][2280/4610] lr: 3.934e-04, eta: 0:53:24, time: 1.364, data_time: 0.001, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7670, prec@thr=0.5: 0.8232, recall@top3: 0.8522, prec@top3: 0.6939, recall@top5: 0.9524, prec@top5: 0.4749, loss: 0.0308, grad_norm: 0.2570 2021-04-17 19:26:01,592 - mmaction - INFO - Epoch [10][2300/4610] lr: 3.867e-04, eta: 0:52:57, time: 1.375, data_time: 0.002, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7485, prec@thr=0.5: 0.8167, recall@top3: 0.8437, prec@top3: 0.6848, recall@top5: 0.9504, prec@top5: 0.4734, loss: 0.0317, grad_norm: 0.2729 2021-04-17 19:26:28,900 - mmaction - INFO - Epoch [10][2320/4610] lr: 3.801e-04, eta: 0:52:29, time: 1.364, data_time: 0.001, memory: 10561, loss_action_cls: 0.0319, recall@thr=0.5: 0.7503, prec@thr=0.5: 0.8146, recall@top3: 0.8405, prec@top3: 0.6810, recall@top5: 0.9460, prec@top5: 0.4719, loss: 0.0319, grad_norm: 0.2582 2021-04-17 19:26:55,998 - mmaction - INFO - Epoch [10][2340/4610] lr: 3.735e-04, eta: 0:52:02, time: 1.355, data_time: 0.002, memory: 10561, loss_action_cls: 0.0301, recall@thr=0.5: 0.7760, prec@thr=0.5: 0.8332, recall@top3: 0.8587, prec@top3: 0.6891, recall@top5: 0.9572, prec@top5: 0.4734, loss: 0.0301, grad_norm: 0.2537 2021-04-17 19:27:23,596 - mmaction - INFO - Epoch [10][2360/4610] lr: 3.670e-04, eta: 0:51:34, time: 1.381, data_time: 0.002, memory: 10561, loss_action_cls: 0.0304, recall@thr=0.5: 0.7694, prec@thr=0.5: 0.8409, recall@top3: 0.8539, prec@top3: 0.6931, recall@top5: 0.9539, prec@top5: 0.4769, loss: 0.0304, grad_norm: 0.2520 2021-04-17 19:27:52,276 - mmaction - INFO - Epoch [10][2380/4610] lr: 3.605e-04, eta: 0:51:07, time: 1.434, data_time: 0.001, memory: 10561, loss_action_cls: 0.0296, recall@thr=0.5: 0.7695, prec@thr=0.5: 0.8310, recall@top3: 0.8563, prec@top3: 0.6857, recall@top5: 0.9601, prec@top5: 0.4722, loss: 0.0296, grad_norm: 0.2495 2021-04-17 19:28:19,445 - mmaction - INFO - Epoch [10][2400/4610] lr: 3.541e-04, eta: 0:50:39, time: 1.358, data_time: 0.001, memory: 10561, loss_action_cls: 0.0300, recall@thr=0.5: 0.7739, prec@thr=0.5: 0.8294, recall@top3: 0.8589, prec@top3: 0.6922, recall@top5: 0.9557, prec@top5: 0.4742, loss: 0.0300, grad_norm: 0.2492 2021-04-17 19:28:47,480 - mmaction - INFO - Epoch [10][2420/4610] lr: 3.477e-04, eta: 0:50:12, time: 1.402, data_time: 0.002, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7563, prec@thr=0.5: 0.8279, recall@top3: 0.8525, prec@top3: 0.6859, recall@top5: 0.9513, prec@top5: 0.4709, loss: 0.0308, grad_norm: 0.2549 2021-04-17 19:29:14,761 - mmaction - INFO - Epoch [10][2440/4610] lr: 3.414e-04, eta: 0:49:44, time: 1.363, data_time: 0.001, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7499, prec@thr=0.5: 0.8217, recall@top3: 0.8475, prec@top3: 0.6908, recall@top5: 0.9518, prec@top5: 0.4774, loss: 0.0315, grad_norm: 0.2537 2021-04-17 19:29:41,878 - mmaction - INFO - Epoch [10][2460/4610] lr: 3.351e-04, eta: 0:49:17, time: 1.357, data_time: 0.002, memory: 10561, loss_action_cls: 0.0306, recall@thr=0.5: 0.7597, prec@thr=0.5: 0.8245, recall@top3: 0.8471, prec@top3: 0.6863, recall@top5: 0.9568, prec@top5: 0.4764, loss: 0.0306, grad_norm: 0.2582 2021-04-17 19:30:08,700 - mmaction - INFO - Epoch [10][2480/4610] lr: 3.289e-04, eta: 0:48:49, time: 1.341, data_time: 0.001, memory: 10561, loss_action_cls: 0.0297, recall@thr=0.5: 0.7772, prec@thr=0.5: 0.8262, recall@top3: 0.8573, prec@top3: 0.6908, recall@top5: 0.9500, prec@top5: 0.4716, loss: 0.0297, grad_norm: 0.2471 2021-04-17 19:30:35,940 - mmaction - INFO - Epoch [10][2500/4610] lr: 3.228e-04, eta: 0:48:22, time: 1.362, data_time: 0.001, memory: 10561, loss_action_cls: 0.0303, recall@thr=0.5: 0.7758, prec@thr=0.5: 0.8385, recall@top3: 0.8608, prec@top3: 0.7003, recall@top5: 0.9568, prec@top5: 0.4800, loss: 0.0303, grad_norm: 0.2437 2021-04-17 19:31:03,505 - mmaction - INFO - Epoch [10][2520/4610] lr: 3.167e-04, eta: 0:47:54, time: 1.378, data_time: 0.001, memory: 10561, loss_action_cls: 0.0301, recall@thr=0.5: 0.7580, prec@thr=0.5: 0.8192, recall@top3: 0.8547, prec@top3: 0.6765, recall@top5: 0.9549, prec@top5: 0.4639, loss: 0.0301, grad_norm: 0.2597 2021-04-17 19:31:30,761 - mmaction - INFO - Epoch [10][2540/4610] lr: 3.107e-04, eta: 0:47:27, time: 1.363, data_time: 0.001, memory: 10561, loss_action_cls: 0.0313, recall@thr=0.5: 0.7542, prec@thr=0.5: 0.8198, recall@top3: 0.8498, prec@top3: 0.6857, recall@top5: 0.9542, prec@top5: 0.4728, loss: 0.0313, grad_norm: 0.2741 2021-04-17 19:31:57,980 - mmaction - INFO - Epoch [10][2560/4610] lr: 3.047e-04, eta: 0:46:59, time: 1.361, data_time: 0.001, memory: 10561, loss_action_cls: 0.0304, recall@thr=0.5: 0.7663, prec@thr=0.5: 0.8215, recall@top3: 0.8560, prec@top3: 0.6801, recall@top5: 0.9501, prec@top5: 0.4646, loss: 0.0304, grad_norm: 0.2502 2021-04-17 19:32:25,353 - mmaction - INFO - Epoch [10][2580/4610] lr: 2.988e-04, eta: 0:46:32, time: 1.369, data_time: 0.001, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7624, prec@thr=0.5: 0.8399, recall@top3: 0.8531, prec@top3: 0.6978, recall@top5: 0.9548, prec@top5: 0.4801, loss: 0.0308, grad_norm: 0.2491 2021-04-17 19:32:52,574 - mmaction - INFO - Epoch [10][2600/4610] lr: 2.930e-04, eta: 0:46:04, time: 1.358, data_time: 0.001, memory: 10561, loss_action_cls: 0.0318, recall@thr=0.5: 0.7539, prec@thr=0.5: 0.8263, recall@top3: 0.8445, prec@top3: 0.6877, recall@top5: 0.9468, prec@top5: 0.4749, loss: 0.0318, grad_norm: 0.2507 2021-04-17 19:33:20,004 - mmaction - INFO - Epoch [10][2620/4610] lr: 2.872e-04, eta: 0:45:37, time: 1.374, data_time: 0.004, memory: 10561, loss_action_cls: 0.0295, recall@thr=0.5: 0.7565, prec@thr=0.5: 0.8386, recall@top3: 0.8480, prec@top3: 0.6877, recall@top5: 0.9520, prec@top5: 0.4735, loss: 0.0295, grad_norm: 0.2486 2021-04-17 19:33:47,234 - mmaction - INFO - Epoch [10][2640/4610] lr: 2.815e-04, eta: 0:45:09, time: 1.362, data_time: 0.002, memory: 10561, loss_action_cls: 0.0310, recall@thr=0.5: 0.7626, prec@thr=0.5: 0.8276, recall@top3: 0.8520, prec@top3: 0.6824, recall@top5: 0.9484, prec@top5: 0.4658, loss: 0.0310, grad_norm: 0.2700 2021-04-17 19:34:14,731 - mmaction - INFO - Epoch [10][2660/4610] lr: 2.758e-04, eta: 0:44:41, time: 1.375, data_time: 0.001, memory: 10561, loss_action_cls: 0.0312, recall@thr=0.5: 0.7572, prec@thr=0.5: 0.8242, recall@top3: 0.8447, prec@top3: 0.6764, recall@top5: 0.9509, prec@top5: 0.4704, loss: 0.0312, grad_norm: 0.2637 2021-04-17 19:34:42,213 - mmaction - INFO - Epoch [10][2680/4610] lr: 2.702e-04, eta: 0:44:14, time: 1.374, data_time: 0.001, memory: 10561, loss_action_cls: 0.0316, recall@thr=0.5: 0.7360, prec@thr=0.5: 0.8114, recall@top3: 0.8376, prec@top3: 0.6798, recall@top5: 0.9534, prec@top5: 0.4743, loss: 0.0316, grad_norm: 0.2690 2021-04-17 19:35:09,881 - mmaction - INFO - Epoch [10][2700/4610] lr: 2.646e-04, eta: 0:43:46, time: 1.383, data_time: 0.001, memory: 10561, loss_action_cls: 0.0311, recall@thr=0.5: 0.7569, prec@thr=0.5: 0.8289, recall@top3: 0.8474, prec@top3: 0.6872, recall@top5: 0.9554, prec@top5: 0.4759, loss: 0.0311, grad_norm: 0.2643 2021-04-17 19:35:37,030 - mmaction - INFO - Epoch [10][2720/4610] lr: 2.591e-04, eta: 0:43:19, time: 1.357, data_time: 0.001, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7584, prec@thr=0.5: 0.8182, recall@top3: 0.8481, prec@top3: 0.6758, recall@top5: 0.9439, prec@top5: 0.4627, loss: 0.0308, grad_norm: 0.2571 2021-04-17 19:36:04,425 - mmaction - INFO - Epoch [10][2740/4610] lr: 2.537e-04, eta: 0:42:51, time: 1.369, data_time: 0.001, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7548, prec@thr=0.5: 0.8202, recall@top3: 0.8509, prec@top3: 0.7031, recall@top5: 0.9547, prec@top5: 0.4854, loss: 0.0315, grad_norm: 0.2671 2021-04-17 19:36:31,783 - mmaction - INFO - Epoch [10][2760/4610] lr: 2.483e-04, eta: 0:42:24, time: 1.369, data_time: 0.002, memory: 10561, loss_action_cls: 0.0306, recall@thr=0.5: 0.7566, prec@thr=0.5: 0.8211, recall@top3: 0.8543, prec@top3: 0.6909, recall@top5: 0.9509, prec@top5: 0.4703, loss: 0.0306, grad_norm: 0.2616 2021-04-17 19:36:59,364 - mmaction - INFO - Epoch [10][2780/4610] lr: 2.430e-04, eta: 0:41:56, time: 1.378, data_time: 0.001, memory: 10561, loss_action_cls: 0.0319, recall@thr=0.5: 0.7356, prec@thr=0.5: 0.8105, recall@top3: 0.8409, prec@top3: 0.6853, recall@top5: 0.9496, prec@top5: 0.4752, loss: 0.0319, grad_norm: 0.2676 2021-04-17 19:37:26,320 - mmaction - INFO - Epoch [10][2800/4610] lr: 2.377e-04, eta: 0:41:29, time: 1.349, data_time: 0.002, memory: 10561, loss_action_cls: 0.0318, recall@thr=0.5: 0.7472, prec@thr=0.5: 0.8135, recall@top3: 0.8445, prec@top3: 0.6786, recall@top5: 0.9458, prec@top5: 0.4665, loss: 0.0318, grad_norm: 0.2597 2021-04-17 19:37:53,529 - mmaction - INFO - Epoch [10][2820/4610] lr: 2.325e-04, eta: 0:41:01, time: 1.361, data_time: 0.001, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7466, prec@thr=0.5: 0.8138, recall@top3: 0.8443, prec@top3: 0.6896, recall@top5: 0.9523, prec@top5: 0.4804, loss: 0.0320, grad_norm: 0.2683 2021-04-17 19:38:21,163 - mmaction - INFO - Epoch [10][2840/4610] lr: 2.273e-04, eta: 0:40:34, time: 1.381, data_time: 0.001, memory: 10561, loss_action_cls: 0.0302, recall@thr=0.5: 0.7563, prec@thr=0.5: 0.8317, recall@top3: 0.8474, prec@top3: 0.6823, recall@top5: 0.9480, prec@top5: 0.4695, loss: 0.0302, grad_norm: 0.2519 2021-04-17 19:38:48,500 - mmaction - INFO - Epoch [10][2860/4610] lr: 2.222e-04, eta: 0:40:06, time: 1.367, data_time: 0.002, memory: 10561, loss_action_cls: 0.0301, recall@thr=0.5: 0.7720, prec@thr=0.5: 0.8279, recall@top3: 0.8570, prec@top3: 0.6806, recall@top5: 0.9568, prec@top5: 0.4665, loss: 0.0301, grad_norm: 0.2518 2021-04-17 19:39:16,056 - mmaction - INFO - Epoch [10][2880/4610] lr: 2.172e-04, eta: 0:39:39, time: 1.379, data_time: 0.002, memory: 10561, loss_action_cls: 0.0297, recall@thr=0.5: 0.7667, prec@thr=0.5: 0.8296, recall@top3: 0.8565, prec@top3: 0.6850, recall@top5: 0.9588, prec@top5: 0.4699, loss: 0.0297, grad_norm: 0.2524 2021-04-17 19:39:43,590 - mmaction - INFO - Epoch [10][2900/4610] lr: 2.122e-04, eta: 0:39:11, time: 1.377, data_time: 0.001, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7555, prec@thr=0.5: 0.8190, recall@top3: 0.8470, prec@top3: 0.6891, recall@top5: 0.9542, prec@top5: 0.4765, loss: 0.0317, grad_norm: 0.2634 2021-04-17 19:40:10,617 - mmaction - INFO - Epoch [10][2920/4610] lr: 2.073e-04, eta: 0:38:44, time: 1.350, data_time: 0.001, memory: 10561, loss_action_cls: 0.0323, recall@thr=0.5: 0.7498, prec@thr=0.5: 0.8137, recall@top3: 0.8366, prec@top3: 0.6821, recall@top5: 0.9470, prec@top5: 0.4749, loss: 0.0323, grad_norm: 0.2552 2021-04-17 19:40:37,722 - mmaction - INFO - Epoch [10][2940/4610] lr: 2.024e-04, eta: 0:38:16, time: 1.356, data_time: 0.002, memory: 10561, loss_action_cls: 0.0291, recall@thr=0.5: 0.7706, prec@thr=0.5: 0.8331, recall@top3: 0.8627, prec@top3: 0.7012, recall@top5: 0.9579, prec@top5: 0.4781, loss: 0.0291, grad_norm: 0.2453 2021-04-17 19:41:05,267 - mmaction - INFO - Epoch [10][2960/4610] lr: 1.976e-04, eta: 0:37:49, time: 1.377, data_time: 0.001, memory: 10561, loss_action_cls: 0.0313, recall@thr=0.5: 0.7600, prec@thr=0.5: 0.8125, recall@top3: 0.8529, prec@top3: 0.6928, recall@top5: 0.9506, prec@top5: 0.4755, loss: 0.0313, grad_norm: 0.2568 2021-04-17 19:41:32,276 - mmaction - INFO - Epoch [10][2980/4610] lr: 1.928e-04, eta: 0:37:21, time: 1.350, data_time: 0.001, memory: 10561, loss_action_cls: 0.0326, recall@thr=0.5: 0.7436, prec@thr=0.5: 0.8214, recall@top3: 0.8351, prec@top3: 0.6824, recall@top5: 0.9458, prec@top5: 0.4755, loss: 0.0326, grad_norm: 0.2788 2021-04-17 19:41:59,274 - mmaction - INFO - Epoch [10][3000/4610] lr: 1.881e-04, eta: 0:36:54, time: 1.350, data_time: 0.001, memory: 10561, loss_action_cls: 0.0296, recall@thr=0.5: 0.7650, prec@thr=0.5: 0.8233, recall@top3: 0.8638, prec@top3: 0.6858, recall@top5: 0.9546, prec@top5: 0.4660, loss: 0.0296, grad_norm: 0.2613 2021-04-17 19:42:26,402 - mmaction - INFO - Epoch [10][3020/4610] lr: 1.835e-04, eta: 0:36:26, time: 1.355, data_time: 0.001, memory: 10561, loss_action_cls: 0.0310, recall@thr=0.5: 0.7617, prec@thr=0.5: 0.8279, recall@top3: 0.8487, prec@top3: 0.7034, recall@top5: 0.9503, prec@top5: 0.4827, loss: 0.0310, grad_norm: 0.2568 2021-04-17 19:42:53,819 - mmaction - INFO - Epoch [10][3040/4610] lr: 1.789e-04, eta: 0:35:59, time: 1.372, data_time: 0.002, memory: 10561, loss_action_cls: 0.0305, recall@thr=0.5: 0.7648, prec@thr=0.5: 0.8249, recall@top3: 0.8531, prec@top3: 0.6874, recall@top5: 0.9552, prec@top5: 0.4738, loss: 0.0305, grad_norm: 0.2606 2021-04-17 19:43:21,388 - mmaction - INFO - Epoch [10][3060/4610] lr: 1.744e-04, eta: 0:35:31, time: 1.377, data_time: 0.001, memory: 10561, loss_action_cls: 0.0311, recall@thr=0.5: 0.7544, prec@thr=0.5: 0.8227, recall@top3: 0.8460, prec@top3: 0.6807, recall@top5: 0.9433, prec@top5: 0.4679, loss: 0.0311, grad_norm: 0.2550 2021-04-17 19:43:48,599 - mmaction - INFO - Epoch [10][3080/4610] lr: 1.699e-04, eta: 0:35:04, time: 1.362, data_time: 0.002, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7605, prec@thr=0.5: 0.8193, recall@top3: 0.8442, prec@top3: 0.6974, recall@top5: 0.9437, prec@top5: 0.4795, loss: 0.0315, grad_norm: 0.2538 2021-04-17 19:44:16,049 - mmaction - INFO - Epoch [10][3100/4610] lr: 1.655e-04, eta: 0:34:36, time: 1.373, data_time: 0.001, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7582, prec@thr=0.5: 0.8192, recall@top3: 0.8409, prec@top3: 0.6714, recall@top5: 0.9487, prec@top5: 0.4675, loss: 0.0320, grad_norm: 0.2801 2021-04-17 19:44:43,387 - mmaction - INFO - Epoch [10][3120/4610] lr: 1.612e-04, eta: 0:34:09, time: 1.367, data_time: 0.001, memory: 10561, loss_action_cls: 0.0310, recall@thr=0.5: 0.7597, prec@thr=0.5: 0.8226, recall@top3: 0.8544, prec@top3: 0.6773, recall@top5: 0.9582, prec@top5: 0.4677, loss: 0.0310, grad_norm: 0.2575 2021-04-17 19:45:10,494 - mmaction - INFO - Epoch [10][3140/4610] lr: 1.569e-04, eta: 0:33:41, time: 1.355, data_time: 0.001, memory: 10561, loss_action_cls: 0.0298, recall@thr=0.5: 0.7625, prec@thr=0.5: 0.8425, recall@top3: 0.8556, prec@top3: 0.6852, recall@top5: 0.9437, prec@top5: 0.4640, loss: 0.0298, grad_norm: 0.2662 2021-04-17 19:45:38,032 - mmaction - INFO - Epoch [10][3160/4610] lr: 1.527e-04, eta: 0:33:14, time: 1.378, data_time: 0.002, memory: 10561, loss_action_cls: 0.0298, recall@thr=0.5: 0.7574, prec@thr=0.5: 0.8264, recall@top3: 0.8499, prec@top3: 0.7017, recall@top5: 0.9568, prec@top5: 0.4854, loss: 0.0298, grad_norm: 0.2485 2021-04-17 19:46:05,415 - mmaction - INFO - Epoch [10][3180/4610] lr: 1.485e-04, eta: 0:32:46, time: 1.368, data_time: 0.001, memory: 10561, loss_action_cls: 0.0318, recall@thr=0.5: 0.7471, prec@thr=0.5: 0.8254, recall@top3: 0.8407, prec@top3: 0.6896, recall@top5: 0.9497, prec@top5: 0.4798, loss: 0.0318, grad_norm: 0.2606 2021-04-17 19:46:32,687 - mmaction - INFO - Epoch [10][3200/4610] lr: 1.444e-04, eta: 0:32:19, time: 1.364, data_time: 0.002, memory: 10561, loss_action_cls: 0.0310, recall@thr=0.5: 0.7544, prec@thr=0.5: 0.8124, recall@top3: 0.8466, prec@top3: 0.6831, recall@top5: 0.9514, prec@top5: 0.4710, loss: 0.0310, grad_norm: 0.2702 2021-04-17 19:47:00,372 - mmaction - INFO - Epoch [10][3220/4610] lr: 1.403e-04, eta: 0:31:51, time: 1.384, data_time: 0.002, memory: 10561, loss_action_cls: 0.0305, recall@thr=0.5: 0.7704, prec@thr=0.5: 0.8258, recall@top3: 0.8541, prec@top3: 0.6786, recall@top5: 0.9529, prec@top5: 0.4671, loss: 0.0305, grad_norm: 0.2579 2021-04-17 19:47:27,532 - mmaction - INFO - Epoch [10][3240/4610] lr: 1.363e-04, eta: 0:31:24, time: 1.360, data_time: 0.002, memory: 10561, loss_action_cls: 0.0338, recall@thr=0.5: 0.7288, prec@thr=0.5: 0.8093, recall@top3: 0.8328, prec@top3: 0.6695, recall@top5: 0.9377, prec@top5: 0.4635, loss: 0.0338, grad_norm: 0.2848 2021-04-17 19:47:54,921 - mmaction - INFO - Epoch [10][3260/4610] lr: 1.323e-04, eta: 0:30:56, time: 1.369, data_time: 0.001, memory: 10561, loss_action_cls: 0.0311, recall@thr=0.5: 0.7506, prec@thr=0.5: 0.8188, recall@top3: 0.8400, prec@top3: 0.6906, recall@top5: 0.9489, prec@top5: 0.4783, loss: 0.0311, grad_norm: 0.2606 2021-04-17 19:48:22,240 - mmaction - INFO - Epoch [10][3280/4610] lr: 1.285e-04, eta: 0:30:29, time: 1.367, data_time: 0.002, memory: 10561, loss_action_cls: 0.0312, recall@thr=0.5: 0.7507, prec@thr=0.5: 0.8148, recall@top3: 0.8459, prec@top3: 0.6931, recall@top5: 0.9538, prec@top5: 0.4795, loss: 0.0312, grad_norm: 0.2683 2021-04-17 19:48:49,657 - mmaction - INFO - Epoch [10][3300/4610] lr: 1.246e-04, eta: 0:30:01, time: 1.371, data_time: 0.001, memory: 10561, loss_action_cls: 0.0313, recall@thr=0.5: 0.7598, prec@thr=0.5: 0.8282, recall@top3: 0.8495, prec@top3: 0.6968, recall@top5: 0.9538, prec@top5: 0.4791, loss: 0.0313, grad_norm: 0.2604 2021-04-17 19:49:16,946 - mmaction - INFO - Epoch [10][3320/4610] lr: 1.209e-04, eta: 0:29:34, time: 1.364, data_time: 0.001, memory: 10561, loss_action_cls: 0.0303, recall@thr=0.5: 0.7707, prec@thr=0.5: 0.8302, recall@top3: 0.8561, prec@top3: 0.6923, recall@top5: 0.9583, prec@top5: 0.4762, loss: 0.0303, grad_norm: 0.2576 2021-04-17 19:49:44,197 - mmaction - INFO - Epoch [10][3340/4610] lr: 1.171e-04, eta: 0:29:06, time: 1.363, data_time: 0.001, memory: 10561, loss_action_cls: 0.0323, recall@thr=0.5: 0.7450, prec@thr=0.5: 0.8147, recall@top3: 0.8448, prec@top3: 0.6860, recall@top5: 0.9484, prec@top5: 0.4746, loss: 0.0323, grad_norm: 0.2720 2021-04-17 19:50:11,528 - mmaction - INFO - Epoch [10][3360/4610] lr: 1.135e-04, eta: 0:28:39, time: 1.367, data_time: 0.001, memory: 10561, loss_action_cls: 0.0294, recall@thr=0.5: 0.7704, prec@thr=0.5: 0.8349, recall@top3: 0.8533, prec@top3: 0.7021, recall@top5: 0.9554, prec@top5: 0.4821, loss: 0.0294, grad_norm: 0.2600 2021-04-17 19:50:39,352 - mmaction - INFO - Epoch [10][3380/4610] lr: 1.099e-04, eta: 0:28:11, time: 1.390, data_time: 0.001, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7558, prec@thr=0.5: 0.8279, recall@top3: 0.8465, prec@top3: 0.6848, recall@top5: 0.9537, prec@top5: 0.4730, loss: 0.0308, grad_norm: 0.2592 2021-04-17 19:51:06,665 - mmaction - INFO - Epoch [10][3400/4610] lr: 1.064e-04, eta: 0:27:44, time: 1.367, data_time: 0.002, memory: 10561, loss_action_cls: 0.0312, recall@thr=0.5: 0.7458, prec@thr=0.5: 0.8282, recall@top3: 0.8528, prec@top3: 0.6819, recall@top5: 0.9507, prec@top5: 0.4686, loss: 0.0312, grad_norm: 0.2670 2021-04-17 19:51:34,105 - mmaction - INFO - Epoch [10][3420/4610] lr: 1.029e-04, eta: 0:27:16, time: 1.372, data_time: 0.001, memory: 10561, loss_action_cls: 0.0328, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.8043, recall@top3: 0.8400, prec@top3: 0.6928, recall@top5: 0.9450, prec@top5: 0.4797, loss: 0.0328, grad_norm: 0.2685 2021-04-17 19:52:01,168 - mmaction - INFO - Epoch [10][3440/4610] lr: 9.945e-05, eta: 0:26:49, time: 1.353, data_time: 0.001, memory: 10561, loss_action_cls: 0.0310, recall@thr=0.5: 0.7654, prec@thr=0.5: 0.8282, recall@top3: 0.8475, prec@top3: 0.6951, recall@top5: 0.9503, prec@top5: 0.4801, loss: 0.0310, grad_norm: 0.2579 2021-04-17 19:52:28,840 - mmaction - INFO - Epoch [10][3460/4610] lr: 9.608e-05, eta: 0:26:21, time: 1.383, data_time: 0.001, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7526, prec@thr=0.5: 0.8134, recall@top3: 0.8463, prec@top3: 0.6761, recall@top5: 0.9429, prec@top5: 0.4612, loss: 0.0322, grad_norm: 0.2732 2021-04-17 19:52:56,163 - mmaction - INFO - Epoch [10][3480/4610] lr: 9.277e-05, eta: 0:25:54, time: 1.366, data_time: 0.001, memory: 10561, loss_action_cls: 0.0318, recall@thr=0.5: 0.7609, prec@thr=0.5: 0.8154, recall@top3: 0.8468, prec@top3: 0.6946, recall@top5: 0.9495, prec@top5: 0.4776, loss: 0.0318, grad_norm: 0.2599 2021-04-17 19:53:23,480 - mmaction - INFO - Epoch [10][3500/4610] lr: 8.952e-05, eta: 0:25:26, time: 1.365, data_time: 0.001, memory: 10561, loss_action_cls: 0.0310, recall@thr=0.5: 0.7549, prec@thr=0.5: 0.8283, recall@top3: 0.8571, prec@top3: 0.6775, recall@top5: 0.9521, prec@top5: 0.4616, loss: 0.0310, grad_norm: 0.2659 2021-04-17 19:53:50,773 - mmaction - INFO - Epoch [10][3520/4610] lr: 8.633e-05, eta: 0:24:58, time: 1.364, data_time: 0.002, memory: 10561, loss_action_cls: 0.0329, recall@thr=0.5: 0.7471, prec@thr=0.5: 0.8158, recall@top3: 0.8402, prec@top3: 0.6812, recall@top5: 0.9477, prec@top5: 0.4746, loss: 0.0329, grad_norm: 0.2736 2021-04-17 19:54:18,435 - mmaction - INFO - Epoch [10][3540/4610] lr: 8.320e-05, eta: 0:24:31, time: 1.384, data_time: 0.002, memory: 10561, loss_action_cls: 0.0302, recall@thr=0.5: 0.7617, prec@thr=0.5: 0.8197, recall@top3: 0.8569, prec@top3: 0.6892, recall@top5: 0.9583, prec@top5: 0.4742, loss: 0.0302, grad_norm: 0.2617 2021-04-17 19:54:45,921 - mmaction - INFO - Epoch [10][3560/4610] lr: 8.012e-05, eta: 0:24:03, time: 1.373, data_time: 0.001, memory: 10561, loss_action_cls: 0.0309, recall@thr=0.5: 0.7570, prec@thr=0.5: 0.8207, recall@top3: 0.8475, prec@top3: 0.6778, recall@top5: 0.9487, prec@top5: 0.4674, loss: 0.0309, grad_norm: 0.2608 2021-04-17 19:55:12,894 - mmaction - INFO - Epoch [10][3580/4610] lr: 7.710e-05, eta: 0:23:36, time: 1.350, data_time: 0.002, memory: 10561, loss_action_cls: 0.0304, recall@thr=0.5: 0.7534, prec@thr=0.5: 0.8207, recall@top3: 0.8523, prec@top3: 0.6802, recall@top5: 0.9531, prec@top5: 0.4674, loss: 0.0304, grad_norm: 0.2614 2021-04-17 19:55:40,781 - mmaction - INFO - Epoch [10][3600/4610] lr: 7.414e-05, eta: 0:23:08, time: 1.394, data_time: 0.001, memory: 10561, loss_action_cls: 0.0302, recall@thr=0.5: 0.7675, prec@thr=0.5: 0.8324, recall@top3: 0.8519, prec@top3: 0.6857, recall@top5: 0.9466, prec@top5: 0.4688, loss: 0.0302, grad_norm: 0.2490 2021-04-17 19:56:08,069 - mmaction - INFO - Epoch [10][3620/4610] lr: 7.124e-05, eta: 0:22:41, time: 1.364, data_time: 0.001, memory: 10561, loss_action_cls: 0.0306, recall@thr=0.5: 0.7565, prec@thr=0.5: 0.8362, recall@top3: 0.8494, prec@top3: 0.6897, recall@top5: 0.9522, prec@top5: 0.4752, loss: 0.0306, grad_norm: 0.2574 2021-04-17 19:56:35,456 - mmaction - INFO - Epoch [10][3640/4610] lr: 6.839e-05, eta: 0:22:13, time: 1.369, data_time: 0.001, memory: 10561, loss_action_cls: 0.0312, recall@thr=0.5: 0.7529, prec@thr=0.5: 0.8199, recall@top3: 0.8503, prec@top3: 0.6700, recall@top5: 0.9455, prec@top5: 0.4578, loss: 0.0312, grad_norm: 0.2633 2021-04-17 19:57:03,261 - mmaction - INFO - Epoch [10][3660/4610] lr: 6.560e-05, eta: 0:21:46, time: 1.390, data_time: 0.001, memory: 10561, loss_action_cls: 0.0309, recall@thr=0.5: 0.7450, prec@thr=0.5: 0.8108, recall@top3: 0.8450, prec@top3: 0.6859, recall@top5: 0.9500, prec@top5: 0.4722, loss: 0.0309, grad_norm: 0.2647 2021-04-17 19:57:30,435 - mmaction - INFO - Epoch [10][3680/4610] lr: 6.287e-05, eta: 0:21:18, time: 1.358, data_time: 0.001, memory: 10561, loss_action_cls: 0.0296, recall@thr=0.5: 0.7742, prec@thr=0.5: 0.8279, recall@top3: 0.8624, prec@top3: 0.6930, recall@top5: 0.9540, prec@top5: 0.4716, loss: 0.0296, grad_norm: 0.2604 2021-04-17 19:57:57,799 - mmaction - INFO - Epoch [10][3700/4610] lr: 6.020e-05, eta: 0:20:51, time: 1.369, data_time: 0.002, memory: 10561, loss_action_cls: 0.0310, recall@thr=0.5: 0.7597, prec@thr=0.5: 0.8174, recall@top3: 0.8432, prec@top3: 0.6716, recall@top5: 0.9568, prec@top5: 0.4693, loss: 0.0310, grad_norm: 0.2653 2021-04-17 19:58:24,712 - mmaction - INFO - Epoch [10][3720/4610] lr: 5.759e-05, eta: 0:20:23, time: 1.345, data_time: 0.001, memory: 10561, loss_action_cls: 0.0302, recall@thr=0.5: 0.7542, prec@thr=0.5: 0.8324, recall@top3: 0.8557, prec@top3: 0.6912, recall@top5: 0.9551, prec@top5: 0.4734, loss: 0.0302, grad_norm: 0.2531 2021-04-17 19:58:51,829 - mmaction - INFO - Epoch [10][3740/4610] lr: 5.503e-05, eta: 0:19:56, time: 1.357, data_time: 0.002, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7470, prec@thr=0.5: 0.8062, recall@top3: 0.8387, prec@top3: 0.6770, recall@top5: 0.9508, prec@top5: 0.4707, loss: 0.0315, grad_norm: 0.2681 2021-04-17 19:59:18,954 - mmaction - INFO - Epoch [10][3760/4610] lr: 5.254e-05, eta: 0:19:28, time: 1.356, data_time: 0.001, memory: 10561, loss_action_cls: 0.0302, recall@thr=0.5: 0.7549, prec@thr=0.5: 0.8340, recall@top3: 0.8524, prec@top3: 0.6924, recall@top5: 0.9497, prec@top5: 0.4745, loss: 0.0302, grad_norm: 0.2538 2021-04-17 19:59:46,221 - mmaction - INFO - Epoch [10][3780/4610] lr: 5.010e-05, eta: 0:19:01, time: 1.362, data_time: 0.001, memory: 10561, loss_action_cls: 0.0323, recall@thr=0.5: 0.7470, prec@thr=0.5: 0.8167, recall@top3: 0.8351, prec@top3: 0.6683, recall@top5: 0.9464, prec@top5: 0.4663, loss: 0.0323, grad_norm: 0.2689 2021-04-17 20:00:13,210 - mmaction - INFO - Epoch [10][3800/4610] lr: 4.771e-05, eta: 0:18:33, time: 1.351, data_time: 0.002, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7526, prec@thr=0.5: 0.8198, recall@top3: 0.8369, prec@top3: 0.6878, recall@top5: 0.9379, prec@top5: 0.4729, loss: 0.0322, grad_norm: 0.2775 2021-04-17 20:00:40,488 - mmaction - INFO - Epoch [10][3820/4610] lr: 4.539e-05, eta: 0:18:06, time: 1.364, data_time: 0.001, memory: 10561, loss_action_cls: 0.0305, recall@thr=0.5: 0.7728, prec@thr=0.5: 0.8268, recall@top3: 0.8511, prec@top3: 0.6822, recall@top5: 0.9502, prec@top5: 0.4674, loss: 0.0305, grad_norm: 0.2571 2021-04-17 20:01:07,873 - mmaction - INFO - Epoch [10][3840/4610] lr: 4.312e-05, eta: 0:17:38, time: 1.369, data_time: 0.001, memory: 10561, loss_action_cls: 0.0321, recall@thr=0.5: 0.7542, prec@thr=0.5: 0.8270, recall@top3: 0.8462, prec@top3: 0.6963, recall@top5: 0.9487, prec@top5: 0.4793, loss: 0.0321, grad_norm: 0.2578 2021-04-17 20:01:35,334 - mmaction - INFO - Epoch [10][3860/4610] lr: 4.092e-05, eta: 0:17:11, time: 1.374, data_time: 0.001, memory: 10561, loss_action_cls: 0.0314, recall@thr=0.5: 0.7501, prec@thr=0.5: 0.8099, recall@top3: 0.8461, prec@top3: 0.6856, recall@top5: 0.9531, prec@top5: 0.4747, loss: 0.0314, grad_norm: 0.2619 2021-04-17 20:02:02,587 - mmaction - INFO - Epoch [10][3880/4610] lr: 3.877e-05, eta: 0:16:43, time: 1.363, data_time: 0.001, memory: 10561, loss_action_cls: 0.0314, recall@thr=0.5: 0.7533, prec@thr=0.5: 0.8241, recall@top3: 0.8481, prec@top3: 0.6618, recall@top5: 0.9499, prec@top5: 0.4560, loss: 0.0314, grad_norm: 0.2505 2021-04-17 20:02:30,002 - mmaction - INFO - Epoch [10][3900/4610] lr: 3.668e-05, eta: 0:16:16, time: 1.370, data_time: 0.001, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7477, prec@thr=0.5: 0.8182, recall@top3: 0.8413, prec@top3: 0.6763, recall@top5: 0.9474, prec@top5: 0.4684, loss: 0.0315, grad_norm: 0.2630 2021-04-17 20:02:57,066 - mmaction - INFO - Epoch [10][3920/4610] lr: 3.464e-05, eta: 0:15:48, time: 1.354, data_time: 0.002, memory: 10561, loss_action_cls: 0.0305, recall@thr=0.5: 0.7592, prec@thr=0.5: 0.8298, recall@top3: 0.8490, prec@top3: 0.6940, recall@top5: 0.9513, prec@top5: 0.4760, loss: 0.0305, grad_norm: 0.2462 2021-04-17 20:03:24,176 - mmaction - INFO - Epoch [10][3940/4610] lr: 3.267e-05, eta: 0:15:21, time: 1.355, data_time: 0.001, memory: 10561, loss_action_cls: 0.0325, recall@thr=0.5: 0.7465, prec@thr=0.5: 0.8061, recall@top3: 0.8367, prec@top3: 0.6705, recall@top5: 0.9384, prec@top5: 0.4613, loss: 0.0325, grad_norm: 0.2719 2021-04-17 20:03:51,590 - mmaction - INFO - Epoch [10][3960/4610] lr: 3.075e-05, eta: 0:14:53, time: 1.371, data_time: 0.002, memory: 10561, loss_action_cls: 0.0299, recall@thr=0.5: 0.7644, prec@thr=0.5: 0.8215, recall@top3: 0.8521, prec@top3: 0.6901, recall@top5: 0.9570, prec@top5: 0.4771, loss: 0.0299, grad_norm: 0.2545 2021-04-17 20:04:18,813 - mmaction - INFO - Epoch [10][3980/4610] lr: 2.889e-05, eta: 0:14:26, time: 1.362, data_time: 0.002, memory: 10561, loss_action_cls: 0.0315, recall@thr=0.5: 0.7627, prec@thr=0.5: 0.8342, recall@top3: 0.8489, prec@top3: 0.6935, recall@top5: 0.9505, prec@top5: 0.4779, loss: 0.0315, grad_norm: 0.2513 2021-04-17 20:04:46,267 - mmaction - INFO - Epoch [10][4000/4610] lr: 2.709e-05, eta: 0:13:58, time: 1.372, data_time: 0.001, memory: 10561, loss_action_cls: 0.0307, recall@thr=0.5: 0.7569, prec@thr=0.5: 0.8144, recall@top3: 0.8424, prec@top3: 0.6703, recall@top5: 0.9538, prec@top5: 0.4675, loss: 0.0307, grad_norm: 0.2612 2021-04-17 20:05:13,817 - mmaction - INFO - Epoch [10][4020/4610] lr: 2.534e-05, eta: 0:13:31, time: 1.378, data_time: 0.001, memory: 10561, loss_action_cls: 0.0333, recall@thr=0.5: 0.7391, prec@thr=0.5: 0.8004, recall@top3: 0.8336, prec@top3: 0.6846, recall@top5: 0.9408, prec@top5: 0.4756, loss: 0.0333, grad_norm: 0.2694 2021-04-17 20:05:41,127 - mmaction - INFO - Epoch [10][4040/4610] lr: 2.366e-05, eta: 0:13:03, time: 1.366, data_time: 0.001, memory: 10561, loss_action_cls: 0.0286, recall@thr=0.5: 0.7777, prec@thr=0.5: 0.8393, recall@top3: 0.8574, prec@top3: 0.6968, recall@top5: 0.9529, prec@top5: 0.4755, loss: 0.0286, grad_norm: 0.2599 2021-04-17 20:06:08,606 - mmaction - INFO - Epoch [10][4060/4610] lr: 2.203e-05, eta: 0:12:36, time: 1.374, data_time: 0.001, memory: 10561, loss_action_cls: 0.0303, recall@thr=0.5: 0.7574, prec@thr=0.5: 0.8286, recall@top3: 0.8511, prec@top3: 0.6864, recall@top5: 0.9535, prec@top5: 0.4733, loss: 0.0303, grad_norm: 0.2553 2021-04-17 20:06:35,932 - mmaction - INFO - Epoch [10][4080/4610] lr: 2.046e-05, eta: 0:12:08, time: 1.366, data_time: 0.001, memory: 10561, loss_action_cls: 0.0304, recall@thr=0.5: 0.7628, prec@thr=0.5: 0.8331, recall@top3: 0.8531, prec@top3: 0.6988, recall@top5: 0.9526, prec@top5: 0.4803, loss: 0.0304, grad_norm: 0.2576 2021-04-17 20:07:03,412 - mmaction - INFO - Epoch [10][4100/4610] lr: 1.895e-05, eta: 0:11:41, time: 1.372, data_time: 0.002, memory: 10561, loss_action_cls: 0.0309, recall@thr=0.5: 0.7654, prec@thr=0.5: 0.8235, recall@top3: 0.8547, prec@top3: 0.6879, recall@top5: 0.9479, prec@top5: 0.4700, loss: 0.0309, grad_norm: 0.2542 2021-04-17 20:07:30,696 - mmaction - INFO - Epoch [10][4120/4610] lr: 1.749e-05, eta: 0:11:13, time: 1.366, data_time: 0.003, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7594, prec@thr=0.5: 0.8221, recall@top3: 0.8424, prec@top3: 0.6754, recall@top5: 0.9472, prec@top5: 0.4672, loss: 0.0317, grad_norm: 0.2673 2021-04-17 20:07:58,187 - mmaction - INFO - Epoch [10][4140/4610] lr: 1.610e-05, eta: 0:10:46, time: 1.373, data_time: 0.001, memory: 10561, loss_action_cls: 0.0309, recall@thr=0.5: 0.7613, prec@thr=0.5: 0.8214, recall@top3: 0.8446, prec@top3: 0.6896, recall@top5: 0.9498, prec@top5: 0.4769, loss: 0.0309, grad_norm: 0.2633 2021-04-17 20:08:25,602 - mmaction - INFO - Epoch [10][4160/4610] lr: 1.476e-05, eta: 0:10:18, time: 1.372, data_time: 0.002, memory: 10561, loss_action_cls: 0.0326, recall@thr=0.5: 0.7578, prec@thr=0.5: 0.8075, recall@top3: 0.8371, prec@top3: 0.6856, recall@top5: 0.9454, prec@top5: 0.4778, loss: 0.0326, grad_norm: 0.2664 2021-04-17 20:08:52,886 - mmaction - INFO - Epoch [10][4180/4610] lr: 1.348e-05, eta: 0:09:51, time: 1.364, data_time: 0.001, memory: 10561, loss_action_cls: 0.0306, recall@thr=0.5: 0.7654, prec@thr=0.5: 0.8269, recall@top3: 0.8531, prec@top3: 0.7048, recall@top5: 0.9588, prec@top5: 0.4863, loss: 0.0306, grad_norm: 0.2549 2021-04-17 20:09:20,161 - mmaction - INFO - Epoch [10][4200/4610] lr: 1.226e-05, eta: 0:09:23, time: 1.364, data_time: 0.001, memory: 10561, loss_action_cls: 0.0331, recall@thr=0.5: 0.7561, prec@thr=0.5: 0.8141, recall@top3: 0.8532, prec@top3: 0.6787, recall@top5: 0.9459, prec@top5: 0.4636, loss: 0.0331, grad_norm: 0.2672 2021-04-17 20:09:47,102 - mmaction - INFO - Epoch [10][4220/4610] lr: 1.109e-05, eta: 0:08:56, time: 1.347, data_time: 0.001, memory: 10561, loss_action_cls: 0.0310, recall@thr=0.5: 0.7482, prec@thr=0.5: 0.8161, recall@top3: 0.8410, prec@top3: 0.6743, recall@top5: 0.9523, prec@top5: 0.4686, loss: 0.0310, grad_norm: 0.2778 2021-04-17 20:10:14,143 - mmaction - INFO - Epoch [10][4240/4610] lr: 9.987e-06, eta: 0:08:28, time: 1.352, data_time: 0.001, memory: 10561, loss_action_cls: 0.0317, recall@thr=0.5: 0.7651, prec@thr=0.5: 0.8198, recall@top3: 0.8478, prec@top3: 0.6777, recall@top5: 0.9521, prec@top5: 0.4679, loss: 0.0317, grad_norm: 0.2546 2021-04-17 20:10:41,520 - mmaction - INFO - Epoch [10][4260/4610] lr: 8.939e-06, eta: 0:08:01, time: 1.369, data_time: 0.001, memory: 10561, loss_action_cls: 0.0298, recall@thr=0.5: 0.7666, prec@thr=0.5: 0.8336, recall@top3: 0.8562, prec@top3: 0.6975, recall@top5: 0.9559, prec@top5: 0.4794, loss: 0.0298, grad_norm: 0.2558 2021-04-17 20:11:09,269 - mmaction - INFO - Epoch [10][4280/4610] lr: 7.950e-06, eta: 0:07:33, time: 1.387, data_time: 0.002, memory: 10561, loss_action_cls: 0.0312, recall@thr=0.5: 0.7631, prec@thr=0.5: 0.8255, recall@top3: 0.8504, prec@top3: 0.6869, recall@top5: 0.9474, prec@top5: 0.4713, loss: 0.0312, grad_norm: 0.2565 2021-04-17 20:11:36,656 - mmaction - INFO - Epoch [10][4300/4610] lr: 7.018e-06, eta: 0:07:06, time: 1.370, data_time: 0.002, memory: 10561, loss_action_cls: 0.0323, recall@thr=0.5: 0.7591, prec@thr=0.5: 0.8209, recall@top3: 0.8404, prec@top3: 0.6756, recall@top5: 0.9479, prec@top5: 0.4701, loss: 0.0323, grad_norm: 0.2594 2021-04-17 20:12:03,900 - mmaction - INFO - Epoch [10][4320/4610] lr: 6.145e-06, eta: 0:06:38, time: 1.363, data_time: 0.002, memory: 10561, loss_action_cls: 0.0318, recall@thr=0.5: 0.7465, prec@thr=0.5: 0.8240, recall@top3: 0.8513, prec@top3: 0.6883, recall@top5: 0.9509, prec@top5: 0.4719, loss: 0.0318, grad_norm: 0.2634 2021-04-17 20:12:31,268 - mmaction - INFO - Epoch [10][4340/4610] lr: 5.329e-06, eta: 0:06:11, time: 1.367, data_time: 0.001, memory: 10561, loss_action_cls: 0.0305, recall@thr=0.5: 0.7643, prec@thr=0.5: 0.8334, recall@top3: 0.8538, prec@top3: 0.6893, recall@top5: 0.9524, prec@top5: 0.4741, loss: 0.0305, grad_norm: 0.2529 2021-04-17 20:12:58,502 - mmaction - INFO - Epoch [10][4360/4610] lr: 4.571e-06, eta: 0:05:43, time: 1.363, data_time: 0.002, memory: 10561, loss_action_cls: 0.0318, recall@thr=0.5: 0.7429, prec@thr=0.5: 0.8194, recall@top3: 0.8388, prec@top3: 0.6778, recall@top5: 0.9471, prec@top5: 0.4688, loss: 0.0318, grad_norm: 0.2654 2021-04-17 20:13:26,098 - mmaction - INFO - Epoch [10][4380/4610] lr: 3.872e-06, eta: 0:05:16, time: 1.380, data_time: 0.001, memory: 10561, loss_action_cls: 0.0319, recall@thr=0.5: 0.7523, prec@thr=0.5: 0.8252, recall@top3: 0.8395, prec@top3: 0.6963, recall@top5: 0.9491, prec@top5: 0.4846, loss: 0.0319, grad_norm: 0.2649 2021-04-17 20:13:53,682 - mmaction - INFO - Epoch [10][4400/4610] lr: 3.231e-06, eta: 0:04:48, time: 1.379, data_time: 0.001, memory: 10561, loss_action_cls: 0.0305, recall@thr=0.5: 0.7613, prec@thr=0.5: 0.8303, recall@top3: 0.8476, prec@top3: 0.6774, recall@top5: 0.9490, prec@top5: 0.4661, loss: 0.0305, grad_norm: 0.2665 2021-04-17 20:14:20,685 - mmaction - INFO - Epoch [10][4420/4610] lr: 2.647e-06, eta: 0:04:21, time: 1.349, data_time: 0.001, memory: 10561, loss_action_cls: 0.0309, recall@thr=0.5: 0.7544, prec@thr=0.5: 0.8221, recall@top3: 0.8453, prec@top3: 0.6711, recall@top5: 0.9504, prec@top5: 0.4661, loss: 0.0309, grad_norm: 0.2605 2021-04-17 20:14:47,855 - mmaction - INFO - Epoch [10][4440/4610] lr: 2.122e-06, eta: 0:03:53, time: 1.358, data_time: 0.001, memory: 10561, loss_action_cls: 0.0301, recall@thr=0.5: 0.7713, prec@thr=0.5: 0.8207, recall@top3: 0.8612, prec@top3: 0.6811, recall@top5: 0.9491, prec@top5: 0.4606, loss: 0.0301, grad_norm: 0.2549 2021-04-17 20:15:15,174 - mmaction - INFO - Epoch [10][4460/4610] lr: 1.655e-06, eta: 0:03:26, time: 1.366, data_time: 0.001, memory: 10561, loss_action_cls: 0.0300, recall@thr=0.5: 0.7644, prec@thr=0.5: 0.8328, recall@top3: 0.8547, prec@top3: 0.6906, recall@top5: 0.9583, prec@top5: 0.4763, loss: 0.0300, grad_norm: 0.2672 2021-04-17 20:15:42,382 - mmaction - INFO - Epoch [10][4480/4610] lr: 1.245e-06, eta: 0:02:58, time: 1.361, data_time: 0.001, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7619, prec@thr=0.5: 0.8273, recall@top3: 0.8485, prec@top3: 0.6947, recall@top5: 0.9536, prec@top5: 0.4794, loss: 0.0308, grad_norm: 0.2671 2021-04-17 20:16:09,520 - mmaction - INFO - Epoch [10][4500/4610] lr: 8.940e-07, eta: 0:02:31, time: 1.356, data_time: 0.001, memory: 10561, loss_action_cls: 0.0302, recall@thr=0.5: 0.7576, prec@thr=0.5: 0.8165, recall@top3: 0.8488, prec@top3: 0.6745, recall@top5: 0.9536, prec@top5: 0.4662, loss: 0.0302, grad_norm: 0.2608 2021-04-17 20:16:36,906 - mmaction - INFO - Epoch [10][4520/4610] lr: 6.009e-07, eta: 0:02:03, time: 1.370, data_time: 0.002, memory: 10561, loss_action_cls: 0.0320, recall@thr=0.5: 0.7480, prec@thr=0.5: 0.8182, recall@top3: 0.8385, prec@top3: 0.6811, recall@top5: 0.9423, prec@top5: 0.4701, loss: 0.0320, grad_norm: 0.2533 2021-04-17 20:17:04,537 - mmaction - INFO - Epoch [10][4540/4610] lr: 3.658e-07, eta: 0:01:36, time: 1.382, data_time: 0.001, memory: 10561, loss_action_cls: 0.0322, recall@thr=0.5: 0.7475, prec@thr=0.5: 0.8196, recall@top3: 0.8440, prec@top3: 0.6791, recall@top5: 0.9437, prec@top5: 0.4657, loss: 0.0322, grad_norm: 0.2648 2021-04-17 20:17:31,783 - mmaction - INFO - Epoch [10][4560/4610] lr: 1.887e-07, eta: 0:01:08, time: 1.362, data_time: 0.001, memory: 10561, loss_action_cls: 0.0308, recall@thr=0.5: 0.7651, prec@thr=0.5: 0.8317, recall@top3: 0.8516, prec@top3: 0.6903, recall@top5: 0.9551, prec@top5: 0.4766, loss: 0.0308, grad_norm: 0.2660 2021-04-17 20:17:59,017 - mmaction - INFO - Epoch [10][4580/4610] lr: 6.973e-08, eta: 0:00:41, time: 1.362, data_time: 0.001, memory: 10561, loss_action_cls: 0.0313, recall@thr=0.5: 0.7580, prec@thr=0.5: 0.8239, recall@top3: 0.8480, prec@top3: 0.6873, recall@top5: 0.9505, prec@top5: 0.4745, loss: 0.0313, grad_norm: 0.2626 2021-04-17 20:18:26,083 - mmaction - INFO - Epoch [10][4600/4610] lr: 8.780e-09, eta: 0:00:13, time: 1.351, data_time: 0.001, memory: 10561, loss_action_cls: 0.0297, recall@thr=0.5: 0.7669, prec@thr=0.5: 0.8281, recall@top3: 0.8503, prec@top3: 0.6793, recall@top5: 0.9549, prec@top5: 0.4680, loss: 0.0297, grad_norm: 0.2682 2021-04-17 20:18:40,909 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-04-17 20:42:17,028 - mmaction - INFO - Evaluating mAP ... 2021-04-17 20:47:39,348 - mmaction - INFO - mAP@0.5IOU 0.2705 2021-04-17 20:47:42,055 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_10.pth. 2021-04-17 20:47:42,055 - mmaction - INFO - Best mAP@0.5IOU is 0.2705 at 10 epoch. 2021-04-17 20:47:43,145 - mmaction - INFO - Epoch(val) [10][4610] mAP@0.5IOU: 0.2705