2021-04-10 17:06:08,001 - 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: 1.2.0 MMCV Compiler: GCC 5.3 MMCV CUDA Compiler: 9.0 MMAction2: 0.13.0+5288447 ------------------------------------------------------------ 2021-04-10 17:06:08,079 - mmaction - INFO - Distributed training: True 2021-04-10 17:06:08,079 - mmaction - INFO - Config: /mnt/lustre/duanhaodong1/mmaction2/configs/ava_exp/tempmax.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'), 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_v2.2.csv' ann_file_val = f'{anno_root}/ava_val_v2.2.csv' exclude_file_train = f'{anno_root}/ava_train_excluded_timestamps_v2.2.csv' exclude_file_val = f'{anno_root}/ava_val_excluded_timestamps_v2.2.csv' label_file = f'{anno_root}/ava_action_list_v2.2_for_activitynet_2019.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=6, workers_per_gpu=4, 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=0.075, 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/tempmax' 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 2021-04-10 17:06:42,768 - mmaction - INFO - 184378 out of 184378 frames are valid. 2021-04-10 17:06:59,244 - 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 2021-04-10 17:06:59,871 - 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.bbox_head.fc_cls.weight, roi_head.bbox_head.fc_cls.bias 2021-04-10 17:06:59,872 - mmaction - INFO - Start running, host: duanhaodong1@SH-IDC2-172-20-21-32, work_dir: /mnt/lustre/duanhaodong1/mmaction2/work_dirs/ava_exp/tempmax 2021-04-10 17:06:59,872 - mmaction - INFO - workflow: [('train', 1)], max: 10 epochs 2021-04-10 17:08:22,037 - mmaction - INFO - Epoch [1][20/3842] lr: 7.667e-03, eta: 1 day, 19:47:24, time: 4.105, data_time: 2.666, memory: 10740, loss_action_cls: 0.1972, recall@thr=0.5: 0.3301, prec@thr=0.5: 0.3863, recall@top3: 0.4454, prec@top3: 0.3910, recall@top5: 0.6563, prec@top5: 0.3444, loss: 0.1972, grad_norm: 2.0986 2021-04-10 17:08:46,075 - mmaction - INFO - Epoch [1][40/3842] lr: 7.843e-03, eta: 1 day, 4:17:26, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.1508, recall@thr=0.5: 0.3622, prec@thr=0.5: 0.4544, recall@top3: 0.5385, prec@top3: 0.4624, recall@top5: 0.7574, prec@top5: 0.3926, loss: 0.1508, grad_norm: 1.1211 2021-04-10 17:09:10,189 - mmaction - INFO - Epoch [1][60/3842] lr: 8.018e-03, eta: 23:08:02, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.1308, recall@thr=0.5: 0.3848, prec@thr=0.5: 0.4969, recall@top3: 0.5680, prec@top3: 0.4901, recall@top5: 0.7848, prec@top5: 0.4093, loss: 0.1308, grad_norm: 0.9843 2021-04-10 17:09:34,178 - mmaction - INFO - Epoch [1][80/3842] lr: 8.194e-03, eta: 20:31:56, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.1174, recall@thr=0.5: 0.3926, prec@thr=0.5: 0.4967, recall@top3: 0.5753, prec@top3: 0.4826, recall@top5: 0.7796, prec@top5: 0.3983, loss: 0.1174, grad_norm: 0.9359 2021-04-10 17:09:58,202 - mmaction - INFO - Epoch [1][100/3842] lr: 8.370e-03, eta: 18:58:35, time: 1.202, data_time: 0.002, memory: 10740, loss_action_cls: 0.1132, recall@thr=0.5: 0.4100, prec@thr=0.5: 0.5092, recall@top3: 0.5936, prec@top3: 0.5041, recall@top5: 0.8022, prec@top5: 0.4164, loss: 0.1132, grad_norm: 0.9995 2021-04-10 17:10:22,163 - mmaction - INFO - Epoch [1][120/3842] lr: 8.545e-03, eta: 17:55:43, time: 1.197, data_time: 0.001, memory: 10740, loss_action_cls: 0.1155, recall@thr=0.5: 0.4171, prec@thr=0.5: 0.5251, recall@top3: 0.6024, prec@top3: 0.5178, recall@top5: 0.7979, prec@top5: 0.4170, loss: 0.1155, grad_norm: 0.8159 2021-04-10 17:10:46,392 - mmaction - INFO - Epoch [1][140/3842] lr: 8.721e-03, eta: 17:12:01, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.1091, recall@thr=0.5: 0.4401, prec@thr=0.5: 0.5578, recall@top3: 0.6201, prec@top3: 0.5204, recall@top5: 0.8165, prec@top5: 0.4206, loss: 0.1091, grad_norm: 0.6590 2021-04-10 17:11:10,284 - mmaction - INFO - Epoch [1][160/3842] lr: 8.896e-03, eta: 16:37:39, time: 1.193, data_time: 0.001, memory: 10740, loss_action_cls: 0.1034, recall@thr=0.5: 0.4373, prec@thr=0.5: 0.5626, recall@top3: 0.6148, prec@top3: 0.5247, recall@top5: 0.8066, prec@top5: 0.4174, loss: 0.1034, grad_norm: 0.6620 2021-04-10 17:11:34,551 - mmaction - INFO - Epoch [1][180/3842] lr: 9.072e-03, eta: 16:12:20, time: 1.214, data_time: 0.002, memory: 10740, loss_action_cls: 0.1042, recall@thr=0.5: 0.4762, prec@thr=0.5: 0.5848, recall@top3: 0.6320, prec@top3: 0.5372, recall@top5: 0.8246, prec@top5: 0.4264, loss: 0.1042, grad_norm: 0.7327 2021-04-10 17:11:58,771 - mmaction - INFO - Epoch [1][200/3842] lr: 9.248e-03, eta: 15:51:46, time: 1.211, data_time: 0.002, memory: 10740, loss_action_cls: 0.1093, recall@thr=0.5: 0.4690, prec@thr=0.5: 0.5805, recall@top3: 0.6313, prec@top3: 0.5387, recall@top5: 0.8274, prec@top5: 0.4285, loss: 0.1093, grad_norm: 0.5371 2021-04-10 17:12:22,944 - mmaction - INFO - Epoch [1][220/3842] lr: 9.423e-03, eta: 15:34:44, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.1019, recall@thr=0.5: 0.4547, prec@thr=0.5: 0.5716, recall@top3: 0.6177, prec@top3: 0.5254, recall@top5: 0.8254, prec@top5: 0.4271, loss: 0.1019, grad_norm: 0.7328 2021-04-10 17:12:47,169 - mmaction - INFO - Epoch [1][240/3842] lr: 9.599e-03, eta: 15:20:40, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0974, recall@thr=0.5: 0.4459, prec@thr=0.5: 0.5614, recall@top3: 0.6442, prec@top3: 0.5335, recall@top5: 0.8247, prec@top5: 0.4177, loss: 0.0974, grad_norm: 0.6490 2021-04-10 17:13:11,530 - mmaction - INFO - Epoch [1][260/3842] lr: 9.774e-03, eta: 15:08:55, time: 1.217, data_time: 0.001, memory: 10740, loss_action_cls: 0.1048, recall@thr=0.5: 0.4482, prec@thr=0.5: 0.5675, recall@top3: 0.6226, prec@top3: 0.5269, recall@top5: 0.8104, prec@top5: 0.4189, loss: 0.1048, grad_norm: 0.6082 2021-04-10 17:13:35,803 - mmaction - INFO - Epoch [1][280/3842] lr: 9.950e-03, eta: 14:58:42, time: 1.215, data_time: 0.002, memory: 10740, loss_action_cls: 0.1029, recall@thr=0.5: 0.4688, prec@thr=0.5: 0.5803, recall@top3: 0.6427, prec@top3: 0.5464, recall@top5: 0.8338, prec@top5: 0.4303, loss: 0.1029, grad_norm: 0.6201 2021-04-10 17:14:00,054 - mmaction - INFO - Epoch [1][300/3842] lr: 1.013e-02, eta: 14:49:42, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.1031, recall@thr=0.5: 0.4769, prec@thr=0.5: 0.5957, recall@top3: 0.6292, prec@top3: 0.5464, recall@top5: 0.8228, prec@top5: 0.4343, loss: 0.1031, grad_norm: 0.6941 2021-04-10 17:14:24,039 - mmaction - INFO - Epoch [1][320/3842] lr: 1.030e-02, eta: 14:41:14, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0970, recall@thr=0.5: 0.4864, prec@thr=0.5: 0.5748, recall@top3: 0.6347, prec@top3: 0.5366, recall@top5: 0.8312, prec@top5: 0.4299, loss: 0.0970, grad_norm: 0.6743 2021-04-10 17:14:48,212 - mmaction - INFO - Epoch [1][340/3842] lr: 1.048e-02, eta: 14:34:06, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0983, recall@thr=0.5: 0.4829, prec@thr=0.5: 0.5755, recall@top3: 0.6346, prec@top3: 0.5401, recall@top5: 0.8346, prec@top5: 0.4321, loss: 0.0983, grad_norm: 0.7202 2021-04-10 17:15:12,423 - mmaction - INFO - Epoch [1][360/3842] lr: 1.065e-02, eta: 14:27:47, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.1014, recall@thr=0.5: 0.4894, prec@thr=0.5: 0.5946, recall@top3: 0.6397, prec@top3: 0.5520, recall@top5: 0.8334, prec@top5: 0.4374, loss: 0.1014, grad_norm: 0.6198 2021-04-10 17:15:36,601 - mmaction - INFO - Epoch [1][380/3842] lr: 1.083e-02, eta: 14:22:01, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0990, recall@thr=0.5: 0.4734, prec@thr=0.5: 0.5790, recall@top3: 0.6454, prec@top3: 0.5312, recall@top5: 0.8374, prec@top5: 0.4236, loss: 0.0990, grad_norm: 0.7126 2021-04-10 17:16:00,698 - mmaction - INFO - Epoch [1][400/3842] lr: 1.100e-02, eta: 14:16:39, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0965, recall@thr=0.5: 0.4899, prec@thr=0.5: 0.5976, recall@top3: 0.6558, prec@top3: 0.5521, recall@top5: 0.8334, prec@top5: 0.4305, loss: 0.0965, grad_norm: 0.5223 2021-04-10 17:16:24,854 - mmaction - INFO - Epoch [1][420/3842] lr: 1.118e-02, eta: 14:11:50, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0913, recall@thr=0.5: 0.4906, prec@thr=0.5: 0.5847, recall@top3: 0.6628, prec@top3: 0.5489, recall@top5: 0.8405, prec@top5: 0.4286, loss: 0.0913, grad_norm: 0.5304 2021-04-10 17:16:48,955 - mmaction - INFO - Epoch [1][440/3842] lr: 1.135e-02, eta: 14:07:18, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0936, recall@thr=0.5: 0.5009, prec@thr=0.5: 0.6014, recall@top3: 0.6475, prec@top3: 0.5523, recall@top5: 0.8317, prec@top5: 0.4326, loss: 0.0936, grad_norm: 0.5215 2021-04-10 17:17:13,071 - mmaction - INFO - Epoch [1][460/3842] lr: 1.153e-02, eta: 14:03:17, time: 1.209, data_time: 0.004, memory: 10740, loss_action_cls: 0.0989, recall@thr=0.5: 0.4910, prec@thr=0.5: 0.5803, recall@top3: 0.6412, prec@top3: 0.5378, recall@top5: 0.8224, prec@top5: 0.4221, loss: 0.0989, grad_norm: 0.5919 2021-04-10 17:17:37,086 - mmaction - INFO - Epoch [1][480/3842] lr: 1.170e-02, eta: 13:59:21, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0959, recall@thr=0.5: 0.4852, prec@thr=0.5: 0.5985, recall@top3: 0.6410, prec@top3: 0.5495, recall@top5: 0.8308, prec@top5: 0.4335, loss: 0.0959, grad_norm: 0.5429 2021-04-10 17:18:01,438 - mmaction - INFO - Epoch [1][500/3842] lr: 1.188e-02, eta: 13:56:08, time: 1.218, data_time: 0.005, memory: 10740, loss_action_cls: 0.1028, recall@thr=0.5: 0.4907, prec@thr=0.5: 0.5957, recall@top3: 0.6553, prec@top3: 0.5445, recall@top5: 0.8321, prec@top5: 0.4203, loss: 0.1028, grad_norm: 0.5959 2021-04-10 17:18:25,561 - mmaction - INFO - Epoch [1][520/3842] lr: 1.205e-02, eta: 13:52:51, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0921, recall@thr=0.5: 0.5062, prec@thr=0.5: 0.6012, recall@top3: 0.6448, prec@top3: 0.5456, recall@top5: 0.8434, prec@top5: 0.4341, loss: 0.0921, grad_norm: 0.5966 2021-04-10 17:18:49,795 - mmaction - INFO - Epoch [1][540/3842] lr: 1.223e-02, eta: 13:49:53, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0935, recall@thr=0.5: 0.5168, prec@thr=0.5: 0.6073, recall@top3: 0.6560, prec@top3: 0.5542, recall@top5: 0.8411, prec@top5: 0.4346, loss: 0.0935, grad_norm: 0.6638 2021-04-10 17:19:13,951 - mmaction - INFO - Epoch [1][560/3842] lr: 1.240e-02, eta: 13:47:04, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0964, recall@thr=0.5: 0.4926, prec@thr=0.5: 0.5880, recall@top3: 0.6392, prec@top3: 0.5336, recall@top5: 0.8353, prec@top5: 0.4296, loss: 0.0964, grad_norm: 0.6955 2021-04-10 17:19:38,030 - mmaction - INFO - Epoch [1][580/3842] lr: 1.258e-02, eta: 13:44:17, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0945, recall@thr=0.5: 0.5042, prec@thr=0.5: 0.6085, recall@top3: 0.6581, prec@top3: 0.5547, recall@top5: 0.8327, prec@top5: 0.4313, loss: 0.0945, grad_norm: 0.5753 2021-04-10 17:20:02,211 - mmaction - INFO - Epoch [1][600/3842] lr: 1.275e-02, eta: 13:41:49, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0918, recall@thr=0.5: 0.5079, prec@thr=0.5: 0.6084, recall@top3: 0.6569, prec@top3: 0.5572, recall@top5: 0.8453, prec@top5: 0.4345, loss: 0.0918, grad_norm: 0.6364 2021-04-10 17:20:26,411 - mmaction - INFO - Epoch [1][620/3842] lr: 1.293e-02, eta: 13:39:28, time: 1.210, data_time: 0.003, memory: 10740, loss_action_cls: 0.0942, recall@thr=0.5: 0.4968, prec@thr=0.5: 0.5901, recall@top3: 0.6475, prec@top3: 0.5363, recall@top5: 0.8358, prec@top5: 0.4240, loss: 0.0942, grad_norm: 0.6443 2021-04-10 17:20:50,597 - mmaction - INFO - Epoch [1][640/3842] lr: 1.310e-02, eta: 13:37:15, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0964, recall@thr=0.5: 0.5104, prec@thr=0.5: 0.6121, recall@top3: 0.6599, prec@top3: 0.5559, recall@top5: 0.8358, prec@top5: 0.4307, loss: 0.0964, grad_norm: 0.5743 2021-04-10 17:21:14,848 - mmaction - INFO - Epoch [1][660/3842] lr: 1.328e-02, eta: 13:35:10, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0950, recall@thr=0.5: 0.4982, prec@thr=0.5: 0.6002, recall@top3: 0.6564, prec@top3: 0.5633, recall@top5: 0.8416, prec@top5: 0.4395, loss: 0.0950, grad_norm: 0.5729 2021-04-10 17:21:38,925 - mmaction - INFO - Epoch [1][680/3842] lr: 1.345e-02, eta: 13:33:03, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0902, recall@thr=0.5: 0.5305, prec@thr=0.5: 0.6201, recall@top3: 0.6723, prec@top3: 0.5662, recall@top5: 0.8521, prec@top5: 0.4395, loss: 0.0902, grad_norm: 0.5890 2021-04-10 17:22:02,996 - mmaction - INFO - Epoch [1][700/3842] lr: 1.363e-02, eta: 13:31:01, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0962, recall@thr=0.5: 0.5408, prec@thr=0.5: 0.6348, recall@top3: 0.6646, prec@top3: 0.5662, recall@top5: 0.8519, prec@top5: 0.4431, loss: 0.0962, grad_norm: 0.6414 2021-04-10 17:22:27,202 - mmaction - INFO - Epoch [1][720/3842] lr: 1.380e-02, eta: 13:29:12, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0935, recall@thr=0.5: 0.5203, prec@thr=0.5: 0.6133, recall@top3: 0.6598, prec@top3: 0.5501, recall@top5: 0.8379, prec@top5: 0.4277, loss: 0.0935, grad_norm: 0.6275 2021-04-10 17:22:51,305 - mmaction - INFO - Epoch [1][740/3842] lr: 1.398e-02, eta: 13:27:21, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0892, recall@thr=0.5: 0.5326, prec@thr=0.5: 0.6295, recall@top3: 0.6820, prec@top3: 0.5754, recall@top5: 0.8597, prec@top5: 0.4443, loss: 0.0892, grad_norm: 0.4946 2021-04-10 17:23:15,507 - mmaction - INFO - Epoch [1][760/3842] lr: 1.415e-02, eta: 13:25:40, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0930, recall@thr=0.5: 0.5356, prec@thr=0.5: 0.6300, recall@top3: 0.6776, prec@top3: 0.5765, recall@top5: 0.8516, prec@top5: 0.4426, loss: 0.0930, grad_norm: 0.4759 2021-04-10 17:23:39,603 - mmaction - INFO - Epoch [1][780/3842] lr: 1.433e-02, eta: 13:24:00, time: 1.207, data_time: 0.003, memory: 10740, loss_action_cls: 0.0896, recall@thr=0.5: 0.5370, prec@thr=0.5: 0.6249, recall@top3: 0.6836, prec@top3: 0.5839, recall@top5: 0.8571, prec@top5: 0.4474, loss: 0.0896, grad_norm: 0.5743 2021-04-10 17:24:03,697 - mmaction - INFO - Epoch [1][800/3842] lr: 1.450e-02, eta: 13:22:21, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0925, recall@thr=0.5: 0.5222, prec@thr=0.5: 0.6186, recall@top3: 0.6736, prec@top3: 0.5646, recall@top5: 0.8526, prec@top5: 0.4363, loss: 0.0925, grad_norm: 0.4718 2021-04-10 17:24:27,923 - mmaction - INFO - Epoch [1][820/3842] lr: 1.468e-02, eta: 13:20:51, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.1000, recall@thr=0.5: 0.5339, prec@thr=0.5: 0.6284, recall@top3: 0.6745, prec@top3: 0.5804, recall@top5: 0.8600, prec@top5: 0.4489, loss: 0.1000, grad_norm: 0.4683 2021-04-10 17:24:52,075 - mmaction - INFO - Epoch [1][840/3842] lr: 1.485e-02, eta: 13:19:25, time: 1.210, data_time: 0.007, memory: 10740, loss_action_cls: 0.0860, recall@thr=0.5: 0.5296, prec@thr=0.5: 0.6179, recall@top3: 0.6646, prec@top3: 0.5588, recall@top5: 0.8557, prec@top5: 0.4405, loss: 0.0860, grad_norm: 0.6247 2021-04-10 17:25:16,231 - mmaction - INFO - Epoch [1][860/3842] lr: 1.503e-02, eta: 13:17:58, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0919, recall@thr=0.5: 0.5156, prec@thr=0.5: 0.6077, recall@top3: 0.6744, prec@top3: 0.5524, recall@top5: 0.8502, prec@top5: 0.4251, loss: 0.0919, grad_norm: 0.6750 2021-04-10 17:25:40,315 - mmaction - INFO - Epoch [1][880/3842] lr: 1.520e-02, eta: 13:16:32, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0916, recall@thr=0.5: 0.5361, prec@thr=0.5: 0.6183, recall@top3: 0.6832, prec@top3: 0.5835, recall@top5: 0.8613, prec@top5: 0.4476, loss: 0.0916, grad_norm: 0.5874 2021-04-10 17:26:04,560 - mmaction - INFO - Epoch [1][900/3842] lr: 1.538e-02, eta: 13:15:16, time: 1.213, data_time: 0.003, memory: 10740, loss_action_cls: 0.0913, recall@thr=0.5: 0.5219, prec@thr=0.5: 0.6080, recall@top3: 0.6630, prec@top3: 0.5585, recall@top5: 0.8511, prec@top5: 0.4370, loss: 0.0913, grad_norm: 0.5727 2021-04-10 17:26:28,657 - mmaction - INFO - Epoch [1][920/3842] lr: 1.555e-02, eta: 13:13:57, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0922, recall@thr=0.5: 0.5220, prec@thr=0.5: 0.6115, recall@top3: 0.6612, prec@top3: 0.5568, recall@top5: 0.8513, prec@top5: 0.4368, loss: 0.0922, grad_norm: 0.6983 2021-04-10 17:26:52,871 - mmaction - INFO - Epoch [1][940/3842] lr: 1.573e-02, eta: 13:12:44, time: 1.210, data_time: 0.004, memory: 10740, loss_action_cls: 0.0998, recall@thr=0.5: 0.5121, prec@thr=0.5: 0.6073, recall@top3: 0.6456, prec@top3: 0.5454, recall@top5: 0.8419, prec@top5: 0.4316, loss: 0.0998, grad_norm: 0.6982 2021-04-10 17:27:17,072 - mmaction - INFO - Epoch [1][960/3842] lr: 1.590e-02, eta: 13:11:32, time: 1.209, data_time: 0.005, memory: 10740, loss_action_cls: 0.0891, recall@thr=0.5: 0.5346, prec@thr=0.5: 0.6375, recall@top3: 0.6762, prec@top3: 0.5744, recall@top5: 0.8527, prec@top5: 0.4409, loss: 0.0891, grad_norm: 0.4991 2021-04-10 17:27:41,175 - mmaction - INFO - Epoch [1][980/3842] lr: 1.607e-02, eta: 13:10:19, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0885, recall@thr=0.5: 0.5281, prec@thr=0.5: 0.6403, recall@top3: 0.6765, prec@top3: 0.5729, recall@top5: 0.8549, prec@top5: 0.4398, loss: 0.0885, grad_norm: 0.5232 2021-04-10 17:28:05,189 - mmaction - INFO - Epoch [1][1000/3842] lr: 1.625e-02, eta: 13:09:05, time: 1.201, data_time: 0.002, memory: 10740, loss_action_cls: 0.0894, recall@thr=0.5: 0.5220, prec@thr=0.5: 0.6285, recall@top3: 0.6746, prec@top3: 0.5569, recall@top5: 0.8561, prec@top5: 0.4319, loss: 0.0894, grad_norm: 0.5474 2021-04-10 17:28:29,204 - mmaction - INFO - Epoch [1][1020/3842] lr: 1.642e-02, eta: 13:07:53, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0867, recall@thr=0.5: 0.5440, prec@thr=0.5: 0.6335, recall@top3: 0.6907, prec@top3: 0.5797, recall@top5: 0.8645, prec@top5: 0.4437, loss: 0.0867, grad_norm: 0.4673 2021-04-10 17:28:53,339 - mmaction - INFO - Epoch [1][1040/3842] lr: 1.660e-02, eta: 13:06:46, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0849, recall@thr=0.5: 0.5489, prec@thr=0.5: 0.6444, recall@top3: 0.6878, prec@top3: 0.5824, recall@top5: 0.8611, prec@top5: 0.4456, loss: 0.0849, grad_norm: 0.4333 2021-04-10 17:29:17,442 - mmaction - INFO - Epoch [1][1060/3842] lr: 1.677e-02, eta: 13:05:39, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0927, recall@thr=0.5: 0.5255, prec@thr=0.5: 0.6130, recall@top3: 0.6711, prec@top3: 0.5700, recall@top5: 0.8556, prec@top5: 0.4435, loss: 0.0927, grad_norm: 0.5229 2021-04-10 17:29:41,561 - mmaction - INFO - Epoch [1][1080/3842] lr: 1.695e-02, eta: 13:04:35, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0939, recall@thr=0.5: 0.5270, prec@thr=0.5: 0.6278, recall@top3: 0.6654, prec@top3: 0.5683, recall@top5: 0.8540, prec@top5: 0.4452, loss: 0.0939, grad_norm: 0.5391 2021-04-10 17:30:05,712 - mmaction - INFO - Epoch [1][1100/3842] lr: 1.712e-02, eta: 13:03:35, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0908, recall@thr=0.5: 0.5326, prec@thr=0.5: 0.6347, recall@top3: 0.6760, prec@top3: 0.5701, recall@top5: 0.8514, prec@top5: 0.4404, loss: 0.0908, grad_norm: 0.5218 2021-04-10 17:30:29,826 - mmaction - INFO - Epoch [1][1120/3842] lr: 1.729e-02, eta: 13:02:33, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0881, recall@thr=0.5: 0.5239, prec@thr=0.5: 0.6362, recall@top3: 0.6690, prec@top3: 0.5722, recall@top5: 0.8580, prec@top5: 0.4450, loss: 0.0881, grad_norm: 0.4092 2021-04-10 17:30:53,996 - mmaction - INFO - Epoch [1][1140/3842] lr: 1.747e-02, eta: 13:01:35, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0915, recall@thr=0.5: 0.5319, prec@thr=0.5: 0.6360, recall@top3: 0.6885, prec@top3: 0.5793, recall@top5: 0.8658, prec@top5: 0.4451, loss: 0.0915, grad_norm: 0.4482 2021-04-10 17:31:18,095 - mmaction - INFO - Epoch [1][1160/3842] lr: 1.764e-02, eta: 13:00:36, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0897, recall@thr=0.5: 0.5381, prec@thr=0.5: 0.6386, recall@top3: 0.6759, prec@top3: 0.5832, recall@top5: 0.8565, prec@top5: 0.4495, loss: 0.0897, grad_norm: 0.4280 2021-04-10 17:31:42,323 - mmaction - INFO - Epoch [1][1180/3842] lr: 1.782e-02, eta: 12:59:42, time: 1.211, data_time: 0.002, memory: 10740, loss_action_cls: 0.0923, recall@thr=0.5: 0.5500, prec@thr=0.5: 0.6364, recall@top3: 0.6816, prec@top3: 0.5816, recall@top5: 0.8562, prec@top5: 0.4465, loss: 0.0923, grad_norm: 0.4756 2021-04-10 17:32:06,538 - mmaction - INFO - Epoch [1][1200/3842] lr: 1.799e-02, eta: 12:58:49, time: 1.211, data_time: 0.002, memory: 10740, loss_action_cls: 0.0917, recall@thr=0.5: 0.5256, prec@thr=0.5: 0.6268, recall@top3: 0.6897, prec@top3: 0.5757, recall@top5: 0.8621, prec@top5: 0.4408, loss: 0.0917, grad_norm: 0.4621 2021-04-10 17:32:30,784 - mmaction - INFO - Epoch [1][1220/3842] lr: 1.816e-02, eta: 12:57:57, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0843, recall@thr=0.5: 0.5458, prec@thr=0.5: 0.6446, recall@top3: 0.6770, prec@top3: 0.5764, recall@top5: 0.8524, prec@top5: 0.4435, loss: 0.0843, grad_norm: 0.5197 2021-04-10 17:32:55,023 - mmaction - INFO - Epoch [1][1240/3842] lr: 1.834e-02, eta: 12:57:06, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0895, recall@thr=0.5: 0.5363, prec@thr=0.5: 0.6249, recall@top3: 0.6791, prec@top3: 0.5719, recall@top5: 0.8532, prec@top5: 0.4373, loss: 0.0895, grad_norm: 0.4778 2021-04-10 17:33:19,833 - mmaction - INFO - Epoch [1][1260/3842] lr: 1.851e-02, eta: 12:56:34, time: 1.242, data_time: 0.048, memory: 10740, loss_action_cls: 0.0855, recall@thr=0.5: 0.5247, prec@thr=0.5: 0.6464, recall@top3: 0.6948, prec@top3: 0.5856, recall@top5: 0.8626, prec@top5: 0.4466, loss: 0.0855, grad_norm: 0.4387 2021-04-10 17:33:44,093 - mmaction - INFO - Epoch [1][1280/3842] lr: 1.868e-02, eta: 12:55:44, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0833, recall@thr=0.5: 0.5565, prec@thr=0.5: 0.6491, recall@top3: 0.7032, prec@top3: 0.5783, recall@top5: 0.8699, prec@top5: 0.4384, loss: 0.0833, grad_norm: 0.3670 2021-04-10 17:34:08,365 - mmaction - INFO - Epoch [1][1300/3842] lr: 1.886e-02, eta: 12:54:57, time: 1.215, data_time: 0.002, memory: 10740, loss_action_cls: 0.0923, recall@thr=0.5: 0.5564, prec@thr=0.5: 0.6549, recall@top3: 0.7043, prec@top3: 0.5825, recall@top5: 0.8761, prec@top5: 0.4458, loss: 0.0923, grad_norm: 0.3717 2021-04-10 17:34:32,549 - mmaction - INFO - Epoch [1][1320/3842] lr: 1.903e-02, eta: 12:54:07, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0851, recall@thr=0.5: 0.5506, prec@thr=0.5: 0.6493, recall@top3: 0.6826, prec@top3: 0.5751, recall@top5: 0.8582, prec@top5: 0.4425, loss: 0.0851, grad_norm: 0.4190 2021-04-10 17:34:56,911 - mmaction - INFO - Epoch [1][1340/3842] lr: 1.920e-02, eta: 12:53:24, time: 1.220, data_time: 0.014, memory: 10740, loss_action_cls: 0.0941, recall@thr=0.5: 0.5419, prec@thr=0.5: 0.6340, recall@top3: 0.6751, prec@top3: 0.5799, recall@top5: 0.8560, prec@top5: 0.4482, loss: 0.0941, grad_norm: 0.4475 2021-04-10 17:35:20,991 - mmaction - INFO - Epoch [1][1360/3842] lr: 1.938e-02, eta: 12:52:33, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0880, recall@thr=0.5: 0.5440, prec@thr=0.5: 0.6473, recall@top3: 0.6859, prec@top3: 0.5775, recall@top5: 0.8575, prec@top5: 0.4400, loss: 0.0880, grad_norm: 0.4778 2021-04-10 17:35:45,379 - mmaction - INFO - Epoch [1][1380/3842] lr: 1.955e-02, eta: 12:51:50, time: 1.218, data_time: 0.016, memory: 10740, loss_action_cls: 0.0878, recall@thr=0.5: 0.5440, prec@thr=0.5: 0.6338, recall@top3: 0.6908, prec@top3: 0.5716, recall@top5: 0.8640, prec@top5: 0.4401, loss: 0.0878, grad_norm: 0.4152 2021-04-10 17:36:09,400 - mmaction - INFO - Epoch [1][1400/3842] lr: 1.972e-02, eta: 12:51:00, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0920, recall@thr=0.5: 0.5354, prec@thr=0.5: 0.6449, recall@top3: 0.6778, prec@top3: 0.5765, recall@top5: 0.8628, prec@top5: 0.4465, loss: 0.0920, grad_norm: 0.4421 2021-04-10 17:36:33,456 - mmaction - INFO - Epoch [1][1420/3842] lr: 1.990e-02, eta: 12:50:09, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0911, recall@thr=0.5: 0.5379, prec@thr=0.5: 0.6435, recall@top3: 0.6890, prec@top3: 0.5787, recall@top5: 0.8492, prec@top5: 0.4374, loss: 0.0911, grad_norm: 0.3943 2021-04-10 17:36:57,541 - mmaction - INFO - Epoch [1][1440/3842] lr: 2.007e-02, eta: 12:49:23, time: 1.207, data_time: 0.003, memory: 10740, loss_action_cls: 0.0887, recall@thr=0.5: 0.5540, prec@thr=0.5: 0.6564, recall@top3: 0.6919, prec@top3: 0.5830, recall@top5: 0.8614, prec@top5: 0.4439, loss: 0.0887, grad_norm: 0.4135 2021-04-10 17:37:21,705 - mmaction - INFO - Epoch [1][1460/3842] lr: 2.024e-02, eta: 12:48:36, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0850, recall@thr=0.5: 0.5588, prec@thr=0.5: 0.6698, recall@top3: 0.7046, prec@top3: 0.5954, recall@top5: 0.8648, prec@top5: 0.4493, loss: 0.0850, grad_norm: 0.3755 2021-04-10 17:37:45,701 - mmaction - INFO - Epoch [1][1480/3842] lr: 2.042e-02, eta: 12:47:48, time: 1.201, data_time: 0.003, memory: 10740, loss_action_cls: 0.0835, recall@thr=0.5: 0.5569, prec@thr=0.5: 0.6527, recall@top3: 0.6951, prec@top3: 0.5898, recall@top5: 0.8689, prec@top5: 0.4508, loss: 0.0835, grad_norm: 0.3825 2021-04-10 17:38:09,825 - mmaction - INFO - Epoch [1][1500/3842] lr: 2.059e-02, eta: 12:47:04, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0894, recall@thr=0.5: 0.5657, prec@thr=0.5: 0.6586, recall@top3: 0.6935, prec@top3: 0.6001, recall@top5: 0.8638, prec@top5: 0.4565, loss: 0.0894, grad_norm: 0.3870 2021-04-10 17:38:33,931 - mmaction - INFO - Epoch [1][1520/3842] lr: 2.076e-02, eta: 12:46:18, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0817, recall@thr=0.5: 0.5500, prec@thr=0.5: 0.6541, recall@top3: 0.6835, prec@top3: 0.5800, recall@top5: 0.8624, prec@top5: 0.4456, loss: 0.0817, grad_norm: 0.3520 2021-04-10 17:38:58,199 - mmaction - INFO - Epoch [1][1540/3842] lr: 2.094e-02, eta: 12:45:38, time: 1.214, data_time: 0.002, memory: 10740, loss_action_cls: 0.0846, recall@thr=0.5: 0.5497, prec@thr=0.5: 0.6521, recall@top3: 0.6988, prec@top3: 0.5788, recall@top5: 0.8649, prec@top5: 0.4415, loss: 0.0846, grad_norm: 0.4039 2021-04-10 17:39:22,315 - mmaction - INFO - Epoch [1][1560/3842] lr: 2.111e-02, eta: 12:44:54, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0850, recall@thr=0.5: 0.5557, prec@thr=0.5: 0.6609, recall@top3: 0.7022, prec@top3: 0.5891, recall@top5: 0.8657, prec@top5: 0.4471, loss: 0.0850, grad_norm: 0.3610 2021-04-10 17:39:46,304 - mmaction - INFO - Epoch [1][1580/3842] lr: 2.128e-02, eta: 12:44:08, time: 1.200, data_time: 0.002, memory: 10740, loss_action_cls: 0.0852, recall@thr=0.5: 0.5846, prec@thr=0.5: 0.6850, recall@top3: 0.7139, prec@top3: 0.6134, recall@top5: 0.8826, prec@top5: 0.4637, loss: 0.0852, grad_norm: 0.3494 2021-04-10 17:40:10,358 - mmaction - INFO - Epoch [1][1600/3842] lr: 2.145e-02, eta: 12:43:24, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0853, recall@thr=0.5: 0.5529, prec@thr=0.5: 0.6488, recall@top3: 0.6823, prec@top3: 0.5818, recall@top5: 0.8694, prec@top5: 0.4510, loss: 0.0853, grad_norm: 0.3892 2021-04-10 17:40:34,330 - mmaction - INFO - Epoch [1][1620/3842] lr: 2.163e-02, eta: 12:42:38, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0888, recall@thr=0.5: 0.5414, prec@thr=0.5: 0.6447, recall@top3: 0.6911, prec@top3: 0.5870, recall@top5: 0.8563, prec@top5: 0.4462, loss: 0.0888, grad_norm: 0.3578 2021-04-10 17:40:58,482 - mmaction - INFO - Epoch [1][1640/3842] lr: 2.180e-02, eta: 12:41:57, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0890, recall@thr=0.5: 0.5579, prec@thr=0.5: 0.6643, recall@top3: 0.7073, prec@top3: 0.5902, recall@top5: 0.8714, prec@top5: 0.4465, loss: 0.0890, grad_norm: 0.3087 2021-04-10 17:41:22,525 - mmaction - INFO - Epoch [1][1660/3842] lr: 2.197e-02, eta: 12:41:14, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0894, recall@thr=0.5: 0.5726, prec@thr=0.5: 0.6649, recall@top3: 0.7020, prec@top3: 0.5997, recall@top5: 0.8721, prec@top5: 0.4542, loss: 0.0894, grad_norm: 0.3614 2021-04-10 17:41:46,606 - mmaction - INFO - Epoch [1][1680/3842] lr: 2.214e-02, eta: 12:40:32, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0825, recall@thr=0.5: 0.5715, prec@thr=0.5: 0.6639, recall@top3: 0.7072, prec@top3: 0.5966, recall@top5: 0.8731, prec@top5: 0.4527, loss: 0.0825, grad_norm: 0.3871 2021-04-10 17:42:10,735 - mmaction - INFO - Epoch [1][1700/3842] lr: 2.232e-02, eta: 12:39:52, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0845, recall@thr=0.5: 0.5586, prec@thr=0.5: 0.6630, recall@top3: 0.7059, prec@top3: 0.5827, recall@top5: 0.8752, prec@top5: 0.4425, loss: 0.0845, grad_norm: 0.3764 2021-04-10 17:42:34,871 - mmaction - INFO - Epoch [1][1720/3842] lr: 2.249e-02, eta: 12:39:13, time: 1.208, data_time: 0.003, memory: 10740, loss_action_cls: 0.0867, recall@thr=0.5: 0.5438, prec@thr=0.5: 0.6370, recall@top3: 0.7013, prec@top3: 0.5696, recall@top5: 0.8704, prec@top5: 0.4322, loss: 0.0867, grad_norm: 0.3893 2021-04-10 17:42:59,132 - mmaction - INFO - Epoch [1][1740/3842] lr: 2.266e-02, eta: 12:38:36, time: 1.214, data_time: 0.001, memory: 10740, loss_action_cls: 0.0836, recall@thr=0.5: 0.5752, prec@thr=0.5: 0.6650, recall@top3: 0.7126, prec@top3: 0.6036, recall@top5: 0.8786, prec@top5: 0.4566, loss: 0.0836, grad_norm: 0.3063 2021-04-10 17:43:23,325 - mmaction - INFO - Epoch [1][1760/3842] lr: 2.283e-02, eta: 12:37:58, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0840, recall@thr=0.5: 0.5571, prec@thr=0.5: 0.6601, recall@top3: 0.6975, prec@top3: 0.5821, recall@top5: 0.8700, prec@top5: 0.4434, loss: 0.0840, grad_norm: 0.3439 2021-04-10 17:43:47,385 - mmaction - INFO - Epoch [1][1780/3842] lr: 2.301e-02, eta: 12:37:18, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0790, recall@thr=0.5: 0.5625, prec@thr=0.5: 0.6470, recall@top3: 0.7107, prec@top3: 0.6000, recall@top5: 0.8714, prec@top5: 0.4499, loss: 0.0790, grad_norm: 0.3499 2021-04-10 17:44:11,358 - mmaction - INFO - Epoch [1][1800/3842] lr: 2.318e-02, eta: 12:36:36, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0771, recall@thr=0.5: 0.5982, prec@thr=0.5: 0.6847, recall@top3: 0.7275, prec@top3: 0.6108, recall@top5: 0.8830, prec@top5: 0.4549, loss: 0.0771, grad_norm: 0.3102 2021-04-10 17:44:35,490 - mmaction - INFO - Epoch [1][1820/3842] lr: 2.335e-02, eta: 12:35:58, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0877, recall@thr=0.5: 0.5482, prec@thr=0.5: 0.6375, recall@top3: 0.6861, prec@top3: 0.5826, recall@top5: 0.8550, prec@top5: 0.4482, loss: 0.0877, grad_norm: 0.3455 2021-04-10 17:44:59,610 - mmaction - INFO - Epoch [1][1840/3842] lr: 2.352e-02, eta: 12:35:20, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0799, recall@thr=0.5: 0.5700, prec@thr=0.5: 0.6626, recall@top3: 0.7085, prec@top3: 0.5925, recall@top5: 0.8859, prec@top5: 0.4528, loss: 0.0799, grad_norm: 0.3560 2021-04-10 17:45:23,724 - mmaction - INFO - Epoch [1][1860/3842] lr: 2.369e-02, eta: 12:34:42, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0860, recall@thr=0.5: 0.5550, prec@thr=0.5: 0.6692, recall@top3: 0.7056, prec@top3: 0.5962, recall@top5: 0.8783, prec@top5: 0.4533, loss: 0.0860, grad_norm: 0.2999 2021-04-10 17:45:47,895 - mmaction - INFO - Epoch [1][1880/3842] lr: 2.386e-02, eta: 12:34:05, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0859, recall@thr=0.5: 0.5742, prec@thr=0.5: 0.6720, recall@top3: 0.7076, prec@top3: 0.6076, recall@top5: 0.8814, prec@top5: 0.4621, loss: 0.0859, grad_norm: 0.2914 2021-04-10 17:46:12,024 - mmaction - INFO - Epoch [1][1900/3842] lr: 2.404e-02, eta: 12:33:29, time: 1.210, data_time: 0.004, memory: 10740, loss_action_cls: 0.0851, recall@thr=0.5: 0.5801, prec@thr=0.5: 0.6816, recall@top3: 0.7070, prec@top3: 0.6021, recall@top5: 0.8726, prec@top5: 0.4531, loss: 0.0851, grad_norm: 0.2712 2021-04-10 17:46:36,095 - mmaction - INFO - Epoch [1][1920/3842] lr: 2.421e-02, eta: 12:32:51, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0855, recall@thr=0.5: 0.5626, prec@thr=0.5: 0.6648, recall@top3: 0.7139, prec@top3: 0.5879, recall@top5: 0.8820, prec@top5: 0.4471, loss: 0.0855, grad_norm: 0.2875 2021-04-10 17:47:00,151 - mmaction - INFO - Epoch [1][1940/3842] lr: 2.438e-02, eta: 12:32:13, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0860, recall@thr=0.5: 0.5488, prec@thr=0.5: 0.6449, recall@top3: 0.7001, prec@top3: 0.5933, recall@top5: 0.8658, prec@top5: 0.4500, loss: 0.0860, grad_norm: 0.2738 2021-04-10 17:47:24,474 - mmaction - INFO - Epoch [1][1960/3842] lr: 2.455e-02, eta: 12:31:41, time: 1.217, data_time: 0.002, memory: 10740, loss_action_cls: 0.0873, recall@thr=0.5: 0.5706, prec@thr=0.5: 0.6644, recall@top3: 0.7119, prec@top3: 0.6043, recall@top5: 0.8754, prec@top5: 0.4553, loss: 0.0873, grad_norm: 0.2801 2021-04-10 17:47:48,709 - mmaction - INFO - Epoch [1][1980/3842] lr: 2.472e-02, eta: 12:31:06, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0800, recall@thr=0.5: 0.5719, prec@thr=0.5: 0.6649, recall@top3: 0.7053, prec@top3: 0.5974, recall@top5: 0.8685, prec@top5: 0.4521, loss: 0.0800, grad_norm: 0.3191 2021-04-10 17:48:12,792 - mmaction - INFO - Epoch [1][2000/3842] lr: 2.489e-02, eta: 12:30:30, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0805, recall@thr=0.5: 0.5762, prec@thr=0.5: 0.6523, recall@top3: 0.7017, prec@top3: 0.5876, recall@top5: 0.8714, prec@top5: 0.4487, loss: 0.0805, grad_norm: 0.3453 2021-04-10 17:48:36,861 - mmaction - INFO - Epoch [1][2020/3842] lr: 2.506e-02, eta: 12:29:53, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0799, recall@thr=0.5: 0.5859, prec@thr=0.5: 0.6695, recall@top3: 0.7105, prec@top3: 0.6048, recall@top5: 0.8771, prec@top5: 0.4559, loss: 0.0799, grad_norm: 0.3003 2021-04-10 17:49:00,956 - mmaction - INFO - Epoch [1][2040/3842] lr: 2.524e-02, eta: 12:29:17, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0811, recall@thr=0.5: 0.5633, prec@thr=0.5: 0.6656, recall@top3: 0.7170, prec@top3: 0.5979, recall@top5: 0.8715, prec@top5: 0.4458, loss: 0.0811, grad_norm: 0.2743 2021-04-10 17:49:25,233 - mmaction - INFO - Epoch [1][2060/3842] lr: 2.541e-02, eta: 12:28:45, time: 1.213, data_time: 0.011, memory: 10740, loss_action_cls: 0.0826, recall@thr=0.5: 0.5756, prec@thr=0.5: 0.6618, recall@top3: 0.7015, prec@top3: 0.5942, recall@top5: 0.8724, prec@top5: 0.4532, loss: 0.0826, grad_norm: 0.3233 2021-04-10 17:49:49,403 - mmaction - INFO - Epoch [1][2080/3842] lr: 2.558e-02, eta: 12:28:10, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0822, recall@thr=0.5: 0.5758, prec@thr=0.5: 0.6797, recall@top3: 0.7066, prec@top3: 0.5976, recall@top5: 0.8692, prec@top5: 0.4510, loss: 0.0822, grad_norm: 0.2815 2021-04-10 17:50:13,492 - mmaction - INFO - Epoch [1][2100/3842] lr: 2.575e-02, eta: 12:27:35, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0826, recall@thr=0.5: 0.5840, prec@thr=0.5: 0.6860, recall@top3: 0.7230, prec@top3: 0.6090, recall@top5: 0.8799, prec@top5: 0.4527, loss: 0.0826, grad_norm: 0.2620 2021-04-10 17:50:37,541 - mmaction - INFO - Epoch [1][2120/3842] lr: 2.592e-02, eta: 12:26:59, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0823, recall@thr=0.5: 0.5874, prec@thr=0.5: 0.6842, recall@top3: 0.7173, prec@top3: 0.6097, recall@top5: 0.8831, prec@top5: 0.4600, loss: 0.0823, grad_norm: 0.2679 2021-04-10 17:51:01,666 - mmaction - INFO - Epoch [1][2140/3842] lr: 2.609e-02, eta: 12:26:25, time: 1.207, data_time: 0.003, memory: 10740, loss_action_cls: 0.0877, recall@thr=0.5: 0.5620, prec@thr=0.5: 0.6825, recall@top3: 0.7020, prec@top3: 0.6008, recall@top5: 0.8716, prec@top5: 0.4586, loss: 0.0877, grad_norm: 0.3092 2021-04-10 17:51:25,870 - mmaction - INFO - Epoch [1][2160/3842] lr: 2.626e-02, eta: 12:25:52, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0849, recall@thr=0.5: 0.5831, prec@thr=0.5: 0.6771, recall@top3: 0.7093, prec@top3: 0.5865, recall@top5: 0.8678, prec@top5: 0.4428, loss: 0.0849, grad_norm: 0.2907 2021-04-10 17:51:50,029 - mmaction - INFO - Epoch [1][2180/3842] lr: 2.643e-02, eta: 12:25:19, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0850, recall@thr=0.5: 0.5572, prec@thr=0.5: 0.6483, recall@top3: 0.7073, prec@top3: 0.5822, recall@top5: 0.8743, prec@top5: 0.4418, loss: 0.0850, grad_norm: 0.2891 2021-04-10 17:52:14,213 - mmaction - INFO - Epoch [1][2200/3842] lr: 2.660e-02, eta: 12:24:46, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0855, recall@thr=0.5: 0.5774, prec@thr=0.5: 0.6786, recall@top3: 0.7045, prec@top3: 0.6001, recall@top5: 0.8694, prec@top5: 0.4518, loss: 0.0855, grad_norm: 0.2833 2021-04-10 17:52:38,274 - mmaction - INFO - Epoch [1][2220/3842] lr: 2.677e-02, eta: 12:24:11, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0815, recall@thr=0.5: 0.5821, prec@thr=0.5: 0.6772, recall@top3: 0.7151, prec@top3: 0.5977, recall@top5: 0.8795, prec@top5: 0.4480, loss: 0.0815, grad_norm: 0.2900 2021-04-10 17:53:02,357 - mmaction - INFO - Epoch [1][2240/3842] lr: 2.694e-02, eta: 12:23:36, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0831, recall@thr=0.5: 0.5751, prec@thr=0.5: 0.6778, recall@top3: 0.7223, prec@top3: 0.5995, recall@top5: 0.8826, prec@top5: 0.4498, loss: 0.0831, grad_norm: 0.2591 2021-04-10 17:53:26,664 - mmaction - INFO - Epoch [1][2260/3842] lr: 2.711e-02, eta: 12:23:07, time: 1.217, data_time: 0.003, memory: 10740, loss_action_cls: 0.0810, recall@thr=0.5: 0.5709, prec@thr=0.5: 0.6697, recall@top3: 0.7042, prec@top3: 0.5994, recall@top5: 0.8760, prec@top5: 0.4529, loss: 0.0810, grad_norm: 0.2591 2021-04-10 17:53:50,791 - mmaction - INFO - Epoch [1][2280/3842] lr: 2.728e-02, eta: 12:22:33, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0813, recall@thr=0.5: 0.5815, prec@thr=0.5: 0.6744, recall@top3: 0.7165, prec@top3: 0.6008, recall@top5: 0.8810, prec@top5: 0.4535, loss: 0.0813, grad_norm: 0.2387 2021-04-10 17:54:14,931 - mmaction - INFO - Epoch [1][2300/3842] lr: 2.745e-02, eta: 12:22:01, time: 1.208, data_time: 0.008, memory: 10740, loss_action_cls: 0.0758, recall@thr=0.5: 0.5762, prec@thr=0.5: 0.6724, recall@top3: 0.7296, prec@top3: 0.6036, recall@top5: 0.8828, prec@top5: 0.4479, loss: 0.0758, grad_norm: 0.2749 2021-04-10 17:54:39,027 - mmaction - INFO - Epoch [1][2320/3842] lr: 2.762e-02, eta: 12:21:27, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0814, recall@thr=0.5: 0.5768, prec@thr=0.5: 0.6792, recall@top3: 0.7096, prec@top3: 0.6017, recall@top5: 0.8724, prec@top5: 0.4529, loss: 0.0814, grad_norm: 0.2968 2021-04-10 17:55:03,083 - mmaction - INFO - Epoch [1][2340/3842] lr: 2.779e-02, eta: 12:20:54, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0773, recall@thr=0.5: 0.5928, prec@thr=0.5: 0.6864, recall@top3: 0.7193, prec@top3: 0.5950, recall@top5: 0.8813, prec@top5: 0.4449, loss: 0.0773, grad_norm: 0.2718 2021-04-10 17:55:27,249 - mmaction - INFO - Epoch [1][2360/3842] lr: 2.796e-02, eta: 12:20:21, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0809, recall@thr=0.5: 0.5916, prec@thr=0.5: 0.6736, recall@top3: 0.7169, prec@top3: 0.6021, recall@top5: 0.8832, prec@top5: 0.4553, loss: 0.0809, grad_norm: 0.2726 2021-04-10 17:55:51,503 - mmaction - INFO - Epoch [1][2380/3842] lr: 2.813e-02, eta: 12:19:51, time: 1.215, data_time: 0.004, memory: 10740, loss_action_cls: 0.0812, recall@thr=0.5: 0.5751, prec@thr=0.5: 0.6657, recall@top3: 0.7314, prec@top3: 0.6049, recall@top5: 0.8847, prec@top5: 0.4492, loss: 0.0812, grad_norm: 0.2514 2021-04-10 17:56:15,498 - mmaction - INFO - Epoch [1][2400/3842] lr: 2.830e-02, eta: 12:19:17, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0794, recall@thr=0.5: 0.6041, prec@thr=0.5: 0.7026, recall@top3: 0.7206, prec@top3: 0.6220, recall@top5: 0.8844, prec@top5: 0.4685, loss: 0.0794, grad_norm: 0.2394 2021-04-10 17:56:39,666 - mmaction - INFO - Epoch [1][2420/3842] lr: 2.847e-02, eta: 12:18:46, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0848, recall@thr=0.5: 0.5691, prec@thr=0.5: 0.6609, recall@top3: 0.7063, prec@top3: 0.5845, recall@top5: 0.8811, prec@top5: 0.4445, loss: 0.0848, grad_norm: 0.2648 2021-04-10 17:57:03,763 - mmaction - INFO - Epoch [1][2440/3842] lr: 2.864e-02, eta: 12:18:13, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0820, recall@thr=0.5: 0.5925, prec@thr=0.5: 0.6803, recall@top3: 0.7282, prec@top3: 0.6146, recall@top5: 0.8913, prec@top5: 0.4606, loss: 0.0820, grad_norm: 0.2411 2021-04-10 17:57:27,947 - mmaction - INFO - Epoch [1][2460/3842] lr: 2.881e-02, eta: 12:17:42, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0816, recall@thr=0.5: 0.5885, prec@thr=0.5: 0.6710, recall@top3: 0.7152, prec@top3: 0.6101, recall@top5: 0.8821, prec@top5: 0.4615, loss: 0.0816, grad_norm: 0.2515 2021-04-10 17:57:52,041 - mmaction - INFO - Epoch [1][2480/3842] lr: 2.898e-02, eta: 12:17:10, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0849, recall@thr=0.5: 0.5682, prec@thr=0.5: 0.6678, recall@top3: 0.7206, prec@top3: 0.6022, recall@top5: 0.8778, prec@top5: 0.4476, loss: 0.0849, grad_norm: 0.2707 2021-04-10 17:58:16,112 - mmaction - INFO - Epoch [1][2500/3842] lr: 2.915e-02, eta: 12:16:37, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0791, recall@thr=0.5: 0.6191, prec@thr=0.5: 0.7012, recall@top3: 0.7244, prec@top3: 0.6139, recall@top5: 0.8889, prec@top5: 0.4607, loss: 0.0791, grad_norm: 0.2549 2021-04-10 17:58:40,425 - mmaction - INFO - Epoch [1][2520/3842] lr: 2.931e-02, eta: 12:16:09, time: 1.217, data_time: 0.002, memory: 10740, loss_action_cls: 0.0785, recall@thr=0.5: 0.5937, prec@thr=0.5: 0.6776, recall@top3: 0.7223, prec@top3: 0.6136, recall@top5: 0.8857, prec@top5: 0.4588, loss: 0.0785, grad_norm: 0.2522 2021-04-10 17:59:04,771 - mmaction - INFO - Epoch [1][2540/3842] lr: 2.948e-02, eta: 12:15:41, time: 1.217, data_time: 0.001, memory: 10740, loss_action_cls: 0.0796, recall@thr=0.5: 0.6013, prec@thr=0.5: 0.6978, recall@top3: 0.7381, prec@top3: 0.6160, recall@top5: 0.8939, prec@top5: 0.4587, loss: 0.0796, grad_norm: 0.2393 2021-04-10 17:59:28,807 - mmaction - INFO - Epoch [1][2560/3842] lr: 2.965e-02, eta: 12:15:08, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0822, recall@thr=0.5: 0.5667, prec@thr=0.5: 0.6788, recall@top3: 0.7083, prec@top3: 0.5970, recall@top5: 0.8767, prec@top5: 0.4498, loss: 0.0822, grad_norm: 0.2804 2021-04-10 17:59:53,025 - mmaction - INFO - Epoch [1][2580/3842] lr: 2.982e-02, eta: 12:14:38, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0773, recall@thr=0.5: 0.5996, prec@thr=0.5: 0.6763, recall@top3: 0.7292, prec@top3: 0.6034, recall@top5: 0.8902, prec@top5: 0.4513, loss: 0.0773, grad_norm: 0.2557 2021-04-10 18:00:17,470 - mmaction - INFO - Epoch [1][2600/3842] lr: 2.999e-02, eta: 12:14:09, time: 1.215, data_time: 0.002, memory: 10740, loss_action_cls: 0.0763, recall@thr=0.5: 0.5901, prec@thr=0.5: 0.6944, recall@top3: 0.7347, prec@top3: 0.6154, recall@top5: 0.8765, prec@top5: 0.4500, loss: 0.0763, grad_norm: 0.2255 2021-04-10 18:01:11,609 - mmaction - INFO - Epoch [1][2620/3842] lr: 3.016e-02, eta: 12:20:30, time: 2.715, data_time: 1.525, memory: 10740, loss_action_cls: 0.0810, recall@thr=0.5: 0.5858, prec@thr=0.5: 0.6838, recall@top3: 0.7248, prec@top3: 0.6127, recall@top5: 0.8898, prec@top5: 0.4599, loss: 0.0810, grad_norm: 0.2530 2021-04-10 18:01:35,485 - mmaction - INFO - Epoch [1][2640/3842] lr: 3.033e-02, eta: 12:19:53, time: 1.194, data_time: 0.002, memory: 10740, loss_action_cls: 0.0795, recall@thr=0.5: 0.5923, prec@thr=0.5: 0.6880, recall@top3: 0.7316, prec@top3: 0.6107, recall@top5: 0.8823, prec@top5: 0.4517, loss: 0.0795, grad_norm: 0.2255 2021-04-10 18:01:59,628 - mmaction - INFO - Epoch [1][2660/3842] lr: 3.049e-02, eta: 12:19:19, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0807, recall@thr=0.5: 0.6030, prec@thr=0.5: 0.6907, recall@top3: 0.7305, prec@top3: 0.6157, recall@top5: 0.8898, prec@top5: 0.4592, loss: 0.0807, grad_norm: 0.2470 2021-04-10 18:02:23,617 - mmaction - INFO - Epoch [1][2680/3842] lr: 3.066e-02, eta: 12:18:43, time: 1.199, data_time: 0.002, memory: 10740, loss_action_cls: 0.0795, recall@thr=0.5: 0.6019, prec@thr=0.5: 0.6913, recall@top3: 0.7319, prec@top3: 0.6084, recall@top5: 0.8847, prec@top5: 0.4514, loss: 0.0795, grad_norm: 0.2640 2021-04-10 18:02:47,751 - mmaction - INFO - Epoch [1][2700/3842] lr: 3.083e-02, eta: 12:18:10, time: 1.208, data_time: 0.003, memory: 10740, loss_action_cls: 0.0840, recall@thr=0.5: 0.5805, prec@thr=0.5: 0.6842, recall@top3: 0.7207, prec@top3: 0.6049, recall@top5: 0.8821, prec@top5: 0.4517, loss: 0.0840, grad_norm: 0.2623 2021-04-10 18:03:13,486 - mmaction - INFO - Epoch [1][2720/3842] lr: 3.100e-02, eta: 12:17:57, time: 1.286, data_time: 0.003, memory: 10740, loss_action_cls: 0.0765, recall@thr=0.5: 0.6043, prec@thr=0.5: 0.6936, recall@top3: 0.7295, prec@top3: 0.6162, recall@top5: 0.8898, prec@top5: 0.4616, loss: 0.0765, grad_norm: 0.2355 2021-04-10 18:03:37,663 - mmaction - INFO - Epoch [1][2740/3842] lr: 3.117e-02, eta: 12:17:23, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0784, recall@thr=0.5: 0.6014, prec@thr=0.5: 0.6877, recall@top3: 0.7273, prec@top3: 0.6209, recall@top5: 0.8925, prec@top5: 0.4650, loss: 0.0784, grad_norm: 0.3027 2021-04-10 18:04:01,668 - mmaction - INFO - Epoch [1][2760/3842] lr: 3.133e-02, eta: 12:16:49, time: 1.202, data_time: 0.003, memory: 10740, loss_action_cls: 0.0840, recall@thr=0.5: 0.5720, prec@thr=0.5: 0.6796, recall@top3: 0.7129, prec@top3: 0.5896, recall@top5: 0.8754, prec@top5: 0.4444, loss: 0.0840, grad_norm: 0.2741 2021-04-10 18:04:25,786 - mmaction - INFO - Epoch [1][2780/3842] lr: 3.150e-02, eta: 12:16:15, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0817, recall@thr=0.5: 0.5780, prec@thr=0.5: 0.6869, recall@top3: 0.7159, prec@top3: 0.6100, recall@top5: 0.8800, prec@top5: 0.4557, loss: 0.0817, grad_norm: 0.2299 2021-04-10 18:04:49,948 - mmaction - INFO - Epoch [1][2800/3842] lr: 3.167e-02, eta: 12:15:42, time: 1.208, data_time: 0.003, memory: 10740, loss_action_cls: 0.0745, recall@thr=0.5: 0.5906, prec@thr=0.5: 0.6937, recall@top3: 0.7216, prec@top3: 0.5981, recall@top5: 0.8893, prec@top5: 0.4515, loss: 0.0745, grad_norm: 0.2533 2021-04-10 18:05:14,068 - mmaction - INFO - Epoch [1][2820/3842] lr: 3.184e-02, eta: 12:15:09, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0743, recall@thr=0.5: 0.6104, prec@thr=0.5: 0.7042, recall@top3: 0.7260, prec@top3: 0.6232, recall@top5: 0.8930, prec@top5: 0.4653, loss: 0.0743, grad_norm: 0.2347 2021-04-10 18:05:38,145 - mmaction - INFO - Epoch [1][2840/3842] lr: 3.200e-02, eta: 12:14:35, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0781, recall@thr=0.5: 0.5830, prec@thr=0.5: 0.6879, recall@top3: 0.7195, prec@top3: 0.6021, recall@top5: 0.8690, prec@top5: 0.4471, loss: 0.0781, grad_norm: 0.2331 2021-04-10 18:06:02,412 - mmaction - INFO - Epoch [1][2860/3842] lr: 3.217e-02, eta: 12:14:05, time: 1.215, data_time: 0.012, memory: 10740, loss_action_cls: 0.0913, recall@thr=0.5: 0.5883, prec@thr=0.5: 0.6857, recall@top3: 0.7183, prec@top3: 0.6071, recall@top5: 0.8752, prec@top5: 0.4529, loss: 0.0913, grad_norm: 0.2442 2021-04-10 18:06:26,558 - mmaction - INFO - Epoch [1][2880/3842] lr: 3.234e-02, eta: 12:13:32, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0755, recall@thr=0.5: 0.6092, prec@thr=0.5: 0.7130, recall@top3: 0.7422, prec@top3: 0.6207, recall@top5: 0.8958, prec@top5: 0.4596, loss: 0.0755, grad_norm: 0.2243 2021-04-10 18:06:50,812 - mmaction - INFO - Epoch [1][2900/3842] lr: 3.251e-02, eta: 12:13:01, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0778, recall@thr=0.5: 0.5857, prec@thr=0.5: 0.6774, recall@top3: 0.7279, prec@top3: 0.6137, recall@top5: 0.8830, prec@top5: 0.4576, loss: 0.0778, grad_norm: 0.2098 2021-04-10 18:07:14,910 - mmaction - INFO - Epoch [1][2920/3842] lr: 3.267e-02, eta: 12:12:28, time: 1.204, data_time: 0.003, memory: 10740, loss_action_cls: 0.0773, recall@thr=0.5: 0.5861, prec@thr=0.5: 0.6878, recall@top3: 0.7244, prec@top3: 0.6154, recall@top5: 0.8855, prec@top5: 0.4599, loss: 0.0773, grad_norm: 0.2608 2021-04-10 18:07:39,042 - mmaction - INFO - Epoch [1][2940/3842] lr: 3.284e-02, eta: 12:11:56, time: 1.208, data_time: 0.003, memory: 10740, loss_action_cls: 0.0793, recall@thr=0.5: 0.5824, prec@thr=0.5: 0.6894, recall@top3: 0.7242, prec@top3: 0.6097, recall@top5: 0.8831, prec@top5: 0.4570, loss: 0.0793, grad_norm: 0.2346 2021-04-10 18:08:04,923 - mmaction - INFO - Epoch [1][2960/3842] lr: 3.301e-02, eta: 12:11:44, time: 1.292, data_time: 0.099, memory: 10740, loss_action_cls: 0.0771, recall@thr=0.5: 0.5914, prec@thr=0.5: 0.6943, recall@top3: 0.7244, prec@top3: 0.6050, recall@top5: 0.8836, prec@top5: 0.4542, loss: 0.0771, grad_norm: 0.2441 2021-04-10 18:08:29,128 - mmaction - INFO - Epoch [1][2980/3842] lr: 3.317e-02, eta: 12:11:13, time: 1.211, data_time: 0.004, memory: 10740, loss_action_cls: 0.0788, recall@thr=0.5: 0.5833, prec@thr=0.5: 0.6788, recall@top3: 0.7284, prec@top3: 0.6068, recall@top5: 0.8831, prec@top5: 0.4513, loss: 0.0788, grad_norm: 0.2387 2021-04-10 18:08:53,220 - mmaction - INFO - Epoch [1][3000/3842] lr: 3.334e-02, eta: 12:10:41, time: 1.207, data_time: 0.003, memory: 10740, loss_action_cls: 0.0789, recall@thr=0.5: 0.5929, prec@thr=0.5: 0.6801, recall@top3: 0.7210, prec@top3: 0.6057, recall@top5: 0.8756, prec@top5: 0.4513, loss: 0.0789, grad_norm: 0.2112 2021-04-10 18:09:17,370 - mmaction - INFO - Epoch [1][3020/3842] lr: 3.350e-02, eta: 12:10:09, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0793, recall@thr=0.5: 0.5989, prec@thr=0.5: 0.7007, recall@top3: 0.7263, prec@top3: 0.6096, recall@top5: 0.8809, prec@top5: 0.4551, loss: 0.0793, grad_norm: 0.2264 2021-04-10 18:09:41,374 - mmaction - INFO - Epoch [1][3040/3842] lr: 3.367e-02, eta: 12:09:35, time: 1.202, data_time: 0.002, memory: 10740, loss_action_cls: 0.0781, recall@thr=0.5: 0.5967, prec@thr=0.5: 0.6904, recall@top3: 0.7316, prec@top3: 0.6068, recall@top5: 0.8993, prec@top5: 0.4560, loss: 0.0781, grad_norm: 0.2222 2021-04-10 18:10:05,351 - mmaction - INFO - Epoch [1][3060/3842] lr: 3.384e-02, eta: 12:09:02, time: 1.198, data_time: 0.001, memory: 10740, loss_action_cls: 0.0801, recall@thr=0.5: 0.5971, prec@thr=0.5: 0.6896, recall@top3: 0.7250, prec@top3: 0.6142, recall@top5: 0.8789, prec@top5: 0.4568, loss: 0.0801, grad_norm: 0.2241 2021-04-10 18:10:29,308 - mmaction - INFO - Epoch [1][3080/3842] lr: 3.400e-02, eta: 12:08:28, time: 1.198, data_time: 0.001, memory: 10740, loss_action_cls: 0.0775, recall@thr=0.5: 0.5659, prec@thr=0.5: 0.6722, recall@top3: 0.7073, prec@top3: 0.6006, recall@top5: 0.8776, prec@top5: 0.4548, loss: 0.0775, grad_norm: 0.2819 2021-04-10 18:10:53,599 - mmaction - INFO - Epoch [1][3100/3842] lr: 3.417e-02, eta: 12:07:58, time: 1.214, data_time: 0.001, memory: 10740, loss_action_cls: 0.0766, recall@thr=0.5: 0.5799, prec@thr=0.5: 0.6811, recall@top3: 0.7113, prec@top3: 0.6010, recall@top5: 0.8789, prec@top5: 0.4565, loss: 0.0766, grad_norm: 0.2720 2021-04-10 18:11:17,801 - mmaction - INFO - Epoch [1][3120/3842] lr: 3.433e-02, eta: 12:07:27, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0776, recall@thr=0.5: 0.6000, prec@thr=0.5: 0.6931, recall@top3: 0.7333, prec@top3: 0.6149, recall@top5: 0.8879, prec@top5: 0.4569, loss: 0.0776, grad_norm: 0.2303 2021-04-10 18:11:41,922 - mmaction - INFO - Epoch [1][3140/3842] lr: 3.450e-02, eta: 12:06:56, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0782, recall@thr=0.5: 0.5936, prec@thr=0.5: 0.6845, recall@top3: 0.7257, prec@top3: 0.6064, recall@top5: 0.8864, prec@top5: 0.4544, loss: 0.0782, grad_norm: 0.2231 2021-04-10 18:12:06,030 - mmaction - INFO - Epoch [1][3160/3842] lr: 3.467e-02, eta: 12:06:24, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0787, recall@thr=0.5: 0.5826, prec@thr=0.5: 0.6760, recall@top3: 0.7264, prec@top3: 0.6012, recall@top5: 0.8782, prec@top5: 0.4474, loss: 0.0787, grad_norm: 0.2591 2021-04-10 18:12:30,146 - mmaction - INFO - Epoch [1][3180/3842] lr: 3.483e-02, eta: 12:05:53, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0831, recall@thr=0.5: 0.5968, prec@thr=0.5: 0.6904, recall@top3: 0.7308, prec@top3: 0.6134, recall@top5: 0.8821, prec@top5: 0.4544, loss: 0.0831, grad_norm: 0.2455 2021-04-10 18:12:54,248 - mmaction - INFO - Epoch [1][3200/3842] lr: 3.500e-02, eta: 12:05:21, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0809, recall@thr=0.5: 0.6005, prec@thr=0.5: 0.6985, recall@top3: 0.7257, prec@top3: 0.6122, recall@top5: 0.8825, prec@top5: 0.4575, loss: 0.0809, grad_norm: 0.2033 2021-04-10 18:13:18,324 - mmaction - INFO - Epoch [1][3220/3842] lr: 3.516e-02, eta: 12:04:50, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0784, recall@thr=0.5: 0.6035, prec@thr=0.5: 0.7002, recall@top3: 0.7295, prec@top3: 0.6149, recall@top5: 0.8825, prec@top5: 0.4538, loss: 0.0784, grad_norm: 0.2206 2021-04-10 18:13:42,320 - mmaction - INFO - Epoch [1][3240/3842] lr: 3.533e-02, eta: 12:04:17, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0750, recall@thr=0.5: 0.6114, prec@thr=0.5: 0.6976, recall@top3: 0.7404, prec@top3: 0.6178, recall@top5: 0.8908, prec@top5: 0.4563, loss: 0.0750, grad_norm: 0.2241 2021-04-10 18:14:06,297 - mmaction - INFO - Epoch [1][3260/3842] lr: 3.549e-02, eta: 12:03:45, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0804, recall@thr=0.5: 0.6146, prec@thr=0.5: 0.7028, recall@top3: 0.7372, prec@top3: 0.6305, recall@top5: 0.8896, prec@top5: 0.4669, loss: 0.0804, grad_norm: 0.2279 2021-04-10 18:14:30,359 - mmaction - INFO - Epoch [1][3280/3842] lr: 3.566e-02, eta: 12:03:13, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0823, recall@thr=0.5: 0.5834, prec@thr=0.5: 0.6843, recall@top3: 0.7241, prec@top3: 0.6142, recall@top5: 0.8842, prec@top5: 0.4592, loss: 0.0823, grad_norm: 0.2366 2021-04-10 18:14:54,561 - mmaction - INFO - Epoch [1][3300/3842] lr: 3.582e-02, eta: 12:02:43, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0730, recall@thr=0.5: 0.6145, prec@thr=0.5: 0.7051, recall@top3: 0.7349, prec@top3: 0.6360, recall@top5: 0.8903, prec@top5: 0.4709, loss: 0.0730, grad_norm: 0.2200 2021-04-10 18:15:18,812 - mmaction - INFO - Epoch [1][3320/3842] lr: 3.598e-02, eta: 12:02:14, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0759, recall@thr=0.5: 0.5867, prec@thr=0.5: 0.6765, recall@top3: 0.7176, prec@top3: 0.5985, recall@top5: 0.8695, prec@top5: 0.4440, loss: 0.0759, grad_norm: 0.2120 2021-04-10 18:15:43,000 - mmaction - INFO - Epoch [1][3340/3842] lr: 3.615e-02, eta: 12:01:43, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0716, recall@thr=0.5: 0.6083, prec@thr=0.5: 0.7068, recall@top3: 0.7406, prec@top3: 0.6272, recall@top5: 0.8978, prec@top5: 0.4668, loss: 0.0716, grad_norm: 0.2188 2021-04-10 18:16:07,059 - mmaction - INFO - Epoch [1][3360/3842] lr: 3.631e-02, eta: 12:01:12, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0750, recall@thr=0.5: 0.6053, prec@thr=0.5: 0.6897, recall@top3: 0.7377, prec@top3: 0.6118, recall@top5: 0.8955, prec@top5: 0.4544, loss: 0.0750, grad_norm: 0.2126 2021-04-10 18:16:31,041 - mmaction - INFO - Epoch [1][3380/3842] lr: 3.648e-02, eta: 12:00:40, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0753, recall@thr=0.5: 0.6271, prec@thr=0.5: 0.7143, recall@top3: 0.7491, prec@top3: 0.6230, recall@top5: 0.8992, prec@top5: 0.4607, loss: 0.0753, grad_norm: 0.2238 2021-04-10 18:16:55,136 - mmaction - INFO - Epoch [1][3400/3842] lr: 3.664e-02, eta: 12:00:10, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0839, recall@thr=0.5: 0.5801, prec@thr=0.5: 0.6693, recall@top3: 0.7075, prec@top3: 0.6095, recall@top5: 0.8732, prec@top5: 0.4612, loss: 0.0839, grad_norm: 0.2342 2021-04-10 18:17:19,165 - mmaction - INFO - Epoch [1][3420/3842] lr: 3.681e-02, eta: 11:59:38, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0820, recall@thr=0.5: 0.5903, prec@thr=0.5: 0.7011, recall@top3: 0.7207, prec@top3: 0.6122, recall@top5: 0.8828, prec@top5: 0.4586, loss: 0.0820, grad_norm: 0.2258 2021-04-10 18:17:43,373 - mmaction - INFO - Epoch [1][3440/3842] lr: 3.697e-02, eta: 11:59:09, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0771, recall@thr=0.5: 0.6030, prec@thr=0.5: 0.7061, recall@top3: 0.7315, prec@top3: 0.6177, recall@top5: 0.8868, prec@top5: 0.4597, loss: 0.0771, grad_norm: 0.2209 2021-04-10 18:18:07,604 - mmaction - INFO - Epoch [1][3460/3842] lr: 3.713e-02, eta: 11:58:40, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0730, recall@thr=0.5: 0.6142, prec@thr=0.5: 0.7055, recall@top3: 0.7379, prec@top3: 0.6255, recall@top5: 0.8923, prec@top5: 0.4638, loss: 0.0730, grad_norm: 0.2186 2021-04-10 18:18:31,806 - mmaction - INFO - Epoch [1][3480/3842] lr: 3.730e-02, eta: 11:58:11, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0774, recall@thr=0.5: 0.5939, prec@thr=0.5: 0.6860, recall@top3: 0.7175, prec@top3: 0.6046, recall@top5: 0.8750, prec@top5: 0.4503, loss: 0.0774, grad_norm: 0.2087 2021-04-10 18:18:55,940 - mmaction - INFO - Epoch [1][3500/3842] lr: 3.746e-02, eta: 11:57:41, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0765, recall@thr=0.5: 0.6016, prec@thr=0.5: 0.7010, recall@top3: 0.7399, prec@top3: 0.6207, recall@top5: 0.8934, prec@top5: 0.4582, loss: 0.0765, grad_norm: 0.2234 2021-04-10 18:19:20,079 - mmaction - INFO - Epoch [1][3520/3842] lr: 3.762e-02, eta: 11:57:11, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0725, recall@thr=0.5: 0.6064, prec@thr=0.5: 0.6926, recall@top3: 0.7381, prec@top3: 0.6095, recall@top5: 0.8986, prec@top5: 0.4540, loss: 0.0725, grad_norm: 0.2277 2021-04-10 18:19:44,187 - mmaction - INFO - Epoch [1][3540/3842] lr: 3.779e-02, eta: 11:56:40, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0758, recall@thr=0.5: 0.6058, prec@thr=0.5: 0.6959, recall@top3: 0.7262, prec@top3: 0.6063, recall@top5: 0.8778, prec@top5: 0.4490, loss: 0.0758, grad_norm: 0.2272 2021-04-10 18:20:08,188 - mmaction - INFO - Epoch [1][3560/3842] lr: 3.795e-02, eta: 11:56:10, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0792, recall@thr=0.5: 0.6093, prec@thr=0.5: 0.7032, recall@top3: 0.7358, prec@top3: 0.6189, recall@top5: 0.8902, prec@top5: 0.4576, loss: 0.0792, grad_norm: 0.2122 2021-04-10 18:20:32,209 - mmaction - INFO - Epoch [1][3580/3842] lr: 3.811e-02, eta: 11:55:39, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0750, recall@thr=0.5: 0.5990, prec@thr=0.5: 0.6875, recall@top3: 0.7306, prec@top3: 0.6124, recall@top5: 0.8955, prec@top5: 0.4585, loss: 0.0750, grad_norm: 0.2066 2021-04-10 18:20:56,291 - mmaction - INFO - Epoch [1][3600/3842] lr: 3.827e-02, eta: 11:55:08, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0802, recall@thr=0.5: 0.6055, prec@thr=0.5: 0.7112, recall@top3: 0.7316, prec@top3: 0.6254, recall@top5: 0.8874, prec@top5: 0.4649, loss: 0.0802, grad_norm: 0.1935 2021-04-10 18:21:20,265 - mmaction - INFO - Epoch [1][3620/3842] lr: 3.844e-02, eta: 11:54:38, time: 1.201, data_time: 0.003, memory: 10740, loss_action_cls: 0.0741, recall@thr=0.5: 0.6166, prec@thr=0.5: 0.6938, recall@top3: 0.7464, prec@top3: 0.6232, recall@top5: 0.8994, prec@top5: 0.4608, loss: 0.0741, grad_norm: 0.2276 2021-04-10 18:21:44,289 - mmaction - INFO - Epoch [1][3640/3842] lr: 3.860e-02, eta: 11:54:07, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0738, recall@thr=0.5: 0.5932, prec@thr=0.5: 0.7018, recall@top3: 0.7334, prec@top3: 0.6172, recall@top5: 0.8921, prec@top5: 0.4614, loss: 0.0738, grad_norm: 0.2221 2021-04-10 18:22:08,367 - mmaction - INFO - Epoch [1][3660/3842] lr: 3.876e-02, eta: 11:53:37, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0764, recall@thr=0.5: 0.6081, prec@thr=0.5: 0.6969, recall@top3: 0.7265, prec@top3: 0.6129, recall@top5: 0.8808, prec@top5: 0.4568, loss: 0.0764, grad_norm: 0.2047 2021-04-10 18:22:32,383 - mmaction - INFO - Epoch [1][3680/3842] lr: 3.892e-02, eta: 11:53:07, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0781, recall@thr=0.5: 0.6023, prec@thr=0.5: 0.7051, recall@top3: 0.7302, prec@top3: 0.6153, recall@top5: 0.8874, prec@top5: 0.4584, loss: 0.0781, grad_norm: 0.2363 2021-04-10 18:22:56,348 - mmaction - INFO - Epoch [1][3700/3842] lr: 3.909e-02, eta: 11:52:35, time: 1.196, data_time: 0.003, memory: 10740, loss_action_cls: 0.0729, recall@thr=0.5: 0.5912, prec@thr=0.5: 0.6921, recall@top3: 0.7314, prec@top3: 0.6014, recall@top5: 0.8949, prec@top5: 0.4499, loss: 0.0729, grad_norm: 0.2453 2021-04-10 18:23:20,469 - mmaction - INFO - Epoch [1][3720/3842] lr: 3.925e-02, eta: 11:52:06, time: 1.208, data_time: 0.003, memory: 10740, loss_action_cls: 0.0790, recall@thr=0.5: 0.6014, prec@thr=0.5: 0.7018, recall@top3: 0.7297, prec@top3: 0.6131, recall@top5: 0.8777, prec@top5: 0.4519, loss: 0.0790, grad_norm: 0.1989 2021-04-10 18:23:44,725 - mmaction - INFO - Epoch [1][3740/3842] lr: 3.941e-02, eta: 11:51:38, time: 1.214, data_time: 0.002, memory: 10740, loss_action_cls: 0.0802, recall@thr=0.5: 0.5946, prec@thr=0.5: 0.6974, recall@top3: 0.7239, prec@top3: 0.6114, recall@top5: 0.8818, prec@top5: 0.4562, loss: 0.0802, grad_norm: 0.2108 2021-04-10 18:24:08,878 - mmaction - INFO - Epoch [1][3760/3842] lr: 3.957e-02, eta: 11:51:09, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0721, recall@thr=0.5: 0.6141, prec@thr=0.5: 0.6983, recall@top3: 0.7370, prec@top3: 0.6315, recall@top5: 0.9033, prec@top5: 0.4741, loss: 0.0721, grad_norm: 0.2322 2021-04-10 18:24:32,955 - mmaction - INFO - Epoch [1][3780/3842] lr: 3.973e-02, eta: 11:50:40, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0750, recall@thr=0.5: 0.5933, prec@thr=0.5: 0.6888, recall@top3: 0.7246, prec@top3: 0.6100, recall@top5: 0.8852, prec@top5: 0.4563, loss: 0.0750, grad_norm: 0.2068 2021-04-10 18:24:57,201 - mmaction - INFO - Epoch [1][3800/3842] lr: 3.989e-02, eta: 11:50:11, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0717, recall@thr=0.5: 0.6126, prec@thr=0.5: 0.7149, recall@top3: 0.7484, prec@top3: 0.6167, recall@top5: 0.8983, prec@top5: 0.4548, loss: 0.0717, grad_norm: 0.1905 2021-04-10 18:25:21,574 - mmaction - INFO - Epoch [1][3820/3842] lr: 4.006e-02, eta: 11:49:45, time: 1.220, data_time: 0.014, memory: 10740, loss_action_cls: 0.0776, recall@thr=0.5: 0.6161, prec@thr=0.5: 0.7146, recall@top3: 0.7348, prec@top3: 0.6262, recall@top5: 0.8890, prec@top5: 0.4653, loss: 0.0776, grad_norm: 0.2081 2021-04-10 18:25:45,364 - mmaction - INFO - Epoch [1][3840/3842] lr: 4.022e-02, eta: 11:49:13, time: 1.190, data_time: 0.001, memory: 10740, loss_action_cls: 0.0789, recall@thr=0.5: 0.5935, prec@thr=0.5: 0.6926, recall@top3: 0.7344, prec@top3: 0.5980, recall@top5: 0.8813, prec@top5: 0.4410, loss: 0.0789, grad_norm: 0.1934 2021-04-10 18:26:03,338 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-04-10 18:44:18,361 - mmaction - INFO - Evaluating mAP ... 2021-04-10 18:50:54,858 - mmaction - INFO - mAP@0.5IOU 0.2047 2021-04-10 18:50:56,687 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_1.pth. 2021-04-10 18:50:56,687 - mmaction - INFO - Best mAP@0.5IOU is 0.2047 at 1 epoch. 2021-04-10 18:50:57,853 - mmaction - INFO - Epoch(val) [1][3842] mAP@0.5IOU: 0.2047 2021-04-10 18:52:11,342 - mmaction - INFO - Epoch [2][20/3842] lr: 4.039e-02, eta: 11:55:39, time: 3.665, data_time: 2.478, memory: 10740, loss_action_cls: 0.0772, recall@thr=0.5: 0.6296, prec@thr=0.5: 0.7135, recall@top3: 0.7373, prec@top3: 0.6300, recall@top5: 0.8883, prec@top5: 0.4667, loss: 0.0772, grad_norm: 0.2150 2021-04-10 18:52:35,369 - mmaction - INFO - Epoch [2][40/3842] lr: 4.055e-02, eta: 11:55:09, time: 1.211, data_time: 0.011, memory: 10740, loss_action_cls: 0.0736, recall@thr=0.5: 0.6043, prec@thr=0.5: 0.7052, recall@top3: 0.7409, prec@top3: 0.6229, recall@top5: 0.8913, prec@top5: 0.4588, loss: 0.0736, grad_norm: 0.1887 2021-04-10 18:52:59,317 - mmaction - INFO - Epoch [2][60/3842] lr: 4.071e-02, eta: 11:54:36, time: 1.196, data_time: 0.001, memory: 10740, loss_action_cls: 0.0802, recall@thr=0.5: 0.6037, prec@thr=0.5: 0.6975, recall@top3: 0.7251, prec@top3: 0.6142, recall@top5: 0.8888, prec@top5: 0.4595, loss: 0.0802, grad_norm: 0.2112 2021-04-10 18:53:23,436 - mmaction - INFO - Epoch [2][80/3842] lr: 4.088e-02, eta: 11:54:05, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0752, recall@thr=0.5: 0.6169, prec@thr=0.5: 0.7159, recall@top3: 0.7439, prec@top3: 0.6116, recall@top5: 0.8908, prec@top5: 0.4500, loss: 0.0752, grad_norm: 0.2022 2021-04-10 18:53:47,582 - mmaction - INFO - Epoch [2][100/3842] lr: 4.104e-02, eta: 11:53:33, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0724, recall@thr=0.5: 0.6089, prec@thr=0.5: 0.7058, recall@top3: 0.7376, prec@top3: 0.6258, recall@top5: 0.8919, prec@top5: 0.4643, loss: 0.0724, grad_norm: 0.1970 2021-04-10 18:54:11,599 - mmaction - INFO - Epoch [2][120/3842] lr: 4.120e-02, eta: 11:53:02, time: 1.202, data_time: 0.002, memory: 10740, loss_action_cls: 0.0735, recall@thr=0.5: 0.6024, prec@thr=0.5: 0.6922, recall@top3: 0.7371, prec@top3: 0.6233, recall@top5: 0.9040, prec@top5: 0.4649, loss: 0.0735, grad_norm: 0.2191 2021-04-10 18:54:35,660 - mmaction - INFO - Epoch [2][140/3842] lr: 4.136e-02, eta: 11:52:30, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0767, recall@thr=0.5: 0.6112, prec@thr=0.5: 0.6981, recall@top3: 0.7431, prec@top3: 0.6172, recall@top5: 0.8950, prec@top5: 0.4568, loss: 0.0767, grad_norm: 0.2071 2021-04-10 18:54:59,678 - mmaction - INFO - Epoch [2][160/3842] lr: 4.152e-02, eta: 11:51:59, time: 1.202, data_time: 0.002, memory: 10740, loss_action_cls: 0.0739, recall@thr=0.5: 0.5961, prec@thr=0.5: 0.6936, recall@top3: 0.7450, prec@top3: 0.6162, recall@top5: 0.8949, prec@top5: 0.4553, loss: 0.0739, grad_norm: 0.2242 2021-04-10 18:55:23,788 - mmaction - INFO - Epoch [2][180/3842] lr: 4.168e-02, eta: 11:51:27, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0717, recall@thr=0.5: 0.6089, prec@thr=0.5: 0.6988, recall@top3: 0.7390, prec@top3: 0.6151, recall@top5: 0.8931, prec@top5: 0.4563, loss: 0.0717, grad_norm: 0.1922 2021-04-10 18:55:47,788 - mmaction - INFO - Epoch [2][200/3842] lr: 4.184e-02, eta: 11:50:56, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0717, recall@thr=0.5: 0.6140, prec@thr=0.5: 0.7136, recall@top3: 0.7487, prec@top3: 0.6289, recall@top5: 0.8942, prec@top5: 0.4617, loss: 0.0717, grad_norm: 0.1961 2021-04-10 18:56:11,867 - mmaction - INFO - Epoch [2][220/3842] lr: 4.199e-02, eta: 11:50:25, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0760, recall@thr=0.5: 0.6274, prec@thr=0.5: 0.7137, recall@top3: 0.7369, prec@top3: 0.6251, recall@top5: 0.8917, prec@top5: 0.4624, loss: 0.0760, grad_norm: 0.2193 2021-04-10 18:56:36,003 - mmaction - INFO - Epoch [2][240/3842] lr: 4.215e-02, eta: 11:49:54, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0763, recall@thr=0.5: 0.6223, prec@thr=0.5: 0.7120, recall@top3: 0.7412, prec@top3: 0.6142, recall@top5: 0.8912, prec@top5: 0.4547, loss: 0.0763, grad_norm: 0.2071 2021-04-10 18:57:00,045 - mmaction - INFO - Epoch [2][260/3842] lr: 4.231e-02, eta: 11:49:23, time: 1.202, data_time: 0.002, memory: 10740, loss_action_cls: 0.0741, recall@thr=0.5: 0.6267, prec@thr=0.5: 0.7328, recall@top3: 0.7507, prec@top3: 0.6412, recall@top5: 0.9030, prec@top5: 0.4722, loss: 0.0741, grad_norm: 0.1910 2021-04-10 18:57:24,094 - mmaction - INFO - Epoch [2][280/3842] lr: 4.247e-02, eta: 11:48:52, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0724, recall@thr=0.5: 0.6047, prec@thr=0.5: 0.6883, recall@top3: 0.7325, prec@top3: 0.6260, recall@top5: 0.8970, prec@top5: 0.4690, loss: 0.0724, grad_norm: 0.1975 2021-04-10 18:57:48,152 - mmaction - INFO - Epoch [2][300/3842] lr: 4.263e-02, eta: 11:48:21, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0774, recall@thr=0.5: 0.6083, prec@thr=0.5: 0.6991, recall@top3: 0.7344, prec@top3: 0.6178, recall@top5: 0.8844, prec@top5: 0.4556, loss: 0.0774, grad_norm: 0.2056 2021-04-10 18:58:12,221 - mmaction - INFO - Epoch [2][320/3842] lr: 4.279e-02, eta: 11:47:50, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0740, recall@thr=0.5: 0.6067, prec@thr=0.5: 0.7107, recall@top3: 0.7492, prec@top3: 0.6151, recall@top5: 0.8943, prec@top5: 0.4527, loss: 0.0740, grad_norm: 0.1993 2021-04-10 18:58:36,398 - mmaction - INFO - Epoch [2][340/3842] lr: 4.295e-02, eta: 11:47:20, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0736, recall@thr=0.5: 0.6154, prec@thr=0.5: 0.6897, recall@top3: 0.7320, prec@top3: 0.6261, recall@top5: 0.8961, prec@top5: 0.4677, loss: 0.0736, grad_norm: 0.2002 2021-04-10 18:59:00,580 - mmaction - INFO - Epoch [2][360/3842] lr: 4.311e-02, eta: 11:46:51, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0743, recall@thr=0.5: 0.6312, prec@thr=0.5: 0.7159, recall@top3: 0.7473, prec@top3: 0.6311, recall@top5: 0.8962, prec@top5: 0.4635, loss: 0.0743, grad_norm: 0.1891 2021-04-10 18:59:24,554 - mmaction - INFO - Epoch [2][380/3842] lr: 4.326e-02, eta: 11:46:19, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0780, recall@thr=0.5: 0.6035, prec@thr=0.5: 0.6932, recall@top3: 0.7280, prec@top3: 0.6094, recall@top5: 0.8887, prec@top5: 0.4569, loss: 0.0780, grad_norm: 0.2092 2021-04-10 18:59:48,690 - mmaction - INFO - Epoch [2][400/3842] lr: 4.342e-02, eta: 11:45:49, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0737, recall@thr=0.5: 0.6129, prec@thr=0.5: 0.6970, recall@top3: 0.7497, prec@top3: 0.6175, recall@top5: 0.9043, prec@top5: 0.4582, loss: 0.0737, grad_norm: 0.2045 2021-04-10 19:00:12,780 - mmaction - INFO - Epoch [2][420/3842] lr: 4.358e-02, eta: 11:45:19, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0726, recall@thr=0.5: 0.6228, prec@thr=0.5: 0.7066, recall@top3: 0.7319, prec@top3: 0.6200, recall@top5: 0.8876, prec@top5: 0.4616, loss: 0.0726, grad_norm: 0.2027 2021-04-10 19:00:36,872 - mmaction - INFO - Epoch [2][440/3842] lr: 4.374e-02, eta: 11:44:49, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0735, recall@thr=0.5: 0.5985, prec@thr=0.5: 0.7059, recall@top3: 0.7304, prec@top3: 0.6126, recall@top5: 0.8903, prec@top5: 0.4570, loss: 0.0735, grad_norm: 0.2049 2021-04-10 19:01:00,960 - mmaction - INFO - Epoch [2][460/3842] lr: 4.390e-02, eta: 11:44:18, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0732, recall@thr=0.5: 0.6158, prec@thr=0.5: 0.7153, recall@top3: 0.7401, prec@top3: 0.6308, recall@top5: 0.9003, prec@top5: 0.4724, loss: 0.0732, grad_norm: 0.2120 2021-04-10 19:01:25,087 - mmaction - INFO - Epoch [2][480/3842] lr: 4.405e-02, eta: 11:43:48, time: 1.206, data_time: 0.005, memory: 10740, loss_action_cls: 0.0748, recall@thr=0.5: 0.6171, prec@thr=0.5: 0.7126, recall@top3: 0.7314, prec@top3: 0.6285, recall@top5: 0.8868, prec@top5: 0.4655, loss: 0.0748, grad_norm: 0.1982 2021-04-10 19:01:49,312 - mmaction - INFO - Epoch [2][500/3842] lr: 4.421e-02, eta: 11:43:19, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0760, recall@thr=0.5: 0.5921, prec@thr=0.5: 0.6822, recall@top3: 0.7245, prec@top3: 0.6062, recall@top5: 0.8911, prec@top5: 0.4566, loss: 0.0760, grad_norm: 0.2187 2021-04-10 19:02:13,315 - mmaction - INFO - Epoch [2][520/3842] lr: 4.437e-02, eta: 11:42:49, time: 1.202, data_time: 0.003, memory: 10740, loss_action_cls: 0.0740, recall@thr=0.5: 0.5898, prec@thr=0.5: 0.6893, recall@top3: 0.7357, prec@top3: 0.6288, recall@top5: 0.8898, prec@top5: 0.4652, loss: 0.0740, grad_norm: 0.2079 2021-04-10 19:02:37,563 - mmaction - INFO - Epoch [2][540/3842] lr: 4.453e-02, eta: 11:42:20, time: 1.213, data_time: 0.002, memory: 10740, loss_action_cls: 0.0749, recall@thr=0.5: 0.6110, prec@thr=0.5: 0.7150, recall@top3: 0.7376, prec@top3: 0.6216, recall@top5: 0.8904, prec@top5: 0.4600, loss: 0.0749, grad_norm: 0.1945 2021-04-10 19:03:01,620 - mmaction - INFO - Epoch [2][560/3842] lr: 4.468e-02, eta: 11:41:50, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0723, recall@thr=0.5: 0.6275, prec@thr=0.5: 0.7159, recall@top3: 0.7433, prec@top3: 0.6328, recall@top5: 0.8994, prec@top5: 0.4680, loss: 0.0723, grad_norm: 0.1975 2021-04-10 19:03:25,627 - mmaction - INFO - Epoch [2][580/3842] lr: 4.484e-02, eta: 11:41:19, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0722, recall@thr=0.5: 0.6108, prec@thr=0.5: 0.7093, recall@top3: 0.7342, prec@top3: 0.6140, recall@top5: 0.9004, prec@top5: 0.4619, loss: 0.0722, grad_norm: 0.1994 2021-04-10 19:03:49,764 - mmaction - INFO - Epoch [2][600/3842] lr: 4.500e-02, eta: 11:40:50, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0752, recall@thr=0.5: 0.6039, prec@thr=0.5: 0.6987, recall@top3: 0.7310, prec@top3: 0.6096, recall@top5: 0.8897, prec@top5: 0.4560, loss: 0.0752, grad_norm: 0.2026 2021-04-10 19:04:13,802 - mmaction - INFO - Epoch [2][620/3842] lr: 4.515e-02, eta: 11:40:19, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0759, recall@thr=0.5: 0.6066, prec@thr=0.5: 0.7066, recall@top3: 0.7386, prec@top3: 0.6174, recall@top5: 0.8951, prec@top5: 0.4581, loss: 0.0759, grad_norm: 0.1989 2021-04-10 19:04:37,810 - mmaction - INFO - Epoch [2][640/3842] lr: 4.531e-02, eta: 11:39:49, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0699, recall@thr=0.5: 0.6328, prec@thr=0.5: 0.7146, recall@top3: 0.7393, prec@top3: 0.6234, recall@top5: 0.8914, prec@top5: 0.4611, loss: 0.0699, grad_norm: 0.2019 2021-04-10 19:05:01,881 - mmaction - INFO - Epoch [2][660/3842] lr: 4.546e-02, eta: 11:39:19, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0725, recall@thr=0.5: 0.6327, prec@thr=0.5: 0.7236, recall@top3: 0.7554, prec@top3: 0.6308, recall@top5: 0.9026, prec@top5: 0.4639, loss: 0.0725, grad_norm: 0.2011 2021-04-10 19:05:25,936 - mmaction - INFO - Epoch [2][680/3842] lr: 4.562e-02, eta: 11:38:49, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0698, recall@thr=0.5: 0.6061, prec@thr=0.5: 0.7164, recall@top3: 0.7414, prec@top3: 0.6244, recall@top5: 0.8927, prec@top5: 0.4601, loss: 0.0698, grad_norm: 0.1891 2021-04-10 19:05:50,084 - mmaction - INFO - Epoch [2][700/3842] lr: 4.578e-02, eta: 11:38:20, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0758, recall@thr=0.5: 0.6145, prec@thr=0.5: 0.7046, recall@top3: 0.7380, prec@top3: 0.6335, recall@top5: 0.8959, prec@top5: 0.4719, loss: 0.0758, grad_norm: 0.1955 2021-04-10 19:06:14,072 - mmaction - INFO - Epoch [2][720/3842] lr: 4.593e-02, eta: 11:37:50, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0687, recall@thr=0.5: 0.6141, prec@thr=0.5: 0.7130, recall@top3: 0.7569, prec@top3: 0.6261, recall@top5: 0.8991, prec@top5: 0.4586, loss: 0.0687, grad_norm: 0.2019 2021-04-10 19:06:38,046 - mmaction - INFO - Epoch [2][740/3842] lr: 4.609e-02, eta: 11:37:20, time: 1.199, data_time: 0.002, memory: 10740, loss_action_cls: 0.0687, recall@thr=0.5: 0.6244, prec@thr=0.5: 0.7039, recall@top3: 0.7537, prec@top3: 0.6281, recall@top5: 0.9018, prec@top5: 0.4603, loss: 0.0687, grad_norm: 0.2040 2021-04-10 19:07:02,131 - mmaction - INFO - Epoch [2][760/3842] lr: 4.624e-02, eta: 11:36:50, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0673, recall@thr=0.5: 0.6300, prec@thr=0.5: 0.7235, recall@top3: 0.7478, prec@top3: 0.6403, recall@top5: 0.8955, prec@top5: 0.4696, loss: 0.0673, grad_norm: 0.1935 2021-04-10 19:07:26,166 - mmaction - INFO - Epoch [2][780/3842] lr: 4.640e-02, eta: 11:36:20, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0755, recall@thr=0.5: 0.6042, prec@thr=0.5: 0.7118, recall@top3: 0.7361, prec@top3: 0.6112, recall@top5: 0.8914, prec@top5: 0.4548, loss: 0.0755, grad_norm: 0.1927 2021-04-10 19:07:50,197 - mmaction - INFO - Epoch [2][800/3842] lr: 4.655e-02, eta: 11:35:50, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0760, recall@thr=0.5: 0.6003, prec@thr=0.5: 0.6933, recall@top3: 0.7268, prec@top3: 0.6075, recall@top5: 0.8896, prec@top5: 0.4555, loss: 0.0760, grad_norm: 0.2299 2021-04-10 19:08:14,279 - mmaction - INFO - Epoch [2][820/3842] lr: 4.671e-02, eta: 11:35:21, time: 1.206, data_time: 0.003, memory: 10740, loss_action_cls: 0.0689, recall@thr=0.5: 0.6255, prec@thr=0.5: 0.7079, recall@top3: 0.7385, prec@top3: 0.6309, recall@top5: 0.8971, prec@top5: 0.4708, loss: 0.0689, grad_norm: 0.2020 2021-04-10 19:08:38,302 - mmaction - INFO - Epoch [2][840/3842] lr: 4.686e-02, eta: 11:34:52, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0726, recall@thr=0.5: 0.6127, prec@thr=0.5: 0.7094, recall@top3: 0.7435, prec@top3: 0.6223, recall@top5: 0.8935, prec@top5: 0.4583, loss: 0.0726, grad_norm: 0.1986 2021-04-10 19:09:02,354 - mmaction - INFO - Epoch [2][860/3842] lr: 4.702e-02, eta: 11:34:22, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0777, recall@thr=0.5: 0.6258, prec@thr=0.5: 0.7227, recall@top3: 0.7489, prec@top3: 0.6351, recall@top5: 0.9035, prec@top5: 0.4710, loss: 0.0777, grad_norm: 0.1946 2021-04-10 19:09:26,658 - mmaction - INFO - Epoch [2][880/3842] lr: 4.717e-02, eta: 11:33:54, time: 1.214, data_time: 0.011, memory: 10740, loss_action_cls: 0.0751, recall@thr=0.5: 0.6135, prec@thr=0.5: 0.7057, recall@top3: 0.7380, prec@top3: 0.6232, recall@top5: 0.8905, prec@top5: 0.4605, loss: 0.0751, grad_norm: 0.2225 2021-04-10 19:09:50,723 - mmaction - INFO - Epoch [2][900/3842] lr: 4.732e-02, eta: 11:33:25, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0739, recall@thr=0.5: 0.5964, prec@thr=0.5: 0.7022, recall@top3: 0.7297, prec@top3: 0.6164, recall@top5: 0.8952, prec@top5: 0.4620, loss: 0.0739, grad_norm: 0.1990 2021-04-10 19:10:14,833 - mmaction - INFO - Epoch [2][920/3842] lr: 4.748e-02, eta: 11:32:56, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0720, recall@thr=0.5: 0.6180, prec@thr=0.5: 0.7073, recall@top3: 0.7364, prec@top3: 0.6195, recall@top5: 0.8848, prec@top5: 0.4557, loss: 0.0720, grad_norm: 0.2017 2021-04-10 19:10:38,873 - mmaction - INFO - Epoch [2][940/3842] lr: 4.763e-02, eta: 11:32:27, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0724, recall@thr=0.5: 0.6092, prec@thr=0.5: 0.7066, recall@top3: 0.7386, prec@top3: 0.6295, recall@top5: 0.8914, prec@top5: 0.4662, loss: 0.0724, grad_norm: 0.2106 2021-04-10 19:11:03,010 - mmaction - INFO - Epoch [2][960/3842] lr: 4.778e-02, eta: 11:31:58, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0688, recall@thr=0.5: 0.6369, prec@thr=0.5: 0.7151, recall@top3: 0.7577, prec@top3: 0.6443, recall@top5: 0.8993, prec@top5: 0.4700, loss: 0.0688, grad_norm: 0.1925 2021-04-10 19:11:27,073 - mmaction - INFO - Epoch [2][980/3842] lr: 4.794e-02, eta: 11:31:29, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0703, recall@thr=0.5: 0.6390, prec@thr=0.5: 0.7226, recall@top3: 0.7479, prec@top3: 0.6359, recall@top5: 0.9044, prec@top5: 0.4705, loss: 0.0703, grad_norm: 0.1917 2021-04-10 19:11:51,100 - mmaction - INFO - Epoch [2][1000/3842] lr: 4.809e-02, eta: 11:30:59, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0703, recall@thr=0.5: 0.6167, prec@thr=0.5: 0.7240, recall@top3: 0.7447, prec@top3: 0.6216, recall@top5: 0.8940, prec@top5: 0.4578, loss: 0.0703, grad_norm: 0.1834 2021-04-10 19:12:15,045 - mmaction - INFO - Epoch [2][1020/3842] lr: 4.824e-02, eta: 11:30:30, time: 1.200, data_time: 0.003, memory: 10740, loss_action_cls: 0.0705, recall@thr=0.5: 0.6126, prec@thr=0.5: 0.7092, recall@top3: 0.7513, prec@top3: 0.6223, recall@top5: 0.8909, prec@top5: 0.4551, loss: 0.0705, grad_norm: 0.1770 2021-04-10 19:12:39,034 - mmaction - INFO - Epoch [2][1040/3842] lr: 4.840e-02, eta: 11:30:00, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0725, recall@thr=0.5: 0.6171, prec@thr=0.5: 0.7040, recall@top3: 0.7353, prec@top3: 0.6180, recall@top5: 0.8879, prec@top5: 0.4589, loss: 0.0725, grad_norm: 0.2132 2021-04-10 19:13:03,148 - mmaction - INFO - Epoch [2][1060/3842] lr: 4.855e-02, eta: 11:29:32, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0759, recall@thr=0.5: 0.6123, prec@thr=0.5: 0.7053, recall@top3: 0.7394, prec@top3: 0.6157, recall@top5: 0.8894, prec@top5: 0.4538, loss: 0.0759, grad_norm: 0.2099 2021-04-10 19:13:27,255 - mmaction - INFO - Epoch [2][1080/3842] lr: 4.870e-02, eta: 11:29:03, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0703, recall@thr=0.5: 0.6184, prec@thr=0.5: 0.7111, recall@top3: 0.7442, prec@top3: 0.6277, recall@top5: 0.8951, prec@top5: 0.4617, loss: 0.0703, grad_norm: 0.1842 2021-04-10 19:13:51,227 - mmaction - INFO - Epoch [2][1100/3842] lr: 4.885e-02, eta: 11:28:33, time: 1.200, data_time: 0.002, memory: 10740, loss_action_cls: 0.0673, recall@thr=0.5: 0.6242, prec@thr=0.5: 0.7162, recall@top3: 0.7531, prec@top3: 0.6201, recall@top5: 0.9037, prec@top5: 0.4569, loss: 0.0673, grad_norm: 0.1802 2021-04-10 19:14:15,284 - mmaction - INFO - Epoch [2][1120/3842] lr: 4.901e-02, eta: 11:28:05, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0704, recall@thr=0.5: 0.6404, prec@thr=0.5: 0.7159, recall@top3: 0.7468, prec@top3: 0.6241, recall@top5: 0.8952, prec@top5: 0.4603, loss: 0.0704, grad_norm: 0.1922 2021-04-10 19:14:39,430 - mmaction - INFO - Epoch [2][1140/3842] lr: 4.916e-02, eta: 11:27:36, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0718, recall@thr=0.5: 0.6278, prec@thr=0.5: 0.7303, recall@top3: 0.7518, prec@top3: 0.6331, recall@top5: 0.8968, prec@top5: 0.4635, loss: 0.0718, grad_norm: 0.1841 2021-04-10 19:15:03,497 - mmaction - INFO - Epoch [2][1160/3842] lr: 4.931e-02, eta: 11:27:08, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0696, recall@thr=0.5: 0.6130, prec@thr=0.5: 0.7104, recall@top3: 0.7466, prec@top3: 0.6181, recall@top5: 0.8980, prec@top5: 0.4560, loss: 0.0696, grad_norm: 0.1896 2021-04-10 19:15:27,528 - mmaction - INFO - Epoch [2][1180/3842] lr: 4.946e-02, eta: 11:26:38, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0697, recall@thr=0.5: 0.6340, prec@thr=0.5: 0.7316, recall@top3: 0.7577, prec@top3: 0.6372, recall@top5: 0.8941, prec@top5: 0.4639, loss: 0.0697, grad_norm: 0.1796 2021-04-10 19:15:51,553 - mmaction - INFO - Epoch [2][1200/3842] lr: 4.961e-02, eta: 11:26:10, time: 1.202, data_time: 0.003, memory: 10740, loss_action_cls: 0.0712, recall@thr=0.5: 0.5972, prec@thr=0.5: 0.6867, recall@top3: 0.7388, prec@top3: 0.6030, recall@top5: 0.8974, prec@top5: 0.4496, loss: 0.0712, grad_norm: 0.2016 2021-04-10 19:16:15,624 - mmaction - INFO - Epoch [2][1220/3842] lr: 4.977e-02, eta: 11:25:41, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0743, recall@thr=0.5: 0.6101, prec@thr=0.5: 0.7150, recall@top3: 0.7482, prec@top3: 0.6207, recall@top5: 0.8989, prec@top5: 0.4573, loss: 0.0743, grad_norm: 0.1862 2021-04-10 19:16:39,697 - mmaction - INFO - Epoch [2][1240/3842] lr: 4.992e-02, eta: 11:25:13, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0735, recall@thr=0.5: 0.6339, prec@thr=0.5: 0.7234, recall@top3: 0.7537, prec@top3: 0.6316, recall@top5: 0.9036, prec@top5: 0.4659, loss: 0.0735, grad_norm: 0.1963 2021-04-10 19:17:03,712 - mmaction - INFO - Epoch [2][1260/3842] lr: 5.007e-02, eta: 11:24:44, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0710, recall@thr=0.5: 0.6319, prec@thr=0.5: 0.7147, recall@top3: 0.7474, prec@top3: 0.6247, recall@top5: 0.8943, prec@top5: 0.4598, loss: 0.0710, grad_norm: 0.2061 2021-04-10 19:17:27,952 - mmaction - INFO - Epoch [2][1280/3842] lr: 5.022e-02, eta: 11:24:16, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0659, recall@thr=0.5: 0.6271, prec@thr=0.5: 0.7324, recall@top3: 0.7540, prec@top3: 0.6366, recall@top5: 0.9048, prec@top5: 0.4670, loss: 0.0659, grad_norm: 0.1852 2021-04-10 19:17:51,994 - mmaction - INFO - Epoch [2][1300/3842] lr: 5.037e-02, eta: 11:23:48, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0692, recall@thr=0.5: 0.6249, prec@thr=0.5: 0.7006, recall@top3: 0.7490, prec@top3: 0.6148, recall@top5: 0.8918, prec@top5: 0.4505, loss: 0.0692, grad_norm: 0.1909 2021-04-10 19:18:16,161 - mmaction - INFO - Epoch [2][1320/3842] lr: 5.052e-02, eta: 11:23:19, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0712, recall@thr=0.5: 0.6307, prec@thr=0.5: 0.7139, recall@top3: 0.7472, prec@top3: 0.6288, recall@top5: 0.8940, prec@top5: 0.4619, loss: 0.0712, grad_norm: 0.2020 2021-04-10 19:18:40,301 - mmaction - INFO - Epoch [2][1340/3842] lr: 5.067e-02, eta: 11:22:52, time: 1.208, data_time: 0.003, memory: 10740, loss_action_cls: 0.0680, recall@thr=0.5: 0.6101, prec@thr=0.5: 0.7016, recall@top3: 0.7486, prec@top3: 0.6175, recall@top5: 0.8994, prec@top5: 0.4557, loss: 0.0680, grad_norm: 0.1855 2021-04-10 19:19:04,399 - mmaction - INFO - Epoch [2][1360/3842] lr: 5.082e-02, eta: 11:22:23, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0690, recall@thr=0.5: 0.6129, prec@thr=0.5: 0.7108, recall@top3: 0.7476, prec@top3: 0.6169, recall@top5: 0.8997, prec@top5: 0.4558, loss: 0.0690, grad_norm: 0.1960 2021-04-10 19:19:28,374 - mmaction - INFO - Epoch [2][1380/3842] lr: 5.097e-02, eta: 11:21:55, time: 1.199, data_time: 0.002, memory: 10740, loss_action_cls: 0.0684, recall@thr=0.5: 0.6164, prec@thr=0.5: 0.7106, recall@top3: 0.7413, prec@top3: 0.6217, recall@top5: 0.8939, prec@top5: 0.4599, loss: 0.0684, grad_norm: 0.2049 2021-04-10 19:19:52,604 - mmaction - INFO - Epoch [2][1400/3842] lr: 5.112e-02, eta: 11:21:27, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0734, recall@thr=0.5: 0.6340, prec@thr=0.5: 0.7226, recall@top3: 0.7403, prec@top3: 0.6319, recall@top5: 0.8942, prec@top5: 0.4675, loss: 0.0734, grad_norm: 0.1911 2021-04-10 19:20:16,953 - mmaction - INFO - Epoch [2][1420/3842] lr: 5.127e-02, eta: 11:21:01, time: 1.216, data_time: 0.001, memory: 10740, loss_action_cls: 0.0692, recall@thr=0.5: 0.6244, prec@thr=0.5: 0.7204, recall@top3: 0.7565, prec@top3: 0.6222, recall@top5: 0.9041, prec@top5: 0.4539, loss: 0.0692, grad_norm: 0.1865 2021-04-10 19:20:41,201 - mmaction - INFO - Epoch [2][1440/3842] lr: 5.142e-02, eta: 11:20:34, time: 1.214, data_time: 0.002, memory: 10740, loss_action_cls: 0.0749, recall@thr=0.5: 0.6274, prec@thr=0.5: 0.7209, recall@top3: 0.7402, prec@top3: 0.6384, recall@top5: 0.8951, prec@top5: 0.4725, loss: 0.0749, grad_norm: 0.1757 2021-04-10 19:21:05,299 - mmaction - INFO - Epoch [2][1460/3842] lr: 5.157e-02, eta: 11:20:05, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0667, recall@thr=0.5: 0.6563, prec@thr=0.5: 0.7406, recall@top3: 0.7690, prec@top3: 0.6459, recall@top5: 0.9072, prec@top5: 0.4676, loss: 0.0667, grad_norm: 0.1857 2021-04-10 19:21:29,407 - mmaction - INFO - Epoch [2][1480/3842] lr: 5.172e-02, eta: 11:19:37, time: 1.206, data_time: 0.003, memory: 10740, loss_action_cls: 0.0700, recall@thr=0.5: 0.6276, prec@thr=0.5: 0.7144, recall@top3: 0.7438, prec@top3: 0.6239, recall@top5: 0.8976, prec@top5: 0.4631, loss: 0.0700, grad_norm: 0.1819 2021-04-10 19:21:53,455 - mmaction - INFO - Epoch [2][1500/3842] lr: 5.186e-02, eta: 11:19:09, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0667, recall@thr=0.5: 0.6403, prec@thr=0.5: 0.7442, recall@top3: 0.7580, prec@top3: 0.6385, recall@top5: 0.9001, prec@top5: 0.4661, loss: 0.0667, grad_norm: 0.1797 2021-04-10 19:22:17,380 - mmaction - INFO - Epoch [2][1520/3842] lr: 5.201e-02, eta: 11:18:40, time: 1.196, data_time: 0.001, memory: 10740, loss_action_cls: 0.0662, recall@thr=0.5: 0.6490, prec@thr=0.5: 0.7291, recall@top3: 0.7605, prec@top3: 0.6347, recall@top5: 0.9028, prec@top5: 0.4643, loss: 0.0662, grad_norm: 0.1811 2021-04-10 19:22:41,492 - mmaction - INFO - Epoch [2][1540/3842] lr: 5.216e-02, eta: 11:18:12, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0742, recall@thr=0.5: 0.6181, prec@thr=0.5: 0.7115, recall@top3: 0.7395, prec@top3: 0.6179, recall@top5: 0.8948, prec@top5: 0.4586, loss: 0.0742, grad_norm: 0.1749 2021-04-10 19:23:05,592 - mmaction - INFO - Epoch [2][1560/3842] lr: 5.231e-02, eta: 11:17:44, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0697, recall@thr=0.5: 0.6145, prec@thr=0.5: 0.7108, recall@top3: 0.7412, prec@top3: 0.6275, recall@top5: 0.8946, prec@top5: 0.4649, loss: 0.0697, grad_norm: 0.1834 2021-04-10 19:23:29,907 - mmaction - INFO - Epoch [2][1580/3842] lr: 5.246e-02, eta: 11:17:18, time: 1.216, data_time: 0.002, memory: 10740, loss_action_cls: 0.0693, recall@thr=0.5: 0.6400, prec@thr=0.5: 0.7279, recall@top3: 0.7562, prec@top3: 0.6330, recall@top5: 0.9049, prec@top5: 0.4663, loss: 0.0693, grad_norm: 0.1867 2021-04-10 19:23:54,004 - mmaction - INFO - Epoch [2][1600/3842] lr: 5.260e-02, eta: 11:16:50, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0701, recall@thr=0.5: 0.6356, prec@thr=0.5: 0.7128, recall@top3: 0.7477, prec@top3: 0.6334, recall@top5: 0.8936, prec@top5: 0.4634, loss: 0.0701, grad_norm: 0.1822 2021-04-10 19:24:18,045 - mmaction - INFO - Epoch [2][1620/3842] lr: 5.275e-02, eta: 11:16:22, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0716, recall@thr=0.5: 0.6130, prec@thr=0.5: 0.7175, recall@top3: 0.7468, prec@top3: 0.6215, recall@top5: 0.8914, prec@top5: 0.4552, loss: 0.0716, grad_norm: 0.1854 2021-04-10 19:24:42,101 - mmaction - INFO - Epoch [2][1640/3842] lr: 5.290e-02, eta: 11:15:54, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0685, recall@thr=0.5: 0.6547, prec@thr=0.5: 0.7265, recall@top3: 0.7504, prec@top3: 0.6407, recall@top5: 0.9003, prec@top5: 0.4740, loss: 0.0685, grad_norm: 0.1733 2021-04-10 19:25:06,200 - mmaction - INFO - Epoch [2][1660/3842] lr: 5.305e-02, eta: 11:15:26, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0714, recall@thr=0.5: 0.6103, prec@thr=0.5: 0.7079, recall@top3: 0.7431, prec@top3: 0.6328, recall@top5: 0.8915, prec@top5: 0.4649, loss: 0.0714, grad_norm: 0.1926 2021-04-10 19:25:30,234 - mmaction - INFO - Epoch [2][1680/3842] lr: 5.319e-02, eta: 11:14:58, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0741, recall@thr=0.5: 0.6230, prec@thr=0.5: 0.7185, recall@top3: 0.7466, prec@top3: 0.6206, recall@top5: 0.8867, prec@top5: 0.4521, loss: 0.0741, grad_norm: 0.1736 2021-04-10 19:25:54,319 - mmaction - INFO - Epoch [2][1700/3842] lr: 5.334e-02, eta: 11:14:30, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0672, recall@thr=0.5: 0.6479, prec@thr=0.5: 0.7221, recall@top3: 0.7665, prec@top3: 0.6211, recall@top5: 0.8984, prec@top5: 0.4507, loss: 0.0672, grad_norm: 0.1574 2021-04-10 19:26:18,413 - mmaction - INFO - Epoch [2][1720/3842] lr: 5.349e-02, eta: 11:14:02, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0664, recall@thr=0.5: 0.6315, prec@thr=0.5: 0.7279, recall@top3: 0.7470, prec@top3: 0.6296, recall@top5: 0.9017, prec@top5: 0.4674, loss: 0.0664, grad_norm: 0.1721 2021-04-10 19:26:42,430 - mmaction - INFO - Epoch [2][1740/3842] lr: 5.363e-02, eta: 11:13:34, time: 1.203, data_time: 0.003, memory: 10740, loss_action_cls: 0.0693, recall@thr=0.5: 0.6244, prec@thr=0.5: 0.7203, recall@top3: 0.7529, prec@top3: 0.6287, recall@top5: 0.9023, prec@top5: 0.4626, loss: 0.0693, grad_norm: 0.1719 2021-04-10 19:27:06,465 - mmaction - INFO - Epoch [2][1760/3842] lr: 5.378e-02, eta: 11:13:06, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0696, recall@thr=0.5: 0.6126, prec@thr=0.5: 0.7173, recall@top3: 0.7435, prec@top3: 0.6204, recall@top5: 0.8974, prec@top5: 0.4572, loss: 0.0696, grad_norm: 0.1785 2021-04-10 19:27:30,630 - mmaction - INFO - Epoch [2][1780/3842] lr: 5.393e-02, eta: 11:12:39, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0718, recall@thr=0.5: 0.6080, prec@thr=0.5: 0.7028, recall@top3: 0.7437, prec@top3: 0.6208, recall@top5: 0.8933, prec@top5: 0.4553, loss: 0.0718, grad_norm: 0.1914 2021-04-10 19:27:54,766 - mmaction - INFO - Epoch [2][1800/3842] lr: 5.407e-02, eta: 11:12:12, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0681, recall@thr=0.5: 0.6334, prec@thr=0.5: 0.7221, recall@top3: 0.7471, prec@top3: 0.6331, recall@top5: 0.8971, prec@top5: 0.4657, loss: 0.0681, grad_norm: 0.1868 2021-04-10 19:28:18,731 - mmaction - INFO - Epoch [2][1820/3842] lr: 5.422e-02, eta: 11:11:43, time: 1.198, data_time: 0.001, memory: 10740, loss_action_cls: 0.0659, recall@thr=0.5: 0.6406, prec@thr=0.5: 0.7350, recall@top3: 0.7611, prec@top3: 0.6322, recall@top5: 0.9073, prec@top5: 0.4635, loss: 0.0659, grad_norm: 0.1662 2021-04-10 19:28:42,728 - mmaction - INFO - Epoch [2][1840/3842] lr: 5.436e-02, eta: 11:11:15, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0675, recall@thr=0.5: 0.6327, prec@thr=0.5: 0.7206, recall@top3: 0.7498, prec@top3: 0.6291, recall@top5: 0.9028, prec@top5: 0.4632, loss: 0.0675, grad_norm: 0.1806 2021-04-10 19:29:06,754 - mmaction - INFO - Epoch [2][1860/3842] lr: 5.451e-02, eta: 11:10:47, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0760, recall@thr=0.5: 0.6106, prec@thr=0.5: 0.6913, recall@top3: 0.7301, prec@top3: 0.6072, recall@top5: 0.8828, prec@top5: 0.4507, loss: 0.0760, grad_norm: 0.1870 2021-04-10 19:29:30,895 - mmaction - INFO - Epoch [2][1880/3842] lr: 5.465e-02, eta: 11:10:20, time: 1.204, data_time: 0.004, memory: 10740, loss_action_cls: 0.0675, recall@thr=0.5: 0.6219, prec@thr=0.5: 0.7234, recall@top3: 0.7499, prec@top3: 0.6187, recall@top5: 0.8968, prec@top5: 0.4552, loss: 0.0675, grad_norm: 0.1852 2021-04-10 19:29:54,999 - mmaction - INFO - Epoch [2][1900/3842] lr: 5.480e-02, eta: 11:09:52, time: 1.207, data_time: 0.003, memory: 10740, loss_action_cls: 0.0721, recall@thr=0.5: 0.6144, prec@thr=0.5: 0.7117, recall@top3: 0.7385, prec@top3: 0.6195, recall@top5: 0.8917, prec@top5: 0.4593, loss: 0.0721, grad_norm: 0.1920 2021-04-10 19:30:19,200 - mmaction - INFO - Epoch [2][1920/3842] lr: 5.494e-02, eta: 11:09:26, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0660, recall@thr=0.5: 0.6396, prec@thr=0.5: 0.7231, recall@top3: 0.7481, prec@top3: 0.6392, recall@top5: 0.9033, prec@top5: 0.4716, loss: 0.0660, grad_norm: 0.1771 2021-04-10 19:30:43,376 - mmaction - INFO - Epoch [2][1940/3842] lr: 5.509e-02, eta: 11:08:59, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0678, recall@thr=0.5: 0.6311, prec@thr=0.5: 0.7311, recall@top3: 0.7607, prec@top3: 0.6312, recall@top5: 0.9025, prec@top5: 0.4605, loss: 0.0678, grad_norm: 0.1783 2021-04-10 19:31:07,588 - mmaction - INFO - Epoch [2][1960/3842] lr: 5.523e-02, eta: 11:08:32, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0682, recall@thr=0.5: 0.6504, prec@thr=0.5: 0.7280, recall@top3: 0.7505, prec@top3: 0.6361, recall@top5: 0.9030, prec@top5: 0.4701, loss: 0.0682, grad_norm: 0.1716 2021-04-10 19:31:31,802 - mmaction - INFO - Epoch [2][1980/3842] lr: 5.538e-02, eta: 11:08:05, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0670, recall@thr=0.5: 0.6452, prec@thr=0.5: 0.7365, recall@top3: 0.7520, prec@top3: 0.6375, recall@top5: 0.9101, prec@top5: 0.4720, loss: 0.0670, grad_norm: 0.1718 2021-04-10 19:31:56,053 - mmaction - INFO - Epoch [2][2000/3842] lr: 5.552e-02, eta: 11:07:39, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0679, recall@thr=0.5: 0.6013, prec@thr=0.5: 0.7178, recall@top3: 0.7346, prec@top3: 0.6075, recall@top5: 0.8903, prec@top5: 0.4511, loss: 0.0679, grad_norm: 0.1828 2021-04-10 19:32:20,253 - mmaction - INFO - Epoch [2][2020/3842] lr: 5.566e-02, eta: 11:07:12, time: 1.212, data_time: 0.003, memory: 10740, loss_action_cls: 0.0668, recall@thr=0.5: 0.6365, prec@thr=0.5: 0.7191, recall@top3: 0.7616, prec@top3: 0.6433, recall@top5: 0.9015, prec@top5: 0.4687, loss: 0.0668, grad_norm: 0.1880 2021-04-10 19:32:44,436 - mmaction - INFO - Epoch [2][2040/3842] lr: 5.581e-02, eta: 11:06:45, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0664, recall@thr=0.5: 0.6556, prec@thr=0.5: 0.7371, recall@top3: 0.7769, prec@top3: 0.6345, recall@top5: 0.9112, prec@top5: 0.4579, loss: 0.0664, grad_norm: 0.1692 2021-04-10 19:33:08,531 - mmaction - INFO - Epoch [2][2060/3842] lr: 5.595e-02, eta: 11:06:18, time: 1.207, data_time: 0.003, memory: 10740, loss_action_cls: 0.0697, recall@thr=0.5: 0.6245, prec@thr=0.5: 0.7224, recall@top3: 0.7430, prec@top3: 0.6332, recall@top5: 0.8922, prec@top5: 0.4664, loss: 0.0697, grad_norm: 0.1818 2021-04-10 19:33:32,509 - mmaction - INFO - Epoch [2][2080/3842] lr: 5.609e-02, eta: 11:05:50, time: 1.197, data_time: 0.001, memory: 10740, loss_action_cls: 0.0716, recall@thr=0.5: 0.6167, prec@thr=0.5: 0.7242, recall@top3: 0.7443, prec@top3: 0.6175, recall@top5: 0.8921, prec@top5: 0.4543, loss: 0.0716, grad_norm: 0.1695 2021-04-10 19:33:56,754 - mmaction - INFO - Epoch [2][2100/3842] lr: 5.624e-02, eta: 11:05:23, time: 1.214, data_time: 0.003, memory: 10740, loss_action_cls: 0.0684, recall@thr=0.5: 0.6147, prec@thr=0.5: 0.7049, recall@top3: 0.7361, prec@top3: 0.6161, recall@top5: 0.8923, prec@top5: 0.4574, loss: 0.0684, grad_norm: 0.1862 2021-04-10 19:34:20,762 - mmaction - INFO - Epoch [2][2120/3842] lr: 5.638e-02, eta: 11:04:56, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0680, recall@thr=0.5: 0.6419, prec@thr=0.5: 0.7407, recall@top3: 0.7579, prec@top3: 0.6377, recall@top5: 0.8984, prec@top5: 0.4641, loss: 0.0680, grad_norm: 0.1789 2021-04-10 19:34:44,822 - mmaction - INFO - Epoch [2][2140/3842] lr: 5.652e-02, eta: 11:04:28, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0671, recall@thr=0.5: 0.6449, prec@thr=0.5: 0.7284, recall@top3: 0.7561, prec@top3: 0.6324, recall@top5: 0.8985, prec@top5: 0.4611, loss: 0.0671, grad_norm: 0.1876 2021-04-10 19:35:09,040 - mmaction - INFO - Epoch [2][2160/3842] lr: 5.666e-02, eta: 11:04:02, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0691, recall@thr=0.5: 0.6043, prec@thr=0.5: 0.7083, recall@top3: 0.7394, prec@top3: 0.6217, recall@top5: 0.8908, prec@top5: 0.4580, loss: 0.0691, grad_norm: 0.1688 2021-04-10 19:35:33,211 - mmaction - INFO - Epoch [2][2180/3842] lr: 5.681e-02, eta: 11:03:35, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0662, recall@thr=0.5: 0.6550, prec@thr=0.5: 0.7417, recall@top3: 0.7632, prec@top3: 0.6485, recall@top5: 0.9027, prec@top5: 0.4707, loss: 0.0662, grad_norm: 0.1713 2021-04-10 19:35:57,369 - mmaction - INFO - Epoch [2][2200/3842] lr: 5.695e-02, eta: 11:03:08, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0652, recall@thr=0.5: 0.6286, prec@thr=0.5: 0.7219, recall@top3: 0.7450, prec@top3: 0.6241, recall@top5: 0.8917, prec@top5: 0.4595, loss: 0.0652, grad_norm: 0.1848 2021-04-10 19:36:21,376 - mmaction - INFO - Epoch [2][2220/3842] lr: 5.709e-02, eta: 11:02:40, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0674, recall@thr=0.5: 0.6377, prec@thr=0.5: 0.7309, recall@top3: 0.7501, prec@top3: 0.6258, recall@top5: 0.9098, prec@top5: 0.4650, loss: 0.0674, grad_norm: 0.1818 2021-04-10 19:36:45,392 - mmaction - INFO - Epoch [2][2240/3842] lr: 5.723e-02, eta: 11:02:13, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0688, recall@thr=0.5: 0.6335, prec@thr=0.5: 0.7300, recall@top3: 0.7479, prec@top3: 0.6382, recall@top5: 0.9063, prec@top5: 0.4744, loss: 0.0688, grad_norm: 0.1803 2021-04-10 19:37:09,394 - mmaction - INFO - Epoch [2][2260/3842] lr: 5.737e-02, eta: 11:01:45, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0680, recall@thr=0.5: 0.6345, prec@thr=0.5: 0.7293, recall@top3: 0.7568, prec@top3: 0.6315, recall@top5: 0.9038, prec@top5: 0.4656, loss: 0.0680, grad_norm: 0.1861 2021-04-10 19:37:33,476 - mmaction - INFO - Epoch [2][2280/3842] lr: 5.751e-02, eta: 11:01:18, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0657, recall@thr=0.5: 0.6326, prec@thr=0.5: 0.7307, recall@top3: 0.7494, prec@top3: 0.6379, recall@top5: 0.8946, prec@top5: 0.4651, loss: 0.0657, grad_norm: 0.1762 2021-04-10 19:37:57,399 - mmaction - INFO - Epoch [2][2300/3842] lr: 5.765e-02, eta: 11:00:50, time: 1.196, data_time: 0.001, memory: 10740, loss_action_cls: 0.0679, recall@thr=0.5: 0.6242, prec@thr=0.5: 0.7227, recall@top3: 0.7479, prec@top3: 0.6192, recall@top5: 0.8924, prec@top5: 0.4539, loss: 0.0679, grad_norm: 0.1830 2021-04-10 19:38:21,606 - mmaction - INFO - Epoch [2][2320/3842] lr: 5.779e-02, eta: 11:00:24, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0653, recall@thr=0.5: 0.6476, prec@thr=0.5: 0.7402, recall@top3: 0.7598, prec@top3: 0.6298, recall@top5: 0.9024, prec@top5: 0.4586, loss: 0.0653, grad_norm: 0.1741 2021-04-10 19:38:45,713 - mmaction - INFO - Epoch [2][2340/3842] lr: 5.793e-02, eta: 10:59:57, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0634, recall@thr=0.5: 0.6587, prec@thr=0.5: 0.7351, recall@top3: 0.7658, prec@top3: 0.6444, recall@top5: 0.9078, prec@top5: 0.4670, loss: 0.0634, grad_norm: 0.1756 2021-04-10 19:39:09,840 - mmaction - INFO - Epoch [2][2360/3842] lr: 5.807e-02, eta: 10:59:30, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0671, recall@thr=0.5: 0.6406, prec@thr=0.5: 0.7224, recall@top3: 0.7595, prec@top3: 0.6368, recall@top5: 0.9070, prec@top5: 0.4676, loss: 0.0671, grad_norm: 0.1799 2021-04-10 19:39:34,097 - mmaction - INFO - Epoch [2][2380/3842] lr: 5.821e-02, eta: 10:59:04, time: 1.215, data_time: 0.003, memory: 10740, loss_action_cls: 0.0643, recall@thr=0.5: 0.6399, prec@thr=0.5: 0.7348, recall@top3: 0.7626, prec@top3: 0.6365, recall@top5: 0.9041, prec@top5: 0.4619, loss: 0.0643, grad_norm: 0.1730 2021-04-10 19:39:58,220 - mmaction - INFO - Epoch [2][2400/3842] lr: 5.835e-02, eta: 10:58:37, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0693, recall@thr=0.5: 0.6179, prec@thr=0.5: 0.7065, recall@top3: 0.7401, prec@top3: 0.6244, recall@top5: 0.8944, prec@top5: 0.4633, loss: 0.0693, grad_norm: 0.1807 2021-04-10 19:40:22,506 - mmaction - INFO - Epoch [2][2420/3842] lr: 5.849e-02, eta: 10:58:11, time: 1.214, data_time: 0.001, memory: 10740, loss_action_cls: 0.0662, recall@thr=0.5: 0.6315, prec@thr=0.5: 0.7146, recall@top3: 0.7478, prec@top3: 0.6318, recall@top5: 0.9056, prec@top5: 0.4714, loss: 0.0662, grad_norm: 0.1953 2021-04-10 19:40:46,711 - mmaction - INFO - Epoch [2][2440/3842] lr: 5.863e-02, eta: 10:57:45, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0661, recall@thr=0.5: 0.6281, prec@thr=0.5: 0.7233, recall@top3: 0.7527, prec@top3: 0.6448, recall@top5: 0.8992, prec@top5: 0.4705, loss: 0.0661, grad_norm: 0.1886 2021-04-10 19:41:10,794 - mmaction - INFO - Epoch [2][2460/3842] lr: 5.877e-02, eta: 10:57:18, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0633, recall@thr=0.5: 0.6671, prec@thr=0.5: 0.7313, recall@top3: 0.7688, prec@top3: 0.6455, recall@top5: 0.9101, prec@top5: 0.4702, loss: 0.0633, grad_norm: 0.1757 2021-04-10 19:41:34,947 - mmaction - INFO - Epoch [2][2480/3842] lr: 5.891e-02, eta: 10:56:51, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0644, recall@thr=0.5: 0.6322, prec@thr=0.5: 0.7326, recall@top3: 0.7635, prec@top3: 0.6326, recall@top5: 0.9030, prec@top5: 0.4596, loss: 0.0644, grad_norm: 0.1878 2021-04-10 19:41:58,935 - mmaction - INFO - Epoch [2][2500/3842] lr: 5.905e-02, eta: 10:56:23, time: 1.200, data_time: 0.002, memory: 10740, loss_action_cls: 0.0651, recall@thr=0.5: 0.6477, prec@thr=0.5: 0.7343, recall@top3: 0.7558, prec@top3: 0.6430, recall@top5: 0.9070, prec@top5: 0.4716, loss: 0.0651, grad_norm: 0.1629 2021-04-10 19:42:23,168 - mmaction - INFO - Epoch [2][2520/3842] lr: 5.919e-02, eta: 10:55:57, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0660, recall@thr=0.5: 0.6383, prec@thr=0.5: 0.7234, recall@top3: 0.7573, prec@top3: 0.6334, recall@top5: 0.9028, prec@top5: 0.4642, loss: 0.0660, grad_norm: 0.1638 2021-04-10 19:42:47,238 - mmaction - INFO - Epoch [2][2540/3842] lr: 5.933e-02, eta: 10:55:30, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0671, recall@thr=0.5: 0.6305, prec@thr=0.5: 0.7260, recall@top3: 0.7488, prec@top3: 0.6353, recall@top5: 0.8985, prec@top5: 0.4650, loss: 0.0671, grad_norm: 0.1788 2021-04-10 19:43:11,411 - mmaction - INFO - Epoch [2][2560/3842] lr: 5.946e-02, eta: 10:55:04, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0657, recall@thr=0.5: 0.6301, prec@thr=0.5: 0.7297, recall@top3: 0.7510, prec@top3: 0.6373, recall@top5: 0.9037, prec@top5: 0.4701, loss: 0.0657, grad_norm: 0.1653 2021-04-10 19:43:35,438 - mmaction - INFO - Epoch [2][2580/3842] lr: 5.960e-02, eta: 10:54:37, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0640, recall@thr=0.5: 0.6371, prec@thr=0.5: 0.7246, recall@top3: 0.7509, prec@top3: 0.6350, recall@top5: 0.9014, prec@top5: 0.4653, loss: 0.0640, grad_norm: 0.1717 2021-04-10 19:43:59,478 - mmaction - INFO - Epoch [2][2600/3842] lr: 5.974e-02, eta: 10:54:10, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0647, recall@thr=0.5: 0.6570, prec@thr=0.5: 0.7468, recall@top3: 0.7705, prec@top3: 0.6508, recall@top5: 0.9107, prec@top5: 0.4729, loss: 0.0647, grad_norm: 0.1606 2021-04-10 19:44:23,448 - mmaction - INFO - Epoch [2][2620/3842] lr: 5.988e-02, eta: 10:53:42, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0666, recall@thr=0.5: 0.6195, prec@thr=0.5: 0.7048, recall@top3: 0.7334, prec@top3: 0.6348, recall@top5: 0.8964, prec@top5: 0.4741, loss: 0.0666, grad_norm: 0.1778 2021-04-10 19:44:47,422 - mmaction - INFO - Epoch [2][2640/3842] lr: 6.001e-02, eta: 10:53:15, time: 1.198, data_time: 0.001, memory: 10740, loss_action_cls: 0.0669, recall@thr=0.5: 0.6500, prec@thr=0.5: 0.7336, recall@top3: 0.7664, prec@top3: 0.6386, recall@top5: 0.9093, prec@top5: 0.4673, loss: 0.0669, grad_norm: 0.1553 2021-04-10 19:45:11,567 - mmaction - INFO - Epoch [2][2660/3842] lr: 6.015e-02, eta: 10:52:48, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0682, recall@thr=0.5: 0.6235, prec@thr=0.5: 0.7289, recall@top3: 0.7461, prec@top3: 0.6185, recall@top5: 0.8967, prec@top5: 0.4551, loss: 0.0682, grad_norm: 0.1750 2021-04-10 19:45:35,648 - mmaction - INFO - Epoch [2][2680/3842] lr: 6.029e-02, eta: 10:52:22, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0664, recall@thr=0.5: 0.6339, prec@thr=0.5: 0.7247, recall@top3: 0.7537, prec@top3: 0.6295, recall@top5: 0.9061, prec@top5: 0.4640, loss: 0.0664, grad_norm: 0.1825 2021-04-10 19:45:59,709 - mmaction - INFO - Epoch [2][2700/3842] lr: 6.042e-02, eta: 10:51:55, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0635, recall@thr=0.5: 0.6565, prec@thr=0.5: 0.7479, recall@top3: 0.7630, prec@top3: 0.6354, recall@top5: 0.9054, prec@top5: 0.4631, loss: 0.0635, grad_norm: 0.1792 2021-04-10 19:46:23,873 - mmaction - INFO - Epoch [2][2720/3842] lr: 6.056e-02, eta: 10:51:28, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0625, recall@thr=0.5: 0.6357, prec@thr=0.5: 0.7393, recall@top3: 0.7618, prec@top3: 0.6347, recall@top5: 0.8997, prec@top5: 0.4619, loss: 0.0625, grad_norm: 0.1677 2021-04-10 19:46:47,947 - mmaction - INFO - Epoch [2][2740/3842] lr: 6.070e-02, eta: 10:51:01, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0661, recall@thr=0.5: 0.6358, prec@thr=0.5: 0.7211, recall@top3: 0.7553, prec@top3: 0.6318, recall@top5: 0.8994, prec@top5: 0.4613, loss: 0.0661, grad_norm: 0.1658 2021-04-10 19:47:12,080 - mmaction - INFO - Epoch [2][2760/3842] lr: 6.083e-02, eta: 10:50:35, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0657, recall@thr=0.5: 0.6405, prec@thr=0.5: 0.7292, recall@top3: 0.7570, prec@top3: 0.6286, recall@top5: 0.8998, prec@top5: 0.4600, loss: 0.0657, grad_norm: 0.1776 2021-04-10 19:47:36,293 - mmaction - INFO - Epoch [2][2780/3842] lr: 6.097e-02, eta: 10:50:09, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0642, recall@thr=0.5: 0.6376, prec@thr=0.5: 0.7332, recall@top3: 0.7557, prec@top3: 0.6340, recall@top5: 0.9044, prec@top5: 0.4657, loss: 0.0642, grad_norm: 0.1671 2021-04-10 19:48:00,466 - mmaction - INFO - Epoch [2][2800/3842] lr: 6.110e-02, eta: 10:49:42, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0677, recall@thr=0.5: 0.6360, prec@thr=0.5: 0.7279, recall@top3: 0.7492, prec@top3: 0.6204, recall@top5: 0.8920, prec@top5: 0.4548, loss: 0.0677, grad_norm: 0.1798 2021-04-10 19:48:24,376 - mmaction - INFO - Epoch [2][2820/3842] lr: 6.124e-02, eta: 10:49:15, time: 1.197, data_time: 0.003, memory: 10740, loss_action_cls: 0.0645, recall@thr=0.5: 0.6260, prec@thr=0.5: 0.7327, recall@top3: 0.7545, prec@top3: 0.6285, recall@top5: 0.9001, prec@top5: 0.4612, loss: 0.0645, grad_norm: 0.1699 2021-04-10 19:48:48,661 - mmaction - INFO - Epoch [2][2840/3842] lr: 6.137e-02, eta: 10:48:49, time: 1.215, data_time: 0.001, memory: 10740, loss_action_cls: 0.0642, recall@thr=0.5: 0.6498, prec@thr=0.5: 0.7126, recall@top3: 0.7548, prec@top3: 0.6418, recall@top5: 0.9037, prec@top5: 0.4709, loss: 0.0642, grad_norm: 0.1756 2021-04-10 19:49:12,675 - mmaction - INFO - Epoch [2][2860/3842] lr: 6.151e-02, eta: 10:48:22, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0681, recall@thr=0.5: 0.6316, prec@thr=0.5: 0.7223, recall@top3: 0.7470, prec@top3: 0.6398, recall@top5: 0.9064, prec@top5: 0.4756, loss: 0.0681, grad_norm: 0.1883 2021-04-10 19:49:36,704 - mmaction - INFO - Epoch [2][2880/3842] lr: 6.164e-02, eta: 10:47:55, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0627, recall@thr=0.5: 0.6418, prec@thr=0.5: 0.7313, recall@top3: 0.7593, prec@top3: 0.6308, recall@top5: 0.9101, prec@top5: 0.4644, loss: 0.0627, grad_norm: 0.1682 2021-04-10 19:50:00,917 - mmaction - INFO - Epoch [2][2900/3842] lr: 6.178e-02, eta: 10:47:30, time: 1.213, data_time: 0.003, memory: 10740, loss_action_cls: 0.0629, recall@thr=0.5: 0.6332, prec@thr=0.5: 0.7287, recall@top3: 0.7497, prec@top3: 0.6335, recall@top5: 0.9007, prec@top5: 0.4682, loss: 0.0629, grad_norm: 0.1669 2021-04-10 19:50:25,106 - mmaction - INFO - Epoch [2][2920/3842] lr: 6.191e-02, eta: 10:47:03, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0660, recall@thr=0.5: 0.6343, prec@thr=0.5: 0.7177, recall@top3: 0.7558, prec@top3: 0.6322, recall@top5: 0.8990, prec@top5: 0.4631, loss: 0.0660, grad_norm: 0.1724 2021-04-10 19:50:49,260 - mmaction - INFO - Epoch [2][2940/3842] lr: 6.204e-02, eta: 10:46:37, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0640, recall@thr=0.5: 0.6399, prec@thr=0.5: 0.7298, recall@top3: 0.7536, prec@top3: 0.6479, recall@top5: 0.9046, prec@top5: 0.4765, loss: 0.0640, grad_norm: 0.1697 2021-04-10 19:51:13,409 - mmaction - INFO - Epoch [2][2960/3842] lr: 6.218e-02, eta: 10:46:11, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0648, recall@thr=0.5: 0.6119, prec@thr=0.5: 0.7144, recall@top3: 0.7515, prec@top3: 0.6249, recall@top5: 0.8940, prec@top5: 0.4581, loss: 0.0648, grad_norm: 0.1771 2021-04-10 19:51:37,641 - mmaction - INFO - Epoch [2][2980/3842] lr: 6.231e-02, eta: 10:45:45, time: 1.211, data_time: 0.012, memory: 10740, loss_action_cls: 0.0635, recall@thr=0.5: 0.6457, prec@thr=0.5: 0.7359, recall@top3: 0.7598, prec@top3: 0.6379, recall@top5: 0.9047, prec@top5: 0.4637, loss: 0.0635, grad_norm: 0.1582 2021-04-10 19:52:01,874 - mmaction - INFO - Epoch [2][3000/3842] lr: 6.244e-02, eta: 10:45:19, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0654, recall@thr=0.5: 0.6342, prec@thr=0.5: 0.7172, recall@top3: 0.7539, prec@top3: 0.6283, recall@top5: 0.9010, prec@top5: 0.4584, loss: 0.0654, grad_norm: 0.1703 2021-04-10 19:52:26,096 - mmaction - INFO - Epoch [2][3020/3842] lr: 6.258e-02, eta: 10:44:53, time: 1.213, data_time: 0.003, memory: 10740, loss_action_cls: 0.0717, recall@thr=0.5: 0.6243, prec@thr=0.5: 0.7133, recall@top3: 0.7383, prec@top3: 0.6249, recall@top5: 0.8964, prec@top5: 0.4677, loss: 0.0717, grad_norm: 0.1769 2021-04-10 19:52:50,248 - mmaction - INFO - Epoch [2][3040/3842] lr: 6.271e-02, eta: 10:44:27, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0662, recall@thr=0.5: 0.6223, prec@thr=0.5: 0.7065, recall@top3: 0.7519, prec@top3: 0.6154, recall@top5: 0.9010, prec@top5: 0.4549, loss: 0.0662, grad_norm: 0.1960 2021-04-10 19:53:14,258 - mmaction - INFO - Epoch [2][3060/3842] lr: 6.284e-02, eta: 10:44:00, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0647, recall@thr=0.5: 0.6254, prec@thr=0.5: 0.7298, recall@top3: 0.7553, prec@top3: 0.6400, recall@top5: 0.8974, prec@top5: 0.4688, loss: 0.0647, grad_norm: 0.1765 2021-04-10 19:53:38,279 - mmaction - INFO - Epoch [2][3080/3842] lr: 6.297e-02, eta: 10:43:33, time: 1.202, data_time: 0.002, memory: 10740, loss_action_cls: 0.0617, recall@thr=0.5: 0.6144, prec@thr=0.5: 0.7172, recall@top3: 0.7524, prec@top3: 0.6269, recall@top5: 0.8976, prec@top5: 0.4600, loss: 0.0617, grad_norm: 0.1852 2021-04-10 19:54:02,385 - mmaction - INFO - Epoch [2][3100/3842] lr: 6.311e-02, eta: 10:43:07, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0639, recall@thr=0.5: 0.6455, prec@thr=0.5: 0.7431, recall@top3: 0.7556, prec@top3: 0.6246, recall@top5: 0.8999, prec@top5: 0.4554, loss: 0.0639, grad_norm: 0.1633 2021-04-10 19:54:26,475 - mmaction - INFO - Epoch [2][3120/3842] lr: 6.324e-02, eta: 10:42:40, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0660, recall@thr=0.5: 0.6434, prec@thr=0.5: 0.7219, recall@top3: 0.7463, prec@top3: 0.6356, recall@top5: 0.8987, prec@top5: 0.4685, loss: 0.0660, grad_norm: 0.1696 2021-04-10 19:54:50,646 - mmaction - INFO - Epoch [2][3140/3842] lr: 6.337e-02, eta: 10:42:14, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0629, recall@thr=0.5: 0.6431, prec@thr=0.5: 0.7301, recall@top3: 0.7657, prec@top3: 0.6272, recall@top5: 0.9128, prec@top5: 0.4614, loss: 0.0629, grad_norm: 0.1674 2021-04-10 19:55:14,859 - mmaction - INFO - Epoch [2][3160/3842] lr: 6.350e-02, eta: 10:41:49, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0641, recall@thr=0.5: 0.6426, prec@thr=0.5: 0.7361, recall@top3: 0.7515, prec@top3: 0.6433, recall@top5: 0.8906, prec@top5: 0.4687, loss: 0.0641, grad_norm: 0.1618 2021-04-10 19:55:39,059 - mmaction - INFO - Epoch [2][3180/3842] lr: 6.363e-02, eta: 10:41:23, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0660, recall@thr=0.5: 0.6241, prec@thr=0.5: 0.7274, recall@top3: 0.7565, prec@top3: 0.6341, recall@top5: 0.8968, prec@top5: 0.4592, loss: 0.0660, grad_norm: 0.1752 2021-04-10 19:56:03,218 - mmaction - INFO - Epoch [2][3200/3842] lr: 6.376e-02, eta: 10:40:56, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0632, recall@thr=0.5: 0.6543, prec@thr=0.5: 0.7392, recall@top3: 0.7636, prec@top3: 0.6441, recall@top5: 0.9102, prec@top5: 0.4704, loss: 0.0632, grad_norm: 0.1799 2021-04-10 19:56:27,423 - mmaction - INFO - Epoch [2][3220/3842] lr: 6.389e-02, eta: 10:40:31, time: 1.211, data_time: 0.002, memory: 10740, loss_action_cls: 0.0643, recall@thr=0.5: 0.6246, prec@thr=0.5: 0.7294, recall@top3: 0.7409, prec@top3: 0.6276, recall@top5: 0.8894, prec@top5: 0.4612, loss: 0.0643, grad_norm: 0.1628 2021-04-10 19:56:51,544 - mmaction - INFO - Epoch [2][3240/3842] lr: 6.402e-02, eta: 10:40:04, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0623, recall@thr=0.5: 0.6441, prec@thr=0.5: 0.7351, recall@top3: 0.7595, prec@top3: 0.6288, recall@top5: 0.8993, prec@top5: 0.4589, loss: 0.0623, grad_norm: 0.1782 2021-04-10 19:57:15,715 - mmaction - INFO - Epoch [2][3260/3842] lr: 6.415e-02, eta: 10:39:38, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0628, recall@thr=0.5: 0.6381, prec@thr=0.5: 0.7252, recall@top3: 0.7544, prec@top3: 0.6350, recall@top5: 0.9020, prec@top5: 0.4666, loss: 0.0628, grad_norm: 0.1664 2021-04-10 19:57:39,801 - mmaction - INFO - Epoch [2][3280/3842] lr: 6.428e-02, eta: 10:39:12, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0644, recall@thr=0.5: 0.6451, prec@thr=0.5: 0.7318, recall@top3: 0.7652, prec@top3: 0.6476, recall@top5: 0.9088, prec@top5: 0.4706, loss: 0.0644, grad_norm: 0.1549 2021-04-10 19:58:04,124 - mmaction - INFO - Epoch [2][3300/3842] lr: 6.441e-02, eta: 10:38:47, time: 1.217, data_time: 0.003, memory: 10740, loss_action_cls: 0.0636, recall@thr=0.5: 0.6453, prec@thr=0.5: 0.7321, recall@top3: 0.7566, prec@top3: 0.6443, recall@top5: 0.9011, prec@top5: 0.4724, loss: 0.0636, grad_norm: 0.1782 2021-04-10 19:58:28,187 - mmaction - INFO - Epoch [2][3320/3842] lr: 6.454e-02, eta: 10:38:20, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0633, recall@thr=0.5: 0.6425, prec@thr=0.5: 0.7295, recall@top3: 0.7550, prec@top3: 0.6328, recall@top5: 0.8962, prec@top5: 0.4608, loss: 0.0633, grad_norm: 0.1726 2021-04-10 19:58:52,296 - mmaction - INFO - Epoch [2][3340/3842] lr: 6.467e-02, eta: 10:37:54, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0638, recall@thr=0.5: 0.6574, prec@thr=0.5: 0.7454, recall@top3: 0.7745, prec@top3: 0.6409, recall@top5: 0.9172, prec@top5: 0.4651, loss: 0.0638, grad_norm: 0.1587 2021-04-10 19:59:16,341 - mmaction - INFO - Epoch [2][3360/3842] lr: 6.480e-02, eta: 10:37:28, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0664, recall@thr=0.5: 0.6537, prec@thr=0.5: 0.7369, recall@top3: 0.7688, prec@top3: 0.6495, recall@top5: 0.9102, prec@top5: 0.4726, loss: 0.0664, grad_norm: 0.1741 2021-04-10 19:59:40,472 - mmaction - INFO - Epoch [2][3380/3842] lr: 6.493e-02, eta: 10:37:01, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0618, recall@thr=0.5: 0.6495, prec@thr=0.5: 0.7299, recall@top3: 0.7619, prec@top3: 0.6475, recall@top5: 0.9078, prec@top5: 0.4742, loss: 0.0618, grad_norm: 0.1747 2021-04-10 20:00:04,567 - mmaction - INFO - Epoch [2][3400/3842] lr: 6.506e-02, eta: 10:36:35, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0646, recall@thr=0.5: 0.6350, prec@thr=0.5: 0.7367, recall@top3: 0.7591, prec@top3: 0.6473, recall@top5: 0.9018, prec@top5: 0.4704, loss: 0.0646, grad_norm: 0.1712 2021-04-10 20:00:28,745 - mmaction - INFO - Epoch [2][3420/3842] lr: 6.518e-02, eta: 10:36:09, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0661, recall@thr=0.5: 0.6305, prec@thr=0.5: 0.7236, recall@top3: 0.7527, prec@top3: 0.6361, recall@top5: 0.8944, prec@top5: 0.4633, loss: 0.0661, grad_norm: 0.1624 2021-04-10 20:00:52,762 - mmaction - INFO - Epoch [2][3440/3842] lr: 6.531e-02, eta: 10:35:43, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0648, recall@thr=0.5: 0.6510, prec@thr=0.5: 0.7412, recall@top3: 0.7592, prec@top3: 0.6395, recall@top5: 0.8998, prec@top5: 0.4652, loss: 0.0648, grad_norm: 0.1592 2021-04-10 20:01:16,944 - mmaction - INFO - Epoch [2][3460/3842] lr: 6.544e-02, eta: 10:35:17, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0602, recall@thr=0.5: 0.6418, prec@thr=0.5: 0.7406, recall@top3: 0.7624, prec@top3: 0.6338, recall@top5: 0.9085, prec@top5: 0.4634, loss: 0.0602, grad_norm: 0.1798 2021-04-10 20:01:41,054 - mmaction - INFO - Epoch [2][3480/3842] lr: 6.557e-02, eta: 10:34:51, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0619, recall@thr=0.5: 0.6621, prec@thr=0.5: 0.7408, recall@top3: 0.7706, prec@top3: 0.6424, recall@top5: 0.9062, prec@top5: 0.4671, loss: 0.0619, grad_norm: 0.1656 2021-04-10 20:02:05,263 - mmaction - INFO - Epoch [2][3500/3842] lr: 6.569e-02, eta: 10:34:25, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0618, recall@thr=0.5: 0.6499, prec@thr=0.5: 0.7329, recall@top3: 0.7743, prec@top3: 0.6373, recall@top5: 0.9052, prec@top5: 0.4589, loss: 0.0618, grad_norm: 0.1811 2021-04-10 20:02:29,388 - mmaction - INFO - Epoch [2][3520/3842] lr: 6.582e-02, eta: 10:33:59, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0600, recall@thr=0.5: 0.6525, prec@thr=0.5: 0.7263, recall@top3: 0.7653, prec@top3: 0.6418, recall@top5: 0.9093, prec@top5: 0.4698, loss: 0.0600, grad_norm: 0.1823 2021-04-10 20:02:53,434 - mmaction - INFO - Epoch [2][3540/3842] lr: 6.595e-02, eta: 10:33:32, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0631, recall@thr=0.5: 0.6366, prec@thr=0.5: 0.7392, recall@top3: 0.7527, prec@top3: 0.6304, recall@top5: 0.9024, prec@top5: 0.4637, loss: 0.0631, grad_norm: 0.1626 2021-04-10 20:03:17,509 - mmaction - INFO - Epoch [2][3560/3842] lr: 6.607e-02, eta: 10:33:06, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0647, recall@thr=0.5: 0.6335, prec@thr=0.5: 0.7287, recall@top3: 0.7561, prec@top3: 0.6137, recall@top5: 0.9052, prec@top5: 0.4505, loss: 0.0647, grad_norm: 0.1688 2021-04-10 20:03:41,657 - mmaction - INFO - Epoch [2][3580/3842] lr: 6.620e-02, eta: 10:32:40, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0641, recall@thr=0.5: 0.6318, prec@thr=0.5: 0.7309, recall@top3: 0.7526, prec@top3: 0.6264, recall@top5: 0.8952, prec@top5: 0.4566, loss: 0.0641, grad_norm: 0.1563 2021-04-10 20:04:05,719 - mmaction - INFO - Epoch [2][3600/3842] lr: 6.633e-02, eta: 10:32:14, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0578, recall@thr=0.5: 0.6402, prec@thr=0.5: 0.7300, recall@top3: 0.7638, prec@top3: 0.6341, recall@top5: 0.9068, prec@top5: 0.4614, loss: 0.0578, grad_norm: 0.1705 2021-04-10 20:04:29,828 - mmaction - INFO - Epoch [2][3620/3842] lr: 6.645e-02, eta: 10:31:48, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0625, recall@thr=0.5: 0.6468, prec@thr=0.5: 0.7371, recall@top3: 0.7591, prec@top3: 0.6318, recall@top5: 0.9000, prec@top5: 0.4603, loss: 0.0625, grad_norm: 0.1560 2021-04-10 20:04:53,965 - mmaction - INFO - Epoch [2][3640/3842] lr: 6.658e-02, eta: 10:31:22, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0594, recall@thr=0.5: 0.6541, prec@thr=0.5: 0.7453, recall@top3: 0.7622, prec@top3: 0.6512, recall@top5: 0.9082, prec@top5: 0.4774, loss: 0.0594, grad_norm: 0.1570 2021-04-10 20:05:18,194 - mmaction - INFO - Epoch [2][3660/3842] lr: 6.670e-02, eta: 10:30:56, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0590, recall@thr=0.5: 0.6514, prec@thr=0.5: 0.7359, recall@top3: 0.7688, prec@top3: 0.6361, recall@top5: 0.9111, prec@top5: 0.4635, loss: 0.0590, grad_norm: 0.1693 2021-04-10 20:05:42,172 - mmaction - INFO - Epoch [2][3680/3842] lr: 6.683e-02, eta: 10:30:30, time: 1.200, data_time: 0.003, memory: 10740, loss_action_cls: 0.0648, recall@thr=0.5: 0.6377, prec@thr=0.5: 0.7255, recall@top3: 0.7589, prec@top3: 0.6380, recall@top5: 0.9080, prec@top5: 0.4677, loss: 0.0648, grad_norm: 0.1672 2021-04-10 20:06:06,441 - mmaction - INFO - Epoch [2][3700/3842] lr: 6.695e-02, eta: 10:30:04, time: 1.213, data_time: 0.002, memory: 10740, loss_action_cls: 0.0610, recall@thr=0.5: 0.6465, prec@thr=0.5: 0.7379, recall@top3: 0.7554, prec@top3: 0.6354, recall@top5: 0.8993, prec@top5: 0.4650, loss: 0.0610, grad_norm: 0.1749 2021-04-10 20:06:30,655 - mmaction - INFO - Epoch [2][3720/3842] lr: 6.708e-02, eta: 10:29:39, time: 1.212, data_time: 0.002, memory: 10740, loss_action_cls: 0.0635, recall@thr=0.5: 0.6558, prec@thr=0.5: 0.7424, recall@top3: 0.7599, prec@top3: 0.6413, recall@top5: 0.9047, prec@top5: 0.4692, loss: 0.0635, grad_norm: 0.1718 2021-04-10 20:06:54,939 - mmaction - INFO - Epoch [2][3740/3842] lr: 6.720e-02, eta: 10:29:13, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0656, recall@thr=0.5: 0.6409, prec@thr=0.5: 0.7324, recall@top3: 0.7522, prec@top3: 0.6381, recall@top5: 0.9053, prec@top5: 0.4706, loss: 0.0656, grad_norm: 0.1635 2021-04-10 20:07:18,926 - mmaction - INFO - Epoch [2][3760/3842] lr: 6.733e-02, eta: 10:28:47, time: 1.202, data_time: 0.004, memory: 10740, loss_action_cls: 0.0650, recall@thr=0.5: 0.6287, prec@thr=0.5: 0.7319, recall@top3: 0.7449, prec@top3: 0.6339, recall@top5: 0.8946, prec@top5: 0.4663, loss: 0.0650, grad_norm: 0.1652 2021-04-10 20:07:43,000 - mmaction - INFO - Epoch [2][3780/3842] lr: 6.745e-02, eta: 10:28:21, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0621, recall@thr=0.5: 0.6445, prec@thr=0.5: 0.7313, recall@top3: 0.7614, prec@top3: 0.6306, recall@top5: 0.9131, prec@top5: 0.4652, loss: 0.0621, grad_norm: 0.1612 2021-04-10 20:08:07,137 - mmaction - INFO - Epoch [2][3800/3842] lr: 6.757e-02, eta: 10:27:55, time: 1.209, data_time: 0.003, memory: 10740, loss_action_cls: 0.0625, recall@thr=0.5: 0.6326, prec@thr=0.5: 0.7306, recall@top3: 0.7619, prec@top3: 0.6351, recall@top5: 0.9056, prec@top5: 0.4620, loss: 0.0625, grad_norm: 0.1695 2021-04-10 20:08:31,249 - mmaction - INFO - Epoch [2][3820/3842] lr: 6.770e-02, eta: 10:27:29, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0639, recall@thr=0.5: 0.6337, prec@thr=0.5: 0.7396, recall@top3: 0.7569, prec@top3: 0.6403, recall@top5: 0.9046, prec@top5: 0.4715, loss: 0.0639, grad_norm: 0.1678 2021-04-10 20:08:55,140 - mmaction - INFO - Epoch [2][3840/3842] lr: 6.782e-02, eta: 10:27:02, time: 1.197, data_time: 0.004, memory: 10740, loss_action_cls: 0.0608, recall@thr=0.5: 0.6561, prec@thr=0.5: 0.7362, recall@top3: 0.7585, prec@top3: 0.6437, recall@top5: 0.9034, prec@top5: 0.4733, loss: 0.0608, grad_norm: 0.1761 2021-04-10 20:09:04,106 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-04-10 20:26:52,465 - mmaction - INFO - Evaluating mAP ... 2021-04-10 20:33:25,408 - mmaction - INFO - mAP@0.5IOU 0.2361 2021-04-10 20:33:26,257 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_2.pth. 2021-04-10 20:33:26,257 - mmaction - INFO - Best mAP@0.5IOU is 0.2361 at 2 epoch. 2021-04-10 20:33:27,490 - mmaction - INFO - Epoch(val) [2][3842] mAP@0.5IOU: 0.2361 2021-04-10 20:34:39,845 - mmaction - INFO - Epoch [3][20/3842] lr: 6.780e-02, eta: 10:29:36, time: 3.616, data_time: 2.428, memory: 10740, loss_action_cls: 0.0619, recall@thr=0.5: 0.6447, prec@thr=0.5: 0.7498, recall@top3: 0.7738, prec@top3: 0.6419, recall@top5: 0.9070, prec@top5: 0.4619, loss: 0.0619, grad_norm: 0.1490 2021-04-10 20:35:03,743 - mmaction - INFO - Epoch [3][40/3842] lr: 6.777e-02, eta: 10:29:09, time: 1.195, data_time: 0.004, memory: 10740, loss_action_cls: 0.0629, recall@thr=0.5: 0.6702, prec@thr=0.5: 0.7486, recall@top3: 0.7736, prec@top3: 0.6555, recall@top5: 0.9133, prec@top5: 0.4751, loss: 0.0629, grad_norm: 0.1707 2021-04-10 20:35:27,698 - mmaction - INFO - Epoch [3][60/3842] lr: 6.773e-02, eta: 10:28:42, time: 1.197, data_time: 0.001, memory: 10740, loss_action_cls: 0.0605, recall@thr=0.5: 0.6727, prec@thr=0.5: 0.7517, recall@top3: 0.7785, prec@top3: 0.6544, recall@top5: 0.9128, prec@top5: 0.4711, loss: 0.0605, grad_norm: 0.1609 2021-04-10 20:35:51,803 - mmaction - INFO - Epoch [3][80/3842] lr: 6.770e-02, eta: 10:28:15, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0609, recall@thr=0.5: 0.6611, prec@thr=0.5: 0.7404, recall@top3: 0.7647, prec@top3: 0.6439, recall@top5: 0.9123, prec@top5: 0.4697, loss: 0.0609, grad_norm: 0.1727 2021-04-10 20:36:15,935 - mmaction - INFO - Epoch [3][100/3842] lr: 6.766e-02, eta: 10:27:49, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0606, recall@thr=0.5: 0.6478, prec@thr=0.5: 0.7451, recall@top3: 0.7751, prec@top3: 0.6447, recall@top5: 0.9137, prec@top5: 0.4665, loss: 0.0606, grad_norm: 0.1665 2021-04-10 20:36:39,916 - mmaction - INFO - Epoch [3][120/3842] lr: 6.762e-02, eta: 10:27:22, time: 1.198, data_time: 0.001, memory: 10740, loss_action_cls: 0.0602, recall@thr=0.5: 0.6620, prec@thr=0.5: 0.7429, recall@top3: 0.7637, prec@top3: 0.6507, recall@top5: 0.9048, prec@top5: 0.4744, loss: 0.0602, grad_norm: 0.1630 2021-04-10 20:37:03,950 - mmaction - INFO - Epoch [3][140/3842] lr: 6.759e-02, eta: 10:26:55, time: 1.202, data_time: 0.002, memory: 10740, loss_action_cls: 0.0609, recall@thr=0.5: 0.6452, prec@thr=0.5: 0.7420, recall@top3: 0.7612, prec@top3: 0.6470, recall@top5: 0.9023, prec@top5: 0.4723, loss: 0.0609, grad_norm: 0.1727 2021-04-10 20:37:27,919 - mmaction - INFO - Epoch [3][160/3842] lr: 6.755e-02, eta: 10:26:28, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0651, recall@thr=0.5: 0.6393, prec@thr=0.5: 0.7277, recall@top3: 0.7654, prec@top3: 0.6310, recall@top5: 0.9091, prec@top5: 0.4609, loss: 0.0651, grad_norm: 0.1644 2021-04-10 20:37:51,833 - mmaction - INFO - Epoch [3][180/3842] lr: 6.751e-02, eta: 10:26:01, time: 1.195, data_time: 0.001, memory: 10740, loss_action_cls: 0.0597, recall@thr=0.5: 0.6749, prec@thr=0.5: 0.7636, recall@top3: 0.7828, prec@top3: 0.6547, recall@top5: 0.9170, prec@top5: 0.4717, loss: 0.0597, grad_norm: 0.1616 2021-04-10 20:38:15,919 - mmaction - INFO - Epoch [3][200/3842] lr: 6.748e-02, eta: 10:25:34, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0610, recall@thr=0.5: 0.6592, prec@thr=0.5: 0.7493, recall@top3: 0.7784, prec@top3: 0.6529, recall@top5: 0.9195, prec@top5: 0.4749, loss: 0.0610, grad_norm: 0.1715 2021-04-10 20:38:39,921 - mmaction - INFO - Epoch [3][220/3842] lr: 6.744e-02, eta: 10:25:08, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0622, recall@thr=0.5: 0.6389, prec@thr=0.5: 0.7363, recall@top3: 0.7606, prec@top3: 0.6379, recall@top5: 0.9006, prec@top5: 0.4649, loss: 0.0622, grad_norm: 0.1692 2021-04-10 20:39:04,043 - mmaction - INFO - Epoch [3][240/3842] lr: 6.740e-02, eta: 10:24:41, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0608, recall@thr=0.5: 0.6624, prec@thr=0.5: 0.7432, recall@top3: 0.7623, prec@top3: 0.6403, recall@top5: 0.9030, prec@top5: 0.4641, loss: 0.0608, grad_norm: 0.1720 2021-04-10 20:39:28,035 - mmaction - INFO - Epoch [3][260/3842] lr: 6.736e-02, eta: 10:24:14, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0617, recall@thr=0.5: 0.6463, prec@thr=0.5: 0.7357, recall@top3: 0.7750, prec@top3: 0.6445, recall@top5: 0.9123, prec@top5: 0.4659, loss: 0.0617, grad_norm: 0.1655 2021-04-10 20:39:52,185 - mmaction - INFO - Epoch [3][280/3842] lr: 6.733e-02, eta: 10:23:48, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0612, recall@thr=0.5: 0.6633, prec@thr=0.5: 0.7445, recall@top3: 0.7804, prec@top3: 0.6501, recall@top5: 0.9166, prec@top5: 0.4687, loss: 0.0612, grad_norm: 0.1676 2021-04-10 20:40:16,253 - mmaction - INFO - Epoch [3][300/3842] lr: 6.729e-02, eta: 10:23:21, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0623, recall@thr=0.5: 0.6763, prec@thr=0.5: 0.7510, recall@top3: 0.7833, prec@top3: 0.6505, recall@top5: 0.9168, prec@top5: 0.4689, loss: 0.0623, grad_norm: 0.1678 2021-04-10 20:40:40,410 - mmaction - INFO - Epoch [3][320/3842] lr: 6.725e-02, eta: 10:22:55, time: 1.209, data_time: 0.003, memory: 10740, loss_action_cls: 0.0593, recall@thr=0.5: 0.6454, prec@thr=0.5: 0.7379, recall@top3: 0.7714, prec@top3: 0.6303, recall@top5: 0.9094, prec@top5: 0.4585, loss: 0.0593, grad_norm: 0.1815 2021-04-10 20:41:04,499 - mmaction - INFO - Epoch [3][340/3842] lr: 6.722e-02, eta: 10:22:29, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0620, recall@thr=0.5: 0.6503, prec@thr=0.5: 0.7366, recall@top3: 0.7537, prec@top3: 0.6361, recall@top5: 0.9038, prec@top5: 0.4676, loss: 0.0620, grad_norm: 0.1633 2021-04-10 20:41:28,632 - mmaction - INFO - Epoch [3][360/3842] lr: 6.718e-02, eta: 10:22:03, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0639, recall@thr=0.5: 0.6398, prec@thr=0.5: 0.7340, recall@top3: 0.7395, prec@top3: 0.6331, recall@top5: 0.8942, prec@top5: 0.4680, loss: 0.0639, grad_norm: 0.1674 2021-04-10 20:41:52,603 - mmaction - INFO - Epoch [3][380/3842] lr: 6.714e-02, eta: 10:21:36, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0631, recall@thr=0.5: 0.6459, prec@thr=0.5: 0.7324, recall@top3: 0.7642, prec@top3: 0.6432, recall@top5: 0.9027, prec@top5: 0.4669, loss: 0.0631, grad_norm: 0.1547 2021-04-10 20:42:16,619 - mmaction - INFO - Epoch [3][400/3842] lr: 6.710e-02, eta: 10:21:09, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0619, recall@thr=0.5: 0.6539, prec@thr=0.5: 0.7390, recall@top3: 0.7599, prec@top3: 0.6388, recall@top5: 0.9039, prec@top5: 0.4678, loss: 0.0619, grad_norm: 0.1742 2021-04-10 20:42:40,643 - mmaction - INFO - Epoch [3][420/3842] lr: 6.707e-02, eta: 10:20:43, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0598, recall@thr=0.5: 0.6675, prec@thr=0.5: 0.7425, recall@top3: 0.7692, prec@top3: 0.6671, recall@top5: 0.9068, prec@top5: 0.4814, loss: 0.0598, grad_norm: 0.1684 2021-04-10 20:43:04,780 - mmaction - INFO - Epoch [3][440/3842] lr: 6.703e-02, eta: 10:20:16, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0630, recall@thr=0.5: 0.6567, prec@thr=0.5: 0.7429, recall@top3: 0.7687, prec@top3: 0.6479, recall@top5: 0.9067, prec@top5: 0.4692, loss: 0.0630, grad_norm: 0.1665 2021-04-10 20:43:28,708 - mmaction - INFO - Epoch [3][460/3842] lr: 6.699e-02, eta: 10:19:49, time: 1.197, data_time: 0.001, memory: 10740, loss_action_cls: 0.0568, recall@thr=0.5: 0.6802, prec@thr=0.5: 0.7627, recall@top3: 0.7791, prec@top3: 0.6503, recall@top5: 0.9208, prec@top5: 0.4720, loss: 0.0568, grad_norm: 0.1603 2021-04-10 20:43:52,745 - mmaction - INFO - Epoch [3][480/3842] lr: 6.695e-02, eta: 10:19:23, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0601, recall@thr=0.5: 0.6529, prec@thr=0.5: 0.7475, recall@top3: 0.7707, prec@top3: 0.6465, recall@top5: 0.9042, prec@top5: 0.4667, loss: 0.0601, grad_norm: 0.1641 2021-04-10 20:44:16,921 - mmaction - INFO - Epoch [3][500/3842] lr: 6.691e-02, eta: 10:18:57, time: 1.207, data_time: 0.004, memory: 10740, loss_action_cls: 0.0574, recall@thr=0.5: 0.6607, prec@thr=0.5: 0.7450, recall@top3: 0.7607, prec@top3: 0.6375, recall@top5: 0.9147, prec@top5: 0.4711, loss: 0.0574, grad_norm: 0.1703 2021-04-10 20:44:40,962 - mmaction - INFO - Epoch [3][520/3842] lr: 6.688e-02, eta: 10:18:30, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0628, recall@thr=0.5: 0.6478, prec@thr=0.5: 0.7350, recall@top3: 0.7531, prec@top3: 0.6393, recall@top5: 0.9062, prec@top5: 0.4720, loss: 0.0628, grad_norm: 0.1628 2021-04-10 20:45:04,971 - mmaction - INFO - Epoch [3][540/3842] lr: 6.684e-02, eta: 10:18:04, time: 1.200, data_time: 0.002, memory: 10740, loss_action_cls: 0.0598, recall@thr=0.5: 0.6536, prec@thr=0.5: 0.7417, recall@top3: 0.7761, prec@top3: 0.6434, recall@top5: 0.9118, prec@top5: 0.4650, loss: 0.0598, grad_norm: 0.1615 2021-04-10 20:45:29,081 - mmaction - INFO - Epoch [3][560/3842] lr: 6.680e-02, eta: 10:17:38, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0583, recall@thr=0.5: 0.6605, prec@thr=0.5: 0.7430, recall@top3: 0.7693, prec@top3: 0.6468, recall@top5: 0.9114, prec@top5: 0.4712, loss: 0.0583, grad_norm: 0.1733 2021-04-10 20:45:53,102 - mmaction - INFO - Epoch [3][580/3842] lr: 6.676e-02, eta: 10:17:11, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0600, recall@thr=0.5: 0.6496, prec@thr=0.5: 0.7378, recall@top3: 0.7614, prec@top3: 0.6404, recall@top5: 0.9032, prec@top5: 0.4656, loss: 0.0600, grad_norm: 0.1703 2021-04-10 20:46:17,214 - mmaction - INFO - Epoch [3][600/3842] lr: 6.672e-02, eta: 10:16:45, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0582, recall@thr=0.5: 0.6605, prec@thr=0.5: 0.7473, recall@top3: 0.7689, prec@top3: 0.6406, recall@top5: 0.9059, prec@top5: 0.4638, loss: 0.0582, grad_norm: 0.1689 2021-04-10 20:46:41,359 - mmaction - INFO - Epoch [3][620/3842] lr: 6.668e-02, eta: 10:16:19, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0576, recall@thr=0.5: 0.6665, prec@thr=0.5: 0.7521, recall@top3: 0.7773, prec@top3: 0.6491, recall@top5: 0.9131, prec@top5: 0.4689, loss: 0.0576, grad_norm: 0.1760 2021-04-10 20:47:05,483 - mmaction - INFO - Epoch [3][640/3842] lr: 6.665e-02, eta: 10:15:53, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0584, recall@thr=0.5: 0.6494, prec@thr=0.5: 0.7525, recall@top3: 0.7709, prec@top3: 0.6407, recall@top5: 0.9045, prec@top5: 0.4621, loss: 0.0584, grad_norm: 0.1658 2021-04-10 20:47:29,457 - mmaction - INFO - Epoch [3][660/3842] lr: 6.661e-02, eta: 10:15:26, time: 1.199, data_time: 0.002, memory: 10740, loss_action_cls: 0.0574, recall@thr=0.5: 0.6554, prec@thr=0.5: 0.7481, recall@top3: 0.7707, prec@top3: 0.6336, recall@top5: 0.9108, prec@top5: 0.4607, loss: 0.0574, grad_norm: 0.1623 2021-04-10 20:47:53,532 - mmaction - INFO - Epoch [3][680/3842] lr: 6.657e-02, eta: 10:15:00, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0587, recall@thr=0.5: 0.6593, prec@thr=0.5: 0.7498, recall@top3: 0.7732, prec@top3: 0.6515, recall@top5: 0.9066, prec@top5: 0.4691, loss: 0.0587, grad_norm: 0.1636 2021-04-10 20:48:17,561 - mmaction - INFO - Epoch [3][700/3842] lr: 6.653e-02, eta: 10:14:33, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0578, recall@thr=0.5: 0.6655, prec@thr=0.5: 0.7499, recall@top3: 0.7828, prec@top3: 0.6498, recall@top5: 0.9182, prec@top5: 0.4681, loss: 0.0578, grad_norm: 0.1634 2021-04-10 20:48:41,559 - mmaction - INFO - Epoch [3][720/3842] lr: 6.649e-02, eta: 10:14:07, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0575, recall@thr=0.5: 0.6545, prec@thr=0.5: 0.7451, recall@top3: 0.7682, prec@top3: 0.6383, recall@top5: 0.9086, prec@top5: 0.4640, loss: 0.0575, grad_norm: 0.1703 2021-04-10 20:49:05,632 - mmaction - INFO - Epoch [3][740/3842] lr: 6.645e-02, eta: 10:13:40, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0579, recall@thr=0.5: 0.6755, prec@thr=0.5: 0.7591, recall@top3: 0.7733, prec@top3: 0.6590, recall@top5: 0.9083, prec@top5: 0.4753, loss: 0.0579, grad_norm: 0.1626 2021-04-10 20:49:29,740 - mmaction - INFO - Epoch [3][760/3842] lr: 6.641e-02, eta: 10:13:14, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0588, recall@thr=0.5: 0.6625, prec@thr=0.5: 0.7427, recall@top3: 0.7733, prec@top3: 0.6545, recall@top5: 0.9081, prec@top5: 0.4690, loss: 0.0588, grad_norm: 0.1622 2021-04-10 20:49:53,750 - mmaction - INFO - Epoch [3][780/3842] lr: 6.637e-02, eta: 10:12:48, time: 1.202, data_time: 0.003, memory: 10740, loss_action_cls: 0.0628, recall@thr=0.5: 0.6638, prec@thr=0.5: 0.7476, recall@top3: 0.7749, prec@top3: 0.6503, recall@top5: 0.9045, prec@top5: 0.4663, loss: 0.0628, grad_norm: 0.1595 2021-04-10 20:50:17,777 - mmaction - INFO - Epoch [3][800/3842] lr: 6.633e-02, eta: 10:12:22, time: 1.201, data_time: 0.004, memory: 10740, loss_action_cls: 0.0570, recall@thr=0.5: 0.6661, prec@thr=0.5: 0.7552, recall@top3: 0.7773, prec@top3: 0.6626, recall@top5: 0.9138, prec@top5: 0.4790, loss: 0.0570, grad_norm: 0.1691 2021-04-10 20:50:41,813 - mmaction - INFO - Epoch [3][820/3842] lr: 6.630e-02, eta: 10:11:55, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0598, recall@thr=0.5: 0.6436, prec@thr=0.5: 0.7479, recall@top3: 0.7642, prec@top3: 0.6321, recall@top5: 0.9000, prec@top5: 0.4581, loss: 0.0598, grad_norm: 0.1676 2021-04-10 20:51:05,880 - mmaction - INFO - Epoch [3][840/3842] lr: 6.626e-02, eta: 10:11:29, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0589, recall@thr=0.5: 0.6560, prec@thr=0.5: 0.7454, recall@top3: 0.7751, prec@top3: 0.6358, recall@top5: 0.9097, prec@top5: 0.4583, loss: 0.0589, grad_norm: 0.1633 2021-04-10 20:51:30,011 - mmaction - INFO - Epoch [3][860/3842] lr: 6.622e-02, eta: 10:11:03, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0571, recall@thr=0.5: 0.6788, prec@thr=0.5: 0.7576, recall@top3: 0.7790, prec@top3: 0.6627, recall@top5: 0.9112, prec@top5: 0.4767, loss: 0.0571, grad_norm: 0.1596 2021-04-10 20:51:54,133 - mmaction - INFO - Epoch [3][880/3842] lr: 6.618e-02, eta: 10:10:37, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0620, recall@thr=0.5: 0.6501, prec@thr=0.5: 0.7343, recall@top3: 0.7617, prec@top3: 0.6339, recall@top5: 0.9069, prec@top5: 0.4635, loss: 0.0620, grad_norm: 0.1765 2021-04-10 20:52:18,137 - mmaction - INFO - Epoch [3][900/3842] lr: 6.614e-02, eta: 10:10:11, time: 1.201, data_time: 0.002, memory: 10740, loss_action_cls: 0.0601, recall@thr=0.5: 0.6358, prec@thr=0.5: 0.7332, recall@top3: 0.7624, prec@top3: 0.6352, recall@top5: 0.9059, prec@top5: 0.4636, loss: 0.0601, grad_norm: 0.1723 2021-04-10 20:52:42,120 - mmaction - INFO - Epoch [3][920/3842] lr: 6.610e-02, eta: 10:09:44, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0624, recall@thr=0.5: 0.6448, prec@thr=0.5: 0.7434, recall@top3: 0.7713, prec@top3: 0.6513, recall@top5: 0.9089, prec@top5: 0.4707, loss: 0.0624, grad_norm: 0.1598 2021-04-10 20:53:06,209 - mmaction - INFO - Epoch [3][940/3842] lr: 6.606e-02, eta: 10:09:18, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0606, recall@thr=0.5: 0.6430, prec@thr=0.5: 0.7450, recall@top3: 0.7526, prec@top3: 0.6249, recall@top5: 0.8960, prec@top5: 0.4559, loss: 0.0606, grad_norm: 0.1760 2021-04-10 20:53:30,399 - mmaction - INFO - Epoch [3][960/3842] lr: 6.602e-02, eta: 10:08:52, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0594, recall@thr=0.5: 0.6451, prec@thr=0.5: 0.7349, recall@top3: 0.7580, prec@top3: 0.6392, recall@top5: 0.9094, prec@top5: 0.4713, loss: 0.0594, grad_norm: 0.1680 2021-04-10 20:53:54,504 - mmaction - INFO - Epoch [3][980/3842] lr: 6.598e-02, eta: 10:08:26, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0634, recall@thr=0.5: 0.6373, prec@thr=0.5: 0.7319, recall@top3: 0.7634, prec@top3: 0.6328, recall@top5: 0.9004, prec@top5: 0.4576, loss: 0.0634, grad_norm: 0.1596 2021-04-10 20:54:18,534 - mmaction - INFO - Epoch [3][1000/3842] lr: 6.594e-02, eta: 10:08:00, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0579, recall@thr=0.5: 0.6684, prec@thr=0.5: 0.7355, recall@top3: 0.7747, prec@top3: 0.6493, recall@top5: 0.9171, prec@top5: 0.4742, loss: 0.0579, grad_norm: 0.1622 2021-04-10 20:54:42,644 - mmaction - INFO - Epoch [3][1020/3842] lr: 6.590e-02, eta: 10:07:34, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0603, recall@thr=0.5: 0.6590, prec@thr=0.5: 0.7479, recall@top3: 0.7662, prec@top3: 0.6557, recall@top5: 0.9022, prec@top5: 0.4743, loss: 0.0603, grad_norm: 0.1765 2021-04-10 20:55:06,708 - mmaction - INFO - Epoch [3][1040/3842] lr: 6.586e-02, eta: 10:07:08, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0589, recall@thr=0.5: 0.6537, prec@thr=0.5: 0.7507, recall@top3: 0.7728, prec@top3: 0.6524, recall@top5: 0.9081, prec@top5: 0.4705, loss: 0.0589, grad_norm: 0.1530 2021-04-10 20:55:30,842 - mmaction - INFO - Epoch [3][1060/3842] lr: 6.582e-02, eta: 10:06:42, time: 1.206, data_time: 0.005, memory: 10740, loss_action_cls: 0.0600, recall@thr=0.5: 0.6461, prec@thr=0.5: 0.7377, recall@top3: 0.7576, prec@top3: 0.6383, recall@top5: 0.9080, prec@top5: 0.4679, loss: 0.0600, grad_norm: 0.1744 2021-04-10 20:55:54,853 - mmaction - INFO - Epoch [3][1080/3842] lr: 6.578e-02, eta: 10:06:16, time: 1.201, data_time: 0.002, memory: 10740, loss_action_cls: 0.0611, recall@thr=0.5: 0.6398, prec@thr=0.5: 0.7417, recall@top3: 0.7581, prec@top3: 0.6445, recall@top5: 0.9129, prec@top5: 0.4746, loss: 0.0611, grad_norm: 0.1724 2021-04-10 20:56:18,915 - mmaction - INFO - Epoch [3][1100/3842] lr: 6.574e-02, eta: 10:05:49, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0581, recall@thr=0.5: 0.6597, prec@thr=0.5: 0.7422, recall@top3: 0.7695, prec@top3: 0.6441, recall@top5: 0.9091, prec@top5: 0.4696, loss: 0.0581, grad_norm: 0.1637 2021-04-10 20:56:43,077 - mmaction - INFO - Epoch [3][1120/3842] lr: 6.570e-02, eta: 10:05:24, time: 1.209, data_time: 0.003, memory: 10740, loss_action_cls: 0.0581, recall@thr=0.5: 0.6596, prec@thr=0.5: 0.7423, recall@top3: 0.7775, prec@top3: 0.6430, recall@top5: 0.9077, prec@top5: 0.4632, loss: 0.0581, grad_norm: 0.1596 2021-04-10 20:57:07,183 - mmaction - INFO - Epoch [3][1140/3842] lr: 6.566e-02, eta: 10:04:58, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0590, recall@thr=0.5: 0.6712, prec@thr=0.5: 0.7469, recall@top3: 0.7809, prec@top3: 0.6566, recall@top5: 0.9113, prec@top5: 0.4699, loss: 0.0590, grad_norm: 0.1677 2021-04-10 20:57:31,290 - mmaction - INFO - Epoch [3][1160/3842] lr: 6.562e-02, eta: 10:04:32, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0576, recall@thr=0.5: 0.6487, prec@thr=0.5: 0.7365, recall@top3: 0.7585, prec@top3: 0.6419, recall@top5: 0.9067, prec@top5: 0.4697, loss: 0.0576, grad_norm: 0.1733 2021-04-10 20:57:58,736 - mmaction - INFO - Epoch [3][1180/3842] lr: 6.558e-02, eta: 10:04:17, time: 1.373, data_time: 0.176, memory: 10740, loss_action_cls: 0.0573, recall@thr=0.5: 0.6487, prec@thr=0.5: 0.7329, recall@top3: 0.7708, prec@top3: 0.6412, recall@top5: 0.9054, prec@top5: 0.4637, loss: 0.0573, grad_norm: 0.1700 2021-04-10 20:58:22,920 - mmaction - INFO - Epoch [3][1200/3842] lr: 6.553e-02, eta: 10:03:51, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0581, recall@thr=0.5: 0.6457, prec@thr=0.5: 0.7455, recall@top3: 0.7697, prec@top3: 0.6462, recall@top5: 0.9086, prec@top5: 0.4685, loss: 0.0581, grad_norm: 0.1591 2021-04-10 20:58:46,980 - mmaction - INFO - Epoch [3][1220/3842] lr: 6.549e-02, eta: 10:03:25, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0596, recall@thr=0.5: 0.6552, prec@thr=0.5: 0.7515, recall@top3: 0.7771, prec@top3: 0.6489, recall@top5: 0.9119, prec@top5: 0.4692, loss: 0.0596, grad_norm: 0.1543 2021-04-10 20:59:11,009 - mmaction - INFO - Epoch [3][1240/3842] lr: 6.545e-02, eta: 10:02:59, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0576, recall@thr=0.5: 0.6784, prec@thr=0.5: 0.7579, recall@top3: 0.7749, prec@top3: 0.6581, recall@top5: 0.9123, prec@top5: 0.4736, loss: 0.0576, grad_norm: 0.1615 2021-04-10 20:59:35,095 - mmaction - INFO - Epoch [3][1260/3842] lr: 6.541e-02, eta: 10:02:33, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0551, recall@thr=0.5: 0.6594, prec@thr=0.5: 0.7546, recall@top3: 0.7772, prec@top3: 0.6480, recall@top5: 0.9099, prec@top5: 0.4666, loss: 0.0551, grad_norm: 0.1711 2021-04-10 20:59:59,252 - mmaction - INFO - Epoch [3][1280/3842] lr: 6.537e-02, eta: 10:02:07, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0555, recall@thr=0.5: 0.6637, prec@thr=0.5: 0.7421, recall@top3: 0.7824, prec@top3: 0.6497, recall@top5: 0.9152, prec@top5: 0.4663, loss: 0.0555, grad_norm: 0.1711 2021-04-10 21:00:23,670 - mmaction - INFO - Epoch [3][1300/3842] lr: 6.533e-02, eta: 10:01:42, time: 1.222, data_time: 0.012, memory: 10740, loss_action_cls: 0.0607, recall@thr=0.5: 0.6765, prec@thr=0.5: 0.7529, recall@top3: 0.7692, prec@top3: 0.6581, recall@top5: 0.9026, prec@top5: 0.4773, loss: 0.0607, grad_norm: 0.1515 2021-04-10 21:00:47,741 - mmaction - INFO - Epoch [3][1320/3842] lr: 6.529e-02, eta: 10:01:16, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0611, recall@thr=0.5: 0.6485, prec@thr=0.5: 0.7431, recall@top3: 0.7713, prec@top3: 0.6360, recall@top5: 0.9112, prec@top5: 0.4626, loss: 0.0611, grad_norm: 0.1586 2021-04-10 21:01:11,698 - mmaction - INFO - Epoch [3][1340/3842] lr: 6.525e-02, eta: 10:00:50, time: 1.198, data_time: 0.001, memory: 10740, loss_action_cls: 0.0606, recall@thr=0.5: 0.6639, prec@thr=0.5: 0.7487, recall@top3: 0.7671, prec@top3: 0.6558, recall@top5: 0.9071, prec@top5: 0.4754, loss: 0.0606, grad_norm: 0.1590 2021-04-10 21:01:35,871 - mmaction - INFO - Epoch [3][1360/3842] lr: 6.521e-02, eta: 10:00:24, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0602, recall@thr=0.5: 0.6487, prec@thr=0.5: 0.7396, recall@top3: 0.7532, prec@top3: 0.6408, recall@top5: 0.8977, prec@top5: 0.4674, loss: 0.0602, grad_norm: 0.1770 2021-04-10 21:02:00,100 - mmaction - INFO - Epoch [3][1380/3842] lr: 6.517e-02, eta: 9:59:59, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0571, recall@thr=0.5: 0.6563, prec@thr=0.5: 0.7483, recall@top3: 0.7761, prec@top3: 0.6399, recall@top5: 0.9105, prec@top5: 0.4624, loss: 0.0571, grad_norm: 0.1656 2021-04-10 21:02:24,230 - mmaction - INFO - Epoch [3][1400/3842] lr: 6.512e-02, eta: 9:59:33, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0589, recall@thr=0.5: 0.6675, prec@thr=0.5: 0.7377, recall@top3: 0.7670, prec@top3: 0.6475, recall@top5: 0.9081, prec@top5: 0.4732, loss: 0.0589, grad_norm: 0.1693 2021-04-10 21:02:48,261 - mmaction - INFO - Epoch [3][1420/3842] lr: 6.508e-02, eta: 9:59:07, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0578, recall@thr=0.5: 0.6737, prec@thr=0.5: 0.7513, recall@top3: 0.7816, prec@top3: 0.6569, recall@top5: 0.9139, prec@top5: 0.4736, loss: 0.0578, grad_norm: 0.1618 2021-04-10 21:03:12,494 - mmaction - INFO - Epoch [3][1440/3842] lr: 6.504e-02, eta: 9:58:41, time: 1.212, data_time: 0.004, memory: 10740, loss_action_cls: 0.0558, recall@thr=0.5: 0.6762, prec@thr=0.5: 0.7668, recall@top3: 0.7798, prec@top3: 0.6640, recall@top5: 0.9165, prec@top5: 0.4797, loss: 0.0558, grad_norm: 0.1560 2021-04-10 21:03:36,536 - mmaction - INFO - Epoch [3][1460/3842] lr: 6.500e-02, eta: 9:58:15, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0585, recall@thr=0.5: 0.6624, prec@thr=0.5: 0.7440, recall@top3: 0.7643, prec@top3: 0.6471, recall@top5: 0.9148, prec@top5: 0.4755, loss: 0.0585, grad_norm: 0.1721 2021-04-10 21:04:00,753 - mmaction - INFO - Epoch [3][1480/3842] lr: 6.496e-02, eta: 9:57:50, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0574, recall@thr=0.5: 0.6571, prec@thr=0.5: 0.7442, recall@top3: 0.7728, prec@top3: 0.6461, recall@top5: 0.9103, prec@top5: 0.4692, loss: 0.0574, grad_norm: 0.1706 2021-04-10 21:04:24,801 - mmaction - INFO - Epoch [3][1500/3842] lr: 6.492e-02, eta: 9:57:24, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0562, recall@thr=0.5: 0.6532, prec@thr=0.5: 0.7583, recall@top3: 0.7797, prec@top3: 0.6403, recall@top5: 0.9102, prec@top5: 0.4613, loss: 0.0562, grad_norm: 0.1630 2021-04-10 21:04:48,805 - mmaction - INFO - Epoch [3][1520/3842] lr: 6.487e-02, eta: 9:56:58, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0590, recall@thr=0.5: 0.6726, prec@thr=0.5: 0.7503, recall@top3: 0.7796, prec@top3: 0.6452, recall@top5: 0.9189, prec@top5: 0.4644, loss: 0.0590, grad_norm: 0.1772 2021-04-10 21:05:13,010 - mmaction - INFO - Epoch [3][1540/3842] lr: 6.483e-02, eta: 9:56:32, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0541, recall@thr=0.5: 0.6538, prec@thr=0.5: 0.7499, recall@top3: 0.7732, prec@top3: 0.6548, recall@top5: 0.9178, prec@top5: 0.4776, loss: 0.0541, grad_norm: 0.1682 2021-04-10 21:05:37,090 - mmaction - INFO - Epoch [3][1560/3842] lr: 6.479e-02, eta: 9:56:06, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0594, recall@thr=0.5: 0.6626, prec@thr=0.5: 0.7532, recall@top3: 0.7689, prec@top3: 0.6540, recall@top5: 0.9097, prec@top5: 0.4738, loss: 0.0594, grad_norm: 0.1590 2021-04-10 21:06:01,158 - mmaction - INFO - Epoch [3][1580/3842] lr: 6.475e-02, eta: 9:55:40, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0523, recall@thr=0.5: 0.6950, prec@thr=0.5: 0.7736, recall@top3: 0.7881, prec@top3: 0.6546, recall@top5: 0.9235, prec@top5: 0.4702, loss: 0.0523, grad_norm: 0.1559 2021-04-10 21:06:25,303 - mmaction - INFO - Epoch [3][1600/3842] lr: 6.471e-02, eta: 9:55:15, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0584, recall@thr=0.5: 0.6678, prec@thr=0.5: 0.7500, recall@top3: 0.7769, prec@top3: 0.6476, recall@top5: 0.9074, prec@top5: 0.4642, loss: 0.0584, grad_norm: 0.1629 2021-04-10 21:06:49,639 - mmaction - INFO - Epoch [3][1620/3842] lr: 6.466e-02, eta: 9:54:49, time: 1.216, data_time: 0.001, memory: 10740, loss_action_cls: 0.0573, recall@thr=0.5: 0.6655, prec@thr=0.5: 0.7492, recall@top3: 0.7734, prec@top3: 0.6514, recall@top5: 0.9205, prec@top5: 0.4771, loss: 0.0573, grad_norm: 0.1534 2021-04-10 21:07:13,685 - mmaction - INFO - Epoch [3][1640/3842] lr: 6.462e-02, eta: 9:54:24, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0558, recall@thr=0.5: 0.6647, prec@thr=0.5: 0.7477, recall@top3: 0.7776, prec@top3: 0.6467, recall@top5: 0.9089, prec@top5: 0.4652, loss: 0.0558, grad_norm: 0.1658 2021-04-10 21:07:37,842 - mmaction - INFO - Epoch [3][1660/3842] lr: 6.458e-02, eta: 9:53:58, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0553, recall@thr=0.5: 0.6604, prec@thr=0.5: 0.7564, recall@top3: 0.7803, prec@top3: 0.6436, recall@top5: 0.9154, prec@top5: 0.4642, loss: 0.0553, grad_norm: 0.1628 2021-04-10 21:08:02,086 - mmaction - INFO - Epoch [3][1680/3842] lr: 6.454e-02, eta: 9:53:33, time: 1.213, data_time: 0.001, memory: 10740, loss_action_cls: 0.0594, recall@thr=0.5: 0.6548, prec@thr=0.5: 0.7381, recall@top3: 0.7631, prec@top3: 0.6341, recall@top5: 0.8993, prec@top5: 0.4588, loss: 0.0594, grad_norm: 0.1602 2021-04-10 21:08:26,175 - mmaction - INFO - Epoch [3][1700/3842] lr: 6.449e-02, eta: 9:53:07, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0555, recall@thr=0.5: 0.6593, prec@thr=0.5: 0.7482, recall@top3: 0.7723, prec@top3: 0.6490, recall@top5: 0.9123, prec@top5: 0.4704, loss: 0.0555, grad_norm: 0.1658 2021-04-10 21:08:50,275 - mmaction - INFO - Epoch [3][1720/3842] lr: 6.445e-02, eta: 9:52:41, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0577, recall@thr=0.5: 0.6343, prec@thr=0.5: 0.7237, recall@top3: 0.7532, prec@top3: 0.6363, recall@top5: 0.8998, prec@top5: 0.4662, loss: 0.0577, grad_norm: 0.1657 2021-04-10 21:09:14,475 - mmaction - INFO - Epoch [3][1740/3842] lr: 6.441e-02, eta: 9:52:15, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0569, recall@thr=0.5: 0.6657, prec@thr=0.5: 0.7539, recall@top3: 0.7861, prec@top3: 0.6495, recall@top5: 0.9150, prec@top5: 0.4655, loss: 0.0569, grad_norm: 0.1591 2021-04-10 21:09:38,619 - mmaction - INFO - Epoch [3][1760/3842] lr: 6.437e-02, eta: 9:51:50, time: 1.210, data_time: 0.005, memory: 10740, loss_action_cls: 0.0568, recall@thr=0.5: 0.6688, prec@thr=0.5: 0.7480, recall@top3: 0.7649, prec@top3: 0.6399, recall@top5: 0.9134, prec@top5: 0.4694, loss: 0.0568, grad_norm: 0.1610 2021-04-10 21:10:02,752 - mmaction - INFO - Epoch [3][1780/3842] lr: 6.432e-02, eta: 9:51:24, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0565, recall@thr=0.5: 0.6642, prec@thr=0.5: 0.7468, recall@top3: 0.7760, prec@top3: 0.6448, recall@top5: 0.9066, prec@top5: 0.4635, loss: 0.0565, grad_norm: 0.1729 2021-04-10 21:10:26,819 - mmaction - INFO - Epoch [3][1800/3842] lr: 6.428e-02, eta: 9:50:58, time: 1.205, data_time: 0.003, memory: 10740, loss_action_cls: 0.0592, recall@thr=0.5: 0.6572, prec@thr=0.5: 0.7549, recall@top3: 0.7649, prec@top3: 0.6320, recall@top5: 0.9051, prec@top5: 0.4595, loss: 0.0592, grad_norm: 0.1659 2021-04-10 21:10:50,902 - mmaction - INFO - Epoch [3][1820/3842] lr: 6.424e-02, eta: 9:50:32, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0588, recall@thr=0.5: 0.6523, prec@thr=0.5: 0.7320, recall@top3: 0.7644, prec@top3: 0.6441, recall@top5: 0.9067, prec@top5: 0.4695, loss: 0.0588, grad_norm: 0.1617 2021-04-10 21:11:15,013 - mmaction - INFO - Epoch [3][1840/3842] lr: 6.419e-02, eta: 9:50:07, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0587, recall@thr=0.5: 0.6538, prec@thr=0.5: 0.7408, recall@top3: 0.7738, prec@top3: 0.6496, recall@top5: 0.9136, prec@top5: 0.4701, loss: 0.0587, grad_norm: 0.1680 2021-04-10 21:11:39,084 - mmaction - INFO - Epoch [3][1860/3842] lr: 6.415e-02, eta: 9:49:41, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0552, recall@thr=0.5: 0.6556, prec@thr=0.5: 0.7440, recall@top3: 0.7700, prec@top3: 0.6520, recall@top5: 0.9039, prec@top5: 0.4717, loss: 0.0552, grad_norm: 0.1702 2021-04-10 21:12:03,277 - mmaction - INFO - Epoch [3][1880/3842] lr: 6.411e-02, eta: 9:49:16, time: 1.210, data_time: 0.008, memory: 10740, loss_action_cls: 0.0561, recall@thr=0.5: 0.6700, prec@thr=0.5: 0.7584, recall@top3: 0.7842, prec@top3: 0.6597, recall@top5: 0.9146, prec@top5: 0.4713, loss: 0.0561, grad_norm: 0.1611 2021-04-10 21:12:27,445 - mmaction - INFO - Epoch [3][1900/3842] lr: 6.406e-02, eta: 9:48:50, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0540, recall@thr=0.5: 0.6770, prec@thr=0.5: 0.7617, recall@top3: 0.7861, prec@top3: 0.6595, recall@top5: 0.9211, prec@top5: 0.4730, loss: 0.0540, grad_norm: 0.1580 2021-04-10 21:12:51,600 - mmaction - INFO - Epoch [3][1920/3842] lr: 6.402e-02, eta: 9:48:24, time: 1.209, data_time: 0.003, memory: 10740, loss_action_cls: 0.0576, recall@thr=0.5: 0.6729, prec@thr=0.5: 0.7527, recall@top3: 0.7810, prec@top3: 0.6619, recall@top5: 0.9140, prec@top5: 0.4768, loss: 0.0576, grad_norm: 0.1595 2021-04-10 21:13:15,619 - mmaction - INFO - Epoch [3][1940/3842] lr: 6.398e-02, eta: 9:47:58, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0540, recall@thr=0.5: 0.6642, prec@thr=0.5: 0.7467, recall@top3: 0.7845, prec@top3: 0.6473, recall@top5: 0.9138, prec@top5: 0.4640, loss: 0.0540, grad_norm: 0.1647 2021-04-10 21:13:39,755 - mmaction - INFO - Epoch [3][1960/3842] lr: 6.393e-02, eta: 9:47:33, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0545, recall@thr=0.5: 0.6806, prec@thr=0.5: 0.7579, recall@top3: 0.7858, prec@top3: 0.6561, recall@top5: 0.9183, prec@top5: 0.4713, loss: 0.0545, grad_norm: 0.1607 2021-04-10 21:14:04,116 - mmaction - INFO - Epoch [3][1980/3842] lr: 6.389e-02, eta: 9:47:08, time: 1.218, data_time: 0.015, memory: 10740, loss_action_cls: 0.0547, recall@thr=0.5: 0.6665, prec@thr=0.5: 0.7569, recall@top3: 0.7771, prec@top3: 0.6545, recall@top5: 0.9199, prec@top5: 0.4739, loss: 0.0547, grad_norm: 0.1584 2021-04-10 21:14:28,193 - mmaction - INFO - Epoch [3][2000/3842] lr: 6.385e-02, eta: 9:46:42, time: 1.202, data_time: 0.002, memory: 10740, loss_action_cls: 0.0553, recall@thr=0.5: 0.6894, prec@thr=0.5: 0.7612, recall@top3: 0.7871, prec@top3: 0.6734, recall@top5: 0.9182, prec@top5: 0.4830, loss: 0.0553, grad_norm: 0.1706 2021-04-10 21:14:52,252 - mmaction - INFO - Epoch [3][2020/3842] lr: 6.380e-02, eta: 9:46:16, time: 1.206, data_time: 0.003, memory: 10740, loss_action_cls: 0.0534, recall@thr=0.5: 0.6632, prec@thr=0.5: 0.7506, recall@top3: 0.7780, prec@top3: 0.6478, recall@top5: 0.9170, prec@top5: 0.4686, loss: 0.0534, grad_norm: 0.1702 2021-04-10 21:15:16,324 - mmaction - INFO - Epoch [3][2040/3842] lr: 6.376e-02, eta: 9:45:51, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0570, recall@thr=0.5: 0.6515, prec@thr=0.5: 0.7350, recall@top3: 0.7661, prec@top3: 0.6391, recall@top5: 0.9101, prec@top5: 0.4654, loss: 0.0570, grad_norm: 0.1748 2021-04-10 21:15:40,457 - mmaction - INFO - Epoch [3][2060/3842] lr: 6.372e-02, eta: 9:45:25, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0569, recall@thr=0.5: 0.6539, prec@thr=0.5: 0.7333, recall@top3: 0.7614, prec@top3: 0.6415, recall@top5: 0.9073, prec@top5: 0.4691, loss: 0.0569, grad_norm: 0.1574 2021-04-10 21:16:04,670 - mmaction - INFO - Epoch [3][2080/3842] lr: 6.367e-02, eta: 9:45:00, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0542, recall@thr=0.5: 0.6672, prec@thr=0.5: 0.7599, recall@top3: 0.7879, prec@top3: 0.6503, recall@top5: 0.9175, prec@top5: 0.4654, loss: 0.0542, grad_norm: 0.1538 2021-04-10 21:16:28,683 - mmaction - INFO - Epoch [3][2100/3842] lr: 6.363e-02, eta: 9:44:34, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0589, recall@thr=0.5: 0.6602, prec@thr=0.5: 0.7396, recall@top3: 0.7766, prec@top3: 0.6524, recall@top5: 0.9156, prec@top5: 0.4729, loss: 0.0589, grad_norm: 0.1553 2021-04-10 21:16:52,829 - mmaction - INFO - Epoch [3][2120/3842] lr: 6.358e-02, eta: 9:44:08, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0572, recall@thr=0.5: 0.6749, prec@thr=0.5: 0.7521, recall@top3: 0.7705, prec@top3: 0.6607, recall@top5: 0.9107, prec@top5: 0.4811, loss: 0.0572, grad_norm: 0.1783 2021-04-10 21:17:16,838 - mmaction - INFO - Epoch [3][2140/3842] lr: 6.354e-02, eta: 9:43:42, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0566, recall@thr=0.5: 0.6635, prec@thr=0.5: 0.7402, recall@top3: 0.7685, prec@top3: 0.6586, recall@top5: 0.9071, prec@top5: 0.4763, loss: 0.0566, grad_norm: 0.1602 2021-04-10 21:17:41,000 - mmaction - INFO - Epoch [3][2160/3842] lr: 6.350e-02, eta: 9:43:17, time: 1.208, data_time: 0.004, memory: 10740, loss_action_cls: 0.0577, recall@thr=0.5: 0.6669, prec@thr=0.5: 0.7473, recall@top3: 0.7725, prec@top3: 0.6447, recall@top5: 0.9046, prec@top5: 0.4633, loss: 0.0577, grad_norm: 0.1628 2021-04-10 21:18:05,199 - mmaction - INFO - Epoch [3][2180/3842] lr: 6.345e-02, eta: 9:42:51, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0535, recall@thr=0.5: 0.6608, prec@thr=0.5: 0.7608, recall@top3: 0.7764, prec@top3: 0.6467, recall@top5: 0.9098, prec@top5: 0.4661, loss: 0.0535, grad_norm: 0.1701 2021-04-10 21:18:29,172 - mmaction - INFO - Epoch [3][2200/3842] lr: 6.341e-02, eta: 9:42:26, time: 1.201, data_time: 0.004, memory: 10740, loss_action_cls: 0.0579, recall@thr=0.5: 0.6687, prec@thr=0.5: 0.7469, recall@top3: 0.7671, prec@top3: 0.6508, recall@top5: 0.9117, prec@top5: 0.4758, loss: 0.0579, grad_norm: 0.1701 2021-04-10 21:18:53,123 - mmaction - INFO - Epoch [3][2220/3842] lr: 6.336e-02, eta: 9:41:59, time: 1.198, data_time: 0.001, memory: 10740, loss_action_cls: 0.0574, recall@thr=0.5: 0.6650, prec@thr=0.5: 0.7408, recall@top3: 0.7701, prec@top3: 0.6663, recall@top5: 0.9074, prec@top5: 0.4801, loss: 0.0574, grad_norm: 0.1664 2021-04-10 21:19:17,162 - mmaction - INFO - Epoch [3][2240/3842] lr: 6.332e-02, eta: 9:41:34, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0572, recall@thr=0.5: 0.6466, prec@thr=0.5: 0.7441, recall@top3: 0.7641, prec@top3: 0.6378, recall@top5: 0.9089, prec@top5: 0.4652, loss: 0.0572, grad_norm: 0.1522 2021-04-10 21:19:41,305 - mmaction - INFO - Epoch [3][2260/3842] lr: 6.327e-02, eta: 9:41:08, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0580, recall@thr=0.5: 0.6575, prec@thr=0.5: 0.7514, recall@top3: 0.7727, prec@top3: 0.6410, recall@top5: 0.9167, prec@top5: 0.4675, loss: 0.0580, grad_norm: 0.1704 2021-04-10 21:20:05,667 - mmaction - INFO - Epoch [3][2280/3842] lr: 6.323e-02, eta: 9:40:43, time: 1.219, data_time: 0.009, memory: 10740, loss_action_cls: 0.0552, recall@thr=0.5: 0.6716, prec@thr=0.5: 0.7533, recall@top3: 0.7742, prec@top3: 0.6549, recall@top5: 0.9169, prec@top5: 0.4752, loss: 0.0552, grad_norm: 0.1663 2021-04-10 21:20:29,696 - mmaction - INFO - Epoch [3][2300/3842] lr: 6.318e-02, eta: 9:40:18, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0578, recall@thr=0.5: 0.6662, prec@thr=0.5: 0.7480, recall@top3: 0.7722, prec@top3: 0.6472, recall@top5: 0.9104, prec@top5: 0.4693, loss: 0.0578, grad_norm: 0.1700 2021-04-10 21:20:53,872 - mmaction - INFO - Epoch [3][2320/3842] lr: 6.314e-02, eta: 9:39:52, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0578, recall@thr=0.5: 0.6515, prec@thr=0.5: 0.7394, recall@top3: 0.7776, prec@top3: 0.6384, recall@top5: 0.9157, prec@top5: 0.4620, loss: 0.0578, grad_norm: 0.1619 2021-04-10 21:21:17,876 - mmaction - INFO - Epoch [3][2340/3842] lr: 6.309e-02, eta: 9:39:26, time: 1.203, data_time: 0.003, memory: 10740, loss_action_cls: 0.0581, recall@thr=0.5: 0.6481, prec@thr=0.5: 0.7341, recall@top3: 0.7693, prec@top3: 0.6347, recall@top5: 0.9153, prec@top5: 0.4657, loss: 0.0581, grad_norm: 0.1821 2021-04-10 21:21:41,947 - mmaction - INFO - Epoch [3][2360/3842] lr: 6.305e-02, eta: 9:39:01, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0568, recall@thr=0.5: 0.6512, prec@thr=0.5: 0.7322, recall@top3: 0.7662, prec@top3: 0.6403, recall@top5: 0.9073, prec@top5: 0.4655, loss: 0.0568, grad_norm: 0.1738 2021-04-10 21:22:06,012 - mmaction - INFO - Epoch [3][2380/3842] lr: 6.301e-02, eta: 9:38:35, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0576, recall@thr=0.5: 0.6536, prec@thr=0.5: 0.7511, recall@top3: 0.7801, prec@top3: 0.6441, recall@top5: 0.9120, prec@top5: 0.4657, loss: 0.0576, grad_norm: 0.1610 2021-04-10 21:22:30,051 - mmaction - INFO - Epoch [3][2400/3842] lr: 6.296e-02, eta: 9:38:09, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0565, recall@thr=0.5: 0.6522, prec@thr=0.5: 0.7444, recall@top3: 0.7739, prec@top3: 0.6354, recall@top5: 0.9152, prec@top5: 0.4627, loss: 0.0565, grad_norm: 0.1719 2021-04-10 21:22:54,170 - mmaction - INFO - Epoch [3][2420/3842] lr: 6.292e-02, eta: 9:37:44, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0554, recall@thr=0.5: 0.6728, prec@thr=0.5: 0.7610, recall@top3: 0.7822, prec@top3: 0.6537, recall@top5: 0.9143, prec@top5: 0.4676, loss: 0.0554, grad_norm: 0.1455 2021-04-10 21:23:18,246 - mmaction - INFO - Epoch [3][2440/3842] lr: 6.287e-02, eta: 9:37:18, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0577, recall@thr=0.5: 0.6621, prec@thr=0.5: 0.7593, recall@top3: 0.7772, prec@top3: 0.6559, recall@top5: 0.9056, prec@top5: 0.4696, loss: 0.0577, grad_norm: 0.1561 2021-04-10 21:23:42,184 - mmaction - INFO - Epoch [3][2460/3842] lr: 6.282e-02, eta: 9:36:52, time: 1.200, data_time: 0.004, memory: 10740, loss_action_cls: 0.0610, recall@thr=0.5: 0.6510, prec@thr=0.5: 0.7449, recall@top3: 0.7591, prec@top3: 0.6514, recall@top5: 0.9040, prec@top5: 0.4770, loss: 0.0610, grad_norm: 0.1566 2021-04-10 21:24:06,238 - mmaction - INFO - Epoch [3][2480/3842] lr: 6.278e-02, eta: 9:36:26, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0539, recall@thr=0.5: 0.6697, prec@thr=0.5: 0.7641, recall@top3: 0.7877, prec@top3: 0.6453, recall@top5: 0.9213, prec@top5: 0.4633, loss: 0.0539, grad_norm: 0.1576 2021-04-10 21:24:30,354 - mmaction - INFO - Epoch [3][2500/3842] lr: 6.273e-02, eta: 9:36:01, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0559, recall@thr=0.5: 0.6630, prec@thr=0.5: 0.7387, recall@top3: 0.7608, prec@top3: 0.6413, recall@top5: 0.9006, prec@top5: 0.4673, loss: 0.0559, grad_norm: 0.1601 2021-04-10 21:24:54,588 - mmaction - INFO - Epoch [3][2520/3842] lr: 6.269e-02, eta: 9:35:36, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0566, recall@thr=0.5: 0.6648, prec@thr=0.5: 0.7427, recall@top3: 0.7710, prec@top3: 0.6546, recall@top5: 0.9199, prec@top5: 0.4784, loss: 0.0566, grad_norm: 0.1712 2021-04-10 21:25:18,720 - mmaction - INFO - Epoch [3][2540/3842] lr: 6.264e-02, eta: 9:35:10, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0546, recall@thr=0.5: 0.6673, prec@thr=0.5: 0.7572, recall@top3: 0.7815, prec@top3: 0.6483, recall@top5: 0.9136, prec@top5: 0.4669, loss: 0.0546, grad_norm: 0.1598 2021-04-10 21:25:42,875 - mmaction - INFO - Epoch [3][2560/3842] lr: 6.260e-02, eta: 9:34:45, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0533, recall@thr=0.5: 0.6663, prec@thr=0.5: 0.7598, recall@top3: 0.7796, prec@top3: 0.6378, recall@top5: 0.9121, prec@top5: 0.4570, loss: 0.0533, grad_norm: 0.1500 2021-04-10 21:26:07,238 - mmaction - INFO - Epoch [3][2580/3842] lr: 6.255e-02, eta: 9:34:20, time: 1.218, data_time: 0.017, memory: 10740, loss_action_cls: 0.0548, recall@thr=0.5: 0.6648, prec@thr=0.5: 0.7518, recall@top3: 0.7781, prec@top3: 0.6572, recall@top5: 0.9199, prec@top5: 0.4761, loss: 0.0548, grad_norm: 0.1577 2021-04-10 21:26:31,323 - mmaction - INFO - Epoch [3][2600/3842] lr: 6.251e-02, eta: 9:33:55, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0558, recall@thr=0.5: 0.6640, prec@thr=0.5: 0.7546, recall@top3: 0.7813, prec@top3: 0.6537, recall@top5: 0.9168, prec@top5: 0.4701, loss: 0.0558, grad_norm: 0.1613 2021-04-10 21:26:55,507 - mmaction - INFO - Epoch [3][2620/3842] lr: 6.246e-02, eta: 9:33:29, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0579, recall@thr=0.5: 0.6514, prec@thr=0.5: 0.7446, recall@top3: 0.7689, prec@top3: 0.6479, recall@top5: 0.9200, prec@top5: 0.4771, loss: 0.0579, grad_norm: 0.1682 2021-04-10 21:27:19,556 - mmaction - INFO - Epoch [3][2640/3842] lr: 6.241e-02, eta: 9:33:04, time: 1.202, data_time: 0.002, memory: 10740, loss_action_cls: 0.0548, recall@thr=0.5: 0.6698, prec@thr=0.5: 0.7496, recall@top3: 0.7749, prec@top3: 0.6570, recall@top5: 0.9130, prec@top5: 0.4751, loss: 0.0548, grad_norm: 0.1585 2021-04-10 21:27:43,805 - mmaction - INFO - Epoch [3][2660/3842] lr: 6.237e-02, eta: 9:32:38, time: 1.211, data_time: 0.003, memory: 10740, loss_action_cls: 0.0577, recall@thr=0.5: 0.6646, prec@thr=0.5: 0.7505, recall@top3: 0.7708, prec@top3: 0.6485, recall@top5: 0.9039, prec@top5: 0.4684, loss: 0.0577, grad_norm: 0.1637 2021-04-10 21:28:07,800 - mmaction - INFO - Epoch [3][2680/3842] lr: 6.232e-02, eta: 9:32:13, time: 1.203, data_time: 0.004, memory: 10740, loss_action_cls: 0.0533, recall@thr=0.5: 0.6726, prec@thr=0.5: 0.7610, recall@top3: 0.7832, prec@top3: 0.6496, recall@top5: 0.9132, prec@top5: 0.4651, loss: 0.0533, grad_norm: 0.1555 2021-04-10 21:28:31,919 - mmaction - INFO - Epoch [3][2700/3842] lr: 6.228e-02, eta: 9:31:47, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0563, recall@thr=0.5: 0.6671, prec@thr=0.5: 0.7503, recall@top3: 0.7693, prec@top3: 0.6451, recall@top5: 0.9055, prec@top5: 0.4647, loss: 0.0563, grad_norm: 0.1654 2021-04-10 21:28:56,036 - mmaction - INFO - Epoch [3][2720/3842] lr: 6.223e-02, eta: 9:31:22, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0544, recall@thr=0.5: 0.6805, prec@thr=0.5: 0.7557, recall@top3: 0.7803, prec@top3: 0.6575, recall@top5: 0.9116, prec@top5: 0.4723, loss: 0.0544, grad_norm: 0.1587 2021-04-10 21:29:20,071 - mmaction - INFO - Epoch [3][2740/3842] lr: 6.218e-02, eta: 9:30:56, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0557, recall@thr=0.5: 0.6757, prec@thr=0.5: 0.7493, recall@top3: 0.7799, prec@top3: 0.6547, recall@top5: 0.9095, prec@top5: 0.4695, loss: 0.0557, grad_norm: 0.1634 2021-04-10 21:29:44,045 - mmaction - INFO - Epoch [3][2760/3842] lr: 6.214e-02, eta: 9:30:31, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0563, recall@thr=0.5: 0.6696, prec@thr=0.5: 0.7493, recall@top3: 0.7682, prec@top3: 0.6546, recall@top5: 0.9084, prec@top5: 0.4747, loss: 0.0563, grad_norm: 0.1644 2021-04-10 21:30:08,171 - mmaction - INFO - Epoch [3][2780/3842] lr: 6.209e-02, eta: 9:30:05, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0562, recall@thr=0.5: 0.6535, prec@thr=0.5: 0.7410, recall@top3: 0.7659, prec@top3: 0.6360, recall@top5: 0.9073, prec@top5: 0.4643, loss: 0.0562, grad_norm: 0.1623 2021-04-10 21:30:32,262 - mmaction - INFO - Epoch [3][2800/3842] lr: 6.205e-02, eta: 9:29:40, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0549, recall@thr=0.5: 0.6669, prec@thr=0.5: 0.7574, recall@top3: 0.7771, prec@top3: 0.6477, recall@top5: 0.9133, prec@top5: 0.4681, loss: 0.0549, grad_norm: 0.1611 2021-04-10 21:30:56,411 - mmaction - INFO - Epoch [3][2820/3842] lr: 6.200e-02, eta: 9:29:14, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0566, recall@thr=0.5: 0.6684, prec@thr=0.5: 0.7561, recall@top3: 0.7734, prec@top3: 0.6470, recall@top5: 0.9138, prec@top5: 0.4708, loss: 0.0566, grad_norm: 0.1599 2021-04-10 21:31:20,449 - mmaction - INFO - Epoch [3][2840/3842] lr: 6.195e-02, eta: 9:28:49, time: 1.202, data_time: 0.002, memory: 10740, loss_action_cls: 0.0539, recall@thr=0.5: 0.6870, prec@thr=0.5: 0.7742, recall@top3: 0.7889, prec@top3: 0.6604, recall@top5: 0.9216, prec@top5: 0.4761, loss: 0.0539, grad_norm: 0.1633 2021-04-10 21:31:44,627 - mmaction - INFO - Epoch [3][2860/3842] lr: 6.191e-02, eta: 9:28:23, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0569, recall@thr=0.5: 0.6699, prec@thr=0.5: 0.7552, recall@top3: 0.7698, prec@top3: 0.6553, recall@top5: 0.9125, prec@top5: 0.4771, loss: 0.0569, grad_norm: 0.1721 2021-04-10 21:32:08,729 - mmaction - INFO - Epoch [3][2880/3842] lr: 6.186e-02, eta: 9:27:58, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0520, recall@thr=0.5: 0.6745, prec@thr=0.5: 0.7659, recall@top3: 0.7853, prec@top3: 0.6616, recall@top5: 0.9196, prec@top5: 0.4767, loss: 0.0520, grad_norm: 0.1654 2021-04-10 21:32:32,913 - mmaction - INFO - Epoch [3][2900/3842] lr: 6.181e-02, eta: 9:27:33, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0562, recall@thr=0.5: 0.6627, prec@thr=0.5: 0.7432, recall@top3: 0.7786, prec@top3: 0.6523, recall@top5: 0.9139, prec@top5: 0.4699, loss: 0.0562, grad_norm: 0.1697 2021-04-10 21:32:56,996 - mmaction - INFO - Epoch [3][2920/3842] lr: 6.177e-02, eta: 9:27:07, time: 1.204, data_time: 0.003, memory: 10740, loss_action_cls: 0.0545, recall@thr=0.5: 0.6799, prec@thr=0.5: 0.7561, recall@top3: 0.7758, prec@top3: 0.6548, recall@top5: 0.9181, prec@top5: 0.4764, loss: 0.0545, grad_norm: 0.1580 2021-04-10 21:33:21,098 - mmaction - INFO - Epoch [3][2940/3842] lr: 6.172e-02, eta: 9:26:42, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0554, recall@thr=0.5: 0.6498, prec@thr=0.5: 0.7444, recall@top3: 0.7697, prec@top3: 0.6446, recall@top5: 0.9110, prec@top5: 0.4678, loss: 0.0554, grad_norm: 0.1621 2021-04-10 21:33:45,271 - mmaction - INFO - Epoch [3][2960/3842] lr: 6.167e-02, eta: 9:26:17, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0509, recall@thr=0.5: 0.6870, prec@thr=0.5: 0.7638, recall@top3: 0.7906, prec@top3: 0.6616, recall@top5: 0.9245, prec@top5: 0.4735, loss: 0.0509, grad_norm: 0.1526 2021-04-10 21:34:09,528 - mmaction - INFO - Epoch [3][2980/3842] lr: 6.163e-02, eta: 9:25:52, time: 1.213, data_time: 0.003, memory: 10740, loss_action_cls: 0.0550, recall@thr=0.5: 0.6643, prec@thr=0.5: 0.7567, recall@top3: 0.7785, prec@top3: 0.6452, recall@top5: 0.9143, prec@top5: 0.4659, loss: 0.0550, grad_norm: 0.1587 2021-04-10 21:34:33,859 - mmaction - INFO - Epoch [3][3000/3842] lr: 6.158e-02, eta: 9:25:27, time: 1.218, data_time: 0.006, memory: 10740, loss_action_cls: 0.0548, recall@thr=0.5: 0.6716, prec@thr=0.5: 0.7558, recall@top3: 0.7794, prec@top3: 0.6532, recall@top5: 0.9197, prec@top5: 0.4740, loss: 0.0548, grad_norm: 0.1537 2021-04-10 21:34:58,460 - mmaction - INFO - Epoch [3][3020/3842] lr: 6.153e-02, eta: 9:25:03, time: 1.229, data_time: 0.030, memory: 10740, loss_action_cls: 0.0531, recall@thr=0.5: 0.6699, prec@thr=0.5: 0.7563, recall@top3: 0.7784, prec@top3: 0.6605, recall@top5: 0.9146, prec@top5: 0.4766, loss: 0.0531, grad_norm: 0.1643 2021-04-10 21:35:22,627 - mmaction - INFO - Epoch [3][3040/3842] lr: 6.149e-02, eta: 9:24:37, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0520, recall@thr=0.5: 0.6796, prec@thr=0.5: 0.7639, recall@top3: 0.7905, prec@top3: 0.6597, recall@top5: 0.9211, prec@top5: 0.4737, loss: 0.0520, grad_norm: 0.1539 2021-04-10 21:35:46,745 - mmaction - INFO - Epoch [3][3060/3842] lr: 6.144e-02, eta: 9:24:12, time: 1.206, data_time: 0.003, memory: 10740, loss_action_cls: 0.0544, recall@thr=0.5: 0.6707, prec@thr=0.5: 0.7680, recall@top3: 0.7782, prec@top3: 0.6471, recall@top5: 0.9156, prec@top5: 0.4685, loss: 0.0544, grad_norm: 0.1591 2021-04-10 21:36:10,822 - mmaction - INFO - Epoch [3][3080/3842] lr: 6.139e-02, eta: 9:23:47, time: 1.202, data_time: 0.002, memory: 10740, loss_action_cls: 0.0543, recall@thr=0.5: 0.6822, prec@thr=0.5: 0.7559, recall@top3: 0.7747, prec@top3: 0.6538, recall@top5: 0.9164, prec@top5: 0.4740, loss: 0.0543, grad_norm: 0.1831 2021-04-10 21:36:35,182 - mmaction - INFO - Epoch [3][3100/3842] lr: 6.134e-02, eta: 9:23:22, time: 1.218, data_time: 0.003, memory: 10740, loss_action_cls: 0.0585, recall@thr=0.5: 0.6566, prec@thr=0.5: 0.7472, recall@top3: 0.7721, prec@top3: 0.6430, recall@top5: 0.9061, prec@top5: 0.4660, loss: 0.0585, grad_norm: 0.1523 2021-04-10 21:36:59,351 - mmaction - INFO - Epoch [3][3120/3842] lr: 6.130e-02, eta: 9:22:57, time: 1.211, data_time: 0.003, memory: 10740, loss_action_cls: 0.0531, recall@thr=0.5: 0.6777, prec@thr=0.5: 0.7572, recall@top3: 0.7873, prec@top3: 0.6555, recall@top5: 0.9178, prec@top5: 0.4701, loss: 0.0531, grad_norm: 0.1642 2021-04-10 21:37:23,655 - mmaction - INFO - Epoch [3][3140/3842] lr: 6.125e-02, eta: 9:22:32, time: 1.215, data_time: 0.001, memory: 10740, loss_action_cls: 0.0537, recall@thr=0.5: 0.6840, prec@thr=0.5: 0.7558, recall@top3: 0.7782, prec@top3: 0.6555, recall@top5: 0.9220, prec@top5: 0.4767, loss: 0.0537, grad_norm: 0.1595 2021-04-10 21:37:47,830 - mmaction - INFO - Epoch [3][3160/3842] lr: 6.120e-02, eta: 9:22:07, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0563, recall@thr=0.5: 0.6739, prec@thr=0.5: 0.7624, recall@top3: 0.7857, prec@top3: 0.6519, recall@top5: 0.9190, prec@top5: 0.4703, loss: 0.0563, grad_norm: 0.1551 2021-04-10 21:38:11,844 - mmaction - INFO - Epoch [3][3180/3842] lr: 6.115e-02, eta: 9:21:41, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0522, recall@thr=0.5: 0.6724, prec@thr=0.5: 0.7583, recall@top3: 0.7750, prec@top3: 0.6440, recall@top5: 0.9139, prec@top5: 0.4661, loss: 0.0522, grad_norm: 0.1727 2021-04-10 21:38:36,062 - mmaction - INFO - Epoch [3][3200/3842] lr: 6.111e-02, eta: 9:21:16, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0561, recall@thr=0.5: 0.6660, prec@thr=0.5: 0.7563, recall@top3: 0.7734, prec@top3: 0.6585, recall@top5: 0.9133, prec@top5: 0.4804, loss: 0.0561, grad_norm: 0.1568 2021-04-10 21:39:00,147 - mmaction - INFO - Epoch [3][3220/3842] lr: 6.106e-02, eta: 9:20:51, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0565, recall@thr=0.5: 0.6756, prec@thr=0.5: 0.7628, recall@top3: 0.7744, prec@top3: 0.6617, recall@top5: 0.9096, prec@top5: 0.4752, loss: 0.0565, grad_norm: 0.1593 2021-04-10 21:39:24,256 - mmaction - INFO - Epoch [3][3240/3842] lr: 6.101e-02, eta: 9:20:25, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0527, recall@thr=0.5: 0.6625, prec@thr=0.5: 0.7488, recall@top3: 0.7749, prec@top3: 0.6391, recall@top5: 0.9122, prec@top5: 0.4625, loss: 0.0527, grad_norm: 0.1664 2021-04-10 21:39:48,323 - mmaction - INFO - Epoch [3][3260/3842] lr: 6.096e-02, eta: 9:20:00, time: 1.205, data_time: 0.003, memory: 10740, loss_action_cls: 0.0534, recall@thr=0.5: 0.6793, prec@thr=0.5: 0.7523, recall@top3: 0.7843, prec@top3: 0.6649, recall@top5: 0.9209, prec@top5: 0.4798, loss: 0.0534, grad_norm: 0.1632 2021-04-10 21:40:12,333 - mmaction - INFO - Epoch [3][3280/3842] lr: 6.091e-02, eta: 9:19:34, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0551, recall@thr=0.5: 0.6760, prec@thr=0.5: 0.7639, recall@top3: 0.7783, prec@top3: 0.6657, recall@top5: 0.9167, prec@top5: 0.4810, loss: 0.0551, grad_norm: 0.1672 2021-04-10 21:40:36,465 - mmaction - INFO - Epoch [3][3300/3842] lr: 6.087e-02, eta: 9:19:09, time: 1.208, data_time: 0.003, memory: 10740, loss_action_cls: 0.0566, recall@thr=0.5: 0.6707, prec@thr=0.5: 0.7454, recall@top3: 0.7810, prec@top3: 0.6384, recall@top5: 0.9106, prec@top5: 0.4561, loss: 0.0566, grad_norm: 0.1600 2021-04-10 21:41:00,559 - mmaction - INFO - Epoch [3][3320/3842] lr: 6.082e-02, eta: 9:18:44, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0569, recall@thr=0.5: 0.6625, prec@thr=0.5: 0.7531, recall@top3: 0.7710, prec@top3: 0.6461, recall@top5: 0.9099, prec@top5: 0.4695, loss: 0.0569, grad_norm: 0.1522 2021-04-10 21:41:24,601 - mmaction - INFO - Epoch [3][3340/3842] lr: 6.077e-02, eta: 9:18:18, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0572, recall@thr=0.5: 0.6748, prec@thr=0.5: 0.7576, recall@top3: 0.7813, prec@top3: 0.6485, recall@top5: 0.9233, prec@top5: 0.4721, loss: 0.0572, grad_norm: 0.1604 2021-04-10 21:41:48,611 - mmaction - INFO - Epoch [3][3360/3842] lr: 6.072e-02, eta: 9:17:53, time: 1.201, data_time: 0.002, memory: 10740, loss_action_cls: 0.0535, recall@thr=0.5: 0.6787, prec@thr=0.5: 0.7719, recall@top3: 0.7832, prec@top3: 0.6619, recall@top5: 0.9174, prec@top5: 0.4768, loss: 0.0535, grad_norm: 0.1499 2021-04-10 21:42:12,758 - mmaction - INFO - Epoch [3][3380/3842] lr: 6.067e-02, eta: 9:17:27, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0539, recall@thr=0.5: 0.6642, prec@thr=0.5: 0.7406, recall@top3: 0.7729, prec@top3: 0.6421, recall@top5: 0.9112, prec@top5: 0.4638, loss: 0.0539, grad_norm: 0.1661 2021-04-10 21:42:36,875 - mmaction - INFO - Epoch [3][3400/3842] lr: 6.063e-02, eta: 9:17:02, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0562, recall@thr=0.5: 0.6639, prec@thr=0.5: 0.7552, recall@top3: 0.7710, prec@top3: 0.6394, recall@top5: 0.9095, prec@top5: 0.4640, loss: 0.0562, grad_norm: 0.1469 2021-04-10 21:43:01,086 - mmaction - INFO - Epoch [3][3420/3842] lr: 6.058e-02, eta: 9:16:37, time: 1.210, data_time: 0.005, memory: 10740, loss_action_cls: 0.0530, recall@thr=0.5: 0.6762, prec@thr=0.5: 0.7590, recall@top3: 0.7785, prec@top3: 0.6540, recall@top5: 0.9130, prec@top5: 0.4713, loss: 0.0530, grad_norm: 0.1690 2021-04-10 21:43:25,218 - mmaction - INFO - Epoch [3][3440/3842] lr: 6.053e-02, eta: 9:16:12, time: 1.207, data_time: 0.006, memory: 10740, loss_action_cls: 0.0517, recall@thr=0.5: 0.6794, prec@thr=0.5: 0.7663, recall@top3: 0.7896, prec@top3: 0.6577, recall@top5: 0.9206, prec@top5: 0.4700, loss: 0.0517, grad_norm: 0.1567 2021-04-10 21:43:49,408 - mmaction - INFO - Epoch [3][3460/3842] lr: 6.048e-02, eta: 9:15:47, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0533, recall@thr=0.5: 0.6754, prec@thr=0.5: 0.7595, recall@top3: 0.7817, prec@top3: 0.6558, recall@top5: 0.9171, prec@top5: 0.4711, loss: 0.0533, grad_norm: 0.1619 2021-04-10 21:44:13,445 - mmaction - INFO - Epoch [3][3480/3842] lr: 6.043e-02, eta: 9:15:21, time: 1.204, data_time: 0.003, memory: 10740, loss_action_cls: 0.0552, recall@thr=0.5: 0.6664, prec@thr=0.5: 0.7467, recall@top3: 0.7780, prec@top3: 0.6597, recall@top5: 0.9189, prec@top5: 0.4767, loss: 0.0552, grad_norm: 0.1656 2021-04-10 21:44:37,530 - mmaction - INFO - Epoch [3][3500/3842] lr: 6.038e-02, eta: 9:14:56, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0520, recall@thr=0.5: 0.6733, prec@thr=0.5: 0.7531, recall@top3: 0.7778, prec@top3: 0.6478, recall@top5: 0.9136, prec@top5: 0.4680, loss: 0.0520, grad_norm: 0.1691 2021-04-10 21:45:01,651 - mmaction - INFO - Epoch [3][3520/3842] lr: 6.034e-02, eta: 9:14:31, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0549, recall@thr=0.5: 0.6726, prec@thr=0.5: 0.7509, recall@top3: 0.7796, prec@top3: 0.6611, recall@top5: 0.9163, prec@top5: 0.4769, loss: 0.0549, grad_norm: 0.1571 2021-04-10 21:45:25,698 - mmaction - INFO - Epoch [3][3540/3842] lr: 6.029e-02, eta: 9:14:05, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0551, recall@thr=0.5: 0.6752, prec@thr=0.5: 0.7642, recall@top3: 0.7740, prec@top3: 0.6585, recall@top5: 0.9188, prec@top5: 0.4800, loss: 0.0551, grad_norm: 0.1585 2021-04-10 21:45:49,803 - mmaction - INFO - Epoch [3][3560/3842] lr: 6.024e-02, eta: 9:13:40, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0585, recall@thr=0.5: 0.6623, prec@thr=0.5: 0.7394, recall@top3: 0.7633, prec@top3: 0.6411, recall@top5: 0.9040, prec@top5: 0.4666, loss: 0.0585, grad_norm: 0.1637 2021-04-10 21:46:13,922 - mmaction - INFO - Epoch [3][3580/3842] lr: 6.019e-02, eta: 9:13:15, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0549, recall@thr=0.5: 0.6456, prec@thr=0.5: 0.7444, recall@top3: 0.7713, prec@top3: 0.6276, recall@top5: 0.9052, prec@top5: 0.4533, loss: 0.0549, grad_norm: 0.1615 2021-04-10 21:46:37,969 - mmaction - INFO - Epoch [3][3600/3842] lr: 6.014e-02, eta: 9:12:49, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0546, recall@thr=0.5: 0.6656, prec@thr=0.5: 0.7527, recall@top3: 0.7649, prec@top3: 0.6471, recall@top5: 0.9062, prec@top5: 0.4723, loss: 0.0546, grad_norm: 0.1651 2021-04-10 21:47:02,332 - mmaction - INFO - Epoch [3][3620/3842] lr: 6.009e-02, eta: 9:12:25, time: 1.217, data_time: 0.001, memory: 10740, loss_action_cls: 0.0572, recall@thr=0.5: 0.6586, prec@thr=0.5: 0.7505, recall@top3: 0.7733, prec@top3: 0.6442, recall@top5: 0.9091, prec@top5: 0.4642, loss: 0.0572, grad_norm: 0.1575 2021-04-10 21:47:26,516 - mmaction - INFO - Epoch [3][3640/3842] lr: 6.004e-02, eta: 9:12:00, time: 1.210, data_time: 0.003, memory: 10740, loss_action_cls: 0.0536, recall@thr=0.5: 0.6739, prec@thr=0.5: 0.7541, recall@top3: 0.7759, prec@top3: 0.6546, recall@top5: 0.9166, prec@top5: 0.4732, loss: 0.0536, grad_norm: 0.1704 2021-04-10 21:47:50,473 - mmaction - INFO - Epoch [3][3660/3842] lr: 5.999e-02, eta: 9:11:34, time: 1.198, data_time: 0.001, memory: 10740, loss_action_cls: 0.0533, recall@thr=0.5: 0.6747, prec@thr=0.5: 0.7476, recall@top3: 0.7803, prec@top3: 0.6429, recall@top5: 0.9164, prec@top5: 0.4671, loss: 0.0533, grad_norm: 0.1688 2021-04-10 21:48:14,727 - mmaction - INFO - Epoch [3][3680/3842] lr: 5.994e-02, eta: 9:11:09, time: 1.213, data_time: 0.001, memory: 10740, loss_action_cls: 0.0544, recall@thr=0.5: 0.6547, prec@thr=0.5: 0.7533, recall@top3: 0.7720, prec@top3: 0.6488, recall@top5: 0.9111, prec@top5: 0.4690, loss: 0.0544, grad_norm: 0.1565 2021-04-10 21:48:38,789 - mmaction - INFO - Epoch [3][3700/3842] lr: 5.990e-02, eta: 9:10:44, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0545, recall@thr=0.5: 0.6677, prec@thr=0.5: 0.7457, recall@top3: 0.7694, prec@top3: 0.6466, recall@top5: 0.9120, prec@top5: 0.4713, loss: 0.0545, grad_norm: 0.1609 2021-04-10 21:49:02,852 - mmaction - INFO - Epoch [3][3720/3842] lr: 5.985e-02, eta: 9:10:18, time: 1.204, data_time: 0.003, memory: 10740, loss_action_cls: 0.0557, recall@thr=0.5: 0.6749, prec@thr=0.5: 0.7457, recall@top3: 0.7750, prec@top3: 0.6472, recall@top5: 0.9069, prec@top5: 0.4664, loss: 0.0557, grad_norm: 0.1720 2021-04-10 21:49:27,163 - mmaction - INFO - Epoch [3][3740/3842] lr: 5.980e-02, eta: 9:09:54, time: 1.217, data_time: 0.016, memory: 10740, loss_action_cls: 0.0543, recall@thr=0.5: 0.6678, prec@thr=0.5: 0.7430, recall@top3: 0.7806, prec@top3: 0.6477, recall@top5: 0.9179, prec@top5: 0.4677, loss: 0.0543, grad_norm: 0.1629 2021-04-10 21:49:51,290 - mmaction - INFO - Epoch [3][3760/3842] lr: 5.975e-02, eta: 9:09:28, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0561, recall@thr=0.5: 0.6706, prec@thr=0.5: 0.7578, recall@top3: 0.7771, prec@top3: 0.6551, recall@top5: 0.9060, prec@top5: 0.4690, loss: 0.0561, grad_norm: 0.1577 2021-04-10 21:50:15,446 - mmaction - INFO - Epoch [3][3780/3842] lr: 5.970e-02, eta: 9:09:03, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0527, recall@thr=0.5: 0.6654, prec@thr=0.5: 0.7628, recall@top3: 0.7804, prec@top3: 0.6473, recall@top5: 0.9114, prec@top5: 0.4657, loss: 0.0527, grad_norm: 0.1660 2021-04-10 21:50:39,613 - mmaction - INFO - Epoch [3][3800/3842] lr: 5.965e-02, eta: 9:08:38, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0555, recall@thr=0.5: 0.6609, prec@thr=0.5: 0.7463, recall@top3: 0.7718, prec@top3: 0.6458, recall@top5: 0.9040, prec@top5: 0.4660, loss: 0.0555, grad_norm: 0.1649 2021-04-10 21:51:03,696 - mmaction - INFO - Epoch [3][3820/3842] lr: 5.960e-02, eta: 9:08:13, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0525, recall@thr=0.5: 0.6664, prec@thr=0.5: 0.7589, recall@top3: 0.7902, prec@top3: 0.6498, recall@top5: 0.9233, prec@top5: 0.4664, loss: 0.0525, grad_norm: 0.1632 2021-04-10 21:51:27,613 - mmaction - INFO - Epoch [3][3840/3842] lr: 5.955e-02, eta: 9:07:47, time: 1.196, data_time: 0.001, memory: 10740, loss_action_cls: 0.0535, recall@thr=0.5: 0.6669, prec@thr=0.5: 0.7595, recall@top3: 0.7868, prec@top3: 0.6502, recall@top5: 0.9142, prec@top5: 0.4646, loss: 0.0535, grad_norm: 0.1624 2021-04-10 21:51:48,628 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-04-10 22:10:04,281 - mmaction - INFO - Evaluating mAP ... 2021-04-10 22:16:41,218 - mmaction - INFO - mAP@0.5IOU 0.2475 2021-04-10 22:16:41,849 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_3.pth. 2021-04-10 22:16:41,849 - mmaction - INFO - Best mAP@0.5IOU is 0.2475 at 3 epoch. 2021-04-10 22:16:43,207 - mmaction - INFO - Epoch(val) [3][3842] mAP@0.5IOU: 0.2475 2021-04-10 22:18:01,087 - mmaction - INFO - Epoch [4][20/3842] lr: 5.949e-02, eta: 9:09:19, time: 3.892, data_time: 2.706, memory: 10740, loss_action_cls: 0.0514, recall@thr=0.5: 0.6819, prec@thr=0.5: 0.7681, recall@top3: 0.7852, prec@top3: 0.6556, recall@top5: 0.9154, prec@top5: 0.4711, loss: 0.0514, grad_norm: 0.1724 2021-04-10 22:18:25,204 - mmaction - INFO - Epoch [4][40/3842] lr: 5.945e-02, eta: 9:08:53, time: 1.206, data_time: 0.004, memory: 10740, loss_action_cls: 0.0551, recall@thr=0.5: 0.6895, prec@thr=0.5: 0.7573, recall@top3: 0.7862, prec@top3: 0.6673, recall@top5: 0.9153, prec@top5: 0.4761, loss: 0.0551, grad_norm: 0.1633 2021-04-10 22:18:49,221 - mmaction - INFO - Epoch [4][60/3842] lr: 5.940e-02, eta: 9:08:28, time: 1.201, data_time: 0.002, memory: 10740, loss_action_cls: 0.0525, recall@thr=0.5: 0.6709, prec@thr=0.5: 0.7635, recall@top3: 0.7852, prec@top3: 0.6606, recall@top5: 0.9145, prec@top5: 0.4742, loss: 0.0525, grad_norm: 0.1782 2021-04-10 22:19:13,142 - mmaction - INFO - Epoch [4][80/3842] lr: 5.935e-02, eta: 9:08:02, time: 1.195, data_time: 0.001, memory: 10740, loss_action_cls: 0.0532, recall@thr=0.5: 0.6628, prec@thr=0.5: 0.7531, recall@top3: 0.7712, prec@top3: 0.6371, recall@top5: 0.9112, prec@top5: 0.4622, loss: 0.0532, grad_norm: 0.1688 2021-04-10 22:19:37,217 - mmaction - INFO - Epoch [4][100/3842] lr: 5.930e-02, eta: 9:07:36, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0523, recall@thr=0.5: 0.6806, prec@thr=0.5: 0.7744, recall@top3: 0.7764, prec@top3: 0.6567, recall@top5: 0.9124, prec@top5: 0.4735, loss: 0.0523, grad_norm: 0.1630 2021-04-10 22:20:01,217 - mmaction - INFO - Epoch [4][120/3842] lr: 5.925e-02, eta: 9:07:11, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0527, recall@thr=0.5: 0.6855, prec@thr=0.5: 0.7624, recall@top3: 0.7798, prec@top3: 0.6551, recall@top5: 0.9135, prec@top5: 0.4711, loss: 0.0527, grad_norm: 0.1642 2021-04-10 22:20:25,289 - mmaction - INFO - Epoch [4][140/3842] lr: 5.920e-02, eta: 9:06:45, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0524, recall@thr=0.5: 0.6789, prec@thr=0.5: 0.7714, recall@top3: 0.7921, prec@top3: 0.6593, recall@top5: 0.9257, prec@top5: 0.4720, loss: 0.0524, grad_norm: 0.1581 2021-04-10 22:20:49,336 - mmaction - INFO - Epoch [4][160/3842] lr: 5.915e-02, eta: 9:06:19, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0556, recall@thr=0.5: 0.6927, prec@thr=0.5: 0.7742, recall@top3: 0.7824, prec@top3: 0.6643, recall@top5: 0.9114, prec@top5: 0.4754, loss: 0.0556, grad_norm: 0.1611 2021-04-10 22:21:13,391 - mmaction - INFO - Epoch [4][180/3842] lr: 5.910e-02, eta: 9:05:54, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0527, recall@thr=0.5: 0.6777, prec@thr=0.5: 0.7592, recall@top3: 0.7834, prec@top3: 0.6465, recall@top5: 0.9208, prec@top5: 0.4675, loss: 0.0527, grad_norm: 0.1751 2021-04-10 22:21:37,457 - mmaction - INFO - Epoch [4][200/3842] lr: 5.905e-02, eta: 9:05:28, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0513, recall@thr=0.5: 0.6783, prec@thr=0.5: 0.7703, recall@top3: 0.7921, prec@top3: 0.6662, recall@top5: 0.9233, prec@top5: 0.4761, loss: 0.0513, grad_norm: 0.1679 2021-04-10 22:22:01,547 - mmaction - INFO - Epoch [4][220/3842] lr: 5.900e-02, eta: 9:05:03, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0535, recall@thr=0.5: 0.6847, prec@thr=0.5: 0.7625, recall@top3: 0.7792, prec@top3: 0.6533, recall@top5: 0.9184, prec@top5: 0.4731, loss: 0.0535, grad_norm: 0.1748 2021-04-10 22:22:25,636 - mmaction - INFO - Epoch [4][240/3842] lr: 5.894e-02, eta: 9:04:37, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0509, recall@thr=0.5: 0.6946, prec@thr=0.5: 0.7852, recall@top3: 0.7930, prec@top3: 0.6628, recall@top5: 0.9177, prec@top5: 0.4707, loss: 0.0509, grad_norm: 0.1561 2021-04-10 22:22:49,730 - mmaction - INFO - Epoch [4][260/3842] lr: 5.889e-02, eta: 9:04:12, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0535, recall@thr=0.5: 0.6855, prec@thr=0.5: 0.7695, recall@top3: 0.7851, prec@top3: 0.6603, recall@top5: 0.9226, prec@top5: 0.4791, loss: 0.0535, grad_norm: 0.1688 2021-04-10 22:23:13,898 - mmaction - INFO - Epoch [4][280/3842] lr: 5.884e-02, eta: 9:03:46, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0494, recall@thr=0.5: 0.6847, prec@thr=0.5: 0.7735, recall@top3: 0.7854, prec@top3: 0.6553, recall@top5: 0.9181, prec@top5: 0.4716, loss: 0.0494, grad_norm: 0.1713 2021-04-10 22:23:37,917 - mmaction - INFO - Epoch [4][300/3842] lr: 5.879e-02, eta: 9:03:21, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0503, recall@thr=0.5: 0.6950, prec@thr=0.5: 0.7696, recall@top3: 0.7932, prec@top3: 0.6664, recall@top5: 0.9282, prec@top5: 0.4784, loss: 0.0503, grad_norm: 0.1668 2021-04-10 22:24:02,012 - mmaction - INFO - Epoch [4][320/3842] lr: 5.874e-02, eta: 9:02:55, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0542, recall@thr=0.5: 0.6730, prec@thr=0.5: 0.7691, recall@top3: 0.7832, prec@top3: 0.6610, recall@top5: 0.9182, prec@top5: 0.4766, loss: 0.0542, grad_norm: 0.1780 2021-04-10 22:24:26,056 - mmaction - INFO - Epoch [4][340/3842] lr: 5.869e-02, eta: 9:02:30, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0517, recall@thr=0.5: 0.6913, prec@thr=0.5: 0.7763, recall@top3: 0.7911, prec@top3: 0.6673, recall@top5: 0.9269, prec@top5: 0.4790, loss: 0.0517, grad_norm: 0.1671 2021-04-10 22:24:50,195 - mmaction - INFO - Epoch [4][360/3842] lr: 5.864e-02, eta: 9:02:04, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0508, recall@thr=0.5: 0.6760, prec@thr=0.5: 0.7533, recall@top3: 0.7936, prec@top3: 0.6563, recall@top5: 0.9179, prec@top5: 0.4667, loss: 0.0508, grad_norm: 0.1687 2021-04-10 22:25:14,250 - mmaction - INFO - Epoch [4][380/3842] lr: 5.859e-02, eta: 9:01:39, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0527, recall@thr=0.5: 0.6667, prec@thr=0.5: 0.7478, recall@top3: 0.7860, prec@top3: 0.6523, recall@top5: 0.9181, prec@top5: 0.4689, loss: 0.0527, grad_norm: 0.1702 2021-04-10 22:25:38,361 - mmaction - INFO - Epoch [4][400/3842] lr: 5.854e-02, eta: 9:01:13, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0522, recall@thr=0.5: 0.6797, prec@thr=0.5: 0.7623, recall@top3: 0.7820, prec@top3: 0.6605, recall@top5: 0.9153, prec@top5: 0.4749, loss: 0.0522, grad_norm: 0.1699 2021-04-10 22:26:02,395 - mmaction - INFO - Epoch [4][420/3842] lr: 5.849e-02, eta: 9:00:48, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0517, recall@thr=0.5: 0.7009, prec@thr=0.5: 0.7717, recall@top3: 0.7937, prec@top3: 0.6734, recall@top5: 0.9216, prec@top5: 0.4795, loss: 0.0517, grad_norm: 0.1698 2021-04-10 22:26:26,394 - mmaction - INFO - Epoch [4][440/3842] lr: 5.844e-02, eta: 9:00:22, time: 1.200, data_time: 0.002, memory: 10740, loss_action_cls: 0.0512, recall@thr=0.5: 0.6902, prec@thr=0.5: 0.7730, recall@top3: 0.7948, prec@top3: 0.6568, recall@top5: 0.9248, prec@top5: 0.4746, loss: 0.0512, grad_norm: 0.1641 2021-04-10 22:26:50,422 - mmaction - INFO - Epoch [4][460/3842] lr: 5.839e-02, eta: 8:59:57, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0525, recall@thr=0.5: 0.6893, prec@thr=0.5: 0.7676, recall@top3: 0.7743, prec@top3: 0.6535, recall@top5: 0.9186, prec@top5: 0.4773, loss: 0.0525, grad_norm: 0.1723 2021-04-10 22:27:14,450 - mmaction - INFO - Epoch [4][480/3842] lr: 5.834e-02, eta: 8:59:31, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0506, recall@thr=0.5: 0.6945, prec@thr=0.5: 0.7791, recall@top3: 0.7913, prec@top3: 0.6620, recall@top5: 0.9211, prec@top5: 0.4733, loss: 0.0506, grad_norm: 0.1679 2021-04-10 22:27:38,633 - mmaction - INFO - Epoch [4][500/3842] lr: 5.829e-02, eta: 8:59:06, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0557, recall@thr=0.5: 0.6727, prec@thr=0.5: 0.7508, recall@top3: 0.7800, prec@top3: 0.6582, recall@top5: 0.9119, prec@top5: 0.4737, loss: 0.0557, grad_norm: 0.1669 2021-04-10 22:28:02,826 - mmaction - INFO - Epoch [4][520/3842] lr: 5.823e-02, eta: 8:58:41, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0491, recall@thr=0.5: 0.6865, prec@thr=0.5: 0.7749, recall@top3: 0.7948, prec@top3: 0.6487, recall@top5: 0.9225, prec@top5: 0.4627, loss: 0.0491, grad_norm: 0.1591 2021-04-10 22:28:26,825 - mmaction - INFO - Epoch [4][540/3842] lr: 5.818e-02, eta: 8:58:15, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0546, recall@thr=0.5: 0.6643, prec@thr=0.5: 0.7510, recall@top3: 0.7635, prec@top3: 0.6481, recall@top5: 0.9016, prec@top5: 0.4700, loss: 0.0546, grad_norm: 0.1654 2021-04-10 22:28:50,953 - mmaction - INFO - Epoch [4][560/3842] lr: 5.813e-02, eta: 8:57:50, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0508, recall@thr=0.5: 0.6912, prec@thr=0.5: 0.7577, recall@top3: 0.7837, prec@top3: 0.6697, recall@top5: 0.9166, prec@top5: 0.4796, loss: 0.0508, grad_norm: 0.1609 2021-04-10 22:29:15,084 - mmaction - INFO - Epoch [4][580/3842] lr: 5.808e-02, eta: 8:57:24, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0542, recall@thr=0.5: 0.6739, prec@thr=0.5: 0.7537, recall@top3: 0.7771, prec@top3: 0.6607, recall@top5: 0.9190, prec@top5: 0.4794, loss: 0.0542, grad_norm: 0.1586 2021-04-10 22:29:39,086 - mmaction - INFO - Epoch [4][600/3842] lr: 5.803e-02, eta: 8:56:59, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0499, recall@thr=0.5: 0.7048, prec@thr=0.5: 0.7688, recall@top3: 0.7910, prec@top3: 0.6648, recall@top5: 0.9225, prec@top5: 0.4768, loss: 0.0499, grad_norm: 0.1573 2021-04-10 22:30:03,184 - mmaction - INFO - Epoch [4][620/3842] lr: 5.798e-02, eta: 8:56:33, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0518, recall@thr=0.5: 0.6864, prec@thr=0.5: 0.7710, recall@top3: 0.7909, prec@top3: 0.6639, recall@top5: 0.9184, prec@top5: 0.4734, loss: 0.0518, grad_norm: 0.1711 2021-04-10 22:30:27,236 - mmaction - INFO - Epoch [4][640/3842] lr: 5.793e-02, eta: 8:56:08, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0536, recall@thr=0.5: 0.6827, prec@thr=0.5: 0.7646, recall@top3: 0.7816, prec@top3: 0.6504, recall@top5: 0.9121, prec@top5: 0.4676, loss: 0.0536, grad_norm: 0.1632 2021-04-10 22:30:51,420 - mmaction - INFO - Epoch [4][660/3842] lr: 5.788e-02, eta: 8:55:43, time: 1.208, data_time: 0.012, memory: 10740, loss_action_cls: 0.0517, recall@thr=0.5: 0.6775, prec@thr=0.5: 0.7683, recall@top3: 0.7876, prec@top3: 0.6545, recall@top5: 0.9274, prec@top5: 0.4745, loss: 0.0517, grad_norm: 0.1621 2021-04-10 22:31:15,598 - mmaction - INFO - Epoch [4][680/3842] lr: 5.782e-02, eta: 8:55:17, time: 1.209, data_time: 0.003, memory: 10740, loss_action_cls: 0.0512, recall@thr=0.5: 0.6944, prec@thr=0.5: 0.7740, recall@top3: 0.7910, prec@top3: 0.6555, recall@top5: 0.9268, prec@top5: 0.4733, loss: 0.0512, grad_norm: 0.1593 2021-04-10 22:31:39,555 - mmaction - INFO - Epoch [4][700/3842] lr: 5.777e-02, eta: 8:54:52, time: 1.200, data_time: 0.003, memory: 10740, loss_action_cls: 0.0537, recall@thr=0.5: 0.6721, prec@thr=0.5: 0.7643, recall@top3: 0.7750, prec@top3: 0.6394, recall@top5: 0.9102, prec@top5: 0.4599, loss: 0.0537, grad_norm: 0.1715 2021-04-10 22:32:03,689 - mmaction - INFO - Epoch [4][720/3842] lr: 5.772e-02, eta: 8:54:26, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0528, recall@thr=0.5: 0.6609, prec@thr=0.5: 0.7440, recall@top3: 0.7768, prec@top3: 0.6410, recall@top5: 0.9163, prec@top5: 0.4631, loss: 0.0528, grad_norm: 0.1682 2021-04-10 22:32:27,718 - mmaction - INFO - Epoch [4][740/3842] lr: 5.767e-02, eta: 8:54:01, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0544, recall@thr=0.5: 0.6697, prec@thr=0.5: 0.7710, recall@top3: 0.7797, prec@top3: 0.6567, recall@top5: 0.9169, prec@top5: 0.4741, loss: 0.0544, grad_norm: 0.1687 2021-04-10 22:32:51,938 - mmaction - INFO - Epoch [4][760/3842] lr: 5.762e-02, eta: 8:53:36, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0532, recall@thr=0.5: 0.6880, prec@thr=0.5: 0.7632, recall@top3: 0.7826, prec@top3: 0.6581, recall@top5: 0.9195, prec@top5: 0.4749, loss: 0.0532, grad_norm: 0.1735 2021-04-10 22:33:16,110 - mmaction - INFO - Epoch [4][780/3842] lr: 5.757e-02, eta: 8:53:11, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0515, recall@thr=0.5: 0.6738, prec@thr=0.5: 0.7606, recall@top3: 0.7911, prec@top3: 0.6640, recall@top5: 0.9272, prec@top5: 0.4781, loss: 0.0515, grad_norm: 0.1639 2021-04-10 22:33:40,174 - mmaction - INFO - Epoch [4][800/3842] lr: 5.751e-02, eta: 8:52:45, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0535, recall@thr=0.5: 0.6864, prec@thr=0.5: 0.7610, recall@top3: 0.7925, prec@top3: 0.6580, recall@top5: 0.9204, prec@top5: 0.4700, loss: 0.0535, grad_norm: 0.1703 2021-04-10 22:34:04,236 - mmaction - INFO - Epoch [4][820/3842] lr: 5.746e-02, eta: 8:52:20, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0535, recall@thr=0.5: 0.6745, prec@thr=0.5: 0.7626, recall@top3: 0.7772, prec@top3: 0.6554, recall@top5: 0.9130, prec@top5: 0.4732, loss: 0.0535, grad_norm: 0.1707 2021-04-10 22:34:28,316 - mmaction - INFO - Epoch [4][840/3842] lr: 5.741e-02, eta: 8:51:54, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0503, recall@thr=0.5: 0.6862, prec@thr=0.5: 0.7669, recall@top3: 0.7877, prec@top3: 0.6522, recall@top5: 0.9189, prec@top5: 0.4683, loss: 0.0503, grad_norm: 0.1675 2021-04-10 22:34:52,424 - mmaction - INFO - Epoch [4][860/3842] lr: 5.736e-02, eta: 8:51:29, time: 1.207, data_time: 0.003, memory: 10740, loss_action_cls: 0.0520, recall@thr=0.5: 0.6884, prec@thr=0.5: 0.7654, recall@top3: 0.7856, prec@top3: 0.6581, recall@top5: 0.9206, prec@top5: 0.4724, loss: 0.0520, grad_norm: 0.1730 2021-04-10 22:35:16,616 - mmaction - INFO - Epoch [4][880/3842] lr: 5.731e-02, eta: 8:51:04, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0526, recall@thr=0.5: 0.6823, prec@thr=0.5: 0.7681, recall@top3: 0.7850, prec@top3: 0.6656, recall@top5: 0.9109, prec@top5: 0.4749, loss: 0.0526, grad_norm: 0.1735 2021-04-10 22:35:40,803 - mmaction - INFO - Epoch [4][900/3842] lr: 5.725e-02, eta: 8:50:39, time: 1.210, data_time: 0.007, memory: 10740, loss_action_cls: 0.0503, recall@thr=0.5: 0.7050, prec@thr=0.5: 0.7756, recall@top3: 0.7897, prec@top3: 0.6655, recall@top5: 0.9237, prec@top5: 0.4773, loss: 0.0503, grad_norm: 0.1732 2021-04-10 22:36:04,806 - mmaction - INFO - Epoch [4][920/3842] lr: 5.720e-02, eta: 8:50:13, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0522, recall@thr=0.5: 0.6898, prec@thr=0.5: 0.7667, recall@top3: 0.7787, prec@top3: 0.6548, recall@top5: 0.9109, prec@top5: 0.4707, loss: 0.0522, grad_norm: 0.1683 2021-04-10 22:36:29,399 - mmaction - INFO - Epoch [4][940/3842] lr: 5.715e-02, eta: 8:49:49, time: 1.229, data_time: 0.022, memory: 10740, loss_action_cls: 0.0531, recall@thr=0.5: 0.6624, prec@thr=0.5: 0.7517, recall@top3: 0.7780, prec@top3: 0.6406, recall@top5: 0.9095, prec@top5: 0.4600, loss: 0.0531, grad_norm: 0.1597 2021-04-10 22:36:53,675 - mmaction - INFO - Epoch [4][960/3842] lr: 5.710e-02, eta: 8:49:24, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0494, recall@thr=0.5: 0.6983, prec@thr=0.5: 0.7783, recall@top3: 0.7909, prec@top3: 0.6768, recall@top5: 0.9247, prec@top5: 0.4853, loss: 0.0494, grad_norm: 0.1596 2021-04-10 22:37:17,805 - mmaction - INFO - Epoch [4][980/3842] lr: 5.705e-02, eta: 8:48:59, time: 1.208, data_time: 0.003, memory: 10740, loss_action_cls: 0.0524, recall@thr=0.5: 0.6873, prec@thr=0.5: 0.7622, recall@top3: 0.7935, prec@top3: 0.6576, recall@top5: 0.9238, prec@top5: 0.4687, loss: 0.0524, grad_norm: 0.1647 2021-04-10 22:37:41,924 - mmaction - INFO - Epoch [4][1000/3842] lr: 5.699e-02, eta: 8:48:33, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0550, recall@thr=0.5: 0.6731, prec@thr=0.5: 0.7650, recall@top3: 0.7865, prec@top3: 0.6488, recall@top5: 0.9149, prec@top5: 0.4621, loss: 0.0550, grad_norm: 0.1632 2021-04-10 22:38:06,124 - mmaction - INFO - Epoch [4][1020/3842] lr: 5.694e-02, eta: 8:48:08, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0514, recall@thr=0.5: 0.6741, prec@thr=0.5: 0.7671, recall@top3: 0.7867, prec@top3: 0.6472, recall@top5: 0.9138, prec@top5: 0.4603, loss: 0.0514, grad_norm: 0.1660 2021-04-10 22:38:30,163 - mmaction - INFO - Epoch [4][1040/3842] lr: 5.689e-02, eta: 8:47:43, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0523, recall@thr=0.5: 0.6867, prec@thr=0.5: 0.7650, recall@top3: 0.7840, prec@top3: 0.6674, recall@top5: 0.9179, prec@top5: 0.4793, loss: 0.0523, grad_norm: 0.1622 2021-04-10 22:38:54,178 - mmaction - INFO - Epoch [4][1060/3842] lr: 5.684e-02, eta: 8:47:17, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0519, recall@thr=0.5: 0.6749, prec@thr=0.5: 0.7564, recall@top3: 0.7758, prec@top3: 0.6526, recall@top5: 0.9152, prec@top5: 0.4728, loss: 0.0519, grad_norm: 0.1631 2021-04-10 22:39:18,371 - mmaction - INFO - Epoch [4][1080/3842] lr: 5.678e-02, eta: 8:46:52, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0521, recall@thr=0.5: 0.6976, prec@thr=0.5: 0.7641, recall@top3: 0.7825, prec@top3: 0.6615, recall@top5: 0.9154, prec@top5: 0.4764, loss: 0.0521, grad_norm: 0.1667 2021-04-10 22:39:42,502 - mmaction - INFO - Epoch [4][1100/3842] lr: 5.673e-02, eta: 8:46:27, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0533, recall@thr=0.5: 0.6748, prec@thr=0.5: 0.7700, recall@top3: 0.7800, prec@top3: 0.6599, recall@top5: 0.9114, prec@top5: 0.4737, loss: 0.0533, grad_norm: 0.1722 2021-04-10 22:40:06,593 - mmaction - INFO - Epoch [4][1120/3842] lr: 5.668e-02, eta: 8:46:02, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0524, recall@thr=0.5: 0.6823, prec@thr=0.5: 0.7703, recall@top3: 0.7886, prec@top3: 0.6599, recall@top5: 0.9166, prec@top5: 0.4720, loss: 0.0524, grad_norm: 0.1692 2021-04-10 22:40:30,655 - mmaction - INFO - Epoch [4][1140/3842] lr: 5.662e-02, eta: 8:45:36, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0507, recall@thr=0.5: 0.6913, prec@thr=0.5: 0.7718, recall@top3: 0.7852, prec@top3: 0.6688, recall@top5: 0.9181, prec@top5: 0.4789, loss: 0.0507, grad_norm: 0.1618 2021-04-10 22:40:54,876 - mmaction - INFO - Epoch [4][1160/3842] lr: 5.657e-02, eta: 8:45:11, time: 1.213, data_time: 0.003, memory: 10740, loss_action_cls: 0.0516, recall@thr=0.5: 0.6905, prec@thr=0.5: 0.7805, recall@top3: 0.7941, prec@top3: 0.6705, recall@top5: 0.9215, prec@top5: 0.4766, loss: 0.0516, grad_norm: 0.1616 2021-04-10 22:41:18,977 - mmaction - INFO - Epoch [4][1180/3842] lr: 5.652e-02, eta: 8:44:46, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0489, recall@thr=0.5: 0.7013, prec@thr=0.5: 0.7708, recall@top3: 0.7968, prec@top3: 0.6670, recall@top5: 0.9278, prec@top5: 0.4776, loss: 0.0489, grad_norm: 0.1638 2021-04-10 22:41:43,257 - mmaction - INFO - Epoch [4][1200/3842] lr: 5.647e-02, eta: 8:44:21, time: 1.216, data_time: 0.003, memory: 10740, loss_action_cls: 0.0530, recall@thr=0.5: 0.6773, prec@thr=0.5: 0.7623, recall@top3: 0.7825, prec@top3: 0.6529, recall@top5: 0.9189, prec@top5: 0.4717, loss: 0.0530, grad_norm: 0.1629 2021-04-10 22:42:07,288 - mmaction - INFO - Epoch [4][1220/3842] lr: 5.641e-02, eta: 8:43:56, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0516, recall@thr=0.5: 0.6842, prec@thr=0.5: 0.7653, recall@top3: 0.7876, prec@top3: 0.6665, recall@top5: 0.9120, prec@top5: 0.4746, loss: 0.0516, grad_norm: 0.1682 2021-04-10 22:42:32,394 - mmaction - INFO - Epoch [4][1240/3842] lr: 5.636e-02, eta: 8:43:33, time: 1.257, data_time: 0.052, memory: 10740, loss_action_cls: 0.0516, recall@thr=0.5: 0.7024, prec@thr=0.5: 0.7861, recall@top3: 0.7941, prec@top3: 0.6767, recall@top5: 0.9255, prec@top5: 0.4838, loss: 0.0516, grad_norm: 0.1725 2021-04-10 22:42:56,529 - mmaction - INFO - Epoch [4][1260/3842] lr: 5.631e-02, eta: 8:43:07, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0517, recall@thr=0.5: 0.6855, prec@thr=0.5: 0.7640, recall@top3: 0.7947, prec@top3: 0.6586, recall@top5: 0.9236, prec@top5: 0.4680, loss: 0.0517, grad_norm: 0.1572 2021-04-10 22:43:20,527 - mmaction - INFO - Epoch [4][1280/3842] lr: 5.625e-02, eta: 8:42:42, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0500, recall@thr=0.5: 0.6954, prec@thr=0.5: 0.7902, recall@top3: 0.7900, prec@top3: 0.6666, recall@top5: 0.9222, prec@top5: 0.4780, loss: 0.0500, grad_norm: 0.1534 2021-04-10 22:43:44,694 - mmaction - INFO - Epoch [4][1300/3842] lr: 5.620e-02, eta: 8:42:17, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0499, recall@thr=0.5: 0.6923, prec@thr=0.5: 0.7692, recall@top3: 0.7913, prec@top3: 0.6559, recall@top5: 0.9210, prec@top5: 0.4697, loss: 0.0499, grad_norm: 0.1645 2021-04-10 22:44:08,811 - mmaction - INFO - Epoch [4][1320/3842] lr: 5.615e-02, eta: 8:41:51, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0545, recall@thr=0.5: 0.6765, prec@thr=0.5: 0.7507, recall@top3: 0.7742, prec@top3: 0.6501, recall@top5: 0.9092, prec@top5: 0.4685, loss: 0.0545, grad_norm: 0.1797 2021-04-10 22:44:32,984 - mmaction - INFO - Epoch [4][1340/3842] lr: 5.609e-02, eta: 8:41:26, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0496, recall@thr=0.5: 0.6959, prec@thr=0.5: 0.7773, recall@top3: 0.7866, prec@top3: 0.6713, recall@top5: 0.9231, prec@top5: 0.4849, loss: 0.0496, grad_norm: 0.1686 2021-04-10 22:44:57,020 - mmaction - INFO - Epoch [4][1360/3842] lr: 5.604e-02, eta: 8:41:01, time: 1.202, data_time: 0.002, memory: 10740, loss_action_cls: 0.0511, recall@thr=0.5: 0.6857, prec@thr=0.5: 0.7781, recall@top3: 0.7950, prec@top3: 0.6652, recall@top5: 0.9180, prec@top5: 0.4722, loss: 0.0511, grad_norm: 0.1681 2021-04-10 22:45:21,115 - mmaction - INFO - Epoch [4][1380/3842] lr: 5.599e-02, eta: 8:40:36, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0512, recall@thr=0.5: 0.6919, prec@thr=0.5: 0.7644, recall@top3: 0.7933, prec@top3: 0.6532, recall@top5: 0.9191, prec@top5: 0.4647, loss: 0.0512, grad_norm: 0.1661 2021-04-10 22:45:45,113 - mmaction - INFO - Epoch [4][1400/3842] lr: 5.593e-02, eta: 8:40:10, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0502, recall@thr=0.5: 0.6802, prec@thr=0.5: 0.7744, recall@top3: 0.7829, prec@top3: 0.6610, recall@top5: 0.9139, prec@top5: 0.4737, loss: 0.0502, grad_norm: 0.1685 2021-04-10 22:46:09,206 - mmaction - INFO - Epoch [4][1420/3842] lr: 5.588e-02, eta: 8:39:45, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0515, recall@thr=0.5: 0.6848, prec@thr=0.5: 0.7668, recall@top3: 0.7872, prec@top3: 0.6528, recall@top5: 0.9259, prec@top5: 0.4721, loss: 0.0515, grad_norm: 0.1635 2021-04-10 22:46:33,335 - mmaction - INFO - Epoch [4][1440/3842] lr: 5.583e-02, eta: 8:39:20, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0505, recall@thr=0.5: 0.6900, prec@thr=0.5: 0.7815, recall@top3: 0.7903, prec@top3: 0.6728, recall@top5: 0.9130, prec@top5: 0.4753, loss: 0.0505, grad_norm: 0.1638 2021-04-10 22:46:57,518 - mmaction - INFO - Epoch [4][1460/3842] lr: 5.577e-02, eta: 8:38:55, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0515, recall@thr=0.5: 0.6928, prec@thr=0.5: 0.7733, recall@top3: 0.7890, prec@top3: 0.6744, recall@top5: 0.9258, prec@top5: 0.4872, loss: 0.0515, grad_norm: 0.1620 2021-04-10 22:47:21,798 - mmaction - INFO - Epoch [4][1480/3842] lr: 5.572e-02, eta: 8:38:30, time: 1.213, data_time: 0.001, memory: 10740, loss_action_cls: 0.0510, recall@thr=0.5: 0.6793, prec@thr=0.5: 0.7547, recall@top3: 0.7789, prec@top3: 0.6596, recall@top5: 0.9119, prec@top5: 0.4734, loss: 0.0510, grad_norm: 0.1614 2021-04-10 22:47:45,996 - mmaction - INFO - Epoch [4][1500/3842] lr: 5.567e-02, eta: 8:38:05, time: 1.211, data_time: 0.002, memory: 10740, loss_action_cls: 0.0486, recall@thr=0.5: 0.6819, prec@thr=0.5: 0.7708, recall@top3: 0.7892, prec@top3: 0.6654, recall@top5: 0.9197, prec@top5: 0.4773, loss: 0.0486, grad_norm: 0.1630 2021-04-10 22:48:10,199 - mmaction - INFO - Epoch [4][1520/3842] lr: 5.561e-02, eta: 8:37:40, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0514, recall@thr=0.5: 0.6825, prec@thr=0.5: 0.7633, recall@top3: 0.7865, prec@top3: 0.6562, recall@top5: 0.9162, prec@top5: 0.4692, loss: 0.0514, grad_norm: 0.1841 2021-04-10 22:48:34,321 - mmaction - INFO - Epoch [4][1540/3842] lr: 5.556e-02, eta: 8:37:15, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0527, recall@thr=0.5: 0.6694, prec@thr=0.5: 0.7605, recall@top3: 0.7807, prec@top3: 0.6460, recall@top5: 0.9227, prec@top5: 0.4691, loss: 0.0527, grad_norm: 0.1573 2021-04-10 22:48:58,292 - mmaction - INFO - Epoch [4][1560/3842] lr: 5.551e-02, eta: 8:36:49, time: 1.198, data_time: 0.001, memory: 10740, loss_action_cls: 0.0487, recall@thr=0.5: 0.7021, prec@thr=0.5: 0.7855, recall@top3: 0.8045, prec@top3: 0.6795, recall@top5: 0.9349, prec@top5: 0.4851, loss: 0.0487, grad_norm: 0.1682 2021-04-10 22:49:22,362 - mmaction - INFO - Epoch [4][1580/3842] lr: 5.545e-02, eta: 8:36:24, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0503, recall@thr=0.5: 0.6921, prec@thr=0.5: 0.7695, recall@top3: 0.7853, prec@top3: 0.6551, recall@top5: 0.9199, prec@top5: 0.4716, loss: 0.0503, grad_norm: 0.1728 2021-04-10 22:49:46,447 - mmaction - INFO - Epoch [4][1600/3842] lr: 5.540e-02, eta: 8:35:59, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0483, recall@thr=0.5: 0.7007, prec@thr=0.5: 0.7762, recall@top3: 0.8033, prec@top3: 0.6763, recall@top5: 0.9290, prec@top5: 0.4815, loss: 0.0483, grad_norm: 0.1630 2021-04-10 22:50:10,358 - mmaction - INFO - Epoch [4][1620/3842] lr: 5.534e-02, eta: 8:35:33, time: 1.195, data_time: 0.001, memory: 10740, loss_action_cls: 0.0512, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7849, recall@top3: 0.8020, prec@top3: 0.6715, recall@top5: 0.9244, prec@top5: 0.4758, loss: 0.0512, grad_norm: 0.1584 2021-04-10 22:50:34,416 - mmaction - INFO - Epoch [4][1640/3842] lr: 5.529e-02, eta: 8:35:08, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0496, recall@thr=0.5: 0.7128, prec@thr=0.5: 0.7847, recall@top3: 0.7991, prec@top3: 0.6745, recall@top5: 0.9282, prec@top5: 0.4802, loss: 0.0496, grad_norm: 0.1691 2021-04-10 22:50:58,493 - mmaction - INFO - Epoch [4][1660/3842] lr: 5.524e-02, eta: 8:34:43, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0504, recall@thr=0.5: 0.6751, prec@thr=0.5: 0.7609, recall@top3: 0.7889, prec@top3: 0.6556, recall@top5: 0.9312, prec@top5: 0.4759, loss: 0.0504, grad_norm: 0.1663 2021-04-10 22:51:22,845 - mmaction - INFO - Epoch [4][1680/3842] lr: 5.518e-02, eta: 8:34:18, time: 1.217, data_time: 0.001, memory: 10740, loss_action_cls: 0.0503, recall@thr=0.5: 0.6883, prec@thr=0.5: 0.7614, recall@top3: 0.7852, prec@top3: 0.6706, recall@top5: 0.9237, prec@top5: 0.4825, loss: 0.0503, grad_norm: 0.1676 2021-04-10 22:51:46,810 - mmaction - INFO - Epoch [4][1700/3842] lr: 5.513e-02, eta: 8:33:52, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0507, recall@thr=0.5: 0.6896, prec@thr=0.5: 0.7582, recall@top3: 0.7854, prec@top3: 0.6555, recall@top5: 0.9223, prec@top5: 0.4724, loss: 0.0507, grad_norm: 0.1609 2021-04-10 22:52:10,742 - mmaction - INFO - Epoch [4][1720/3842] lr: 5.507e-02, eta: 8:33:27, time: 1.196, data_time: 0.001, memory: 10740, loss_action_cls: 0.0490, recall@thr=0.5: 0.6882, prec@thr=0.5: 0.7715, recall@top3: 0.7910, prec@top3: 0.6521, recall@top5: 0.9198, prec@top5: 0.4636, loss: 0.0490, grad_norm: 0.1578 2021-04-10 22:52:34,942 - mmaction - INFO - Epoch [4][1740/3842] lr: 5.502e-02, eta: 8:33:02, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0499, recall@thr=0.5: 0.6935, prec@thr=0.5: 0.7728, recall@top3: 0.7905, prec@top3: 0.6730, recall@top5: 0.9222, prec@top5: 0.4829, loss: 0.0499, grad_norm: 0.1575 2021-04-10 22:52:59,498 - mmaction - INFO - Epoch [4][1760/3842] lr: 5.497e-02, eta: 8:32:38, time: 1.229, data_time: 0.018, memory: 10740, loss_action_cls: 0.0514, recall@thr=0.5: 0.6869, prec@thr=0.5: 0.7720, recall@top3: 0.7932, prec@top3: 0.6576, recall@top5: 0.9178, prec@top5: 0.4677, loss: 0.0514, grad_norm: 0.1620 2021-04-10 22:53:23,554 - mmaction - INFO - Epoch [4][1780/3842] lr: 5.491e-02, eta: 8:32:12, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0518, recall@thr=0.5: 0.6702, prec@thr=0.5: 0.7513, recall@top3: 0.7829, prec@top3: 0.6465, recall@top5: 0.9147, prec@top5: 0.4652, loss: 0.0518, grad_norm: 0.1682 2021-04-10 22:53:47,717 - mmaction - INFO - Epoch [4][1800/3842] lr: 5.486e-02, eta: 8:31:47, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0504, recall@thr=0.5: 0.6818, prec@thr=0.5: 0.7609, recall@top3: 0.7949, prec@top3: 0.6614, recall@top5: 0.9219, prec@top5: 0.4695, loss: 0.0504, grad_norm: 0.1594 2021-04-10 22:54:12,102 - mmaction - INFO - Epoch [4][1820/3842] lr: 5.480e-02, eta: 8:31:23, time: 1.220, data_time: 0.002, memory: 10740, loss_action_cls: 0.0512, recall@thr=0.5: 0.7103, prec@thr=0.5: 0.7875, recall@top3: 0.7923, prec@top3: 0.6749, recall@top5: 0.9192, prec@top5: 0.4802, loss: 0.0512, grad_norm: 0.1579 2021-04-10 22:54:36,288 - mmaction - INFO - Epoch [4][1840/3842] lr: 5.475e-02, eta: 8:30:58, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0507, recall@thr=0.5: 0.6989, prec@thr=0.5: 0.7722, recall@top3: 0.7962, prec@top3: 0.6716, recall@top5: 0.9236, prec@top5: 0.4788, loss: 0.0507, grad_norm: 0.1566 2021-04-10 22:55:00,430 - mmaction - INFO - Epoch [4][1860/3842] lr: 5.469e-02, eta: 8:30:33, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0520, recall@thr=0.5: 0.6795, prec@thr=0.5: 0.7607, recall@top3: 0.7863, prec@top3: 0.6531, recall@top5: 0.9209, prec@top5: 0.4686, loss: 0.0520, grad_norm: 0.1639 2021-04-10 22:55:24,408 - mmaction - INFO - Epoch [4][1880/3842] lr: 5.464e-02, eta: 8:30:07, time: 1.198, data_time: 0.001, memory: 10740, loss_action_cls: 0.0500, recall@thr=0.5: 0.6848, prec@thr=0.5: 0.7722, recall@top3: 0.7915, prec@top3: 0.6732, recall@top5: 0.9215, prec@top5: 0.4808, loss: 0.0500, grad_norm: 0.1699 2021-04-10 22:55:48,644 - mmaction - INFO - Epoch [4][1900/3842] lr: 5.458e-02, eta: 8:29:42, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0493, recall@thr=0.5: 0.6971, prec@thr=0.5: 0.7711, recall@top3: 0.7894, prec@top3: 0.6680, recall@top5: 0.9270, prec@top5: 0.4807, loss: 0.0493, grad_norm: 0.1701 2021-04-10 22:56:13,030 - mmaction - INFO - Epoch [4][1920/3842] lr: 5.453e-02, eta: 8:29:18, time: 1.221, data_time: 0.012, memory: 10740, loss_action_cls: 0.0514, recall@thr=0.5: 0.6791, prec@thr=0.5: 0.7673, recall@top3: 0.7875, prec@top3: 0.6515, recall@top5: 0.9199, prec@top5: 0.4673, loss: 0.0514, grad_norm: 0.1635 2021-04-10 22:56:37,015 - mmaction - INFO - Epoch [4][1940/3842] lr: 5.448e-02, eta: 8:28:52, time: 1.200, data_time: 0.002, memory: 10740, loss_action_cls: 0.0507, recall@thr=0.5: 0.6728, prec@thr=0.5: 0.7599, recall@top3: 0.7834, prec@top3: 0.6494, recall@top5: 0.9153, prec@top5: 0.4654, loss: 0.0507, grad_norm: 0.1692 2021-04-10 22:57:01,043 - mmaction - INFO - Epoch [4][1960/3842] lr: 5.442e-02, eta: 8:28:27, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0521, recall@thr=0.5: 0.6788, prec@thr=0.5: 0.7651, recall@top3: 0.7876, prec@top3: 0.6566, recall@top5: 0.9189, prec@top5: 0.4696, loss: 0.0521, grad_norm: 0.1667 2021-04-10 22:57:25,164 - mmaction - INFO - Epoch [4][1980/3842] lr: 5.437e-02, eta: 8:28:02, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0517, recall@thr=0.5: 0.6892, prec@thr=0.5: 0.7652, recall@top3: 0.7967, prec@top3: 0.6641, recall@top5: 0.9260, prec@top5: 0.4753, loss: 0.0517, grad_norm: 0.1583 2021-04-10 22:57:49,307 - mmaction - INFO - Epoch [4][2000/3842] lr: 5.431e-02, eta: 8:27:37, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0481, recall@thr=0.5: 0.6976, prec@thr=0.5: 0.7927, recall@top3: 0.8053, prec@top3: 0.6696, recall@top5: 0.9290, prec@top5: 0.4757, loss: 0.0481, grad_norm: 0.1609 2021-04-10 22:58:13,506 - mmaction - INFO - Epoch [4][2020/3842] lr: 5.426e-02, eta: 8:27:12, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0520, recall@thr=0.5: 0.7020, prec@thr=0.5: 0.7714, recall@top3: 0.7951, prec@top3: 0.6616, recall@top5: 0.9227, prec@top5: 0.4722, loss: 0.0520, grad_norm: 0.1698 2021-04-10 22:58:37,562 - mmaction - INFO - Epoch [4][2040/3842] lr: 5.420e-02, eta: 8:26:47, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0512, recall@thr=0.5: 0.6889, prec@thr=0.5: 0.7679, recall@top3: 0.7903, prec@top3: 0.6635, recall@top5: 0.9235, prec@top5: 0.4764, loss: 0.0512, grad_norm: 0.1698 2021-04-10 22:59:01,806 - mmaction - INFO - Epoch [4][2060/3842] lr: 5.415e-02, eta: 8:26:22, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0489, recall@thr=0.5: 0.6908, prec@thr=0.5: 0.7659, recall@top3: 0.7945, prec@top3: 0.6776, recall@top5: 0.9290, prec@top5: 0.4878, loss: 0.0489, grad_norm: 0.1722 2021-04-10 22:59:25,908 - mmaction - INFO - Epoch [4][2080/3842] lr: 5.409e-02, eta: 8:25:57, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0500, recall@thr=0.5: 0.6937, prec@thr=0.5: 0.7625, recall@top3: 0.7848, prec@top3: 0.6583, recall@top5: 0.9186, prec@top5: 0.4719, loss: 0.0500, grad_norm: 0.1861 2021-04-10 22:59:49,981 - mmaction - INFO - Epoch [4][2100/3842] lr: 5.404e-02, eta: 8:25:31, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0480, recall@thr=0.5: 0.6928, prec@thr=0.5: 0.7805, recall@top3: 0.7889, prec@top3: 0.6624, recall@top5: 0.9202, prec@top5: 0.4752, loss: 0.0480, grad_norm: 0.1596 2021-04-10 23:00:14,072 - mmaction - INFO - Epoch [4][2120/3842] lr: 5.398e-02, eta: 8:25:06, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0473, recall@thr=0.5: 0.6992, prec@thr=0.5: 0.7728, recall@top3: 0.7967, prec@top3: 0.6567, recall@top5: 0.9241, prec@top5: 0.4680, loss: 0.0473, grad_norm: 0.1622 2021-04-10 23:00:38,082 - mmaction - INFO - Epoch [4][2140/3842] lr: 5.393e-02, eta: 8:24:41, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0485, recall@thr=0.5: 0.6950, prec@thr=0.5: 0.7719, recall@top3: 0.7837, prec@top3: 0.6648, recall@top5: 0.9228, prec@top5: 0.4827, loss: 0.0485, grad_norm: 0.1774 2021-04-10 23:01:02,211 - mmaction - INFO - Epoch [4][2160/3842] lr: 5.387e-02, eta: 8:24:16, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0485, recall@thr=0.5: 0.7038, prec@thr=0.5: 0.7842, recall@top3: 0.7929, prec@top3: 0.6738, recall@top5: 0.9215, prec@top5: 0.4787, loss: 0.0485, grad_norm: 0.1661 2021-04-10 23:01:26,383 - mmaction - INFO - Epoch [4][2180/3842] lr: 5.382e-02, eta: 8:23:51, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0491, recall@thr=0.5: 0.6835, prec@thr=0.5: 0.7672, recall@top3: 0.7926, prec@top3: 0.6559, recall@top5: 0.9242, prec@top5: 0.4717, loss: 0.0491, grad_norm: 0.1811 2021-04-10 23:01:50,361 - mmaction - INFO - Epoch [4][2200/3842] lr: 5.376e-02, eta: 8:23:25, time: 1.197, data_time: 0.001, memory: 10740, loss_action_cls: 0.0489, recall@thr=0.5: 0.7069, prec@thr=0.5: 0.7761, recall@top3: 0.8044, prec@top3: 0.6689, recall@top5: 0.9319, prec@top5: 0.4765, loss: 0.0489, grad_norm: 0.1686 2021-04-10 23:02:14,619 - mmaction - INFO - Epoch [4][2220/3842] lr: 5.371e-02, eta: 8:23:01, time: 1.215, data_time: 0.003, memory: 10740, loss_action_cls: 0.0498, recall@thr=0.5: 0.6867, prec@thr=0.5: 0.7704, recall@top3: 0.7884, prec@top3: 0.6636, recall@top5: 0.9232, prec@top5: 0.4788, loss: 0.0498, grad_norm: 0.1706 2021-04-10 23:02:38,651 - mmaction - INFO - Epoch [4][2240/3842] lr: 5.365e-02, eta: 8:22:35, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0463, recall@thr=0.5: 0.7161, prec@thr=0.5: 0.7917, recall@top3: 0.8081, prec@top3: 0.6721, recall@top5: 0.9294, prec@top5: 0.4747, loss: 0.0463, grad_norm: 0.1575 2021-04-10 23:03:02,811 - mmaction - INFO - Epoch [4][2260/3842] lr: 5.359e-02, eta: 8:22:10, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0498, recall@thr=0.5: 0.6968, prec@thr=0.5: 0.7710, recall@top3: 0.7894, prec@top3: 0.6606, recall@top5: 0.9158, prec@top5: 0.4724, loss: 0.0498, grad_norm: 0.1594 2021-04-10 23:03:27,036 - mmaction - INFO - Epoch [4][2280/3842] lr: 5.354e-02, eta: 8:21:45, time: 1.213, data_time: 0.003, memory: 10740, loss_action_cls: 0.0483, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7758, recall@top3: 0.8048, prec@top3: 0.6783, recall@top5: 0.9344, prec@top5: 0.4828, loss: 0.0483, grad_norm: 0.1709 2021-04-10 23:03:51,122 - mmaction - INFO - Epoch [4][2300/3842] lr: 5.348e-02, eta: 8:21:20, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0513, recall@thr=0.5: 0.6804, prec@thr=0.5: 0.7535, recall@top3: 0.7810, prec@top3: 0.6515, recall@top5: 0.9203, prec@top5: 0.4715, loss: 0.0513, grad_norm: 0.1770 2021-04-10 23:04:15,210 - mmaction - INFO - Epoch [4][2320/3842] lr: 5.343e-02, eta: 8:20:55, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0511, recall@thr=0.5: 0.6750, prec@thr=0.5: 0.7658, recall@top3: 0.7807, prec@top3: 0.6565, recall@top5: 0.9108, prec@top5: 0.4721, loss: 0.0511, grad_norm: 0.1660 2021-04-10 23:04:39,344 - mmaction - INFO - Epoch [4][2340/3842] lr: 5.337e-02, eta: 8:20:30, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0476, recall@thr=0.5: 0.6941, prec@thr=0.5: 0.7709, recall@top3: 0.7981, prec@top3: 0.6587, recall@top5: 0.9315, prec@top5: 0.4730, loss: 0.0476, grad_norm: 0.1612 2021-04-10 23:05:03,389 - mmaction - INFO - Epoch [4][2360/3842] lr: 5.332e-02, eta: 8:20:05, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0486, recall@thr=0.5: 0.6993, prec@thr=0.5: 0.7713, recall@top3: 0.7958, prec@top3: 0.6701, recall@top5: 0.9222, prec@top5: 0.4779, loss: 0.0486, grad_norm: 0.1659 2021-04-10 23:05:27,501 - mmaction - INFO - Epoch [4][2380/3842] lr: 5.326e-02, eta: 8:19:40, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0502, recall@thr=0.5: 0.7115, prec@thr=0.5: 0.7760, recall@top3: 0.7903, prec@top3: 0.6666, recall@top5: 0.9223, prec@top5: 0.4774, loss: 0.0502, grad_norm: 0.1690 2021-04-10 23:05:51,523 - mmaction - INFO - Epoch [4][2400/3842] lr: 5.321e-02, eta: 8:19:15, time: 1.197, data_time: 0.001, memory: 10740, loss_action_cls: 0.0501, recall@thr=0.5: 0.6859, prec@thr=0.5: 0.7635, recall@top3: 0.7949, prec@top3: 0.6633, recall@top5: 0.9169, prec@top5: 0.4685, loss: 0.0501, grad_norm: 0.1700 2021-04-10 23:06:15,563 - mmaction - INFO - Epoch [4][2420/3842] lr: 5.315e-02, eta: 8:18:49, time: 1.206, data_time: 0.004, memory: 10740, loss_action_cls: 0.0507, recall@thr=0.5: 0.6691, prec@thr=0.5: 0.7574, recall@top3: 0.7774, prec@top3: 0.6623, recall@top5: 0.9203, prec@top5: 0.4814, loss: 0.0507, grad_norm: 0.1639 2021-04-10 23:06:39,630 - mmaction - INFO - Epoch [4][2440/3842] lr: 5.309e-02, eta: 8:18:24, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0500, recall@thr=0.5: 0.6881, prec@thr=0.5: 0.7631, recall@top3: 0.7875, prec@top3: 0.6479, recall@top5: 0.9239, prec@top5: 0.4670, loss: 0.0500, grad_norm: 0.1630 2021-04-10 23:07:03,850 - mmaction - INFO - Epoch [4][2460/3842] lr: 5.304e-02, eta: 8:17:59, time: 1.212, data_time: 0.003, memory: 10740, loss_action_cls: 0.0517, recall@thr=0.5: 0.6845, prec@thr=0.5: 0.7711, recall@top3: 0.7891, prec@top3: 0.6579, recall@top5: 0.9146, prec@top5: 0.4686, loss: 0.0517, grad_norm: 0.1571 2021-04-10 23:07:27,933 - mmaction - INFO - Epoch [4][2480/3842] lr: 5.298e-02, eta: 8:17:34, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0528, recall@thr=0.5: 0.6891, prec@thr=0.5: 0.7605, recall@top3: 0.7882, prec@top3: 0.6571, recall@top5: 0.9237, prec@top5: 0.4760, loss: 0.0528, grad_norm: 0.1631 2021-04-10 23:07:52,091 - mmaction - INFO - Epoch [4][2500/3842] lr: 5.293e-02, eta: 8:17:09, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0518, recall@thr=0.5: 0.6716, prec@thr=0.5: 0.7550, recall@top3: 0.7850, prec@top3: 0.6593, recall@top5: 0.9157, prec@top5: 0.4712, loss: 0.0518, grad_norm: 0.1689 2021-04-10 23:08:16,234 - mmaction - INFO - Epoch [4][2520/3842] lr: 5.287e-02, eta: 8:16:44, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0503, recall@thr=0.5: 0.6927, prec@thr=0.5: 0.7518, recall@top3: 0.7897, prec@top3: 0.6554, recall@top5: 0.9221, prec@top5: 0.4698, loss: 0.0503, grad_norm: 0.1789 2021-04-10 23:08:40,404 - mmaction - INFO - Epoch [4][2540/3842] lr: 5.282e-02, eta: 8:16:19, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0466, recall@thr=0.5: 0.6999, prec@thr=0.5: 0.7765, recall@top3: 0.8078, prec@top3: 0.6699, recall@top5: 0.9349, prec@top5: 0.4792, loss: 0.0466, grad_norm: 0.1606 2021-04-10 23:09:04,473 - mmaction - INFO - Epoch [4][2560/3842] lr: 5.276e-02, eta: 8:15:54, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0502, recall@thr=0.5: 0.6890, prec@thr=0.5: 0.7740, recall@top3: 0.7873, prec@top3: 0.6565, recall@top5: 0.9156, prec@top5: 0.4694, loss: 0.0502, grad_norm: 0.1662 2021-04-10 23:09:28,508 - mmaction - INFO - Epoch [4][2580/3842] lr: 5.270e-02, eta: 8:15:29, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0498, recall@thr=0.5: 0.6776, prec@thr=0.5: 0.7560, recall@top3: 0.7898, prec@top3: 0.6555, recall@top5: 0.9246, prec@top5: 0.4733, loss: 0.0498, grad_norm: 0.1722 2021-04-10 23:09:52,580 - mmaction - INFO - Epoch [4][2600/3842] lr: 5.265e-02, eta: 8:15:04, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0508, recall@thr=0.5: 0.6872, prec@thr=0.5: 0.7699, recall@top3: 0.7880, prec@top3: 0.6514, recall@top5: 0.9175, prec@top5: 0.4665, loss: 0.0508, grad_norm: 0.1647 2021-04-10 23:10:16,639 - mmaction - INFO - Epoch [4][2620/3842] lr: 5.259e-02, eta: 8:14:39, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0491, recall@thr=0.5: 0.6988, prec@thr=0.5: 0.7822, recall@top3: 0.7905, prec@top3: 0.6702, recall@top5: 0.9239, prec@top5: 0.4816, loss: 0.0491, grad_norm: 0.1624 2021-04-10 23:10:40,758 - mmaction - INFO - Epoch [4][2640/3842] lr: 5.253e-02, eta: 8:14:14, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0500, recall@thr=0.5: 0.6946, prec@thr=0.5: 0.7701, recall@top3: 0.7965, prec@top3: 0.6543, recall@top5: 0.9201, prec@top5: 0.4641, loss: 0.0500, grad_norm: 0.1703 2021-04-10 23:11:04,791 - mmaction - INFO - Epoch [4][2660/3842] lr: 5.248e-02, eta: 8:13:49, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0513, recall@thr=0.5: 0.6887, prec@thr=0.5: 0.7674, recall@top3: 0.7819, prec@top3: 0.6597, recall@top5: 0.9229, prec@top5: 0.4780, loss: 0.0513, grad_norm: 0.1751 2021-04-10 23:11:28,911 - mmaction - INFO - Epoch [4][2680/3842] lr: 5.242e-02, eta: 8:13:24, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0491, recall@thr=0.5: 0.6933, prec@thr=0.5: 0.7776, recall@top3: 0.7998, prec@top3: 0.6739, recall@top5: 0.9239, prec@top5: 0.4804, loss: 0.0491, grad_norm: 0.1569 2021-04-10 23:11:52,913 - mmaction - INFO - Epoch [4][2700/3842] lr: 5.237e-02, eta: 8:12:58, time: 1.201, data_time: 0.002, memory: 10740, loss_action_cls: 0.0518, recall@thr=0.5: 0.6967, prec@thr=0.5: 0.7629, recall@top3: 0.7849, prec@top3: 0.6732, recall@top5: 0.9150, prec@top5: 0.4825, loss: 0.0518, grad_norm: 0.1590 2021-04-10 23:12:17,041 - mmaction - INFO - Epoch [4][2720/3842] lr: 5.231e-02, eta: 8:12:33, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0504, recall@thr=0.5: 0.6700, prec@thr=0.5: 0.7635, recall@top3: 0.7867, prec@top3: 0.6507, recall@top5: 0.9148, prec@top5: 0.4661, loss: 0.0504, grad_norm: 0.1689 2021-04-10 23:12:41,191 - mmaction - INFO - Epoch [4][2740/3842] lr: 5.225e-02, eta: 8:12:08, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0498, recall@thr=0.5: 0.6960, prec@thr=0.5: 0.7655, recall@top3: 0.7908, prec@top3: 0.6599, recall@top5: 0.9243, prec@top5: 0.4749, loss: 0.0498, grad_norm: 0.1683 2021-04-10 23:13:05,292 - mmaction - INFO - Epoch [4][2760/3842] lr: 5.220e-02, eta: 8:11:43, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0483, recall@thr=0.5: 0.6846, prec@thr=0.5: 0.7673, recall@top3: 0.7867, prec@top3: 0.6526, recall@top5: 0.9191, prec@top5: 0.4697, loss: 0.0483, grad_norm: 0.1724 2021-04-10 23:13:29,355 - mmaction - INFO - Epoch [4][2780/3842] lr: 5.214e-02, eta: 8:11:18, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0472, recall@thr=0.5: 0.6806, prec@thr=0.5: 0.7648, recall@top3: 0.7981, prec@top3: 0.6533, recall@top5: 0.9256, prec@top5: 0.4642, loss: 0.0472, grad_norm: 0.1736 2021-04-10 23:13:53,556 - mmaction - INFO - Epoch [4][2800/3842] lr: 5.208e-02, eta: 8:10:53, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0483, recall@thr=0.5: 0.6951, prec@thr=0.5: 0.7659, recall@top3: 0.7968, prec@top3: 0.6696, recall@top5: 0.9249, prec@top5: 0.4757, loss: 0.0483, grad_norm: 0.1663 2021-04-10 23:14:17,631 - mmaction - INFO - Epoch [4][2820/3842] lr: 5.203e-02, eta: 8:10:28, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0473, recall@thr=0.5: 0.7038, prec@thr=0.5: 0.7938, recall@top3: 0.7961, prec@top3: 0.6718, recall@top5: 0.9294, prec@top5: 0.4826, loss: 0.0473, grad_norm: 0.1697 2021-04-10 23:14:41,825 - mmaction - INFO - Epoch [4][2840/3842] lr: 5.197e-02, eta: 8:10:03, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0489, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7738, recall@top3: 0.7932, prec@top3: 0.6674, recall@top5: 0.9228, prec@top5: 0.4779, loss: 0.0489, grad_norm: 0.1660 2021-04-10 23:15:06,052 - mmaction - INFO - Epoch [4][2860/3842] lr: 5.191e-02, eta: 8:09:39, time: 1.213, data_time: 0.002, memory: 10740, loss_action_cls: 0.0511, recall@thr=0.5: 0.6688, prec@thr=0.5: 0.7583, recall@top3: 0.7891, prec@top3: 0.6445, recall@top5: 0.9176, prec@top5: 0.4611, loss: 0.0511, grad_norm: 0.1639 2021-04-10 23:15:30,140 - mmaction - INFO - Epoch [4][2880/3842] lr: 5.186e-02, eta: 8:09:14, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0466, recall@thr=0.5: 0.6961, prec@thr=0.5: 0.7771, recall@top3: 0.7972, prec@top3: 0.6636, recall@top5: 0.9240, prec@top5: 0.4736, loss: 0.0466, grad_norm: 0.1615 2021-04-10 23:15:54,175 - mmaction - INFO - Epoch [4][2900/3842] lr: 5.180e-02, eta: 8:08:48, time: 1.201, data_time: 0.002, memory: 10740, loss_action_cls: 0.0479, recall@thr=0.5: 0.7076, prec@thr=0.5: 0.7823, recall@top3: 0.8009, prec@top3: 0.6739, recall@top5: 0.9309, prec@top5: 0.4828, loss: 0.0479, grad_norm: 0.1624 2021-04-10 23:16:18,302 - mmaction - INFO - Epoch [4][2920/3842] lr: 5.174e-02, eta: 8:08:23, time: 1.207, data_time: 0.003, memory: 10740, loss_action_cls: 0.0489, recall@thr=0.5: 0.7052, prec@thr=0.5: 0.7791, recall@top3: 0.8008, prec@top3: 0.6759, recall@top5: 0.9258, prec@top5: 0.4810, loss: 0.0489, grad_norm: 0.1593 2021-04-10 23:16:42,376 - mmaction - INFO - Epoch [4][2940/3842] lr: 5.169e-02, eta: 8:07:58, time: 1.205, data_time: 0.003, memory: 10740, loss_action_cls: 0.0501, recall@thr=0.5: 0.6939, prec@thr=0.5: 0.7707, recall@top3: 0.8003, prec@top3: 0.6639, recall@top5: 0.9187, prec@top5: 0.4701, loss: 0.0501, grad_norm: 0.1725 2021-04-10 23:17:06,471 - mmaction - INFO - Epoch [4][2960/3842] lr: 5.163e-02, eta: 8:07:33, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0478, recall@thr=0.5: 0.6879, prec@thr=0.5: 0.7603, recall@top3: 0.7941, prec@top3: 0.6534, recall@top5: 0.9229, prec@top5: 0.4682, loss: 0.0478, grad_norm: 0.1715 2021-04-10 23:17:30,639 - mmaction - INFO - Epoch [4][2980/3842] lr: 5.157e-02, eta: 8:07:08, time: 1.209, data_time: 0.003, memory: 10740, loss_action_cls: 0.0476, recall@thr=0.5: 0.6758, prec@thr=0.5: 0.7647, recall@top3: 0.7990, prec@top3: 0.6671, recall@top5: 0.9283, prec@top5: 0.4751, loss: 0.0476, grad_norm: 0.1670 2021-04-10 23:17:54,864 - mmaction - INFO - Epoch [4][3000/3842] lr: 5.152e-02, eta: 8:06:44, time: 1.211, data_time: 0.009, memory: 10740, loss_action_cls: 0.0493, recall@thr=0.5: 0.6987, prec@thr=0.5: 0.7669, recall@top3: 0.7888, prec@top3: 0.6752, recall@top5: 0.9188, prec@top5: 0.4830, loss: 0.0493, grad_norm: 0.1686 2021-04-10 23:18:19,030 - mmaction - INFO - Epoch [4][3020/3842] lr: 5.146e-02, eta: 8:06:19, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0496, recall@thr=0.5: 0.6920, prec@thr=0.5: 0.7702, recall@top3: 0.8027, prec@top3: 0.6606, recall@top5: 0.9269, prec@top5: 0.4701, loss: 0.0496, grad_norm: 0.1562 2021-04-10 23:18:43,228 - mmaction - INFO - Epoch [4][3040/3842] lr: 5.140e-02, eta: 8:05:54, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0511, recall@thr=0.5: 0.6857, prec@thr=0.5: 0.7691, recall@top3: 0.7835, prec@top3: 0.6596, recall@top5: 0.9125, prec@top5: 0.4721, loss: 0.0511, grad_norm: 0.1600 2021-04-10 23:19:07,427 - mmaction - INFO - Epoch [4][3060/3842] lr: 5.135e-02, eta: 8:05:29, time: 1.211, data_time: 0.003, memory: 10740, loss_action_cls: 0.0482, recall@thr=0.5: 0.6958, prec@thr=0.5: 0.7755, recall@top3: 0.8004, prec@top3: 0.6715, recall@top5: 0.9268, prec@top5: 0.4763, loss: 0.0482, grad_norm: 0.1621 2021-04-10 23:19:31,522 - mmaction - INFO - Epoch [4][3080/3842] lr: 5.129e-02, eta: 8:05:04, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0487, recall@thr=0.5: 0.7051, prec@thr=0.5: 0.7734, recall@top3: 0.7945, prec@top3: 0.6614, recall@top5: 0.9238, prec@top5: 0.4744, loss: 0.0487, grad_norm: 0.1698 2021-04-10 23:19:55,728 - mmaction - INFO - Epoch [4][3100/3842] lr: 5.123e-02, eta: 8:04:39, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0496, recall@thr=0.5: 0.6825, prec@thr=0.5: 0.7661, recall@top3: 0.7831, prec@top3: 0.6512, recall@top5: 0.9217, prec@top5: 0.4720, loss: 0.0496, grad_norm: 0.1691 2021-04-10 23:20:19,973 - mmaction - INFO - Epoch [4][3120/3842] lr: 5.118e-02, eta: 8:04:15, time: 1.213, data_time: 0.002, memory: 10740, loss_action_cls: 0.0506, recall@thr=0.5: 0.6851, prec@thr=0.5: 0.7694, recall@top3: 0.7792, prec@top3: 0.6566, recall@top5: 0.9168, prec@top5: 0.4735, loss: 0.0506, grad_norm: 0.1683 2021-04-10 23:20:44,157 - mmaction - INFO - Epoch [4][3140/3842] lr: 5.112e-02, eta: 8:03:50, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0502, recall@thr=0.5: 0.6766, prec@thr=0.5: 0.7611, recall@top3: 0.7825, prec@top3: 0.6486, recall@top5: 0.9155, prec@top5: 0.4662, loss: 0.0502, grad_norm: 0.1687 2021-04-10 23:21:08,359 - mmaction - INFO - Epoch [4][3160/3842] lr: 5.106e-02, eta: 8:03:25, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0526, recall@thr=0.5: 0.6840, prec@thr=0.5: 0.7701, recall@top3: 0.7838, prec@top3: 0.6674, recall@top5: 0.9206, prec@top5: 0.4810, loss: 0.0526, grad_norm: 0.1615 2021-04-10 23:21:32,446 - mmaction - INFO - Epoch [4][3180/3842] lr: 5.100e-02, eta: 8:03:00, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0501, recall@thr=0.5: 0.6916, prec@thr=0.5: 0.7756, recall@top3: 0.7821, prec@top3: 0.6725, recall@top5: 0.9240, prec@top5: 0.4886, loss: 0.0501, grad_norm: 0.1661 2021-04-10 23:21:56,647 - mmaction - INFO - Epoch [4][3200/3842] lr: 5.095e-02, eta: 8:02:35, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0506, recall@thr=0.5: 0.6892, prec@thr=0.5: 0.7700, recall@top3: 0.7907, prec@top3: 0.6614, recall@top5: 0.9227, prec@top5: 0.4737, loss: 0.0506, grad_norm: 0.1638 2021-04-10 23:22:21,112 - mmaction - INFO - Epoch [4][3220/3842] lr: 5.089e-02, eta: 8:02:11, time: 1.224, data_time: 0.010, memory: 10740, loss_action_cls: 0.0513, recall@thr=0.5: 0.6827, prec@thr=0.5: 0.7716, recall@top3: 0.7874, prec@top3: 0.6497, recall@top5: 0.9200, prec@top5: 0.4675, loss: 0.0513, grad_norm: 0.1648 2021-04-10 23:22:45,319 - mmaction - INFO - Epoch [4][3240/3842] lr: 5.083e-02, eta: 8:01:46, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0486, recall@thr=0.5: 0.6869, prec@thr=0.5: 0.7730, recall@top3: 0.8038, prec@top3: 0.6717, recall@top5: 0.9290, prec@top5: 0.4767, loss: 0.0486, grad_norm: 0.1607 2021-04-10 23:23:09,393 - mmaction - INFO - Epoch [4][3260/3842] lr: 5.077e-02, eta: 8:01:21, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0492, recall@thr=0.5: 0.6913, prec@thr=0.5: 0.7778, recall@top3: 0.7932, prec@top3: 0.6687, recall@top5: 0.9196, prec@top5: 0.4763, loss: 0.0492, grad_norm: 0.1710 2021-04-10 23:23:33,534 - mmaction - INFO - Epoch [4][3280/3842] lr: 5.072e-02, eta: 8:00:56, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0487, recall@thr=0.5: 0.7048, prec@thr=0.5: 0.7760, recall@top3: 0.7982, prec@top3: 0.6624, recall@top5: 0.9262, prec@top5: 0.4710, loss: 0.0487, grad_norm: 0.1614 2021-04-10 23:23:57,526 - mmaction - INFO - Epoch [4][3300/3842] lr: 5.066e-02, eta: 8:00:31, time: 1.200, data_time: 0.003, memory: 10740, loss_action_cls: 0.0505, recall@thr=0.5: 0.6850, prec@thr=0.5: 0.7764, recall@top3: 0.7868, prec@top3: 0.6586, recall@top5: 0.9181, prec@top5: 0.4715, loss: 0.0505, grad_norm: 0.1725 2021-04-10 23:24:21,613 - mmaction - INFO - Epoch [4][3320/3842] lr: 5.060e-02, eta: 8:00:06, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0499, recall@thr=0.5: 0.6988, prec@thr=0.5: 0.7747, recall@top3: 0.7958, prec@top3: 0.6627, recall@top5: 0.9290, prec@top5: 0.4751, loss: 0.0499, grad_norm: 0.1761 2021-04-10 23:24:45,711 - mmaction - INFO - Epoch [4][3340/3842] lr: 5.054e-02, eta: 7:59:41, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0485, recall@thr=0.5: 0.7082, prec@thr=0.5: 0.7792, recall@top3: 0.8007, prec@top3: 0.6762, recall@top5: 0.9226, prec@top5: 0.4792, loss: 0.0485, grad_norm: 0.1642 2021-04-10 23:25:09,935 - mmaction - INFO - Epoch [4][3360/3842] lr: 5.049e-02, eta: 7:59:16, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0503, recall@thr=0.5: 0.6829, prec@thr=0.5: 0.7607, recall@top3: 0.7878, prec@top3: 0.6541, recall@top5: 0.9175, prec@top5: 0.4684, loss: 0.0503, grad_norm: 0.1641 2021-04-10 23:25:34,059 - mmaction - INFO - Epoch [4][3380/3842] lr: 5.043e-02, eta: 7:58:51, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0495, recall@thr=0.5: 0.6758, prec@thr=0.5: 0.7676, recall@top3: 0.7759, prec@top3: 0.6565, recall@top5: 0.9113, prec@top5: 0.4744, loss: 0.0495, grad_norm: 0.1603 2021-04-10 23:25:58,218 - mmaction - INFO - Epoch [4][3400/3842] lr: 5.037e-02, eta: 7:58:26, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0491, recall@thr=0.5: 0.6954, prec@thr=0.5: 0.7671, recall@top3: 0.7862, prec@top3: 0.6663, recall@top5: 0.9198, prec@top5: 0.4766, loss: 0.0491, grad_norm: 0.1734 2021-04-10 23:26:22,529 - mmaction - INFO - Epoch [4][3420/3842] lr: 5.031e-02, eta: 7:58:01, time: 1.214, data_time: 0.001, memory: 10740, loss_action_cls: 0.0469, recall@thr=0.5: 0.6926, prec@thr=0.5: 0.7778, recall@top3: 0.8050, prec@top3: 0.6634, recall@top5: 0.9284, prec@top5: 0.4709, loss: 0.0469, grad_norm: 0.1658 2021-04-10 23:26:46,875 - mmaction - INFO - Epoch [4][3440/3842] lr: 5.026e-02, eta: 7:57:37, time: 1.216, data_time: 0.002, memory: 10740, loss_action_cls: 0.0520, recall@thr=0.5: 0.6815, prec@thr=0.5: 0.7633, recall@top3: 0.7769, prec@top3: 0.6641, recall@top5: 0.9127, prec@top5: 0.4790, loss: 0.0520, grad_norm: 0.1631 2021-04-10 23:27:10,975 - mmaction - INFO - Epoch [4][3460/3842] lr: 5.020e-02, eta: 7:57:12, time: 1.207, data_time: 0.003, memory: 10740, loss_action_cls: 0.0498, recall@thr=0.5: 0.7071, prec@thr=0.5: 0.7727, recall@top3: 0.7948, prec@top3: 0.6704, recall@top5: 0.9240, prec@top5: 0.4801, loss: 0.0498, grad_norm: 0.1631 2021-04-10 23:27:35,021 - mmaction - INFO - Epoch [4][3480/3842] lr: 5.014e-02, eta: 7:56:47, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0480, recall@thr=0.5: 0.6906, prec@thr=0.5: 0.7715, recall@top3: 0.7861, prec@top3: 0.6625, recall@top5: 0.9263, prec@top5: 0.4780, loss: 0.0480, grad_norm: 0.1687 2021-04-10 23:27:59,065 - mmaction - INFO - Epoch [4][3500/3842] lr: 5.008e-02, eta: 7:56:22, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0483, recall@thr=0.5: 0.6980, prec@thr=0.5: 0.7879, recall@top3: 0.7903, prec@top3: 0.6649, recall@top5: 0.9257, prec@top5: 0.4802, loss: 0.0483, grad_norm: 0.1711 2021-04-10 23:28:23,232 - mmaction - INFO - Epoch [4][3520/3842] lr: 5.003e-02, eta: 7:55:57, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0476, recall@thr=0.5: 0.7113, prec@thr=0.5: 0.7832, recall@top3: 0.8089, prec@top3: 0.6910, recall@top5: 0.9265, prec@top5: 0.4854, loss: 0.0476, grad_norm: 0.1595 2021-04-10 23:28:47,413 - mmaction - INFO - Epoch [4][3540/3842] lr: 4.997e-02, eta: 7:55:32, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0494, recall@thr=0.5: 0.6999, prec@thr=0.5: 0.7809, recall@top3: 0.7993, prec@top3: 0.6697, recall@top5: 0.9271, prec@top5: 0.4755, loss: 0.0494, grad_norm: 0.1573 2021-04-10 23:29:11,554 - mmaction - INFO - Epoch [4][3560/3842] lr: 4.991e-02, eta: 7:55:07, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0480, recall@thr=0.5: 0.7012, prec@thr=0.5: 0.7734, recall@top3: 0.7999, prec@top3: 0.6665, recall@top5: 0.9206, prec@top5: 0.4724, loss: 0.0480, grad_norm: 0.1652 2021-04-10 23:29:35,706 - mmaction - INFO - Epoch [4][3580/3842] lr: 4.985e-02, eta: 7:54:42, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0479, recall@thr=0.5: 0.6993, prec@thr=0.5: 0.7778, recall@top3: 0.8013, prec@top3: 0.6655, recall@top5: 0.9266, prec@top5: 0.4738, loss: 0.0479, grad_norm: 0.1700 2021-04-10 23:29:59,922 - mmaction - INFO - Epoch [4][3600/3842] lr: 4.979e-02, eta: 7:54:18, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0481, recall@thr=0.5: 0.6905, prec@thr=0.5: 0.7691, recall@top3: 0.7986, prec@top3: 0.6616, recall@top5: 0.9214, prec@top5: 0.4693, loss: 0.0481, grad_norm: 0.1724 2021-04-10 23:30:24,071 - mmaction - INFO - Epoch [4][3620/3842] lr: 4.974e-02, eta: 7:53:53, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0474, recall@thr=0.5: 0.7045, prec@thr=0.5: 0.7850, recall@top3: 0.7907, prec@top3: 0.6750, recall@top5: 0.9243, prec@top5: 0.4850, loss: 0.0474, grad_norm: 0.1684 2021-04-10 23:30:48,189 - mmaction - INFO - Epoch [4][3640/3842] lr: 4.968e-02, eta: 7:53:28, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0508, recall@thr=0.5: 0.6677, prec@thr=0.5: 0.7513, recall@top3: 0.7789, prec@top3: 0.6588, recall@top5: 0.9172, prec@top5: 0.4760, loss: 0.0508, grad_norm: 0.1729 2021-04-10 23:31:12,373 - mmaction - INFO - Epoch [4][3660/3842] lr: 4.962e-02, eta: 7:53:03, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0506, recall@thr=0.5: 0.6959, prec@thr=0.5: 0.7739, recall@top3: 0.7965, prec@top3: 0.6662, recall@top5: 0.9238, prec@top5: 0.4756, loss: 0.0506, grad_norm: 0.1706 2021-04-10 23:31:36,683 - mmaction - INFO - Epoch [4][3680/3842] lr: 4.956e-02, eta: 7:52:38, time: 1.215, data_time: 0.001, memory: 10740, loss_action_cls: 0.0476, recall@thr=0.5: 0.6894, prec@thr=0.5: 0.7740, recall@top3: 0.8020, prec@top3: 0.6562, recall@top5: 0.9266, prec@top5: 0.4654, loss: 0.0476, grad_norm: 0.1779 2021-04-10 23:32:00,793 - mmaction - INFO - Epoch [4][3700/3842] lr: 4.950e-02, eta: 7:52:13, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0474, recall@thr=0.5: 0.6937, prec@thr=0.5: 0.7735, recall@top3: 0.7942, prec@top3: 0.6700, recall@top5: 0.9263, prec@top5: 0.4813, loss: 0.0474, grad_norm: 0.1776 2021-04-10 23:32:24,860 - mmaction - INFO - Epoch [4][3720/3842] lr: 4.945e-02, eta: 7:51:48, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0500, recall@thr=0.5: 0.6841, prec@thr=0.5: 0.7660, recall@top3: 0.7872, prec@top3: 0.6551, recall@top5: 0.9190, prec@top5: 0.4699, loss: 0.0500, grad_norm: 0.1640 2021-04-10 23:32:49,196 - mmaction - INFO - Epoch [4][3740/3842] lr: 4.939e-02, eta: 7:51:24, time: 1.217, data_time: 0.007, memory: 10740, loss_action_cls: 0.0494, recall@thr=0.5: 0.6755, prec@thr=0.5: 0.7555, recall@top3: 0.7854, prec@top3: 0.6614, recall@top5: 0.9157, prec@top5: 0.4731, loss: 0.0494, grad_norm: 0.1728 2021-04-10 23:33:13,469 - mmaction - INFO - Epoch [4][3760/3842] lr: 4.933e-02, eta: 7:50:59, time: 1.213, data_time: 0.002, memory: 10740, loss_action_cls: 0.0480, recall@thr=0.5: 0.6856, prec@thr=0.5: 0.7699, recall@top3: 0.7862, prec@top3: 0.6609, recall@top5: 0.9180, prec@top5: 0.4748, loss: 0.0480, grad_norm: 0.1769 2021-04-10 23:33:37,579 - mmaction - INFO - Epoch [4][3780/3842] lr: 4.927e-02, eta: 7:50:34, time: 1.206, data_time: 0.003, memory: 10740, loss_action_cls: 0.0467, recall@thr=0.5: 0.6984, prec@thr=0.5: 0.7672, recall@top3: 0.8018, prec@top3: 0.6719, recall@top5: 0.9185, prec@top5: 0.4729, loss: 0.0467, grad_norm: 0.1782 2021-04-10 23:34:01,692 - mmaction - INFO - Epoch [4][3800/3842] lr: 4.921e-02, eta: 7:50:09, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0487, recall@thr=0.5: 0.6832, prec@thr=0.5: 0.7703, recall@top3: 0.7881, prec@top3: 0.6550, recall@top5: 0.9183, prec@top5: 0.4685, loss: 0.0487, grad_norm: 0.1658 2021-04-10 23:34:25,800 - mmaction - INFO - Epoch [4][3820/3842] lr: 4.916e-02, eta: 7:49:44, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0472, recall@thr=0.5: 0.7085, prec@thr=0.5: 0.7896, recall@top3: 0.8008, prec@top3: 0.6799, recall@top5: 0.9295, prec@top5: 0.4857, loss: 0.0472, grad_norm: 0.1678 2021-04-10 23:34:49,695 - mmaction - INFO - Epoch [4][3840/3842] lr: 4.910e-02, eta: 7:49:19, time: 1.195, data_time: 0.002, memory: 10740, loss_action_cls: 0.0470, recall@thr=0.5: 0.7097, prec@thr=0.5: 0.7709, recall@top3: 0.7997, prec@top3: 0.6733, recall@top5: 0.9223, prec@top5: 0.4778, loss: 0.0470, grad_norm: 0.1665 2021-04-10 23:35:11,110 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-04-10 23:53:44,813 - mmaction - INFO - Evaluating mAP ... 2021-04-10 23:59:57,522 - mmaction - INFO - mAP@0.5IOU 0.2518 2021-04-10 23:59:59,294 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_4.pth. 2021-04-10 23:59:59,295 - mmaction - INFO - Best mAP@0.5IOU is 0.2518 at 4 epoch. 2021-04-11 00:00:00,702 - mmaction - INFO - Epoch(val) [4][3842] mAP@0.5IOU: 0.2518 2021-04-11 00:07:46,356 - mmaction - INFO - Epoch [5][20/3842] lr: 4.903e-02, eta: 7:59:49, time: 23.279, data_time: 22.088, memory: 10740, loss_action_cls: 0.0493, recall@thr=0.5: 0.6973, prec@thr=0.5: 0.7815, recall@top3: 0.7937, prec@top3: 0.6775, recall@top5: 0.9253, prec@top5: 0.4859, loss: 0.0493, grad_norm: 0.1706 2021-04-11 00:08:10,522 - mmaction - INFO - Epoch [5][40/3842] lr: 4.897e-02, eta: 7:59:23, time: 1.208, data_time: 0.016, memory: 10740, loss_action_cls: 0.0474, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7844, recall@top3: 0.7993, prec@top3: 0.6795, recall@top5: 0.9297, prec@top5: 0.4853, loss: 0.0474, grad_norm: 0.1652 2021-04-11 00:08:34,624 - mmaction - INFO - Epoch [5][60/3842] lr: 4.892e-02, eta: 7:58:56, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0456, recall@thr=0.5: 0.6994, prec@thr=0.5: 0.7879, recall@top3: 0.8081, prec@top3: 0.6656, recall@top5: 0.9339, prec@top5: 0.4713, loss: 0.0456, grad_norm: 0.1647 2021-04-11 00:08:58,685 - mmaction - INFO - Epoch [5][80/3842] lr: 4.886e-02, eta: 7:58:30, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0490, recall@thr=0.5: 0.7017, prec@thr=0.5: 0.7764, recall@top3: 0.7944, prec@top3: 0.6666, recall@top5: 0.9231, prec@top5: 0.4750, loss: 0.0490, grad_norm: 0.1771 2021-04-11 00:09:22,820 - mmaction - INFO - Epoch [5][100/3842] lr: 4.880e-02, eta: 7:58:04, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0506, recall@thr=0.5: 0.6922, prec@thr=0.5: 0.7825, recall@top3: 0.7908, prec@top3: 0.6666, recall@top5: 0.9229, prec@top5: 0.4787, loss: 0.0506, grad_norm: 0.1683 2021-04-11 00:09:46,795 - mmaction - INFO - Epoch [5][120/3842] lr: 4.874e-02, eta: 7:57:37, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0467, recall@thr=0.5: 0.7056, prec@thr=0.5: 0.7924, recall@top3: 0.8120, prec@top3: 0.6710, recall@top5: 0.9312, prec@top5: 0.4743, loss: 0.0467, grad_norm: 0.1597 2021-04-11 00:10:10,833 - mmaction - INFO - Epoch [5][140/3842] lr: 4.868e-02, eta: 7:57:11, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0480, recall@thr=0.5: 0.6972, prec@thr=0.5: 0.7707, recall@top3: 0.7947, prec@top3: 0.6544, recall@top5: 0.9240, prec@top5: 0.4673, loss: 0.0480, grad_norm: 0.1647 2021-04-11 00:10:34,934 - mmaction - INFO - Epoch [5][160/3842] lr: 4.862e-02, eta: 7:56:45, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0476, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7846, recall@top3: 0.7990, prec@top3: 0.6645, recall@top5: 0.9282, prec@top5: 0.4759, loss: 0.0476, grad_norm: 0.1672 2021-04-11 00:10:59,008 - mmaction - INFO - Epoch [5][180/3842] lr: 4.856e-02, eta: 7:56:18, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0477, recall@thr=0.5: 0.6857, prec@thr=0.5: 0.7675, recall@top3: 0.8028, prec@top3: 0.6583, recall@top5: 0.9218, prec@top5: 0.4653, loss: 0.0477, grad_norm: 0.1666 2021-04-11 00:11:22,970 - mmaction - INFO - Epoch [5][200/3842] lr: 4.851e-02, eta: 7:55:52, time: 1.198, data_time: 0.001, memory: 10740, loss_action_cls: 0.0492, recall@thr=0.5: 0.6995, prec@thr=0.5: 0.7784, recall@top3: 0.7935, prec@top3: 0.6710, recall@top5: 0.9267, prec@top5: 0.4801, loss: 0.0492, grad_norm: 0.1619 2021-04-11 00:11:46,901 - mmaction - INFO - Epoch [5][220/3842] lr: 4.845e-02, eta: 7:55:25, time: 1.197, data_time: 0.001, memory: 10740, loss_action_cls: 0.0463, recall@thr=0.5: 0.6959, prec@thr=0.5: 0.7850, recall@top3: 0.8111, prec@top3: 0.6545, recall@top5: 0.9320, prec@top5: 0.4625, loss: 0.0463, grad_norm: 0.1621 2021-04-11 00:12:11,202 - mmaction - INFO - Epoch [5][240/3842] lr: 4.839e-02, eta: 7:54:59, time: 1.214, data_time: 0.001, memory: 10740, loss_action_cls: 0.0468, recall@thr=0.5: 0.7084, prec@thr=0.5: 0.7788, recall@top3: 0.7989, prec@top3: 0.6684, recall@top5: 0.9266, prec@top5: 0.4752, loss: 0.0468, grad_norm: 0.1762 2021-04-11 00:12:35,382 - mmaction - INFO - Epoch [5][260/3842] lr: 4.833e-02, eta: 7:54:33, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0455, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.7976, recall@top3: 0.8039, prec@top3: 0.6786, recall@top5: 0.9301, prec@top5: 0.4841, loss: 0.0455, grad_norm: 0.1702 2021-04-11 00:12:59,426 - mmaction - INFO - Epoch [5][280/3842] lr: 4.827e-02, eta: 7:54:07, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0486, recall@thr=0.5: 0.6980, prec@thr=0.5: 0.7767, recall@top3: 0.7940, prec@top3: 0.6622, recall@top5: 0.9220, prec@top5: 0.4743, loss: 0.0486, grad_norm: 0.1771 2021-04-11 00:13:23,509 - mmaction - INFO - Epoch [5][300/3842] lr: 4.821e-02, eta: 7:53:40, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0478, recall@thr=0.5: 0.6871, prec@thr=0.5: 0.7639, recall@top3: 0.7942, prec@top3: 0.6580, recall@top5: 0.9274, prec@top5: 0.4718, loss: 0.0478, grad_norm: 0.1739 2021-04-11 00:13:47,604 - mmaction - INFO - Epoch [5][320/3842] lr: 4.815e-02, eta: 7:53:14, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0469, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.7784, recall@top3: 0.8017, prec@top3: 0.6783, recall@top5: 0.9288, prec@top5: 0.4841, loss: 0.0469, grad_norm: 0.1755 2021-04-11 00:14:11,799 - mmaction - INFO - Epoch [5][340/3842] lr: 4.810e-02, eta: 7:52:48, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0503, recall@thr=0.5: 0.7038, prec@thr=0.5: 0.7803, recall@top3: 0.7960, prec@top3: 0.6677, recall@top5: 0.9208, prec@top5: 0.4761, loss: 0.0503, grad_norm: 0.1705 2021-04-11 00:14:35,890 - mmaction - INFO - Epoch [5][360/3842] lr: 4.804e-02, eta: 7:52:22, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0477, recall@thr=0.5: 0.7039, prec@thr=0.5: 0.7807, recall@top3: 0.8003, prec@top3: 0.6649, recall@top5: 0.9280, prec@top5: 0.4733, loss: 0.0477, grad_norm: 0.1657 2021-04-11 00:15:00,182 - mmaction - INFO - Epoch [5][380/3842] lr: 4.798e-02, eta: 7:51:56, time: 1.214, data_time: 0.002, memory: 10740, loss_action_cls: 0.0483, recall@thr=0.5: 0.6981, prec@thr=0.5: 0.7852, recall@top3: 0.7978, prec@top3: 0.6731, recall@top5: 0.9235, prec@top5: 0.4787, loss: 0.0483, grad_norm: 0.1754 2021-04-11 00:15:24,324 - mmaction - INFO - Epoch [5][400/3842] lr: 4.792e-02, eta: 7:51:30, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0508, recall@thr=0.5: 0.6942, prec@thr=0.5: 0.7760, recall@top3: 0.7960, prec@top3: 0.6657, recall@top5: 0.9204, prec@top5: 0.4740, loss: 0.0508, grad_norm: 0.1818 2021-04-11 00:15:48,476 - mmaction - INFO - Epoch [5][420/3842] lr: 4.786e-02, eta: 7:51:03, time: 1.208, data_time: 0.004, memory: 10740, loss_action_cls: 0.0474, recall@thr=0.5: 0.7051, prec@thr=0.5: 0.7833, recall@top3: 0.7976, prec@top3: 0.6587, recall@top5: 0.9274, prec@top5: 0.4690, loss: 0.0474, grad_norm: 0.1694 2021-04-11 00:16:12,621 - mmaction - INFO - Epoch [5][440/3842] lr: 4.780e-02, eta: 7:50:37, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0491, recall@thr=0.5: 0.7023, prec@thr=0.5: 0.7816, recall@top3: 0.7979, prec@top3: 0.6715, recall@top5: 0.9229, prec@top5: 0.4782, loss: 0.0491, grad_norm: 0.1739 2021-04-11 00:16:36,625 - mmaction - INFO - Epoch [5][460/3842] lr: 4.774e-02, eta: 7:50:11, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0462, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.7898, recall@top3: 0.8038, prec@top3: 0.6811, recall@top5: 0.9290, prec@top5: 0.4850, loss: 0.0462, grad_norm: 0.1699 2021-04-11 00:17:00,830 - mmaction - INFO - Epoch [5][480/3842] lr: 4.768e-02, eta: 7:49:45, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0473, recall@thr=0.5: 0.7039, prec@thr=0.5: 0.7771, recall@top3: 0.8051, prec@top3: 0.6671, recall@top5: 0.9281, prec@top5: 0.4733, loss: 0.0473, grad_norm: 0.1757 2021-04-11 00:17:24,980 - mmaction - INFO - Epoch [5][500/3842] lr: 4.762e-02, eta: 7:49:19, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0483, recall@thr=0.5: 0.7022, prec@thr=0.5: 0.7803, recall@top3: 0.8000, prec@top3: 0.6735, recall@top5: 0.9283, prec@top5: 0.4797, loss: 0.0483, grad_norm: 0.1731 2021-04-11 00:17:49,025 - mmaction - INFO - Epoch [5][520/3842] lr: 4.756e-02, eta: 7:48:52, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0475, recall@thr=0.5: 0.7035, prec@thr=0.5: 0.7788, recall@top3: 0.8023, prec@top3: 0.6692, recall@top5: 0.9264, prec@top5: 0.4751, loss: 0.0475, grad_norm: 0.1780 2021-04-11 00:18:13,036 - mmaction - INFO - Epoch [5][540/3842] lr: 4.751e-02, eta: 7:48:26, time: 1.200, data_time: 0.002, memory: 10740, loss_action_cls: 0.0485, recall@thr=0.5: 0.7062, prec@thr=0.5: 0.7755, recall@top3: 0.7975, prec@top3: 0.6696, recall@top5: 0.9259, prec@top5: 0.4790, loss: 0.0485, grad_norm: 0.1726 2021-04-11 00:18:37,064 - mmaction - INFO - Epoch [5][560/3842] lr: 4.745e-02, eta: 7:48:00, time: 1.202, data_time: 0.002, memory: 10740, loss_action_cls: 0.0457, recall@thr=0.5: 0.6992, prec@thr=0.5: 0.7920, recall@top3: 0.8084, prec@top3: 0.6650, recall@top5: 0.9306, prec@top5: 0.4716, loss: 0.0457, grad_norm: 0.1697 2021-04-11 00:19:01,097 - mmaction - INFO - Epoch [5][580/3842] lr: 4.739e-02, eta: 7:47:33, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0476, recall@thr=0.5: 0.7074, prec@thr=0.5: 0.7914, recall@top3: 0.7971, prec@top3: 0.6668, recall@top5: 0.9203, prec@top5: 0.4737, loss: 0.0476, grad_norm: 0.1704 2021-04-11 00:19:25,164 - mmaction - INFO - Epoch [5][600/3842] lr: 4.733e-02, eta: 7:47:07, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0445, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.8020, recall@top3: 0.8047, prec@top3: 0.6661, recall@top5: 0.9327, prec@top5: 0.4764, loss: 0.0445, grad_norm: 0.1753 2021-04-11 00:19:49,178 - mmaction - INFO - Epoch [5][620/3842] lr: 4.727e-02, eta: 7:46:41, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0467, recall@thr=0.5: 0.6999, prec@thr=0.5: 0.7866, recall@top3: 0.7969, prec@top3: 0.6596, recall@top5: 0.9273, prec@top5: 0.4706, loss: 0.0467, grad_norm: 0.1723 2021-04-11 00:20:13,435 - mmaction - INFO - Epoch [5][640/3842] lr: 4.721e-02, eta: 7:46:15, time: 1.214, data_time: 0.002, memory: 10740, loss_action_cls: 0.0470, recall@thr=0.5: 0.7119, prec@thr=0.5: 0.7887, recall@top3: 0.8042, prec@top3: 0.6637, recall@top5: 0.9253, prec@top5: 0.4697, loss: 0.0470, grad_norm: 0.1689 2021-04-11 00:20:37,479 - mmaction - INFO - Epoch [5][660/3842] lr: 4.715e-02, eta: 7:45:49, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0501, recall@thr=0.5: 0.6998, prec@thr=0.5: 0.7807, recall@top3: 0.7972, prec@top3: 0.6696, recall@top5: 0.9214, prec@top5: 0.4764, loss: 0.0501, grad_norm: 0.1784 2021-04-11 00:21:01,534 - mmaction - INFO - Epoch [5][680/3842] lr: 4.709e-02, eta: 7:45:22, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0496, recall@thr=0.5: 0.6918, prec@thr=0.5: 0.7755, recall@top3: 0.7905, prec@top3: 0.6702, recall@top5: 0.9136, prec@top5: 0.4749, loss: 0.0496, grad_norm: 0.1701 2021-04-11 00:21:25,636 - mmaction - INFO - Epoch [5][700/3842] lr: 4.703e-02, eta: 7:44:56, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0485, recall@thr=0.5: 0.6971, prec@thr=0.5: 0.7692, recall@top3: 0.7965, prec@top3: 0.6655, recall@top5: 0.9238, prec@top5: 0.4754, loss: 0.0485, grad_norm: 0.1687 2021-04-11 00:21:49,960 - mmaction - INFO - Epoch [5][720/3842] lr: 4.697e-02, eta: 7:44:30, time: 1.216, data_time: 0.001, memory: 10740, loss_action_cls: 0.0464, recall@thr=0.5: 0.6943, prec@thr=0.5: 0.7780, recall@top3: 0.7987, prec@top3: 0.6553, recall@top5: 0.9243, prec@top5: 0.4669, loss: 0.0464, grad_norm: 0.1759 2021-04-11 00:22:14,012 - mmaction - INFO - Epoch [5][740/3842] lr: 4.691e-02, eta: 7:44:04, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0461, recall@thr=0.5: 0.7126, prec@thr=0.5: 0.7801, recall@top3: 0.8032, prec@top3: 0.6736, recall@top5: 0.9292, prec@top5: 0.4793, loss: 0.0461, grad_norm: 0.1795 2021-04-11 00:22:38,103 - mmaction - INFO - Epoch [5][760/3842] lr: 4.685e-02, eta: 7:43:38, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0489, recall@thr=0.5: 0.6972, prec@thr=0.5: 0.7867, recall@top3: 0.8008, prec@top3: 0.6792, recall@top5: 0.9223, prec@top5: 0.4823, loss: 0.0489, grad_norm: 0.1777 2021-04-11 00:23:02,147 - mmaction - INFO - Epoch [5][780/3842] lr: 4.679e-02, eta: 7:43:12, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0468, recall@thr=0.5: 0.7007, prec@thr=0.5: 0.7737, recall@top3: 0.8004, prec@top3: 0.6687, recall@top5: 0.9148, prec@top5: 0.4695, loss: 0.0468, grad_norm: 0.1885 2021-04-11 00:23:26,094 - mmaction - INFO - Epoch [5][800/3842] lr: 4.673e-02, eta: 7:42:46, time: 1.198, data_time: 0.002, memory: 10740, loss_action_cls: 0.0472, recall@thr=0.5: 0.7081, prec@thr=0.5: 0.7959, recall@top3: 0.8120, prec@top3: 0.6659, recall@top5: 0.9273, prec@top5: 0.4678, loss: 0.0472, grad_norm: 0.1666 2021-04-11 00:23:50,242 - mmaction - INFO - Epoch [5][820/3842] lr: 4.668e-02, eta: 7:42:19, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0487, recall@thr=0.5: 0.6980, prec@thr=0.5: 0.7751, recall@top3: 0.7927, prec@top3: 0.6628, recall@top5: 0.9240, prec@top5: 0.4735, loss: 0.0487, grad_norm: 0.1716 2021-04-11 00:24:14,300 - mmaction - INFO - Epoch [5][840/3842] lr: 4.662e-02, eta: 7:41:53, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0485, recall@thr=0.5: 0.7002, prec@thr=0.5: 0.7797, recall@top3: 0.7900, prec@top3: 0.6670, recall@top5: 0.9262, prec@top5: 0.4807, loss: 0.0485, grad_norm: 0.1678 2021-04-11 00:24:38,362 - mmaction - INFO - Epoch [5][860/3842] lr: 4.656e-02, eta: 7:41:27, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0480, recall@thr=0.5: 0.6994, prec@thr=0.5: 0.7808, recall@top3: 0.7929, prec@top3: 0.6591, recall@top5: 0.9209, prec@top5: 0.4700, loss: 0.0480, grad_norm: 0.1750 2021-04-11 00:25:02,433 - mmaction - INFO - Epoch [5][880/3842] lr: 4.650e-02, eta: 7:41:01, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0468, recall@thr=0.5: 0.7140, prec@thr=0.5: 0.7893, recall@top3: 0.8027, prec@top3: 0.6756, recall@top5: 0.9316, prec@top5: 0.4838, loss: 0.0468, grad_norm: 0.1692 2021-04-11 00:25:26,537 - mmaction - INFO - Epoch [5][900/3842] lr: 4.644e-02, eta: 7:40:35, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0474, recall@thr=0.5: 0.7004, prec@thr=0.5: 0.7752, recall@top3: 0.7960, prec@top3: 0.6630, recall@top5: 0.9182, prec@top5: 0.4677, loss: 0.0474, grad_norm: 0.1605 2021-04-11 00:25:50,494 - mmaction - INFO - Epoch [5][920/3842] lr: 4.638e-02, eta: 7:40:09, time: 1.198, data_time: 0.001, memory: 10740, loss_action_cls: 0.0457, recall@thr=0.5: 0.7105, prec@thr=0.5: 0.7978, recall@top3: 0.8065, prec@top3: 0.6746, recall@top5: 0.9319, prec@top5: 0.4796, loss: 0.0457, grad_norm: 0.1579 2021-04-11 00:26:14,510 - mmaction - INFO - Epoch [5][940/3842] lr: 4.632e-02, eta: 7:39:42, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0484, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7865, recall@top3: 0.7977, prec@top3: 0.6825, recall@top5: 0.9262, prec@top5: 0.4870, loss: 0.0484, grad_norm: 0.1809 2021-04-11 00:26:38,562 - mmaction - INFO - Epoch [5][960/3842] lr: 4.626e-02, eta: 7:39:16, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0466, recall@thr=0.5: 0.7142, prec@thr=0.5: 0.7850, recall@top3: 0.8015, prec@top3: 0.6707, recall@top5: 0.9254, prec@top5: 0.4764, loss: 0.0466, grad_norm: 0.1778 2021-04-11 00:27:02,694 - mmaction - INFO - Epoch [5][980/3842] lr: 4.620e-02, eta: 7:38:50, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0445, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.7994, recall@top3: 0.8134, prec@top3: 0.6765, recall@top5: 0.9329, prec@top5: 0.4782, loss: 0.0445, grad_norm: 0.1640 2021-04-11 00:27:26,842 - mmaction - INFO - Epoch [5][1000/3842] lr: 4.614e-02, eta: 7:38:24, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0489, recall@thr=0.5: 0.7071, prec@thr=0.5: 0.7837, recall@top3: 0.8030, prec@top3: 0.6602, recall@top5: 0.9187, prec@top5: 0.4644, loss: 0.0489, grad_norm: 0.1688 2021-04-11 00:27:50,992 - mmaction - INFO - Epoch [5][1020/3842] lr: 4.608e-02, eta: 7:37:58, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0478, recall@thr=0.5: 0.6964, prec@thr=0.5: 0.7708, recall@top3: 0.7954, prec@top3: 0.6577, recall@top5: 0.9256, prec@top5: 0.4720, loss: 0.0478, grad_norm: 0.1744 2021-04-11 00:28:15,048 - mmaction - INFO - Epoch [5][1040/3842] lr: 4.602e-02, eta: 7:37:32, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0463, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.7862, recall@top3: 0.8042, prec@top3: 0.6811, recall@top5: 0.9284, prec@top5: 0.4820, loss: 0.0463, grad_norm: 0.1702 2021-04-11 00:28:39,208 - mmaction - INFO - Epoch [5][1060/3842] lr: 4.596e-02, eta: 7:37:06, time: 1.208, data_time: 0.005, memory: 10740, loss_action_cls: 0.0474, recall@thr=0.5: 0.6903, prec@thr=0.5: 0.7766, recall@top3: 0.7906, prec@top3: 0.6587, recall@top5: 0.9237, prec@top5: 0.4732, loss: 0.0474, grad_norm: 0.1837 2021-04-11 00:29:03,549 - mmaction - INFO - Epoch [5][1080/3842] lr: 4.590e-02, eta: 7:36:40, time: 1.215, data_time: 0.001, memory: 10740, loss_action_cls: 0.0473, recall@thr=0.5: 0.7024, prec@thr=0.5: 0.7735, recall@top3: 0.8029, prec@top3: 0.6640, recall@top5: 0.9257, prec@top5: 0.4724, loss: 0.0473, grad_norm: 0.1740 2021-04-11 00:29:27,536 - mmaction - INFO - Epoch [5][1100/3842] lr: 4.584e-02, eta: 7:36:14, time: 1.201, data_time: 0.003, memory: 10740, loss_action_cls: 0.0474, recall@thr=0.5: 0.7005, prec@thr=0.5: 0.7879, recall@top3: 0.7951, prec@top3: 0.6740, recall@top5: 0.9201, prec@top5: 0.4806, loss: 0.0474, grad_norm: 0.1695 2021-04-11 00:29:51,618 - mmaction - INFO - Epoch [5][1120/3842] lr: 4.578e-02, eta: 7:35:48, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0459, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7896, recall@top3: 0.8038, prec@top3: 0.6716, recall@top5: 0.9311, prec@top5: 0.4791, loss: 0.0459, grad_norm: 0.1783 2021-04-11 00:30:15,735 - mmaction - INFO - Epoch [5][1140/3842] lr: 4.572e-02, eta: 7:35:22, time: 1.207, data_time: 0.003, memory: 10740, loss_action_cls: 0.0480, recall@thr=0.5: 0.6999, prec@thr=0.5: 0.7781, recall@top3: 0.7986, prec@top3: 0.6729, recall@top5: 0.9258, prec@top5: 0.4795, loss: 0.0480, grad_norm: 0.1725 2021-04-11 00:30:39,904 - mmaction - INFO - Epoch [5][1160/3842] lr: 4.566e-02, eta: 7:34:56, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0474, recall@thr=0.5: 0.7032, prec@thr=0.5: 0.7772, recall@top3: 0.7993, prec@top3: 0.6762, recall@top5: 0.9238, prec@top5: 0.4803, loss: 0.0474, grad_norm: 0.1724 2021-04-11 00:31:03,931 - mmaction - INFO - Epoch [5][1180/3842] lr: 4.560e-02, eta: 7:34:30, time: 1.202, data_time: 0.002, memory: 10740, loss_action_cls: 0.0495, recall@thr=0.5: 0.7025, prec@thr=0.5: 0.7719, recall@top3: 0.7940, prec@top3: 0.6752, recall@top5: 0.9214, prec@top5: 0.4818, loss: 0.0495, grad_norm: 0.1786 2021-04-11 00:31:28,071 - mmaction - INFO - Epoch [5][1200/3842] lr: 4.554e-02, eta: 7:34:04, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0462, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7852, recall@top3: 0.8055, prec@top3: 0.6610, recall@top5: 0.9303, prec@top5: 0.4706, loss: 0.0462, grad_norm: 0.1659 2021-04-11 00:31:52,318 - mmaction - INFO - Epoch [5][1220/3842] lr: 4.548e-02, eta: 7:33:38, time: 1.215, data_time: 0.003, memory: 10740, loss_action_cls: 0.0462, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.7756, recall@top3: 0.8058, prec@top3: 0.6794, recall@top5: 0.9320, prec@top5: 0.4837, loss: 0.0462, grad_norm: 0.1698 2021-04-11 00:32:16,427 - mmaction - INFO - Epoch [5][1240/3842] lr: 4.542e-02, eta: 7:33:12, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0488, recall@thr=0.5: 0.6951, prec@thr=0.5: 0.7768, recall@top3: 0.7982, prec@top3: 0.6765, recall@top5: 0.9239, prec@top5: 0.4799, loss: 0.0488, grad_norm: 0.1705 2021-04-11 00:32:40,606 - mmaction - INFO - Epoch [5][1260/3842] lr: 4.536e-02, eta: 7:32:46, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0444, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7844, recall@top3: 0.8050, prec@top3: 0.6748, recall@top5: 0.9330, prec@top5: 0.4809, loss: 0.0444, grad_norm: 0.1653 2021-04-11 00:33:04,922 - mmaction - INFO - Epoch [5][1280/3842] lr: 4.530e-02, eta: 7:32:20, time: 1.216, data_time: 0.002, memory: 10740, loss_action_cls: 0.0461, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7921, recall@top3: 0.8103, prec@top3: 0.6654, recall@top5: 0.9302, prec@top5: 0.4721, loss: 0.0461, grad_norm: 0.1813 2021-04-11 00:33:29,056 - mmaction - INFO - Epoch [5][1300/3842] lr: 4.524e-02, eta: 7:31:54, time: 1.207, data_time: 0.009, memory: 10740, loss_action_cls: 0.0474, recall@thr=0.5: 0.7038, prec@thr=0.5: 0.7747, recall@top3: 0.8072, prec@top3: 0.6639, recall@top5: 0.9296, prec@top5: 0.4714, loss: 0.0474, grad_norm: 0.1766 2021-04-11 00:33:53,096 - mmaction - INFO - Epoch [5][1320/3842] lr: 4.518e-02, eta: 7:31:28, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0471, recall@thr=0.5: 0.7117, prec@thr=0.5: 0.7845, recall@top3: 0.8018, prec@top3: 0.6773, recall@top5: 0.9275, prec@top5: 0.4800, loss: 0.0471, grad_norm: 0.1681 2021-04-11 00:34:17,191 - mmaction - INFO - Epoch [5][1340/3842] lr: 4.512e-02, eta: 7:31:02, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0468, recall@thr=0.5: 0.7009, prec@thr=0.5: 0.7836, recall@top3: 0.7995, prec@top3: 0.6738, recall@top5: 0.9298, prec@top5: 0.4799, loss: 0.0468, grad_norm: 0.1860 2021-04-11 00:34:41,372 - mmaction - INFO - Epoch [5][1360/3842] lr: 4.506e-02, eta: 7:30:36, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0482, recall@thr=0.5: 0.6999, prec@thr=0.5: 0.7708, recall@top3: 0.7877, prec@top3: 0.6641, recall@top5: 0.9187, prec@top5: 0.4765, loss: 0.0482, grad_norm: 0.1821 2021-04-11 00:35:05,368 - mmaction - INFO - Epoch [5][1380/3842] lr: 4.500e-02, eta: 7:30:10, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0456, recall@thr=0.5: 0.7042, prec@thr=0.5: 0.7764, recall@top3: 0.8063, prec@top3: 0.6635, recall@top5: 0.9320, prec@top5: 0.4712, loss: 0.0456, grad_norm: 0.1777 2021-04-11 00:35:29,487 - mmaction - INFO - Epoch [5][1400/3842] lr: 4.494e-02, eta: 7:29:44, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0466, recall@thr=0.5: 0.7084, prec@thr=0.5: 0.8014, recall@top3: 0.8173, prec@top3: 0.6698, recall@top5: 0.9337, prec@top5: 0.4714, loss: 0.0466, grad_norm: 0.1689 2021-04-11 00:35:53,438 - mmaction - INFO - Epoch [5][1420/3842] lr: 4.488e-02, eta: 7:29:18, time: 1.198, data_time: 0.001, memory: 10740, loss_action_cls: 0.0461, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.7867, recall@top3: 0.8080, prec@top3: 0.6633, recall@top5: 0.9268, prec@top5: 0.4687, loss: 0.0461, grad_norm: 0.1723 2021-04-11 00:36:17,554 - mmaction - INFO - Epoch [5][1440/3842] lr: 4.482e-02, eta: 7:28:52, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0448, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.7824, recall@top3: 0.8124, prec@top3: 0.6753, recall@top5: 0.9274, prec@top5: 0.4741, loss: 0.0448, grad_norm: 0.1717 2021-04-11 00:36:41,610 - mmaction - INFO - Epoch [5][1460/3842] lr: 4.476e-02, eta: 7:28:26, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0467, recall@thr=0.5: 0.7107, prec@thr=0.5: 0.7875, recall@top3: 0.8097, prec@top3: 0.6675, recall@top5: 0.9261, prec@top5: 0.4719, loss: 0.0467, grad_norm: 0.1819 2021-04-11 00:37:05,639 - mmaction - INFO - Epoch [5][1480/3842] lr: 4.470e-02, eta: 7:28:00, time: 1.200, data_time: 0.002, memory: 10740, loss_action_cls: 0.0456, recall@thr=0.5: 0.6973, prec@thr=0.5: 0.7758, recall@top3: 0.8034, prec@top3: 0.6574, recall@top5: 0.9307, prec@top5: 0.4701, loss: 0.0456, grad_norm: 0.1778 2021-04-11 00:37:29,774 - mmaction - INFO - Epoch [5][1500/3842] lr: 4.464e-02, eta: 7:27:34, time: 1.206, data_time: 0.003, memory: 10740, loss_action_cls: 0.0483, recall@thr=0.5: 0.7023, prec@thr=0.5: 0.7820, recall@top3: 0.8056, prec@top3: 0.6662, recall@top5: 0.9248, prec@top5: 0.4712, loss: 0.0483, grad_norm: 0.1754 2021-04-11 00:37:53,670 - mmaction - INFO - Epoch [5][1520/3842] lr: 4.458e-02, eta: 7:27:08, time: 1.197, data_time: 0.003, memory: 10740, loss_action_cls: 0.0452, recall@thr=0.5: 0.7117, prec@thr=0.5: 0.7887, recall@top3: 0.8101, prec@top3: 0.6780, recall@top5: 0.9283, prec@top5: 0.4785, loss: 0.0452, grad_norm: 0.1720 2021-04-11 00:38:17,819 - mmaction - INFO - Epoch [5][1540/3842] lr: 4.452e-02, eta: 7:26:42, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0475, recall@thr=0.5: 0.6993, prec@thr=0.5: 0.7778, recall@top3: 0.7932, prec@top3: 0.6563, recall@top5: 0.9227, prec@top5: 0.4696, loss: 0.0475, grad_norm: 0.1750 2021-04-11 00:38:41,828 - mmaction - INFO - Epoch [5][1560/3842] lr: 4.446e-02, eta: 7:26:16, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0467, recall@thr=0.5: 0.7018, prec@thr=0.5: 0.7812, recall@top3: 0.8039, prec@top3: 0.6629, recall@top5: 0.9326, prec@top5: 0.4720, loss: 0.0467, grad_norm: 0.1663 2021-04-11 00:39:06,016 - mmaction - INFO - Epoch [5][1580/3842] lr: 4.440e-02, eta: 7:25:50, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0458, recall@thr=0.5: 0.6884, prec@thr=0.5: 0.7755, recall@top3: 0.7879, prec@top3: 0.6615, recall@top5: 0.9232, prec@top5: 0.4772, loss: 0.0458, grad_norm: 0.1758 2021-04-11 00:39:29,965 - mmaction - INFO - Epoch [5][1600/3842] lr: 4.434e-02, eta: 7:25:24, time: 1.197, data_time: 0.001, memory: 10740, loss_action_cls: 0.0462, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.7866, recall@top3: 0.8054, prec@top3: 0.6802, recall@top5: 0.9201, prec@top5: 0.4791, loss: 0.0462, grad_norm: 0.1716 2021-04-11 00:39:54,158 - mmaction - INFO - Epoch [5][1620/3842] lr: 4.428e-02, eta: 7:24:58, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0466, recall@thr=0.5: 0.7050, prec@thr=0.5: 0.7854, recall@top3: 0.7980, prec@top3: 0.6629, recall@top5: 0.9225, prec@top5: 0.4724, loss: 0.0466, grad_norm: 0.1710 2021-04-11 00:40:18,383 - mmaction - INFO - Epoch [5][1640/3842] lr: 4.422e-02, eta: 7:24:32, time: 1.212, data_time: 0.002, memory: 10740, loss_action_cls: 0.0475, recall@thr=0.5: 0.6805, prec@thr=0.5: 0.7637, recall@top3: 0.7971, prec@top3: 0.6551, recall@top5: 0.9195, prec@top5: 0.4636, loss: 0.0475, grad_norm: 0.1767 2021-04-11 00:40:42,404 - mmaction - INFO - Epoch [5][1660/3842] lr: 4.416e-02, eta: 7:24:06, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0475, recall@thr=0.5: 0.6987, prec@thr=0.5: 0.7853, recall@top3: 0.7941, prec@top3: 0.6712, recall@top5: 0.9230, prec@top5: 0.4789, loss: 0.0475, grad_norm: 0.1671 2021-04-11 00:41:06,489 - mmaction - INFO - Epoch [5][1680/3842] lr: 4.410e-02, eta: 7:23:40, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0493, recall@thr=0.5: 0.6872, prec@thr=0.5: 0.7789, recall@top3: 0.7917, prec@top3: 0.6636, recall@top5: 0.9235, prec@top5: 0.4746, loss: 0.0493, grad_norm: 0.1701 2021-04-11 00:41:30,537 - mmaction - INFO - Epoch [5][1700/3842] lr: 4.404e-02, eta: 7:23:14, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0455, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.7775, recall@top3: 0.8106, prec@top3: 0.6593, recall@top5: 0.9259, prec@top5: 0.4643, loss: 0.0455, grad_norm: 0.1766 2021-04-11 00:41:54,574 - mmaction - INFO - Epoch [5][1720/3842] lr: 4.398e-02, eta: 7:22:48, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0479, recall@thr=0.5: 0.6953, prec@thr=0.5: 0.7733, recall@top3: 0.7971, prec@top3: 0.6695, recall@top5: 0.9250, prec@top5: 0.4779, loss: 0.0479, grad_norm: 0.1808 2021-04-11 00:42:18,684 - mmaction - INFO - Epoch [5][1740/3842] lr: 4.392e-02, eta: 7:22:22, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0495, recall@thr=0.5: 0.7061, prec@thr=0.5: 0.7879, recall@top3: 0.7999, prec@top3: 0.6867, recall@top5: 0.9207, prec@top5: 0.4840, loss: 0.0495, grad_norm: 0.1641 2021-04-11 00:42:42,731 - mmaction - INFO - Epoch [5][1760/3842] lr: 4.386e-02, eta: 7:21:56, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0494, recall@thr=0.5: 0.6954, prec@thr=0.5: 0.7708, recall@top3: 0.7851, prec@top3: 0.6686, recall@top5: 0.9191, prec@top5: 0.4810, loss: 0.0494, grad_norm: 0.1842 2021-04-11 00:43:06,959 - mmaction - INFO - Epoch [5][1780/3842] lr: 4.380e-02, eta: 7:21:31, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0471, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7813, recall@top3: 0.8034, prec@top3: 0.6658, recall@top5: 0.9252, prec@top5: 0.4719, loss: 0.0471, grad_norm: 0.1690 2021-04-11 00:43:31,009 - mmaction - INFO - Epoch [5][1800/3842] lr: 4.374e-02, eta: 7:21:05, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0457, recall@thr=0.5: 0.7065, prec@thr=0.5: 0.7785, recall@top3: 0.8014, prec@top3: 0.6634, recall@top5: 0.9251, prec@top5: 0.4708, loss: 0.0457, grad_norm: 0.1799 2021-04-11 00:43:55,023 - mmaction - INFO - Epoch [5][1820/3842] lr: 4.368e-02, eta: 7:20:39, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0449, recall@thr=0.5: 0.7147, prec@thr=0.5: 0.7877, recall@top3: 0.8075, prec@top3: 0.6841, recall@top5: 0.9330, prec@top5: 0.4862, loss: 0.0449, grad_norm: 0.1669 2021-04-11 00:44:19,174 - mmaction - INFO - Epoch [5][1840/3842] lr: 4.361e-02, eta: 7:20:13, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0487, recall@thr=0.5: 0.7080, prec@thr=0.5: 0.7911, recall@top3: 0.7997, prec@top3: 0.6767, recall@top5: 0.9229, prec@top5: 0.4802, loss: 0.0487, grad_norm: 0.1742 2021-04-11 00:44:43,323 - mmaction - INFO - Epoch [5][1860/3842] lr: 4.355e-02, eta: 7:19:47, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0475, recall@thr=0.5: 0.6943, prec@thr=0.5: 0.7823, recall@top3: 0.7943, prec@top3: 0.6682, recall@top5: 0.9246, prec@top5: 0.4774, loss: 0.0475, grad_norm: 0.1791 2021-04-11 00:45:07,482 - mmaction - INFO - Epoch [5][1880/3842] lr: 4.349e-02, eta: 7:19:21, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0456, recall@thr=0.5: 0.7143, prec@thr=0.5: 0.7869, recall@top3: 0.8024, prec@top3: 0.6759, recall@top5: 0.9255, prec@top5: 0.4793, loss: 0.0456, grad_norm: 0.1687 2021-04-11 00:45:31,583 - mmaction - INFO - Epoch [5][1900/3842] lr: 4.343e-02, eta: 7:18:55, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0468, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7814, recall@top3: 0.7991, prec@top3: 0.6806, recall@top5: 0.9252, prec@top5: 0.4839, loss: 0.0468, grad_norm: 0.1750 2021-04-11 00:45:55,724 - mmaction - INFO - Epoch [5][1920/3842] lr: 4.337e-02, eta: 7:18:29, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0464, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7866, recall@top3: 0.8032, prec@top3: 0.6737, recall@top5: 0.9293, prec@top5: 0.4802, loss: 0.0464, grad_norm: 0.1732 2021-04-11 00:46:19,845 - mmaction - INFO - Epoch [5][1940/3842] lr: 4.331e-02, eta: 7:18:04, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0455, recall@thr=0.5: 0.7115, prec@thr=0.5: 0.7986, recall@top3: 0.8080, prec@top3: 0.6697, recall@top5: 0.9239, prec@top5: 0.4700, loss: 0.0455, grad_norm: 0.1650 2021-04-11 00:46:43,984 - mmaction - INFO - Epoch [5][1960/3842] lr: 4.325e-02, eta: 7:17:38, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0468, recall@thr=0.5: 0.7007, prec@thr=0.5: 0.7906, recall@top3: 0.7897, prec@top3: 0.6686, recall@top5: 0.9222, prec@top5: 0.4811, loss: 0.0468, grad_norm: 0.1804 2021-04-11 00:47:08,029 - mmaction - INFO - Epoch [5][1980/3842] lr: 4.319e-02, eta: 7:17:12, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0461, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.7870, recall@top3: 0.8043, prec@top3: 0.6804, recall@top5: 0.9319, prec@top5: 0.4855, loss: 0.0461, grad_norm: 0.1793 2021-04-11 00:47:32,078 - mmaction - INFO - Epoch [5][2000/3842] lr: 4.313e-02, eta: 7:16:46, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0471, recall@thr=0.5: 0.7007, prec@thr=0.5: 0.7822, recall@top3: 0.7909, prec@top3: 0.6589, recall@top5: 0.9267, prec@top5: 0.4746, loss: 0.0471, grad_norm: 0.1661 2021-04-11 00:47:56,329 - mmaction - INFO - Epoch [5][2020/3842] lr: 4.307e-02, eta: 7:16:20, time: 1.213, data_time: 0.001, memory: 10740, loss_action_cls: 0.0472, recall@thr=0.5: 0.7039, prec@thr=0.5: 0.7827, recall@top3: 0.8051, prec@top3: 0.6649, recall@top5: 0.9261, prec@top5: 0.4689, loss: 0.0472, grad_norm: 0.1738 2021-04-11 00:48:20,441 - mmaction - INFO - Epoch [5][2040/3842] lr: 4.301e-02, eta: 7:15:54, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0453, recall@thr=0.5: 0.7006, prec@thr=0.5: 0.7851, recall@top3: 0.7991, prec@top3: 0.6707, recall@top5: 0.9328, prec@top5: 0.4796, loss: 0.0453, grad_norm: 0.1777 2021-04-11 00:48:44,531 - mmaction - INFO - Epoch [5][2060/3842] lr: 4.295e-02, eta: 7:15:28, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0480, recall@thr=0.5: 0.6956, prec@thr=0.5: 0.7803, recall@top3: 0.7957, prec@top3: 0.6544, recall@top5: 0.9295, prec@top5: 0.4702, loss: 0.0480, grad_norm: 0.1769 2021-04-11 00:49:08,754 - mmaction - INFO - Epoch [5][2080/3842] lr: 4.289e-02, eta: 7:15:03, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0449, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7913, recall@top3: 0.7999, prec@top3: 0.6852, recall@top5: 0.9320, prec@top5: 0.4920, loss: 0.0449, grad_norm: 0.1806 2021-04-11 00:49:32,874 - mmaction - INFO - Epoch [5][2100/3842] lr: 4.283e-02, eta: 7:14:37, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0474, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7946, recall@top3: 0.8025, prec@top3: 0.6774, recall@top5: 0.9275, prec@top5: 0.4827, loss: 0.0474, grad_norm: 0.1688 2021-04-11 00:49:57,115 - mmaction - INFO - Epoch [5][2120/3842] lr: 4.277e-02, eta: 7:14:11, time: 1.213, data_time: 0.011, memory: 10740, loss_action_cls: 0.0461, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7957, recall@top3: 0.8091, prec@top3: 0.6913, recall@top5: 0.9309, prec@top5: 0.4880, loss: 0.0461, grad_norm: 0.1649 2021-04-11 00:50:21,309 - mmaction - INFO - Epoch [5][2140/3842] lr: 4.271e-02, eta: 7:13:46, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0461, recall@thr=0.5: 0.7291, prec@thr=0.5: 0.7925, recall@top3: 0.8091, prec@top3: 0.6896, recall@top5: 0.9300, prec@top5: 0.4879, loss: 0.0461, grad_norm: 0.1635 2021-04-11 00:50:45,398 - mmaction - INFO - Epoch [5][2160/3842] lr: 4.264e-02, eta: 7:13:20, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0473, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7927, recall@top3: 0.8031, prec@top3: 0.6780, recall@top5: 0.9277, prec@top5: 0.4837, loss: 0.0473, grad_norm: 0.1627 2021-04-11 00:51:09,552 - mmaction - INFO - Epoch [5][2180/3842] lr: 4.258e-02, eta: 7:12:54, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0473, recall@thr=0.5: 0.7049, prec@thr=0.5: 0.7776, recall@top3: 0.7941, prec@top3: 0.6843, recall@top5: 0.9251, prec@top5: 0.4904, loss: 0.0473, grad_norm: 0.1727 2021-04-11 00:51:33,689 - mmaction - INFO - Epoch [5][2200/3842] lr: 4.252e-02, eta: 7:12:28, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0461, recall@thr=0.5: 0.6989, prec@thr=0.5: 0.7817, recall@top3: 0.8011, prec@top3: 0.6706, recall@top5: 0.9299, prec@top5: 0.4780, loss: 0.0461, grad_norm: 0.1804 2021-04-11 00:51:57,758 - mmaction - INFO - Epoch [5][2220/3842] lr: 4.246e-02, eta: 7:12:02, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0468, recall@thr=0.5: 0.6895, prec@thr=0.5: 0.7703, recall@top3: 0.7872, prec@top3: 0.6635, recall@top5: 0.9169, prec@top5: 0.4740, loss: 0.0468, grad_norm: 0.1687 2021-04-11 00:52:21,740 - mmaction - INFO - Epoch [5][2240/3842] lr: 4.240e-02, eta: 7:11:36, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0469, recall@thr=0.5: 0.7021, prec@thr=0.5: 0.7775, recall@top3: 0.7905, prec@top3: 0.6674, recall@top5: 0.9203, prec@top5: 0.4767, loss: 0.0469, grad_norm: 0.1704 2021-04-11 00:52:45,814 - mmaction - INFO - Epoch [5][2260/3842] lr: 4.234e-02, eta: 7:11:11, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0469, recall@thr=0.5: 0.7039, prec@thr=0.5: 0.7850, recall@top3: 0.8046, prec@top3: 0.6688, recall@top5: 0.9248, prec@top5: 0.4733, loss: 0.0469, grad_norm: 0.1639 2021-04-11 00:53:09,973 - mmaction - INFO - Epoch [5][2280/3842] lr: 4.228e-02, eta: 7:10:45, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0456, recall@thr=0.5: 0.6968, prec@thr=0.5: 0.7877, recall@top3: 0.8019, prec@top3: 0.6606, recall@top5: 0.9334, prec@top5: 0.4728, loss: 0.0456, grad_norm: 0.1844 2021-04-11 00:53:34,168 - mmaction - INFO - Epoch [5][2300/3842] lr: 4.222e-02, eta: 7:10:19, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0468, recall@thr=0.5: 0.7016, prec@thr=0.5: 0.7735, recall@top3: 0.7903, prec@top3: 0.6630, recall@top5: 0.9224, prec@top5: 0.4760, loss: 0.0468, grad_norm: 0.1891 2021-04-11 00:53:58,335 - mmaction - INFO - Epoch [5][2320/3842] lr: 4.216e-02, eta: 7:09:53, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0465, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7943, recall@top3: 0.8114, prec@top3: 0.6764, recall@top5: 0.9309, prec@top5: 0.4792, loss: 0.0465, grad_norm: 0.1704 2021-04-11 00:54:22,543 - mmaction - INFO - Epoch [5][2340/3842] lr: 4.210e-02, eta: 7:09:28, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0467, recall@thr=0.5: 0.7085, prec@thr=0.5: 0.7864, recall@top3: 0.7907, prec@top3: 0.6723, recall@top5: 0.9261, prec@top5: 0.4844, loss: 0.0467, grad_norm: 0.1729 2021-04-11 00:54:46,895 - mmaction - INFO - Epoch [5][2360/3842] lr: 4.204e-02, eta: 7:09:02, time: 1.215, data_time: 0.009, memory: 10740, loss_action_cls: 0.0467, recall@thr=0.5: 0.6970, prec@thr=0.5: 0.7720, recall@top3: 0.7948, prec@top3: 0.6663, recall@top5: 0.9251, prec@top5: 0.4760, loss: 0.0467, grad_norm: 0.1753 2021-04-11 00:55:11,060 - mmaction - INFO - Epoch [5][2380/3842] lr: 4.198e-02, eta: 7:08:36, time: 1.211, data_time: 0.004, memory: 10740, loss_action_cls: 0.0435, recall@thr=0.5: 0.7171, prec@thr=0.5: 0.7954, recall@top3: 0.8091, prec@top3: 0.6830, recall@top5: 0.9394, prec@top5: 0.4867, loss: 0.0435, grad_norm: 0.1710 2021-04-11 00:55:35,088 - mmaction - INFO - Epoch [5][2400/3842] lr: 4.191e-02, eta: 7:08:11, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0470, recall@thr=0.5: 0.7065, prec@thr=0.5: 0.7873, recall@top3: 0.7983, prec@top3: 0.6698, recall@top5: 0.9238, prec@top5: 0.4767, loss: 0.0470, grad_norm: 0.1815 2021-04-11 00:55:59,258 - mmaction - INFO - Epoch [5][2420/3842] lr: 4.185e-02, eta: 7:07:45, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0440, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7848, recall@top3: 0.8021, prec@top3: 0.6663, recall@top5: 0.9255, prec@top5: 0.4733, loss: 0.0440, grad_norm: 0.1709 2021-04-11 00:56:23,461 - mmaction - INFO - Epoch [5][2440/3842] lr: 4.179e-02, eta: 7:07:19, time: 1.211, data_time: 0.006, memory: 10740, loss_action_cls: 0.0456, recall@thr=0.5: 0.6970, prec@thr=0.5: 0.7928, recall@top3: 0.8041, prec@top3: 0.6744, recall@top5: 0.9254, prec@top5: 0.4760, loss: 0.0456, grad_norm: 0.1695 2021-04-11 00:56:47,599 - mmaction - INFO - Epoch [5][2460/3842] lr: 4.173e-02, eta: 7:06:53, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0469, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7874, recall@top3: 0.8047, prec@top3: 0.6667, recall@top5: 0.9258, prec@top5: 0.4730, loss: 0.0469, grad_norm: 0.1699 2021-04-11 00:57:11,771 - mmaction - INFO - Epoch [5][2480/3842] lr: 4.167e-02, eta: 7:06:28, time: 1.210, data_time: 0.003, memory: 10740, loss_action_cls: 0.0459, recall@thr=0.5: 0.7059, prec@thr=0.5: 0.7874, recall@top3: 0.8029, prec@top3: 0.6634, recall@top5: 0.9276, prec@top5: 0.4732, loss: 0.0459, grad_norm: 0.1839 2021-04-11 00:57:36,006 - mmaction - INFO - Epoch [5][2500/3842] lr: 4.161e-02, eta: 7:06:02, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0457, recall@thr=0.5: 0.7054, prec@thr=0.5: 0.7886, recall@top3: 0.8070, prec@top3: 0.6677, recall@top5: 0.9274, prec@top5: 0.4705, loss: 0.0457, grad_norm: 0.1821 2021-04-11 00:58:00,050 - mmaction - INFO - Epoch [5][2520/3842] lr: 4.155e-02, eta: 7:05:36, time: 1.201, data_time: 0.002, memory: 10740, loss_action_cls: 0.0473, recall@thr=0.5: 0.7055, prec@thr=0.5: 0.7865, recall@top3: 0.8027, prec@top3: 0.6681, recall@top5: 0.9247, prec@top5: 0.4731, loss: 0.0473, grad_norm: 0.1730 2021-04-11 00:58:24,216 - mmaction - INFO - Epoch [5][2540/3842] lr: 4.149e-02, eta: 7:05:11, time: 1.211, data_time: 0.003, memory: 10740, loss_action_cls: 0.0467, recall@thr=0.5: 0.7062, prec@thr=0.5: 0.7784, recall@top3: 0.8030, prec@top3: 0.6609, recall@top5: 0.9235, prec@top5: 0.4665, loss: 0.0467, grad_norm: 0.1768 2021-04-11 00:58:48,296 - mmaction - INFO - Epoch [5][2560/3842] lr: 4.143e-02, eta: 7:04:45, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0455, recall@thr=0.5: 0.6984, prec@thr=0.5: 0.7893, recall@top3: 0.8075, prec@top3: 0.6668, recall@top5: 0.9271, prec@top5: 0.4701, loss: 0.0455, grad_norm: 0.1778 2021-04-11 00:59:12,389 - mmaction - INFO - Epoch [5][2580/3842] lr: 4.137e-02, eta: 7:04:19, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0456, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.7868, recall@top3: 0.8050, prec@top3: 0.6779, recall@top5: 0.9292, prec@top5: 0.4809, loss: 0.0456, grad_norm: 0.1729 2021-04-11 00:59:36,645 - mmaction - INFO - Epoch [5][2600/3842] lr: 4.130e-02, eta: 7:03:54, time: 1.213, data_time: 0.001, memory: 10740, loss_action_cls: 0.0477, recall@thr=0.5: 0.6942, prec@thr=0.5: 0.7774, recall@top3: 0.7896, prec@top3: 0.6499, recall@top5: 0.9196, prec@top5: 0.4649, loss: 0.0477, grad_norm: 0.1786 2021-04-11 01:00:00,756 - mmaction - INFO - Epoch [5][2620/3842] lr: 4.124e-02, eta: 7:03:28, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0444, recall@thr=0.5: 0.7252, prec@thr=0.5: 0.7984, recall@top3: 0.8100, prec@top3: 0.6830, recall@top5: 0.9341, prec@top5: 0.4840, loss: 0.0444, grad_norm: 0.1782 2021-04-11 01:00:24,885 - mmaction - INFO - Epoch [5][2640/3842] lr: 4.118e-02, eta: 7:03:02, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0437, recall@thr=0.5: 0.7224, prec@thr=0.5: 0.8011, recall@top3: 0.8098, prec@top3: 0.6842, recall@top5: 0.9381, prec@top5: 0.4872, loss: 0.0437, grad_norm: 0.1676 2021-04-11 01:00:49,280 - mmaction - INFO - Epoch [5][2660/3842] lr: 4.112e-02, eta: 7:02:37, time: 1.220, data_time: 0.020, memory: 10740, loss_action_cls: 0.0456, recall@thr=0.5: 0.7208, prec@thr=0.5: 0.7932, recall@top3: 0.7989, prec@top3: 0.6790, recall@top5: 0.9218, prec@top5: 0.4821, loss: 0.0456, grad_norm: 0.1792 2021-04-11 01:01:13,442 - mmaction - INFO - Epoch [5][2680/3842] lr: 4.106e-02, eta: 7:02:11, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0484, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7804, recall@top3: 0.7983, prec@top3: 0.6776, recall@top5: 0.9247, prec@top5: 0.4836, loss: 0.0484, grad_norm: 0.1815 2021-04-11 01:01:37,682 - mmaction - INFO - Epoch [5][2700/3842] lr: 4.100e-02, eta: 7:01:45, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0446, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.8002, recall@top3: 0.8131, prec@top3: 0.6777, recall@top5: 0.9360, prec@top5: 0.4788, loss: 0.0446, grad_norm: 0.1737 2021-04-11 01:02:01,870 - mmaction - INFO - Epoch [5][2720/3842] lr: 4.094e-02, eta: 7:01:20, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0473, recall@thr=0.5: 0.7031, prec@thr=0.5: 0.7885, recall@top3: 0.8006, prec@top3: 0.6830, recall@top5: 0.9252, prec@top5: 0.4831, loss: 0.0473, grad_norm: 0.1760 2021-04-11 01:02:25,789 - mmaction - INFO - Epoch [5][2740/3842] lr: 4.088e-02, eta: 7:00:54, time: 1.196, data_time: 0.001, memory: 10740, loss_action_cls: 0.0458, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.8000, recall@top3: 0.8065, prec@top3: 0.6777, recall@top5: 0.9298, prec@top5: 0.4813, loss: 0.0458, grad_norm: 0.1757 2021-04-11 01:02:49,847 - mmaction - INFO - Epoch [5][2760/3842] lr: 4.082e-02, eta: 7:00:28, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0463, recall@thr=0.5: 0.7172, prec@thr=0.5: 0.7746, recall@top3: 0.8021, prec@top3: 0.6625, recall@top5: 0.9171, prec@top5: 0.4664, loss: 0.0463, grad_norm: 0.1851 2021-04-11 01:03:14,020 - mmaction - INFO - Epoch [5][2780/3842] lr: 4.076e-02, eta: 7:00:02, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0438, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7952, recall@top3: 0.8099, prec@top3: 0.6736, recall@top5: 0.9264, prec@top5: 0.4756, loss: 0.0438, grad_norm: 0.1709 2021-04-11 01:03:38,111 - mmaction - INFO - Epoch [5][2800/3842] lr: 4.069e-02, eta: 6:59:37, time: 1.206, data_time: 0.003, memory: 10740, loss_action_cls: 0.0475, recall@thr=0.5: 0.7041, prec@thr=0.5: 0.7791, recall@top3: 0.7962, prec@top3: 0.6771, recall@top5: 0.9283, prec@top5: 0.4829, loss: 0.0475, grad_norm: 0.1680 2021-04-11 01:04:02,171 - mmaction - INFO - Epoch [5][2820/3842] lr: 4.063e-02, eta: 6:59:11, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0475, recall@thr=0.5: 0.7056, prec@thr=0.5: 0.7769, recall@top3: 0.8012, prec@top3: 0.6555, recall@top5: 0.9253, prec@top5: 0.4662, loss: 0.0475, grad_norm: 0.1719 2021-04-11 01:04:26,303 - mmaction - INFO - Epoch [5][2840/3842] lr: 4.057e-02, eta: 6:58:45, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0446, recall@thr=0.5: 0.6980, prec@thr=0.5: 0.7875, recall@top3: 0.8020, prec@top3: 0.6725, recall@top5: 0.9292, prec@top5: 0.4803, loss: 0.0446, grad_norm: 0.1707 2021-04-11 01:04:50,492 - mmaction - INFO - Epoch [5][2860/3842] lr: 4.051e-02, eta: 6:58:20, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0455, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.7796, recall@top3: 0.8049, prec@top3: 0.6699, recall@top5: 0.9290, prec@top5: 0.4768, loss: 0.0455, grad_norm: 0.1776 2021-04-11 01:05:14,663 - mmaction - INFO - Epoch [5][2880/3842] lr: 4.045e-02, eta: 6:57:54, time: 1.210, data_time: 0.003, memory: 10740, loss_action_cls: 0.0470, recall@thr=0.5: 0.7112, prec@thr=0.5: 0.7830, recall@top3: 0.8009, prec@top3: 0.6752, recall@top5: 0.9253, prec@top5: 0.4788, loss: 0.0470, grad_norm: 0.1811 2021-04-11 01:05:38,676 - mmaction - INFO - Epoch [5][2900/3842] lr: 4.039e-02, eta: 6:57:28, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0485, recall@thr=0.5: 0.6979, prec@thr=0.5: 0.7868, recall@top3: 0.7934, prec@top3: 0.6693, recall@top5: 0.9229, prec@top5: 0.4791, loss: 0.0485, grad_norm: 0.1710 2021-04-11 01:06:02,863 - mmaction - INFO - Epoch [5][2920/3842] lr: 4.033e-02, eta: 6:57:03, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0433, recall@thr=0.5: 0.7279, prec@thr=0.5: 0.7879, recall@top3: 0.8062, prec@top3: 0.6816, recall@top5: 0.9388, prec@top5: 0.4892, loss: 0.0433, grad_norm: 0.1698 2021-04-11 01:06:26,914 - mmaction - INFO - Epoch [5][2940/3842] lr: 4.027e-02, eta: 6:56:37, time: 1.202, data_time: 0.002, memory: 10740, loss_action_cls: 0.0460, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7873, recall@top3: 0.7989, prec@top3: 0.6799, recall@top5: 0.9243, prec@top5: 0.4838, loss: 0.0460, grad_norm: 0.1775 2021-04-11 01:06:50,976 - mmaction - INFO - Epoch [5][2960/3842] lr: 4.021e-02, eta: 6:56:11, time: 1.204, data_time: 0.003, memory: 10740, loss_action_cls: 0.0458, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7915, recall@top3: 0.8066, prec@top3: 0.6724, recall@top5: 0.9278, prec@top5: 0.4742, loss: 0.0458, grad_norm: 0.1815 2021-04-11 01:07:15,264 - mmaction - INFO - Epoch [5][2980/3842] lr: 4.014e-02, eta: 6:55:46, time: 1.215, data_time: 0.001, memory: 10740, loss_action_cls: 0.0464, recall@thr=0.5: 0.6989, prec@thr=0.5: 0.7698, recall@top3: 0.7882, prec@top3: 0.6675, recall@top5: 0.9166, prec@top5: 0.4784, loss: 0.0464, grad_norm: 0.1886 2021-04-11 01:07:39,447 - mmaction - INFO - Epoch [5][3000/3842] lr: 4.008e-02, eta: 6:55:20, time: 1.209, data_time: 0.009, memory: 10740, loss_action_cls: 0.0444, recall@thr=0.5: 0.7119, prec@thr=0.5: 0.7829, recall@top3: 0.8077, prec@top3: 0.6719, recall@top5: 0.9331, prec@top5: 0.4769, loss: 0.0444, grad_norm: 0.1687 2021-04-11 01:08:03,554 - mmaction - INFO - Epoch [5][3020/3842] lr: 4.002e-02, eta: 6:54:54, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0468, recall@thr=0.5: 0.7208, prec@thr=0.5: 0.7924, recall@top3: 0.8082, prec@top3: 0.6851, recall@top5: 0.9285, prec@top5: 0.4850, loss: 0.0468, grad_norm: 0.1741 2021-04-11 01:08:27,833 - mmaction - INFO - Epoch [5][3040/3842] lr: 3.996e-02, eta: 6:54:29, time: 1.215, data_time: 0.002, memory: 10740, loss_action_cls: 0.0446, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.7916, recall@top3: 0.8154, prec@top3: 0.6722, recall@top5: 0.9366, prec@top5: 0.4750, loss: 0.0446, grad_norm: 0.1733 2021-04-11 01:08:52,064 - mmaction - INFO - Epoch [5][3060/3842] lr: 3.990e-02, eta: 6:54:03, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0448, recall@thr=0.5: 0.7032, prec@thr=0.5: 0.7835, recall@top3: 0.8097, prec@top3: 0.6671, recall@top5: 0.9359, prec@top5: 0.4756, loss: 0.0448, grad_norm: 0.1791 2021-04-11 01:09:16,222 - mmaction - INFO - Epoch [5][3080/3842] lr: 3.984e-02, eta: 6:53:38, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0472, recall@thr=0.5: 0.7082, prec@thr=0.5: 0.7878, recall@top3: 0.7971, prec@top3: 0.6697, recall@top5: 0.9217, prec@top5: 0.4760, loss: 0.0472, grad_norm: 0.1710 2021-04-11 01:09:40,399 - mmaction - INFO - Epoch [5][3100/3842] lr: 3.978e-02, eta: 6:53:12, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0443, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7897, recall@top3: 0.8111, prec@top3: 0.6735, recall@top5: 0.9310, prec@top5: 0.4756, loss: 0.0443, grad_norm: 0.1674 2021-04-11 01:10:04,822 - mmaction - INFO - Epoch [5][3120/3842] lr: 3.972e-02, eta: 6:52:47, time: 1.221, data_time: 0.017, memory: 10740, loss_action_cls: 0.0490, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.7693, recall@top3: 0.7892, prec@top3: 0.6685, recall@top5: 0.9217, prec@top5: 0.4804, loss: 0.0490, grad_norm: 0.1780 2021-04-11 01:10:29,021 - mmaction - INFO - Epoch [5][3140/3842] lr: 3.965e-02, eta: 6:52:21, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0459, recall@thr=0.5: 0.7045, prec@thr=0.5: 0.7917, recall@top3: 0.8045, prec@top3: 0.6715, recall@top5: 0.9331, prec@top5: 0.4792, loss: 0.0459, grad_norm: 0.1788 2021-04-11 01:10:53,270 - mmaction - INFO - Epoch [5][3160/3842] lr: 3.959e-02, eta: 6:51:56, time: 1.213, data_time: 0.001, memory: 10740, loss_action_cls: 0.0440, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7880, recall@top3: 0.8130, prec@top3: 0.6759, recall@top5: 0.9297, prec@top5: 0.4752, loss: 0.0440, grad_norm: 0.1739 2021-04-11 01:11:17,378 - mmaction - INFO - Epoch [5][3180/3842] lr: 3.953e-02, eta: 6:51:30, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0461, recall@thr=0.5: 0.7245, prec@thr=0.5: 0.7948, recall@top3: 0.8004, prec@top3: 0.6859, recall@top5: 0.9267, prec@top5: 0.4873, loss: 0.0461, grad_norm: 0.1696 2021-04-11 01:11:41,361 - mmaction - INFO - Epoch [5][3200/3842] lr: 3.947e-02, eta: 6:51:04, time: 1.198, data_time: 0.001, memory: 10740, loss_action_cls: 0.0449, recall@thr=0.5: 0.7163, prec@thr=0.5: 0.7906, recall@top3: 0.8083, prec@top3: 0.6798, recall@top5: 0.9308, prec@top5: 0.4821, loss: 0.0449, grad_norm: 0.1729 2021-04-11 01:12:05,468 - mmaction - INFO - Epoch [5][3220/3842] lr: 3.941e-02, eta: 6:50:39, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0440, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.7831, recall@top3: 0.8137, prec@top3: 0.6813, recall@top5: 0.9325, prec@top5: 0.4797, loss: 0.0440, grad_norm: 0.1862 2021-04-11 01:12:29,615 - mmaction - INFO - Epoch [5][3240/3842] lr: 3.935e-02, eta: 6:50:13, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0451, recall@thr=0.5: 0.7129, prec@thr=0.5: 0.7902, recall@top3: 0.8110, prec@top3: 0.6745, recall@top5: 0.9325, prec@top5: 0.4755, loss: 0.0451, grad_norm: 0.1778 2021-04-11 01:12:53,718 - mmaction - INFO - Epoch [5][3260/3842] lr: 3.929e-02, eta: 6:49:48, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0447, recall@thr=0.5: 0.7115, prec@thr=0.5: 0.7980, recall@top3: 0.8124, prec@top3: 0.6858, recall@top5: 0.9298, prec@top5: 0.4836, loss: 0.0447, grad_norm: 0.1743 2021-04-11 01:13:17,837 - mmaction - INFO - Epoch [5][3280/3842] lr: 3.923e-02, eta: 6:49:22, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0430, recall@thr=0.5: 0.7339, prec@thr=0.5: 0.7916, recall@top3: 0.8162, prec@top3: 0.6834, recall@top5: 0.9341, prec@top5: 0.4814, loss: 0.0430, grad_norm: 0.1731 2021-04-11 01:13:41,993 - mmaction - INFO - Epoch [5][3300/3842] lr: 3.916e-02, eta: 6:48:56, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0446, recall@thr=0.5: 0.7103, prec@thr=0.5: 0.7923, recall@top3: 0.8000, prec@top3: 0.6695, recall@top5: 0.9247, prec@top5: 0.4755, loss: 0.0446, grad_norm: 0.1795 2021-04-11 01:14:06,103 - mmaction - INFO - Epoch [5][3320/3842] lr: 3.910e-02, eta: 6:48:31, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0455, recall@thr=0.5: 0.7145, prec@thr=0.5: 0.7885, recall@top3: 0.8110, prec@top3: 0.6817, recall@top5: 0.9301, prec@top5: 0.4801, loss: 0.0455, grad_norm: 0.1772 2021-04-11 01:14:30,073 - mmaction - INFO - Epoch [5][3340/3842] lr: 3.904e-02, eta: 6:48:05, time: 1.199, data_time: 0.003, memory: 10740, loss_action_cls: 0.0457, recall@thr=0.5: 0.6994, prec@thr=0.5: 0.7865, recall@top3: 0.7973, prec@top3: 0.6683, recall@top5: 0.9298, prec@top5: 0.4759, loss: 0.0457, grad_norm: 0.1795 2021-04-11 01:14:54,264 - mmaction - INFO - Epoch [5][3360/3842] lr: 3.898e-02, eta: 6:47:39, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0464, recall@thr=0.5: 0.7066, prec@thr=0.5: 0.7768, recall@top3: 0.8077, prec@top3: 0.6633, recall@top5: 0.9298, prec@top5: 0.4681, loss: 0.0464, grad_norm: 0.1726 2021-04-11 01:15:18,444 - mmaction - INFO - Epoch [5][3380/3842] lr: 3.892e-02, eta: 6:47:14, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0456, recall@thr=0.5: 0.7109, prec@thr=0.5: 0.7923, recall@top3: 0.8075, prec@top3: 0.6745, recall@top5: 0.9328, prec@top5: 0.4784, loss: 0.0456, grad_norm: 0.1789 2021-04-11 01:15:42,470 - mmaction - INFO - Epoch [5][3400/3842] lr: 3.886e-02, eta: 6:46:48, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0455, recall@thr=0.5: 0.7103, prec@thr=0.5: 0.7906, recall@top3: 0.7962, prec@top3: 0.6656, recall@top5: 0.9226, prec@top5: 0.4742, loss: 0.0455, grad_norm: 0.1739 2021-04-11 01:16:06,692 - mmaction - INFO - Epoch [5][3420/3842] lr: 3.880e-02, eta: 6:46:23, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0461, recall@thr=0.5: 0.7063, prec@thr=0.5: 0.7852, recall@top3: 0.7983, prec@top3: 0.6659, recall@top5: 0.9283, prec@top5: 0.4786, loss: 0.0461, grad_norm: 0.1785 2021-04-11 01:16:30,651 - mmaction - INFO - Epoch [5][3440/3842] lr: 3.874e-02, eta: 6:45:57, time: 1.200, data_time: 0.004, memory: 10740, loss_action_cls: 0.0443, recall@thr=0.5: 0.7027, prec@thr=0.5: 0.7865, recall@top3: 0.8060, prec@top3: 0.6670, recall@top5: 0.9320, prec@top5: 0.4751, loss: 0.0443, grad_norm: 0.1719 2021-04-11 01:16:54,821 - mmaction - INFO - Epoch [5][3460/3842] lr: 3.867e-02, eta: 6:45:31, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0460, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7855, recall@top3: 0.8057, prec@top3: 0.6770, recall@top5: 0.9279, prec@top5: 0.4787, loss: 0.0460, grad_norm: 0.1748 2021-04-11 01:17:18,974 - mmaction - INFO - Epoch [5][3480/3842] lr: 3.861e-02, eta: 6:45:06, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0455, recall@thr=0.5: 0.7107, prec@thr=0.5: 0.7812, recall@top3: 0.8092, prec@top3: 0.6691, recall@top5: 0.9273, prec@top5: 0.4741, loss: 0.0455, grad_norm: 0.1764 2021-04-11 01:17:43,214 - mmaction - INFO - Epoch [5][3500/3842] lr: 3.855e-02, eta: 6:44:40, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0450, recall@thr=0.5: 0.7192, prec@thr=0.5: 0.7987, recall@top3: 0.8086, prec@top3: 0.6813, recall@top5: 0.9324, prec@top5: 0.4845, loss: 0.0450, grad_norm: 0.1790 2021-04-11 01:18:07,337 - mmaction - INFO - Epoch [5][3520/3842] lr: 3.849e-02, eta: 6:44:15, time: 1.208, data_time: 0.003, memory: 10740, loss_action_cls: 0.0443, recall@thr=0.5: 0.7066, prec@thr=0.5: 0.7937, recall@top3: 0.8041, prec@top3: 0.6889, recall@top5: 0.9263, prec@top5: 0.4871, loss: 0.0443, grad_norm: 0.1801 2021-04-11 01:18:31,551 - mmaction - INFO - Epoch [5][3540/3842] lr: 3.843e-02, eta: 6:43:49, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0464, recall@thr=0.5: 0.7192, prec@thr=0.5: 0.7874, recall@top3: 0.8044, prec@top3: 0.6839, recall@top5: 0.9273, prec@top5: 0.4851, loss: 0.0464, grad_norm: 0.1856 2021-04-11 01:18:55,680 - mmaction - INFO - Epoch [5][3560/3842] lr: 3.837e-02, eta: 6:43:24, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0457, recall@thr=0.5: 0.7145, prec@thr=0.5: 0.7873, recall@top3: 0.8079, prec@top3: 0.6767, recall@top5: 0.9245, prec@top5: 0.4738, loss: 0.0457, grad_norm: 0.1784 2021-04-11 01:19:20,028 - mmaction - INFO - Epoch [5][3580/3842] lr: 3.831e-02, eta: 6:42:58, time: 1.217, data_time: 0.003, memory: 10740, loss_action_cls: 0.0476, recall@thr=0.5: 0.6938, prec@thr=0.5: 0.7674, recall@top3: 0.7932, prec@top3: 0.6656, recall@top5: 0.9231, prec@top5: 0.4742, loss: 0.0476, grad_norm: 0.1761 2021-04-11 01:19:44,095 - mmaction - INFO - Epoch [5][3600/3842] lr: 3.825e-02, eta: 6:42:33, time: 1.206, data_time: 0.003, memory: 10740, loss_action_cls: 0.0444, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.7922, recall@top3: 0.8090, prec@top3: 0.6754, recall@top5: 0.9364, prec@top5: 0.4811, loss: 0.0444, grad_norm: 0.1622 2021-04-11 01:20:08,180 - mmaction - INFO - Epoch [5][3620/3842] lr: 3.818e-02, eta: 6:42:07, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0479, recall@thr=0.5: 0.6945, prec@thr=0.5: 0.7798, recall@top3: 0.7943, prec@top3: 0.6624, recall@top5: 0.9193, prec@top5: 0.4710, loss: 0.0479, grad_norm: 0.1775 2021-04-11 01:20:32,194 - mmaction - INFO - Epoch [5][3640/3842] lr: 3.812e-02, eta: 6:41:42, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0425, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.7983, recall@top3: 0.8108, prec@top3: 0.6835, recall@top5: 0.9364, prec@top5: 0.4851, loss: 0.0425, grad_norm: 0.1732 2021-04-11 01:20:56,353 - mmaction - INFO - Epoch [5][3660/3842] lr: 3.806e-02, eta: 6:41:16, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0463, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7800, recall@top3: 0.8018, prec@top3: 0.6766, recall@top5: 0.9304, prec@top5: 0.4817, loss: 0.0463, grad_norm: 0.1754 2021-04-11 01:21:20,312 - mmaction - INFO - Epoch [5][3680/3842] lr: 3.800e-02, eta: 6:40:50, time: 1.197, data_time: 0.001, memory: 10740, loss_action_cls: 0.0459, recall@thr=0.5: 0.7167, prec@thr=0.5: 0.7892, recall@top3: 0.8101, prec@top3: 0.6816, recall@top5: 0.9303, prec@top5: 0.4810, loss: 0.0459, grad_norm: 0.1707 2021-04-11 01:21:44,400 - mmaction - INFO - Epoch [5][3700/3842] lr: 3.794e-02, eta: 6:40:25, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0455, recall@thr=0.5: 0.7014, prec@thr=0.5: 0.7918, recall@top3: 0.8050, prec@top3: 0.6645, recall@top5: 0.9288, prec@top5: 0.4710, loss: 0.0455, grad_norm: 0.1752 2021-04-11 01:22:08,761 - mmaction - INFO - Epoch [5][3720/3842] lr: 3.788e-02, eta: 6:39:59, time: 1.218, data_time: 0.001, memory: 10740, loss_action_cls: 0.0446, recall@thr=0.5: 0.7147, prec@thr=0.5: 0.7899, recall@top3: 0.8054, prec@top3: 0.6752, recall@top5: 0.9265, prec@top5: 0.4777, loss: 0.0446, grad_norm: 0.1678 2021-04-11 01:22:32,879 - mmaction - INFO - Epoch [5][3740/3842] lr: 3.782e-02, eta: 6:39:34, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0454, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7833, recall@top3: 0.8105, prec@top3: 0.6770, recall@top5: 0.9308, prec@top5: 0.4761, loss: 0.0454, grad_norm: 0.1743 2021-04-11 01:22:56,941 - mmaction - INFO - Epoch [5][3760/3842] lr: 3.775e-02, eta: 6:39:08, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0450, recall@thr=0.5: 0.7266, prec@thr=0.5: 0.7924, recall@top3: 0.8074, prec@top3: 0.6946, recall@top5: 0.9331, prec@top5: 0.4932, loss: 0.0450, grad_norm: 0.1841 2021-04-11 01:23:20,959 - mmaction - INFO - Epoch [5][3780/3842] lr: 3.769e-02, eta: 6:38:43, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0446, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.7965, recall@top3: 0.8018, prec@top3: 0.6823, recall@top5: 0.9385, prec@top5: 0.4897, loss: 0.0446, grad_norm: 0.1840 2021-04-11 01:23:45,049 - mmaction - INFO - Epoch [5][3800/3842] lr: 3.763e-02, eta: 6:38:17, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0461, recall@thr=0.5: 0.7194, prec@thr=0.5: 0.7929, recall@top3: 0.8006, prec@top3: 0.6885, recall@top5: 0.9305, prec@top5: 0.4930, loss: 0.0461, grad_norm: 0.1728 2021-04-11 01:24:09,263 - mmaction - INFO - Epoch [5][3820/3842] lr: 3.757e-02, eta: 6:37:52, time: 1.211, data_time: 0.008, memory: 10740, loss_action_cls: 0.0479, recall@thr=0.5: 0.7122, prec@thr=0.5: 0.7744, recall@top3: 0.7904, prec@top3: 0.6647, recall@top5: 0.9189, prec@top5: 0.4770, loss: 0.0479, grad_norm: 0.1761 2021-04-11 01:24:33,119 - mmaction - INFO - Epoch [5][3840/3842] lr: 3.751e-02, eta: 6:37:26, time: 1.193, data_time: 0.001, memory: 10740, loss_action_cls: 0.0451, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7961, recall@top3: 0.8192, prec@top3: 0.6763, recall@top5: 0.9311, prec@top5: 0.4738, loss: 0.0451, grad_norm: 0.1645 2021-04-11 01:24:55,209 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-04-11 01:42:54,952 - mmaction - INFO - Evaluating mAP ... 2021-04-11 01:48:58,833 - mmaction - INFO - mAP@0.5IOU 0.2599 2021-04-11 01:49:00,488 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_5.pth. 2021-04-11 01:49:00,488 - mmaction - INFO - Best mAP@0.5IOU is 0.2599 at 5 epoch. 2021-04-11 01:49:02,110 - mmaction - INFO - Epoch(val) [5][3842] mAP@0.5IOU: 0.2599 2021-04-11 01:50:24,382 - mmaction - INFO - Epoch [6][20/3842] lr: 3.744e-02, eta: 6:37:53, time: 4.104, data_time: 2.909, memory: 10740, loss_action_cls: 0.0460, recall@thr=0.5: 0.7074, prec@thr=0.5: 0.7825, recall@top3: 0.7954, prec@top3: 0.6628, recall@top5: 0.9237, prec@top5: 0.4734, loss: 0.0460, grad_norm: 0.1814 2021-04-11 01:50:48,377 - mmaction - INFO - Epoch [6][40/3842] lr: 3.738e-02, eta: 6:37:27, time: 1.200, data_time: 0.003, memory: 10740, loss_action_cls: 0.0449, recall@thr=0.5: 0.7186, prec@thr=0.5: 0.8000, recall@top3: 0.8058, prec@top3: 0.6743, recall@top5: 0.9294, prec@top5: 0.4774, loss: 0.0449, grad_norm: 0.1686 2021-04-11 01:51:12,406 - mmaction - INFO - Epoch [6][60/3842] lr: 3.732e-02, eta: 6:37:02, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0461, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7929, recall@top3: 0.8084, prec@top3: 0.6831, recall@top5: 0.9291, prec@top5: 0.4847, loss: 0.0461, grad_norm: 0.1714 2021-04-11 01:51:36,439 - mmaction - INFO - Epoch [6][80/3842] lr: 3.726e-02, eta: 6:36:36, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0452, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.8032, recall@top3: 0.8157, prec@top3: 0.6803, recall@top5: 0.9333, prec@top5: 0.4782, loss: 0.0452, grad_norm: 0.1680 2021-04-11 01:52:00,514 - mmaction - INFO - Epoch [6][100/3842] lr: 3.720e-02, eta: 6:36:10, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0453, recall@thr=0.5: 0.7173, prec@thr=0.5: 0.7900, recall@top3: 0.8081, prec@top3: 0.6751, recall@top5: 0.9310, prec@top5: 0.4776, loss: 0.0453, grad_norm: 0.1794 2021-04-11 01:52:24,614 - mmaction - INFO - Epoch [6][120/3842] lr: 3.714e-02, eta: 6:35:45, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0457, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7967, recall@top3: 0.8169, prec@top3: 0.6699, recall@top5: 0.9352, prec@top5: 0.4714, loss: 0.0457, grad_norm: 0.1783 2021-04-11 01:52:48,610 - mmaction - INFO - Epoch [6][140/3842] lr: 3.707e-02, eta: 6:35:19, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0467, recall@thr=0.5: 0.7115, prec@thr=0.5: 0.7781, recall@top3: 0.8065, prec@top3: 0.6726, recall@top5: 0.9280, prec@top5: 0.4750, loss: 0.0467, grad_norm: 0.1822 2021-04-11 01:53:12,481 - mmaction - INFO - Epoch [6][160/3842] lr: 3.701e-02, eta: 6:34:53, time: 1.193, data_time: 0.001, memory: 10740, loss_action_cls: 0.0454, recall@thr=0.5: 0.7100, prec@thr=0.5: 0.7850, recall@top3: 0.8041, prec@top3: 0.6740, recall@top5: 0.9245, prec@top5: 0.4772, loss: 0.0454, grad_norm: 0.1766 2021-04-11 01:53:36,658 - mmaction - INFO - Epoch [6][180/3842] lr: 3.695e-02, eta: 6:34:28, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0460, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7830, recall@top3: 0.7986, prec@top3: 0.6671, recall@top5: 0.9259, prec@top5: 0.4743, loss: 0.0460, grad_norm: 0.1767 2021-04-11 01:54:00,880 - mmaction - INFO - Epoch [6][200/3842] lr: 3.689e-02, eta: 6:34:02, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0445, recall@thr=0.5: 0.7110, prec@thr=0.5: 0.7824, recall@top3: 0.7969, prec@top3: 0.6703, recall@top5: 0.9266, prec@top5: 0.4779, loss: 0.0445, grad_norm: 0.1814 2021-04-11 01:54:24,995 - mmaction - INFO - Epoch [6][220/3842] lr: 3.683e-02, eta: 6:33:36, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0442, recall@thr=0.5: 0.7206, prec@thr=0.5: 0.7888, recall@top3: 0.8109, prec@top3: 0.6657, recall@top5: 0.9368, prec@top5: 0.4742, loss: 0.0442, grad_norm: 0.1781 2021-04-11 01:54:49,157 - mmaction - INFO - Epoch [6][240/3842] lr: 3.677e-02, eta: 6:33:11, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0433, recall@thr=0.5: 0.7377, prec@thr=0.5: 0.8028, recall@top3: 0.8144, prec@top3: 0.6866, recall@top5: 0.9336, prec@top5: 0.4837, loss: 0.0433, grad_norm: 0.1699 2021-04-11 01:55:13,597 - mmaction - INFO - Epoch [6][260/3842] lr: 3.671e-02, eta: 6:32:45, time: 1.221, data_time: 0.015, memory: 10740, loss_action_cls: 0.0452, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.8017, recall@top3: 0.8132, prec@top3: 0.6724, recall@top5: 0.9300, prec@top5: 0.4715, loss: 0.0452, grad_norm: 0.1839 2021-04-11 01:55:37,667 - mmaction - INFO - Epoch [6][280/3842] lr: 3.664e-02, eta: 6:32:20, time: 1.203, data_time: 0.003, memory: 10740, loss_action_cls: 0.0444, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7962, recall@top3: 0.8067, prec@top3: 0.6634, recall@top5: 0.9247, prec@top5: 0.4683, loss: 0.0444, grad_norm: 0.1794 2021-04-11 01:56:01,861 - mmaction - INFO - Epoch [6][300/3842] lr: 3.658e-02, eta: 6:31:54, time: 1.212, data_time: 0.003, memory: 10740, loss_action_cls: 0.0436, recall@thr=0.5: 0.7244, prec@thr=0.5: 0.8072, recall@top3: 0.8138, prec@top3: 0.6853, recall@top5: 0.9324, prec@top5: 0.4857, loss: 0.0436, grad_norm: 0.1834 2021-04-11 01:56:26,158 - mmaction - INFO - Epoch [6][320/3842] lr: 3.652e-02, eta: 6:31:29, time: 1.214, data_time: 0.001, memory: 10740, loss_action_cls: 0.0454, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7992, recall@top3: 0.8016, prec@top3: 0.6846, recall@top5: 0.9330, prec@top5: 0.4894, loss: 0.0454, grad_norm: 0.1743 2021-04-11 01:56:50,473 - mmaction - INFO - Epoch [6][340/3842] lr: 3.646e-02, eta: 6:31:04, time: 1.215, data_time: 0.001, memory: 10740, loss_action_cls: 0.0452, recall@thr=0.5: 0.7166, prec@thr=0.5: 0.7868, recall@top3: 0.8132, prec@top3: 0.6869, recall@top5: 0.9327, prec@top5: 0.4844, loss: 0.0452, grad_norm: 0.1864 2021-04-11 01:57:14,541 - mmaction - INFO - Epoch [6][360/3842] lr: 3.640e-02, eta: 6:30:38, time: 1.203, data_time: 0.003, memory: 10740, loss_action_cls: 0.0440, recall@thr=0.5: 0.7186, prec@thr=0.5: 0.8003, recall@top3: 0.8120, prec@top3: 0.6674, recall@top5: 0.9316, prec@top5: 0.4716, loss: 0.0440, grad_norm: 0.1842 2021-04-11 01:57:38,689 - mmaction - INFO - Epoch [6][380/3842] lr: 3.634e-02, eta: 6:30:12, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0439, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7896, recall@top3: 0.8083, prec@top3: 0.6845, recall@top5: 0.9322, prec@top5: 0.4828, loss: 0.0439, grad_norm: 0.1851 2021-04-11 01:58:02,872 - mmaction - INFO - Epoch [6][400/3842] lr: 3.628e-02, eta: 6:29:47, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0442, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.7879, recall@top3: 0.8063, prec@top3: 0.6843, recall@top5: 0.9336, prec@top5: 0.4867, loss: 0.0442, grad_norm: 0.1788 2021-04-11 01:58:27,053 - mmaction - INFO - Epoch [6][420/3842] lr: 3.622e-02, eta: 6:29:21, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0452, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.7961, recall@top3: 0.8140, prec@top3: 0.6917, recall@top5: 0.9291, prec@top5: 0.4848, loss: 0.0452, grad_norm: 0.1777 2021-04-11 01:58:51,149 - mmaction - INFO - Epoch [6][440/3842] lr: 3.615e-02, eta: 6:28:56, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0460, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.7830, recall@top3: 0.7964, prec@top3: 0.6714, recall@top5: 0.9249, prec@top5: 0.4799, loss: 0.0460, grad_norm: 0.1837 2021-04-11 01:59:15,198 - mmaction - INFO - Epoch [6][460/3842] lr: 3.609e-02, eta: 6:28:30, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0435, recall@thr=0.5: 0.7214, prec@thr=0.5: 0.7936, recall@top3: 0.8146, prec@top3: 0.6822, recall@top5: 0.9335, prec@top5: 0.4816, loss: 0.0435, grad_norm: 0.1756 2021-04-11 01:59:39,481 - mmaction - INFO - Epoch [6][480/3842] lr: 3.603e-02, eta: 6:28:05, time: 1.213, data_time: 0.001, memory: 10740, loss_action_cls: 0.0443, recall@thr=0.5: 0.7274, prec@thr=0.5: 0.8011, recall@top3: 0.8184, prec@top3: 0.6893, recall@top5: 0.9301, prec@top5: 0.4817, loss: 0.0443, grad_norm: 0.1719 2021-04-11 02:00:03,596 - mmaction - INFO - Epoch [6][500/3842] lr: 3.597e-02, eta: 6:27:39, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0463, recall@thr=0.5: 0.7082, prec@thr=0.5: 0.7896, recall@top3: 0.8027, prec@top3: 0.6678, recall@top5: 0.9245, prec@top5: 0.4738, loss: 0.0463, grad_norm: 0.1922 2021-04-11 02:00:27,766 - mmaction - INFO - Epoch [6][520/3842] lr: 3.591e-02, eta: 6:27:14, time: 1.210, data_time: 0.003, memory: 10740, loss_action_cls: 0.0452, recall@thr=0.5: 0.7159, prec@thr=0.5: 0.7918, recall@top3: 0.8093, prec@top3: 0.6628, recall@top5: 0.9293, prec@top5: 0.4680, loss: 0.0452, grad_norm: 0.1795 2021-04-11 02:00:51,781 - mmaction - INFO - Epoch [6][540/3842] lr: 3.585e-02, eta: 6:26:48, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0441, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.7926, recall@top3: 0.8048, prec@top3: 0.6786, recall@top5: 0.9356, prec@top5: 0.4859, loss: 0.0441, grad_norm: 0.1750 2021-04-11 02:01:15,822 - mmaction - INFO - Epoch [6][560/3842] lr: 3.579e-02, eta: 6:26:22, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0454, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7878, recall@top3: 0.7973, prec@top3: 0.6746, recall@top5: 0.9254, prec@top5: 0.4818, loss: 0.0454, grad_norm: 0.1909 2021-04-11 02:01:39,865 - mmaction - INFO - Epoch [6][580/3842] lr: 3.573e-02, eta: 6:25:57, time: 1.202, data_time: 0.002, memory: 10740, loss_action_cls: 0.0435, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.7902, recall@top3: 0.8105, prec@top3: 0.6705, recall@top5: 0.9357, prec@top5: 0.4765, loss: 0.0435, grad_norm: 0.1861 2021-04-11 02:02:04,059 - mmaction - INFO - Epoch [6][600/3842] lr: 3.566e-02, eta: 6:25:31, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0433, recall@thr=0.5: 0.7287, prec@thr=0.5: 0.7945, recall@top3: 0.8118, prec@top3: 0.6811, recall@top5: 0.9273, prec@top5: 0.4792, loss: 0.0433, grad_norm: 0.1725 2021-04-11 02:02:28,108 - mmaction - INFO - Epoch [6][620/3842] lr: 3.560e-02, eta: 6:25:05, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0461, recall@thr=0.5: 0.7031, prec@thr=0.5: 0.7860, recall@top3: 0.7933, prec@top3: 0.6584, recall@top5: 0.9230, prec@top5: 0.4710, loss: 0.0461, grad_norm: 0.1881 2021-04-11 02:02:52,154 - mmaction - INFO - Epoch [6][640/3842] lr: 3.554e-02, eta: 6:24:40, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0445, recall@thr=0.5: 0.7132, prec@thr=0.5: 0.7922, recall@top3: 0.8075, prec@top3: 0.6705, recall@top5: 0.9295, prec@top5: 0.4744, loss: 0.0445, grad_norm: 0.1790 2021-04-11 02:03:16,370 - mmaction - INFO - Epoch [6][660/3842] lr: 3.548e-02, eta: 6:24:14, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0425, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.8006, recall@top3: 0.8152, prec@top3: 0.6878, recall@top5: 0.9334, prec@top5: 0.4838, loss: 0.0425, grad_norm: 0.1816 2021-04-11 02:03:40,582 - mmaction - INFO - Epoch [6][680/3842] lr: 3.542e-02, eta: 6:23:49, time: 1.212, data_time: 0.003, memory: 10740, loss_action_cls: 0.0429, recall@thr=0.5: 0.7369, prec@thr=0.5: 0.8018, recall@top3: 0.8089, prec@top3: 0.6877, recall@top5: 0.9362, prec@top5: 0.4903, loss: 0.0429, grad_norm: 0.1796 2021-04-11 02:04:04,625 - mmaction - INFO - Epoch [6][700/3842] lr: 3.536e-02, eta: 6:23:23, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0436, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.7898, recall@top3: 0.8199, prec@top3: 0.6765, recall@top5: 0.9299, prec@top5: 0.4721, loss: 0.0436, grad_norm: 0.1812 2021-04-11 02:04:28,681 - mmaction - INFO - Epoch [6][720/3842] lr: 3.530e-02, eta: 6:22:58, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0442, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.8001, recall@top3: 0.8118, prec@top3: 0.6810, recall@top5: 0.9330, prec@top5: 0.4798, loss: 0.0442, grad_norm: 0.1741 2021-04-11 02:04:52,822 - mmaction - INFO - Epoch [6][740/3842] lr: 3.524e-02, eta: 6:22:32, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0450, recall@thr=0.5: 0.7225, prec@thr=0.5: 0.7881, recall@top3: 0.8063, prec@top3: 0.6826, recall@top5: 0.9343, prec@top5: 0.4874, loss: 0.0450, grad_norm: 0.1791 2021-04-11 02:05:17,007 - mmaction - INFO - Epoch [6][760/3842] lr: 3.517e-02, eta: 6:22:07, time: 1.210, data_time: 0.003, memory: 10740, loss_action_cls: 0.0454, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7896, recall@top3: 0.8104, prec@top3: 0.6882, recall@top5: 0.9382, prec@top5: 0.4901, loss: 0.0454, grad_norm: 0.1864 2021-04-11 02:05:41,036 - mmaction - INFO - Epoch [6][780/3842] lr: 3.511e-02, eta: 6:21:41, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0446, recall@thr=0.5: 0.7194, prec@thr=0.5: 0.7985, recall@top3: 0.8176, prec@top3: 0.6786, recall@top5: 0.9354, prec@top5: 0.4777, loss: 0.0446, grad_norm: 0.1823 2021-04-11 02:06:05,264 - mmaction - INFO - Epoch [6][800/3842] lr: 3.505e-02, eta: 6:21:16, time: 1.211, data_time: 0.003, memory: 10740, loss_action_cls: 0.0451, recall@thr=0.5: 0.7029, prec@thr=0.5: 0.7774, recall@top3: 0.7966, prec@top3: 0.6698, recall@top5: 0.9254, prec@top5: 0.4782, loss: 0.0451, grad_norm: 0.1828 2021-04-11 02:06:29,606 - mmaction - INFO - Epoch [6][820/3842] lr: 3.499e-02, eta: 6:20:50, time: 1.216, data_time: 0.002, memory: 10740, loss_action_cls: 0.0441, recall@thr=0.5: 0.7221, prec@thr=0.5: 0.7918, recall@top3: 0.8141, prec@top3: 0.6698, recall@top5: 0.9329, prec@top5: 0.4728, loss: 0.0441, grad_norm: 0.1925 2021-04-11 02:06:53,770 - mmaction - INFO - Epoch [6][840/3842] lr: 3.493e-02, eta: 6:20:25, time: 1.208, data_time: 0.003, memory: 10740, loss_action_cls: 0.0435, recall@thr=0.5: 0.7378, prec@thr=0.5: 0.8030, recall@top3: 0.8196, prec@top3: 0.6904, recall@top5: 0.9375, prec@top5: 0.4871, loss: 0.0435, grad_norm: 0.1660 2021-04-11 02:07:17,962 - mmaction - INFO - Epoch [6][860/3842] lr: 3.487e-02, eta: 6:19:59, time: 1.212, data_time: 0.004, memory: 10740, loss_action_cls: 0.0445, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7953, recall@top3: 0.8053, prec@top3: 0.6804, recall@top5: 0.9296, prec@top5: 0.4831, loss: 0.0445, grad_norm: 0.1859 2021-04-11 02:07:42,029 - mmaction - INFO - Epoch [6][880/3842] lr: 3.481e-02, eta: 6:19:34, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0438, recall@thr=0.5: 0.7279, prec@thr=0.5: 0.8048, recall@top3: 0.8118, prec@top3: 0.6806, recall@top5: 0.9301, prec@top5: 0.4786, loss: 0.0438, grad_norm: 0.1695 2021-04-11 02:08:06,172 - mmaction - INFO - Epoch [6][900/3842] lr: 3.475e-02, eta: 6:19:08, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0443, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.8014, recall@top3: 0.8151, prec@top3: 0.6876, recall@top5: 0.9361, prec@top5: 0.4873, loss: 0.0443, grad_norm: 0.1782 2021-04-11 02:08:30,320 - mmaction - INFO - Epoch [6][920/3842] lr: 3.468e-02, eta: 6:18:43, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0446, recall@thr=0.5: 0.7166, prec@thr=0.5: 0.7926, recall@top3: 0.8084, prec@top3: 0.6823, recall@top5: 0.9310, prec@top5: 0.4829, loss: 0.0446, grad_norm: 0.1856 2021-04-11 02:08:54,544 - mmaction - INFO - Epoch [6][940/3842] lr: 3.462e-02, eta: 6:18:17, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0456, recall@thr=0.5: 0.7225, prec@thr=0.5: 0.7960, recall@top3: 0.7997, prec@top3: 0.6774, recall@top5: 0.9239, prec@top5: 0.4817, loss: 0.0456, grad_norm: 0.1966 2021-04-11 02:09:18,666 - mmaction - INFO - Epoch [6][960/3842] lr: 3.456e-02, eta: 6:17:52, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0459, recall@thr=0.5: 0.6935, prec@thr=0.5: 0.7821, recall@top3: 0.7977, prec@top3: 0.6667, recall@top5: 0.9202, prec@top5: 0.4720, loss: 0.0459, grad_norm: 0.1842 2021-04-11 02:09:42,815 - mmaction - INFO - Epoch [6][980/3842] lr: 3.450e-02, eta: 6:17:27, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0431, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7935, recall@top3: 0.8103, prec@top3: 0.6805, recall@top5: 0.9405, prec@top5: 0.4844, loss: 0.0431, grad_norm: 0.1797 2021-04-11 02:10:06,962 - mmaction - INFO - Epoch [6][1000/3842] lr: 3.444e-02, eta: 6:17:01, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0431, recall@thr=0.5: 0.7385, prec@thr=0.5: 0.7938, recall@top3: 0.8114, prec@top3: 0.6884, recall@top5: 0.9300, prec@top5: 0.4848, loss: 0.0431, grad_norm: 0.1748 2021-04-11 02:10:30,993 - mmaction - INFO - Epoch [6][1020/3842] lr: 3.438e-02, eta: 6:16:35, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0439, recall@thr=0.5: 0.7140, prec@thr=0.5: 0.7907, recall@top3: 0.8060, prec@top3: 0.6705, recall@top5: 0.9322, prec@top5: 0.4791, loss: 0.0439, grad_norm: 0.1832 2021-04-11 02:10:55,099 - mmaction - INFO - Epoch [6][1040/3842] lr: 3.432e-02, eta: 6:16:10, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0446, recall@thr=0.5: 0.7131, prec@thr=0.5: 0.7894, recall@top3: 0.8005, prec@top3: 0.6785, recall@top5: 0.9253, prec@top5: 0.4836, loss: 0.0446, grad_norm: 0.1833 2021-04-11 02:11:19,255 - mmaction - INFO - Epoch [6][1060/3842] lr: 3.426e-02, eta: 6:15:44, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0430, recall@thr=0.5: 0.7358, prec@thr=0.5: 0.8046, recall@top3: 0.8205, prec@top3: 0.6889, recall@top5: 0.9355, prec@top5: 0.4838, loss: 0.0430, grad_norm: 0.1789 2021-04-11 02:11:43,437 - mmaction - INFO - Epoch [6][1080/3842] lr: 3.420e-02, eta: 6:15:19, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0424, recall@thr=0.5: 0.7280, prec@thr=0.5: 0.8044, recall@top3: 0.8154, prec@top3: 0.6902, recall@top5: 0.9328, prec@top5: 0.4850, loss: 0.0424, grad_norm: 0.1839 2021-04-11 02:12:07,528 - mmaction - INFO - Epoch [6][1100/3842] lr: 3.413e-02, eta: 6:14:54, time: 1.206, data_time: 0.003, memory: 10740, loss_action_cls: 0.0433, recall@thr=0.5: 0.7317, prec@thr=0.5: 0.8007, recall@top3: 0.8189, prec@top3: 0.6856, recall@top5: 0.9311, prec@top5: 0.4802, loss: 0.0433, grad_norm: 0.1852 2021-04-11 02:12:31,693 - mmaction - INFO - Epoch [6][1120/3842] lr: 3.407e-02, eta: 6:14:28, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0468, recall@thr=0.5: 0.6986, prec@thr=0.5: 0.7675, recall@top3: 0.7948, prec@top3: 0.6541, recall@top5: 0.9192, prec@top5: 0.4653, loss: 0.0468, grad_norm: 0.1953 2021-04-11 02:12:55,905 - mmaction - INFO - Epoch [6][1140/3842] lr: 3.401e-02, eta: 6:14:03, time: 1.211, data_time: 0.002, memory: 10740, loss_action_cls: 0.0445, recall@thr=0.5: 0.7175, prec@thr=0.5: 0.8009, recall@top3: 0.8057, prec@top3: 0.6607, recall@top5: 0.9334, prec@top5: 0.4709, loss: 0.0445, grad_norm: 0.1722 2021-04-11 02:13:20,032 - mmaction - INFO - Epoch [6][1160/3842] lr: 3.395e-02, eta: 6:13:37, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0438, recall@thr=0.5: 0.7108, prec@thr=0.5: 0.7900, recall@top3: 0.8102, prec@top3: 0.6680, recall@top5: 0.9298, prec@top5: 0.4703, loss: 0.0438, grad_norm: 0.1898 2021-04-11 02:13:44,234 - mmaction - INFO - Epoch [6][1180/3842] lr: 3.389e-02, eta: 6:13:12, time: 1.212, data_time: 0.003, memory: 10740, loss_action_cls: 0.0446, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.7964, recall@top3: 0.8147, prec@top3: 0.6815, recall@top5: 0.9327, prec@top5: 0.4804, loss: 0.0446, grad_norm: 0.1848 2021-04-11 02:14:08,335 - mmaction - INFO - Epoch [6][1200/3842] lr: 3.383e-02, eta: 6:12:46, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0437, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.7992, recall@top3: 0.8231, prec@top3: 0.6766, recall@top5: 0.9390, prec@top5: 0.4747, loss: 0.0437, grad_norm: 0.1835 2021-04-11 02:14:32,430 - mmaction - INFO - Epoch [6][1220/3842] lr: 3.377e-02, eta: 6:12:21, time: 1.206, data_time: 0.005, memory: 10740, loss_action_cls: 0.0440, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7834, recall@top3: 0.8027, prec@top3: 0.6700, recall@top5: 0.9335, prec@top5: 0.4795, loss: 0.0440, grad_norm: 0.1811 2021-04-11 02:14:56,570 - mmaction - INFO - Epoch [6][1240/3842] lr: 3.371e-02, eta: 6:11:55, time: 1.209, data_time: 0.008, memory: 10740, loss_action_cls: 0.0451, recall@thr=0.5: 0.7105, prec@thr=0.5: 0.7834, recall@top3: 0.8055, prec@top3: 0.6677, recall@top5: 0.9284, prec@top5: 0.4741, loss: 0.0451, grad_norm: 0.1885 2021-04-11 02:15:20,691 - mmaction - INFO - Epoch [6][1260/3842] lr: 3.365e-02, eta: 6:11:30, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0448, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7974, recall@top3: 0.8170, prec@top3: 0.6867, recall@top5: 0.9280, prec@top5: 0.4785, loss: 0.0448, grad_norm: 0.1832 2021-04-11 02:15:44,838 - mmaction - INFO - Epoch [6][1280/3842] lr: 3.359e-02, eta: 6:11:04, time: 1.210, data_time: 0.004, memory: 10740, loss_action_cls: 0.0444, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.7924, recall@top3: 0.8061, prec@top3: 0.6786, recall@top5: 0.9269, prec@top5: 0.4808, loss: 0.0444, grad_norm: 0.1684 2021-04-11 02:16:08,925 - mmaction - INFO - Epoch [6][1300/3842] lr: 3.352e-02, eta: 6:10:39, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0431, recall@thr=0.5: 0.7172, prec@thr=0.5: 0.7954, recall@top3: 0.8048, prec@top3: 0.6716, recall@top5: 0.9255, prec@top5: 0.4741, loss: 0.0431, grad_norm: 0.1845 2021-04-11 02:16:33,036 - mmaction - INFO - Epoch [6][1320/3842] lr: 3.346e-02, eta: 6:10:14, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0429, recall@thr=0.5: 0.7267, prec@thr=0.5: 0.7989, recall@top3: 0.8154, prec@top3: 0.6880, recall@top5: 0.9365, prec@top5: 0.4854, loss: 0.0429, grad_norm: 0.1690 2021-04-11 02:16:57,211 - mmaction - INFO - Epoch [6][1340/3842] lr: 3.340e-02, eta: 6:09:48, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0430, recall@thr=0.5: 0.7281, prec@thr=0.5: 0.8039, recall@top3: 0.8084, prec@top3: 0.6923, recall@top5: 0.9309, prec@top5: 0.4899, loss: 0.0430, grad_norm: 0.1756 2021-04-11 02:17:21,406 - mmaction - INFO - Epoch [6][1360/3842] lr: 3.334e-02, eta: 6:09:23, time: 1.212, data_time: 0.005, memory: 10740, loss_action_cls: 0.0455, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.7780, recall@top3: 0.8148, prec@top3: 0.6747, recall@top5: 0.9280, prec@top5: 0.4741, loss: 0.0455, grad_norm: 0.1856 2021-04-11 02:17:45,658 - mmaction - INFO - Epoch [6][1380/3842] lr: 3.328e-02, eta: 6:08:57, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0438, recall@thr=0.5: 0.7076, prec@thr=0.5: 0.7928, recall@top3: 0.8049, prec@top3: 0.6718, recall@top5: 0.9246, prec@top5: 0.4743, loss: 0.0438, grad_norm: 0.1882 2021-04-11 02:18:09,965 - mmaction - INFO - Epoch [6][1400/3842] lr: 3.322e-02, eta: 6:08:32, time: 1.217, data_time: 0.002, memory: 10740, loss_action_cls: 0.0456, recall@thr=0.5: 0.7046, prec@thr=0.5: 0.7967, recall@top3: 0.8060, prec@top3: 0.6756, recall@top5: 0.9273, prec@top5: 0.4779, loss: 0.0456, grad_norm: 0.1905 2021-04-11 02:18:34,231 - mmaction - INFO - Epoch [6][1420/3842] lr: 3.316e-02, eta: 6:08:07, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0448, recall@thr=0.5: 0.7145, prec@thr=0.5: 0.7982, recall@top3: 0.8095, prec@top3: 0.6753, recall@top5: 0.9325, prec@top5: 0.4794, loss: 0.0448, grad_norm: 0.1776 2021-04-11 02:18:58,433 - mmaction - INFO - Epoch [6][1440/3842] lr: 3.310e-02, eta: 6:07:41, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0442, recall@thr=0.5: 0.7310, prec@thr=0.5: 0.7960, recall@top3: 0.8200, prec@top3: 0.6803, recall@top5: 0.9350, prec@top5: 0.4778, loss: 0.0442, grad_norm: 0.1821 2021-04-11 02:19:22,548 - mmaction - INFO - Epoch [6][1460/3842] lr: 3.304e-02, eta: 6:07:16, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0427, recall@thr=0.5: 0.7374, prec@thr=0.5: 0.8104, recall@top3: 0.8267, prec@top3: 0.6912, recall@top5: 0.9404, prec@top5: 0.4841, loss: 0.0427, grad_norm: 0.1786 2021-04-11 02:19:46,795 - mmaction - INFO - Epoch [6][1480/3842] lr: 3.298e-02, eta: 6:06:51, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0451, recall@thr=0.5: 0.7108, prec@thr=0.5: 0.7896, recall@top3: 0.8011, prec@top3: 0.6775, recall@top5: 0.9244, prec@top5: 0.4806, loss: 0.0451, grad_norm: 0.1819 2021-04-11 02:20:10,873 - mmaction - INFO - Epoch [6][1500/3842] lr: 3.292e-02, eta: 6:06:25, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0432, recall@thr=0.5: 0.7333, prec@thr=0.5: 0.7974, recall@top3: 0.8128, prec@top3: 0.6901, recall@top5: 0.9358, prec@top5: 0.4876, loss: 0.0432, grad_norm: 0.1862 2021-04-11 02:20:35,126 - mmaction - INFO - Epoch [6][1520/3842] lr: 3.285e-02, eta: 6:06:00, time: 1.213, data_time: 0.003, memory: 10740, loss_action_cls: 0.0441, recall@thr=0.5: 0.7105, prec@thr=0.5: 0.7909, recall@top3: 0.8015, prec@top3: 0.6722, recall@top5: 0.9299, prec@top5: 0.4792, loss: 0.0441, grad_norm: 0.1792 2021-04-11 02:20:59,223 - mmaction - INFO - Epoch [6][1540/3842] lr: 3.279e-02, eta: 6:05:34, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0426, recall@thr=0.5: 0.7233, prec@thr=0.5: 0.8078, recall@top3: 0.8175, prec@top3: 0.6792, recall@top5: 0.9365, prec@top5: 0.4806, loss: 0.0426, grad_norm: 0.1818 2021-04-11 02:21:23,462 - mmaction - INFO - Epoch [6][1560/3842] lr: 3.273e-02, eta: 6:05:09, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0457, recall@thr=0.5: 0.7121, prec@thr=0.5: 0.7923, recall@top3: 0.8048, prec@top3: 0.6710, recall@top5: 0.9270, prec@top5: 0.4751, loss: 0.0457, grad_norm: 0.1925 2021-04-11 02:21:47,512 - mmaction - INFO - Epoch [6][1580/3842] lr: 3.267e-02, eta: 6:04:44, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0460, recall@thr=0.5: 0.7180, prec@thr=0.5: 0.7853, recall@top3: 0.8034, prec@top3: 0.6769, recall@top5: 0.9257, prec@top5: 0.4785, loss: 0.0460, grad_norm: 0.1683 2021-04-11 02:22:11,850 - mmaction - INFO - Epoch [6][1600/3842] lr: 3.261e-02, eta: 6:04:18, time: 1.215, data_time: 0.004, memory: 10740, loss_action_cls: 0.0451, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.7972, recall@top3: 0.8163, prec@top3: 0.6910, recall@top5: 0.9289, prec@top5: 0.4827, loss: 0.0451, grad_norm: 0.1794 2021-04-11 02:22:35,960 - mmaction - INFO - Epoch [6][1620/3842] lr: 3.255e-02, eta: 6:03:53, time: 1.207, data_time: 0.003, memory: 10740, loss_action_cls: 0.0436, recall@thr=0.5: 0.7329, prec@thr=0.5: 0.7976, recall@top3: 0.8134, prec@top3: 0.6953, recall@top5: 0.9464, prec@top5: 0.4973, loss: 0.0436, grad_norm: 0.1757 2021-04-11 02:23:00,165 - mmaction - INFO - Epoch [6][1640/3842] lr: 3.249e-02, eta: 6:03:28, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0439, recall@thr=0.5: 0.7222, prec@thr=0.5: 0.7974, recall@top3: 0.8135, prec@top3: 0.6713, recall@top5: 0.9356, prec@top5: 0.4750, loss: 0.0439, grad_norm: 0.1924 2021-04-11 02:23:24,226 - mmaction - INFO - Epoch [6][1660/3842] lr: 3.243e-02, eta: 6:03:02, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0439, recall@thr=0.5: 0.7126, prec@thr=0.5: 0.7965, recall@top3: 0.8097, prec@top3: 0.6792, recall@top5: 0.9292, prec@top5: 0.4775, loss: 0.0439, grad_norm: 0.1852 2021-04-11 02:23:48,490 - mmaction - INFO - Epoch [6][1680/3842] lr: 3.237e-02, eta: 6:02:37, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0445, recall@thr=0.5: 0.7111, prec@thr=0.5: 0.7937, recall@top3: 0.8118, prec@top3: 0.6717, recall@top5: 0.9294, prec@top5: 0.4729, loss: 0.0445, grad_norm: 0.1902 2021-04-11 02:24:12,719 - mmaction - INFO - Epoch [6][1700/3842] lr: 3.231e-02, eta: 6:02:11, time: 1.213, data_time: 0.003, memory: 10740, loss_action_cls: 0.0413, recall@thr=0.5: 0.7252, prec@thr=0.5: 0.8005, recall@top3: 0.8084, prec@top3: 0.6833, recall@top5: 0.9324, prec@top5: 0.4823, loss: 0.0413, grad_norm: 0.1799 2021-04-11 02:24:36,755 - mmaction - INFO - Epoch [6][1720/3842] lr: 3.225e-02, eta: 6:01:46, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0425, recall@thr=0.5: 0.7227, prec@thr=0.5: 0.7891, recall@top3: 0.8003, prec@top3: 0.6675, recall@top5: 0.9296, prec@top5: 0.4785, loss: 0.0425, grad_norm: 0.1840 2021-04-11 02:25:01,056 - mmaction - INFO - Epoch [6][1740/3842] lr: 3.219e-02, eta: 6:01:21, time: 1.215, data_time: 0.001, memory: 10740, loss_action_cls: 0.0438, recall@thr=0.5: 0.7186, prec@thr=0.5: 0.8029, recall@top3: 0.8130, prec@top3: 0.6896, recall@top5: 0.9329, prec@top5: 0.4879, loss: 0.0438, grad_norm: 0.1811 2021-04-11 02:25:25,338 - mmaction - INFO - Epoch [6][1760/3842] lr: 3.212e-02, eta: 6:00:55, time: 1.213, data_time: 0.001, memory: 10740, loss_action_cls: 0.0429, recall@thr=0.5: 0.7254, prec@thr=0.5: 0.7911, recall@top3: 0.8174, prec@top3: 0.6923, recall@top5: 0.9353, prec@top5: 0.4879, loss: 0.0429, grad_norm: 0.1811 2021-04-11 02:25:49,575 - mmaction - INFO - Epoch [6][1780/3842] lr: 3.206e-02, eta: 6:00:30, time: 1.212, data_time: 0.002, memory: 10740, loss_action_cls: 0.0436, recall@thr=0.5: 0.7318, prec@thr=0.5: 0.7998, recall@top3: 0.8185, prec@top3: 0.6888, recall@top5: 0.9341, prec@top5: 0.4830, loss: 0.0436, grad_norm: 0.1848 2021-04-11 02:26:13,555 - mmaction - INFO - Epoch [6][1800/3842] lr: 3.200e-02, eta: 6:00:05, time: 1.200, data_time: 0.003, memory: 10740, loss_action_cls: 0.0407, recall@thr=0.5: 0.7270, prec@thr=0.5: 0.7951, recall@top3: 0.8183, prec@top3: 0.6800, recall@top5: 0.9360, prec@top5: 0.4784, loss: 0.0407, grad_norm: 0.1878 2021-04-11 02:26:37,666 - mmaction - INFO - Epoch [6][1820/3842] lr: 3.194e-02, eta: 5:59:39, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0441, recall@thr=0.5: 0.7015, prec@thr=0.5: 0.7817, recall@top3: 0.8021, prec@top3: 0.6726, recall@top5: 0.9331, prec@top5: 0.4813, loss: 0.0441, grad_norm: 0.1926 2021-04-11 02:27:01,829 - mmaction - INFO - Epoch [6][1840/3842] lr: 3.188e-02, eta: 5:59:14, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0460, recall@thr=0.5: 0.7094, prec@thr=0.5: 0.7889, recall@top3: 0.8043, prec@top3: 0.6730, recall@top5: 0.9313, prec@top5: 0.4776, loss: 0.0460, grad_norm: 0.1887 2021-04-11 02:27:26,005 - mmaction - INFO - Epoch [6][1860/3842] lr: 3.182e-02, eta: 5:58:49, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0425, recall@thr=0.5: 0.7296, prec@thr=0.5: 0.8027, recall@top3: 0.8198, prec@top3: 0.6817, recall@top5: 0.9383, prec@top5: 0.4788, loss: 0.0425, grad_norm: 0.1766 2021-04-11 02:27:49,946 - mmaction - INFO - Epoch [6][1880/3842] lr: 3.176e-02, eta: 5:58:23, time: 1.197, data_time: 0.001, memory: 10740, loss_action_cls: 0.0420, recall@thr=0.5: 0.7315, prec@thr=0.5: 0.7983, recall@top3: 0.8189, prec@top3: 0.6843, recall@top5: 0.9330, prec@top5: 0.4783, loss: 0.0420, grad_norm: 0.1831 2021-04-11 02:28:14,050 - mmaction - INFO - Epoch [6][1900/3842] lr: 3.170e-02, eta: 5:57:58, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0418, recall@thr=0.5: 0.7368, prec@thr=0.5: 0.8107, recall@top3: 0.8233, prec@top3: 0.6899, recall@top5: 0.9361, prec@top5: 0.4846, loss: 0.0418, grad_norm: 0.1819 2021-04-11 02:28:38,198 - mmaction - INFO - Epoch [6][1920/3842] lr: 3.164e-02, eta: 5:57:32, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0436, recall@thr=0.5: 0.7242, prec@thr=0.5: 0.8081, recall@top3: 0.8223, prec@top3: 0.6775, recall@top5: 0.9377, prec@top5: 0.4743, loss: 0.0436, grad_norm: 0.1809 2021-04-11 02:29:02,437 - mmaction - INFO - Epoch [6][1940/3842] lr: 3.158e-02, eta: 5:57:07, time: 1.213, data_time: 0.001, memory: 10740, loss_action_cls: 0.0452, recall@thr=0.5: 0.7187, prec@thr=0.5: 0.7970, recall@top3: 0.8114, prec@top3: 0.6806, recall@top5: 0.9276, prec@top5: 0.4790, loss: 0.0452, grad_norm: 0.1873 2021-04-11 02:29:26,625 - mmaction - INFO - Epoch [6][1960/3842] lr: 3.152e-02, eta: 5:56:42, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0447, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.7849, recall@top3: 0.8083, prec@top3: 0.6687, recall@top5: 0.9209, prec@top5: 0.4673, loss: 0.0447, grad_norm: 0.1862 2021-04-11 02:29:50,601 - mmaction - INFO - Epoch [6][1980/3842] lr: 3.146e-02, eta: 5:56:16, time: 1.201, data_time: 0.003, memory: 10740, loss_action_cls: 0.0437, recall@thr=0.5: 0.7138, prec@thr=0.5: 0.7896, recall@top3: 0.8089, prec@top3: 0.6792, recall@top5: 0.9278, prec@top5: 0.4797, loss: 0.0437, grad_norm: 0.1887 2021-04-11 02:30:14,716 - mmaction - INFO - Epoch [6][2000/3842] lr: 3.140e-02, eta: 5:55:51, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0445, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.8003, recall@top3: 0.8012, prec@top3: 0.6811, recall@top5: 0.9321, prec@top5: 0.4881, loss: 0.0445, grad_norm: 0.1802 2021-04-11 02:30:38,895 - mmaction - INFO - Epoch [6][2020/3842] lr: 3.134e-02, eta: 5:55:25, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0423, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.7972, recall@top3: 0.8126, prec@top3: 0.6765, recall@top5: 0.9375, prec@top5: 0.4799, loss: 0.0423, grad_norm: 0.1747 2021-04-11 02:31:03,060 - mmaction - INFO - Epoch [6][2040/3842] lr: 3.128e-02, eta: 5:55:00, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0434, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.7976, recall@top3: 0.8051, prec@top3: 0.6723, recall@top5: 0.9291, prec@top5: 0.4779, loss: 0.0434, grad_norm: 0.1869 2021-04-11 02:31:27,110 - mmaction - INFO - Epoch [6][2060/3842] lr: 3.122e-02, eta: 5:54:35, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0436, recall@thr=0.5: 0.7136, prec@thr=0.5: 0.7992, recall@top3: 0.8081, prec@top3: 0.6616, recall@top5: 0.9309, prec@top5: 0.4697, loss: 0.0436, grad_norm: 0.1898 2021-04-11 02:31:51,308 - mmaction - INFO - Epoch [6][2080/3842] lr: 3.116e-02, eta: 5:54:09, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0446, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7872, recall@top3: 0.7964, prec@top3: 0.6725, recall@top5: 0.9260, prec@top5: 0.4788, loss: 0.0446, grad_norm: 0.1847 2021-04-11 02:32:15,604 - mmaction - INFO - Epoch [6][2100/3842] lr: 3.110e-02, eta: 5:53:44, time: 1.214, data_time: 0.001, memory: 10740, loss_action_cls: 0.0450, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.7970, recall@top3: 0.8135, prec@top3: 0.6908, recall@top5: 0.9302, prec@top5: 0.4853, loss: 0.0450, grad_norm: 0.1859 2021-04-11 02:32:39,723 - mmaction - INFO - Epoch [6][2120/3842] lr: 3.103e-02, eta: 5:53:19, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0438, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7920, recall@top3: 0.8173, prec@top3: 0.6784, recall@top5: 0.9318, prec@top5: 0.4769, loss: 0.0438, grad_norm: 0.1820 2021-04-11 02:33:03,868 - mmaction - INFO - Epoch [6][2140/3842] lr: 3.097e-02, eta: 5:52:53, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0436, recall@thr=0.5: 0.7276, prec@thr=0.5: 0.7993, recall@top3: 0.8104, prec@top3: 0.6842, recall@top5: 0.9293, prec@top5: 0.4860, loss: 0.0436, grad_norm: 0.1803 2021-04-11 02:33:27,966 - mmaction - INFO - Epoch [6][2160/3842] lr: 3.091e-02, eta: 5:52:28, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0455, recall@thr=0.5: 0.7018, prec@thr=0.5: 0.7861, recall@top3: 0.8018, prec@top3: 0.6725, recall@top5: 0.9288, prec@top5: 0.4769, loss: 0.0455, grad_norm: 0.1874 2021-04-11 02:33:52,019 - mmaction - INFO - Epoch [6][2180/3842] lr: 3.085e-02, eta: 5:52:03, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0440, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.7883, recall@top3: 0.8086, prec@top3: 0.6745, recall@top5: 0.9387, prec@top5: 0.4796, loss: 0.0440, grad_norm: 0.1804 2021-04-11 02:34:16,195 - mmaction - INFO - Epoch [6][2200/3842] lr: 3.079e-02, eta: 5:51:37, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0439, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.7952, recall@top3: 0.8134, prec@top3: 0.6758, recall@top5: 0.9292, prec@top5: 0.4749, loss: 0.0439, grad_norm: 0.1773 2021-04-11 02:34:40,387 - mmaction - INFO - Epoch [6][2220/3842] lr: 3.073e-02, eta: 5:51:12, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0450, recall@thr=0.5: 0.7264, prec@thr=0.5: 0.8037, recall@top3: 0.8041, prec@top3: 0.6860, recall@top5: 0.9298, prec@top5: 0.4897, loss: 0.0450, grad_norm: 0.1756 2021-04-11 02:35:04,401 - mmaction - INFO - Epoch [6][2240/3842] lr: 3.067e-02, eta: 5:50:47, time: 1.201, data_time: 0.002, memory: 10740, loss_action_cls: 0.0418, recall@thr=0.5: 0.7338, prec@thr=0.5: 0.8017, recall@top3: 0.8215, prec@top3: 0.6848, recall@top5: 0.9336, prec@top5: 0.4787, loss: 0.0418, grad_norm: 0.1771 2021-04-11 02:35:28,361 - mmaction - INFO - Epoch [6][2260/3842] lr: 3.061e-02, eta: 5:50:21, time: 1.198, data_time: 0.001, memory: 10740, loss_action_cls: 0.0457, recall@thr=0.5: 0.7182, prec@thr=0.5: 0.7904, recall@top3: 0.8040, prec@top3: 0.6664, recall@top5: 0.9261, prec@top5: 0.4728, loss: 0.0457, grad_norm: 0.1800 2021-04-11 02:35:52,505 - mmaction - INFO - Epoch [6][2280/3842] lr: 3.055e-02, eta: 5:49:56, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0415, recall@thr=0.5: 0.7305, prec@thr=0.5: 0.8095, recall@top3: 0.8218, prec@top3: 0.6943, recall@top5: 0.9385, prec@top5: 0.4863, loss: 0.0415, grad_norm: 0.1865 2021-04-11 02:36:16,498 - mmaction - INFO - Epoch [6][2300/3842] lr: 3.049e-02, eta: 5:49:30, time: 1.200, data_time: 0.002, memory: 10740, loss_action_cls: 0.0452, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7871, recall@top3: 0.8056, prec@top3: 0.6878, recall@top5: 0.9259, prec@top5: 0.4852, loss: 0.0452, grad_norm: 0.1968 2021-04-11 02:36:40,522 - mmaction - INFO - Epoch [6][2320/3842] lr: 3.043e-02, eta: 5:49:05, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0444, recall@thr=0.5: 0.7088, prec@thr=0.5: 0.7881, recall@top3: 0.8002, prec@top3: 0.6630, recall@top5: 0.9278, prec@top5: 0.4760, loss: 0.0444, grad_norm: 0.1853 2021-04-11 02:37:04,593 - mmaction - INFO - Epoch [6][2340/3842] lr: 3.037e-02, eta: 5:48:40, time: 1.204, data_time: 0.003, memory: 10740, loss_action_cls: 0.0428, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.7923, recall@top3: 0.8129, prec@top3: 0.6790, recall@top5: 0.9349, prec@top5: 0.4807, loss: 0.0428, grad_norm: 0.1872 2021-04-11 02:37:28,813 - mmaction - INFO - Epoch [6][2360/3842] lr: 3.031e-02, eta: 5:48:14, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0447, recall@thr=0.5: 0.7285, prec@thr=0.5: 0.8000, recall@top3: 0.8149, prec@top3: 0.6823, recall@top5: 0.9341, prec@top5: 0.4815, loss: 0.0447, grad_norm: 0.1973 2021-04-11 02:37:52,971 - mmaction - INFO - Epoch [6][2380/3842] lr: 3.025e-02, eta: 5:47:49, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0444, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7975, recall@top3: 0.8147, prec@top3: 0.6860, recall@top5: 0.9280, prec@top5: 0.4807, loss: 0.0444, grad_norm: 0.1776 2021-04-11 02:38:17,171 - mmaction - INFO - Epoch [6][2400/3842] lr: 3.019e-02, eta: 5:47:24, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0445, recall@thr=0.5: 0.7136, prec@thr=0.5: 0.7905, recall@top3: 0.8105, prec@top3: 0.6736, recall@top5: 0.9313, prec@top5: 0.4775, loss: 0.0445, grad_norm: 0.1859 2021-04-11 02:38:41,266 - mmaction - INFO - Epoch [6][2420/3842] lr: 3.013e-02, eta: 5:46:58, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0438, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7969, recall@top3: 0.8103, prec@top3: 0.6879, recall@top5: 0.9326, prec@top5: 0.4859, loss: 0.0438, grad_norm: 0.1833 2021-04-11 02:39:05,358 - mmaction - INFO - Epoch [6][2440/3842] lr: 3.007e-02, eta: 5:46:33, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0451, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7827, recall@top3: 0.8033, prec@top3: 0.6686, recall@top5: 0.9244, prec@top5: 0.4750, loss: 0.0451, grad_norm: 0.1741 2021-04-11 02:39:29,675 - mmaction - INFO - Epoch [6][2460/3842] lr: 3.001e-02, eta: 5:46:08, time: 1.216, data_time: 0.010, memory: 10740, loss_action_cls: 0.0447, recall@thr=0.5: 0.7327, prec@thr=0.5: 0.8044, recall@top3: 0.8107, prec@top3: 0.6919, recall@top5: 0.9341, prec@top5: 0.4896, loss: 0.0447, grad_norm: 0.1894 2021-04-11 02:39:53,691 - mmaction - INFO - Epoch [6][2480/3842] lr: 2.995e-02, eta: 5:45:43, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0441, recall@thr=0.5: 0.7157, prec@thr=0.5: 0.7958, recall@top3: 0.8122, prec@top3: 0.6743, recall@top5: 0.9287, prec@top5: 0.4748, loss: 0.0441, grad_norm: 0.1904 2021-04-11 02:40:17,650 - mmaction - INFO - Epoch [6][2500/3842] lr: 2.989e-02, eta: 5:45:17, time: 1.198, data_time: 0.001, memory: 10740, loss_action_cls: 0.0465, recall@thr=0.5: 0.7012, prec@thr=0.5: 0.7786, recall@top3: 0.7965, prec@top3: 0.6758, recall@top5: 0.9267, prec@top5: 0.4839, loss: 0.0465, grad_norm: 0.1874 2021-04-11 02:40:41,818 - mmaction - INFO - Epoch [6][2520/3842] lr: 2.983e-02, eta: 5:44:52, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0432, recall@thr=0.5: 0.7307, prec@thr=0.5: 0.7971, recall@top3: 0.8092, prec@top3: 0.6901, recall@top5: 0.9330, prec@top5: 0.4879, loss: 0.0432, grad_norm: 0.1738 2021-04-11 02:41:05,914 - mmaction - INFO - Epoch [6][2540/3842] lr: 2.977e-02, eta: 5:44:26, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0428, recall@thr=0.5: 0.7335, prec@thr=0.5: 0.8112, recall@top3: 0.8226, prec@top3: 0.6814, recall@top5: 0.9310, prec@top5: 0.4744, loss: 0.0428, grad_norm: 0.1777 2021-04-11 02:41:30,124 - mmaction - INFO - Epoch [6][2560/3842] lr: 2.971e-02, eta: 5:44:01, time: 1.212, data_time: 0.002, memory: 10740, loss_action_cls: 0.0437, recall@thr=0.5: 0.7118, prec@thr=0.5: 0.7895, recall@top3: 0.8182, prec@top3: 0.6689, recall@top5: 0.9297, prec@top5: 0.4683, loss: 0.0437, grad_norm: 0.1831 2021-04-11 02:41:54,106 - mmaction - INFO - Epoch [6][2580/3842] lr: 2.965e-02, eta: 5:43:36, time: 1.199, data_time: 0.006, memory: 10740, loss_action_cls: 0.0437, recall@thr=0.5: 0.7278, prec@thr=0.5: 0.7968, recall@top3: 0.8186, prec@top3: 0.6864, recall@top5: 0.9337, prec@top5: 0.4799, loss: 0.0437, grad_norm: 0.1806 2021-04-11 02:42:18,121 - mmaction - INFO - Epoch [6][2600/3842] lr: 2.959e-02, eta: 5:43:10, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0426, recall@thr=0.5: 0.7222, prec@thr=0.5: 0.7948, recall@top3: 0.8170, prec@top3: 0.6734, recall@top5: 0.9352, prec@top5: 0.4758, loss: 0.0426, grad_norm: 0.1878 2021-04-11 02:42:42,321 - mmaction - INFO - Epoch [6][2620/3842] lr: 2.953e-02, eta: 5:42:45, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0454, recall@thr=0.5: 0.7146, prec@thr=0.5: 0.7923, recall@top3: 0.8051, prec@top3: 0.6824, recall@top5: 0.9297, prec@top5: 0.4857, loss: 0.0454, grad_norm: 0.1806 2021-04-11 02:43:06,517 - mmaction - INFO - Epoch [6][2640/3842] lr: 2.947e-02, eta: 5:42:20, time: 1.211, data_time: 0.003, memory: 10740, loss_action_cls: 0.0448, recall@thr=0.5: 0.7382, prec@thr=0.5: 0.8004, recall@top3: 0.8125, prec@top3: 0.6849, recall@top5: 0.9329, prec@top5: 0.4842, loss: 0.0448, grad_norm: 0.1818 2021-04-11 02:43:30,752 - mmaction - INFO - Epoch [6][2660/3842] lr: 2.941e-02, eta: 5:41:55, time: 1.211, data_time: 0.002, memory: 10740, loss_action_cls: 0.0440, recall@thr=0.5: 0.7298, prec@thr=0.5: 0.8055, recall@top3: 0.8134, prec@top3: 0.6809, recall@top5: 0.9302, prec@top5: 0.4812, loss: 0.0440, grad_norm: 0.1804 2021-04-11 02:43:54,742 - mmaction - INFO - Epoch [6][2680/3842] lr: 2.935e-02, eta: 5:41:29, time: 1.201, data_time: 0.002, memory: 10740, loss_action_cls: 0.0431, recall@thr=0.5: 0.7292, prec@thr=0.5: 0.7930, recall@top3: 0.8103, prec@top3: 0.6780, recall@top5: 0.9324, prec@top5: 0.4803, loss: 0.0431, grad_norm: 0.1891 2021-04-11 02:44:19,043 - mmaction - INFO - Epoch [6][2700/3842] lr: 2.929e-02, eta: 5:41:04, time: 1.215, data_time: 0.001, memory: 10740, loss_action_cls: 0.0426, recall@thr=0.5: 0.7302, prec@thr=0.5: 0.7889, recall@top3: 0.8233, prec@top3: 0.6825, recall@top5: 0.9358, prec@top5: 0.4758, loss: 0.0426, grad_norm: 0.1792 2021-04-11 02:44:42,997 - mmaction - INFO - Epoch [6][2720/3842] lr: 2.923e-02, eta: 5:40:39, time: 1.196, data_time: 0.001, memory: 10740, loss_action_cls: 0.0408, recall@thr=0.5: 0.7390, prec@thr=0.5: 0.8026, recall@top3: 0.8276, prec@top3: 0.6799, recall@top5: 0.9360, prec@top5: 0.4738, loss: 0.0408, grad_norm: 0.1797 2021-04-11 02:45:06,999 - mmaction - INFO - Epoch [6][2740/3842] lr: 2.917e-02, eta: 5:40:13, time: 1.202, data_time: 0.002, memory: 10740, loss_action_cls: 0.0421, recall@thr=0.5: 0.7291, prec@thr=0.5: 0.8061, recall@top3: 0.8172, prec@top3: 0.6869, recall@top5: 0.9382, prec@top5: 0.4855, loss: 0.0421, grad_norm: 0.1894 2021-04-11 02:45:31,110 - mmaction - INFO - Epoch [6][2760/3842] lr: 2.911e-02, eta: 5:39:48, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0425, recall@thr=0.5: 0.7245, prec@thr=0.5: 0.7973, recall@top3: 0.8131, prec@top3: 0.6711, recall@top5: 0.9364, prec@top5: 0.4741, loss: 0.0425, grad_norm: 0.1886 2021-04-11 02:45:55,248 - mmaction - INFO - Epoch [6][2780/3842] lr: 2.905e-02, eta: 5:39:23, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0444, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7925, recall@top3: 0.8118, prec@top3: 0.6744, recall@top5: 0.9293, prec@top5: 0.4754, loss: 0.0444, grad_norm: 0.1765 2021-04-11 02:46:19,357 - mmaction - INFO - Epoch [6][2800/3842] lr: 2.899e-02, eta: 5:38:57, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0423, recall@thr=0.5: 0.7310, prec@thr=0.5: 0.8095, recall@top3: 0.8193, prec@top3: 0.6752, recall@top5: 0.9287, prec@top5: 0.4703, loss: 0.0423, grad_norm: 0.1763 2021-04-11 02:46:43,540 - mmaction - INFO - Epoch [6][2820/3842] lr: 2.893e-02, eta: 5:38:32, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0412, recall@thr=0.5: 0.7395, prec@thr=0.5: 0.8115, recall@top3: 0.8231, prec@top3: 0.6873, recall@top5: 0.9346, prec@top5: 0.4793, loss: 0.0412, grad_norm: 0.1875 2021-04-11 02:47:07,761 - mmaction - INFO - Epoch [6][2840/3842] lr: 2.887e-02, eta: 5:38:07, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0430, recall@thr=0.5: 0.7197, prec@thr=0.5: 0.7905, recall@top3: 0.8105, prec@top3: 0.6902, recall@top5: 0.9331, prec@top5: 0.4898, loss: 0.0430, grad_norm: 0.1862 2021-04-11 02:47:31,897 - mmaction - INFO - Epoch [6][2860/3842] lr: 2.881e-02, eta: 5:37:42, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0432, recall@thr=0.5: 0.7428, prec@thr=0.5: 0.8087, recall@top3: 0.8207, prec@top3: 0.6888, recall@top5: 0.9340, prec@top5: 0.4830, loss: 0.0432, grad_norm: 0.1789 2021-04-11 02:47:55,882 - mmaction - INFO - Epoch [6][2880/3842] lr: 2.875e-02, eta: 5:37:16, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0430, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.7999, recall@top3: 0.8152, prec@top3: 0.6839, recall@top5: 0.9341, prec@top5: 0.4826, loss: 0.0430, grad_norm: 0.1791 2021-04-11 02:48:20,009 - mmaction - INFO - Epoch [6][2900/3842] lr: 2.869e-02, eta: 5:36:51, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0433, recall@thr=0.5: 0.7384, prec@thr=0.5: 0.8012, recall@top3: 0.8243, prec@top3: 0.6916, recall@top5: 0.9383, prec@top5: 0.4843, loss: 0.0433, grad_norm: 0.1771 2021-04-11 02:48:44,028 - mmaction - INFO - Epoch [6][2920/3842] lr: 2.863e-02, eta: 5:36:26, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0422, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7903, recall@top3: 0.8173, prec@top3: 0.6711, recall@top5: 0.9285, prec@top5: 0.4707, loss: 0.0422, grad_norm: 0.1842 2021-04-11 02:49:08,209 - mmaction - INFO - Epoch [6][2940/3842] lr: 2.857e-02, eta: 5:36:01, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0417, recall@thr=0.5: 0.7394, prec@thr=0.5: 0.8094, recall@top3: 0.8224, prec@top3: 0.6888, recall@top5: 0.9404, prec@top5: 0.4866, loss: 0.0417, grad_norm: 0.1793 2021-04-11 02:49:32,231 - mmaction - INFO - Epoch [6][2960/3842] lr: 2.851e-02, eta: 5:35:35, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0447, recall@thr=0.5: 0.7234, prec@thr=0.5: 0.7998, recall@top3: 0.8074, prec@top3: 0.6824, recall@top5: 0.9276, prec@top5: 0.4803, loss: 0.0447, grad_norm: 0.1867 2021-04-11 02:49:56,389 - mmaction - INFO - Epoch [6][2980/3842] lr: 2.846e-02, eta: 5:35:10, time: 1.207, data_time: 0.009, memory: 10740, loss_action_cls: 0.0418, recall@thr=0.5: 0.7302, prec@thr=0.5: 0.8063, recall@top3: 0.8171, prec@top3: 0.6851, recall@top5: 0.9324, prec@top5: 0.4814, loss: 0.0418, grad_norm: 0.1842 2021-04-11 02:50:20,446 - mmaction - INFO - Epoch [6][3000/3842] lr: 2.840e-02, eta: 5:34:45, time: 1.202, data_time: 0.003, memory: 10740, loss_action_cls: 0.0435, recall@thr=0.5: 0.7363, prec@thr=0.5: 0.7978, recall@top3: 0.8258, prec@top3: 0.6874, recall@top5: 0.9380, prec@top5: 0.4801, loss: 0.0435, grad_norm: 0.1970 2021-04-11 02:50:44,708 - mmaction - INFO - Epoch [6][3020/3842] lr: 2.834e-02, eta: 5:34:19, time: 1.215, data_time: 0.010, memory: 10740, loss_action_cls: 0.0441, recall@thr=0.5: 0.7167, prec@thr=0.5: 0.8008, recall@top3: 0.8081, prec@top3: 0.6786, recall@top5: 0.9315, prec@top5: 0.4811, loss: 0.0441, grad_norm: 0.1894 2021-04-11 02:51:08,894 - mmaction - INFO - Epoch [6][3040/3842] lr: 2.828e-02, eta: 5:33:54, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0430, recall@thr=0.5: 0.7180, prec@thr=0.5: 0.7917, recall@top3: 0.8098, prec@top3: 0.6601, recall@top5: 0.9329, prec@top5: 0.4684, loss: 0.0430, grad_norm: 0.1828 2021-04-11 02:51:33,068 - mmaction - INFO - Epoch [6][3060/3842] lr: 2.822e-02, eta: 5:33:29, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0423, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.8010, recall@top3: 0.8076, prec@top3: 0.6861, recall@top5: 0.9316, prec@top5: 0.4870, loss: 0.0423, grad_norm: 0.1920 2021-04-11 02:51:57,269 - mmaction - INFO - Epoch [6][3080/3842] lr: 2.816e-02, eta: 5:33:04, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0436, recall@thr=0.5: 0.7278, prec@thr=0.5: 0.7926, recall@top3: 0.8194, prec@top3: 0.6899, recall@top5: 0.9343, prec@top5: 0.4847, loss: 0.0436, grad_norm: 0.1876 2021-04-11 02:52:21,366 - mmaction - INFO - Epoch [6][3100/3842] lr: 2.810e-02, eta: 5:32:39, time: 1.207, data_time: 0.003, memory: 10740, loss_action_cls: 0.0424, recall@thr=0.5: 0.7313, prec@thr=0.5: 0.8106, recall@top3: 0.8126, prec@top3: 0.6793, recall@top5: 0.9322, prec@top5: 0.4804, loss: 0.0424, grad_norm: 0.1847 2021-04-11 02:52:45,539 - mmaction - INFO - Epoch [6][3120/3842] lr: 2.804e-02, eta: 5:32:13, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0440, recall@thr=0.5: 0.7224, prec@thr=0.5: 0.8010, recall@top3: 0.8183, prec@top3: 0.6838, recall@top5: 0.9366, prec@top5: 0.4811, loss: 0.0440, grad_norm: 0.1847 2021-04-11 02:53:09,639 - mmaction - INFO - Epoch [6][3140/3842] lr: 2.798e-02, eta: 5:31:48, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0441, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.7941, recall@top3: 0.8115, prec@top3: 0.6778, recall@top5: 0.9348, prec@top5: 0.4798, loss: 0.0441, grad_norm: 0.1864 2021-04-11 02:53:33,729 - mmaction - INFO - Epoch [6][3160/3842] lr: 2.792e-02, eta: 5:31:23, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0427, recall@thr=0.5: 0.7218, prec@thr=0.5: 0.7931, recall@top3: 0.8102, prec@top3: 0.6792, recall@top5: 0.9356, prec@top5: 0.4821, loss: 0.0427, grad_norm: 0.1889 2021-04-11 02:53:57,816 - mmaction - INFO - Epoch [6][3180/3842] lr: 2.786e-02, eta: 5:30:58, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0441, recall@thr=0.5: 0.7140, prec@thr=0.5: 0.8037, recall@top3: 0.8066, prec@top3: 0.6818, recall@top5: 0.9276, prec@top5: 0.4818, loss: 0.0441, grad_norm: 0.1893 2021-04-11 02:54:22,067 - mmaction - INFO - Epoch [6][3200/3842] lr: 2.780e-02, eta: 5:30:32, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0433, recall@thr=0.5: 0.7204, prec@thr=0.5: 0.7817, recall@top3: 0.8102, prec@top3: 0.6714, recall@top5: 0.9258, prec@top5: 0.4731, loss: 0.0433, grad_norm: 0.1921 2021-04-11 02:54:46,333 - mmaction - INFO - Epoch [6][3220/3842] lr: 2.774e-02, eta: 5:30:07, time: 1.214, data_time: 0.002, memory: 10740, loss_action_cls: 0.0437, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.7901, recall@top3: 0.8159, prec@top3: 0.6791, recall@top5: 0.9331, prec@top5: 0.4755, loss: 0.0437, grad_norm: 0.1950 2021-04-11 02:55:10,482 - mmaction - INFO - Epoch [6][3240/3842] lr: 2.768e-02, eta: 5:29:42, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0429, recall@thr=0.5: 0.7295, prec@thr=0.5: 0.7949, recall@top3: 0.8147, prec@top3: 0.6823, recall@top5: 0.9323, prec@top5: 0.4806, loss: 0.0429, grad_norm: 0.1834 2021-04-11 02:55:34,729 - mmaction - INFO - Epoch [6][3260/3842] lr: 2.762e-02, eta: 5:29:17, time: 1.213, data_time: 0.001, memory: 10740, loss_action_cls: 0.0415, recall@thr=0.5: 0.7354, prec@thr=0.5: 0.8183, recall@top3: 0.8173, prec@top3: 0.6936, recall@top5: 0.9354, prec@top5: 0.4882, loss: 0.0415, grad_norm: 0.1820 2021-04-11 02:55:58,884 - mmaction - INFO - Epoch [6][3280/3842] lr: 2.757e-02, eta: 5:28:52, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0444, recall@thr=0.5: 0.7244, prec@thr=0.5: 0.7951, recall@top3: 0.8153, prec@top3: 0.6805, recall@top5: 0.9255, prec@top5: 0.4762, loss: 0.0444, grad_norm: 0.1835 2021-04-11 02:56:22,953 - mmaction - INFO - Epoch [6][3300/3842] lr: 2.751e-02, eta: 5:28:26, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0445, recall@thr=0.5: 0.7311, prec@thr=0.5: 0.8005, recall@top3: 0.8141, prec@top3: 0.6759, recall@top5: 0.9253, prec@top5: 0.4742, loss: 0.0445, grad_norm: 0.1895 2021-04-11 02:56:47,023 - mmaction - INFO - Epoch [6][3320/3842] lr: 2.745e-02, eta: 5:28:01, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0441, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.8032, recall@top3: 0.8188, prec@top3: 0.6993, recall@top5: 0.9363, prec@top5: 0.4911, loss: 0.0441, grad_norm: 0.1832 2021-04-11 02:57:11,011 - mmaction - INFO - Epoch [6][3340/3842] lr: 2.739e-02, eta: 5:27:36, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0404, recall@thr=0.5: 0.7426, prec@thr=0.5: 0.8180, recall@top3: 0.8313, prec@top3: 0.6919, recall@top5: 0.9434, prec@top5: 0.4837, loss: 0.0404, grad_norm: 0.1780 2021-04-11 02:57:35,293 - mmaction - INFO - Epoch [6][3360/3842] lr: 2.733e-02, eta: 5:27:11, time: 1.213, data_time: 0.007, memory: 10740, loss_action_cls: 0.0432, recall@thr=0.5: 0.7297, prec@thr=0.5: 0.7974, recall@top3: 0.8156, prec@top3: 0.6779, recall@top5: 0.9339, prec@top5: 0.4776, loss: 0.0432, grad_norm: 0.1911 2021-04-11 02:57:59,458 - mmaction - INFO - Epoch [6][3380/3842] lr: 2.727e-02, eta: 5:26:46, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0429, recall@thr=0.5: 0.7241, prec@thr=0.5: 0.8078, recall@top3: 0.8197, prec@top3: 0.6893, recall@top5: 0.9356, prec@top5: 0.4826, loss: 0.0429, grad_norm: 0.1855 2021-04-11 02:58:23,555 - mmaction - INFO - Epoch [6][3400/3842] lr: 2.721e-02, eta: 5:26:20, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0442, recall@thr=0.5: 0.7208, prec@thr=0.5: 0.7941, recall@top3: 0.8044, prec@top3: 0.6798, recall@top5: 0.9250, prec@top5: 0.4790, loss: 0.0442, grad_norm: 0.1791 2021-04-11 02:58:47,747 - mmaction - INFO - Epoch [6][3420/3842] lr: 2.715e-02, eta: 5:25:55, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0425, recall@thr=0.5: 0.7284, prec@thr=0.5: 0.8046, recall@top3: 0.8197, prec@top3: 0.6864, recall@top5: 0.9366, prec@top5: 0.4819, loss: 0.0425, grad_norm: 0.1823 2021-04-11 02:59:11,805 - mmaction - INFO - Epoch [6][3440/3842] lr: 2.709e-02, eta: 5:25:30, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0422, recall@thr=0.5: 0.7274, prec@thr=0.5: 0.8035, recall@top3: 0.8262, prec@top3: 0.6813, recall@top5: 0.9327, prec@top5: 0.4735, loss: 0.0422, grad_norm: 0.1789 2021-04-11 02:59:36,051 - mmaction - INFO - Epoch [6][3460/3842] lr: 2.703e-02, eta: 5:25:05, time: 1.214, data_time: 0.002, memory: 10740, loss_action_cls: 0.0456, recall@thr=0.5: 0.7157, prec@thr=0.5: 0.7788, recall@top3: 0.8042, prec@top3: 0.6639, recall@top5: 0.9296, prec@top5: 0.4712, loss: 0.0456, grad_norm: 0.1957 2021-04-11 03:00:00,204 - mmaction - INFO - Epoch [6][3480/3842] lr: 2.698e-02, eta: 5:24:40, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0444, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7989, recall@top3: 0.8067, prec@top3: 0.6798, recall@top5: 0.9351, prec@top5: 0.4862, loss: 0.0444, grad_norm: 0.1897 2021-04-11 03:00:24,329 - mmaction - INFO - Epoch [6][3500/3842] lr: 2.692e-02, eta: 5:24:14, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0437, recall@thr=0.5: 0.7316, prec@thr=0.5: 0.7967, recall@top3: 0.8177, prec@top3: 0.6892, recall@top5: 0.9348, prec@top5: 0.4838, loss: 0.0437, grad_norm: 0.1762 2021-04-11 03:00:48,587 - mmaction - INFO - Epoch [6][3520/3842] lr: 2.686e-02, eta: 5:23:49, time: 1.213, data_time: 0.001, memory: 10740, loss_action_cls: 0.0436, recall@thr=0.5: 0.7170, prec@thr=0.5: 0.8050, recall@top3: 0.8037, prec@top3: 0.6782, recall@top5: 0.9281, prec@top5: 0.4800, loss: 0.0436, grad_norm: 0.1811 2021-04-11 03:01:12,585 - mmaction - INFO - Epoch [6][3540/3842] lr: 2.680e-02, eta: 5:23:24, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0413, recall@thr=0.5: 0.7299, prec@thr=0.5: 0.7990, recall@top3: 0.8154, prec@top3: 0.6803, recall@top5: 0.9354, prec@top5: 0.4787, loss: 0.0413, grad_norm: 0.1873 2021-04-11 03:01:37,005 - mmaction - INFO - Epoch [6][3560/3842] lr: 2.674e-02, eta: 5:22:59, time: 1.220, data_time: 0.002, memory: 10740, loss_action_cls: 0.0426, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.8007, recall@top3: 0.8169, prec@top3: 0.6839, recall@top5: 0.9362, prec@top5: 0.4805, loss: 0.0426, grad_norm: 0.1818 2021-04-11 03:02:01,115 - mmaction - INFO - Epoch [6][3580/3842] lr: 2.668e-02, eta: 5:22:34, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0442, recall@thr=0.5: 0.7262, prec@thr=0.5: 0.7924, recall@top3: 0.8074, prec@top3: 0.6755, recall@top5: 0.9316, prec@top5: 0.4795, loss: 0.0442, grad_norm: 0.2017 2021-04-11 03:02:25,240 - mmaction - INFO - Epoch [6][3600/3842] lr: 2.662e-02, eta: 5:22:08, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0448, recall@thr=0.5: 0.7131, prec@thr=0.5: 0.8010, recall@top3: 0.8006, prec@top3: 0.6762, recall@top5: 0.9292, prec@top5: 0.4818, loss: 0.0448, grad_norm: 0.1920 2021-04-11 03:02:49,227 - mmaction - INFO - Epoch [6][3620/3842] lr: 2.656e-02, eta: 5:21:43, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0422, recall@thr=0.5: 0.7357, prec@thr=0.5: 0.7972, recall@top3: 0.8138, prec@top3: 0.6736, recall@top5: 0.9353, prec@top5: 0.4754, loss: 0.0422, grad_norm: 0.1848 2021-04-11 03:03:13,248 - mmaction - INFO - Epoch [6][3640/3842] lr: 2.651e-02, eta: 5:21:18, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0428, recall@thr=0.5: 0.7180, prec@thr=0.5: 0.8007, recall@top3: 0.8225, prec@top3: 0.6761, recall@top5: 0.9346, prec@top5: 0.4742, loss: 0.0428, grad_norm: 0.1929 2021-04-11 03:03:37,272 - mmaction - INFO - Epoch [6][3660/3842] lr: 2.645e-02, eta: 5:20:53, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0439, recall@thr=0.5: 0.7045, prec@thr=0.5: 0.7904, recall@top3: 0.8033, prec@top3: 0.6741, recall@top5: 0.9267, prec@top5: 0.4766, loss: 0.0439, grad_norm: 0.1818 2021-04-11 03:04:01,355 - mmaction - INFO - Epoch [6][3680/3842] lr: 2.639e-02, eta: 5:20:27, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0437, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.8008, recall@top3: 0.8077, prec@top3: 0.6725, recall@top5: 0.9251, prec@top5: 0.4747, loss: 0.0437, grad_norm: 0.1826 2021-04-11 03:04:25,521 - mmaction - INFO - Epoch [6][3700/3842] lr: 2.633e-02, eta: 5:20:02, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0428, recall@thr=0.5: 0.7282, prec@thr=0.5: 0.7960, recall@top3: 0.8253, prec@top3: 0.6633, recall@top5: 0.9414, prec@top5: 0.4667, loss: 0.0428, grad_norm: 0.1829 2021-04-11 03:04:49,643 - mmaction - INFO - Epoch [6][3720/3842] lr: 2.627e-02, eta: 5:19:37, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0409, recall@thr=0.5: 0.7329, prec@thr=0.5: 0.8089, recall@top3: 0.8290, prec@top3: 0.6949, recall@top5: 0.9366, prec@top5: 0.4825, loss: 0.0409, grad_norm: 0.1855 2021-04-11 03:05:13,931 - mmaction - INFO - Epoch [6][3740/3842] lr: 2.621e-02, eta: 5:19:12, time: 1.214, data_time: 0.002, memory: 10740, loss_action_cls: 0.0426, recall@thr=0.5: 0.7332, prec@thr=0.5: 0.7950, recall@top3: 0.8139, prec@top3: 0.6935, recall@top5: 0.9425, prec@top5: 0.4948, loss: 0.0426, grad_norm: 0.1819 2021-04-11 03:05:37,922 - mmaction - INFO - Epoch [6][3760/3842] lr: 2.615e-02, eta: 5:18:47, time: 1.201, data_time: 0.002, memory: 10740, loss_action_cls: 0.0435, recall@thr=0.5: 0.7203, prec@thr=0.5: 0.8034, recall@top3: 0.8101, prec@top3: 0.6767, recall@top5: 0.9288, prec@top5: 0.4758, loss: 0.0435, grad_norm: 0.1836 2021-04-11 03:06:02,207 - mmaction - INFO - Epoch [6][3780/3842] lr: 2.610e-02, eta: 5:18:22, time: 1.215, data_time: 0.001, memory: 10740, loss_action_cls: 0.0443, recall@thr=0.5: 0.7224, prec@thr=0.5: 0.7980, recall@top3: 0.8083, prec@top3: 0.6810, recall@top5: 0.9288, prec@top5: 0.4807, loss: 0.0443, grad_norm: 0.1860 2021-04-11 03:06:26,320 - mmaction - INFO - Epoch [6][3800/3842] lr: 2.604e-02, eta: 5:17:56, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0438, recall@thr=0.5: 0.7242, prec@thr=0.5: 0.8047, recall@top3: 0.8057, prec@top3: 0.6834, recall@top5: 0.9280, prec@top5: 0.4844, loss: 0.0438, grad_norm: 0.1797 2021-04-11 03:06:50,336 - mmaction - INFO - Epoch [6][3820/3842] lr: 2.598e-02, eta: 5:17:31, time: 1.202, data_time: 0.003, memory: 10740, loss_action_cls: 0.0423, recall@thr=0.5: 0.7293, prec@thr=0.5: 0.8004, recall@top3: 0.8136, prec@top3: 0.6774, recall@top5: 0.9358, prec@top5: 0.4783, loss: 0.0423, grad_norm: 0.1923 2021-04-11 03:07:14,431 - mmaction - INFO - Epoch [6][3840/3842] lr: 2.592e-02, eta: 5:17:06, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0412, recall@thr=0.5: 0.7341, prec@thr=0.5: 0.8107, recall@top3: 0.8254, prec@top3: 0.6760, recall@top5: 0.9379, prec@top5: 0.4734, loss: 0.0412, grad_norm: 0.1802 2021-04-11 03:07:38,112 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-04-11 03:25:39,639 - mmaction - INFO - Evaluating mAP ... 2021-04-11 03:31:15,331 - mmaction - INFO - mAP@0.5IOU 0.2613 2021-04-11 03:31:17,426 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_6.pth. 2021-04-11 03:31:17,426 - mmaction - INFO - Best mAP@0.5IOU is 0.2613 at 6 epoch. 2021-04-11 03:31:18,769 - mmaction - INFO - Epoch(val) [6][3842] mAP@0.5IOU: 0.2613 2021-04-11 03:32:32,033 - mmaction - INFO - Epoch [7][20/3842] lr: 2.586e-02, eta: 5:17:09, time: 3.662, data_time: 2.470, memory: 10740, loss_action_cls: 0.0416, recall@thr=0.5: 0.7232, prec@thr=0.5: 0.7973, recall@top3: 0.8161, prec@top3: 0.6685, recall@top5: 0.9320, prec@top5: 0.4691, loss: 0.0416, grad_norm: 0.1872 2021-04-11 03:32:56,061 - mmaction - INFO - Epoch [7][40/3842] lr: 2.580e-02, eta: 5:16:44, time: 1.201, data_time: 0.004, memory: 10740, loss_action_cls: 0.0419, recall@thr=0.5: 0.7245, prec@thr=0.5: 0.7965, recall@top3: 0.8271, prec@top3: 0.6754, recall@top5: 0.9395, prec@top5: 0.4727, loss: 0.0419, grad_norm: 0.1844 2021-04-11 03:33:20,089 - mmaction - INFO - Epoch [7][60/3842] lr: 2.574e-02, eta: 5:16:19, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0407, recall@thr=0.5: 0.7398, prec@thr=0.5: 0.8135, recall@top3: 0.8206, prec@top3: 0.6805, recall@top5: 0.9397, prec@top5: 0.4786, loss: 0.0407, grad_norm: 0.1808 2021-04-11 03:33:44,089 - mmaction - INFO - Epoch [7][80/3842] lr: 2.568e-02, eta: 5:15:53, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0421, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.7927, recall@top3: 0.8147, prec@top3: 0.6785, recall@top5: 0.9324, prec@top5: 0.4769, loss: 0.0421, grad_norm: 0.1872 2021-04-11 03:34:08,108 - mmaction - INFO - Epoch [7][100/3842] lr: 2.562e-02, eta: 5:15:28, time: 1.202, data_time: 0.002, memory: 10740, loss_action_cls: 0.0417, recall@thr=0.5: 0.7262, prec@thr=0.5: 0.8025, recall@top3: 0.8228, prec@top3: 0.6753, recall@top5: 0.9368, prec@top5: 0.4746, loss: 0.0417, grad_norm: 0.1900 2021-04-11 03:34:32,216 - mmaction - INFO - Epoch [7][120/3842] lr: 2.557e-02, eta: 5:15:03, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0428, recall@thr=0.5: 0.7289, prec@thr=0.5: 0.8015, recall@top3: 0.8103, prec@top3: 0.6957, recall@top5: 0.9353, prec@top5: 0.4940, loss: 0.0428, grad_norm: 0.1942 2021-04-11 03:34:56,218 - mmaction - INFO - Epoch [7][140/3842] lr: 2.551e-02, eta: 5:14:38, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0409, recall@thr=0.5: 0.7417, prec@thr=0.5: 0.8046, recall@top3: 0.8206, prec@top3: 0.6945, recall@top5: 0.9387, prec@top5: 0.4889, loss: 0.0409, grad_norm: 0.1811 2021-04-11 03:35:20,419 - mmaction - INFO - Epoch [7][160/3842] lr: 2.545e-02, eta: 5:14:12, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0429, recall@thr=0.5: 0.7323, prec@thr=0.5: 0.8062, recall@top3: 0.8189, prec@top3: 0.6855, recall@top5: 0.9345, prec@top5: 0.4823, loss: 0.0429, grad_norm: 0.1786 2021-04-11 03:35:44,714 - mmaction - INFO - Epoch [7][180/3842] lr: 2.539e-02, eta: 5:13:47, time: 1.215, data_time: 0.001, memory: 10740, loss_action_cls: 0.0446, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.7882, recall@top3: 0.8111, prec@top3: 0.6760, recall@top5: 0.9318, prec@top5: 0.4779, loss: 0.0446, grad_norm: 0.1873 2021-04-11 03:36:08,866 - mmaction - INFO - Epoch [7][200/3842] lr: 2.533e-02, eta: 5:13:22, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0428, recall@thr=0.5: 0.7289, prec@thr=0.5: 0.8077, recall@top3: 0.8185, prec@top3: 0.6840, recall@top5: 0.9331, prec@top5: 0.4803, loss: 0.0428, grad_norm: 0.1899 2021-04-11 03:36:33,032 - mmaction - INFO - Epoch [7][220/3842] lr: 2.528e-02, eta: 5:12:57, time: 1.209, data_time: 0.003, memory: 10740, loss_action_cls: 0.0419, recall@thr=0.5: 0.7369, prec@thr=0.5: 0.8039, recall@top3: 0.8278, prec@top3: 0.6791, recall@top5: 0.9394, prec@top5: 0.4730, loss: 0.0419, grad_norm: 0.1849 2021-04-11 03:36:57,085 - mmaction - INFO - Epoch [7][240/3842] lr: 2.522e-02, eta: 5:12:32, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0427, recall@thr=0.5: 0.7303, prec@thr=0.5: 0.7998, recall@top3: 0.8208, prec@top3: 0.6858, recall@top5: 0.9387, prec@top5: 0.4822, loss: 0.0427, grad_norm: 0.1828 2021-04-11 03:37:21,149 - mmaction - INFO - Epoch [7][260/3842] lr: 2.516e-02, eta: 5:12:06, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0425, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.8076, recall@top3: 0.8247, prec@top3: 0.6811, recall@top5: 0.9374, prec@top5: 0.4764, loss: 0.0425, grad_norm: 0.1859 2021-04-11 03:37:45,199 - mmaction - INFO - Epoch [7][280/3842] lr: 2.510e-02, eta: 5:11:41, time: 1.204, data_time: 0.003, memory: 10740, loss_action_cls: 0.0412, recall@thr=0.5: 0.7307, prec@thr=0.5: 0.8049, recall@top3: 0.8278, prec@top3: 0.6769, recall@top5: 0.9412, prec@top5: 0.4744, loss: 0.0412, grad_norm: 0.1843 2021-04-11 03:38:09,332 - mmaction - INFO - Epoch [7][300/3842] lr: 2.504e-02, eta: 5:11:16, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0422, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8072, recall@top3: 0.8144, prec@top3: 0.6876, recall@top5: 0.9316, prec@top5: 0.4841, loss: 0.0422, grad_norm: 0.1914 2021-04-11 03:38:33,570 - mmaction - INFO - Epoch [7][320/3842] lr: 2.499e-02, eta: 5:10:51, time: 1.213, data_time: 0.002, memory: 10740, loss_action_cls: 0.0420, recall@thr=0.5: 0.7422, prec@thr=0.5: 0.8079, recall@top3: 0.8264, prec@top3: 0.6943, recall@top5: 0.9439, prec@top5: 0.4873, loss: 0.0420, grad_norm: 0.1813 2021-04-11 03:38:57,577 - mmaction - INFO - Epoch [7][340/3842] lr: 2.493e-02, eta: 5:10:25, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0410, recall@thr=0.5: 0.7403, prec@thr=0.5: 0.8110, recall@top3: 0.8263, prec@top3: 0.6945, recall@top5: 0.9431, prec@top5: 0.4893, loss: 0.0410, grad_norm: 0.1847 2021-04-11 03:39:21,629 - mmaction - INFO - Epoch [7][360/3842] lr: 2.487e-02, eta: 5:10:00, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0405, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.7959, recall@top3: 0.8206, prec@top3: 0.6757, recall@top5: 0.9373, prec@top5: 0.4745, loss: 0.0405, grad_norm: 0.1976 2021-04-11 03:39:45,740 - mmaction - INFO - Epoch [7][380/3842] lr: 2.481e-02, eta: 5:09:35, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0399, recall@thr=0.5: 0.7382, prec@thr=0.5: 0.7997, recall@top3: 0.8231, prec@top3: 0.6854, recall@top5: 0.9438, prec@top5: 0.4832, loss: 0.0399, grad_norm: 0.2021 2021-04-11 03:40:09,815 - mmaction - INFO - Epoch [7][400/3842] lr: 2.475e-02, eta: 5:09:10, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0425, recall@thr=0.5: 0.7333, prec@thr=0.5: 0.8072, recall@top3: 0.8212, prec@top3: 0.6714, recall@top5: 0.9370, prec@top5: 0.4743, loss: 0.0425, grad_norm: 0.1928 2021-04-11 03:40:33,973 - mmaction - INFO - Epoch [7][420/3842] lr: 2.470e-02, eta: 5:08:44, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0423, recall@thr=0.5: 0.7335, prec@thr=0.5: 0.8059, recall@top3: 0.8126, prec@top3: 0.6840, recall@top5: 0.9326, prec@top5: 0.4842, loss: 0.0423, grad_norm: 0.1941 2021-04-11 03:40:58,024 - mmaction - INFO - Epoch [7][440/3842] lr: 2.464e-02, eta: 5:08:19, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0420, recall@thr=0.5: 0.7218, prec@thr=0.5: 0.8013, recall@top3: 0.8199, prec@top3: 0.6873, recall@top5: 0.9371, prec@top5: 0.4807, loss: 0.0420, grad_norm: 0.1866 2021-04-11 03:41:22,291 - mmaction - INFO - Epoch [7][460/3842] lr: 2.458e-02, eta: 5:07:54, time: 1.214, data_time: 0.002, memory: 10740, loss_action_cls: 0.0400, recall@thr=0.5: 0.7377, prec@thr=0.5: 0.8033, recall@top3: 0.8229, prec@top3: 0.6887, recall@top5: 0.9353, prec@top5: 0.4810, loss: 0.0400, grad_norm: 0.1917 2021-04-11 03:41:46,317 - mmaction - INFO - Epoch [7][480/3842] lr: 2.452e-02, eta: 5:07:29, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0433, recall@thr=0.5: 0.7307, prec@thr=0.5: 0.8010, recall@top3: 0.8223, prec@top3: 0.6851, recall@top5: 0.9317, prec@top5: 0.4777, loss: 0.0433, grad_norm: 0.1821 2021-04-11 03:42:10,370 - mmaction - INFO - Epoch [7][500/3842] lr: 2.447e-02, eta: 5:07:04, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0435, recall@thr=0.5: 0.7240, prec@thr=0.5: 0.7894, recall@top3: 0.8082, prec@top3: 0.6884, recall@top5: 0.9330, prec@top5: 0.4912, loss: 0.0435, grad_norm: 0.2007 2021-04-11 03:42:34,361 - mmaction - INFO - Epoch [7][520/3842] lr: 2.441e-02, eta: 5:06:38, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0432, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7946, recall@top3: 0.8097, prec@top3: 0.6812, recall@top5: 0.9270, prec@top5: 0.4803, loss: 0.0432, grad_norm: 0.1891 2021-04-11 03:42:58,586 - mmaction - INFO - Epoch [7][540/3842] lr: 2.435e-02, eta: 5:06:13, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0417, recall@thr=0.5: 0.7417, prec@thr=0.5: 0.8105, recall@top3: 0.8244, prec@top3: 0.6830, recall@top5: 0.9385, prec@top5: 0.4786, loss: 0.0417, grad_norm: 0.1948 2021-04-11 03:43:22,559 - mmaction - INFO - Epoch [7][560/3842] lr: 2.429e-02, eta: 5:05:48, time: 1.199, data_time: 0.002, memory: 10740, loss_action_cls: 0.0443, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.8071, recall@top3: 0.8144, prec@top3: 0.6814, recall@top5: 0.9284, prec@top5: 0.4792, loss: 0.0443, grad_norm: 0.1992 2021-04-11 03:43:46,658 - mmaction - INFO - Epoch [7][580/3842] lr: 2.424e-02, eta: 5:05:23, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0421, recall@thr=0.5: 0.7281, prec@thr=0.5: 0.8021, recall@top3: 0.8145, prec@top3: 0.6847, recall@top5: 0.9329, prec@top5: 0.4835, loss: 0.0421, grad_norm: 0.1971 2021-04-11 03:44:11,016 - mmaction - INFO - Epoch [7][600/3842] lr: 2.418e-02, eta: 5:04:58, time: 1.218, data_time: 0.009, memory: 10740, loss_action_cls: 0.0419, recall@thr=0.5: 0.7418, prec@thr=0.5: 0.8108, recall@top3: 0.8242, prec@top3: 0.6892, recall@top5: 0.9371, prec@top5: 0.4814, loss: 0.0419, grad_norm: 0.1806 2021-04-11 03:44:35,053 - mmaction - INFO - Epoch [7][620/3842] lr: 2.412e-02, eta: 5:04:32, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0421, recall@thr=0.5: 0.7409, prec@thr=0.5: 0.8045, recall@top3: 0.8164, prec@top3: 0.6714, recall@top5: 0.9358, prec@top5: 0.4751, loss: 0.0421, grad_norm: 0.1916 2021-04-11 03:44:59,187 - mmaction - INFO - Epoch [7][640/3842] lr: 2.407e-02, eta: 5:04:07, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0412, recall@thr=0.5: 0.7400, prec@thr=0.5: 0.8161, recall@top3: 0.8162, prec@top3: 0.6918, recall@top5: 0.9376, prec@top5: 0.4872, loss: 0.0412, grad_norm: 0.1796 2021-04-11 03:45:23,279 - mmaction - INFO - Epoch [7][660/3842] lr: 2.401e-02, eta: 5:03:42, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0402, recall@thr=0.5: 0.7413, prec@thr=0.5: 0.8158, recall@top3: 0.8327, prec@top3: 0.6849, recall@top5: 0.9409, prec@top5: 0.4776, loss: 0.0402, grad_norm: 0.1866 2021-04-11 03:45:47,356 - mmaction - INFO - Epoch [7][680/3842] lr: 2.395e-02, eta: 5:03:17, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0435, recall@thr=0.5: 0.7466, prec@thr=0.5: 0.8022, recall@top3: 0.8224, prec@top3: 0.6946, recall@top5: 0.9379, prec@top5: 0.4871, loss: 0.0435, grad_norm: 0.1933 2021-04-11 03:46:11,434 - mmaction - INFO - Epoch [7][700/3842] lr: 2.389e-02, eta: 5:02:52, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0407, recall@thr=0.5: 0.7359, prec@thr=0.5: 0.8094, recall@top3: 0.8195, prec@top3: 0.6854, recall@top5: 0.9402, prec@top5: 0.4846, loss: 0.0407, grad_norm: 0.1931 2021-04-11 03:46:35,480 - mmaction - INFO - Epoch [7][720/3842] lr: 2.384e-02, eta: 5:02:26, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0415, recall@thr=0.5: 0.7437, prec@thr=0.5: 0.8078, recall@top3: 0.8279, prec@top3: 0.6857, recall@top5: 0.9355, prec@top5: 0.4776, loss: 0.0415, grad_norm: 0.1911 2021-04-11 03:46:59,556 - mmaction - INFO - Epoch [7][740/3842] lr: 2.378e-02, eta: 5:02:01, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0428, recall@thr=0.5: 0.7239, prec@thr=0.5: 0.7944, recall@top3: 0.8122, prec@top3: 0.6889, recall@top5: 0.9289, prec@top5: 0.4862, loss: 0.0428, grad_norm: 0.1961 2021-04-11 03:47:23,556 - mmaction - INFO - Epoch [7][760/3842] lr: 2.372e-02, eta: 5:01:36, time: 1.201, data_time: 0.002, memory: 10740, loss_action_cls: 0.0438, recall@thr=0.5: 0.7302, prec@thr=0.5: 0.7985, recall@top3: 0.8184, prec@top3: 0.6878, recall@top5: 0.9323, prec@top5: 0.4810, loss: 0.0438, grad_norm: 0.1936 2021-04-11 03:47:47,711 - mmaction - INFO - Epoch [7][780/3842] lr: 2.367e-02, eta: 5:01:11, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0413, recall@thr=0.5: 0.7519, prec@thr=0.5: 0.8194, recall@top3: 0.8260, prec@top3: 0.6976, recall@top5: 0.9382, prec@top5: 0.4896, loss: 0.0413, grad_norm: 0.1879 2021-04-11 03:48:11,930 - mmaction - INFO - Epoch [7][800/3842] lr: 2.361e-02, eta: 5:00:46, time: 1.212, data_time: 0.002, memory: 10740, loss_action_cls: 0.0417, recall@thr=0.5: 0.7346, prec@thr=0.5: 0.8126, recall@top3: 0.8232, prec@top3: 0.6778, recall@top5: 0.9277, prec@top5: 0.4693, loss: 0.0417, grad_norm: 0.1901 2021-04-11 03:48:35,998 - mmaction - INFO - Epoch [7][820/3842] lr: 2.355e-02, eta: 5:00:20, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0412, recall@thr=0.5: 0.7506, prec@thr=0.5: 0.8208, recall@top3: 0.8282, prec@top3: 0.6964, recall@top5: 0.9392, prec@top5: 0.4860, loss: 0.0412, grad_norm: 0.1890 2021-04-11 03:49:00,082 - mmaction - INFO - Epoch [7][840/3842] lr: 2.349e-02, eta: 4:59:55, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0412, recall@thr=0.5: 0.7369, prec@thr=0.5: 0.8105, recall@top3: 0.8098, prec@top3: 0.6717, recall@top5: 0.9320, prec@top5: 0.4752, loss: 0.0412, grad_norm: 0.1955 2021-04-11 03:49:24,340 - mmaction - INFO - Epoch [7][860/3842] lr: 2.344e-02, eta: 4:59:30, time: 1.215, data_time: 0.019, memory: 10740, loss_action_cls: 0.0424, recall@thr=0.5: 0.7279, prec@thr=0.5: 0.8044, recall@top3: 0.8135, prec@top3: 0.6917, recall@top5: 0.9347, prec@top5: 0.4901, loss: 0.0424, grad_norm: 0.1983 2021-04-11 03:49:48,484 - mmaction - INFO - Epoch [7][880/3842] lr: 2.338e-02, eta: 4:59:05, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0425, recall@thr=0.5: 0.7408, prec@thr=0.5: 0.8020, recall@top3: 0.8280, prec@top3: 0.6932, recall@top5: 0.9386, prec@top5: 0.4852, loss: 0.0425, grad_norm: 0.1888 2021-04-11 03:50:12,502 - mmaction - INFO - Epoch [7][900/3842] lr: 2.332e-02, eta: 4:58:40, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0427, recall@thr=0.5: 0.7406, prec@thr=0.5: 0.8038, recall@top3: 0.8107, prec@top3: 0.6852, recall@top5: 0.9295, prec@top5: 0.4831, loss: 0.0427, grad_norm: 0.1980 2021-04-11 03:50:36,492 - mmaction - INFO - Epoch [7][920/3842] lr: 2.327e-02, eta: 4:58:14, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0426, recall@thr=0.5: 0.7324, prec@thr=0.5: 0.8019, recall@top3: 0.8178, prec@top3: 0.6932, recall@top5: 0.9376, prec@top5: 0.4887, loss: 0.0426, grad_norm: 0.2036 2021-04-11 03:51:00,565 - mmaction - INFO - Epoch [7][940/3842] lr: 2.321e-02, eta: 4:57:49, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0409, recall@thr=0.5: 0.7524, prec@thr=0.5: 0.8105, recall@top3: 0.8278, prec@top3: 0.7045, recall@top5: 0.9388, prec@top5: 0.4911, loss: 0.0409, grad_norm: 0.1819 2021-04-11 03:51:24,846 - mmaction - INFO - Epoch [7][960/3842] lr: 2.315e-02, eta: 4:57:24, time: 1.214, data_time: 0.014, memory: 10740, loss_action_cls: 0.0416, recall@thr=0.5: 0.7261, prec@thr=0.5: 0.8085, recall@top3: 0.8206, prec@top3: 0.6797, recall@top5: 0.9379, prec@top5: 0.4775, loss: 0.0416, grad_norm: 0.1954 2021-04-11 03:51:48,993 - mmaction - INFO - Epoch [7][980/3842] lr: 2.310e-02, eta: 4:56:59, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0414, recall@thr=0.5: 0.7431, prec@thr=0.5: 0.8148, recall@top3: 0.8215, prec@top3: 0.6988, recall@top5: 0.9371, prec@top5: 0.4901, loss: 0.0414, grad_norm: 0.1933 2021-04-11 03:52:13,107 - mmaction - INFO - Epoch [7][1000/3842] lr: 2.304e-02, eta: 4:56:34, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0412, recall@thr=0.5: 0.7395, prec@thr=0.5: 0.8101, recall@top3: 0.8195, prec@top3: 0.6823, recall@top5: 0.9299, prec@top5: 0.4764, loss: 0.0412, grad_norm: 0.1868 2021-04-11 03:52:37,232 - mmaction - INFO - Epoch [7][1020/3842] lr: 2.298e-02, eta: 4:56:09, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0423, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.8049, recall@top3: 0.8207, prec@top3: 0.6826, recall@top5: 0.9387, prec@top5: 0.4808, loss: 0.0423, grad_norm: 0.2101 2021-04-11 03:53:01,428 - mmaction - INFO - Epoch [7][1040/3842] lr: 2.293e-02, eta: 4:55:44, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0413, recall@thr=0.5: 0.7455, prec@thr=0.5: 0.8103, recall@top3: 0.8213, prec@top3: 0.7037, recall@top5: 0.9395, prec@top5: 0.4940, loss: 0.0413, grad_norm: 0.1882 2021-04-11 03:53:25,411 - mmaction - INFO - Epoch [7][1060/3842] lr: 2.287e-02, eta: 4:55:18, time: 1.200, data_time: 0.002, memory: 10740, loss_action_cls: 0.0426, recall@thr=0.5: 0.7333, prec@thr=0.5: 0.8011, recall@top3: 0.8200, prec@top3: 0.6812, recall@top5: 0.9329, prec@top5: 0.4757, loss: 0.0426, grad_norm: 0.1894 2021-04-11 03:53:49,877 - mmaction - INFO - Epoch [7][1080/3842] lr: 2.281e-02, eta: 4:54:53, time: 1.223, data_time: 0.013, memory: 10740, loss_action_cls: 0.0426, recall@thr=0.5: 0.7376, prec@thr=0.5: 0.8022, recall@top3: 0.8187, prec@top3: 0.6798, recall@top5: 0.9375, prec@top5: 0.4801, loss: 0.0426, grad_norm: 0.1958 2021-04-11 03:54:14,050 - mmaction - INFO - Epoch [7][1100/3842] lr: 2.276e-02, eta: 4:54:28, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0417, recall@thr=0.5: 0.7490, prec@thr=0.5: 0.8115, recall@top3: 0.8244, prec@top3: 0.7027, recall@top5: 0.9401, prec@top5: 0.4950, loss: 0.0417, grad_norm: 0.1876 2021-04-11 03:54:38,252 - mmaction - INFO - Epoch [7][1120/3842] lr: 2.270e-02, eta: 4:54:03, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0434, recall@thr=0.5: 0.7351, prec@thr=0.5: 0.8054, recall@top3: 0.8235, prec@top3: 0.6747, recall@top5: 0.9335, prec@top5: 0.4706, loss: 0.0434, grad_norm: 0.1843 2021-04-11 03:55:02,492 - mmaction - INFO - Epoch [7][1140/3842] lr: 2.265e-02, eta: 4:53:38, time: 1.212, data_time: 0.008, memory: 10740, loss_action_cls: 0.0432, recall@thr=0.5: 0.7263, prec@thr=0.5: 0.8012, recall@top3: 0.8150, prec@top3: 0.6754, recall@top5: 0.9325, prec@top5: 0.4771, loss: 0.0432, grad_norm: 0.2016 2021-04-11 03:55:26,645 - mmaction - INFO - Epoch [7][1160/3842] lr: 2.259e-02, eta: 4:53:13, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0418, recall@thr=0.5: 0.7348, prec@thr=0.5: 0.8021, recall@top3: 0.8134, prec@top3: 0.6833, recall@top5: 0.9331, prec@top5: 0.4838, loss: 0.0418, grad_norm: 0.2041 2021-04-11 03:55:50,848 - mmaction - INFO - Epoch [7][1180/3842] lr: 2.253e-02, eta: 4:52:48, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0419, recall@thr=0.5: 0.7349, prec@thr=0.5: 0.7941, recall@top3: 0.8206, prec@top3: 0.6708, recall@top5: 0.9416, prec@top5: 0.4735, loss: 0.0419, grad_norm: 0.1898 2021-04-11 03:56:15,364 - mmaction - INFO - Epoch [7][1200/3842] lr: 2.248e-02, eta: 4:52:23, time: 1.225, data_time: 0.015, memory: 10740, loss_action_cls: 0.0423, recall@thr=0.5: 0.7381, prec@thr=0.5: 0.8062, recall@top3: 0.8197, prec@top3: 0.6782, recall@top5: 0.9363, prec@top5: 0.4789, loss: 0.0423, grad_norm: 0.2006 2021-04-11 03:56:39,634 - mmaction - INFO - Epoch [7][1220/3842] lr: 2.242e-02, eta: 4:51:58, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0415, recall@thr=0.5: 0.7342, prec@thr=0.5: 0.8027, recall@top3: 0.8160, prec@top3: 0.6754, recall@top5: 0.9369, prec@top5: 0.4777, loss: 0.0415, grad_norm: 0.1888 2021-04-11 03:57:03,867 - mmaction - INFO - Epoch [7][1240/3842] lr: 2.236e-02, eta: 4:51:33, time: 1.214, data_time: 0.004, memory: 10740, loss_action_cls: 0.0422, recall@thr=0.5: 0.7249, prec@thr=0.5: 0.7939, recall@top3: 0.8140, prec@top3: 0.6762, recall@top5: 0.9308, prec@top5: 0.4735, loss: 0.0422, grad_norm: 0.1983 2021-04-11 03:57:28,005 - mmaction - INFO - Epoch [7][1260/3842] lr: 2.231e-02, eta: 4:51:08, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0404, recall@thr=0.5: 0.7375, prec@thr=0.5: 0.8092, recall@top3: 0.8130, prec@top3: 0.6944, recall@top5: 0.9360, prec@top5: 0.4923, loss: 0.0404, grad_norm: 0.1901 2021-04-11 03:57:51,984 - mmaction - INFO - Epoch [7][1280/3842] lr: 2.225e-02, eta: 4:50:43, time: 1.199, data_time: 0.002, memory: 10740, loss_action_cls: 0.0409, recall@thr=0.5: 0.7372, prec@thr=0.5: 0.8092, recall@top3: 0.8284, prec@top3: 0.6891, recall@top5: 0.9446, prec@top5: 0.4840, loss: 0.0409, grad_norm: 0.1947 2021-04-11 03:58:16,084 - mmaction - INFO - Epoch [7][1300/3842] lr: 2.220e-02, eta: 4:50:17, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0412, recall@thr=0.5: 0.7305, prec@thr=0.5: 0.7966, recall@top3: 0.8180, prec@top3: 0.6845, recall@top5: 0.9345, prec@top5: 0.4811, loss: 0.0412, grad_norm: 0.2016 2021-04-11 03:58:40,170 - mmaction - INFO - Epoch [7][1320/3842] lr: 2.214e-02, eta: 4:49:52, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0431, recall@thr=0.5: 0.7293, prec@thr=0.5: 0.8078, recall@top3: 0.8143, prec@top3: 0.6906, recall@top5: 0.9326, prec@top5: 0.4880, loss: 0.0431, grad_norm: 0.1911 2021-04-11 03:59:04,347 - mmaction - INFO - Epoch [7][1340/3842] lr: 2.208e-02, eta: 4:49:27, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0429, recall@thr=0.5: 0.7227, prec@thr=0.5: 0.7932, recall@top3: 0.8174, prec@top3: 0.6859, recall@top5: 0.9341, prec@top5: 0.4823, loss: 0.0429, grad_norm: 0.1959 2021-04-11 03:59:28,425 - mmaction - INFO - Epoch [7][1360/3842] lr: 2.203e-02, eta: 4:49:02, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0406, recall@thr=0.5: 0.7352, prec@thr=0.5: 0.7991, recall@top3: 0.8246, prec@top3: 0.6814, recall@top5: 0.9403, prec@top5: 0.4796, loss: 0.0406, grad_norm: 0.1966 2021-04-11 03:59:52,567 - mmaction - INFO - Epoch [7][1380/3842] lr: 2.197e-02, eta: 4:48:37, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0447, recall@thr=0.5: 0.7257, prec@thr=0.5: 0.8030, recall@top3: 0.8164, prec@top3: 0.6891, recall@top5: 0.9279, prec@top5: 0.4818, loss: 0.0447, grad_norm: 0.1895 2021-04-11 04:00:16,797 - mmaction - INFO - Epoch [7][1400/3842] lr: 2.192e-02, eta: 4:48:12, time: 1.210, data_time: 0.004, memory: 10740, loss_action_cls: 0.0417, recall@thr=0.5: 0.7411, prec@thr=0.5: 0.8086, recall@top3: 0.8230, prec@top3: 0.6893, recall@top5: 0.9366, prec@top5: 0.4811, loss: 0.0417, grad_norm: 0.1887 2021-04-11 04:00:41,217 - mmaction - INFO - Epoch [7][1420/3842] lr: 2.186e-02, eta: 4:47:47, time: 1.222, data_time: 0.024, memory: 10740, loss_action_cls: 0.0411, recall@thr=0.5: 0.7285, prec@thr=0.5: 0.8085, recall@top3: 0.8170, prec@top3: 0.6872, recall@top5: 0.9367, prec@top5: 0.4842, loss: 0.0411, grad_norm: 0.1936 2021-04-11 04:01:05,382 - mmaction - INFO - Epoch [7][1440/3842] lr: 2.181e-02, eta: 4:47:22, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0417, recall@thr=0.5: 0.7384, prec@thr=0.5: 0.8130, recall@top3: 0.8217, prec@top3: 0.6843, recall@top5: 0.9324, prec@top5: 0.4795, loss: 0.0417, grad_norm: 0.1962 2021-04-11 04:01:29,598 - mmaction - INFO - Epoch [7][1460/3842] lr: 2.175e-02, eta: 4:46:57, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0441, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7983, recall@top3: 0.8090, prec@top3: 0.6663, recall@top5: 0.9348, prec@top5: 0.4749, loss: 0.0441, grad_norm: 0.1941 2021-04-11 04:01:53,844 - mmaction - INFO - Epoch [7][1480/3842] lr: 2.169e-02, eta: 4:46:32, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0434, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.7942, recall@top3: 0.8194, prec@top3: 0.6961, recall@top5: 0.9334, prec@top5: 0.4865, loss: 0.0434, grad_norm: 0.1875 2021-04-11 04:02:17,957 - mmaction - INFO - Epoch [7][1500/3842] lr: 2.164e-02, eta: 4:46:07, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0417, recall@thr=0.5: 0.7409, prec@thr=0.5: 0.8143, recall@top3: 0.8264, prec@top3: 0.6919, recall@top5: 0.9411, prec@top5: 0.4839, loss: 0.0417, grad_norm: 0.1848 2021-04-11 04:02:42,062 - mmaction - INFO - Epoch [7][1520/3842] lr: 2.158e-02, eta: 4:45:41, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0443, recall@thr=0.5: 0.7415, prec@thr=0.5: 0.8040, recall@top3: 0.8224, prec@top3: 0.6901, recall@top5: 0.9359, prec@top5: 0.4855, loss: 0.0443, grad_norm: 0.1848 2021-04-11 04:03:06,486 - mmaction - INFO - Epoch [7][1540/3842] lr: 2.153e-02, eta: 4:45:16, time: 1.221, data_time: 0.001, memory: 10740, loss_action_cls: 0.0430, recall@thr=0.5: 0.7361, prec@thr=0.5: 0.7948, recall@top3: 0.8147, prec@top3: 0.6911, recall@top5: 0.9329, prec@top5: 0.4881, loss: 0.0430, grad_norm: 0.1884 2021-04-11 04:03:30,656 - mmaction - INFO - Epoch [7][1560/3842] lr: 2.147e-02, eta: 4:44:51, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0408, recall@thr=0.5: 0.7421, prec@thr=0.5: 0.8195, recall@top3: 0.8153, prec@top3: 0.7003, recall@top5: 0.9409, prec@top5: 0.4988, loss: 0.0408, grad_norm: 0.1821 2021-04-11 04:03:54,912 - mmaction - INFO - Epoch [7][1580/3842] lr: 2.142e-02, eta: 4:44:26, time: 1.214, data_time: 0.002, memory: 10740, loss_action_cls: 0.0411, recall@thr=0.5: 0.7379, prec@thr=0.5: 0.8070, recall@top3: 0.8186, prec@top3: 0.6832, recall@top5: 0.9321, prec@top5: 0.4793, loss: 0.0411, grad_norm: 0.1938 2021-04-11 04:04:18,966 - mmaction - INFO - Epoch [7][1600/3842] lr: 2.136e-02, eta: 4:44:01, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0402, recall@thr=0.5: 0.7510, prec@thr=0.5: 0.8068, recall@top3: 0.8311, prec@top3: 0.6924, recall@top5: 0.9421, prec@top5: 0.4832, loss: 0.0402, grad_norm: 0.1871 2021-04-11 04:04:43,244 - mmaction - INFO - Epoch [7][1620/3842] lr: 2.131e-02, eta: 4:43:36, time: 1.213, data_time: 0.001, memory: 10740, loss_action_cls: 0.0427, recall@thr=0.5: 0.7261, prec@thr=0.5: 0.8066, recall@top3: 0.8154, prec@top3: 0.6840, recall@top5: 0.9316, prec@top5: 0.4818, loss: 0.0427, grad_norm: 0.1997 2021-04-11 04:05:07,229 - mmaction - INFO - Epoch [7][1640/3842] lr: 2.125e-02, eta: 4:43:11, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0445, recall@thr=0.5: 0.7333, prec@thr=0.5: 0.7982, recall@top3: 0.8135, prec@top3: 0.6870, recall@top5: 0.9304, prec@top5: 0.4844, loss: 0.0445, grad_norm: 0.1925 2021-04-11 04:05:31,409 - mmaction - INFO - Epoch [7][1660/3842] lr: 2.120e-02, eta: 4:42:46, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0425, recall@thr=0.5: 0.7203, prec@thr=0.5: 0.7962, recall@top3: 0.8200, prec@top3: 0.6751, recall@top5: 0.9319, prec@top5: 0.4713, loss: 0.0425, grad_norm: 0.1962 2021-04-11 04:05:55,518 - mmaction - INFO - Epoch [7][1680/3842] lr: 2.114e-02, eta: 4:42:21, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0422, recall@thr=0.5: 0.7282, prec@thr=0.5: 0.8121, recall@top3: 0.8192, prec@top3: 0.6852, recall@top5: 0.9418, prec@top5: 0.4852, loss: 0.0422, grad_norm: 0.1897 2021-04-11 04:06:19,703 - mmaction - INFO - Epoch [7][1700/3842] lr: 2.108e-02, eta: 4:41:56, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0406, recall@thr=0.5: 0.7461, prec@thr=0.5: 0.8194, recall@top3: 0.8270, prec@top3: 0.6897, recall@top5: 0.9439, prec@top5: 0.4847, loss: 0.0406, grad_norm: 0.1839 2021-04-11 04:06:43,724 - mmaction - INFO - Epoch [7][1720/3842] lr: 2.103e-02, eta: 4:41:31, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0419, recall@thr=0.5: 0.7346, prec@thr=0.5: 0.7991, recall@top3: 0.8186, prec@top3: 0.6842, recall@top5: 0.9404, prec@top5: 0.4839, loss: 0.0419, grad_norm: 0.1928 2021-04-11 04:07:07,865 - mmaction - INFO - Epoch [7][1740/3842] lr: 2.097e-02, eta: 4:41:05, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0411, recall@thr=0.5: 0.7283, prec@thr=0.5: 0.8020, recall@top3: 0.8203, prec@top3: 0.6886, recall@top5: 0.9347, prec@top5: 0.4821, loss: 0.0411, grad_norm: 0.1930 2021-04-11 04:07:32,050 - mmaction - INFO - Epoch [7][1760/3842] lr: 2.092e-02, eta: 4:40:40, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0433, recall@thr=0.5: 0.7310, prec@thr=0.5: 0.7939, recall@top3: 0.8138, prec@top3: 0.6786, recall@top5: 0.9335, prec@top5: 0.4792, loss: 0.0433, grad_norm: 0.1977 2021-04-11 04:07:56,200 - mmaction - INFO - Epoch [7][1780/3842] lr: 2.086e-02, eta: 4:40:15, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0425, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.8002, recall@top3: 0.8238, prec@top3: 0.6798, recall@top5: 0.9308, prec@top5: 0.4705, loss: 0.0425, grad_norm: 0.1953 2021-04-11 04:08:20,399 - mmaction - INFO - Epoch [7][1800/3842] lr: 2.081e-02, eta: 4:39:50, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0419, recall@thr=0.5: 0.7312, prec@thr=0.5: 0.8001, recall@top3: 0.8125, prec@top3: 0.6805, recall@top5: 0.9294, prec@top5: 0.4791, loss: 0.0419, grad_norm: 0.1900 2021-04-11 04:08:44,690 - mmaction - INFO - Epoch [7][1820/3842] lr: 2.075e-02, eta: 4:39:25, time: 1.215, data_time: 0.002, memory: 10740, loss_action_cls: 0.0407, recall@thr=0.5: 0.7390, prec@thr=0.5: 0.8010, recall@top3: 0.8260, prec@top3: 0.6902, recall@top5: 0.9414, prec@top5: 0.4839, loss: 0.0407, grad_norm: 0.1902 2021-04-11 04:09:08,753 - mmaction - INFO - Epoch [7][1840/3842] lr: 2.070e-02, eta: 4:39:00, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0414, recall@thr=0.5: 0.7294, prec@thr=0.5: 0.8016, recall@top3: 0.8153, prec@top3: 0.6824, recall@top5: 0.9427, prec@top5: 0.4848, loss: 0.0414, grad_norm: 0.1999 2021-04-11 04:09:32,860 - mmaction - INFO - Epoch [7][1860/3842] lr: 2.064e-02, eta: 4:38:35, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0427, recall@thr=0.5: 0.7278, prec@thr=0.5: 0.8017, recall@top3: 0.8085, prec@top3: 0.6710, recall@top5: 0.9325, prec@top5: 0.4766, loss: 0.0427, grad_norm: 0.2014 2021-04-11 04:09:56,976 - mmaction - INFO - Epoch [7][1880/3842] lr: 2.059e-02, eta: 4:38:10, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0430, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.8076, recall@top3: 0.8131, prec@top3: 0.6755, recall@top5: 0.9271, prec@top5: 0.4751, loss: 0.0430, grad_norm: 0.2001 2021-04-11 04:10:21,077 - mmaction - INFO - Epoch [7][1900/3842] lr: 2.054e-02, eta: 4:37:45, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0431, recall@thr=0.5: 0.7146, prec@thr=0.5: 0.7993, recall@top3: 0.8099, prec@top3: 0.6771, recall@top5: 0.9339, prec@top5: 0.4811, loss: 0.0431, grad_norm: 0.1959 2021-04-11 04:10:45,339 - mmaction - INFO - Epoch [7][1920/3842] lr: 2.048e-02, eta: 4:37:20, time: 1.213, data_time: 0.002, memory: 10740, loss_action_cls: 0.0435, recall@thr=0.5: 0.7281, prec@thr=0.5: 0.7983, recall@top3: 0.8123, prec@top3: 0.6898, recall@top5: 0.9327, prec@top5: 0.4868, loss: 0.0435, grad_norm: 0.2003 2021-04-11 04:11:09,532 - mmaction - INFO - Epoch [7][1940/3842] lr: 2.043e-02, eta: 4:36:55, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0414, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.8028, recall@top3: 0.8235, prec@top3: 0.6837, recall@top5: 0.9401, prec@top5: 0.4789, loss: 0.0414, grad_norm: 0.1882 2021-04-11 04:11:33,762 - mmaction - INFO - Epoch [7][1960/3842] lr: 2.037e-02, eta: 4:36:30, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0429, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.8070, recall@top3: 0.8186, prec@top3: 0.6914, recall@top5: 0.9350, prec@top5: 0.4863, loss: 0.0429, grad_norm: 0.1961 2021-04-11 04:11:57,965 - mmaction - INFO - Epoch [7][1980/3842] lr: 2.032e-02, eta: 4:36:05, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0430, recall@thr=0.5: 0.7350, prec@thr=0.5: 0.8021, recall@top3: 0.8136, prec@top3: 0.6826, recall@top5: 0.9333, prec@top5: 0.4830, loss: 0.0430, grad_norm: 0.1861 2021-04-11 04:12:22,010 - mmaction - INFO - Epoch [7][2000/3842] lr: 2.026e-02, eta: 4:35:40, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0415, recall@thr=0.5: 0.7284, prec@thr=0.5: 0.8007, recall@top3: 0.8260, prec@top3: 0.6876, recall@top5: 0.9417, prec@top5: 0.4825, loss: 0.0415, grad_norm: 0.1881 2021-04-11 04:12:46,121 - mmaction - INFO - Epoch [7][2020/3842] lr: 2.021e-02, eta: 4:35:15, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0436, recall@thr=0.5: 0.7493, prec@thr=0.5: 0.8061, recall@top3: 0.8127, prec@top3: 0.6894, recall@top5: 0.9321, prec@top5: 0.4866, loss: 0.0436, grad_norm: 0.1976 2021-04-11 04:13:10,197 - mmaction - INFO - Epoch [7][2040/3842] lr: 2.015e-02, eta: 4:34:49, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0402, recall@thr=0.5: 0.7283, prec@thr=0.5: 0.8095, recall@top3: 0.8273, prec@top3: 0.6884, recall@top5: 0.9364, prec@top5: 0.4797, loss: 0.0402, grad_norm: 0.2040 2021-04-11 04:13:34,434 - mmaction - INFO - Epoch [7][2060/3842] lr: 2.010e-02, eta: 4:34:24, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0422, recall@thr=0.5: 0.7287, prec@thr=0.5: 0.7999, recall@top3: 0.8240, prec@top3: 0.6803, recall@top5: 0.9419, prec@top5: 0.4777, loss: 0.0422, grad_norm: 0.1918 2021-04-11 04:13:58,679 - mmaction - INFO - Epoch [7][2080/3842] lr: 2.005e-02, eta: 4:33:59, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0435, recall@thr=0.5: 0.7313, prec@thr=0.5: 0.8030, recall@top3: 0.8177, prec@top3: 0.6870, recall@top5: 0.9297, prec@top5: 0.4792, loss: 0.0435, grad_norm: 0.2004 2021-04-11 04:14:22,823 - mmaction - INFO - Epoch [7][2100/3842] lr: 1.999e-02, eta: 4:33:34, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0411, recall@thr=0.5: 0.7319, prec@thr=0.5: 0.8052, recall@top3: 0.8184, prec@top3: 0.6700, recall@top5: 0.9390, prec@top5: 0.4736, loss: 0.0411, grad_norm: 0.1953 2021-04-11 04:14:47,018 - mmaction - INFO - Epoch [7][2120/3842] lr: 1.994e-02, eta: 4:33:09, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0408, recall@thr=0.5: 0.7301, prec@thr=0.5: 0.8031, recall@top3: 0.8230, prec@top3: 0.6888, recall@top5: 0.9313, prec@top5: 0.4800, loss: 0.0408, grad_norm: 0.2045 2021-04-11 04:15:11,101 - mmaction - INFO - Epoch [7][2140/3842] lr: 1.988e-02, eta: 4:32:44, time: 1.206, data_time: 0.003, memory: 10740, loss_action_cls: 0.0433, recall@thr=0.5: 0.7220, prec@thr=0.5: 0.7984, recall@top3: 0.8136, prec@top3: 0.6726, recall@top5: 0.9289, prec@top5: 0.4715, loss: 0.0433, grad_norm: 0.1989 2021-04-11 04:15:35,284 - mmaction - INFO - Epoch [7][2160/3842] lr: 1.983e-02, eta: 4:32:19, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0430, recall@thr=0.5: 0.7392, prec@thr=0.5: 0.8088, recall@top3: 0.8170, prec@top3: 0.6863, recall@top5: 0.9396, prec@top5: 0.4869, loss: 0.0430, grad_norm: 0.1905 2021-04-11 04:15:59,411 - mmaction - INFO - Epoch [7][2180/3842] lr: 1.977e-02, eta: 4:31:54, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0406, recall@thr=0.5: 0.7323, prec@thr=0.5: 0.8142, recall@top3: 0.8227, prec@top3: 0.6824, recall@top5: 0.9364, prec@top5: 0.4786, loss: 0.0406, grad_norm: 0.1907 2021-04-11 04:16:23,577 - mmaction - INFO - Epoch [7][2200/3842] lr: 1.972e-02, eta: 4:31:29, time: 1.210, data_time: 0.003, memory: 10740, loss_action_cls: 0.0441, recall@thr=0.5: 0.7217, prec@thr=0.5: 0.7940, recall@top3: 0.8091, prec@top3: 0.6835, recall@top5: 0.9358, prec@top5: 0.4867, loss: 0.0441, grad_norm: 0.2036 2021-04-11 04:16:47,643 - mmaction - INFO - Epoch [7][2220/3842] lr: 1.967e-02, eta: 4:31:04, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0413, recall@thr=0.5: 0.7369, prec@thr=0.5: 0.8061, recall@top3: 0.8263, prec@top3: 0.6908, recall@top5: 0.9383, prec@top5: 0.4830, loss: 0.0413, grad_norm: 0.1952 2021-04-11 04:17:11,915 - mmaction - INFO - Epoch [7][2240/3842] lr: 1.961e-02, eta: 4:30:39, time: 1.214, data_time: 0.001, memory: 10740, loss_action_cls: 0.0408, recall@thr=0.5: 0.7405, prec@thr=0.5: 0.8088, recall@top3: 0.8222, prec@top3: 0.6811, recall@top5: 0.9404, prec@top5: 0.4785, loss: 0.0408, grad_norm: 0.1820 2021-04-11 04:17:36,155 - mmaction - INFO - Epoch [7][2260/3842] lr: 1.956e-02, eta: 4:30:14, time: 1.211, data_time: 0.008, memory: 10740, loss_action_cls: 0.0401, recall@thr=0.5: 0.7395, prec@thr=0.5: 0.8181, recall@top3: 0.8269, prec@top3: 0.6942, recall@top5: 0.9345, prec@top5: 0.4806, loss: 0.0401, grad_norm: 0.1910 2021-04-11 04:18:00,329 - mmaction - INFO - Epoch [7][2280/3842] lr: 1.950e-02, eta: 4:29:49, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0431, recall@thr=0.5: 0.7309, prec@thr=0.5: 0.8017, recall@top3: 0.8183, prec@top3: 0.6856, recall@top5: 0.9332, prec@top5: 0.4822, loss: 0.0431, grad_norm: 0.2037 2021-04-11 04:18:24,526 - mmaction - INFO - Epoch [7][2300/3842] lr: 1.945e-02, eta: 4:29:24, time: 1.211, data_time: 0.002, memory: 10740, loss_action_cls: 0.0410, recall@thr=0.5: 0.7495, prec@thr=0.5: 0.8082, recall@top3: 0.8287, prec@top3: 0.6946, recall@top5: 0.9378, prec@top5: 0.4836, loss: 0.0410, grad_norm: 0.1836 2021-04-11 04:18:48,701 - mmaction - INFO - Epoch [7][2320/3842] lr: 1.940e-02, eta: 4:28:59, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0426, recall@thr=0.5: 0.7305, prec@thr=0.5: 0.8018, recall@top3: 0.8152, prec@top3: 0.6860, recall@top5: 0.9307, prec@top5: 0.4816, loss: 0.0426, grad_norm: 0.1881 2021-04-11 04:19:12,765 - mmaction - INFO - Epoch [7][2340/3842] lr: 1.934e-02, eta: 4:28:34, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0432, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.8067, recall@top3: 0.8082, prec@top3: 0.6871, recall@top5: 0.9284, prec@top5: 0.4856, loss: 0.0432, grad_norm: 0.1995 2021-04-11 04:19:36,935 - mmaction - INFO - Epoch [7][2360/3842] lr: 1.929e-02, eta: 4:28:09, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0425, recall@thr=0.5: 0.7225, prec@thr=0.5: 0.8023, recall@top3: 0.8087, prec@top3: 0.6821, recall@top5: 0.9260, prec@top5: 0.4803, loss: 0.0425, grad_norm: 0.1916 2021-04-11 04:20:01,114 - mmaction - INFO - Epoch [7][2380/3842] lr: 1.924e-02, eta: 4:27:44, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0430, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.8069, recall@top3: 0.8171, prec@top3: 0.6794, recall@top5: 0.9380, prec@top5: 0.4793, loss: 0.0430, grad_norm: 0.1912 2021-04-11 04:20:25,339 - mmaction - INFO - Epoch [7][2400/3842] lr: 1.918e-02, eta: 4:27:19, time: 1.211, data_time: 0.002, memory: 10740, loss_action_cls: 0.0430, recall@thr=0.5: 0.7344, prec@thr=0.5: 0.8011, recall@top3: 0.8218, prec@top3: 0.6847, recall@top5: 0.9358, prec@top5: 0.4801, loss: 0.0430, grad_norm: 0.1858 2021-04-11 04:20:49,507 - mmaction - INFO - Epoch [7][2420/3842] lr: 1.913e-02, eta: 4:26:54, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0416, recall@thr=0.5: 0.7426, prec@thr=0.5: 0.8053, recall@top3: 0.8204, prec@top3: 0.6901, recall@top5: 0.9359, prec@top5: 0.4850, loss: 0.0416, grad_norm: 0.1965 2021-04-11 04:21:13,554 - mmaction - INFO - Epoch [7][2440/3842] lr: 1.908e-02, eta: 4:26:29, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0416, recall@thr=0.5: 0.7464, prec@thr=0.5: 0.8216, recall@top3: 0.8224, prec@top3: 0.6926, recall@top5: 0.9332, prec@top5: 0.4829, loss: 0.0416, grad_norm: 0.1835 2021-04-11 04:21:37,768 - mmaction - INFO - Epoch [7][2460/3842] lr: 1.902e-02, eta: 4:26:04, time: 1.211, data_time: 0.002, memory: 10740, loss_action_cls: 0.0406, recall@thr=0.5: 0.7374, prec@thr=0.5: 0.8099, recall@top3: 0.8238, prec@top3: 0.6806, recall@top5: 0.9411, prec@top5: 0.4790, loss: 0.0406, grad_norm: 0.2018 2021-04-11 04:22:01,948 - mmaction - INFO - Epoch [7][2480/3842] lr: 1.897e-02, eta: 4:25:39, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0424, recall@thr=0.5: 0.7487, prec@thr=0.5: 0.8103, recall@top3: 0.8257, prec@top3: 0.6973, recall@top5: 0.9405, prec@top5: 0.4885, loss: 0.0424, grad_norm: 0.1977 2021-04-11 04:22:26,011 - mmaction - INFO - Epoch [7][2500/3842] lr: 1.892e-02, eta: 4:25:14, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0412, recall@thr=0.5: 0.7279, prec@thr=0.5: 0.8012, recall@top3: 0.8242, prec@top3: 0.6886, recall@top5: 0.9391, prec@top5: 0.4813, loss: 0.0412, grad_norm: 0.1880 2021-04-11 04:22:50,112 - mmaction - INFO - Epoch [7][2520/3842] lr: 1.886e-02, eta: 4:24:49, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0392, recall@thr=0.5: 0.7527, prec@thr=0.5: 0.8178, recall@top3: 0.8344, prec@top3: 0.6965, recall@top5: 0.9424, prec@top5: 0.4851, loss: 0.0392, grad_norm: 0.1884 2021-04-11 04:23:14,249 - mmaction - INFO - Epoch [7][2540/3842] lr: 1.881e-02, eta: 4:24:24, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0428, recall@thr=0.5: 0.7357, prec@thr=0.5: 0.8041, recall@top3: 0.8131, prec@top3: 0.6908, recall@top5: 0.9348, prec@top5: 0.4877, loss: 0.0428, grad_norm: 0.1933 2021-04-11 04:23:38,363 - mmaction - INFO - Epoch [7][2560/3842] lr: 1.876e-02, eta: 4:23:58, time: 1.206, data_time: 0.005, memory: 10740, loss_action_cls: 0.0451, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.7975, recall@top3: 0.8062, prec@top3: 0.6871, recall@top5: 0.9275, prec@top5: 0.4864, loss: 0.0451, grad_norm: 0.1910 2021-04-11 04:24:02,300 - mmaction - INFO - Epoch [7][2580/3842] lr: 1.870e-02, eta: 4:23:33, time: 1.197, data_time: 0.001, memory: 10740, loss_action_cls: 0.0429, recall@thr=0.5: 0.7273, prec@thr=0.5: 0.8062, recall@top3: 0.8086, prec@top3: 0.6841, recall@top5: 0.9331, prec@top5: 0.4870, loss: 0.0429, grad_norm: 0.1982 2021-04-11 04:24:26,433 - mmaction - INFO - Epoch [7][2600/3842] lr: 1.865e-02, eta: 4:23:08, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0432, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.8044, recall@top3: 0.8136, prec@top3: 0.6816, recall@top5: 0.9303, prec@top5: 0.4772, loss: 0.0432, grad_norm: 0.2027 2021-04-11 04:24:50,471 - mmaction - INFO - Epoch [7][2620/3842] lr: 1.860e-02, eta: 4:22:43, time: 1.204, data_time: 0.003, memory: 10740, loss_action_cls: 0.0414, recall@thr=0.5: 0.7218, prec@thr=0.5: 0.8042, recall@top3: 0.8158, prec@top3: 0.6694, recall@top5: 0.9321, prec@top5: 0.4702, loss: 0.0414, grad_norm: 0.1930 2021-04-11 04:25:14,642 - mmaction - INFO - Epoch [7][2640/3842] lr: 1.854e-02, eta: 4:22:18, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0400, recall@thr=0.5: 0.7364, prec@thr=0.5: 0.8019, recall@top3: 0.8169, prec@top3: 0.6867, recall@top5: 0.9403, prec@top5: 0.4857, loss: 0.0400, grad_norm: 0.2018 2021-04-11 04:25:38,835 - mmaction - INFO - Epoch [7][2660/3842] lr: 1.849e-02, eta: 4:21:53, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0406, recall@thr=0.5: 0.7368, prec@thr=0.5: 0.8067, recall@top3: 0.8262, prec@top3: 0.6874, recall@top5: 0.9391, prec@top5: 0.4797, loss: 0.0406, grad_norm: 0.1863 2021-04-11 04:26:02,923 - mmaction - INFO - Epoch [7][2680/3842] lr: 1.844e-02, eta: 4:21:28, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0406, recall@thr=0.5: 0.7389, prec@thr=0.5: 0.8236, recall@top3: 0.8348, prec@top3: 0.6871, recall@top5: 0.9382, prec@top5: 0.4758, loss: 0.0406, grad_norm: 0.1973 2021-04-11 04:26:26,998 - mmaction - INFO - Epoch [7][2700/3842] lr: 1.839e-02, eta: 4:21:03, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0406, recall@thr=0.5: 0.7536, prec@thr=0.5: 0.8083, recall@top3: 0.8302, prec@top3: 0.6920, recall@top5: 0.9408, prec@top5: 0.4833, loss: 0.0406, grad_norm: 0.1818 2021-04-11 04:26:51,105 - mmaction - INFO - Epoch [7][2720/3842] lr: 1.833e-02, eta: 4:20:38, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0423, recall@thr=0.5: 0.7386, prec@thr=0.5: 0.8144, recall@top3: 0.8205, prec@top3: 0.6937, recall@top5: 0.9426, prec@top5: 0.4905, loss: 0.0423, grad_norm: 0.2053 2021-04-11 04:27:15,247 - mmaction - INFO - Epoch [7][2740/3842] lr: 1.828e-02, eta: 4:20:13, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0429, recall@thr=0.5: 0.7382, prec@thr=0.5: 0.8046, recall@top3: 0.8170, prec@top3: 0.6860, recall@top5: 0.9334, prec@top5: 0.4832, loss: 0.0429, grad_norm: 0.1942 2021-04-11 04:27:39,395 - mmaction - INFO - Epoch [7][2760/3842] lr: 1.823e-02, eta: 4:19:48, time: 1.208, data_time: 0.003, memory: 10740, loss_action_cls: 0.0406, recall@thr=0.5: 0.7554, prec@thr=0.5: 0.8134, recall@top3: 0.8290, prec@top3: 0.7047, recall@top5: 0.9372, prec@top5: 0.4914, loss: 0.0406, grad_norm: 0.1983 2021-04-11 04:28:03,518 - mmaction - INFO - Epoch [7][2780/3842] lr: 1.817e-02, eta: 4:19:23, time: 1.207, data_time: 0.003, memory: 10740, loss_action_cls: 0.0403, recall@thr=0.5: 0.7440, prec@thr=0.5: 0.8060, recall@top3: 0.8290, prec@top3: 0.6832, recall@top5: 0.9431, prec@top5: 0.4805, loss: 0.0403, grad_norm: 0.2023 2021-04-11 04:28:27,737 - mmaction - INFO - Epoch [7][2800/3842] lr: 1.812e-02, eta: 4:18:58, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0430, recall@thr=0.5: 0.7424, prec@thr=0.5: 0.8106, recall@top3: 0.8243, prec@top3: 0.6915, recall@top5: 0.9395, prec@top5: 0.4840, loss: 0.0430, grad_norm: 0.1993 2021-04-11 04:28:51,855 - mmaction - INFO - Epoch [7][2820/3842] lr: 1.807e-02, eta: 4:18:33, time: 1.209, data_time: 0.004, memory: 10740, loss_action_cls: 0.0408, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8114, recall@top3: 0.8269, prec@top3: 0.6836, recall@top5: 0.9424, prec@top5: 0.4792, loss: 0.0408, grad_norm: 0.1894 2021-04-11 04:29:16,011 - mmaction - INFO - Epoch [7][2840/3842] lr: 1.802e-02, eta: 4:18:08, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0398, recall@thr=0.5: 0.7483, prec@thr=0.5: 0.8230, recall@top3: 0.8300, prec@top3: 0.7010, recall@top5: 0.9426, prec@top5: 0.4905, loss: 0.0398, grad_norm: 0.1847 2021-04-11 04:29:40,224 - mmaction - INFO - Epoch [7][2860/3842] lr: 1.797e-02, eta: 4:17:43, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0410, recall@thr=0.5: 0.7375, prec@thr=0.5: 0.8089, recall@top3: 0.8198, prec@top3: 0.6836, recall@top5: 0.9407, prec@top5: 0.4834, loss: 0.0410, grad_norm: 0.1924 2021-04-11 04:30:04,368 - mmaction - INFO - Epoch [7][2880/3842] lr: 1.791e-02, eta: 4:17:18, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0415, recall@thr=0.5: 0.7431, prec@thr=0.5: 0.8106, recall@top3: 0.8249, prec@top3: 0.7003, recall@top5: 0.9362, prec@top5: 0.4890, loss: 0.0415, grad_norm: 0.1925 2021-04-11 04:30:28,336 - mmaction - INFO - Epoch [7][2900/3842] lr: 1.786e-02, eta: 4:16:53, time: 1.200, data_time: 0.002, memory: 10740, loss_action_cls: 0.0411, recall@thr=0.5: 0.7344, prec@thr=0.5: 0.8159, recall@top3: 0.8244, prec@top3: 0.6845, recall@top5: 0.9324, prec@top5: 0.4767, loss: 0.0411, grad_norm: 0.1908 2021-04-11 04:30:52,498 - mmaction - INFO - Epoch [7][2920/3842] lr: 1.781e-02, eta: 4:16:28, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0407, recall@thr=0.5: 0.7465, prec@thr=0.5: 0.8149, recall@top3: 0.8280, prec@top3: 0.7045, recall@top5: 0.9385, prec@top5: 0.4939, loss: 0.0407, grad_norm: 0.1909 2021-04-11 04:31:16,610 - mmaction - INFO - Epoch [7][2940/3842] lr: 1.776e-02, eta: 4:16:03, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0439, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7896, recall@top3: 0.8065, prec@top3: 0.6715, recall@top5: 0.9294, prec@top5: 0.4760, loss: 0.0439, grad_norm: 0.2064 2021-04-11 04:31:40,609 - mmaction - INFO - Epoch [7][2960/3842] lr: 1.770e-02, eta: 4:15:38, time: 1.200, data_time: 0.002, memory: 10740, loss_action_cls: 0.0425, recall@thr=0.5: 0.7332, prec@thr=0.5: 0.8019, recall@top3: 0.8175, prec@top3: 0.6902, recall@top5: 0.9361, prec@top5: 0.4850, loss: 0.0425, grad_norm: 0.1828 2021-04-11 04:32:04,916 - mmaction - INFO - Epoch [7][2980/3842] lr: 1.765e-02, eta: 4:15:13, time: 1.215, data_time: 0.001, memory: 10740, loss_action_cls: 0.0421, recall@thr=0.5: 0.7414, prec@thr=0.5: 0.8109, recall@top3: 0.8166, prec@top3: 0.6887, recall@top5: 0.9352, prec@top5: 0.4859, loss: 0.0421, grad_norm: 0.1929 2021-04-11 04:32:29,077 - mmaction - INFO - Epoch [7][3000/3842] lr: 1.760e-02, eta: 4:14:48, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0405, recall@thr=0.5: 0.7412, prec@thr=0.5: 0.8231, recall@top3: 0.8217, prec@top3: 0.6901, recall@top5: 0.9364, prec@top5: 0.4853, loss: 0.0405, grad_norm: 0.1866 2021-04-11 04:32:53,215 - mmaction - INFO - Epoch [7][3020/3842] lr: 1.755e-02, eta: 4:14:23, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0408, recall@thr=0.5: 0.7371, prec@thr=0.5: 0.8168, recall@top3: 0.8258, prec@top3: 0.6853, recall@top5: 0.9435, prec@top5: 0.4824, loss: 0.0408, grad_norm: 0.2016 2021-04-11 04:33:17,546 - mmaction - INFO - Epoch [7][3040/3842] lr: 1.750e-02, eta: 4:13:58, time: 1.217, data_time: 0.001, memory: 10740, loss_action_cls: 0.0429, recall@thr=0.5: 0.7400, prec@thr=0.5: 0.8011, recall@top3: 0.8233, prec@top3: 0.6829, recall@top5: 0.9308, prec@top5: 0.4747, loss: 0.0429, grad_norm: 0.2031 2021-04-11 04:33:41,691 - mmaction - INFO - Epoch [7][3060/3842] lr: 1.744e-02, eta: 4:13:33, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0396, recall@thr=0.5: 0.7361, prec@thr=0.5: 0.8143, recall@top3: 0.8211, prec@top3: 0.6866, recall@top5: 0.9407, prec@top5: 0.4847, loss: 0.0396, grad_norm: 0.1966 2021-04-11 04:34:05,831 - mmaction - INFO - Epoch [7][3080/3842] lr: 1.739e-02, eta: 4:13:08, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0438, recall@thr=0.5: 0.7302, prec@thr=0.5: 0.8017, recall@top3: 0.8103, prec@top3: 0.6771, recall@top5: 0.9314, prec@top5: 0.4778, loss: 0.0438, grad_norm: 0.1889 2021-04-11 04:34:29,980 - mmaction - INFO - Epoch [7][3100/3842] lr: 1.734e-02, eta: 4:12:43, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0411, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8205, recall@top3: 0.8251, prec@top3: 0.6973, recall@top5: 0.9396, prec@top5: 0.4879, loss: 0.0411, grad_norm: 0.1830 2021-04-11 04:34:54,018 - mmaction - INFO - Epoch [7][3120/3842] lr: 1.729e-02, eta: 4:12:18, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0419, recall@thr=0.5: 0.7341, prec@thr=0.5: 0.8083, recall@top3: 0.8159, prec@top3: 0.6724, recall@top5: 0.9367, prec@top5: 0.4751, loss: 0.0419, grad_norm: 0.1918 2021-04-11 04:35:18,122 - mmaction - INFO - Epoch [7][3140/3842] lr: 1.724e-02, eta: 4:11:53, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0416, recall@thr=0.5: 0.7457, prec@thr=0.5: 0.8134, recall@top3: 0.8306, prec@top3: 0.6955, recall@top5: 0.9355, prec@top5: 0.4816, loss: 0.0416, grad_norm: 0.1841 2021-04-11 04:35:42,240 - mmaction - INFO - Epoch [7][3160/3842] lr: 1.719e-02, eta: 4:11:28, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0412, recall@thr=0.5: 0.7306, prec@thr=0.5: 0.8101, recall@top3: 0.8200, prec@top3: 0.6850, recall@top5: 0.9356, prec@top5: 0.4806, loss: 0.0412, grad_norm: 0.1963 2021-04-11 04:36:06,365 - mmaction - INFO - Epoch [7][3180/3842] lr: 1.713e-02, eta: 4:11:03, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0406, recall@thr=0.5: 0.7369, prec@thr=0.5: 0.8157, recall@top3: 0.8247, prec@top3: 0.6807, recall@top5: 0.9413, prec@top5: 0.4779, loss: 0.0406, grad_norm: 0.1926 2021-04-11 04:36:30,543 - mmaction - INFO - Epoch [7][3200/3842] lr: 1.708e-02, eta: 4:10:38, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0420, recall@thr=0.5: 0.7351, prec@thr=0.5: 0.8044, recall@top3: 0.8207, prec@top3: 0.6903, recall@top5: 0.9417, prec@top5: 0.4852, loss: 0.0420, grad_norm: 0.2039 2021-04-11 04:36:54,686 - mmaction - INFO - Epoch [7][3220/3842] lr: 1.703e-02, eta: 4:10:13, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0413, recall@thr=0.5: 0.7241, prec@thr=0.5: 0.8004, recall@top3: 0.8119, prec@top3: 0.6800, recall@top5: 0.9316, prec@top5: 0.4794, loss: 0.0413, grad_norm: 0.1974 2021-04-11 04:37:18,904 - mmaction - INFO - Epoch [7][3240/3842] lr: 1.698e-02, eta: 4:09:48, time: 1.212, data_time: 0.008, memory: 10740, loss_action_cls: 0.0423, recall@thr=0.5: 0.7328, prec@thr=0.5: 0.8185, recall@top3: 0.8223, prec@top3: 0.6811, recall@top5: 0.9323, prec@top5: 0.4746, loss: 0.0423, grad_norm: 0.1864 2021-04-11 04:37:43,055 - mmaction - INFO - Epoch [7][3260/3842] lr: 1.693e-02, eta: 4:09:23, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0410, recall@thr=0.5: 0.7379, prec@thr=0.5: 0.8066, recall@top3: 0.8232, prec@top3: 0.6894, recall@top5: 0.9378, prec@top5: 0.4838, loss: 0.0410, grad_norm: 0.1891 2021-04-11 04:38:07,285 - mmaction - INFO - Epoch [7][3280/3842] lr: 1.688e-02, eta: 4:08:58, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0401, recall@thr=0.5: 0.7402, prec@thr=0.5: 0.8107, recall@top3: 0.8285, prec@top3: 0.6899, recall@top5: 0.9426, prec@top5: 0.4827, loss: 0.0401, grad_norm: 0.1966 2021-04-11 04:38:31,437 - mmaction - INFO - Epoch [7][3300/3842] lr: 1.683e-02, eta: 4:08:33, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0422, recall@thr=0.5: 0.7359, prec@thr=0.5: 0.7977, recall@top3: 0.8175, prec@top3: 0.6916, recall@top5: 0.9365, prec@top5: 0.4851, loss: 0.0422, grad_norm: 0.1874 2021-04-11 04:38:55,633 - mmaction - INFO - Epoch [7][3320/3842] lr: 1.678e-02, eta: 4:08:08, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0421, recall@thr=0.5: 0.7318, prec@thr=0.5: 0.7975, recall@top3: 0.8170, prec@top3: 0.6830, recall@top5: 0.9371, prec@top5: 0.4819, loss: 0.0421, grad_norm: 0.1952 2021-04-11 04:39:19,689 - mmaction - INFO - Epoch [7][3340/3842] lr: 1.672e-02, eta: 4:07:43, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0405, recall@thr=0.5: 0.7345, prec@thr=0.5: 0.8070, recall@top3: 0.8245, prec@top3: 0.6790, recall@top5: 0.9389, prec@top5: 0.4780, loss: 0.0405, grad_norm: 0.1971 2021-04-11 04:39:43,745 - mmaction - INFO - Epoch [7][3360/3842] lr: 1.667e-02, eta: 4:07:18, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0410, recall@thr=0.5: 0.7548, prec@thr=0.5: 0.8186, recall@top3: 0.8284, prec@top3: 0.6985, recall@top5: 0.9369, prec@top5: 0.4865, loss: 0.0410, grad_norm: 0.1914 2021-04-11 04:40:07,913 - mmaction - INFO - Epoch [7][3380/3842] lr: 1.662e-02, eta: 4:06:53, time: 1.209, data_time: 0.003, memory: 10740, loss_action_cls: 0.0420, recall@thr=0.5: 0.7436, prec@thr=0.5: 0.8026, recall@top3: 0.8214, prec@top3: 0.6922, recall@top5: 0.9386, prec@top5: 0.4873, loss: 0.0420, grad_norm: 0.1942 2021-04-11 04:40:32,076 - mmaction - INFO - Epoch [7][3400/3842] lr: 1.657e-02, eta: 4:06:28, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0430, recall@thr=0.5: 0.7360, prec@thr=0.5: 0.8051, recall@top3: 0.8205, prec@top3: 0.6755, recall@top5: 0.9349, prec@top5: 0.4747, loss: 0.0430, grad_norm: 0.1925 2021-04-11 04:40:56,134 - mmaction - INFO - Epoch [7][3420/3842] lr: 1.652e-02, eta: 4:06:03, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0430, recall@thr=0.5: 0.7292, prec@thr=0.5: 0.8017, recall@top3: 0.8118, prec@top3: 0.6727, recall@top5: 0.9310, prec@top5: 0.4735, loss: 0.0430, grad_norm: 0.1892 2021-04-11 04:41:20,299 - mmaction - INFO - Epoch [7][3440/3842] lr: 1.647e-02, eta: 4:05:38, time: 1.208, data_time: 0.003, memory: 10740, loss_action_cls: 0.0403, recall@thr=0.5: 0.7401, prec@thr=0.5: 0.8180, recall@top3: 0.8201, prec@top3: 0.6824, recall@top5: 0.9379, prec@top5: 0.4802, loss: 0.0403, grad_norm: 0.1995 2021-04-11 04:41:44,456 - mmaction - INFO - Epoch [7][3460/3842] lr: 1.642e-02, eta: 4:05:13, time: 1.209, data_time: 0.003, memory: 10740, loss_action_cls: 0.0413, recall@thr=0.5: 0.7443, prec@thr=0.5: 0.8026, recall@top3: 0.8198, prec@top3: 0.6903, recall@top5: 0.9401, prec@top5: 0.4884, loss: 0.0413, grad_norm: 0.1967 2021-04-11 04:42:08,644 - mmaction - INFO - Epoch [7][3480/3842] lr: 1.637e-02, eta: 4:04:48, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0420, recall@thr=0.5: 0.7324, prec@thr=0.5: 0.8097, recall@top3: 0.8177, prec@top3: 0.6891, recall@top5: 0.9330, prec@top5: 0.4851, loss: 0.0420, grad_norm: 0.2002 2021-04-11 04:42:32,722 - mmaction - INFO - Epoch [7][3500/3842] lr: 1.632e-02, eta: 4:04:23, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0412, recall@thr=0.5: 0.7298, prec@thr=0.5: 0.7948, recall@top3: 0.8147, prec@top3: 0.6652, recall@top5: 0.9358, prec@top5: 0.4710, loss: 0.0412, grad_norm: 0.1913 2021-04-11 04:42:56,830 - mmaction - INFO - Epoch [7][3520/3842] lr: 1.627e-02, eta: 4:03:59, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0411, recall@thr=0.5: 0.7356, prec@thr=0.5: 0.8075, recall@top3: 0.8252, prec@top3: 0.6901, recall@top5: 0.9354, prec@top5: 0.4804, loss: 0.0411, grad_norm: 0.1885 2021-04-11 04:43:20,926 - mmaction - INFO - Epoch [7][3540/3842] lr: 1.622e-02, eta: 4:03:34, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0413, recall@thr=0.5: 0.7382, prec@thr=0.5: 0.8117, recall@top3: 0.8276, prec@top3: 0.6921, recall@top5: 0.9375, prec@top5: 0.4820, loss: 0.0413, grad_norm: 0.1940 2021-04-11 04:43:45,179 - mmaction - INFO - Epoch [7][3560/3842] lr: 1.617e-02, eta: 4:03:09, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0423, recall@thr=0.5: 0.7203, prec@thr=0.5: 0.8055, recall@top3: 0.8107, prec@top3: 0.6834, recall@top5: 0.9375, prec@top5: 0.4858, loss: 0.0423, grad_norm: 0.1950 2021-04-11 04:44:09,385 - mmaction - INFO - Epoch [7][3580/3842] lr: 1.612e-02, eta: 4:02:44, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0399, recall@thr=0.5: 0.7468, prec@thr=0.5: 0.8284, recall@top3: 0.8277, prec@top3: 0.6891, recall@top5: 0.9411, prec@top5: 0.4827, loss: 0.0399, grad_norm: 0.1850 2021-04-11 04:44:33,481 - mmaction - INFO - Epoch [7][3600/3842] lr: 1.607e-02, eta: 4:02:19, time: 1.208, data_time: 0.003, memory: 10740, loss_action_cls: 0.0405, recall@thr=0.5: 0.7492, prec@thr=0.5: 0.8092, recall@top3: 0.8269, prec@top3: 0.7035, recall@top5: 0.9399, prec@top5: 0.4905, loss: 0.0405, grad_norm: 0.1967 2021-04-11 04:44:57,504 - mmaction - INFO - Epoch [7][3620/3842] lr: 1.601e-02, eta: 4:01:54, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0400, recall@thr=0.5: 0.7358, prec@thr=0.5: 0.8103, recall@top3: 0.8275, prec@top3: 0.6838, recall@top5: 0.9381, prec@top5: 0.4763, loss: 0.0400, grad_norm: 0.2039 2021-04-11 04:45:21,693 - mmaction - INFO - Epoch [7][3640/3842] lr: 1.596e-02, eta: 4:01:29, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0398, recall@thr=0.5: 0.7488, prec@thr=0.5: 0.8148, recall@top3: 0.8322, prec@top3: 0.6930, recall@top5: 0.9417, prec@top5: 0.4811, loss: 0.0398, grad_norm: 0.1943 2021-04-11 04:45:45,916 - mmaction - INFO - Epoch [7][3660/3842] lr: 1.591e-02, eta: 4:01:04, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0415, recall@thr=0.5: 0.7377, prec@thr=0.5: 0.8010, recall@top3: 0.8169, prec@top3: 0.6859, recall@top5: 0.9326, prec@top5: 0.4824, loss: 0.0415, grad_norm: 0.1968 2021-04-11 04:46:10,041 - mmaction - INFO - Epoch [7][3680/3842] lr: 1.586e-02, eta: 4:00:39, time: 1.205, data_time: 0.003, memory: 10740, loss_action_cls: 0.0419, recall@thr=0.5: 0.7331, prec@thr=0.5: 0.8112, recall@top3: 0.8188, prec@top3: 0.6912, recall@top5: 0.9377, prec@top5: 0.4885, loss: 0.0419, grad_norm: 0.1933 2021-04-11 04:46:34,157 - mmaction - INFO - Epoch [7][3700/3842] lr: 1.581e-02, eta: 4:00:14, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0432, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.8026, recall@top3: 0.8138, prec@top3: 0.6833, recall@top5: 0.9385, prec@top5: 0.4856, loss: 0.0432, grad_norm: 0.2019 2021-04-11 04:46:58,337 - mmaction - INFO - Epoch [7][3720/3842] lr: 1.576e-02, eta: 3:59:49, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0410, recall@thr=0.5: 0.7239, prec@thr=0.5: 0.8015, recall@top3: 0.8099, prec@top3: 0.6842, recall@top5: 0.9377, prec@top5: 0.4891, loss: 0.0410, grad_norm: 0.2020 2021-04-11 04:47:22,433 - mmaction - INFO - Epoch [7][3740/3842] lr: 1.571e-02, eta: 3:59:24, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0398, recall@thr=0.5: 0.7428, prec@thr=0.5: 0.8092, recall@top3: 0.8203, prec@top3: 0.6790, recall@top5: 0.9397, prec@top5: 0.4794, loss: 0.0398, grad_norm: 0.1964 2021-04-11 04:47:46,670 - mmaction - INFO - Epoch [7][3760/3842] lr: 1.566e-02, eta: 3:58:59, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0406, recall@thr=0.5: 0.7362, prec@thr=0.5: 0.8101, recall@top3: 0.8241, prec@top3: 0.6905, recall@top5: 0.9399, prec@top5: 0.4846, loss: 0.0406, grad_norm: 0.1886 2021-04-11 04:48:10,801 - mmaction - INFO - Epoch [7][3780/3842] lr: 1.561e-02, eta: 3:58:34, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0424, recall@thr=0.5: 0.7308, prec@thr=0.5: 0.7968, recall@top3: 0.8146, prec@top3: 0.6770, recall@top5: 0.9330, prec@top5: 0.4766, loss: 0.0424, grad_norm: 0.1961 2021-04-11 04:48:34,957 - mmaction - INFO - Epoch [7][3800/3842] lr: 1.556e-02, eta: 3:58:09, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0412, recall@thr=0.5: 0.7468, prec@thr=0.5: 0.8209, recall@top3: 0.8357, prec@top3: 0.6914, recall@top5: 0.9484, prec@top5: 0.4852, loss: 0.0412, grad_norm: 0.1959 2021-04-11 04:48:59,094 - mmaction - INFO - Epoch [7][3820/3842] lr: 1.552e-02, eta: 3:57:44, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0412, recall@thr=0.5: 0.7394, prec@thr=0.5: 0.8049, recall@top3: 0.8228, prec@top3: 0.6829, recall@top5: 0.9404, prec@top5: 0.4807, loss: 0.0412, grad_norm: 0.2059 2021-04-11 04:49:23,144 - mmaction - INFO - Epoch [7][3840/3842] lr: 1.547e-02, eta: 3:57:19, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0412, recall@thr=0.5: 0.7485, prec@thr=0.5: 0.8122, recall@top3: 0.8225, prec@top3: 0.6977, recall@top5: 0.9378, prec@top5: 0.4899, loss: 0.0412, grad_norm: 0.2057 2021-04-11 04:49:28,240 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-04-11 05:06:01,770 - mmaction - INFO - Evaluating mAP ... 2021-04-11 05:11:25,559 - mmaction - INFO - mAP@0.5IOU 0.2599 2021-04-11 05:11:26,984 - mmaction - INFO - Epoch(val) [7][3842] mAP@0.5IOU: 0.2599 2021-04-11 05:14:09,033 - mmaction - INFO - Epoch [8][20/3842] lr: 1.541e-02, eta: 3:57:49, time: 8.076, data_time: 6.833, memory: 10740, loss_action_cls: 0.0404, recall@thr=0.5: 0.7423, prec@thr=0.5: 0.8065, recall@top3: 0.8182, prec@top3: 0.6846, recall@top5: 0.9363, prec@top5: 0.4831, loss: 0.0404, grad_norm: 0.1892 2021-04-11 05:14:32,970 - mmaction - INFO - Epoch [8][40/3842] lr: 1.536e-02, eta: 3:57:24, time: 1.196, data_time: 0.003, memory: 10740, loss_action_cls: 0.0394, recall@thr=0.5: 0.7588, prec@thr=0.5: 0.8230, recall@top3: 0.8385, prec@top3: 0.6938, recall@top5: 0.9428, prec@top5: 0.4816, loss: 0.0394, grad_norm: 0.1908 2021-04-11 05:14:57,175 - mmaction - INFO - Epoch [8][60/3842] lr: 1.531e-02, eta: 3:56:59, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0401, recall@thr=0.5: 0.7573, prec@thr=0.5: 0.8203, recall@top3: 0.8330, prec@top3: 0.7057, recall@top5: 0.9393, prec@top5: 0.4906, loss: 0.0401, grad_norm: 0.1929 2021-04-11 05:15:21,162 - mmaction - INFO - Epoch [8][80/3842] lr: 1.526e-02, eta: 3:56:34, time: 1.201, data_time: 0.003, memory: 10740, loss_action_cls: 0.0408, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8139, recall@top3: 0.8238, prec@top3: 0.7000, recall@top5: 0.9356, prec@top5: 0.4902, loss: 0.0408, grad_norm: 0.1942 2021-04-11 05:15:45,276 - mmaction - INFO - Epoch [8][100/3842] lr: 1.521e-02, eta: 3:56:09, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0416, recall@thr=0.5: 0.7406, prec@thr=0.5: 0.8115, recall@top3: 0.8142, prec@top3: 0.6859, recall@top5: 0.9321, prec@top5: 0.4835, loss: 0.0416, grad_norm: 0.1920 2021-04-11 05:16:09,401 - mmaction - INFO - Epoch [8][120/3842] lr: 1.516e-02, eta: 3:55:44, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0421, recall@thr=0.5: 0.7224, prec@thr=0.5: 0.8148, recall@top3: 0.8229, prec@top3: 0.6764, recall@top5: 0.9318, prec@top5: 0.4722, loss: 0.0421, grad_norm: 0.2055 2021-04-11 05:16:33,432 - mmaction - INFO - Epoch [8][140/3842] lr: 1.511e-02, eta: 3:55:19, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0392, recall@thr=0.5: 0.7561, prec@thr=0.5: 0.8191, recall@top3: 0.8343, prec@top3: 0.6957, recall@top5: 0.9465, prec@top5: 0.4866, loss: 0.0392, grad_norm: 0.1972 2021-04-11 05:16:57,520 - mmaction - INFO - Epoch [8][160/3842] lr: 1.507e-02, eta: 3:54:54, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0399, recall@thr=0.5: 0.7411, prec@thr=0.5: 0.8057, recall@top3: 0.8333, prec@top3: 0.6822, recall@top5: 0.9424, prec@top5: 0.4750, loss: 0.0399, grad_norm: 0.1910 2021-04-11 05:17:21,625 - mmaction - INFO - Epoch [8][180/3842] lr: 1.502e-02, eta: 3:54:29, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0389, recall@thr=0.5: 0.7611, prec@thr=0.5: 0.8245, recall@top3: 0.8434, prec@top3: 0.6985, recall@top5: 0.9447, prec@top5: 0.4821, loss: 0.0389, grad_norm: 0.1928 2021-04-11 05:17:45,887 - mmaction - INFO - Epoch [8][200/3842] lr: 1.497e-02, eta: 3:54:04, time: 1.214, data_time: 0.009, memory: 10740, loss_action_cls: 0.0404, recall@thr=0.5: 0.7483, prec@thr=0.5: 0.8134, recall@top3: 0.8290, prec@top3: 0.7036, recall@top5: 0.9449, prec@top5: 0.4932, loss: 0.0404, grad_norm: 0.1985 2021-04-11 05:18:10,045 - mmaction - INFO - Epoch [8][220/3842] lr: 1.492e-02, eta: 3:53:39, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0403, recall@thr=0.5: 0.7434, prec@thr=0.5: 0.8173, recall@top3: 0.8286, prec@top3: 0.6845, recall@top5: 0.9359, prec@top5: 0.4773, loss: 0.0403, grad_norm: 0.1962 2021-04-11 05:18:34,185 - mmaction - INFO - Epoch [8][240/3842] lr: 1.487e-02, eta: 3:53:13, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0407, recall@thr=0.5: 0.7514, prec@thr=0.5: 0.8265, recall@top3: 0.8348, prec@top3: 0.6948, recall@top5: 0.9403, prec@top5: 0.4807, loss: 0.0407, grad_norm: 0.1920 2021-04-11 05:18:58,287 - mmaction - INFO - Epoch [8][260/3842] lr: 1.482e-02, eta: 3:52:48, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0403, recall@thr=0.5: 0.7452, prec@thr=0.5: 0.8116, recall@top3: 0.8293, prec@top3: 0.7024, recall@top5: 0.9412, prec@top5: 0.4902, loss: 0.0403, grad_norm: 0.1918 2021-04-11 05:19:22,342 - mmaction - INFO - Epoch [8][280/3842] lr: 1.477e-02, eta: 3:52:23, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0433, recall@thr=0.5: 0.7325, prec@thr=0.5: 0.8038, recall@top3: 0.8147, prec@top3: 0.6821, recall@top5: 0.9350, prec@top5: 0.4829, loss: 0.0433, grad_norm: 0.2044 2021-04-11 05:19:46,533 - mmaction - INFO - Epoch [8][300/3842] lr: 1.472e-02, eta: 3:51:58, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0399, recall@thr=0.5: 0.7402, prec@thr=0.5: 0.8163, recall@top3: 0.8206, prec@top3: 0.6782, recall@top5: 0.9403, prec@top5: 0.4776, loss: 0.0399, grad_norm: 0.1957 2021-04-11 05:20:10,676 - mmaction - INFO - Epoch [8][320/3842] lr: 1.467e-02, eta: 3:51:33, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0420, recall@thr=0.5: 0.7307, prec@thr=0.5: 0.8092, recall@top3: 0.8210, prec@top3: 0.6865, recall@top5: 0.9350, prec@top5: 0.4819, loss: 0.0420, grad_norm: 0.2032 2021-04-11 05:20:34,948 - mmaction - INFO - Epoch [8][340/3842] lr: 1.463e-02, eta: 3:51:08, time: 1.216, data_time: 0.003, memory: 10740, loss_action_cls: 0.0400, recall@thr=0.5: 0.7524, prec@thr=0.5: 0.8203, recall@top3: 0.8300, prec@top3: 0.6904, recall@top5: 0.9426, prec@top5: 0.4837, loss: 0.0400, grad_norm: 0.2016 2021-04-11 05:20:58,959 - mmaction - INFO - Epoch [8][360/3842] lr: 1.458e-02, eta: 3:50:43, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0396, recall@thr=0.5: 0.7471, prec@thr=0.5: 0.8168, recall@top3: 0.8354, prec@top3: 0.7029, recall@top5: 0.9431, prec@top5: 0.4883, loss: 0.0396, grad_norm: 0.2061 2021-04-11 05:21:23,136 - mmaction - INFO - Epoch [8][380/3842] lr: 1.453e-02, eta: 3:50:18, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0417, recall@thr=0.5: 0.7491, prec@thr=0.5: 0.8100, recall@top3: 0.8267, prec@top3: 0.6912, recall@top5: 0.9401, prec@top5: 0.4824, loss: 0.0417, grad_norm: 0.2141 2021-04-11 05:21:47,186 - mmaction - INFO - Epoch [8][400/3842] lr: 1.448e-02, eta: 3:49:53, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0418, recall@thr=0.5: 0.7302, prec@thr=0.5: 0.8021, recall@top3: 0.8179, prec@top3: 0.6928, recall@top5: 0.9379, prec@top5: 0.4878, loss: 0.0418, grad_norm: 0.2083 2021-04-11 05:22:11,262 - mmaction - INFO - Epoch [8][420/3842] lr: 1.443e-02, eta: 3:49:28, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0429, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.8143, recall@top3: 0.8215, prec@top3: 0.6940, recall@top5: 0.9359, prec@top5: 0.4860, loss: 0.0429, grad_norm: 0.1992 2021-04-11 05:22:35,439 - mmaction - INFO - Epoch [8][440/3842] lr: 1.438e-02, eta: 3:49:03, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0393, recall@thr=0.5: 0.7620, prec@thr=0.5: 0.8187, recall@top3: 0.8411, prec@top3: 0.6987, recall@top5: 0.9454, prec@top5: 0.4835, loss: 0.0393, grad_norm: 0.1946 2021-04-11 05:22:59,436 - mmaction - INFO - Epoch [8][460/3842] lr: 1.434e-02, eta: 3:48:38, time: 1.202, data_time: 0.003, memory: 10740, loss_action_cls: 0.0400, recall@thr=0.5: 0.7481, prec@thr=0.5: 0.8187, recall@top3: 0.8296, prec@top3: 0.6884, recall@top5: 0.9384, prec@top5: 0.4806, loss: 0.0400, grad_norm: 0.1993 2021-04-11 05:23:23,536 - mmaction - INFO - Epoch [8][480/3842] lr: 1.429e-02, eta: 3:48:13, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0405, recall@thr=0.5: 0.7486, prec@thr=0.5: 0.8197, recall@top3: 0.8256, prec@top3: 0.7016, recall@top5: 0.9387, prec@top5: 0.4907, loss: 0.0405, grad_norm: 0.2069 2021-04-11 05:23:47,598 - mmaction - INFO - Epoch [8][500/3842] lr: 1.424e-02, eta: 3:47:47, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0408, recall@thr=0.5: 0.7406, prec@thr=0.5: 0.8082, recall@top3: 0.8215, prec@top3: 0.6986, recall@top5: 0.9388, prec@top5: 0.4913, loss: 0.0408, grad_norm: 0.2048 2021-04-11 05:24:11,825 - mmaction - INFO - Epoch [8][520/3842] lr: 1.419e-02, eta: 3:47:22, time: 1.212, data_time: 0.002, memory: 10740, loss_action_cls: 0.0392, recall@thr=0.5: 0.7498, prec@thr=0.5: 0.8243, recall@top3: 0.8361, prec@top3: 0.6893, recall@top5: 0.9397, prec@top5: 0.4781, loss: 0.0392, grad_norm: 0.1920 2021-04-11 05:24:35,941 - mmaction - INFO - Epoch [8][540/3842] lr: 1.414e-02, eta: 3:46:57, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0391, recall@thr=0.5: 0.7595, prec@thr=0.5: 0.8209, recall@top3: 0.8292, prec@top3: 0.7073, recall@top5: 0.9451, prec@top5: 0.4957, loss: 0.0391, grad_norm: 0.1972 2021-04-11 05:25:00,081 - mmaction - INFO - Epoch [8][560/3842] lr: 1.409e-02, eta: 3:46:32, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0404, recall@thr=0.5: 0.7480, prec@thr=0.5: 0.8134, recall@top3: 0.8262, prec@top3: 0.6934, recall@top5: 0.9390, prec@top5: 0.4833, loss: 0.0404, grad_norm: 0.2008 2021-04-11 05:25:24,125 - mmaction - INFO - Epoch [8][580/3842] lr: 1.405e-02, eta: 3:46:07, time: 1.204, data_time: 0.008, memory: 10740, loss_action_cls: 0.0408, recall@thr=0.5: 0.7536, prec@thr=0.5: 0.8164, recall@top3: 0.8226, prec@top3: 0.6990, recall@top5: 0.9388, prec@top5: 0.4895, loss: 0.0408, grad_norm: 0.2117 2021-04-11 05:25:48,270 - mmaction - INFO - Epoch [8][600/3842] lr: 1.400e-02, eta: 3:45:42, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0408, recall@thr=0.5: 0.7392, prec@thr=0.5: 0.8104, recall@top3: 0.8269, prec@top3: 0.6839, recall@top5: 0.9350, prec@top5: 0.4753, loss: 0.0408, grad_norm: 0.2083 2021-04-11 05:26:12,770 - mmaction - INFO - Epoch [8][620/3842] lr: 1.395e-02, eta: 3:45:17, time: 1.226, data_time: 0.024, memory: 10740, loss_action_cls: 0.0396, recall@thr=0.5: 0.7359, prec@thr=0.5: 0.8103, recall@top3: 0.8220, prec@top3: 0.6869, recall@top5: 0.9344, prec@top5: 0.4790, loss: 0.0396, grad_norm: 0.1968 2021-04-11 05:26:36,820 - mmaction - INFO - Epoch [8][640/3842] lr: 1.390e-02, eta: 3:44:52, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0413, recall@thr=0.5: 0.7402, prec@thr=0.5: 0.8029, recall@top3: 0.8184, prec@top3: 0.6827, recall@top5: 0.9318, prec@top5: 0.4788, loss: 0.0413, grad_norm: 0.2062 2021-04-11 05:27:00,822 - mmaction - INFO - Epoch [8][660/3842] lr: 1.386e-02, eta: 3:44:27, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0396, recall@thr=0.5: 0.7519, prec@thr=0.5: 0.8193, recall@top3: 0.8329, prec@top3: 0.7063, recall@top5: 0.9418, prec@top5: 0.4906, loss: 0.0396, grad_norm: 0.1937 2021-04-11 05:27:24,876 - mmaction - INFO - Epoch [8][680/3842] lr: 1.381e-02, eta: 3:44:02, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0434, recall@thr=0.5: 0.7220, prec@thr=0.5: 0.7948, recall@top3: 0.8147, prec@top3: 0.6835, recall@top5: 0.9316, prec@top5: 0.4813, loss: 0.0434, grad_norm: 0.2035 2021-04-11 05:27:49,064 - mmaction - INFO - Epoch [8][700/3842] lr: 1.376e-02, eta: 3:43:37, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0403, recall@thr=0.5: 0.7511, prec@thr=0.5: 0.8227, recall@top3: 0.8287, prec@top3: 0.7011, recall@top5: 0.9385, prec@top5: 0.4890, loss: 0.0403, grad_norm: 0.1905 2021-04-11 05:28:13,054 - mmaction - INFO - Epoch [8][720/3842] lr: 1.371e-02, eta: 3:43:12, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0423, recall@thr=0.5: 0.7397, prec@thr=0.5: 0.8111, recall@top3: 0.8254, prec@top3: 0.6855, recall@top5: 0.9358, prec@top5: 0.4774, loss: 0.0423, grad_norm: 0.1991 2021-04-11 05:28:37,056 - mmaction - INFO - Epoch [8][740/3842] lr: 1.367e-02, eta: 3:42:47, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0418, recall@thr=0.5: 0.7378, prec@thr=0.5: 0.8099, recall@top3: 0.8258, prec@top3: 0.6827, recall@top5: 0.9344, prec@top5: 0.4751, loss: 0.0418, grad_norm: 0.2051 2021-04-11 05:29:01,197 - mmaction - INFO - Epoch [8][760/3842] lr: 1.362e-02, eta: 3:42:22, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0396, recall@thr=0.5: 0.7645, prec@thr=0.5: 0.8201, recall@top3: 0.8313, prec@top3: 0.6968, recall@top5: 0.9421, prec@top5: 0.4845, loss: 0.0396, grad_norm: 0.1982 2021-04-11 05:29:25,233 - mmaction - INFO - Epoch [8][780/3842] lr: 1.357e-02, eta: 3:41:57, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0424, recall@thr=0.5: 0.7354, prec@thr=0.5: 0.8045, recall@top3: 0.8126, prec@top3: 0.6876, recall@top5: 0.9343, prec@top5: 0.4870, loss: 0.0424, grad_norm: 0.2100 2021-04-11 05:29:49,201 - mmaction - INFO - Epoch [8][800/3842] lr: 1.352e-02, eta: 3:41:32, time: 1.198, data_time: 0.001, memory: 10740, loss_action_cls: 0.0412, recall@thr=0.5: 0.7465, prec@thr=0.5: 0.8123, recall@top3: 0.8182, prec@top3: 0.6940, recall@top5: 0.9346, prec@top5: 0.4887, loss: 0.0412, grad_norm: 0.1913 2021-04-11 05:30:13,432 - mmaction - INFO - Epoch [8][820/3842] lr: 1.348e-02, eta: 3:41:07, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0396, recall@thr=0.5: 0.7508, prec@thr=0.5: 0.8215, recall@top3: 0.8286, prec@top3: 0.6988, recall@top5: 0.9409, prec@top5: 0.4892, loss: 0.0396, grad_norm: 0.2033 2021-04-11 05:30:37,630 - mmaction - INFO - Epoch [8][840/3842] lr: 1.343e-02, eta: 3:40:42, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0395, recall@thr=0.5: 0.7483, prec@thr=0.5: 0.8187, recall@top3: 0.8355, prec@top3: 0.6949, recall@top5: 0.9423, prec@top5: 0.4822, loss: 0.0395, grad_norm: 0.1968 2021-04-11 05:31:01,792 - mmaction - INFO - Epoch [8][860/3842] lr: 1.338e-02, eta: 3:40:17, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0428, recall@thr=0.5: 0.7427, prec@thr=0.5: 0.8160, recall@top3: 0.8175, prec@top3: 0.6985, recall@top5: 0.9333, prec@top5: 0.4903, loss: 0.0428, grad_norm: 0.2059 2021-04-11 05:31:25,922 - mmaction - INFO - Epoch [8][880/3842] lr: 1.334e-02, eta: 3:39:52, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0401, recall@thr=0.5: 0.7509, prec@thr=0.5: 0.8228, recall@top3: 0.8318, prec@top3: 0.7051, recall@top5: 0.9432, prec@top5: 0.4916, loss: 0.0401, grad_norm: 0.1925 2021-04-11 05:31:50,008 - mmaction - INFO - Epoch [8][900/3842] lr: 1.329e-02, eta: 3:39:26, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0411, recall@thr=0.5: 0.7403, prec@thr=0.5: 0.8079, recall@top3: 0.8252, prec@top3: 0.6931, recall@top5: 0.9404, prec@top5: 0.4847, loss: 0.0411, grad_norm: 0.1988 2021-04-11 05:32:14,181 - mmaction - INFO - Epoch [8][920/3842] lr: 1.324e-02, eta: 3:39:01, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0384, recall@thr=0.5: 0.7458, prec@thr=0.5: 0.8171, recall@top3: 0.8279, prec@top3: 0.6832, recall@top5: 0.9405, prec@top5: 0.4777, loss: 0.0384, grad_norm: 0.2016 2021-04-11 05:32:38,139 - mmaction - INFO - Epoch [8][940/3842] lr: 1.320e-02, eta: 3:38:36, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0405, recall@thr=0.5: 0.7454, prec@thr=0.5: 0.8152, recall@top3: 0.8247, prec@top3: 0.6848, recall@top5: 0.9397, prec@top5: 0.4807, loss: 0.0405, grad_norm: 0.2009 2021-04-11 05:33:02,191 - mmaction - INFO - Epoch [8][960/3842] lr: 1.315e-02, eta: 3:38:11, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0401, recall@thr=0.5: 0.7541, prec@thr=0.5: 0.8214, recall@top3: 0.8270, prec@top3: 0.6898, recall@top5: 0.9363, prec@top5: 0.4815, loss: 0.0401, grad_norm: 0.2025 2021-04-11 05:33:26,370 - mmaction - INFO - Epoch [8][980/3842] lr: 1.310e-02, eta: 3:37:46, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0395, recall@thr=0.5: 0.7478, prec@thr=0.5: 0.8230, recall@top3: 0.8275, prec@top3: 0.6887, recall@top5: 0.9456, prec@top5: 0.4837, loss: 0.0395, grad_norm: 0.1969 2021-04-11 05:33:50,464 - mmaction - INFO - Epoch [8][1000/3842] lr: 1.306e-02, eta: 3:37:21, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0367, recall@thr=0.5: 0.7597, prec@thr=0.5: 0.8218, recall@top3: 0.8366, prec@top3: 0.6940, recall@top5: 0.9458, prec@top5: 0.4808, loss: 0.0367, grad_norm: 0.2053 2021-04-11 05:34:14,494 - mmaction - INFO - Epoch [8][1020/3842] lr: 1.301e-02, eta: 3:36:56, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0393, recall@thr=0.5: 0.7480, prec@thr=0.5: 0.8196, recall@top3: 0.8307, prec@top3: 0.6818, recall@top5: 0.9442, prec@top5: 0.4782, loss: 0.0393, grad_norm: 0.2063 2021-04-11 05:34:38,619 - mmaction - INFO - Epoch [8][1040/3842] lr: 1.296e-02, eta: 3:36:31, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0403, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8106, recall@top3: 0.8260, prec@top3: 0.6912, recall@top5: 0.9467, prec@top5: 0.4886, loss: 0.0403, grad_norm: 0.1927 2021-04-11 05:35:02,633 - mmaction - INFO - Epoch [8][1060/3842] lr: 1.292e-02, eta: 3:36:06, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0418, recall@thr=0.5: 0.7343, prec@thr=0.5: 0.8084, recall@top3: 0.8221, prec@top3: 0.6898, recall@top5: 0.9356, prec@top5: 0.4818, loss: 0.0418, grad_norm: 0.1945 2021-04-11 05:35:26,789 - mmaction - INFO - Epoch [8][1080/3842] lr: 1.287e-02, eta: 3:35:41, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0418, recall@thr=0.5: 0.7405, prec@thr=0.5: 0.8016, recall@top3: 0.8208, prec@top3: 0.6950, recall@top5: 0.9413, prec@top5: 0.4892, loss: 0.0418, grad_norm: 0.1988 2021-04-11 05:35:50,988 - mmaction - INFO - Epoch [8][1100/3842] lr: 1.282e-02, eta: 3:35:16, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0416, recall@thr=0.5: 0.7372, prec@thr=0.5: 0.8026, recall@top3: 0.8191, prec@top3: 0.6863, recall@top5: 0.9386, prec@top5: 0.4844, loss: 0.0416, grad_norm: 0.2014 2021-04-11 05:36:15,145 - mmaction - INFO - Epoch [8][1120/3842] lr: 1.278e-02, eta: 3:34:51, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0394, recall@thr=0.5: 0.7503, prec@thr=0.5: 0.8152, recall@top3: 0.8263, prec@top3: 0.6930, recall@top5: 0.9320, prec@top5: 0.4808, loss: 0.0394, grad_norm: 0.1970 2021-04-11 05:36:39,232 - mmaction - INFO - Epoch [8][1140/3842] lr: 1.273e-02, eta: 3:34:26, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0393, recall@thr=0.5: 0.7488, prec@thr=0.5: 0.8224, recall@top3: 0.8275, prec@top3: 0.6975, recall@top5: 0.9406, prec@top5: 0.4883, loss: 0.0393, grad_norm: 0.2023 2021-04-11 05:37:03,374 - mmaction - INFO - Epoch [8][1160/3842] lr: 1.269e-02, eta: 3:34:01, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0408, recall@thr=0.5: 0.7320, prec@thr=0.5: 0.8099, recall@top3: 0.8223, prec@top3: 0.6845, recall@top5: 0.9386, prec@top5: 0.4798, loss: 0.0408, grad_norm: 0.2056 2021-04-11 05:37:27,436 - mmaction - INFO - Epoch [8][1180/3842] lr: 1.264e-02, eta: 3:33:36, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0423, recall@thr=0.5: 0.7317, prec@thr=0.5: 0.8019, recall@top3: 0.8101, prec@top3: 0.6783, recall@top5: 0.9336, prec@top5: 0.4802, loss: 0.0423, grad_norm: 0.2039 2021-04-11 05:37:51,589 - mmaction - INFO - Epoch [8][1200/3842] lr: 1.259e-02, eta: 3:33:11, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0418, recall@thr=0.5: 0.7276, prec@thr=0.5: 0.8130, recall@top3: 0.8210, prec@top3: 0.6796, recall@top5: 0.9322, prec@top5: 0.4741, loss: 0.0418, grad_norm: 0.1969 2021-04-11 05:38:15,634 - mmaction - INFO - Epoch [8][1220/3842] lr: 1.255e-02, eta: 3:32:46, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0429, recall@thr=0.5: 0.7368, prec@thr=0.5: 0.8081, recall@top3: 0.8155, prec@top3: 0.6921, recall@top5: 0.9283, prec@top5: 0.4854, loss: 0.0429, grad_norm: 0.2003 2021-04-11 05:38:39,836 - mmaction - INFO - Epoch [8][1240/3842] lr: 1.250e-02, eta: 3:32:21, time: 1.211, data_time: 0.002, memory: 10740, loss_action_cls: 0.0411, recall@thr=0.5: 0.7315, prec@thr=0.5: 0.8055, recall@top3: 0.8166, prec@top3: 0.6857, recall@top5: 0.9316, prec@top5: 0.4811, loss: 0.0411, grad_norm: 0.2089 2021-04-11 05:39:04,074 - mmaction - INFO - Epoch [8][1260/3842] lr: 1.246e-02, eta: 3:31:56, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0391, recall@thr=0.5: 0.7497, prec@thr=0.5: 0.8298, recall@top3: 0.8337, prec@top3: 0.6943, recall@top5: 0.9413, prec@top5: 0.4819, loss: 0.0391, grad_norm: 0.1891 2021-04-11 05:39:28,222 - mmaction - INFO - Epoch [8][1280/3842] lr: 1.241e-02, eta: 3:31:31, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0409, recall@thr=0.5: 0.7469, prec@thr=0.5: 0.8140, recall@top3: 0.8261, prec@top3: 0.6896, recall@top5: 0.9407, prec@top5: 0.4833, loss: 0.0409, grad_norm: 0.2002 2021-04-11 05:39:52,285 - mmaction - INFO - Epoch [8][1300/3842] lr: 1.237e-02, eta: 3:31:06, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0434, recall@thr=0.5: 0.7375, prec@thr=0.5: 0.7941, recall@top3: 0.8151, prec@top3: 0.6859, recall@top5: 0.9354, prec@top5: 0.4841, loss: 0.0434, grad_norm: 0.2000 2021-04-11 05:40:16,383 - mmaction - INFO - Epoch [8][1320/3842] lr: 1.232e-02, eta: 3:30:41, time: 1.206, data_time: 0.003, memory: 10740, loss_action_cls: 0.0420, recall@thr=0.5: 0.7394, prec@thr=0.5: 0.8065, recall@top3: 0.8189, prec@top3: 0.6893, recall@top5: 0.9345, prec@top5: 0.4844, loss: 0.0420, grad_norm: 0.2009 2021-04-11 05:40:40,399 - mmaction - INFO - Epoch [8][1340/3842] lr: 1.227e-02, eta: 3:30:16, time: 1.202, data_time: 0.002, memory: 10740, loss_action_cls: 0.0411, recall@thr=0.5: 0.7431, prec@thr=0.5: 0.8086, recall@top3: 0.8157, prec@top3: 0.6868, recall@top5: 0.9308, prec@top5: 0.4828, loss: 0.0411, grad_norm: 0.2003 2021-04-11 05:41:04,438 - mmaction - INFO - Epoch [8][1360/3842] lr: 1.223e-02, eta: 3:29:51, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0402, recall@thr=0.5: 0.7410, prec@thr=0.5: 0.8123, recall@top3: 0.8316, prec@top3: 0.6916, recall@top5: 0.9383, prec@top5: 0.4811, loss: 0.0402, grad_norm: 0.1989 2021-04-11 05:41:28,608 - mmaction - INFO - Epoch [8][1380/3842] lr: 1.218e-02, eta: 3:29:26, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0408, recall@thr=0.5: 0.7358, prec@thr=0.5: 0.8094, recall@top3: 0.8191, prec@top3: 0.6920, recall@top5: 0.9404, prec@top5: 0.4888, loss: 0.0408, grad_norm: 0.2029 2021-04-11 05:41:52,788 - mmaction - INFO - Epoch [8][1400/3842] lr: 1.214e-02, eta: 3:29:01, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0418, recall@thr=0.5: 0.7400, prec@thr=0.5: 0.8124, recall@top3: 0.8248, prec@top3: 0.6999, recall@top5: 0.9398, prec@top5: 0.4878, loss: 0.0418, grad_norm: 0.2067 2021-04-11 05:42:16,824 - mmaction - INFO - Epoch [8][1420/3842] lr: 1.209e-02, eta: 3:28:36, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0378, recall@thr=0.5: 0.7613, prec@thr=0.5: 0.8176, recall@top3: 0.8384, prec@top3: 0.6933, recall@top5: 0.9441, prec@top5: 0.4791, loss: 0.0378, grad_norm: 0.1979 2021-04-11 05:42:40,927 - mmaction - INFO - Epoch [8][1440/3842] lr: 1.205e-02, eta: 3:28:11, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0408, recall@thr=0.5: 0.7524, prec@thr=0.5: 0.8155, recall@top3: 0.8329, prec@top3: 0.6942, recall@top5: 0.9394, prec@top5: 0.4828, loss: 0.0408, grad_norm: 0.1929 2021-04-11 05:43:05,023 - mmaction - INFO - Epoch [8][1460/3842] lr: 1.200e-02, eta: 3:27:46, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0406, recall@thr=0.5: 0.7325, prec@thr=0.5: 0.8123, recall@top3: 0.8205, prec@top3: 0.6870, recall@top5: 0.9392, prec@top5: 0.4838, loss: 0.0406, grad_norm: 0.1957 2021-04-11 05:43:29,886 - mmaction - INFO - Epoch [8][1480/3842] lr: 1.196e-02, eta: 3:27:21, time: 1.243, data_time: 0.040, memory: 10740, loss_action_cls: 0.0414, recall@thr=0.5: 0.7328, prec@thr=0.5: 0.8089, recall@top3: 0.8108, prec@top3: 0.6864, recall@top5: 0.9375, prec@top5: 0.4890, loss: 0.0414, grad_norm: 0.2055 2021-04-11 05:43:53,952 - mmaction - INFO - Epoch [8][1500/3842] lr: 1.191e-02, eta: 3:26:56, time: 1.204, data_time: 0.005, memory: 10740, loss_action_cls: 0.0402, recall@thr=0.5: 0.7400, prec@thr=0.5: 0.8178, recall@top3: 0.8246, prec@top3: 0.6762, recall@top5: 0.9383, prec@top5: 0.4736, loss: 0.0402, grad_norm: 0.1986 2021-04-11 05:44:18,236 - mmaction - INFO - Epoch [8][1520/3842] lr: 1.187e-02, eta: 3:26:31, time: 1.214, data_time: 0.001, memory: 10740, loss_action_cls: 0.0397, recall@thr=0.5: 0.7422, prec@thr=0.5: 0.7992, recall@top3: 0.8324, prec@top3: 0.6905, recall@top5: 0.9380, prec@top5: 0.4788, loss: 0.0397, grad_norm: 0.2034 2021-04-11 05:44:42,363 - mmaction - INFO - Epoch [8][1540/3842] lr: 1.182e-02, eta: 3:26:06, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0407, recall@thr=0.5: 0.7386, prec@thr=0.5: 0.8135, recall@top3: 0.8245, prec@top3: 0.6825, recall@top5: 0.9427, prec@top5: 0.4825, loss: 0.0407, grad_norm: 0.1976 2021-04-11 05:45:06,663 - mmaction - INFO - Epoch [8][1560/3842] lr: 1.178e-02, eta: 3:25:41, time: 1.213, data_time: 0.001, memory: 10740, loss_action_cls: 0.0396, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8179, recall@top3: 0.8271, prec@top3: 0.6905, recall@top5: 0.9424, prec@top5: 0.4843, loss: 0.0396, grad_norm: 0.2065 2021-04-11 05:45:30,616 - mmaction - INFO - Epoch [8][1580/3842] lr: 1.174e-02, eta: 3:25:16, time: 1.200, data_time: 0.003, memory: 10740, loss_action_cls: 0.0423, recall@thr=0.5: 0.7414, prec@thr=0.5: 0.8026, recall@top3: 0.8191, prec@top3: 0.6892, recall@top5: 0.9413, prec@top5: 0.4875, loss: 0.0423, grad_norm: 0.1948 2021-04-11 05:45:54,727 - mmaction - INFO - Epoch [8][1600/3842] lr: 1.169e-02, eta: 3:24:51, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0406, recall@thr=0.5: 0.7596, prec@thr=0.5: 0.8143, recall@top3: 0.8250, prec@top3: 0.7006, recall@top5: 0.9386, prec@top5: 0.4912, loss: 0.0406, grad_norm: 0.1916 2021-04-11 05:46:18,862 - mmaction - INFO - Epoch [8][1620/3842] lr: 1.165e-02, eta: 3:24:26, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0409, recall@thr=0.5: 0.7344, prec@thr=0.5: 0.8068, recall@top3: 0.8104, prec@top3: 0.6696, recall@top5: 0.9339, prec@top5: 0.4752, loss: 0.0409, grad_norm: 0.2048 2021-04-11 05:46:42,892 - mmaction - INFO - Epoch [8][1640/3842] lr: 1.160e-02, eta: 3:24:01, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0409, recall@thr=0.5: 0.7322, prec@thr=0.5: 0.8135, recall@top3: 0.8195, prec@top3: 0.6895, recall@top5: 0.9414, prec@top5: 0.4866, loss: 0.0409, grad_norm: 0.1985 2021-04-11 05:47:06,914 - mmaction - INFO - Epoch [8][1660/3842] lr: 1.156e-02, eta: 3:23:36, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0409, recall@thr=0.5: 0.7530, prec@thr=0.5: 0.8057, recall@top3: 0.8261, prec@top3: 0.7016, recall@top5: 0.9355, prec@top5: 0.4895, loss: 0.0409, grad_norm: 0.1979 2021-04-11 05:47:31,118 - mmaction - INFO - Epoch [8][1680/3842] lr: 1.151e-02, eta: 3:23:11, time: 1.212, data_time: 0.002, memory: 10740, loss_action_cls: 0.0415, recall@thr=0.5: 0.7377, prec@thr=0.5: 0.8239, recall@top3: 0.8234, prec@top3: 0.6792, recall@top5: 0.9397, prec@top5: 0.4765, loss: 0.0415, grad_norm: 0.1995 2021-04-11 05:47:55,302 - mmaction - INFO - Epoch [8][1700/3842] lr: 1.147e-02, eta: 3:22:46, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0393, recall@thr=0.5: 0.7546, prec@thr=0.5: 0.8195, recall@top3: 0.8330, prec@top3: 0.6940, recall@top5: 0.9432, prec@top5: 0.4837, loss: 0.0393, grad_norm: 0.1939 2021-04-11 05:48:19,425 - mmaction - INFO - Epoch [8][1720/3842] lr: 1.143e-02, eta: 3:22:21, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0403, recall@thr=0.5: 0.7523, prec@thr=0.5: 0.8237, recall@top3: 0.8334, prec@top3: 0.7021, recall@top5: 0.9421, prec@top5: 0.4893, loss: 0.0403, grad_norm: 0.2049 2021-04-11 05:48:43,624 - mmaction - INFO - Epoch [8][1740/3842] lr: 1.138e-02, eta: 3:21:56, time: 1.211, data_time: 0.002, memory: 10740, loss_action_cls: 0.0405, recall@thr=0.5: 0.7375, prec@thr=0.5: 0.8109, recall@top3: 0.8274, prec@top3: 0.6928, recall@top5: 0.9445, prec@top5: 0.4852, loss: 0.0405, grad_norm: 0.1988 2021-04-11 05:49:07,740 - mmaction - INFO - Epoch [8][1760/3842] lr: 1.134e-02, eta: 3:21:31, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0396, recall@thr=0.5: 0.7505, prec@thr=0.5: 0.8128, recall@top3: 0.8350, prec@top3: 0.6932, recall@top5: 0.9448, prec@top5: 0.4842, loss: 0.0396, grad_norm: 0.2052 2021-04-11 05:49:31,827 - mmaction - INFO - Epoch [8][1780/3842] lr: 1.129e-02, eta: 3:21:06, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0401, recall@thr=0.5: 0.7438, prec@thr=0.5: 0.8121, recall@top3: 0.8166, prec@top3: 0.6933, recall@top5: 0.9347, prec@top5: 0.4900, loss: 0.0401, grad_norm: 0.2030 2021-04-11 05:49:55,884 - mmaction - INFO - Epoch [8][1800/3842] lr: 1.125e-02, eta: 3:20:41, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0405, recall@thr=0.5: 0.7408, prec@thr=0.5: 0.8092, recall@top3: 0.8344, prec@top3: 0.6889, recall@top5: 0.9421, prec@top5: 0.4779, loss: 0.0405, grad_norm: 0.2065 2021-04-11 05:50:20,043 - mmaction - INFO - Epoch [8][1820/3842] lr: 1.121e-02, eta: 3:20:16, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0398, recall@thr=0.5: 0.7563, prec@thr=0.5: 0.8226, recall@top3: 0.8272, prec@top3: 0.7063, recall@top5: 0.9393, prec@top5: 0.4907, loss: 0.0398, grad_norm: 0.2068 2021-04-11 05:50:44,541 - mmaction - INFO - Epoch [8][1840/3842] lr: 1.116e-02, eta: 3:19:51, time: 1.224, data_time: 0.020, memory: 10740, loss_action_cls: 0.0418, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7970, recall@top3: 0.8139, prec@top3: 0.6895, recall@top5: 0.9332, prec@top5: 0.4849, loss: 0.0418, grad_norm: 0.2112 2021-04-11 05:51:08,732 - mmaction - INFO - Epoch [8][1860/3842] lr: 1.112e-02, eta: 3:19:27, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0392, recall@thr=0.5: 0.7562, prec@thr=0.5: 0.8245, recall@top3: 0.8324, prec@top3: 0.6922, recall@top5: 0.9457, prec@top5: 0.4843, loss: 0.0392, grad_norm: 0.1982 2021-04-11 05:51:32,902 - mmaction - INFO - Epoch [8][1880/3842] lr: 1.107e-02, eta: 3:19:02, time: 1.210, data_time: 0.003, memory: 10740, loss_action_cls: 0.0434, recall@thr=0.5: 0.7130, prec@thr=0.5: 0.7945, recall@top3: 0.8097, prec@top3: 0.6708, recall@top5: 0.9328, prec@top5: 0.4751, loss: 0.0434, grad_norm: 0.1981 2021-04-11 05:51:56,995 - mmaction - INFO - Epoch [8][1900/3842] lr: 1.103e-02, eta: 3:18:37, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0384, recall@thr=0.5: 0.7574, prec@thr=0.5: 0.8205, recall@top3: 0.8344, prec@top3: 0.6810, recall@top5: 0.9396, prec@top5: 0.4736, loss: 0.0384, grad_norm: 0.1997 2021-04-11 05:52:21,180 - mmaction - INFO - Epoch [8][1920/3842] lr: 1.099e-02, eta: 3:18:12, time: 1.210, data_time: 0.003, memory: 10740, loss_action_cls: 0.0418, recall@thr=0.5: 0.7394, prec@thr=0.5: 0.8066, recall@top3: 0.8246, prec@top3: 0.6970, recall@top5: 0.9386, prec@top5: 0.4890, loss: 0.0418, grad_norm: 0.2059 2021-04-11 05:52:45,138 - mmaction - INFO - Epoch [8][1940/3842] lr: 1.094e-02, eta: 3:17:47, time: 1.199, data_time: 0.002, memory: 10740, loss_action_cls: 0.0422, recall@thr=0.5: 0.7304, prec@thr=0.5: 0.8098, recall@top3: 0.8288, prec@top3: 0.6872, recall@top5: 0.9404, prec@top5: 0.4800, loss: 0.0422, grad_norm: 0.2137 2021-04-11 05:53:09,232 - mmaction - INFO - Epoch [8][1960/3842] lr: 1.090e-02, eta: 3:17:22, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0390, recall@thr=0.5: 0.7473, prec@thr=0.5: 0.8187, recall@top3: 0.8340, prec@top3: 0.6846, recall@top5: 0.9440, prec@top5: 0.4787, loss: 0.0390, grad_norm: 0.2062 2021-04-11 05:53:33,314 - mmaction - INFO - Epoch [8][1980/3842] lr: 1.086e-02, eta: 3:16:57, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0429, recall@thr=0.5: 0.7384, prec@thr=0.5: 0.8038, recall@top3: 0.8197, prec@top3: 0.6809, recall@top5: 0.9377, prec@top5: 0.4786, loss: 0.0429, grad_norm: 0.2009 2021-04-11 05:53:57,405 - mmaction - INFO - Epoch [8][2000/3842] lr: 1.081e-02, eta: 3:16:32, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0419, recall@thr=0.5: 0.7464, prec@thr=0.5: 0.8096, recall@top3: 0.8289, prec@top3: 0.6973, recall@top5: 0.9380, prec@top5: 0.4850, loss: 0.0419, grad_norm: 0.1957 2021-04-11 05:54:21,709 - mmaction - INFO - Epoch [8][2020/3842] lr: 1.077e-02, eta: 3:16:07, time: 1.214, data_time: 0.002, memory: 10740, loss_action_cls: 0.0405, recall@thr=0.5: 0.7354, prec@thr=0.5: 0.8209, recall@top3: 0.8240, prec@top3: 0.6787, recall@top5: 0.9370, prec@top5: 0.4762, loss: 0.0405, grad_norm: 0.2065 2021-04-11 05:54:45,836 - mmaction - INFO - Epoch [8][2040/3842] lr: 1.073e-02, eta: 3:15:42, time: 1.209, data_time: 0.003, memory: 10740, loss_action_cls: 0.0406, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8055, recall@top3: 0.8202, prec@top3: 0.6911, recall@top5: 0.9403, prec@top5: 0.4875, loss: 0.0406, grad_norm: 0.2034 2021-04-11 05:55:09,829 - mmaction - INFO - Epoch [8][2060/3842] lr: 1.069e-02, eta: 3:15:17, time: 1.198, data_time: 0.001, memory: 10740, loss_action_cls: 0.0397, recall@thr=0.5: 0.7471, prec@thr=0.5: 0.8146, recall@top3: 0.8260, prec@top3: 0.6904, recall@top5: 0.9384, prec@top5: 0.4837, loss: 0.0397, grad_norm: 0.2071 2021-04-11 05:55:34,082 - mmaction - INFO - Epoch [8][2080/3842] lr: 1.064e-02, eta: 3:14:52, time: 1.211, data_time: 0.002, memory: 10740, loss_action_cls: 0.0369, recall@thr=0.5: 0.7633, prec@thr=0.5: 0.8241, recall@top3: 0.8377, prec@top3: 0.6939, recall@top5: 0.9481, prec@top5: 0.4812, loss: 0.0369, grad_norm: 0.1960 2021-04-11 05:55:58,318 - mmaction - INFO - Epoch [8][2100/3842] lr: 1.060e-02, eta: 3:14:27, time: 1.214, data_time: 0.003, memory: 10740, loss_action_cls: 0.0391, recall@thr=0.5: 0.7451, prec@thr=0.5: 0.8169, recall@top3: 0.8231, prec@top3: 0.6840, recall@top5: 0.9401, prec@top5: 0.4805, loss: 0.0391, grad_norm: 0.2019 2021-04-11 05:56:22,510 - mmaction - INFO - Epoch [8][2120/3842] lr: 1.056e-02, eta: 3:14:02, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0405, recall@thr=0.5: 0.7460, prec@thr=0.5: 0.8160, recall@top3: 0.8252, prec@top3: 0.6807, recall@top5: 0.9389, prec@top5: 0.4766, loss: 0.0405, grad_norm: 0.2093 2021-04-11 05:56:46,558 - mmaction - INFO - Epoch [8][2140/3842] lr: 1.052e-02, eta: 3:13:37, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0428, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.7986, recall@top3: 0.8216, prec@top3: 0.6910, recall@top5: 0.9403, prec@top5: 0.4848, loss: 0.0428, grad_norm: 0.2085 2021-04-11 05:57:10,748 - mmaction - INFO - Epoch [8][2160/3842] lr: 1.047e-02, eta: 3:13:12, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0405, recall@thr=0.5: 0.7461, prec@thr=0.5: 0.8181, recall@top3: 0.8240, prec@top3: 0.6921, recall@top5: 0.9395, prec@top5: 0.4851, loss: 0.0405, grad_norm: 0.1947 2021-04-11 05:57:34,985 - mmaction - INFO - Epoch [8][2180/3842] lr: 1.043e-02, eta: 3:12:47, time: 1.213, data_time: 0.002, memory: 10740, loss_action_cls: 0.0403, recall@thr=0.5: 0.7424, prec@thr=0.5: 0.8164, recall@top3: 0.8286, prec@top3: 0.6957, recall@top5: 0.9412, prec@top5: 0.4872, loss: 0.0403, grad_norm: 0.2013 2021-04-11 05:57:59,123 - mmaction - INFO - Epoch [8][2200/3842] lr: 1.039e-02, eta: 3:12:22, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0413, recall@thr=0.5: 0.7536, prec@thr=0.5: 0.8091, recall@top3: 0.8278, prec@top3: 0.6939, recall@top5: 0.9383, prec@top5: 0.4829, loss: 0.0413, grad_norm: 0.2044 2021-04-11 05:58:23,269 - mmaction - INFO - Epoch [8][2220/3842] lr: 1.035e-02, eta: 3:11:57, time: 1.208, data_time: 0.003, memory: 10740, loss_action_cls: 0.0397, recall@thr=0.5: 0.7521, prec@thr=0.5: 0.8235, recall@top3: 0.8283, prec@top3: 0.6969, recall@top5: 0.9410, prec@top5: 0.4881, loss: 0.0397, grad_norm: 0.2030 2021-04-11 05:58:47,402 - mmaction - INFO - Epoch [8][2240/3842] lr: 1.030e-02, eta: 3:11:32, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0414, recall@thr=0.5: 0.7455, prec@thr=0.5: 0.8118, recall@top3: 0.8291, prec@top3: 0.6836, recall@top5: 0.9400, prec@top5: 0.4765, loss: 0.0414, grad_norm: 0.2052 2021-04-11 05:59:11,457 - mmaction - INFO - Epoch [8][2260/3842] lr: 1.026e-02, eta: 3:11:07, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0389, recall@thr=0.5: 0.7480, prec@thr=0.5: 0.8054, recall@top3: 0.8277, prec@top3: 0.6936, recall@top5: 0.9434, prec@top5: 0.4851, loss: 0.0389, grad_norm: 0.2035 2021-04-11 05:59:35,678 - mmaction - INFO - Epoch [8][2280/3842] lr: 1.022e-02, eta: 3:10:42, time: 1.212, data_time: 0.004, memory: 10740, loss_action_cls: 0.0419, recall@thr=0.5: 0.7377, prec@thr=0.5: 0.8145, recall@top3: 0.8200, prec@top3: 0.6930, recall@top5: 0.9362, prec@top5: 0.4862, loss: 0.0419, grad_norm: 0.2013 2021-04-11 05:59:59,724 - mmaction - INFO - Epoch [8][2300/3842] lr: 1.018e-02, eta: 3:10:17, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0400, recall@thr=0.5: 0.7594, prec@thr=0.5: 0.8144, recall@top3: 0.8378, prec@top3: 0.6968, recall@top5: 0.9418, prec@top5: 0.4819, loss: 0.0400, grad_norm: 0.1988 2021-04-11 06:00:24,058 - mmaction - INFO - Epoch [8][2320/3842] lr: 1.013e-02, eta: 3:09:53, time: 1.219, data_time: 0.004, memory: 10740, loss_action_cls: 0.0380, recall@thr=0.5: 0.7444, prec@thr=0.5: 0.8163, recall@top3: 0.8323, prec@top3: 0.6862, recall@top5: 0.9415, prec@top5: 0.4779, loss: 0.0380, grad_norm: 0.2099 2021-04-11 06:01:08,643 - mmaction - INFO - Epoch [8][2340/3842] lr: 1.009e-02, eta: 3:09:34, time: 2.230, data_time: 1.027, memory: 10740, loss_action_cls: 0.0392, recall@thr=0.5: 0.7540, prec@thr=0.5: 0.8166, recall@top3: 0.8380, prec@top3: 0.6965, recall@top5: 0.9465, prec@top5: 0.4849, loss: 0.0392, grad_norm: 0.1927 2021-04-11 06:01:32,653 - mmaction - INFO - Epoch [8][2360/3842] lr: 1.005e-02, eta: 3:09:09, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0400, recall@thr=0.5: 0.7509, prec@thr=0.5: 0.8123, recall@top3: 0.8294, prec@top3: 0.6891, recall@top5: 0.9441, prec@top5: 0.4818, loss: 0.0400, grad_norm: 0.2136 2021-04-11 06:01:56,865 - mmaction - INFO - Epoch [8][2380/3842] lr: 1.001e-02, eta: 3:08:44, time: 1.212, data_time: 0.002, memory: 10740, loss_action_cls: 0.0390, recall@thr=0.5: 0.7464, prec@thr=0.5: 0.8252, recall@top3: 0.8295, prec@top3: 0.6958, recall@top5: 0.9381, prec@top5: 0.4855, loss: 0.0390, grad_norm: 0.2105 2021-04-11 06:02:20,989 - mmaction - INFO - Epoch [8][2400/3842] lr: 9.968e-03, eta: 3:08:19, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0406, recall@thr=0.5: 0.7462, prec@thr=0.5: 0.8196, recall@top3: 0.8225, prec@top3: 0.6906, recall@top5: 0.9347, prec@top5: 0.4825, loss: 0.0406, grad_norm: 0.2008 2021-04-11 06:02:45,242 - mmaction - INFO - Epoch [8][2420/3842] lr: 9.926e-03, eta: 3:07:54, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0419, recall@thr=0.5: 0.7396, prec@thr=0.5: 0.8147, recall@top3: 0.8243, prec@top3: 0.6975, recall@top5: 0.9429, prec@top5: 0.4906, loss: 0.0419, grad_norm: 0.2086 2021-04-11 06:03:09,705 - mmaction - INFO - Epoch [8][2440/3842] lr: 9.884e-03, eta: 3:07:29, time: 1.223, data_time: 0.013, memory: 10740, loss_action_cls: 0.0397, recall@thr=0.5: 0.7490, prec@thr=0.5: 0.8060, recall@top3: 0.8237, prec@top3: 0.6920, recall@top5: 0.9364, prec@top5: 0.4838, loss: 0.0397, grad_norm: 0.2028 2021-04-11 06:03:33,920 - mmaction - INFO - Epoch [8][2460/3842] lr: 9.843e-03, eta: 3:07:04, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0400, recall@thr=0.5: 0.7359, prec@thr=0.5: 0.8090, recall@top3: 0.8342, prec@top3: 0.6795, recall@top5: 0.9471, prec@top5: 0.4749, loss: 0.0400, grad_norm: 0.1970 2021-04-11 06:03:57,937 - mmaction - INFO - Epoch [8][2480/3842] lr: 9.802e-03, eta: 3:06:39, time: 1.201, data_time: 0.002, memory: 10740, loss_action_cls: 0.0417, recall@thr=0.5: 0.7392, prec@thr=0.5: 0.8093, recall@top3: 0.8210, prec@top3: 0.6849, recall@top5: 0.9342, prec@top5: 0.4807, loss: 0.0417, grad_norm: 0.1999 2021-04-11 06:04:22,157 - mmaction - INFO - Epoch [8][2500/3842] lr: 9.760e-03, eta: 3:06:15, time: 1.211, data_time: 0.002, memory: 10740, loss_action_cls: 0.0413, recall@thr=0.5: 0.7372, prec@thr=0.5: 0.8120, recall@top3: 0.8147, prec@top3: 0.6859, recall@top5: 0.9356, prec@top5: 0.4841, loss: 0.0413, grad_norm: 0.2159 2021-04-11 06:04:46,355 - mmaction - INFO - Epoch [8][2520/3842] lr: 9.719e-03, eta: 3:05:50, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0389, recall@thr=0.5: 0.7571, prec@thr=0.5: 0.8272, recall@top3: 0.8400, prec@top3: 0.7019, recall@top5: 0.9448, prec@top5: 0.4847, loss: 0.0389, grad_norm: 0.2033 2021-04-11 06:05:10,567 - mmaction - INFO - Epoch [8][2540/3842] lr: 9.678e-03, eta: 3:05:25, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0412, recall@thr=0.5: 0.7423, prec@thr=0.5: 0.8051, recall@top3: 0.8156, prec@top3: 0.6866, recall@top5: 0.9334, prec@top5: 0.4858, loss: 0.0412, grad_norm: 0.2010 2021-04-11 06:05:34,944 - mmaction - INFO - Epoch [8][2560/3842] lr: 9.637e-03, eta: 3:05:00, time: 1.219, data_time: 0.010, memory: 10740, loss_action_cls: 0.0385, recall@thr=0.5: 0.7451, prec@thr=0.5: 0.8113, recall@top3: 0.8309, prec@top3: 0.6962, recall@top5: 0.9423, prec@top5: 0.4868, loss: 0.0385, grad_norm: 0.2019 2021-04-11 06:05:59,050 - mmaction - INFO - Epoch [8][2580/3842] lr: 9.596e-03, eta: 3:04:35, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0421, recall@thr=0.5: 0.7361, prec@thr=0.5: 0.8063, recall@top3: 0.8236, prec@top3: 0.6857, recall@top5: 0.9275, prec@top5: 0.4747, loss: 0.0421, grad_norm: 0.2134 2021-04-11 06:06:23,146 - mmaction - INFO - Epoch [8][2600/3842] lr: 9.555e-03, eta: 3:04:10, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0397, recall@thr=0.5: 0.7410, prec@thr=0.5: 0.8184, recall@top3: 0.8313, prec@top3: 0.6945, recall@top5: 0.9428, prec@top5: 0.4859, loss: 0.0397, grad_norm: 0.1992 2021-04-11 06:06:47,227 - mmaction - INFO - Epoch [8][2620/3842] lr: 9.514e-03, eta: 3:03:45, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0380, recall@thr=0.5: 0.7579, prec@thr=0.5: 0.8222, recall@top3: 0.8409, prec@top3: 0.6861, recall@top5: 0.9455, prec@top5: 0.4758, loss: 0.0380, grad_norm: 0.2078 2021-04-11 06:07:11,359 - mmaction - INFO - Epoch [8][2640/3842] lr: 9.473e-03, eta: 3:03:20, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0423, recall@thr=0.5: 0.7296, prec@thr=0.5: 0.8070, recall@top3: 0.8229, prec@top3: 0.6813, recall@top5: 0.9312, prec@top5: 0.4768, loss: 0.0423, grad_norm: 0.2117 2021-04-11 06:07:35,564 - mmaction - INFO - Epoch [8][2660/3842] lr: 9.433e-03, eta: 3:02:55, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0426, recall@thr=0.5: 0.7301, prec@thr=0.5: 0.8091, recall@top3: 0.8147, prec@top3: 0.6807, recall@top5: 0.9324, prec@top5: 0.4788, loss: 0.0426, grad_norm: 0.2062 2021-04-11 06:07:59,664 - mmaction - INFO - Epoch [8][2680/3842] lr: 9.392e-03, eta: 3:02:30, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0403, recall@thr=0.5: 0.7492, prec@thr=0.5: 0.8141, recall@top3: 0.8255, prec@top3: 0.6990, recall@top5: 0.9397, prec@top5: 0.4881, loss: 0.0403, grad_norm: 0.2054 2021-04-11 06:08:23,661 - mmaction - INFO - Epoch [8][2700/3842] lr: 9.351e-03, eta: 3:02:05, time: 1.201, data_time: 0.002, memory: 10740, loss_action_cls: 0.0388, recall@thr=0.5: 0.7400, prec@thr=0.5: 0.8198, recall@top3: 0.8239, prec@top3: 0.7007, recall@top5: 0.9387, prec@top5: 0.4904, loss: 0.0388, grad_norm: 0.2087 2021-04-11 06:08:47,845 - mmaction - INFO - Epoch [8][2720/3842] lr: 9.311e-03, eta: 3:01:40, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0394, recall@thr=0.5: 0.7552, prec@thr=0.5: 0.8255, recall@top3: 0.8326, prec@top3: 0.6861, recall@top5: 0.9426, prec@top5: 0.4791, loss: 0.0394, grad_norm: 0.2017 2021-04-11 06:09:12,161 - mmaction - INFO - Epoch [8][2740/3842] lr: 9.270e-03, eta: 3:01:15, time: 1.216, data_time: 0.016, memory: 10740, loss_action_cls: 0.0383, recall@thr=0.5: 0.7535, prec@thr=0.5: 0.8135, recall@top3: 0.8315, prec@top3: 0.7017, recall@top5: 0.9444, prec@top5: 0.4917, loss: 0.0383, grad_norm: 0.2075 2021-04-11 06:09:36,309 - mmaction - INFO - Epoch [8][2760/3842] lr: 9.230e-03, eta: 3:00:50, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0407, recall@thr=0.5: 0.7529, prec@thr=0.5: 0.8173, recall@top3: 0.8335, prec@top3: 0.6978, recall@top5: 0.9430, prec@top5: 0.4866, loss: 0.0407, grad_norm: 0.1979 2021-04-11 06:10:00,329 - mmaction - INFO - Epoch [8][2780/3842] lr: 9.190e-03, eta: 3:00:25, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0405, recall@thr=0.5: 0.7377, prec@thr=0.5: 0.8163, recall@top3: 0.8212, prec@top3: 0.6902, recall@top5: 0.9363, prec@top5: 0.4830, loss: 0.0405, grad_norm: 0.2102 2021-04-11 06:10:24,333 - mmaction - INFO - Epoch [8][2800/3842] lr: 9.150e-03, eta: 3:00:00, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0390, recall@thr=0.5: 0.7557, prec@thr=0.5: 0.8204, recall@top3: 0.8304, prec@top3: 0.7142, recall@top5: 0.9419, prec@top5: 0.4975, loss: 0.0390, grad_norm: 0.1950 2021-04-11 06:10:48,829 - mmaction - INFO - Epoch [8][2820/3842] lr: 9.110e-03, eta: 2:59:36, time: 1.226, data_time: 0.015, memory: 10740, loss_action_cls: 0.0406, recall@thr=0.5: 0.7484, prec@thr=0.5: 0.8049, recall@top3: 0.8141, prec@top3: 0.6932, recall@top5: 0.9359, prec@top5: 0.4897, loss: 0.0406, grad_norm: 0.2119 2021-04-11 06:11:12,968 - mmaction - INFO - Epoch [8][2840/3842] lr: 9.070e-03, eta: 2:59:11, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0406, recall@thr=0.5: 0.7347, prec@thr=0.5: 0.8055, recall@top3: 0.8180, prec@top3: 0.6913, recall@top5: 0.9381, prec@top5: 0.4891, loss: 0.0406, grad_norm: 0.2077 2021-04-11 06:11:36,980 - mmaction - INFO - Epoch [8][2860/3842] lr: 9.030e-03, eta: 2:58:46, time: 1.203, data_time: 0.003, memory: 10740, loss_action_cls: 0.0391, recall@thr=0.5: 0.7498, prec@thr=0.5: 0.8224, recall@top3: 0.8373, prec@top3: 0.6986, recall@top5: 0.9452, prec@top5: 0.4844, loss: 0.0391, grad_norm: 0.2074 2021-04-11 06:12:01,084 - mmaction - INFO - Epoch [8][2880/3842] lr: 8.990e-03, eta: 2:58:21, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0395, recall@thr=0.5: 0.7509, prec@thr=0.5: 0.8194, recall@top3: 0.8250, prec@top3: 0.6914, recall@top5: 0.9422, prec@top5: 0.4865, loss: 0.0395, grad_norm: 0.2063 2021-04-11 06:12:25,421 - mmaction - INFO - Epoch [8][2900/3842] lr: 8.950e-03, eta: 2:57:56, time: 1.217, data_time: 0.001, memory: 10740, loss_action_cls: 0.0410, recall@thr=0.5: 0.7512, prec@thr=0.5: 0.8060, recall@top3: 0.8279, prec@top3: 0.6947, recall@top5: 0.9390, prec@top5: 0.4858, loss: 0.0410, grad_norm: 0.2026 2021-04-11 06:12:49,583 - mmaction - INFO - Epoch [8][2920/3842] lr: 8.910e-03, eta: 2:57:31, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0397, recall@thr=0.5: 0.7500, prec@thr=0.5: 0.8155, recall@top3: 0.8178, prec@top3: 0.6998, recall@top5: 0.9380, prec@top5: 0.4950, loss: 0.0397, grad_norm: 0.2037 2021-04-11 06:13:13,621 - mmaction - INFO - Epoch [8][2940/3842] lr: 8.871e-03, eta: 2:57:06, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0405, recall@thr=0.5: 0.7441, prec@thr=0.5: 0.8159, recall@top3: 0.8267, prec@top3: 0.6946, recall@top5: 0.9361, prec@top5: 0.4841, loss: 0.0405, grad_norm: 0.2038 2021-04-11 06:13:37,815 - mmaction - INFO - Epoch [8][2960/3842] lr: 8.831e-03, eta: 2:56:41, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0399, recall@thr=0.5: 0.7560, prec@thr=0.5: 0.8151, recall@top3: 0.8343, prec@top3: 0.6997, recall@top5: 0.9458, prec@top5: 0.4867, loss: 0.0399, grad_norm: 0.1975 2021-04-11 06:14:01,907 - mmaction - INFO - Epoch [8][2980/3842] lr: 8.792e-03, eta: 2:56:16, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0379, recall@thr=0.5: 0.7547, prec@thr=0.5: 0.8201, recall@top3: 0.8318, prec@top3: 0.6884, recall@top5: 0.9403, prec@top5: 0.4782, loss: 0.0379, grad_norm: 0.2108 2021-04-11 06:14:26,050 - mmaction - INFO - Epoch [8][3000/3842] lr: 8.752e-03, eta: 2:55:51, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0405, recall@thr=0.5: 0.7380, prec@thr=0.5: 0.8046, recall@top3: 0.8193, prec@top3: 0.6877, recall@top5: 0.9387, prec@top5: 0.4842, loss: 0.0405, grad_norm: 0.2062 2021-04-11 06:14:50,069 - mmaction - INFO - Epoch [8][3020/3842] lr: 8.713e-03, eta: 2:55:26, time: 1.202, data_time: 0.002, memory: 10740, loss_action_cls: 0.0392, recall@thr=0.5: 0.7408, prec@thr=0.5: 0.8119, recall@top3: 0.8295, prec@top3: 0.6951, recall@top5: 0.9423, prec@top5: 0.4853, loss: 0.0392, grad_norm: 0.1981 2021-04-11 06:15:14,147 - mmaction - INFO - Epoch [8][3040/3842] lr: 8.673e-03, eta: 2:55:01, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0388, recall@thr=0.5: 0.7460, prec@thr=0.5: 0.8257, recall@top3: 0.8382, prec@top3: 0.6856, recall@top5: 0.9384, prec@top5: 0.4728, loss: 0.0388, grad_norm: 0.2002 2021-04-11 06:15:38,229 - mmaction - INFO - Epoch [8][3060/3842] lr: 8.634e-03, eta: 2:54:36, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0398, recall@thr=0.5: 0.7552, prec@thr=0.5: 0.8175, recall@top3: 0.8270, prec@top3: 0.6949, recall@top5: 0.9388, prec@top5: 0.4849, loss: 0.0398, grad_norm: 0.2071 2021-04-11 06:16:02,404 - mmaction - INFO - Epoch [8][3080/3842] lr: 8.595e-03, eta: 2:54:11, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0407, recall@thr=0.5: 0.7419, prec@thr=0.5: 0.8272, recall@top3: 0.8316, prec@top3: 0.6900, recall@top5: 0.9389, prec@top5: 0.4790, loss: 0.0407, grad_norm: 0.1946 2021-04-11 06:16:26,405 - mmaction - INFO - Epoch [8][3100/3842] lr: 8.556e-03, eta: 2:53:46, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0414, recall@thr=0.5: 0.7570, prec@thr=0.5: 0.8178, recall@top3: 0.8295, prec@top3: 0.7059, recall@top5: 0.9410, prec@top5: 0.4921, loss: 0.0414, grad_norm: 0.2107 2021-04-11 06:16:50,692 - mmaction - INFO - Epoch [8][3120/3842] lr: 8.517e-03, eta: 2:53:22, time: 1.214, data_time: 0.012, memory: 10740, loss_action_cls: 0.0399, recall@thr=0.5: 0.7479, prec@thr=0.5: 0.8258, recall@top3: 0.8275, prec@top3: 0.6883, recall@top5: 0.9440, prec@top5: 0.4851, loss: 0.0399, grad_norm: 0.1939 2021-04-11 06:17:14,742 - mmaction - INFO - Epoch [8][3140/3842] lr: 8.478e-03, eta: 2:52:57, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0387, recall@thr=0.5: 0.7576, prec@thr=0.5: 0.8229, recall@top3: 0.8343, prec@top3: 0.6891, recall@top5: 0.9352, prec@top5: 0.4763, loss: 0.0387, grad_norm: 0.1997 2021-04-11 06:17:39,020 - mmaction - INFO - Epoch [8][3160/3842] lr: 8.440e-03, eta: 2:52:32, time: 1.214, data_time: 0.001, memory: 10740, loss_action_cls: 0.0402, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8147, recall@top3: 0.8181, prec@top3: 0.6781, recall@top5: 0.9365, prec@top5: 0.4774, loss: 0.0402, grad_norm: 0.2045 2021-04-11 06:18:03,099 - mmaction - INFO - Epoch [8][3180/3842] lr: 8.401e-03, eta: 2:52:07, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0388, recall@thr=0.5: 0.7594, prec@thr=0.5: 0.8272, recall@top3: 0.8285, prec@top3: 0.7043, recall@top5: 0.9431, prec@top5: 0.4937, loss: 0.0388, grad_norm: 0.1912 2021-04-11 06:18:27,379 - mmaction - INFO - Epoch [8][3200/3842] lr: 8.362e-03, eta: 2:51:42, time: 1.215, data_time: 0.002, memory: 10740, loss_action_cls: 0.0399, recall@thr=0.5: 0.7463, prec@thr=0.5: 0.8096, recall@top3: 0.8239, prec@top3: 0.6937, recall@top5: 0.9367, prec@top5: 0.4852, loss: 0.0399, grad_norm: 0.2049 2021-04-11 06:18:51,615 - mmaction - INFO - Epoch [8][3220/3842] lr: 8.324e-03, eta: 2:51:17, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0398, recall@thr=0.5: 0.7506, prec@thr=0.5: 0.8175, recall@top3: 0.8261, prec@top3: 0.6968, recall@top5: 0.9411, prec@top5: 0.4885, loss: 0.0398, grad_norm: 0.2049 2021-04-11 06:19:15,855 - mmaction - INFO - Epoch [8][3240/3842] lr: 8.285e-03, eta: 2:50:52, time: 1.214, data_time: 0.006, memory: 10740, loss_action_cls: 0.0391, recall@thr=0.5: 0.7502, prec@thr=0.5: 0.8174, recall@top3: 0.8238, prec@top3: 0.6983, recall@top5: 0.9428, prec@top5: 0.4929, loss: 0.0391, grad_norm: 0.2039 2021-04-11 06:19:39,987 - mmaction - INFO - Epoch [8][3260/3842] lr: 8.247e-03, eta: 2:50:27, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0384, recall@thr=0.5: 0.7515, prec@thr=0.5: 0.8208, recall@top3: 0.8359, prec@top3: 0.6967, recall@top5: 0.9452, prec@top5: 0.4840, loss: 0.0384, grad_norm: 0.1987 2021-04-11 06:20:04,113 - mmaction - INFO - Epoch [8][3280/3842] lr: 8.208e-03, eta: 2:50:02, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0409, recall@thr=0.5: 0.7406, prec@thr=0.5: 0.8050, recall@top3: 0.8192, prec@top3: 0.6804, recall@top5: 0.9403, prec@top5: 0.4813, loss: 0.0409, grad_norm: 0.2132 2021-04-11 06:20:28,129 - mmaction - INFO - Epoch [8][3300/3842] lr: 8.170e-03, eta: 2:49:37, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0396, recall@thr=0.5: 0.7441, prec@thr=0.5: 0.8254, recall@top3: 0.8306, prec@top3: 0.6807, recall@top5: 0.9421, prec@top5: 0.4761, loss: 0.0396, grad_norm: 0.1984 2021-04-11 06:20:52,314 - mmaction - INFO - Epoch [8][3320/3842] lr: 8.132e-03, eta: 2:49:12, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0411, recall@thr=0.5: 0.7518, prec@thr=0.5: 0.8185, recall@top3: 0.8255, prec@top3: 0.6956, recall@top5: 0.9399, prec@top5: 0.4863, loss: 0.0411, grad_norm: 0.2073 2021-04-11 06:21:16,475 - mmaction - INFO - Epoch [8][3340/3842] lr: 8.094e-03, eta: 2:48:48, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0424, recall@thr=0.5: 0.7309, prec@thr=0.5: 0.8010, recall@top3: 0.8075, prec@top3: 0.6953, recall@top5: 0.9342, prec@top5: 0.4941, loss: 0.0424, grad_norm: 0.2063 2021-04-11 06:21:40,704 - mmaction - INFO - Epoch [8][3360/3842] lr: 8.056e-03, eta: 2:48:23, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0408, recall@thr=0.5: 0.7437, prec@thr=0.5: 0.8084, recall@top3: 0.8239, prec@top3: 0.6994, recall@top5: 0.9359, prec@top5: 0.4900, loss: 0.0408, grad_norm: 0.2034 2021-04-11 06:22:04,808 - mmaction - INFO - Epoch [8][3380/3842] lr: 8.018e-03, eta: 2:47:58, time: 1.207, data_time: 0.003, memory: 10740, loss_action_cls: 0.0419, recall@thr=0.5: 0.7301, prec@thr=0.5: 0.8012, recall@top3: 0.8135, prec@top3: 0.6835, recall@top5: 0.9377, prec@top5: 0.4862, loss: 0.0419, grad_norm: 0.2071 2021-04-11 06:22:28,981 - mmaction - INFO - Epoch [8][3400/3842] lr: 7.980e-03, eta: 2:47:33, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0403, recall@thr=0.5: 0.7399, prec@thr=0.5: 0.8114, recall@top3: 0.8187, prec@top3: 0.6889, recall@top5: 0.9351, prec@top5: 0.4836, loss: 0.0403, grad_norm: 0.2087 2021-04-11 06:22:53,125 - mmaction - INFO - Epoch [8][3420/3842] lr: 7.942e-03, eta: 2:47:08, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0398, recall@thr=0.5: 0.7457, prec@thr=0.5: 0.8209, recall@top3: 0.8305, prec@top3: 0.6857, recall@top5: 0.9423, prec@top5: 0.4791, loss: 0.0398, grad_norm: 0.2122 2021-04-11 06:23:19,063 - mmaction - INFO - Epoch [8][3440/3842] lr: 7.905e-03, eta: 2:46:44, time: 1.298, data_time: 0.094, memory: 10740, loss_action_cls: 0.0395, recall@thr=0.5: 0.7407, prec@thr=0.5: 0.8171, recall@top3: 0.8306, prec@top3: 0.6915, recall@top5: 0.9452, prec@top5: 0.4844, loss: 0.0395, grad_norm: 0.1990 2021-04-11 06:23:43,276 - mmaction - INFO - Epoch [8][3460/3842] lr: 7.867e-03, eta: 2:46:19, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0389, recall@thr=0.5: 0.7574, prec@thr=0.5: 0.8146, recall@top3: 0.8302, prec@top3: 0.7029, recall@top5: 0.9413, prec@top5: 0.4902, loss: 0.0389, grad_norm: 0.1993 2021-04-11 06:24:07,443 - mmaction - INFO - Epoch [8][3480/3842] lr: 7.829e-03, eta: 2:45:54, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0411, recall@thr=0.5: 0.7476, prec@thr=0.5: 0.8052, recall@top3: 0.8169, prec@top3: 0.6844, recall@top5: 0.9366, prec@top5: 0.4825, loss: 0.0411, grad_norm: 0.2128 2021-04-11 06:24:31,405 - mmaction - INFO - Epoch [8][3500/3842] lr: 7.792e-03, eta: 2:45:29, time: 1.201, data_time: 0.003, memory: 10740, loss_action_cls: 0.0411, recall@thr=0.5: 0.7307, prec@thr=0.5: 0.8129, recall@top3: 0.8205, prec@top3: 0.6894, recall@top5: 0.9380, prec@top5: 0.4851, loss: 0.0411, grad_norm: 0.2052 2021-04-11 06:24:55,574 - mmaction - INFO - Epoch [8][3520/3842] lr: 7.755e-03, eta: 2:45:04, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0406, recall@thr=0.5: 0.7448, prec@thr=0.5: 0.8061, recall@top3: 0.8276, prec@top3: 0.6889, recall@top5: 0.9479, prec@top5: 0.4852, loss: 0.0406, grad_norm: 0.2115 2021-04-11 06:25:19,588 - mmaction - INFO - Epoch [8][3540/3842] lr: 7.717e-03, eta: 2:44:39, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0404, recall@thr=0.5: 0.7511, prec@thr=0.5: 0.8185, recall@top3: 0.8269, prec@top3: 0.6834, recall@top5: 0.9412, prec@top5: 0.4785, loss: 0.0404, grad_norm: 0.2039 2021-04-11 06:25:43,932 - mmaction - INFO - Epoch [8][3560/3842] lr: 7.680e-03, eta: 2:44:14, time: 1.218, data_time: 0.001, memory: 10740, loss_action_cls: 0.0390, recall@thr=0.5: 0.7410, prec@thr=0.5: 0.8219, recall@top3: 0.8288, prec@top3: 0.6862, recall@top5: 0.9393, prec@top5: 0.4777, loss: 0.0390, grad_norm: 0.1942 2021-04-11 06:26:08,063 - mmaction - INFO - Epoch [8][3580/3842] lr: 7.643e-03, eta: 2:43:49, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0407, recall@thr=0.5: 0.7421, prec@thr=0.5: 0.8108, recall@top3: 0.8233, prec@top3: 0.6897, recall@top5: 0.9444, prec@top5: 0.4854, loss: 0.0407, grad_norm: 0.2043 2021-04-11 06:26:32,225 - mmaction - INFO - Epoch [8][3600/3842] lr: 7.606e-03, eta: 2:43:24, time: 1.210, data_time: 0.004, memory: 10740, loss_action_cls: 0.0408, recall@thr=0.5: 0.7420, prec@thr=0.5: 0.8089, recall@top3: 0.8269, prec@top3: 0.6715, recall@top5: 0.9376, prec@top5: 0.4684, loss: 0.0408, grad_norm: 0.2083 2021-04-11 06:26:56,356 - mmaction - INFO - Epoch [8][3620/3842] lr: 7.569e-03, eta: 2:42:59, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0389, recall@thr=0.5: 0.7446, prec@thr=0.5: 0.8250, recall@top3: 0.8357, prec@top3: 0.6858, recall@top5: 0.9411, prec@top5: 0.4753, loss: 0.0389, grad_norm: 0.2092 2021-04-11 06:27:20,406 - mmaction - INFO - Epoch [8][3640/3842] lr: 7.532e-03, eta: 2:42:35, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0391, recall@thr=0.5: 0.7441, prec@thr=0.5: 0.8090, recall@top3: 0.8263, prec@top3: 0.6841, recall@top5: 0.9432, prec@top5: 0.4804, loss: 0.0391, grad_norm: 0.2060 2021-04-11 06:27:44,579 - mmaction - INFO - Epoch [8][3660/3842] lr: 7.495e-03, eta: 2:42:10, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0401, recall@thr=0.5: 0.7553, prec@thr=0.5: 0.8156, recall@top3: 0.8308, prec@top3: 0.7107, recall@top5: 0.9404, prec@top5: 0.4952, loss: 0.0401, grad_norm: 0.2127 2021-04-11 06:28:08,836 - mmaction - INFO - Epoch [8][3680/3842] lr: 7.458e-03, eta: 2:41:45, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0392, recall@thr=0.5: 0.7481, prec@thr=0.5: 0.8291, recall@top3: 0.8330, prec@top3: 0.6969, recall@top5: 0.9457, prec@top5: 0.4880, loss: 0.0392, grad_norm: 0.2022 2021-04-11 06:28:33,022 - mmaction - INFO - Epoch [8][3700/3842] lr: 7.422e-03, eta: 2:41:20, time: 1.211, data_time: 0.004, memory: 10740, loss_action_cls: 0.0394, recall@thr=0.5: 0.7600, prec@thr=0.5: 0.8234, recall@top3: 0.8390, prec@top3: 0.6977, recall@top5: 0.9433, prec@top5: 0.4813, loss: 0.0394, grad_norm: 0.1995 2021-04-11 06:28:57,141 - mmaction - INFO - Epoch [8][3720/3842] lr: 7.385e-03, eta: 2:40:55, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0412, recall@thr=0.5: 0.7364, prec@thr=0.5: 0.8019, recall@top3: 0.8191, prec@top3: 0.6808, recall@top5: 0.9339, prec@top5: 0.4763, loss: 0.0412, grad_norm: 0.2046 2021-04-11 06:29:21,412 - mmaction - INFO - Epoch [8][3740/3842] lr: 7.349e-03, eta: 2:40:30, time: 1.213, data_time: 0.001, memory: 10740, loss_action_cls: 0.0429, recall@thr=0.5: 0.7359, prec@thr=0.5: 0.8064, recall@top3: 0.8157, prec@top3: 0.6931, recall@top5: 0.9295, prec@top5: 0.4857, loss: 0.0429, grad_norm: 0.1972 2021-04-11 06:29:45,516 - mmaction - INFO - Epoch [8][3760/3842] lr: 7.312e-03, eta: 2:40:05, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0420, recall@thr=0.5: 0.7419, prec@thr=0.5: 0.7998, recall@top3: 0.8207, prec@top3: 0.6853, recall@top5: 0.9361, prec@top5: 0.4803, loss: 0.0420, grad_norm: 0.2018 2021-04-11 06:30:09,656 - mmaction - INFO - Epoch [8][3780/3842] lr: 7.276e-03, eta: 2:39:40, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0400, recall@thr=0.5: 0.7446, prec@thr=0.5: 0.8158, recall@top3: 0.8353, prec@top3: 0.6945, recall@top5: 0.9406, prec@top5: 0.4815, loss: 0.0400, grad_norm: 0.2001 2021-04-11 06:30:33,905 - mmaction - INFO - Epoch [8][3800/3842] lr: 7.240e-03, eta: 2:39:15, time: 1.213, data_time: 0.002, memory: 10740, loss_action_cls: 0.0392, recall@thr=0.5: 0.7561, prec@thr=0.5: 0.8166, recall@top3: 0.8304, prec@top3: 0.6971, recall@top5: 0.9402, prec@top5: 0.4870, loss: 0.0392, grad_norm: 0.2045 2021-04-11 06:30:58,093 - mmaction - INFO - Epoch [8][3820/3842] lr: 7.203e-03, eta: 2:38:51, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0410, recall@thr=0.5: 0.7309, prec@thr=0.5: 0.8126, recall@top3: 0.8206, prec@top3: 0.6864, recall@top5: 0.9402, prec@top5: 0.4842, loss: 0.0410, grad_norm: 0.2029 2021-04-11 06:31:22,063 - mmaction - INFO - Epoch [8][3840/3842] lr: 7.167e-03, eta: 2:38:26, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0402, recall@thr=0.5: 0.7587, prec@thr=0.5: 0.8107, recall@top3: 0.8262, prec@top3: 0.6929, recall@top5: 0.9354, prec@top5: 0.4824, loss: 0.0402, grad_norm: 0.2013 2021-04-11 06:31:45,248 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-04-11 06:50:11,928 - mmaction - INFO - Evaluating mAP ... 2021-04-11 06:55:25,566 - mmaction - INFO - mAP@0.5IOU 0.2643 2021-04-11 06:55:27,337 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_8.pth. 2021-04-11 06:55:27,337 - mmaction - INFO - Best mAP@0.5IOU is 0.2643 at 8 epoch. 2021-04-11 06:55:28,604 - mmaction - INFO - Epoch(val) [8][3842] mAP@0.5IOU: 0.2643 2021-04-11 06:56:42,686 - mmaction - INFO - Epoch [9][20/3842] lr: 7.128e-03, eta: 2:38:10, time: 3.702, data_time: 2.506, memory: 10740, loss_action_cls: 0.0401, recall@thr=0.5: 0.7465, prec@thr=0.5: 0.8254, recall@top3: 0.8319, prec@top3: 0.6979, recall@top5: 0.9444, prec@top5: 0.4873, loss: 0.0401, grad_norm: 0.2036 2021-04-11 06:57:06,710 - mmaction - INFO - Epoch [9][40/3842] lr: 7.092e-03, eta: 2:37:45, time: 1.203, data_time: 0.006, memory: 10740, loss_action_cls: 0.0409, recall@thr=0.5: 0.7483, prec@thr=0.5: 0.8129, recall@top3: 0.8285, prec@top3: 0.6879, recall@top5: 0.9387, prec@top5: 0.4806, loss: 0.0409, grad_norm: 0.1921 2021-04-11 06:57:30,667 - mmaction - INFO - Epoch [9][60/3842] lr: 7.056e-03, eta: 2:37:20, time: 1.197, data_time: 0.001, memory: 10740, loss_action_cls: 0.0382, recall@thr=0.5: 0.7395, prec@thr=0.5: 0.8126, recall@top3: 0.8287, prec@top3: 0.7004, recall@top5: 0.9421, prec@top5: 0.4919, loss: 0.0382, grad_norm: 0.2045 2021-04-11 06:57:54,761 - mmaction - INFO - Epoch [9][80/3842] lr: 7.020e-03, eta: 2:36:55, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0415, recall@thr=0.5: 0.7461, prec@thr=0.5: 0.8048, recall@top3: 0.8250, prec@top3: 0.6775, recall@top5: 0.9343, prec@top5: 0.4714, loss: 0.0415, grad_norm: 0.2146 2021-04-11 06:58:18,800 - mmaction - INFO - Epoch [9][100/3842] lr: 6.984e-03, eta: 2:36:30, time: 1.204, data_time: 0.003, memory: 10740, loss_action_cls: 0.0401, recall@thr=0.5: 0.7558, prec@thr=0.5: 0.8245, recall@top3: 0.8360, prec@top3: 0.7011, recall@top5: 0.9413, prec@top5: 0.4850, loss: 0.0401, grad_norm: 0.1961 2021-04-11 06:58:42,783 - mmaction - INFO - Epoch [9][120/3842] lr: 6.949e-03, eta: 2:36:05, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0400, recall@thr=0.5: 0.7441, prec@thr=0.5: 0.8149, recall@top3: 0.8261, prec@top3: 0.6871, recall@top5: 0.9446, prec@top5: 0.4828, loss: 0.0400, grad_norm: 0.1997 2021-04-11 06:59:06,820 - mmaction - INFO - Epoch [9][140/3842] lr: 6.913e-03, eta: 2:35:40, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0417, recall@thr=0.5: 0.7386, prec@thr=0.5: 0.8154, recall@top3: 0.8187, prec@top3: 0.6807, recall@top5: 0.9380, prec@top5: 0.4798, loss: 0.0417, grad_norm: 0.1986 2021-04-11 06:59:31,257 - mmaction - INFO - Epoch [9][160/3842] lr: 6.878e-03, eta: 2:35:16, time: 1.221, data_time: 0.017, memory: 10740, loss_action_cls: 0.0371, recall@thr=0.5: 0.7622, prec@thr=0.5: 0.8353, recall@top3: 0.8385, prec@top3: 0.7030, recall@top5: 0.9439, prec@top5: 0.4860, loss: 0.0371, grad_norm: 0.2062 2021-04-11 06:59:55,416 - mmaction - INFO - Epoch [9][180/3842] lr: 6.843e-03, eta: 2:34:51, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0398, recall@thr=0.5: 0.7482, prec@thr=0.5: 0.8132, recall@top3: 0.8310, prec@top3: 0.6951, recall@top5: 0.9440, prec@top5: 0.4869, loss: 0.0398, grad_norm: 0.2117 2021-04-11 07:00:19,567 - mmaction - INFO - Epoch [9][200/3842] lr: 6.807e-03, eta: 2:34:26, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0401, recall@thr=0.5: 0.7549, prec@thr=0.5: 0.8171, recall@top3: 0.8305, prec@top3: 0.7091, recall@top5: 0.9450, prec@top5: 0.4967, loss: 0.0401, grad_norm: 0.1924 2021-04-11 07:00:43,633 - mmaction - INFO - Epoch [9][220/3842] lr: 6.772e-03, eta: 2:34:01, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0374, recall@thr=0.5: 0.7526, prec@thr=0.5: 0.8294, recall@top3: 0.8328, prec@top3: 0.6906, recall@top5: 0.9410, prec@top5: 0.4809, loss: 0.0374, grad_norm: 0.2205 2021-04-11 07:01:07,744 - mmaction - INFO - Epoch [9][240/3842] lr: 6.737e-03, eta: 2:33:36, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0388, recall@thr=0.5: 0.7564, prec@thr=0.5: 0.8246, recall@top3: 0.8299, prec@top3: 0.6910, recall@top5: 0.9411, prec@top5: 0.4816, loss: 0.0388, grad_norm: 0.2042 2021-04-11 07:01:31,933 - mmaction - INFO - Epoch [9][260/3842] lr: 6.702e-03, eta: 2:33:11, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0398, recall@thr=0.5: 0.7543, prec@thr=0.5: 0.8298, recall@top3: 0.8238, prec@top3: 0.6995, recall@top5: 0.9363, prec@top5: 0.4897, loss: 0.0398, grad_norm: 0.2055 2021-04-11 07:01:56,561 - mmaction - INFO - Epoch [9][280/3842] lr: 6.667e-03, eta: 2:32:46, time: 1.232, data_time: 0.024, memory: 10740, loss_action_cls: 0.0385, recall@thr=0.5: 0.7608, prec@thr=0.5: 0.8244, recall@top3: 0.8269, prec@top3: 0.7011, recall@top5: 0.9370, prec@top5: 0.4903, loss: 0.0385, grad_norm: 0.2044 2021-04-11 07:02:20,570 - mmaction - INFO - Epoch [9][300/3842] lr: 6.632e-03, eta: 2:32:21, time: 1.201, data_time: 0.002, memory: 10740, loss_action_cls: 0.0387, recall@thr=0.5: 0.7651, prec@thr=0.5: 0.8215, recall@top3: 0.8409, prec@top3: 0.7177, recall@top5: 0.9488, prec@top5: 0.4961, loss: 0.0387, grad_norm: 0.2067 2021-04-11 07:02:44,661 - mmaction - INFO - Epoch [9][320/3842] lr: 6.597e-03, eta: 2:31:56, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0387, recall@thr=0.5: 0.7575, prec@thr=0.5: 0.8266, recall@top3: 0.8320, prec@top3: 0.6895, recall@top5: 0.9461, prec@top5: 0.4809, loss: 0.0387, grad_norm: 0.2082 2021-04-11 07:03:08,611 - mmaction - INFO - Epoch [9][340/3842] lr: 6.563e-03, eta: 2:31:31, time: 1.197, data_time: 0.001, memory: 10740, loss_action_cls: 0.0403, recall@thr=0.5: 0.7555, prec@thr=0.5: 0.8157, recall@top3: 0.8283, prec@top3: 0.6919, recall@top5: 0.9456, prec@top5: 0.4869, loss: 0.0403, grad_norm: 0.2047 2021-04-11 07:03:32,638 - mmaction - INFO - Epoch [9][360/3842] lr: 6.528e-03, eta: 2:31:06, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0388, recall@thr=0.5: 0.7544, prec@thr=0.5: 0.8235, recall@top3: 0.8234, prec@top3: 0.6954, recall@top5: 0.9391, prec@top5: 0.4885, loss: 0.0388, grad_norm: 0.2063 2021-04-11 07:03:56,757 - mmaction - INFO - Epoch [9][380/3842] lr: 6.493e-03, eta: 2:30:42, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0384, recall@thr=0.5: 0.7512, prec@thr=0.5: 0.8264, recall@top3: 0.8299, prec@top3: 0.6966, recall@top5: 0.9437, prec@top5: 0.4868, loss: 0.0384, grad_norm: 0.2104 2021-04-11 07:04:20,790 - mmaction - INFO - Epoch [9][400/3842] lr: 6.459e-03, eta: 2:30:17, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0383, recall@thr=0.5: 0.7571, prec@thr=0.5: 0.8267, recall@top3: 0.8381, prec@top3: 0.6999, recall@top5: 0.9486, prec@top5: 0.4876, loss: 0.0383, grad_norm: 0.2002 2021-04-11 07:04:44,936 - mmaction - INFO - Epoch [9][420/3842] lr: 6.425e-03, eta: 2:29:52, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0389, recall@thr=0.5: 0.7617, prec@thr=0.5: 0.8305, recall@top3: 0.8379, prec@top3: 0.7023, recall@top5: 0.9464, prec@top5: 0.4892, loss: 0.0389, grad_norm: 0.2030 2021-04-11 07:05:09,094 - mmaction - INFO - Epoch [9][440/3842] lr: 6.390e-03, eta: 2:29:27, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0394, recall@thr=0.5: 0.7579, prec@thr=0.5: 0.8157, recall@top3: 0.8373, prec@top3: 0.6976, recall@top5: 0.9397, prec@top5: 0.4811, loss: 0.0394, grad_norm: 0.2042 2021-04-11 07:05:33,202 - mmaction - INFO - Epoch [9][460/3842] lr: 6.356e-03, eta: 2:29:02, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0378, recall@thr=0.5: 0.7557, prec@thr=0.5: 0.8255, recall@top3: 0.8350, prec@top3: 0.6909, recall@top5: 0.9400, prec@top5: 0.4796, loss: 0.0378, grad_norm: 0.2155 2021-04-11 07:05:57,269 - mmaction - INFO - Epoch [9][480/3842] lr: 6.322e-03, eta: 2:28:37, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0395, recall@thr=0.5: 0.7420, prec@thr=0.5: 0.8252, recall@top3: 0.8284, prec@top3: 0.6987, recall@top5: 0.9413, prec@top5: 0.4902, loss: 0.0395, grad_norm: 0.2084 2021-04-11 07:06:21,429 - mmaction - INFO - Epoch [9][500/3842] lr: 6.288e-03, eta: 2:28:12, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0396, recall@thr=0.5: 0.7480, prec@thr=0.5: 0.8156, recall@top3: 0.8267, prec@top3: 0.6877, recall@top5: 0.9398, prec@top5: 0.4801, loss: 0.0396, grad_norm: 0.2231 2021-04-11 07:06:45,509 - mmaction - INFO - Epoch [9][520/3842] lr: 6.254e-03, eta: 2:27:47, time: 1.206, data_time: 0.004, memory: 10740, loss_action_cls: 0.0396, recall@thr=0.5: 0.7457, prec@thr=0.5: 0.8089, recall@top3: 0.8239, prec@top3: 0.6843, recall@top5: 0.9434, prec@top5: 0.4848, loss: 0.0396, grad_norm: 0.2113 2021-04-11 07:07:09,626 - mmaction - INFO - Epoch [9][540/3842] lr: 6.220e-03, eta: 2:27:22, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0389, recall@thr=0.5: 0.7528, prec@thr=0.5: 0.8179, recall@top3: 0.8348, prec@top3: 0.6985, recall@top5: 0.9414, prec@top5: 0.4856, loss: 0.0389, grad_norm: 0.2055 2021-04-11 07:07:33,743 - mmaction - INFO - Epoch [9][560/3842] lr: 6.186e-03, eta: 2:26:57, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0400, recall@thr=0.5: 0.7514, prec@thr=0.5: 0.8138, recall@top3: 0.8314, prec@top3: 0.6882, recall@top5: 0.9369, prec@top5: 0.4792, loss: 0.0400, grad_norm: 0.2036 2021-04-11 07:07:57,766 - mmaction - INFO - Epoch [9][580/3842] lr: 6.153e-03, eta: 2:26:32, time: 1.200, data_time: 0.002, memory: 10740, loss_action_cls: 0.0400, recall@thr=0.5: 0.7530, prec@thr=0.5: 0.8299, recall@top3: 0.8327, prec@top3: 0.7039, recall@top5: 0.9410, prec@top5: 0.4906, loss: 0.0400, grad_norm: 0.2033 2021-04-11 07:08:21,938 - mmaction - INFO - Epoch [9][600/3842] lr: 6.119e-03, eta: 2:26:08, time: 1.208, data_time: 0.003, memory: 10740, loss_action_cls: 0.0387, recall@thr=0.5: 0.7571, prec@thr=0.5: 0.8126, recall@top3: 0.8340, prec@top3: 0.6986, recall@top5: 0.9453, prec@top5: 0.4870, loss: 0.0387, grad_norm: 0.2079 2021-04-11 07:08:46,028 - mmaction - INFO - Epoch [9][620/3842] lr: 6.086e-03, eta: 2:25:43, time: 1.204, data_time: 0.003, memory: 10740, loss_action_cls: 0.0402, recall@thr=0.5: 0.7435, prec@thr=0.5: 0.8143, recall@top3: 0.8319, prec@top3: 0.6906, recall@top5: 0.9435, prec@top5: 0.4833, loss: 0.0402, grad_norm: 0.2063 2021-04-11 07:09:10,130 - mmaction - INFO - Epoch [9][640/3842] lr: 6.052e-03, eta: 2:25:18, time: 1.207, data_time: 0.003, memory: 10740, loss_action_cls: 0.0384, recall@thr=0.5: 0.7478, prec@thr=0.5: 0.8163, recall@top3: 0.8302, prec@top3: 0.6806, recall@top5: 0.9447, prec@top5: 0.4768, loss: 0.0384, grad_norm: 0.2072 2021-04-11 07:09:34,299 - mmaction - INFO - Epoch [9][660/3842] lr: 6.019e-03, eta: 2:24:53, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0414, recall@thr=0.5: 0.7421, prec@thr=0.5: 0.8123, recall@top3: 0.8234, prec@top3: 0.6872, recall@top5: 0.9328, prec@top5: 0.4793, loss: 0.0414, grad_norm: 0.2046 2021-04-11 07:09:58,580 - mmaction - INFO - Epoch [9][680/3842] lr: 5.985e-03, eta: 2:24:28, time: 1.215, data_time: 0.005, memory: 10740, loss_action_cls: 0.0404, recall@thr=0.5: 0.7495, prec@thr=0.5: 0.8168, recall@top3: 0.8256, prec@top3: 0.6987, recall@top5: 0.9399, prec@top5: 0.4903, loss: 0.0404, grad_norm: 0.2056 2021-04-11 07:10:22,666 - mmaction - INFO - Epoch [9][700/3842] lr: 5.952e-03, eta: 2:24:03, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0403, recall@thr=0.5: 0.7421, prec@thr=0.5: 0.8216, recall@top3: 0.8220, prec@top3: 0.7010, recall@top5: 0.9401, prec@top5: 0.4948, loss: 0.0403, grad_norm: 0.1976 2021-04-11 07:10:46,736 - mmaction - INFO - Epoch [9][720/3842] lr: 5.919e-03, eta: 2:23:38, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0396, recall@thr=0.5: 0.7550, prec@thr=0.5: 0.8172, recall@top3: 0.8232, prec@top3: 0.6975, recall@top5: 0.9436, prec@top5: 0.4913, loss: 0.0396, grad_norm: 0.2120 2021-04-11 07:11:10,866 - mmaction - INFO - Epoch [9][740/3842] lr: 5.886e-03, eta: 2:23:13, time: 1.208, data_time: 0.003, memory: 10740, loss_action_cls: 0.0369, recall@thr=0.5: 0.7690, prec@thr=0.5: 0.8343, recall@top3: 0.8450, prec@top3: 0.7015, recall@top5: 0.9457, prec@top5: 0.4837, loss: 0.0369, grad_norm: 0.2087 2021-04-11 07:11:34,937 - mmaction - INFO - Epoch [9][760/3842] lr: 5.853e-03, eta: 2:22:48, time: 1.203, data_time: 0.007, memory: 10740, loss_action_cls: 0.0409, recall@thr=0.5: 0.7481, prec@thr=0.5: 0.8184, recall@top3: 0.8277, prec@top3: 0.6953, recall@top5: 0.9408, prec@top5: 0.4859, loss: 0.0409, grad_norm: 0.2080 2021-04-11 07:11:59,003 - mmaction - INFO - Epoch [9][780/3842] lr: 5.820e-03, eta: 2:22:24, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0384, recall@thr=0.5: 0.7576, prec@thr=0.5: 0.8232, recall@top3: 0.8268, prec@top3: 0.7017, recall@top5: 0.9425, prec@top5: 0.4927, loss: 0.0384, grad_norm: 0.2102 2021-04-11 07:12:23,117 - mmaction - INFO - Epoch [9][800/3842] lr: 5.788e-03, eta: 2:21:59, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0384, recall@thr=0.5: 0.7565, prec@thr=0.5: 0.8195, recall@top3: 0.8229, prec@top3: 0.6840, recall@top5: 0.9391, prec@top5: 0.4797, loss: 0.0384, grad_norm: 0.2080 2021-04-11 07:12:47,217 - mmaction - INFO - Epoch [9][820/3842] lr: 5.755e-03, eta: 2:21:34, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0397, recall@thr=0.5: 0.7576, prec@thr=0.5: 0.8163, recall@top3: 0.8253, prec@top3: 0.6888, recall@top5: 0.9410, prec@top5: 0.4851, loss: 0.0397, grad_norm: 0.2109 2021-04-11 07:13:11,283 - mmaction - INFO - Epoch [9][840/3842] lr: 5.722e-03, eta: 2:21:09, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0403, recall@thr=0.5: 0.7446, prec@thr=0.5: 0.8227, recall@top3: 0.8267, prec@top3: 0.6959, recall@top5: 0.9353, prec@top5: 0.4838, loss: 0.0403, grad_norm: 0.2061 2021-04-11 07:13:35,515 - mmaction - INFO - Epoch [9][860/3842] lr: 5.690e-03, eta: 2:20:44, time: 1.211, data_time: 0.002, memory: 10740, loss_action_cls: 0.0397, recall@thr=0.5: 0.7530, prec@thr=0.5: 0.8208, recall@top3: 0.8261, prec@top3: 0.6863, recall@top5: 0.9389, prec@top5: 0.4820, loss: 0.0397, grad_norm: 0.2158 2021-04-11 07:13:59,936 - mmaction - INFO - Epoch [9][880/3842] lr: 5.657e-03, eta: 2:20:19, time: 1.222, data_time: 0.020, memory: 10740, loss_action_cls: 0.0419, recall@thr=0.5: 0.7369, prec@thr=0.5: 0.7986, recall@top3: 0.8221, prec@top3: 0.6820, recall@top5: 0.9344, prec@top5: 0.4796, loss: 0.0419, grad_norm: 0.2129 2021-04-11 07:14:24,131 - mmaction - INFO - Epoch [9][900/3842] lr: 5.625e-03, eta: 2:19:54, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0414, recall@thr=0.5: 0.7406, prec@thr=0.5: 0.8165, recall@top3: 0.8180, prec@top3: 0.6842, recall@top5: 0.9394, prec@top5: 0.4837, loss: 0.0414, grad_norm: 0.2070 2021-04-11 07:14:48,270 - mmaction - INFO - Epoch [9][920/3842] lr: 5.593e-03, eta: 2:19:29, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0410, recall@thr=0.5: 0.7468, prec@thr=0.5: 0.8106, recall@top3: 0.8262, prec@top3: 0.6971, recall@top5: 0.9427, prec@top5: 0.4879, loss: 0.0410, grad_norm: 0.2021 2021-04-11 07:15:12,381 - mmaction - INFO - Epoch [9][940/3842] lr: 5.560e-03, eta: 2:19:05, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0393, recall@thr=0.5: 0.7455, prec@thr=0.5: 0.8272, recall@top3: 0.8379, prec@top3: 0.7028, recall@top5: 0.9411, prec@top5: 0.4865, loss: 0.0393, grad_norm: 0.2043 2021-04-11 07:15:36,568 - mmaction - INFO - Epoch [9][960/3842] lr: 5.528e-03, eta: 2:18:40, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0409, recall@thr=0.5: 0.7471, prec@thr=0.5: 0.8094, recall@top3: 0.8325, prec@top3: 0.6963, recall@top5: 0.9398, prec@top5: 0.4839, loss: 0.0409, grad_norm: 0.2079 2021-04-11 07:16:00,705 - mmaction - INFO - Epoch [9][980/3842] lr: 5.496e-03, eta: 2:18:15, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0396, recall@thr=0.5: 0.7506, prec@thr=0.5: 0.8132, recall@top3: 0.8362, prec@top3: 0.6924, recall@top5: 0.9466, prec@top5: 0.4816, loss: 0.0396, grad_norm: 0.2006 2021-04-11 07:16:24,674 - mmaction - INFO - Epoch [9][1000/3842] lr: 5.464e-03, eta: 2:17:50, time: 1.197, data_time: 0.001, memory: 10740, loss_action_cls: 0.0401, recall@thr=0.5: 0.7495, prec@thr=0.5: 0.8176, recall@top3: 0.8276, prec@top3: 0.6933, recall@top5: 0.9389, prec@top5: 0.4847, loss: 0.0401, grad_norm: 0.2045 2021-04-11 07:16:48,662 - mmaction - INFO - Epoch [9][1020/3842] lr: 5.433e-03, eta: 2:17:25, time: 1.200, data_time: 0.002, memory: 10740, loss_action_cls: 0.0383, recall@thr=0.5: 0.7504, prec@thr=0.5: 0.8263, recall@top3: 0.8292, prec@top3: 0.6885, recall@top5: 0.9389, prec@top5: 0.4791, loss: 0.0383, grad_norm: 0.2146 2021-04-11 07:17:12,995 - mmaction - INFO - Epoch [9][1040/3842] lr: 5.401e-03, eta: 2:17:00, time: 1.216, data_time: 0.007, memory: 10740, loss_action_cls: 0.0382, recall@thr=0.5: 0.7589, prec@thr=0.5: 0.8168, recall@top3: 0.8375, prec@top3: 0.6980, recall@top5: 0.9439, prec@top5: 0.4840, loss: 0.0382, grad_norm: 0.2045 2021-04-11 07:17:37,009 - mmaction - INFO - Epoch [9][1060/3842] lr: 5.369e-03, eta: 2:16:35, time: 1.201, data_time: 0.002, memory: 10740, loss_action_cls: 0.0401, recall@thr=0.5: 0.7431, prec@thr=0.5: 0.8188, recall@top3: 0.8258, prec@top3: 0.6850, recall@top5: 0.9381, prec@top5: 0.4779, loss: 0.0401, grad_norm: 0.2184 2021-04-11 07:18:01,279 - mmaction - INFO - Epoch [9][1080/3842] lr: 5.338e-03, eta: 2:16:10, time: 1.213, data_time: 0.002, memory: 10740, loss_action_cls: 0.0387, recall@thr=0.5: 0.7555, prec@thr=0.5: 0.8202, recall@top3: 0.8279, prec@top3: 0.6907, recall@top5: 0.9450, prec@top5: 0.4860, loss: 0.0387, grad_norm: 0.2145 2021-04-11 07:18:25,505 - mmaction - INFO - Epoch [9][1100/3842] lr: 5.306e-03, eta: 2:15:46, time: 1.211, data_time: 0.002, memory: 10740, loss_action_cls: 0.0407, recall@thr=0.5: 0.7569, prec@thr=0.5: 0.8278, recall@top3: 0.8269, prec@top3: 0.7142, recall@top5: 0.9390, prec@top5: 0.5003, loss: 0.0407, grad_norm: 0.2020 2021-04-11 07:18:49,611 - mmaction - INFO - Epoch [9][1120/3842] lr: 5.275e-03, eta: 2:15:21, time: 1.207, data_time: 0.003, memory: 10740, loss_action_cls: 0.0373, recall@thr=0.5: 0.7748, prec@thr=0.5: 0.8278, recall@top3: 0.8482, prec@top3: 0.7134, recall@top5: 0.9503, prec@top5: 0.4921, loss: 0.0373, grad_norm: 0.1923 2021-04-11 07:19:13,744 - mmaction - INFO - Epoch [9][1140/3842] lr: 5.243e-03, eta: 2:14:56, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0372, recall@thr=0.5: 0.7479, prec@thr=0.5: 0.8200, recall@top3: 0.8286, prec@top3: 0.6857, recall@top5: 0.9448, prec@top5: 0.4810, loss: 0.0372, grad_norm: 0.2029 2021-04-11 07:19:37,993 - mmaction - INFO - Epoch [9][1160/3842] lr: 5.212e-03, eta: 2:14:31, time: 1.212, data_time: 0.005, memory: 10740, loss_action_cls: 0.0415, recall@thr=0.5: 0.7405, prec@thr=0.5: 0.8158, recall@top3: 0.8218, prec@top3: 0.6966, recall@top5: 0.9363, prec@top5: 0.4893, loss: 0.0415, grad_norm: 0.2079 2021-04-11 07:20:02,182 - mmaction - INFO - Epoch [9][1180/3842] lr: 5.181e-03, eta: 2:14:06, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0391, recall@thr=0.5: 0.7635, prec@thr=0.5: 0.8208, recall@top3: 0.8368, prec@top3: 0.6928, recall@top5: 0.9480, prec@top5: 0.4823, loss: 0.0391, grad_norm: 0.1990 2021-04-11 07:20:26,278 - mmaction - INFO - Epoch [9][1200/3842] lr: 5.150e-03, eta: 2:13:41, time: 1.206, data_time: 0.003, memory: 10740, loss_action_cls: 0.0398, recall@thr=0.5: 0.7524, prec@thr=0.5: 0.8215, recall@top3: 0.8239, prec@top3: 0.6914, recall@top5: 0.9418, prec@top5: 0.4889, loss: 0.0398, grad_norm: 0.2054 2021-04-11 07:20:50,357 - mmaction - INFO - Epoch [9][1220/3842] lr: 5.119e-03, eta: 2:13:16, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0390, recall@thr=0.5: 0.7593, prec@thr=0.5: 0.8211, recall@top3: 0.8373, prec@top3: 0.6902, recall@top5: 0.9499, prec@top5: 0.4817, loss: 0.0390, grad_norm: 0.2070 2021-04-11 07:21:14,445 - mmaction - INFO - Epoch [9][1240/3842] lr: 5.088e-03, eta: 2:12:51, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0409, recall@thr=0.5: 0.7458, prec@thr=0.5: 0.8225, recall@top3: 0.8257, prec@top3: 0.6961, recall@top5: 0.9380, prec@top5: 0.4878, loss: 0.0409, grad_norm: 0.2170 2021-04-11 07:21:38,429 - mmaction - INFO - Epoch [9][1260/3842] lr: 5.057e-03, eta: 2:12:27, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0403, recall@thr=0.5: 0.7496, prec@thr=0.5: 0.8173, recall@top3: 0.8257, prec@top3: 0.6887, recall@top5: 0.9362, prec@top5: 0.4817, loss: 0.0403, grad_norm: 0.2059 2021-04-11 07:22:02,463 - mmaction - INFO - Epoch [9][1280/3842] lr: 5.027e-03, eta: 2:12:02, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0405, recall@thr=0.5: 0.7469, prec@thr=0.5: 0.8173, recall@top3: 0.8245, prec@top3: 0.6929, recall@top5: 0.9376, prec@top5: 0.4835, loss: 0.0405, grad_norm: 0.2073 2021-04-11 07:22:26,649 - mmaction - INFO - Epoch [9][1300/3842] lr: 4.996e-03, eta: 2:11:37, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0391, recall@thr=0.5: 0.7473, prec@thr=0.5: 0.8069, recall@top3: 0.8293, prec@top3: 0.6893, recall@top5: 0.9424, prec@top5: 0.4834, loss: 0.0391, grad_norm: 0.2105 2021-04-11 07:22:50,623 - mmaction - INFO - Epoch [9][1320/3842] lr: 4.965e-03, eta: 2:11:12, time: 1.200, data_time: 0.002, memory: 10740, loss_action_cls: 0.0398, recall@thr=0.5: 0.7467, prec@thr=0.5: 0.8095, recall@top3: 0.8276, prec@top3: 0.6915, recall@top5: 0.9409, prec@top5: 0.4832, loss: 0.0398, grad_norm: 0.2045 2021-04-11 07:23:14,732 - mmaction - INFO - Epoch [9][1340/3842] lr: 4.935e-03, eta: 2:10:47, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0392, recall@thr=0.5: 0.7681, prec@thr=0.5: 0.8315, recall@top3: 0.8436, prec@top3: 0.7011, recall@top5: 0.9475, prec@top5: 0.4851, loss: 0.0392, grad_norm: 0.2099 2021-04-11 07:23:38,735 - mmaction - INFO - Epoch [9][1360/3842] lr: 4.905e-03, eta: 2:10:22, time: 1.201, data_time: 0.003, memory: 10740, loss_action_cls: 0.0390, recall@thr=0.5: 0.7559, prec@thr=0.5: 0.8273, recall@top3: 0.8307, prec@top3: 0.6983, recall@top5: 0.9431, prec@top5: 0.4865, loss: 0.0390, grad_norm: 0.2009 2021-04-11 07:24:03,024 - mmaction - INFO - Epoch [9][1380/3842] lr: 4.874e-03, eta: 2:09:57, time: 1.216, data_time: 0.017, memory: 10740, loss_action_cls: 0.0409, recall@thr=0.5: 0.7439, prec@thr=0.5: 0.8158, recall@top3: 0.8190, prec@top3: 0.6928, recall@top5: 0.9374, prec@top5: 0.4866, loss: 0.0409, grad_norm: 0.2133 2021-04-11 07:24:27,037 - mmaction - INFO - Epoch [9][1400/3842] lr: 4.844e-03, eta: 2:09:33, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0412, recall@thr=0.5: 0.7403, prec@thr=0.5: 0.8135, recall@top3: 0.8216, prec@top3: 0.6840, recall@top5: 0.9373, prec@top5: 0.4791, loss: 0.0412, grad_norm: 0.2071 2021-04-11 07:24:51,237 - mmaction - INFO - Epoch [9][1420/3842] lr: 4.814e-03, eta: 2:09:08, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0420, recall@thr=0.5: 0.7419, prec@thr=0.5: 0.8078, recall@top3: 0.8183, prec@top3: 0.6918, recall@top5: 0.9329, prec@top5: 0.4857, loss: 0.0420, grad_norm: 0.2025 2021-04-11 07:25:15,351 - mmaction - INFO - Epoch [9][1440/3842] lr: 4.784e-03, eta: 2:08:43, time: 1.207, data_time: 0.003, memory: 10740, loss_action_cls: 0.0380, recall@thr=0.5: 0.7554, prec@thr=0.5: 0.8087, recall@top3: 0.8376, prec@top3: 0.6924, recall@top5: 0.9485, prec@top5: 0.4816, loss: 0.0380, grad_norm: 0.2068 2021-04-11 07:25:40,814 - mmaction - INFO - Epoch [9][1460/3842] lr: 4.754e-03, eta: 2:08:18, time: 1.273, data_time: 0.064, memory: 10740, loss_action_cls: 0.0386, recall@thr=0.5: 0.7609, prec@thr=0.5: 0.8338, recall@top3: 0.8379, prec@top3: 0.7049, recall@top5: 0.9444, prec@top5: 0.4884, loss: 0.0386, grad_norm: 0.2078 2021-04-11 07:26:04,937 - mmaction - INFO - Epoch [9][1480/3842] lr: 4.724e-03, eta: 2:07:53, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0382, recall@thr=0.5: 0.7543, prec@thr=0.5: 0.8184, recall@top3: 0.8401, prec@top3: 0.7024, recall@top5: 0.9427, prec@top5: 0.4850, loss: 0.0382, grad_norm: 0.2109 2021-04-11 07:26:29,145 - mmaction - INFO - Epoch [9][1500/3842] lr: 4.694e-03, eta: 2:07:29, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0397, recall@thr=0.5: 0.7428, prec@thr=0.5: 0.8193, recall@top3: 0.8310, prec@top3: 0.6935, recall@top5: 0.9402, prec@top5: 0.4828, loss: 0.0397, grad_norm: 0.2068 2021-04-11 07:26:53,246 - mmaction - INFO - Epoch [9][1520/3842] lr: 4.665e-03, eta: 2:07:04, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0409, recall@thr=0.5: 0.7496, prec@thr=0.5: 0.8156, recall@top3: 0.8280, prec@top3: 0.6914, recall@top5: 0.9420, prec@top5: 0.4840, loss: 0.0409, grad_norm: 0.2083 2021-04-11 07:27:17,519 - mmaction - INFO - Epoch [9][1540/3842] lr: 4.635e-03, eta: 2:06:39, time: 1.215, data_time: 0.003, memory: 10740, loss_action_cls: 0.0376, recall@thr=0.5: 0.7547, prec@thr=0.5: 0.8286, recall@top3: 0.8341, prec@top3: 0.6982, recall@top5: 0.9413, prec@top5: 0.4868, loss: 0.0376, grad_norm: 0.2031 2021-04-11 07:27:41,643 - mmaction - INFO - Epoch [9][1560/3842] lr: 4.606e-03, eta: 2:06:14, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0395, recall@thr=0.5: 0.7623, prec@thr=0.5: 0.8225, recall@top3: 0.8317, prec@top3: 0.6939, recall@top5: 0.9412, prec@top5: 0.4851, loss: 0.0395, grad_norm: 0.2130 2021-04-11 07:28:05,709 - mmaction - INFO - Epoch [9][1580/3842] lr: 4.576e-03, eta: 2:05:49, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0403, recall@thr=0.5: 0.7449, prec@thr=0.5: 0.8141, recall@top3: 0.8304, prec@top3: 0.6887, recall@top5: 0.9405, prec@top5: 0.4794, loss: 0.0403, grad_norm: 0.2035 2021-04-11 07:28:29,812 - mmaction - INFO - Epoch [9][1600/3842] lr: 4.547e-03, eta: 2:05:24, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0389, recall@thr=0.5: 0.7350, prec@thr=0.5: 0.8197, recall@top3: 0.8254, prec@top3: 0.6893, recall@top5: 0.9421, prec@top5: 0.4839, loss: 0.0389, grad_norm: 0.2070 2021-04-11 07:28:53,950 - mmaction - INFO - Epoch [9][1620/3842] lr: 4.518e-03, eta: 2:04:59, time: 1.207, data_time: 0.007, memory: 10740, loss_action_cls: 0.0401, recall@thr=0.5: 0.7582, prec@thr=0.5: 0.8210, recall@top3: 0.8274, prec@top3: 0.6937, recall@top5: 0.9399, prec@top5: 0.4856, loss: 0.0401, grad_norm: 0.2138 2021-04-11 07:29:18,140 - mmaction - INFO - Epoch [9][1640/3842] lr: 4.489e-03, eta: 2:04:35, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0402, recall@thr=0.5: 0.7366, prec@thr=0.5: 0.8124, recall@top3: 0.8115, prec@top3: 0.6783, recall@top5: 0.9306, prec@top5: 0.4783, loss: 0.0402, grad_norm: 0.2057 2021-04-11 07:29:42,343 - mmaction - INFO - Epoch [9][1660/3842] lr: 4.460e-03, eta: 2:04:10, time: 1.211, data_time: 0.002, memory: 10740, loss_action_cls: 0.0377, recall@thr=0.5: 0.7676, prec@thr=0.5: 0.8305, recall@top3: 0.8392, prec@top3: 0.7049, recall@top5: 0.9471, prec@top5: 0.4899, loss: 0.0377, grad_norm: 0.2025 2021-04-11 07:30:06,483 - mmaction - INFO - Epoch [9][1680/3842] lr: 4.431e-03, eta: 2:03:45, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0403, recall@thr=0.5: 0.7575, prec@thr=0.5: 0.8266, recall@top3: 0.8407, prec@top3: 0.7090, recall@top5: 0.9455, prec@top5: 0.4911, loss: 0.0403, grad_norm: 0.2002 2021-04-11 07:30:30,386 - mmaction - INFO - Epoch [9][1700/3842] lr: 4.402e-03, eta: 2:03:20, time: 1.195, data_time: 0.001, memory: 10740, loss_action_cls: 0.0406, recall@thr=0.5: 0.7336, prec@thr=0.5: 0.8078, recall@top3: 0.8278, prec@top3: 0.6884, recall@top5: 0.9405, prec@top5: 0.4807, loss: 0.0406, grad_norm: 0.2127 2021-04-11 07:30:54,555 - mmaction - INFO - Epoch [9][1720/3842] lr: 4.373e-03, eta: 2:02:55, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0415, recall@thr=0.5: 0.7361, prec@thr=0.5: 0.8063, recall@top3: 0.8240, prec@top3: 0.6837, recall@top5: 0.9367, prec@top5: 0.4783, loss: 0.0415, grad_norm: 0.2170 2021-04-11 07:31:19,034 - mmaction - INFO - Epoch [9][1740/3842] lr: 4.344e-03, eta: 2:02:30, time: 1.225, data_time: 0.022, memory: 10740, loss_action_cls: 0.0394, recall@thr=0.5: 0.7545, prec@thr=0.5: 0.8276, recall@top3: 0.8396, prec@top3: 0.7039, recall@top5: 0.9429, prec@top5: 0.4884, loss: 0.0394, grad_norm: 0.2000 2021-04-11 07:31:43,147 - mmaction - INFO - Epoch [9][1760/3842] lr: 4.316e-03, eta: 2:02:06, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0413, recall@thr=0.5: 0.7464, prec@thr=0.5: 0.8179, recall@top3: 0.8176, prec@top3: 0.6891, recall@top5: 0.9365, prec@top5: 0.4862, loss: 0.0413, grad_norm: 0.2014 2021-04-11 07:32:07,132 - mmaction - INFO - Epoch [9][1780/3842] lr: 4.287e-03, eta: 2:01:41, time: 1.199, data_time: 0.002, memory: 10740, loss_action_cls: 0.0395, recall@thr=0.5: 0.7564, prec@thr=0.5: 0.8207, recall@top3: 0.8365, prec@top3: 0.6960, recall@top5: 0.9434, prec@top5: 0.4832, loss: 0.0395, grad_norm: 0.2105 2021-04-11 07:32:31,159 - mmaction - INFO - Epoch [9][1800/3842] lr: 4.259e-03, eta: 2:01:16, time: 1.202, data_time: 0.002, memory: 10740, loss_action_cls: 0.0409, recall@thr=0.5: 0.7397, prec@thr=0.5: 0.8124, recall@top3: 0.8234, prec@top3: 0.6893, recall@top5: 0.9347, prec@top5: 0.4816, loss: 0.0409, grad_norm: 0.2121 2021-04-11 07:32:55,450 - mmaction - INFO - Epoch [9][1820/3842] lr: 4.230e-03, eta: 2:00:51, time: 1.215, data_time: 0.001, memory: 10740, loss_action_cls: 0.0398, recall@thr=0.5: 0.7475, prec@thr=0.5: 0.8224, recall@top3: 0.8207, prec@top3: 0.6857, recall@top5: 0.9390, prec@top5: 0.4828, loss: 0.0398, grad_norm: 0.2024 2021-04-11 07:33:19,641 - mmaction - INFO - Epoch [9][1840/3842] lr: 4.202e-03, eta: 2:00:26, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0384, recall@thr=0.5: 0.7632, prec@thr=0.5: 0.8290, recall@top3: 0.8359, prec@top3: 0.7047, recall@top5: 0.9437, prec@top5: 0.4875, loss: 0.0384, grad_norm: 0.1910 2021-04-11 07:33:43,850 - mmaction - INFO - Epoch [9][1860/3842] lr: 4.174e-03, eta: 2:00:01, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0397, recall@thr=0.5: 0.7491, prec@thr=0.5: 0.8167, recall@top3: 0.8306, prec@top3: 0.6921, recall@top5: 0.9456, prec@top5: 0.4855, loss: 0.0397, grad_norm: 0.2030 2021-04-11 07:34:08,074 - mmaction - INFO - Epoch [9][1880/3842] lr: 4.146e-03, eta: 1:59:37, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0401, recall@thr=0.5: 0.7552, prec@thr=0.5: 0.8278, recall@top3: 0.8397, prec@top3: 0.6944, recall@top5: 0.9425, prec@top5: 0.4792, loss: 0.0401, grad_norm: 0.2058 2021-04-11 07:34:32,235 - mmaction - INFO - Epoch [9][1900/3842] lr: 4.118e-03, eta: 1:59:12, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0393, recall@thr=0.5: 0.7601, prec@thr=0.5: 0.8257, recall@top3: 0.8316, prec@top3: 0.7020, recall@top5: 0.9375, prec@top5: 0.4877, loss: 0.0393, grad_norm: 0.2051 2021-04-11 07:34:56,339 - mmaction - INFO - Epoch [9][1920/3842] lr: 4.090e-03, eta: 1:58:47, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0396, recall@thr=0.5: 0.7418, prec@thr=0.5: 0.8110, recall@top3: 0.8303, prec@top3: 0.6760, recall@top5: 0.9404, prec@top5: 0.4717, loss: 0.0396, grad_norm: 0.2095 2021-04-11 07:35:20,343 - mmaction - INFO - Epoch [9][1940/3842] lr: 4.062e-03, eta: 1:58:22, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0404, recall@thr=0.5: 0.7546, prec@thr=0.5: 0.8257, recall@top3: 0.8316, prec@top3: 0.6996, recall@top5: 0.9446, prec@top5: 0.4908, loss: 0.0404, grad_norm: 0.2053 2021-04-11 07:35:44,519 - mmaction - INFO - Epoch [9][1960/3842] lr: 4.035e-03, eta: 1:57:57, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0390, recall@thr=0.5: 0.7473, prec@thr=0.5: 0.8204, recall@top3: 0.8264, prec@top3: 0.6901, recall@top5: 0.9390, prec@top5: 0.4823, loss: 0.0390, grad_norm: 0.2047 2021-04-11 07:36:08,656 - mmaction - INFO - Epoch [9][1980/3842] lr: 4.007e-03, eta: 1:57:32, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0392, recall@thr=0.5: 0.7545, prec@thr=0.5: 0.8154, recall@top3: 0.8360, prec@top3: 0.6970, recall@top5: 0.9448, prec@top5: 0.4853, loss: 0.0392, grad_norm: 0.1965 2021-04-11 07:36:32,706 - mmaction - INFO - Epoch [9][2000/3842] lr: 3.979e-03, eta: 1:57:07, time: 1.204, data_time: 0.003, memory: 10740, loss_action_cls: 0.0380, recall@thr=0.5: 0.7657, prec@thr=0.5: 0.8259, recall@top3: 0.8374, prec@top3: 0.7039, recall@top5: 0.9473, prec@top5: 0.4909, loss: 0.0380, grad_norm: 0.2112 2021-04-11 07:36:56,991 - mmaction - INFO - Epoch [9][2020/3842] lr: 3.952e-03, eta: 1:56:43, time: 1.215, data_time: 0.002, memory: 10740, loss_action_cls: 0.0404, recall@thr=0.5: 0.7527, prec@thr=0.5: 0.8197, recall@top3: 0.8362, prec@top3: 0.6921, recall@top5: 0.9401, prec@top5: 0.4782, loss: 0.0404, grad_norm: 0.2152 2021-04-11 07:37:21,065 - mmaction - INFO - Epoch [9][2040/3842] lr: 3.925e-03, eta: 1:56:18, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0391, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8260, recall@top3: 0.8292, prec@top3: 0.6854, recall@top5: 0.9413, prec@top5: 0.4767, loss: 0.0391, grad_norm: 0.2088 2021-04-11 07:37:45,099 - mmaction - INFO - Epoch [9][2060/3842] lr: 3.897e-03, eta: 1:55:53, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0391, recall@thr=0.5: 0.7585, prec@thr=0.5: 0.8260, recall@top3: 0.8312, prec@top3: 0.7067, recall@top5: 0.9456, prec@top5: 0.4964, loss: 0.0391, grad_norm: 0.2075 2021-04-11 07:38:09,346 - mmaction - INFO - Epoch [9][2080/3842] lr: 3.870e-03, eta: 1:55:28, time: 1.213, data_time: 0.003, memory: 10740, loss_action_cls: 0.0382, recall@thr=0.5: 0.7710, prec@thr=0.5: 0.8273, recall@top3: 0.8433, prec@top3: 0.7146, recall@top5: 0.9481, prec@top5: 0.4948, loss: 0.0382, grad_norm: 0.2020 2021-04-11 07:38:33,430 - mmaction - INFO - Epoch [9][2100/3842] lr: 3.843e-03, eta: 1:55:03, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0398, recall@thr=0.5: 0.7487, prec@thr=0.5: 0.8218, recall@top3: 0.8313, prec@top3: 0.6967, recall@top5: 0.9395, prec@top5: 0.4862, loss: 0.0398, grad_norm: 0.2145 2021-04-11 07:38:57,606 - mmaction - INFO - Epoch [9][2120/3842] lr: 3.816e-03, eta: 1:54:39, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0398, recall@thr=0.5: 0.7614, prec@thr=0.5: 0.8227, recall@top3: 0.8345, prec@top3: 0.7020, recall@top5: 0.9420, prec@top5: 0.4873, loss: 0.0398, grad_norm: 0.2127 2021-04-11 07:39:21,661 - mmaction - INFO - Epoch [9][2140/3842] lr: 3.789e-03, eta: 1:54:14, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0384, recall@thr=0.5: 0.7582, prec@thr=0.5: 0.8323, recall@top3: 0.8344, prec@top3: 0.6878, recall@top5: 0.9399, prec@top5: 0.4784, loss: 0.0384, grad_norm: 0.2034 2021-04-11 07:39:45,751 - mmaction - INFO - Epoch [9][2160/3842] lr: 3.762e-03, eta: 1:53:49, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0404, recall@thr=0.5: 0.7359, prec@thr=0.5: 0.8113, recall@top3: 0.8157, prec@top3: 0.6812, recall@top5: 0.9344, prec@top5: 0.4813, loss: 0.0404, grad_norm: 0.2140 2021-04-11 07:40:09,955 - mmaction - INFO - Epoch [9][2180/3842] lr: 3.736e-03, eta: 1:53:24, time: 1.210, data_time: 0.004, memory: 10740, loss_action_cls: 0.0384, recall@thr=0.5: 0.7661, prec@thr=0.5: 0.8296, recall@top3: 0.8415, prec@top3: 0.6994, recall@top5: 0.9435, prec@top5: 0.4824, loss: 0.0384, grad_norm: 0.2020 2021-04-11 07:40:34,135 - mmaction - INFO - Epoch [9][2200/3842] lr: 3.709e-03, eta: 1:52:59, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0394, recall@thr=0.5: 0.7539, prec@thr=0.5: 0.8285, recall@top3: 0.8312, prec@top3: 0.6944, recall@top5: 0.9314, prec@top5: 0.4783, loss: 0.0394, grad_norm: 0.2162 2021-04-11 07:40:58,166 - mmaction - INFO - Epoch [9][2220/3842] lr: 3.682e-03, eta: 1:52:34, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0400, recall@thr=0.5: 0.7408, prec@thr=0.5: 0.8139, recall@top3: 0.8228, prec@top3: 0.6964, recall@top5: 0.9418, prec@top5: 0.4899, loss: 0.0400, grad_norm: 0.2165 2021-04-11 07:41:22,231 - mmaction - INFO - Epoch [9][2240/3842] lr: 3.656e-03, eta: 1:52:10, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0387, recall@thr=0.5: 0.7551, prec@thr=0.5: 0.8117, recall@top3: 0.8364, prec@top3: 0.6993, recall@top5: 0.9404, prec@top5: 0.4847, loss: 0.0387, grad_norm: 0.2045 2021-04-11 07:41:46,215 - mmaction - INFO - Epoch [9][2260/3842] lr: 3.630e-03, eta: 1:51:45, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0386, recall@thr=0.5: 0.7567, prec@thr=0.5: 0.8278, recall@top3: 0.8349, prec@top3: 0.7015, recall@top5: 0.9451, prec@top5: 0.4890, loss: 0.0386, grad_norm: 0.2033 2021-04-11 07:42:10,271 - mmaction - INFO - Epoch [9][2280/3842] lr: 3.603e-03, eta: 1:51:20, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0407, recall@thr=0.5: 0.7519, prec@thr=0.5: 0.8019, recall@top3: 0.8349, prec@top3: 0.7019, recall@top5: 0.9449, prec@top5: 0.4884, loss: 0.0407, grad_norm: 0.2081 2021-04-11 07:42:34,388 - mmaction - INFO - Epoch [9][2300/3842] lr: 3.577e-03, eta: 1:50:55, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0383, recall@thr=0.5: 0.7435, prec@thr=0.5: 0.8181, recall@top3: 0.8247, prec@top3: 0.6935, recall@top5: 0.9419, prec@top5: 0.4865, loss: 0.0383, grad_norm: 0.2161 2021-04-11 07:42:58,596 - mmaction - INFO - Epoch [9][2320/3842] lr: 3.551e-03, eta: 1:50:30, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0387, recall@thr=0.5: 0.7458, prec@thr=0.5: 0.8215, recall@top3: 0.8247, prec@top3: 0.6927, recall@top5: 0.9393, prec@top5: 0.4856, loss: 0.0387, grad_norm: 0.2129 2021-04-11 07:43:22,625 - mmaction - INFO - Epoch [9][2340/3842] lr: 3.525e-03, eta: 1:50:05, time: 1.203, data_time: 0.003, memory: 10740, loss_action_cls: 0.0387, recall@thr=0.5: 0.7599, prec@thr=0.5: 0.8224, recall@top3: 0.8350, prec@top3: 0.7012, recall@top5: 0.9448, prec@top5: 0.4889, loss: 0.0387, grad_norm: 0.2084 2021-04-11 07:43:46,876 - mmaction - INFO - Epoch [9][2360/3842] lr: 3.499e-03, eta: 1:49:41, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0379, recall@thr=0.5: 0.7645, prec@thr=0.5: 0.8258, recall@top3: 0.8286, prec@top3: 0.6893, recall@top5: 0.9419, prec@top5: 0.4827, loss: 0.0379, grad_norm: 0.2075 2021-04-11 07:44:11,099 - mmaction - INFO - Epoch [9][2380/3842] lr: 3.473e-03, eta: 1:49:16, time: 1.212, data_time: 0.002, memory: 10740, loss_action_cls: 0.0415, recall@thr=0.5: 0.7427, prec@thr=0.5: 0.8222, recall@top3: 0.8274, prec@top3: 0.6947, recall@top5: 0.9342, prec@top5: 0.4854, loss: 0.0415, grad_norm: 0.2109 2021-04-11 07:44:35,177 - mmaction - INFO - Epoch [9][2400/3842] lr: 3.448e-03, eta: 1:48:51, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0398, recall@thr=0.5: 0.7586, prec@thr=0.5: 0.8175, recall@top3: 0.8256, prec@top3: 0.6993, recall@top5: 0.9358, prec@top5: 0.4877, loss: 0.0398, grad_norm: 0.2044 2021-04-11 07:44:59,357 - mmaction - INFO - Epoch [9][2420/3842] lr: 3.422e-03, eta: 1:48:26, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0405, recall@thr=0.5: 0.7445, prec@thr=0.5: 0.8130, recall@top3: 0.8305, prec@top3: 0.6880, recall@top5: 0.9390, prec@top5: 0.4783, loss: 0.0405, grad_norm: 0.2003 2021-04-11 07:45:23,584 - mmaction - INFO - Epoch [9][2440/3842] lr: 3.396e-03, eta: 1:48:01, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0386, recall@thr=0.5: 0.7474, prec@thr=0.5: 0.8293, recall@top3: 0.8255, prec@top3: 0.7002, recall@top5: 0.9411, prec@top5: 0.4919, loss: 0.0386, grad_norm: 0.2027 2021-04-11 07:45:47,570 - mmaction - INFO - Epoch [9][2460/3842] lr: 3.371e-03, eta: 1:47:37, time: 1.200, data_time: 0.002, memory: 10740, loss_action_cls: 0.0391, recall@thr=0.5: 0.7530, prec@thr=0.5: 0.8159, recall@top3: 0.8334, prec@top3: 0.6909, recall@top5: 0.9425, prec@top5: 0.4811, loss: 0.0391, grad_norm: 0.2096 2021-04-11 07:46:11,692 - mmaction - INFO - Epoch [9][2480/3842] lr: 3.346e-03, eta: 1:47:12, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0383, recall@thr=0.5: 0.7645, prec@thr=0.5: 0.8235, recall@top3: 0.8359, prec@top3: 0.7063, recall@top5: 0.9433, prec@top5: 0.4909, loss: 0.0383, grad_norm: 0.1984 2021-04-11 07:46:36,017 - mmaction - INFO - Epoch [9][2500/3842] lr: 3.320e-03, eta: 1:46:47, time: 1.217, data_time: 0.017, memory: 10740, loss_action_cls: 0.0374, recall@thr=0.5: 0.7760, prec@thr=0.5: 0.8317, recall@top3: 0.8407, prec@top3: 0.6988, recall@top5: 0.9474, prec@top5: 0.4841, loss: 0.0374, grad_norm: 0.2092 2021-04-11 07:47:00,117 - mmaction - INFO - Epoch [9][2520/3842] lr: 3.295e-03, eta: 1:46:22, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0375, recall@thr=0.5: 0.7628, prec@thr=0.5: 0.8182, recall@top3: 0.8387, prec@top3: 0.6963, recall@top5: 0.9495, prec@top5: 0.4855, loss: 0.0375, grad_norm: 0.2113 2021-04-11 07:47:24,261 - mmaction - INFO - Epoch [9][2540/3842] lr: 3.270e-03, eta: 1:45:57, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0388, recall@thr=0.5: 0.7601, prec@thr=0.5: 0.8252, recall@top3: 0.8314, prec@top3: 0.7054, recall@top5: 0.9417, prec@top5: 0.4935, loss: 0.0388, grad_norm: 0.2015 2021-04-11 07:47:48,312 - mmaction - INFO - Epoch [9][2560/3842] lr: 3.245e-03, eta: 1:45:32, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0392, recall@thr=0.5: 0.7498, prec@thr=0.5: 0.8123, recall@top3: 0.8343, prec@top3: 0.6883, recall@top5: 0.9404, prec@top5: 0.4778, loss: 0.0392, grad_norm: 0.2156 2021-04-11 07:48:12,360 - mmaction - INFO - Epoch [9][2580/3842] lr: 3.220e-03, eta: 1:45:08, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0406, recall@thr=0.5: 0.7463, prec@thr=0.5: 0.8188, recall@top3: 0.8295, prec@top3: 0.6959, recall@top5: 0.9384, prec@top5: 0.4848, loss: 0.0406, grad_norm: 0.2016 2021-04-11 07:48:36,500 - mmaction - INFO - Epoch [9][2600/3842] lr: 3.195e-03, eta: 1:44:43, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0401, recall@thr=0.5: 0.7496, prec@thr=0.5: 0.8142, recall@top3: 0.8242, prec@top3: 0.6848, recall@top5: 0.9388, prec@top5: 0.4800, loss: 0.0401, grad_norm: 0.2053 2021-04-11 07:49:00,596 - mmaction - INFO - Epoch [9][2620/3842] lr: 3.171e-03, eta: 1:44:18, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0404, recall@thr=0.5: 0.7496, prec@thr=0.5: 0.8057, recall@top3: 0.8147, prec@top3: 0.6876, recall@top5: 0.9358, prec@top5: 0.4847, loss: 0.0404, grad_norm: 0.2138 2021-04-11 07:49:24,615 - mmaction - INFO - Epoch [9][2640/3842] lr: 3.146e-03, eta: 1:43:53, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0394, recall@thr=0.5: 0.7342, prec@thr=0.5: 0.8169, recall@top3: 0.8273, prec@top3: 0.6836, recall@top5: 0.9412, prec@top5: 0.4788, loss: 0.0394, grad_norm: 0.2134 2021-04-11 07:49:48,626 - mmaction - INFO - Epoch [9][2660/3842] lr: 3.121e-03, eta: 1:43:28, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0393, recall@thr=0.5: 0.7423, prec@thr=0.5: 0.8203, recall@top3: 0.8309, prec@top3: 0.6999, recall@top5: 0.9412, prec@top5: 0.4905, loss: 0.0393, grad_norm: 0.2105 2021-04-11 07:50:12,746 - mmaction - INFO - Epoch [9][2680/3842] lr: 3.097e-03, eta: 1:43:04, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0393, recall@thr=0.5: 0.7583, prec@thr=0.5: 0.8116, recall@top3: 0.8263, prec@top3: 0.6913, recall@top5: 0.9366, prec@top5: 0.4809, loss: 0.0393, grad_norm: 0.2092 2021-04-11 07:50:36,852 - mmaction - INFO - Epoch [9][2700/3842] lr: 3.073e-03, eta: 1:42:39, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0402, recall@thr=0.5: 0.7522, prec@thr=0.5: 0.8294, recall@top3: 0.8367, prec@top3: 0.6920, recall@top5: 0.9447, prec@top5: 0.4808, loss: 0.0402, grad_norm: 0.2034 2021-04-11 07:51:01,024 - mmaction - INFO - Epoch [9][2720/3842] lr: 3.048e-03, eta: 1:42:14, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0391, recall@thr=0.5: 0.7549, prec@thr=0.5: 0.8241, recall@top3: 0.8358, prec@top3: 0.7007, recall@top5: 0.9454, prec@top5: 0.4874, loss: 0.0391, grad_norm: 0.2121 2021-04-11 07:51:25,118 - mmaction - INFO - Epoch [9][2740/3842] lr: 3.024e-03, eta: 1:41:49, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0395, recall@thr=0.5: 0.7495, prec@thr=0.5: 0.8076, recall@top3: 0.8287, prec@top3: 0.6835, recall@top5: 0.9443, prec@top5: 0.4793, loss: 0.0395, grad_norm: 0.2042 2021-04-11 07:51:49,350 - mmaction - INFO - Epoch [9][2760/3842] lr: 3.000e-03, eta: 1:41:24, time: 1.212, data_time: 0.002, memory: 10740, loss_action_cls: 0.0403, recall@thr=0.5: 0.7462, prec@thr=0.5: 0.8167, recall@top3: 0.8286, prec@top3: 0.6999, recall@top5: 0.9362, prec@top5: 0.4847, loss: 0.0403, grad_norm: 0.2133 2021-04-11 07:52:13,421 - mmaction - INFO - Epoch [9][2780/3842] lr: 2.976e-03, eta: 1:41:00, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0395, recall@thr=0.5: 0.7569, prec@thr=0.5: 0.8327, recall@top3: 0.8294, prec@top3: 0.7191, recall@top5: 0.9472, prec@top5: 0.5058, loss: 0.0395, grad_norm: 0.2071 2021-04-11 07:52:37,681 - mmaction - INFO - Epoch [9][2800/3842] lr: 2.952e-03, eta: 1:40:35, time: 1.213, data_time: 0.012, memory: 10740, loss_action_cls: 0.0394, recall@thr=0.5: 0.7565, prec@thr=0.5: 0.8162, recall@top3: 0.8283, prec@top3: 0.6998, recall@top5: 0.9379, prec@top5: 0.4870, loss: 0.0394, grad_norm: 0.2204 2021-04-11 07:53:01,749 - mmaction - INFO - Epoch [9][2820/3842] lr: 2.928e-03, eta: 1:40:10, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0395, recall@thr=0.5: 0.7612, prec@thr=0.5: 0.8134, recall@top3: 0.8294, prec@top3: 0.6843, recall@top5: 0.9412, prec@top5: 0.4794, loss: 0.0395, grad_norm: 0.2060 2021-04-11 07:53:25,729 - mmaction - INFO - Epoch [9][2840/3842] lr: 2.905e-03, eta: 1:39:45, time: 1.199, data_time: 0.002, memory: 10740, loss_action_cls: 0.0401, recall@thr=0.5: 0.7277, prec@thr=0.5: 0.8136, recall@top3: 0.8266, prec@top3: 0.6836, recall@top5: 0.9392, prec@top5: 0.4788, loss: 0.0401, grad_norm: 0.2093 2021-04-11 07:53:49,839 - mmaction - INFO - Epoch [9][2860/3842] lr: 2.881e-03, eta: 1:39:20, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0394, recall@thr=0.5: 0.7628, prec@thr=0.5: 0.8198, recall@top3: 0.8306, prec@top3: 0.6887, recall@top5: 0.9452, prec@top5: 0.4820, loss: 0.0394, grad_norm: 0.2113 2021-04-11 07:54:14,056 - mmaction - INFO - Epoch [9][2880/3842] lr: 2.857e-03, eta: 1:38:56, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0378, recall@thr=0.5: 0.7577, prec@thr=0.5: 0.8299, recall@top3: 0.8388, prec@top3: 0.6949, recall@top5: 0.9401, prec@top5: 0.4779, loss: 0.0378, grad_norm: 0.2110 2021-04-11 07:54:38,187 - mmaction - INFO - Epoch [9][2900/3842] lr: 2.834e-03, eta: 1:38:31, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0377, recall@thr=0.5: 0.7583, prec@thr=0.5: 0.8205, recall@top3: 0.8324, prec@top3: 0.6897, recall@top5: 0.9408, prec@top5: 0.4805, loss: 0.0377, grad_norm: 0.2034 2021-04-11 07:55:02,345 - mmaction - INFO - Epoch [9][2920/3842] lr: 2.811e-03, eta: 1:38:06, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0376, recall@thr=0.5: 0.7603, prec@thr=0.5: 0.8161, recall@top3: 0.8367, prec@top3: 0.6958, recall@top5: 0.9465, prec@top5: 0.4848, loss: 0.0376, grad_norm: 0.2018 2021-04-11 07:55:26,448 - mmaction - INFO - Epoch [9][2940/3842] lr: 2.787e-03, eta: 1:37:41, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0394, recall@thr=0.5: 0.7480, prec@thr=0.5: 0.8212, recall@top3: 0.8305, prec@top3: 0.6949, recall@top5: 0.9369, prec@top5: 0.4828, loss: 0.0394, grad_norm: 0.2049 2021-04-11 07:55:50,542 - mmaction - INFO - Epoch [9][2960/3842] lr: 2.764e-03, eta: 1:37:16, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0390, recall@thr=0.5: 0.7560, prec@thr=0.5: 0.8216, recall@top3: 0.8292, prec@top3: 0.7066, recall@top5: 0.9423, prec@top5: 0.4923, loss: 0.0390, grad_norm: 0.2051 2021-04-11 07:56:14,755 - mmaction - INFO - Epoch [9][2980/3842] lr: 2.741e-03, eta: 1:36:52, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0408, recall@thr=0.5: 0.7530, prec@thr=0.5: 0.8168, recall@top3: 0.8206, prec@top3: 0.7008, recall@top5: 0.9358, prec@top5: 0.4922, loss: 0.0408, grad_norm: 0.2055 2021-04-11 07:56:39,095 - mmaction - INFO - Epoch [9][3000/3842] lr: 2.718e-03, eta: 1:36:27, time: 1.218, data_time: 0.001, memory: 10740, loss_action_cls: 0.0398, recall@thr=0.5: 0.7500, prec@thr=0.5: 0.8110, recall@top3: 0.8249, prec@top3: 0.6936, recall@top5: 0.9440, prec@top5: 0.4893, loss: 0.0398, grad_norm: 0.2125 2021-04-11 07:57:03,335 - mmaction - INFO - Epoch [9][3020/3842] lr: 2.695e-03, eta: 1:36:02, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0390, recall@thr=0.5: 0.7487, prec@thr=0.5: 0.8208, recall@top3: 0.8260, prec@top3: 0.6964, recall@top5: 0.9425, prec@top5: 0.4866, loss: 0.0390, grad_norm: 0.2086 2021-04-11 07:57:27,549 - mmaction - INFO - Epoch [9][3040/3842] lr: 2.673e-03, eta: 1:35:37, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0390, recall@thr=0.5: 0.7555, prec@thr=0.5: 0.8117, recall@top3: 0.8313, prec@top3: 0.6986, recall@top5: 0.9423, prec@top5: 0.4873, loss: 0.0390, grad_norm: 0.2024 2021-04-11 07:57:51,570 - mmaction - INFO - Epoch [9][3060/3842] lr: 2.650e-03, eta: 1:35:12, time: 1.202, data_time: 0.002, memory: 10740, loss_action_cls: 0.0388, recall@thr=0.5: 0.7442, prec@thr=0.5: 0.8276, recall@top3: 0.8266, prec@top3: 0.6996, recall@top5: 0.9430, prec@top5: 0.4928, loss: 0.0388, grad_norm: 0.2077 2021-04-11 07:58:15,798 - mmaction - INFO - Epoch [9][3080/3842] lr: 2.627e-03, eta: 1:34:48, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0391, recall@thr=0.5: 0.7558, prec@thr=0.5: 0.8178, recall@top3: 0.8307, prec@top3: 0.6936, recall@top5: 0.9415, prec@top5: 0.4843, loss: 0.0391, grad_norm: 0.2110 2021-04-11 07:58:39,909 - mmaction - INFO - Epoch [9][3100/3842] lr: 2.605e-03, eta: 1:34:23, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0414, recall@thr=0.5: 0.7337, prec@thr=0.5: 0.8107, recall@top3: 0.8253, prec@top3: 0.6938, recall@top5: 0.9286, prec@top5: 0.4794, loss: 0.0414, grad_norm: 0.2141 2021-04-11 07:59:04,021 - mmaction - INFO - Epoch [9][3120/3842] lr: 2.582e-03, eta: 1:33:58, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0400, recall@thr=0.5: 0.7614, prec@thr=0.5: 0.8233, recall@top3: 0.8250, prec@top3: 0.6955, recall@top5: 0.9435, prec@top5: 0.4900, loss: 0.0400, grad_norm: 0.2074 2021-04-11 07:59:28,152 - mmaction - INFO - Epoch [9][3140/3842] lr: 2.560e-03, eta: 1:33:33, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0375, recall@thr=0.5: 0.7707, prec@thr=0.5: 0.8254, recall@top3: 0.8373, prec@top3: 0.7028, recall@top5: 0.9421, prec@top5: 0.4853, loss: 0.0375, grad_norm: 0.1973 2021-04-11 07:59:52,343 - mmaction - INFO - Epoch [9][3160/3842] lr: 2.538e-03, eta: 1:33:09, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0388, recall@thr=0.5: 0.7581, prec@thr=0.5: 0.8226, recall@top3: 0.8342, prec@top3: 0.7052, recall@top5: 0.9396, prec@top5: 0.4886, loss: 0.0388, grad_norm: 0.2118 2021-04-11 08:00:16,781 - mmaction - INFO - Epoch [9][3180/3842] lr: 2.516e-03, eta: 1:32:44, time: 1.222, data_time: 0.013, memory: 10740, loss_action_cls: 0.0394, recall@thr=0.5: 0.7470, prec@thr=0.5: 0.8080, recall@top3: 0.8266, prec@top3: 0.6841, recall@top5: 0.9394, prec@top5: 0.4782, loss: 0.0394, grad_norm: 0.2126 2021-04-11 08:00:40,975 - mmaction - INFO - Epoch [9][3200/3842] lr: 2.494e-03, eta: 1:32:19, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0393, recall@thr=0.5: 0.7593, prec@thr=0.5: 0.8261, recall@top3: 0.8385, prec@top3: 0.6977, recall@top5: 0.9438, prec@top5: 0.4819, loss: 0.0393, grad_norm: 0.1996 2021-04-11 08:01:05,055 - mmaction - INFO - Epoch [9][3220/3842] lr: 2.472e-03, eta: 1:31:54, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0388, recall@thr=0.5: 0.7639, prec@thr=0.5: 0.8225, recall@top3: 0.8382, prec@top3: 0.6988, recall@top5: 0.9449, prec@top5: 0.4852, loss: 0.0388, grad_norm: 0.1992 2021-04-11 08:01:29,368 - mmaction - INFO - Epoch [9][3240/3842] lr: 2.450e-03, eta: 1:31:29, time: 1.216, data_time: 0.012, memory: 10740, loss_action_cls: 0.0401, recall@thr=0.5: 0.7566, prec@thr=0.5: 0.8278, recall@top3: 0.8305, prec@top3: 0.6950, recall@top5: 0.9394, prec@top5: 0.4856, loss: 0.0401, grad_norm: 0.2008 2021-04-11 08:01:53,499 - mmaction - INFO - Epoch [9][3260/3842] lr: 2.428e-03, eta: 1:31:05, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0400, recall@thr=0.5: 0.7440, prec@thr=0.5: 0.8100, recall@top3: 0.8258, prec@top3: 0.6851, recall@top5: 0.9395, prec@top5: 0.4785, loss: 0.0400, grad_norm: 0.2143 2021-04-11 08:02:17,675 - mmaction - INFO - Epoch [9][3280/3842] lr: 2.406e-03, eta: 1:30:40, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0388, recall@thr=0.5: 0.7496, prec@thr=0.5: 0.8211, recall@top3: 0.8337, prec@top3: 0.6895, recall@top5: 0.9477, prec@top5: 0.4829, loss: 0.0388, grad_norm: 0.2085 2021-04-11 08:02:41,749 - mmaction - INFO - Epoch [9][3300/3842] lr: 2.385e-03, eta: 1:30:15, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0387, recall@thr=0.5: 0.7607, prec@thr=0.5: 0.8225, recall@top3: 0.8320, prec@top3: 0.7054, recall@top5: 0.9412, prec@top5: 0.4919, loss: 0.0387, grad_norm: 0.2091 2021-04-11 08:03:05,992 - mmaction - INFO - Epoch [9][3320/3842] lr: 2.363e-03, eta: 1:29:50, time: 1.211, data_time: 0.011, memory: 10740, loss_action_cls: 0.0381, recall@thr=0.5: 0.7565, prec@thr=0.5: 0.8175, recall@top3: 0.8314, prec@top3: 0.6883, recall@top5: 0.9413, prec@top5: 0.4791, loss: 0.0381, grad_norm: 0.2112 2021-04-11 08:03:30,220 - mmaction - INFO - Epoch [9][3340/3842] lr: 2.342e-03, eta: 1:29:26, time: 1.211, data_time: 0.002, memory: 10740, loss_action_cls: 0.0402, recall@thr=0.5: 0.7457, prec@thr=0.5: 0.8229, recall@top3: 0.8291, prec@top3: 0.7013, recall@top5: 0.9424, prec@top5: 0.4890, loss: 0.0402, grad_norm: 0.2107 2021-04-11 08:03:54,252 - mmaction - INFO - Epoch [9][3360/3842] lr: 2.321e-03, eta: 1:29:01, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0386, recall@thr=0.5: 0.7556, prec@thr=0.5: 0.8221, recall@top3: 0.8333, prec@top3: 0.6916, recall@top5: 0.9442, prec@top5: 0.4841, loss: 0.0386, grad_norm: 0.1985 2021-04-11 08:04:18,487 - mmaction - INFO - Epoch [9][3380/3842] lr: 2.300e-03, eta: 1:28:36, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0388, recall@thr=0.5: 0.7548, prec@thr=0.5: 0.8284, recall@top3: 0.8376, prec@top3: 0.6960, recall@top5: 0.9465, prec@top5: 0.4848, loss: 0.0388, grad_norm: 0.2109 2021-04-11 08:04:42,681 - mmaction - INFO - Epoch [9][3400/3842] lr: 2.278e-03, eta: 1:28:11, time: 1.211, data_time: 0.002, memory: 10740, loss_action_cls: 0.0396, recall@thr=0.5: 0.7545, prec@thr=0.5: 0.8184, recall@top3: 0.8407, prec@top3: 0.6974, recall@top5: 0.9402, prec@top5: 0.4801, loss: 0.0396, grad_norm: 0.2072 2021-04-11 08:05:06,806 - mmaction - INFO - Epoch [9][3420/3842] lr: 2.257e-03, eta: 1:27:47, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0407, recall@thr=0.5: 0.7543, prec@thr=0.5: 0.8239, recall@top3: 0.8297, prec@top3: 0.6891, recall@top5: 0.9358, prec@top5: 0.4801, loss: 0.0407, grad_norm: 0.2068 2021-04-11 08:05:31,332 - mmaction - INFO - Epoch [9][3440/3842] lr: 2.237e-03, eta: 1:27:22, time: 1.227, data_time: 0.020, memory: 10740, loss_action_cls: 0.0392, recall@thr=0.5: 0.7433, prec@thr=0.5: 0.8181, recall@top3: 0.8298, prec@top3: 0.6910, recall@top5: 0.9387, prec@top5: 0.4813, loss: 0.0392, grad_norm: 0.2119 2021-04-11 08:05:55,401 - mmaction - INFO - Epoch [9][3460/3842] lr: 2.216e-03, eta: 1:26:57, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0396, recall@thr=0.5: 0.7454, prec@thr=0.5: 0.8147, recall@top3: 0.8221, prec@top3: 0.6911, recall@top5: 0.9382, prec@top5: 0.4850, loss: 0.0396, grad_norm: 0.2124 2021-04-11 08:06:19,666 - mmaction - INFO - Epoch [9][3480/3842] lr: 2.195e-03, eta: 1:26:32, time: 1.214, data_time: 0.002, memory: 10740, loss_action_cls: 0.0384, recall@thr=0.5: 0.7510, prec@thr=0.5: 0.8171, recall@top3: 0.8385, prec@top3: 0.6979, recall@top5: 0.9451, prec@top5: 0.4836, loss: 0.0384, grad_norm: 0.2104 2021-04-11 08:06:43,624 - mmaction - INFO - Epoch [9][3500/3842] lr: 2.174e-03, eta: 1:26:07, time: 1.198, data_time: 0.002, memory: 10740, loss_action_cls: 0.0405, recall@thr=0.5: 0.7385, prec@thr=0.5: 0.8119, recall@top3: 0.8191, prec@top3: 0.6838, recall@top5: 0.9359, prec@top5: 0.4813, loss: 0.0405, grad_norm: 0.2107 2021-04-11 08:07:07,884 - mmaction - INFO - Epoch [9][3520/3842] lr: 2.154e-03, eta: 1:25:43, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0413, recall@thr=0.5: 0.7440, prec@thr=0.5: 0.8085, recall@top3: 0.8219, prec@top3: 0.6817, recall@top5: 0.9407, prec@top5: 0.4774, loss: 0.0413, grad_norm: 0.2203 2021-04-11 08:07:32,025 - mmaction - INFO - Epoch [9][3540/3842] lr: 2.133e-03, eta: 1:25:18, time: 1.208, data_time: 0.003, memory: 10740, loss_action_cls: 0.0389, recall@thr=0.5: 0.7459, prec@thr=0.5: 0.8129, recall@top3: 0.8263, prec@top3: 0.6962, recall@top5: 0.9400, prec@top5: 0.4872, loss: 0.0389, grad_norm: 0.2023 2021-04-11 08:07:56,305 - mmaction - INFO - Epoch [9][3560/3842] lr: 2.113e-03, eta: 1:24:53, time: 1.215, data_time: 0.001, memory: 10740, loss_action_cls: 0.0394, recall@thr=0.5: 0.7495, prec@thr=0.5: 0.8213, recall@top3: 0.8227, prec@top3: 0.6840, recall@top5: 0.9372, prec@top5: 0.4784, loss: 0.0394, grad_norm: 0.2122 2021-04-11 08:08:20,431 - mmaction - INFO - Epoch [9][3580/3842] lr: 2.093e-03, eta: 1:24:28, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0387, recall@thr=0.5: 0.7552, prec@thr=0.5: 0.8283, recall@top3: 0.8396, prec@top3: 0.6911, recall@top5: 0.9413, prec@top5: 0.4769, loss: 0.0387, grad_norm: 0.2111 2021-04-11 08:08:44,627 - mmaction - INFO - Epoch [9][3600/3842] lr: 2.073e-03, eta: 1:24:04, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0387, recall@thr=0.5: 0.7544, prec@thr=0.5: 0.8235, recall@top3: 0.8322, prec@top3: 0.7045, recall@top5: 0.9445, prec@top5: 0.4908, loss: 0.0387, grad_norm: 0.2017 2021-04-11 08:09:08,686 - mmaction - INFO - Epoch [9][3620/3842] lr: 2.053e-03, eta: 1:23:39, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0408, recall@thr=0.5: 0.7500, prec@thr=0.5: 0.8210, recall@top3: 0.8273, prec@top3: 0.6886, recall@top5: 0.9375, prec@top5: 0.4813, loss: 0.0408, grad_norm: 0.2090 2021-04-11 08:09:32,679 - mmaction - INFO - Epoch [9][3640/3842] lr: 2.033e-03, eta: 1:23:14, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0386, recall@thr=0.5: 0.7563, prec@thr=0.5: 0.8245, recall@top3: 0.8377, prec@top3: 0.6987, recall@top5: 0.9442, prec@top5: 0.4867, loss: 0.0386, grad_norm: 0.2098 2021-04-11 08:09:56,839 - mmaction - INFO - Epoch [9][3660/3842] lr: 2.013e-03, eta: 1:22:49, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0393, recall@thr=0.5: 0.7534, prec@thr=0.5: 0.8218, recall@top3: 0.8308, prec@top3: 0.7095, recall@top5: 0.9444, prec@top5: 0.4957, loss: 0.0393, grad_norm: 0.1959 2021-04-11 08:10:20,935 - mmaction - INFO - Epoch [9][3680/3842] lr: 1.993e-03, eta: 1:22:25, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0388, recall@thr=0.5: 0.7631, prec@thr=0.5: 0.8283, recall@top3: 0.8405, prec@top3: 0.7016, recall@top5: 0.9474, prec@top5: 0.4873, loss: 0.0388, grad_norm: 0.2062 2021-04-11 08:10:45,015 - mmaction - INFO - Epoch [9][3700/3842] lr: 1.973e-03, eta: 1:22:00, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0379, recall@thr=0.5: 0.7702, prec@thr=0.5: 0.8298, recall@top3: 0.8389, prec@top3: 0.6924, recall@top5: 0.9476, prec@top5: 0.4826, loss: 0.0379, grad_norm: 0.2091 2021-04-11 08:11:09,104 - mmaction - INFO - Epoch [9][3720/3842] lr: 1.954e-03, eta: 1:21:35, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0400, recall@thr=0.5: 0.7447, prec@thr=0.5: 0.8213, recall@top3: 0.8301, prec@top3: 0.6818, recall@top5: 0.9390, prec@top5: 0.4749, loss: 0.0400, grad_norm: 0.2102 2021-04-11 08:11:33,276 - mmaction - INFO - Epoch [9][3740/3842] lr: 1.934e-03, eta: 1:21:10, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0388, recall@thr=0.5: 0.7551, prec@thr=0.5: 0.8226, recall@top3: 0.8254, prec@top3: 0.6884, recall@top5: 0.9425, prec@top5: 0.4833, loss: 0.0388, grad_norm: 0.2159 2021-04-11 08:11:57,763 - mmaction - INFO - Epoch [9][3760/3842] lr: 1.915e-03, eta: 1:20:46, time: 1.224, data_time: 0.015, memory: 10740, loss_action_cls: 0.0396, recall@thr=0.5: 0.7496, prec@thr=0.5: 0.8174, recall@top3: 0.8288, prec@top3: 0.6988, recall@top5: 0.9459, prec@top5: 0.4900, loss: 0.0396, grad_norm: 0.2061 2021-04-11 08:12:21,917 - mmaction - INFO - Epoch [9][3780/3842] lr: 1.896e-03, eta: 1:20:21, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0389, recall@thr=0.5: 0.7547, prec@thr=0.5: 0.8138, recall@top3: 0.8276, prec@top3: 0.6872, recall@top5: 0.9377, prec@top5: 0.4796, loss: 0.0389, grad_norm: 0.2251 2021-04-11 08:12:46,110 - mmaction - INFO - Epoch [9][3800/3842] lr: 1.876e-03, eta: 1:19:56, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0388, recall@thr=0.5: 0.7457, prec@thr=0.5: 0.8194, recall@top3: 0.8324, prec@top3: 0.6927, recall@top5: 0.9397, prec@top5: 0.4818, loss: 0.0388, grad_norm: 0.2048 2021-04-11 08:13:10,311 - mmaction - INFO - Epoch [9][3820/3842] lr: 1.857e-03, eta: 1:19:31, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0408, recall@thr=0.5: 0.7593, prec@thr=0.5: 0.8281, recall@top3: 0.8302, prec@top3: 0.7011, recall@top5: 0.9437, prec@top5: 0.4911, loss: 0.0408, grad_norm: 0.2028 2021-04-11 08:13:34,284 - mmaction - INFO - Epoch [9][3840/3842] lr: 1.838e-03, eta: 1:19:06, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0383, recall@thr=0.5: 0.7638, prec@thr=0.5: 0.8397, recall@top3: 0.8441, prec@top3: 0.7032, recall@top5: 0.9417, prec@top5: 0.4848, loss: 0.0383, grad_norm: 0.2003 2021-04-11 08:13:55,450 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-04-11 08:31:44,667 - mmaction - INFO - Evaluating mAP ... 2021-04-11 08:37:00,052 - mmaction - INFO - mAP@0.5IOU 0.2630 2021-04-11 08:37:01,220 - mmaction - INFO - Epoch(val) [9][3842] mAP@0.5IOU: 0.2630 2021-04-11 08:38:13,679 - mmaction - INFO - Epoch [10][20/3842] lr: 1.817e-03, eta: 1:18:44, time: 3.622, data_time: 2.427, memory: 10740, loss_action_cls: 0.0391, recall@thr=0.5: 0.7577, prec@thr=0.5: 0.8275, recall@top3: 0.8333, prec@top3: 0.7053, recall@top5: 0.9516, prec@top5: 0.4948, loss: 0.0391, grad_norm: 0.2027 2021-04-11 08:38:37,723 - mmaction - INFO - Epoch [10][40/3842] lr: 1.799e-03, eta: 1:18:19, time: 1.201, data_time: 0.003, memory: 10740, loss_action_cls: 0.0397, recall@thr=0.5: 0.7547, prec@thr=0.5: 0.8173, recall@top3: 0.8307, prec@top3: 0.6931, recall@top5: 0.9435, prec@top5: 0.4870, loss: 0.0397, grad_norm: 0.2064 2021-04-11 08:39:01,797 - mmaction - INFO - Epoch [10][60/3842] lr: 1.780e-03, eta: 1:17:55, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0397, recall@thr=0.5: 0.7583, prec@thr=0.5: 0.8261, recall@top3: 0.8289, prec@top3: 0.6949, recall@top5: 0.9378, prec@top5: 0.4853, loss: 0.0397, grad_norm: 0.2041 2021-04-11 08:39:25,656 - mmaction - INFO - Epoch [10][80/3842] lr: 1.761e-03, eta: 1:17:30, time: 1.193, data_time: 0.001, memory: 10740, loss_action_cls: 0.0393, recall@thr=0.5: 0.7556, prec@thr=0.5: 0.8211, recall@top3: 0.8290, prec@top3: 0.7007, recall@top5: 0.9411, prec@top5: 0.4906, loss: 0.0393, grad_norm: 0.2145 2021-04-11 08:39:49,674 - mmaction - INFO - Epoch [10][100/3842] lr: 1.743e-03, eta: 1:17:05, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0402, recall@thr=0.5: 0.7540, prec@thr=0.5: 0.8149, recall@top3: 0.8219, prec@top3: 0.6983, recall@top5: 0.9385, prec@top5: 0.4906, loss: 0.0402, grad_norm: 0.2187 2021-04-11 08:40:13,810 - mmaction - INFO - Epoch [10][120/3842] lr: 1.724e-03, eta: 1:16:40, time: 1.206, data_time: 0.002, memory: 10740, loss_action_cls: 0.0402, recall@thr=0.5: 0.7405, prec@thr=0.5: 0.8128, recall@top3: 0.8347, prec@top3: 0.6836, recall@top5: 0.9418, prec@top5: 0.4741, loss: 0.0402, grad_norm: 0.2075 2021-04-11 08:40:37,953 - mmaction - INFO - Epoch [10][140/3842] lr: 1.706e-03, eta: 1:16:16, time: 1.208, data_time: 0.003, memory: 10740, loss_action_cls: 0.0403, recall@thr=0.5: 0.7454, prec@thr=0.5: 0.8246, recall@top3: 0.8298, prec@top3: 0.7028, recall@top5: 0.9417, prec@top5: 0.4902, loss: 0.0403, grad_norm: 0.2088 2021-04-11 08:41:02,021 - mmaction - INFO - Epoch [10][160/3842] lr: 1.688e-03, eta: 1:15:51, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0398, recall@thr=0.5: 0.7565, prec@thr=0.5: 0.8188, recall@top3: 0.8304, prec@top3: 0.6987, recall@top5: 0.9429, prec@top5: 0.4886, loss: 0.0398, grad_norm: 0.2135 2021-04-11 08:41:26,145 - mmaction - INFO - Epoch [10][180/3842] lr: 1.670e-03, eta: 1:15:26, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0376, recall@thr=0.5: 0.7666, prec@thr=0.5: 0.8365, recall@top3: 0.8382, prec@top3: 0.7060, recall@top5: 0.9429, prec@top5: 0.4881, loss: 0.0376, grad_norm: 0.2048 2021-04-11 08:41:50,215 - mmaction - INFO - Epoch [10][200/3842] lr: 1.652e-03, eta: 1:15:01, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0400, recall@thr=0.5: 0.7371, prec@thr=0.5: 0.8070, recall@top3: 0.8239, prec@top3: 0.6952, recall@top5: 0.9441, prec@top5: 0.4903, loss: 0.0400, grad_norm: 0.2153 2021-04-11 08:42:14,419 - mmaction - INFO - Epoch [10][220/3842] lr: 1.634e-03, eta: 1:14:36, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0402, recall@thr=0.5: 0.7440, prec@thr=0.5: 0.8054, recall@top3: 0.8303, prec@top3: 0.6868, recall@top5: 0.9424, prec@top5: 0.4805, loss: 0.0402, grad_norm: 0.2074 2021-04-11 08:42:38,456 - mmaction - INFO - Epoch [10][240/3842] lr: 1.616e-03, eta: 1:14:12, time: 1.204, data_time: 0.003, memory: 10740, loss_action_cls: 0.0389, recall@thr=0.5: 0.7410, prec@thr=0.5: 0.8197, recall@top3: 0.8312, prec@top3: 0.7050, recall@top5: 0.9448, prec@top5: 0.4914, loss: 0.0389, grad_norm: 0.2043 2021-04-11 08:43:02,525 - mmaction - INFO - Epoch [10][260/3842] lr: 1.598e-03, eta: 1:13:47, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0402, recall@thr=0.5: 0.7540, prec@thr=0.5: 0.8158, recall@top3: 0.8329, prec@top3: 0.6897, recall@top5: 0.9384, prec@top5: 0.4772, loss: 0.0402, grad_norm: 0.2145 2021-04-11 08:43:26,779 - mmaction - INFO - Epoch [10][280/3842] lr: 1.580e-03, eta: 1:13:22, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0389, recall@thr=0.5: 0.7571, prec@thr=0.5: 0.8262, recall@top3: 0.8318, prec@top3: 0.7110, recall@top5: 0.9408, prec@top5: 0.4961, loss: 0.0389, grad_norm: 0.2086 2021-04-11 08:43:50,958 - mmaction - INFO - Epoch [10][300/3842] lr: 1.563e-03, eta: 1:12:57, time: 1.210, data_time: 0.003, memory: 10740, loss_action_cls: 0.0378, recall@thr=0.5: 0.7552, prec@thr=0.5: 0.8313, recall@top3: 0.8391, prec@top3: 0.7062, recall@top5: 0.9471, prec@top5: 0.4885, loss: 0.0378, grad_norm: 0.2142 2021-04-11 08:44:15,204 - mmaction - INFO - Epoch [10][320/3842] lr: 1.545e-03, eta: 1:12:32, time: 1.213, data_time: 0.002, memory: 10740, loss_action_cls: 0.0371, recall@thr=0.5: 0.7666, prec@thr=0.5: 0.8182, recall@top3: 0.8345, prec@top3: 0.6864, recall@top5: 0.9487, prec@top5: 0.4809, loss: 0.0371, grad_norm: 0.2095 2021-04-11 08:44:39,302 - mmaction - INFO - Epoch [10][340/3842] lr: 1.528e-03, eta: 1:12:08, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0399, recall@thr=0.5: 0.7420, prec@thr=0.5: 0.8232, recall@top3: 0.8219, prec@top3: 0.6930, recall@top5: 0.9332, prec@top5: 0.4842, loss: 0.0399, grad_norm: 0.2093 2021-04-11 08:45:03,383 - mmaction - INFO - Epoch [10][360/3842] lr: 1.511e-03, eta: 1:11:43, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0394, recall@thr=0.5: 0.7610, prec@thr=0.5: 0.8267, recall@top3: 0.8401, prec@top3: 0.7021, recall@top5: 0.9457, prec@top5: 0.4882, loss: 0.0394, grad_norm: 0.2004 2021-04-11 08:45:27,483 - mmaction - INFO - Epoch [10][380/3842] lr: 1.493e-03, eta: 1:11:18, time: 1.206, data_time: 0.003, memory: 10740, loss_action_cls: 0.0392, recall@thr=0.5: 0.7606, prec@thr=0.5: 0.8157, recall@top3: 0.8299, prec@top3: 0.6989, recall@top5: 0.9410, prec@top5: 0.4863, loss: 0.0392, grad_norm: 0.2043 2021-04-11 08:45:51,688 - mmaction - INFO - Epoch [10][400/3842] lr: 1.476e-03, eta: 1:10:53, time: 1.211, data_time: 0.002, memory: 10740, loss_action_cls: 0.0408, recall@thr=0.5: 0.7514, prec@thr=0.5: 0.8233, recall@top3: 0.8218, prec@top3: 0.6939, recall@top5: 0.9403, prec@top5: 0.4897, loss: 0.0408, grad_norm: 0.2083 2021-04-11 08:46:15,834 - mmaction - INFO - Epoch [10][420/3842] lr: 1.459e-03, eta: 1:10:29, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0407, recall@thr=0.5: 0.7495, prec@thr=0.5: 0.8158, recall@top3: 0.8282, prec@top3: 0.6940, recall@top5: 0.9354, prec@top5: 0.4818, loss: 0.0407, grad_norm: 0.2120 2021-04-11 08:46:39,922 - mmaction - INFO - Epoch [10][440/3842] lr: 1.442e-03, eta: 1:10:04, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0394, recall@thr=0.5: 0.7660, prec@thr=0.5: 0.8274, recall@top3: 0.8351, prec@top3: 0.7022, recall@top5: 0.9450, prec@top5: 0.4903, loss: 0.0394, grad_norm: 0.2023 2021-04-11 08:47:04,026 - mmaction - INFO - Epoch [10][460/3842] lr: 1.426e-03, eta: 1:09:39, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0374, recall@thr=0.5: 0.7606, prec@thr=0.5: 0.8290, recall@top3: 0.8382, prec@top3: 0.6995, recall@top5: 0.9420, prec@top5: 0.4828, loss: 0.0374, grad_norm: 0.2045 2021-04-11 08:47:28,194 - mmaction - INFO - Epoch [10][480/3842] lr: 1.409e-03, eta: 1:09:14, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0389, recall@thr=0.5: 0.7641, prec@thr=0.5: 0.8197, recall@top3: 0.8349, prec@top3: 0.7060, recall@top5: 0.9463, prec@top5: 0.4925, loss: 0.0389, grad_norm: 0.2029 2021-04-11 08:47:52,366 - mmaction - INFO - Epoch [10][500/3842] lr: 1.392e-03, eta: 1:08:50, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0390, recall@thr=0.5: 0.7580, prec@thr=0.5: 0.8150, recall@top3: 0.8335, prec@top3: 0.6924, recall@top5: 0.9438, prec@top5: 0.4832, loss: 0.0390, grad_norm: 0.2129 2021-04-11 08:48:17,114 - mmaction - INFO - Epoch [10][520/3842] lr: 1.376e-03, eta: 1:08:25, time: 1.237, data_time: 0.033, memory: 10740, loss_action_cls: 0.0400, recall@thr=0.5: 0.7461, prec@thr=0.5: 0.8197, recall@top3: 0.8268, prec@top3: 0.6853, recall@top5: 0.9409, prec@top5: 0.4805, loss: 0.0400, grad_norm: 0.2148 2021-04-11 08:48:41,296 - mmaction - INFO - Epoch [10][540/3842] lr: 1.359e-03, eta: 1:08:00, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0378, recall@thr=0.5: 0.7467, prec@thr=0.5: 0.8220, recall@top3: 0.8329, prec@top3: 0.6992, recall@top5: 0.9414, prec@top5: 0.4864, loss: 0.0378, grad_norm: 0.2097 2021-04-11 08:49:05,409 - mmaction - INFO - Epoch [10][560/3842] lr: 1.343e-03, eta: 1:07:35, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0404, recall@thr=0.5: 0.7506, prec@thr=0.5: 0.8198, recall@top3: 0.8219, prec@top3: 0.6935, recall@top5: 0.9416, prec@top5: 0.4891, loss: 0.0404, grad_norm: 0.2018 2021-04-11 08:49:29,434 - mmaction - INFO - Epoch [10][580/3842] lr: 1.327e-03, eta: 1:07:10, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0394, recall@thr=0.5: 0.7445, prec@thr=0.5: 0.8147, recall@top3: 0.8213, prec@top3: 0.6832, recall@top5: 0.9384, prec@top5: 0.4818, loss: 0.0394, grad_norm: 0.2127 2021-04-11 08:49:53,595 - mmaction - INFO - Epoch [10][600/3842] lr: 1.311e-03, eta: 1:06:46, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0399, recall@thr=0.5: 0.7473, prec@thr=0.5: 0.8227, recall@top3: 0.8256, prec@top3: 0.7027, recall@top5: 0.9380, prec@top5: 0.4905, loss: 0.0399, grad_norm: 0.2064 2021-04-11 08:50:17,689 - mmaction - INFO - Epoch [10][620/3842] lr: 1.295e-03, eta: 1:06:21, time: 1.207, data_time: 0.003, memory: 10740, loss_action_cls: 0.0387, recall@thr=0.5: 0.7555, prec@thr=0.5: 0.8213, recall@top3: 0.8322, prec@top3: 0.7026, recall@top5: 0.9425, prec@top5: 0.4898, loss: 0.0387, grad_norm: 0.2125 2021-04-11 08:50:41,991 - mmaction - INFO - Epoch [10][640/3842] lr: 1.279e-03, eta: 1:05:56, time: 1.213, data_time: 0.001, memory: 10740, loss_action_cls: 0.0381, recall@thr=0.5: 0.7658, prec@thr=0.5: 0.8225, recall@top3: 0.8326, prec@top3: 0.7018, recall@top5: 0.9413, prec@top5: 0.4889, loss: 0.0381, grad_norm: 0.1986 2021-04-11 08:51:06,061 - mmaction - INFO - Epoch [10][660/3842] lr: 1.263e-03, eta: 1:05:31, time: 1.206, data_time: 0.004, memory: 10740, loss_action_cls: 0.0386, recall@thr=0.5: 0.7641, prec@thr=0.5: 0.8176, recall@top3: 0.8335, prec@top3: 0.7003, recall@top5: 0.9459, prec@top5: 0.4873, loss: 0.0386, grad_norm: 0.2055 2021-04-11 08:51:30,131 - mmaction - INFO - Epoch [10][680/3842] lr: 1.247e-03, eta: 1:05:07, time: 1.201, data_time: 0.002, memory: 10740, loss_action_cls: 0.0403, recall@thr=0.5: 0.7557, prec@thr=0.5: 0.8183, recall@top3: 0.8269, prec@top3: 0.6977, recall@top5: 0.9427, prec@top5: 0.4903, loss: 0.0403, grad_norm: 0.2064 2021-04-11 08:51:54,362 - mmaction - INFO - Epoch [10][700/3842] lr: 1.232e-03, eta: 1:04:42, time: 1.214, data_time: 0.004, memory: 10740, loss_action_cls: 0.0399, recall@thr=0.5: 0.7511, prec@thr=0.5: 0.8258, recall@top3: 0.8238, prec@top3: 0.6988, recall@top5: 0.9433, prec@top5: 0.4929, loss: 0.0399, grad_norm: 0.1989 2021-04-11 08:52:18,454 - mmaction - INFO - Epoch [10][720/3842] lr: 1.216e-03, eta: 1:04:17, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0399, recall@thr=0.5: 0.7458, prec@thr=0.5: 0.8142, recall@top3: 0.8247, prec@top3: 0.6883, recall@top5: 0.9403, prec@top5: 0.4822, loss: 0.0399, grad_norm: 0.2122 2021-04-11 08:52:42,680 - mmaction - INFO - Epoch [10][740/3842] lr: 1.201e-03, eta: 1:03:52, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0406, recall@thr=0.5: 0.7478, prec@thr=0.5: 0.8118, recall@top3: 0.8277, prec@top3: 0.6867, recall@top5: 0.9413, prec@top5: 0.4811, loss: 0.0406, grad_norm: 0.2105 2021-04-11 08:53:06,922 - mmaction - INFO - Epoch [10][760/3842] lr: 1.185e-03, eta: 1:03:28, time: 1.214, data_time: 0.006, memory: 10740, loss_action_cls: 0.0378, recall@thr=0.5: 0.7625, prec@thr=0.5: 0.8258, recall@top3: 0.8362, prec@top3: 0.6947, recall@top5: 0.9454, prec@top5: 0.4828, loss: 0.0378, grad_norm: 0.2104 2021-04-11 08:53:31,151 - mmaction - INFO - Epoch [10][780/3842] lr: 1.170e-03, eta: 1:03:03, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0399, recall@thr=0.5: 0.7481, prec@thr=0.5: 0.8206, recall@top3: 0.8312, prec@top3: 0.6884, recall@top5: 0.9421, prec@top5: 0.4809, loss: 0.0399, grad_norm: 0.2147 2021-04-11 08:53:55,283 - mmaction - INFO - Epoch [10][800/3842] lr: 1.155e-03, eta: 1:02:38, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0375, recall@thr=0.5: 0.7616, prec@thr=0.5: 0.8239, recall@top3: 0.8365, prec@top3: 0.6972, recall@top5: 0.9407, prec@top5: 0.4818, loss: 0.0375, grad_norm: 0.2031 2021-04-11 08:54:19,356 - mmaction - INFO - Epoch [10][820/3842] lr: 1.140e-03, eta: 1:02:13, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0409, recall@thr=0.5: 0.7424, prec@thr=0.5: 0.8168, recall@top3: 0.8187, prec@top3: 0.6925, recall@top5: 0.9394, prec@top5: 0.4876, loss: 0.0409, grad_norm: 0.2059 2021-04-11 08:54:43,635 - mmaction - INFO - Epoch [10][840/3842] lr: 1.125e-03, eta: 1:01:49, time: 1.214, data_time: 0.001, memory: 10740, loss_action_cls: 0.0416, recall@thr=0.5: 0.7457, prec@thr=0.5: 0.8088, recall@top3: 0.8185, prec@top3: 0.6925, recall@top5: 0.9351, prec@top5: 0.4865, loss: 0.0416, grad_norm: 0.2181 2021-04-11 08:55:07,757 - mmaction - INFO - Epoch [10][860/3842] lr: 1.110e-03, eta: 1:01:24, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0381, recall@thr=0.5: 0.7643, prec@thr=0.5: 0.8293, recall@top3: 0.8367, prec@top3: 0.6995, recall@top5: 0.9465, prec@top5: 0.4888, loss: 0.0381, grad_norm: 0.2061 2021-04-11 08:55:31,965 - mmaction - INFO - Epoch [10][880/3842] lr: 1.095e-03, eta: 1:00:59, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0393, recall@thr=0.5: 0.7502, prec@thr=0.5: 0.8191, recall@top3: 0.8298, prec@top3: 0.6883, recall@top5: 0.9421, prec@top5: 0.4820, loss: 0.0393, grad_norm: 0.2121 2021-04-11 08:55:56,173 - mmaction - INFO - Epoch [10][900/3842] lr: 1.081e-03, eta: 1:00:34, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0404, recall@thr=0.5: 0.7478, prec@thr=0.5: 0.8186, recall@top3: 0.8319, prec@top3: 0.7045, recall@top5: 0.9405, prec@top5: 0.4903, loss: 0.0404, grad_norm: 0.2115 2021-04-11 08:56:20,348 - mmaction - INFO - Epoch [10][920/3842] lr: 1.066e-03, eta: 1:00:10, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0386, recall@thr=0.5: 0.7668, prec@thr=0.5: 0.8295, recall@top3: 0.8366, prec@top3: 0.7103, recall@top5: 0.9407, prec@top5: 0.4920, loss: 0.0386, grad_norm: 0.2054 2021-04-11 08:56:44,580 - mmaction - INFO - Epoch [10][940/3842] lr: 1.052e-03, eta: 0:59:45, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0401, recall@thr=0.5: 0.7599, prec@thr=0.5: 0.8237, recall@top3: 0.8246, prec@top3: 0.7034, recall@top5: 0.9393, prec@top5: 0.4932, loss: 0.0401, grad_norm: 0.2129 2021-04-11 08:57:08,548 - mmaction - INFO - Epoch [10][960/3842] lr: 1.037e-03, eta: 0:59:20, time: 1.200, data_time: 0.003, memory: 10740, loss_action_cls: 0.0404, recall@thr=0.5: 0.7582, prec@thr=0.5: 0.8259, recall@top3: 0.8326, prec@top3: 0.7039, recall@top5: 0.9435, prec@top5: 0.4904, loss: 0.0404, grad_norm: 0.1996 2021-04-11 08:57:32,862 - mmaction - INFO - Epoch [10][980/3842] lr: 1.023e-03, eta: 0:58:55, time: 1.215, data_time: 0.014, memory: 10740, loss_action_cls: 0.0398, recall@thr=0.5: 0.7558, prec@thr=0.5: 0.8153, recall@top3: 0.8267, prec@top3: 0.6939, recall@top5: 0.9381, prec@top5: 0.4838, loss: 0.0398, grad_norm: 0.2009 2021-04-11 08:57:56,950 - mmaction - INFO - Epoch [10][1000/3842] lr: 1.009e-03, eta: 0:58:31, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0395, recall@thr=0.5: 0.7560, prec@thr=0.5: 0.8270, recall@top3: 0.8385, prec@top3: 0.6927, recall@top5: 0.9462, prec@top5: 0.4807, loss: 0.0395, grad_norm: 0.2001 2021-04-11 08:58:21,119 - mmaction - INFO - Epoch [10][1020/3842] lr: 9.947e-04, eta: 0:58:06, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0401, recall@thr=0.5: 0.7571, prec@thr=0.5: 0.8256, recall@top3: 0.8287, prec@top3: 0.7001, recall@top5: 0.9387, prec@top5: 0.4892, loss: 0.0401, grad_norm: 0.2110 2021-04-11 08:58:45,297 - mmaction - INFO - Epoch [10][1040/3842] lr: 9.807e-04, eta: 0:57:41, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0398, recall@thr=0.5: 0.7484, prec@thr=0.5: 0.8178, recall@top3: 0.8309, prec@top3: 0.6963, recall@top5: 0.9391, prec@top5: 0.4860, loss: 0.0398, grad_norm: 0.2171 2021-04-11 08:59:09,617 - mmaction - INFO - Epoch [10][1060/3842] lr: 9.668e-04, eta: 0:57:16, time: 1.216, data_time: 0.002, memory: 10740, loss_action_cls: 0.0398, recall@thr=0.5: 0.7609, prec@thr=0.5: 0.8171, recall@top3: 0.8303, prec@top3: 0.6908, recall@top5: 0.9409, prec@top5: 0.4814, loss: 0.0398, grad_norm: 0.2075 2021-04-11 08:59:33,798 - mmaction - INFO - Epoch [10][1080/3842] lr: 9.530e-04, eta: 0:56:52, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0393, recall@thr=0.5: 0.7575, prec@thr=0.5: 0.8214, recall@top3: 0.8336, prec@top3: 0.6935, recall@top5: 0.9397, prec@top5: 0.4807, loss: 0.0393, grad_norm: 0.2078 2021-04-11 08:59:58,310 - mmaction - INFO - Epoch [10][1100/3842] lr: 9.393e-04, eta: 0:56:27, time: 1.226, data_time: 0.020, memory: 10740, loss_action_cls: 0.0394, recall@thr=0.5: 0.7564, prec@thr=0.5: 0.8262, recall@top3: 0.8266, prec@top3: 0.7059, recall@top5: 0.9391, prec@top5: 0.4959, loss: 0.0394, grad_norm: 0.2103 2021-04-11 09:00:22,394 - mmaction - INFO - Epoch [10][1120/3842] lr: 9.257e-04, eta: 0:56:02, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0383, recall@thr=0.5: 0.7708, prec@thr=0.5: 0.8345, recall@top3: 0.8390, prec@top3: 0.7061, recall@top5: 0.9472, prec@top5: 0.4901, loss: 0.0383, grad_norm: 0.2059 2021-04-11 09:00:46,529 - mmaction - INFO - Epoch [10][1140/3842] lr: 9.122e-04, eta: 0:55:37, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0383, recall@thr=0.5: 0.7602, prec@thr=0.5: 0.8213, recall@top3: 0.8411, prec@top3: 0.7020, recall@top5: 0.9412, prec@top5: 0.4848, loss: 0.0383, grad_norm: 0.2023 2021-04-11 09:01:10,553 - mmaction - INFO - Epoch [10][1160/3842] lr: 8.988e-04, eta: 0:55:13, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0401, recall@thr=0.5: 0.7398, prec@thr=0.5: 0.8128, recall@top3: 0.8273, prec@top3: 0.6939, recall@top5: 0.9400, prec@top5: 0.4853, loss: 0.0401, grad_norm: 0.2157 2021-04-11 09:01:34,722 - mmaction - INFO - Epoch [10][1180/3842] lr: 8.855e-04, eta: 0:54:48, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0405, recall@thr=0.5: 0.7488, prec@thr=0.5: 0.8128, recall@top3: 0.8296, prec@top3: 0.6985, recall@top5: 0.9379, prec@top5: 0.4868, loss: 0.0405, grad_norm: 0.2139 2021-04-11 09:01:58,895 - mmaction - INFO - Epoch [10][1200/3842] lr: 8.723e-04, eta: 0:54:23, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0386, recall@thr=0.5: 0.7651, prec@thr=0.5: 0.8323, recall@top3: 0.8412, prec@top3: 0.7074, recall@top5: 0.9490, prec@top5: 0.4921, loss: 0.0386, grad_norm: 0.2039 2021-04-11 09:02:22,915 - mmaction - INFO - Epoch [10][1220/3842] lr: 8.592e-04, eta: 0:53:58, time: 1.201, data_time: 0.002, memory: 10740, loss_action_cls: 0.0388, recall@thr=0.5: 0.7515, prec@thr=0.5: 0.8181, recall@top3: 0.8278, prec@top3: 0.7068, recall@top5: 0.9462, prec@top5: 0.4974, loss: 0.0388, grad_norm: 0.2093 2021-04-11 09:02:46,854 - mmaction - INFO - Epoch [10][1240/3842] lr: 8.462e-04, eta: 0:53:34, time: 1.198, data_time: 0.002, memory: 10740, loss_action_cls: 0.0391, recall@thr=0.5: 0.7593, prec@thr=0.5: 0.8275, recall@top3: 0.8306, prec@top3: 0.6973, recall@top5: 0.9474, prec@top5: 0.4887, loss: 0.0391, grad_norm: 0.2087 2021-04-11 09:03:11,022 - mmaction - INFO - Epoch [10][1260/3842] lr: 8.333e-04, eta: 0:53:09, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0407, recall@thr=0.5: 0.7481, prec@thr=0.5: 0.8051, recall@top3: 0.8269, prec@top3: 0.6975, recall@top5: 0.9438, prec@top5: 0.4894, loss: 0.0407, grad_norm: 0.2024 2021-04-11 09:03:35,166 - mmaction - INFO - Epoch [10][1280/3842] lr: 8.205e-04, eta: 0:52:44, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0385, recall@thr=0.5: 0.7589, prec@thr=0.5: 0.8194, recall@top3: 0.8378, prec@top3: 0.6923, recall@top5: 0.9440, prec@top5: 0.4809, loss: 0.0385, grad_norm: 0.2109 2021-04-11 09:03:59,349 - mmaction - INFO - Epoch [10][1300/3842] lr: 8.078e-04, eta: 0:52:19, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0381, recall@thr=0.5: 0.7616, prec@thr=0.5: 0.8272, recall@top3: 0.8368, prec@top3: 0.6895, recall@top5: 0.9432, prec@top5: 0.4771, loss: 0.0381, grad_norm: 0.2013 2021-04-11 09:04:23,477 - mmaction - INFO - Epoch [10][1320/3842] lr: 7.952e-04, eta: 0:51:55, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0396, recall@thr=0.5: 0.7469, prec@thr=0.5: 0.8250, recall@top3: 0.8269, prec@top3: 0.6976, recall@top5: 0.9368, prec@top5: 0.4878, loss: 0.0396, grad_norm: 0.2131 2021-04-11 09:04:47,482 - mmaction - INFO - Epoch [10][1340/3842] lr: 7.827e-04, eta: 0:51:30, time: 1.202, data_time: 0.003, memory: 10740, loss_action_cls: 0.0397, recall@thr=0.5: 0.7465, prec@thr=0.5: 0.8218, recall@top3: 0.8281, prec@top3: 0.6940, recall@top5: 0.9397, prec@top5: 0.4840, loss: 0.0397, grad_norm: 0.2101 2021-04-11 09:05:11,824 - mmaction - INFO - Epoch [10][1360/3842] lr: 7.703e-04, eta: 0:51:05, time: 1.217, data_time: 0.012, memory: 10740, loss_action_cls: 0.0400, recall@thr=0.5: 0.7636, prec@thr=0.5: 0.8190, recall@top3: 0.8308, prec@top3: 0.7021, recall@top5: 0.9386, prec@top5: 0.4885, loss: 0.0400, grad_norm: 0.1997 2021-04-11 09:05:35,931 - mmaction - INFO - Epoch [10][1380/3842] lr: 7.580e-04, eta: 0:50:40, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0394, recall@thr=0.5: 0.7521, prec@thr=0.5: 0.8284, recall@top3: 0.8292, prec@top3: 0.6955, recall@top5: 0.9443, prec@top5: 0.4878, loss: 0.0394, grad_norm: 0.2128 2021-04-11 09:06:00,093 - mmaction - INFO - Epoch [10][1400/3842] lr: 7.457e-04, eta: 0:50:16, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0376, recall@thr=0.5: 0.7586, prec@thr=0.5: 0.8275, recall@top3: 0.8339, prec@top3: 0.6846, recall@top5: 0.9471, prec@top5: 0.4780, loss: 0.0376, grad_norm: 0.2043 2021-04-11 09:06:24,311 - mmaction - INFO - Epoch [10][1420/3842] lr: 7.336e-04, eta: 0:49:51, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0392, recall@thr=0.5: 0.7576, prec@thr=0.5: 0.8175, recall@top3: 0.8349, prec@top3: 0.7025, recall@top5: 0.9415, prec@top5: 0.4871, loss: 0.0392, grad_norm: 0.2026 2021-04-11 09:06:48,589 - mmaction - INFO - Epoch [10][1440/3842] lr: 7.216e-04, eta: 0:49:26, time: 1.212, data_time: 0.011, memory: 10740, loss_action_cls: 0.0372, recall@thr=0.5: 0.7684, prec@thr=0.5: 0.8210, recall@top3: 0.8414, prec@top3: 0.7009, recall@top5: 0.9482, prec@top5: 0.4860, loss: 0.0372, grad_norm: 0.2115 2021-04-11 09:07:12,743 - mmaction - INFO - Epoch [10][1460/3842] lr: 7.097e-04, eta: 0:49:01, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0390, recall@thr=0.5: 0.7524, prec@thr=0.5: 0.8187, recall@top3: 0.8240, prec@top3: 0.6971, recall@top5: 0.9427, prec@top5: 0.4900, loss: 0.0390, grad_norm: 0.2187 2021-04-11 09:07:36,782 - mmaction - INFO - Epoch [10][1480/3842] lr: 6.979e-04, eta: 0:48:37, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0387, recall@thr=0.5: 0.7675, prec@thr=0.5: 0.8300, recall@top3: 0.8411, prec@top3: 0.7056, recall@top5: 0.9440, prec@top5: 0.4872, loss: 0.0387, grad_norm: 0.2079 2021-04-11 09:08:00,863 - mmaction - INFO - Epoch [10][1500/3842] lr: 6.861e-04, eta: 0:48:12, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0385, recall@thr=0.5: 0.7536, prec@thr=0.5: 0.8236, recall@top3: 0.8327, prec@top3: 0.6995, recall@top5: 0.9433, prec@top5: 0.4875, loss: 0.0385, grad_norm: 0.2086 2021-04-11 09:08:24,994 - mmaction - INFO - Epoch [10][1520/3842] lr: 6.745e-04, eta: 0:47:47, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0389, recall@thr=0.5: 0.7475, prec@thr=0.5: 0.8236, recall@top3: 0.8329, prec@top3: 0.6946, recall@top5: 0.9431, prec@top5: 0.4848, loss: 0.0389, grad_norm: 0.2109 2021-04-11 09:08:49,155 - mmaction - INFO - Epoch [10][1540/3842] lr: 6.630e-04, eta: 0:47:22, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0387, recall@thr=0.5: 0.7529, prec@thr=0.5: 0.8156, recall@top3: 0.8330, prec@top3: 0.6853, recall@top5: 0.9447, prec@top5: 0.4798, loss: 0.0387, grad_norm: 0.2167 2021-04-11 09:09:13,274 - mmaction - INFO - Epoch [10][1560/3842] lr: 6.515e-04, eta: 0:46:58, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0401, recall@thr=0.5: 0.7541, prec@thr=0.5: 0.8119, recall@top3: 0.8233, prec@top3: 0.6794, recall@top5: 0.9367, prec@top5: 0.4772, loss: 0.0401, grad_norm: 0.2188 2021-04-11 09:09:37,384 - mmaction - INFO - Epoch [10][1580/3842] lr: 6.402e-04, eta: 0:46:33, time: 1.207, data_time: 0.003, memory: 10740, loss_action_cls: 0.0397, recall@thr=0.5: 0.7601, prec@thr=0.5: 0.8246, recall@top3: 0.8379, prec@top3: 0.6990, recall@top5: 0.9416, prec@top5: 0.4827, loss: 0.0397, grad_norm: 0.2050 2021-04-11 09:10:01,579 - mmaction - INFO - Epoch [10][1600/3842] lr: 6.290e-04, eta: 0:46:08, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0395, recall@thr=0.5: 0.7427, prec@thr=0.5: 0.8185, recall@top3: 0.8309, prec@top3: 0.6953, recall@top5: 0.9422, prec@top5: 0.4830, loss: 0.0395, grad_norm: 0.2121 2021-04-11 09:10:25,602 - mmaction - INFO - Epoch [10][1620/3842] lr: 6.178e-04, eta: 0:45:44, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0386, recall@thr=0.5: 0.7492, prec@thr=0.5: 0.8271, recall@top3: 0.8353, prec@top3: 0.7039, recall@top5: 0.9415, prec@top5: 0.4892, loss: 0.0386, grad_norm: 0.2131 2021-04-11 09:10:49,633 - mmaction - INFO - Epoch [10][1640/3842] lr: 6.068e-04, eta: 0:45:19, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0381, recall@thr=0.5: 0.7605, prec@thr=0.5: 0.8295, recall@top3: 0.8369, prec@top3: 0.7039, recall@top5: 0.9455, prec@top5: 0.4884, loss: 0.0381, grad_norm: 0.2143 2021-04-11 09:11:13,681 - mmaction - INFO - Epoch [10][1660/3842] lr: 5.959e-04, eta: 0:44:54, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0406, recall@thr=0.5: 0.7503, prec@thr=0.5: 0.8179, recall@top3: 0.8279, prec@top3: 0.7011, recall@top5: 0.9414, prec@top5: 0.4906, loss: 0.0406, grad_norm: 0.2116 2021-04-11 09:11:37,874 - mmaction - INFO - Epoch [10][1680/3842] lr: 5.850e-04, eta: 0:44:29, time: 1.210, data_time: 0.004, memory: 10740, loss_action_cls: 0.0391, recall@thr=0.5: 0.7518, prec@thr=0.5: 0.8068, recall@top3: 0.8319, prec@top3: 0.6827, recall@top5: 0.9394, prec@top5: 0.4755, loss: 0.0391, grad_norm: 0.2147 2021-04-11 09:12:01,874 - mmaction - INFO - Epoch [10][1700/3842] lr: 5.743e-04, eta: 0:44:05, time: 1.203, data_time: 0.003, memory: 10740, loss_action_cls: 0.0411, recall@thr=0.5: 0.7504, prec@thr=0.5: 0.8182, recall@top3: 0.8293, prec@top3: 0.6968, recall@top5: 0.9397, prec@top5: 0.4850, loss: 0.0411, grad_norm: 0.2147 2021-04-11 09:12:25,911 - mmaction - INFO - Epoch [10][1720/3842] lr: 5.636e-04, eta: 0:43:40, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0383, recall@thr=0.5: 0.7694, prec@thr=0.5: 0.8233, recall@top3: 0.8441, prec@top3: 0.6912, recall@top5: 0.9448, prec@top5: 0.4778, loss: 0.0383, grad_norm: 0.2064 2021-04-11 09:12:50,094 - mmaction - INFO - Epoch [10][1740/3842] lr: 5.531e-04, eta: 0:43:15, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0383, recall@thr=0.5: 0.7553, prec@thr=0.5: 0.8276, recall@top3: 0.8442, prec@top3: 0.6914, recall@top5: 0.9448, prec@top5: 0.4768, loss: 0.0383, grad_norm: 0.2140 2021-04-11 09:13:14,140 - mmaction - INFO - Epoch [10][1760/3842] lr: 5.426e-04, eta: 0:42:50, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0384, recall@thr=0.5: 0.7499, prec@thr=0.5: 0.8273, recall@top3: 0.8338, prec@top3: 0.6964, recall@top5: 0.9414, prec@top5: 0.4845, loss: 0.0384, grad_norm: 0.2035 2021-04-11 09:13:38,257 - mmaction - INFO - Epoch [10][1780/3842] lr: 5.323e-04, eta: 0:42:26, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0385, recall@thr=0.5: 0.7511, prec@thr=0.5: 0.8290, recall@top3: 0.8212, prec@top3: 0.7006, recall@top5: 0.9377, prec@top5: 0.4925, loss: 0.0385, grad_norm: 0.2137 2021-04-11 09:14:02,460 - mmaction - INFO - Epoch [10][1800/3842] lr: 5.221e-04, eta: 0:42:01, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0400, recall@thr=0.5: 0.7635, prec@thr=0.5: 0.8182, recall@top3: 0.8379, prec@top3: 0.7022, recall@top5: 0.9469, prec@top5: 0.4889, loss: 0.0400, grad_norm: 0.2142 2021-04-11 09:14:26,804 - mmaction - INFO - Epoch [10][1820/3842] lr: 5.119e-04, eta: 0:41:36, time: 1.217, data_time: 0.002, memory: 10740, loss_action_cls: 0.0402, recall@thr=0.5: 0.7470, prec@thr=0.5: 0.8180, recall@top3: 0.8227, prec@top3: 0.6855, recall@top5: 0.9344, prec@top5: 0.4811, loss: 0.0402, grad_norm: 0.2033 2021-04-11 09:14:50,918 - mmaction - INFO - Epoch [10][1840/3842] lr: 5.019e-04, eta: 0:41:11, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0404, recall@thr=0.5: 0.7456, prec@thr=0.5: 0.8132, recall@top3: 0.8251, prec@top3: 0.6910, recall@top5: 0.9423, prec@top5: 0.4855, loss: 0.0404, grad_norm: 0.2131 2021-04-11 09:15:15,266 - mmaction - INFO - Epoch [10][1860/3842] lr: 4.919e-04, eta: 0:40:47, time: 1.217, data_time: 0.001, memory: 10740, loss_action_cls: 0.0389, recall@thr=0.5: 0.7607, prec@thr=0.5: 0.8135, recall@top3: 0.8312, prec@top3: 0.7024, recall@top5: 0.9470, prec@top5: 0.4928, loss: 0.0389, grad_norm: 0.2088 2021-04-11 09:15:39,851 - mmaction - INFO - Epoch [10][1880/3842] lr: 4.821e-04, eta: 0:40:22, time: 1.230, data_time: 0.023, memory: 10740, loss_action_cls: 0.0383, recall@thr=0.5: 0.7555, prec@thr=0.5: 0.8174, recall@top3: 0.8359, prec@top3: 0.6921, recall@top5: 0.9439, prec@top5: 0.4809, loss: 0.0383, grad_norm: 0.2134 2021-04-11 09:16:04,118 - mmaction - INFO - Epoch [10][1900/3842] lr: 4.723e-04, eta: 0:39:57, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0390, recall@thr=0.5: 0.7502, prec@thr=0.5: 0.8203, recall@top3: 0.8292, prec@top3: 0.6984, recall@top5: 0.9398, prec@top5: 0.4884, loss: 0.0390, grad_norm: 0.2199 2021-04-11 09:16:28,377 - mmaction - INFO - Epoch [10][1920/3842] lr: 4.626e-04, eta: 0:39:33, time: 1.215, data_time: 0.003, memory: 10740, loss_action_cls: 0.0386, recall@thr=0.5: 0.7534, prec@thr=0.5: 0.8102, recall@top3: 0.8325, prec@top3: 0.6869, recall@top5: 0.9400, prec@top5: 0.4787, loss: 0.0386, grad_norm: 0.2078 2021-04-11 09:16:52,586 - mmaction - INFO - Epoch [10][1940/3842] lr: 4.531e-04, eta: 0:39:08, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0406, recall@thr=0.5: 0.7492, prec@thr=0.5: 0.8263, recall@top3: 0.8220, prec@top3: 0.6890, recall@top5: 0.9411, prec@top5: 0.4848, loss: 0.0406, grad_norm: 0.2147 2021-04-11 09:17:16,658 - mmaction - INFO - Epoch [10][1960/3842] lr: 4.436e-04, eta: 0:38:43, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0375, recall@thr=0.5: 0.7673, prec@thr=0.5: 0.8346, recall@top3: 0.8442, prec@top3: 0.7028, recall@top5: 0.9476, prec@top5: 0.4855, loss: 0.0375, grad_norm: 0.2075 2021-04-11 09:17:40,924 - mmaction - INFO - Epoch [10][1980/3842] lr: 4.343e-04, eta: 0:38:18, time: 1.213, data_time: 0.001, memory: 10740, loss_action_cls: 0.0382, recall@thr=0.5: 0.7654, prec@thr=0.5: 0.8284, recall@top3: 0.8352, prec@top3: 0.6909, recall@top5: 0.9464, prec@top5: 0.4825, loss: 0.0382, grad_norm: 0.2104 2021-04-11 09:18:05,030 - mmaction - INFO - Epoch [10][2000/3842] lr: 4.250e-04, eta: 0:37:54, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0383, recall@thr=0.5: 0.7561, prec@thr=0.5: 0.8277, recall@top3: 0.8359, prec@top3: 0.7002, recall@top5: 0.9452, prec@top5: 0.4888, loss: 0.0383, grad_norm: 0.2047 2021-04-11 09:18:29,089 - mmaction - INFO - Epoch [10][2020/3842] lr: 4.159e-04, eta: 0:37:29, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0402, recall@thr=0.5: 0.7527, prec@thr=0.5: 0.8229, recall@top3: 0.8362, prec@top3: 0.6968, recall@top5: 0.9358, prec@top5: 0.4798, loss: 0.0402, grad_norm: 0.2086 2021-04-11 09:18:53,250 - mmaction - INFO - Epoch [10][2040/3842] lr: 4.068e-04, eta: 0:37:04, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0404, recall@thr=0.5: 0.7486, prec@thr=0.5: 0.8190, recall@top3: 0.8270, prec@top3: 0.6910, recall@top5: 0.9391, prec@top5: 0.4817, loss: 0.0404, grad_norm: 0.2031 2021-04-11 09:19:17,382 - mmaction - INFO - Epoch [10][2060/3842] lr: 3.979e-04, eta: 0:36:40, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0377, recall@thr=0.5: 0.7630, prec@thr=0.5: 0.8297, recall@top3: 0.8348, prec@top3: 0.6955, recall@top5: 0.9446, prec@top5: 0.4873, loss: 0.0377, grad_norm: 0.2021 2021-04-11 09:19:41,470 - mmaction - INFO - Epoch [10][2080/3842] lr: 3.890e-04, eta: 0:36:15, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0370, recall@thr=0.5: 0.7802, prec@thr=0.5: 0.8345, recall@top3: 0.8428, prec@top3: 0.7123, recall@top5: 0.9468, prec@top5: 0.4930, loss: 0.0370, grad_norm: 0.2024 2021-04-11 09:20:05,635 - mmaction - INFO - Epoch [10][2100/3842] lr: 3.802e-04, eta: 0:35:50, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0383, recall@thr=0.5: 0.7575, prec@thr=0.5: 0.8175, recall@top3: 0.8339, prec@top3: 0.6848, recall@top5: 0.9385, prec@top5: 0.4737, loss: 0.0383, grad_norm: 0.2059 2021-04-11 09:20:29,814 - mmaction - INFO - Epoch [10][2120/3842] lr: 3.716e-04, eta: 0:35:25, time: 1.209, data_time: 0.002, memory: 10740, loss_action_cls: 0.0381, recall@thr=0.5: 0.7529, prec@thr=0.5: 0.8184, recall@top3: 0.8344, prec@top3: 0.6879, recall@top5: 0.9428, prec@top5: 0.4786, loss: 0.0381, grad_norm: 0.2041 2021-04-11 09:20:53,928 - mmaction - INFO - Epoch [10][2140/3842] lr: 3.630e-04, eta: 0:35:01, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0403, recall@thr=0.5: 0.7586, prec@thr=0.5: 0.8214, recall@top3: 0.8351, prec@top3: 0.6979, recall@top5: 0.9378, prec@top5: 0.4836, loss: 0.0403, grad_norm: 0.2084 2021-04-11 09:21:18,175 - mmaction - INFO - Epoch [10][2160/3842] lr: 3.545e-04, eta: 0:34:36, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0407, recall@thr=0.5: 0.7478, prec@thr=0.5: 0.8206, recall@top3: 0.8258, prec@top3: 0.6910, recall@top5: 0.9398, prec@top5: 0.4850, loss: 0.0407, grad_norm: 0.2058 2021-04-11 09:21:42,259 - mmaction - INFO - Epoch [10][2180/3842] lr: 3.462e-04, eta: 0:34:11, time: 1.205, data_time: 0.004, memory: 10740, loss_action_cls: 0.0385, recall@thr=0.5: 0.7491, prec@thr=0.5: 0.8252, recall@top3: 0.8323, prec@top3: 0.7051, recall@top5: 0.9417, prec@top5: 0.4895, loss: 0.0385, grad_norm: 0.2107 2021-04-11 09:22:06,298 - mmaction - INFO - Epoch [10][2200/3842] lr: 3.379e-04, eta: 0:33:47, time: 1.204, data_time: 0.003, memory: 10740, loss_action_cls: 0.0397, recall@thr=0.5: 0.7494, prec@thr=0.5: 0.8241, recall@top3: 0.8347, prec@top3: 0.6878, recall@top5: 0.9378, prec@top5: 0.4761, loss: 0.0397, grad_norm: 0.2068 2021-04-11 09:22:30,349 - mmaction - INFO - Epoch [10][2220/3842] lr: 3.298e-04, eta: 0:33:22, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0409, recall@thr=0.5: 0.7437, prec@thr=0.5: 0.8087, recall@top3: 0.8201, prec@top3: 0.6875, recall@top5: 0.9327, prec@top5: 0.4818, loss: 0.0409, grad_norm: 0.2062 2021-04-11 09:22:54,502 - mmaction - INFO - Epoch [10][2240/3842] lr: 3.217e-04, eta: 0:32:57, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0405, recall@thr=0.5: 0.7525, prec@thr=0.5: 0.8228, recall@top3: 0.8306, prec@top3: 0.6861, recall@top5: 0.9436, prec@top5: 0.4800, loss: 0.0405, grad_norm: 0.1999 2021-04-11 09:23:18,639 - mmaction - INFO - Epoch [10][2260/3842] lr: 3.137e-04, eta: 0:32:32, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0384, recall@thr=0.5: 0.7525, prec@thr=0.5: 0.8210, recall@top3: 0.8344, prec@top3: 0.6928, recall@top5: 0.9429, prec@top5: 0.4810, loss: 0.0384, grad_norm: 0.2036 2021-04-11 09:23:43,034 - mmaction - INFO - Epoch [10][2280/3842] lr: 3.059e-04, eta: 0:32:08, time: 1.218, data_time: 0.001, memory: 10740, loss_action_cls: 0.0380, recall@thr=0.5: 0.7586, prec@thr=0.5: 0.8328, recall@top3: 0.8389, prec@top3: 0.7050, recall@top5: 0.9440, prec@top5: 0.4896, loss: 0.0380, grad_norm: 0.2050 2021-04-11 09:24:07,377 - mmaction - INFO - Epoch [10][2300/3842] lr: 2.981e-04, eta: 0:31:43, time: 1.217, data_time: 0.002, memory: 10740, loss_action_cls: 0.0380, recall@thr=0.5: 0.7566, prec@thr=0.5: 0.8251, recall@top3: 0.8327, prec@top3: 0.7005, recall@top5: 0.9467, prec@top5: 0.4884, loss: 0.0380, grad_norm: 0.2187 2021-04-11 09:24:31,570 - mmaction - INFO - Epoch [10][2320/3842] lr: 2.904e-04, eta: 0:31:18, time: 1.211, data_time: 0.003, memory: 10740, loss_action_cls: 0.0397, recall@thr=0.5: 0.7504, prec@thr=0.5: 0.8235, recall@top3: 0.8310, prec@top3: 0.7016, recall@top5: 0.9383, prec@top5: 0.4893, loss: 0.0397, grad_norm: 0.2111 2021-04-11 09:24:55,736 - mmaction - INFO - Epoch [10][2340/3842] lr: 2.829e-04, eta: 0:30:54, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0389, recall@thr=0.5: 0.7588, prec@thr=0.5: 0.8102, recall@top3: 0.8329, prec@top3: 0.6913, recall@top5: 0.9419, prec@top5: 0.4818, loss: 0.0389, grad_norm: 0.2101 2021-04-11 09:25:19,930 - mmaction - INFO - Epoch [10][2360/3842] lr: 2.754e-04, eta: 0:30:29, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0390, recall@thr=0.5: 0.7617, prec@thr=0.5: 0.8288, recall@top3: 0.8316, prec@top3: 0.6973, recall@top5: 0.9399, prec@top5: 0.4852, loss: 0.0390, grad_norm: 0.2108 2021-04-11 09:25:44,153 - mmaction - INFO - Epoch [10][2380/3842] lr: 2.680e-04, eta: 0:30:04, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0385, recall@thr=0.5: 0.7497, prec@thr=0.5: 0.8051, recall@top3: 0.8330, prec@top3: 0.6885, recall@top5: 0.9449, prec@top5: 0.4810, loss: 0.0385, grad_norm: 0.2139 2021-04-11 09:26:08,255 - mmaction - INFO - Epoch [10][2400/3842] lr: 2.607e-04, eta: 0:29:39, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0379, recall@thr=0.5: 0.7645, prec@thr=0.5: 0.8318, recall@top3: 0.8368, prec@top3: 0.6938, recall@top5: 0.9448, prec@top5: 0.4816, loss: 0.0379, grad_norm: 0.2027 2021-04-11 09:26:32,570 - mmaction - INFO - Epoch [10][2420/3842] lr: 2.536e-04, eta: 0:29:15, time: 1.214, data_time: 0.001, memory: 10740, loss_action_cls: 0.0397, recall@thr=0.5: 0.7574, prec@thr=0.5: 0.8160, recall@top3: 0.8331, prec@top3: 0.7012, recall@top5: 0.9464, prec@top5: 0.4900, loss: 0.0397, grad_norm: 0.2170 2021-04-11 09:26:56,658 - mmaction - INFO - Epoch [10][2440/3842] lr: 2.465e-04, eta: 0:28:50, time: 1.206, data_time: 0.003, memory: 10740, loss_action_cls: 0.0393, recall@thr=0.5: 0.7587, prec@thr=0.5: 0.8284, recall@top3: 0.8354, prec@top3: 0.7003, recall@top5: 0.9400, prec@top5: 0.4854, loss: 0.0393, grad_norm: 0.2008 2021-04-11 09:27:20,822 - mmaction - INFO - Epoch [10][2460/3842] lr: 2.395e-04, eta: 0:28:25, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0393, recall@thr=0.5: 0.7633, prec@thr=0.5: 0.8190, recall@top3: 0.8390, prec@top3: 0.7068, recall@top5: 0.9438, prec@top5: 0.4891, loss: 0.0393, grad_norm: 0.2090 2021-04-11 09:27:44,871 - mmaction - INFO - Epoch [10][2480/3842] lr: 2.327e-04, eta: 0:28:01, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0395, recall@thr=0.5: 0.7477, prec@thr=0.5: 0.8103, recall@top3: 0.8267, prec@top3: 0.7025, recall@top5: 0.9417, prec@top5: 0.4925, loss: 0.0395, grad_norm: 0.2120 2021-04-11 09:28:09,018 - mmaction - INFO - Epoch [10][2500/3842] lr: 2.259e-04, eta: 0:27:36, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0355, recall@thr=0.5: 0.7738, prec@thr=0.5: 0.8363, recall@top3: 0.8522, prec@top3: 0.6974, recall@top5: 0.9491, prec@top5: 0.4785, loss: 0.0355, grad_norm: 0.2072 2021-04-11 09:28:33,332 - mmaction - INFO - Epoch [10][2520/3842] lr: 2.192e-04, eta: 0:27:11, time: 1.216, data_time: 0.001, memory: 10740, loss_action_cls: 0.0383, recall@thr=0.5: 0.7483, prec@thr=0.5: 0.8280, recall@top3: 0.8328, prec@top3: 0.7116, recall@top5: 0.9467, prec@top5: 0.4986, loss: 0.0383, grad_norm: 0.2080 2021-04-11 09:28:57,385 - mmaction - INFO - Epoch [10][2540/3842] lr: 2.126e-04, eta: 0:26:47, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0384, recall@thr=0.5: 0.7647, prec@thr=0.5: 0.8260, recall@top3: 0.8381, prec@top3: 0.6949, recall@top5: 0.9452, prec@top5: 0.4839, loss: 0.0384, grad_norm: 0.2022 2021-04-11 09:29:21,482 - mmaction - INFO - Epoch [10][2560/3842] lr: 2.062e-04, eta: 0:26:22, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0396, recall@thr=0.5: 0.7509, prec@thr=0.5: 0.8200, recall@top3: 0.8257, prec@top3: 0.7031, recall@top5: 0.9407, prec@top5: 0.4935, loss: 0.0396, grad_norm: 0.2057 2021-04-11 09:29:45,585 - mmaction - INFO - Epoch [10][2580/3842] lr: 1.998e-04, eta: 0:25:57, time: 1.206, data_time: 0.003, memory: 10740, loss_action_cls: 0.0389, recall@thr=0.5: 0.7619, prec@thr=0.5: 0.8265, recall@top3: 0.8456, prec@top3: 0.7033, recall@top5: 0.9455, prec@top5: 0.4839, loss: 0.0389, grad_norm: 0.2059 2021-04-11 09:30:09,763 - mmaction - INFO - Epoch [10][2600/3842] lr: 1.935e-04, eta: 0:25:32, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0394, recall@thr=0.5: 0.7569, prec@thr=0.5: 0.8162, recall@top3: 0.8433, prec@top3: 0.6872, recall@top5: 0.9493, prec@top5: 0.4767, loss: 0.0394, grad_norm: 0.2071 2021-04-11 09:30:33,931 - mmaction - INFO - Epoch [10][2620/3842] lr: 1.874e-04, eta: 0:25:08, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0364, recall@thr=0.5: 0.7710, prec@thr=0.5: 0.8316, recall@top3: 0.8463, prec@top3: 0.6989, recall@top5: 0.9472, prec@top5: 0.4823, loss: 0.0364, grad_norm: 0.2074 2021-04-11 09:30:58,088 - mmaction - INFO - Epoch [10][2640/3842] lr: 1.813e-04, eta: 0:24:43, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0390, recall@thr=0.5: 0.7497, prec@thr=0.5: 0.8245, recall@top3: 0.8261, prec@top3: 0.7044, recall@top5: 0.9438, prec@top5: 0.4945, loss: 0.0390, grad_norm: 0.2054 2021-04-11 09:31:22,251 - mmaction - INFO - Epoch [10][2660/3842] lr: 1.753e-04, eta: 0:24:18, time: 1.208, data_time: 0.002, memory: 10740, loss_action_cls: 0.0376, recall@thr=0.5: 0.7581, prec@thr=0.5: 0.8202, recall@top3: 0.8276, prec@top3: 0.7036, recall@top5: 0.9454, prec@top5: 0.4961, loss: 0.0376, grad_norm: 0.2105 2021-04-11 09:31:46,570 - mmaction - INFO - Epoch [10][2680/3842] lr: 1.694e-04, eta: 0:23:54, time: 1.217, data_time: 0.002, memory: 10740, loss_action_cls: 0.0379, recall@thr=0.5: 0.7597, prec@thr=0.5: 0.8234, recall@top3: 0.8332, prec@top3: 0.6868, recall@top5: 0.9439, prec@top5: 0.4803, loss: 0.0379, grad_norm: 0.2115 2021-04-11 09:32:10,628 - mmaction - INFO - Epoch [10][2700/3842] lr: 1.637e-04, eta: 0:23:29, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0410, recall@thr=0.5: 0.7423, prec@thr=0.5: 0.8195, recall@top3: 0.8285, prec@top3: 0.6890, recall@top5: 0.9399, prec@top5: 0.4816, loss: 0.0410, grad_norm: 0.2176 2021-04-11 09:32:34,784 - mmaction - INFO - Epoch [10][2720/3842] lr: 1.580e-04, eta: 0:23:04, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0388, recall@thr=0.5: 0.7576, prec@thr=0.5: 0.8239, recall@top3: 0.8317, prec@top3: 0.7113, recall@top5: 0.9469, prec@top5: 0.4979, loss: 0.0388, grad_norm: 0.2070 2021-04-11 09:32:58,983 - mmaction - INFO - Epoch [10][2740/3842] lr: 1.524e-04, eta: 0:22:40, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0403, recall@thr=0.5: 0.7486, prec@thr=0.5: 0.8126, recall@top3: 0.8332, prec@top3: 0.6987, recall@top5: 0.9416, prec@top5: 0.4873, loss: 0.0403, grad_norm: 0.2209 2021-04-11 09:33:23,220 - mmaction - INFO - Epoch [10][2760/3842] lr: 1.469e-04, eta: 0:22:15, time: 1.211, data_time: 0.001, memory: 10740, loss_action_cls: 0.0400, recall@thr=0.5: 0.7558, prec@thr=0.5: 0.8284, recall@top3: 0.8307, prec@top3: 0.6989, recall@top5: 0.9442, prec@top5: 0.4879, loss: 0.0400, grad_norm: 0.2137 2021-04-11 09:33:47,555 - mmaction - INFO - Epoch [10][2780/3842] lr: 1.416e-04, eta: 0:21:50, time: 1.218, data_time: 0.003, memory: 10740, loss_action_cls: 0.0407, recall@thr=0.5: 0.7523, prec@thr=0.5: 0.8160, recall@top3: 0.8205, prec@top3: 0.6939, recall@top5: 0.9353, prec@top5: 0.4864, loss: 0.0407, grad_norm: 0.2130 2021-04-11 09:34:11,795 - mmaction - INFO - Epoch [10][2800/3842] lr: 1.363e-04, eta: 0:21:25, time: 1.212, data_time: 0.002, memory: 10740, loss_action_cls: 0.0375, recall@thr=0.5: 0.7667, prec@thr=0.5: 0.8291, recall@top3: 0.8326, prec@top3: 0.7035, recall@top5: 0.9452, prec@top5: 0.4916, loss: 0.0375, grad_norm: 0.2118 2021-04-11 09:34:35,924 - mmaction - INFO - Epoch [10][2820/3842] lr: 1.311e-04, eta: 0:21:01, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0395, recall@thr=0.5: 0.7503, prec@thr=0.5: 0.8215, recall@top3: 0.8327, prec@top3: 0.6922, recall@top5: 0.9361, prec@top5: 0.4782, loss: 0.0395, grad_norm: 0.2032 2021-04-11 09:34:59,920 - mmaction - INFO - Epoch [10][2840/3842] lr: 1.261e-04, eta: 0:20:36, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0382, recall@thr=0.5: 0.7534, prec@thr=0.5: 0.8353, recall@top3: 0.8367, prec@top3: 0.7013, recall@top5: 0.9466, prec@top5: 0.4906, loss: 0.0382, grad_norm: 0.2084 2021-04-11 09:35:24,271 - mmaction - INFO - Epoch [10][2860/3842] lr: 1.211e-04, eta: 0:20:11, time: 1.217, data_time: 0.001, memory: 10740, loss_action_cls: 0.0397, recall@thr=0.5: 0.7469, prec@thr=0.5: 0.8230, recall@top3: 0.8331, prec@top3: 0.7033, recall@top5: 0.9437, prec@top5: 0.4908, loss: 0.0397, grad_norm: 0.2098 2021-04-11 09:35:48,470 - mmaction - INFO - Epoch [10][2880/3842] lr: 1.162e-04, eta: 0:19:47, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0395, recall@thr=0.5: 0.7512, prec@thr=0.5: 0.8133, recall@top3: 0.8233, prec@top3: 0.6883, recall@top5: 0.9351, prec@top5: 0.4798, loss: 0.0395, grad_norm: 0.2222 2021-04-11 09:36:12,695 - mmaction - INFO - Epoch [10][2900/3842] lr: 1.114e-04, eta: 0:19:22, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0386, recall@thr=0.5: 0.7600, prec@thr=0.5: 0.8149, recall@top3: 0.8377, prec@top3: 0.7045, recall@top5: 0.9456, prec@top5: 0.4887, loss: 0.0386, grad_norm: 0.2007 2021-04-11 09:36:37,029 - mmaction - INFO - Epoch [10][2920/3842] lr: 1.068e-04, eta: 0:18:57, time: 1.217, data_time: 0.001, memory: 10740, loss_action_cls: 0.0412, recall@thr=0.5: 0.7486, prec@thr=0.5: 0.8224, recall@top3: 0.8235, prec@top3: 0.6809, recall@top5: 0.9308, prec@top5: 0.4746, loss: 0.0412, grad_norm: 0.2164 2021-04-11 09:37:01,032 - mmaction - INFO - Epoch [10][2940/3842] lr: 1.022e-04, eta: 0:18:33, time: 1.199, data_time: 0.001, memory: 10740, loss_action_cls: 0.0381, recall@thr=0.5: 0.7573, prec@thr=0.5: 0.8229, recall@top3: 0.8384, prec@top3: 0.6958, recall@top5: 0.9448, prec@top5: 0.4828, loss: 0.0381, grad_norm: 0.2150 2021-04-11 09:37:25,211 - mmaction - INFO - Epoch [10][2960/3842] lr: 9.771e-05, eta: 0:18:08, time: 1.207, data_time: 0.002, memory: 10740, loss_action_cls: 0.0384, recall@thr=0.5: 0.7629, prec@thr=0.5: 0.8156, recall@top3: 0.8386, prec@top3: 0.6934, recall@top5: 0.9447, prec@top5: 0.4817, loss: 0.0384, grad_norm: 0.2002 2021-04-11 09:37:49,138 - mmaction - INFO - Epoch [10][2980/3842] lr: 9.333e-05, eta: 0:17:43, time: 1.198, data_time: 0.003, memory: 10740, loss_action_cls: 0.0378, recall@thr=0.5: 0.7611, prec@thr=0.5: 0.8315, recall@top3: 0.8434, prec@top3: 0.6919, recall@top5: 0.9476, prec@top5: 0.4792, loss: 0.0378, grad_norm: 0.2099 2021-04-11 09:38:13,336 - mmaction - INFO - Epoch [10][3000/3842] lr: 8.906e-05, eta: 0:17:19, time: 1.210, data_time: 0.001, memory: 10740, loss_action_cls: 0.0402, recall@thr=0.5: 0.7542, prec@thr=0.5: 0.8191, recall@top3: 0.8306, prec@top3: 0.6997, recall@top5: 0.9358, prec@top5: 0.4854, loss: 0.0402, grad_norm: 0.2092 2021-04-11 09:38:37,639 - mmaction - INFO - Epoch [10][3020/3842] lr: 8.488e-05, eta: 0:16:54, time: 1.215, data_time: 0.008, memory: 10740, loss_action_cls: 0.0394, recall@thr=0.5: 0.7560, prec@thr=0.5: 0.8212, recall@top3: 0.8333, prec@top3: 0.6911, recall@top5: 0.9458, prec@top5: 0.4831, loss: 0.0394, grad_norm: 0.2134 2021-04-11 09:39:01,739 - mmaction - INFO - Epoch [10][3040/3842] lr: 8.081e-05, eta: 0:16:29, time: 1.204, data_time: 0.002, memory: 10740, loss_action_cls: 0.0389, recall@thr=0.5: 0.7570, prec@thr=0.5: 0.8241, recall@top3: 0.8364, prec@top3: 0.6960, recall@top5: 0.9400, prec@top5: 0.4801, loss: 0.0389, grad_norm: 0.2152 2021-04-11 09:39:25,822 - mmaction - INFO - Epoch [10][3060/3842] lr: 7.684e-05, eta: 0:16:04, time: 1.205, data_time: 0.002, memory: 10740, loss_action_cls: 0.0380, recall@thr=0.5: 0.7611, prec@thr=0.5: 0.8186, recall@top3: 0.8346, prec@top3: 0.6990, recall@top5: 0.9414, prec@top5: 0.4863, loss: 0.0380, grad_norm: 0.2060 2021-04-11 09:39:50,132 - mmaction - INFO - Epoch [10][3080/3842] lr: 7.296e-05, eta: 0:15:40, time: 1.214, data_time: 0.001, memory: 10740, loss_action_cls: 0.0384, recall@thr=0.5: 0.7538, prec@thr=0.5: 0.8257, recall@top3: 0.8403, prec@top3: 0.6905, recall@top5: 0.9450, prec@top5: 0.4760, loss: 0.0384, grad_norm: 0.2018 2021-04-11 09:40:14,321 - mmaction - INFO - Epoch [10][3100/3842] lr: 6.919e-05, eta: 0:15:15, time: 1.211, data_time: 0.003, memory: 10740, loss_action_cls: 0.0383, recall@thr=0.5: 0.7668, prec@thr=0.5: 0.8267, recall@top3: 0.8277, prec@top3: 0.6888, recall@top5: 0.9414, prec@top5: 0.4823, loss: 0.0383, grad_norm: 0.2119 2021-04-11 09:40:38,509 - mmaction - INFO - Epoch [10][3120/3842] lr: 6.551e-05, eta: 0:14:50, time: 1.209, data_time: 0.001, memory: 10740, loss_action_cls: 0.0404, recall@thr=0.5: 0.7466, prec@thr=0.5: 0.8157, recall@top3: 0.8193, prec@top3: 0.6942, recall@top5: 0.9371, prec@top5: 0.4880, loss: 0.0404, grad_norm: 0.2129 2021-04-11 09:41:02,589 - mmaction - INFO - Epoch [10][3140/3842] lr: 6.194e-05, eta: 0:14:26, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0391, recall@thr=0.5: 0.7503, prec@thr=0.5: 0.8270, recall@top3: 0.8269, prec@top3: 0.6985, recall@top5: 0.9375, prec@top5: 0.4866, loss: 0.0391, grad_norm: 0.2093 2021-04-11 09:41:26,789 - mmaction - INFO - Epoch [10][3160/3842] lr: 5.847e-05, eta: 0:14:01, time: 1.211, data_time: 0.003, memory: 10740, loss_action_cls: 0.0393, recall@thr=0.5: 0.7405, prec@thr=0.5: 0.8139, recall@top3: 0.8285, prec@top3: 0.6886, recall@top5: 0.9337, prec@top5: 0.4775, loss: 0.0393, grad_norm: 0.2202 2021-04-11 09:41:50,809 - mmaction - INFO - Epoch [10][3180/3842] lr: 5.509e-05, eta: 0:13:36, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0379, recall@thr=0.5: 0.7693, prec@thr=0.5: 0.8328, recall@top3: 0.8413, prec@top3: 0.7017, recall@top5: 0.9411, prec@top5: 0.4835, loss: 0.0379, grad_norm: 0.2054 2021-04-11 09:42:14,923 - mmaction - INFO - Epoch [10][3200/3842] lr: 5.182e-05, eta: 0:13:12, time: 1.206, data_time: 0.001, memory: 10740, loss_action_cls: 0.0409, recall@thr=0.5: 0.7481, prec@thr=0.5: 0.8181, recall@top3: 0.8299, prec@top3: 0.7042, recall@top5: 0.9387, prec@top5: 0.4890, loss: 0.0409, grad_norm: 0.2031 2021-04-11 09:42:39,058 - mmaction - INFO - Epoch [10][3220/3842] lr: 4.865e-05, eta: 0:12:47, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0396, recall@thr=0.5: 0.7518, prec@thr=0.5: 0.8206, recall@top3: 0.8309, prec@top3: 0.6949, recall@top5: 0.9415, prec@top5: 0.4846, loss: 0.0396, grad_norm: 0.2087 2021-04-11 09:43:03,190 - mmaction - INFO - Epoch [10][3240/3842] lr: 4.558e-05, eta: 0:12:22, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0404, recall@thr=0.5: 0.7440, prec@thr=0.5: 0.8157, recall@top3: 0.8307, prec@top3: 0.6751, recall@top5: 0.9372, prec@top5: 0.4692, loss: 0.0404, grad_norm: 0.2066 2021-04-11 09:43:27,325 - mmaction - INFO - Epoch [10][3260/3842] lr: 4.260e-05, eta: 0:11:58, time: 1.207, data_time: 0.001, memory: 10740, loss_action_cls: 0.0395, recall@thr=0.5: 0.7551, prec@thr=0.5: 0.8228, recall@top3: 0.8353, prec@top3: 0.7039, recall@top5: 0.9411, prec@top5: 0.4877, loss: 0.0395, grad_norm: 0.2051 2021-04-11 09:43:51,450 - mmaction - INFO - Epoch [10][3280/3842] lr: 3.973e-05, eta: 0:11:33, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0403, recall@thr=0.5: 0.7529, prec@thr=0.5: 0.8177, recall@top3: 0.8286, prec@top3: 0.6952, recall@top5: 0.9377, prec@top5: 0.4810, loss: 0.0403, grad_norm: 0.2095 2021-04-11 09:44:15,543 - mmaction - INFO - Epoch [10][3300/3842] lr: 3.696e-05, eta: 0:11:08, time: 1.207, data_time: 0.003, memory: 10740, loss_action_cls: 0.0385, recall@thr=0.5: 0.7513, prec@thr=0.5: 0.8126, recall@top3: 0.8259, prec@top3: 0.6941, recall@top5: 0.9450, prec@top5: 0.4876, loss: 0.0385, grad_norm: 0.2178 2021-04-11 09:44:39,639 - mmaction - INFO - Epoch [10][3320/3842] lr: 3.429e-05, eta: 0:10:44, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0399, recall@thr=0.5: 0.7549, prec@thr=0.5: 0.8170, recall@top3: 0.8300, prec@top3: 0.7012, recall@top5: 0.9429, prec@top5: 0.4897, loss: 0.0399, grad_norm: 0.2049 2021-04-11 09:45:03,878 - mmaction - INFO - Epoch [10][3340/3842] lr: 3.171e-05, eta: 0:10:19, time: 1.213, data_time: 0.002, memory: 10740, loss_action_cls: 0.0405, recall@thr=0.5: 0.7448, prec@thr=0.5: 0.8096, recall@top3: 0.8231, prec@top3: 0.6855, recall@top5: 0.9434, prec@top5: 0.4838, loss: 0.0405, grad_norm: 0.2107 2021-04-11 09:45:27,920 - mmaction - INFO - Epoch [10][3360/3842] lr: 2.924e-05, eta: 0:09:54, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0396, recall@thr=0.5: 0.7541, prec@thr=0.5: 0.8244, recall@top3: 0.8269, prec@top3: 0.7010, recall@top5: 0.9415, prec@top5: 0.4910, loss: 0.0396, grad_norm: 0.2087 2021-04-11 09:45:51,976 - mmaction - INFO - Epoch [10][3380/3842] lr: 2.687e-05, eta: 0:09:29, time: 1.203, data_time: 0.001, memory: 10740, loss_action_cls: 0.0381, recall@thr=0.5: 0.7685, prec@thr=0.5: 0.8289, recall@top3: 0.8408, prec@top3: 0.6918, recall@top5: 0.9459, prec@top5: 0.4787, loss: 0.0381, grad_norm: 0.1998 2021-04-11 09:46:16,242 - mmaction - INFO - Epoch [10][3400/3842] lr: 2.460e-05, eta: 0:09:05, time: 1.214, data_time: 0.001, memory: 10740, loss_action_cls: 0.0389, recall@thr=0.5: 0.7651, prec@thr=0.5: 0.8265, recall@top3: 0.8354, prec@top3: 0.7012, recall@top5: 0.9439, prec@top5: 0.4892, loss: 0.0389, grad_norm: 0.2110 2021-04-11 09:46:40,326 - mmaction - INFO - Epoch [10][3420/3842] lr: 2.243e-05, eta: 0:08:40, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0389, recall@thr=0.5: 0.7554, prec@thr=0.5: 0.8238, recall@top3: 0.8301, prec@top3: 0.6966, recall@top5: 0.9435, prec@top5: 0.4861, loss: 0.0389, grad_norm: 0.2083 2021-04-11 09:47:04,336 - mmaction - INFO - Epoch [10][3440/3842] lr: 2.036e-05, eta: 0:08:15, time: 1.200, data_time: 0.001, memory: 10740, loss_action_cls: 0.0398, recall@thr=0.5: 0.7621, prec@thr=0.5: 0.8209, recall@top3: 0.8338, prec@top3: 0.6963, recall@top5: 0.9431, prec@top5: 0.4850, loss: 0.0398, grad_norm: 0.2108 2021-04-11 09:47:28,637 - mmaction - INFO - Epoch [10][3460/3842] lr: 1.839e-05, eta: 0:07:51, time: 1.214, data_time: 0.004, memory: 10740, loss_action_cls: 0.0391, recall@thr=0.5: 0.7589, prec@thr=0.5: 0.8168, recall@top3: 0.8253, prec@top3: 0.6974, recall@top5: 0.9443, prec@top5: 0.4911, loss: 0.0391, grad_norm: 0.2161 2021-04-11 09:47:52,846 - mmaction - INFO - Epoch [10][3480/3842] lr: 1.652e-05, eta: 0:07:26, time: 1.211, data_time: 0.002, memory: 10740, loss_action_cls: 0.0383, recall@thr=0.5: 0.7640, prec@thr=0.5: 0.8305, recall@top3: 0.8347, prec@top3: 0.7101, recall@top5: 0.9463, prec@top5: 0.4962, loss: 0.0383, grad_norm: 0.2076 2021-04-11 09:48:16,880 - mmaction - INFO - Epoch [10][3500/3842] lr: 1.475e-05, eta: 0:07:01, time: 1.202, data_time: 0.002, memory: 10740, loss_action_cls: 0.0390, recall@thr=0.5: 0.7593, prec@thr=0.5: 0.8189, recall@top3: 0.8345, prec@top3: 0.6933, recall@top5: 0.9425, prec@top5: 0.4822, loss: 0.0390, grad_norm: 0.2092 2021-04-11 09:48:41,057 - mmaction - INFO - Epoch [10][3520/3842] lr: 1.308e-05, eta: 0:06:37, time: 1.208, data_time: 0.001, memory: 10740, loss_action_cls: 0.0387, recall@thr=0.5: 0.7545, prec@thr=0.5: 0.8093, recall@top3: 0.8219, prec@top3: 0.6791, recall@top5: 0.9356, prec@top5: 0.4742, loss: 0.0387, grad_norm: 0.2245 2021-04-11 09:49:05,065 - mmaction - INFO - Epoch [10][3540/3842] lr: 1.151e-05, eta: 0:06:12, time: 1.201, data_time: 0.002, memory: 10740, loss_action_cls: 0.0397, recall@thr=0.5: 0.7571, prec@thr=0.5: 0.8255, recall@top3: 0.8283, prec@top3: 0.6968, recall@top5: 0.9433, prec@top5: 0.4880, loss: 0.0397, grad_norm: 0.2106 2021-04-11 09:49:29,123 - mmaction - INFO - Epoch [10][3560/3842] lr: 1.004e-05, eta: 0:05:47, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0390, recall@thr=0.5: 0.7560, prec@thr=0.5: 0.8258, recall@top3: 0.8344, prec@top3: 0.6917, recall@top5: 0.9428, prec@top5: 0.4805, loss: 0.0390, grad_norm: 0.1994 2021-04-11 09:49:53,346 - mmaction - INFO - Epoch [10][3580/3842] lr: 8.671e-06, eta: 0:05:23, time: 1.212, data_time: 0.001, memory: 10740, loss_action_cls: 0.0401, recall@thr=0.5: 0.7565, prec@thr=0.5: 0.8118, recall@top3: 0.8257, prec@top3: 0.6837, recall@top5: 0.9405, prec@top5: 0.4802, loss: 0.0401, grad_norm: 0.2127 2021-04-11 09:50:17,362 - mmaction - INFO - Epoch [10][3600/3842] lr: 7.403e-06, eta: 0:04:58, time: 1.201, data_time: 0.001, memory: 10740, loss_action_cls: 0.0413, recall@thr=0.5: 0.7426, prec@thr=0.5: 0.8167, recall@top3: 0.8265, prec@top3: 0.6845, recall@top5: 0.9351, prec@top5: 0.4764, loss: 0.0413, grad_norm: 0.2172 2021-04-11 09:50:41,439 - mmaction - INFO - Epoch [10][3620/3842] lr: 6.234e-06, eta: 0:04:33, time: 1.202, data_time: 0.001, memory: 10740, loss_action_cls: 0.0388, recall@thr=0.5: 0.7456, prec@thr=0.5: 0.8202, recall@top3: 0.8281, prec@top3: 0.6876, recall@top5: 0.9407, prec@top5: 0.4820, loss: 0.0388, grad_norm: 0.2042 2021-04-11 09:51:05,531 - mmaction - INFO - Epoch [10][3640/3842] lr: 5.166e-06, eta: 0:04:09, time: 1.205, data_time: 0.003, memory: 10740, loss_action_cls: 0.0408, recall@thr=0.5: 0.7528, prec@thr=0.5: 0.8276, recall@top3: 0.8288, prec@top3: 0.6957, recall@top5: 0.9431, prec@top5: 0.4881, loss: 0.0408, grad_norm: 0.2126 2021-04-11 09:51:29,719 - mmaction - INFO - Epoch [10][3660/3842] lr: 4.198e-06, eta: 0:03:44, time: 1.211, data_time: 0.002, memory: 10740, loss_action_cls: 0.0383, recall@thr=0.5: 0.7530, prec@thr=0.5: 0.8329, recall@top3: 0.8338, prec@top3: 0.6986, recall@top5: 0.9384, prec@top5: 0.4829, loss: 0.0383, grad_norm: 0.2025 2021-04-11 09:51:53,954 - mmaction - INFO - Epoch [10][3680/3842] lr: 3.331e-06, eta: 0:03:19, time: 1.211, data_time: 0.008, memory: 10740, loss_action_cls: 0.0396, recall@thr=0.5: 0.7457, prec@thr=0.5: 0.8173, recall@top3: 0.8251, prec@top3: 0.6917, recall@top5: 0.9441, prec@top5: 0.4869, loss: 0.0396, grad_norm: 0.2078 2021-04-11 09:52:18,124 - mmaction - INFO - Epoch [10][3700/3842] lr: 2.564e-06, eta: 0:02:55, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0399, recall@thr=0.5: 0.7466, prec@thr=0.5: 0.8109, recall@top3: 0.8307, prec@top3: 0.6756, recall@top5: 0.9426, prec@top5: 0.4712, loss: 0.0399, grad_norm: 0.2120 2021-04-11 09:52:42,227 - mmaction - INFO - Epoch [10][3720/3842] lr: 1.897e-06, eta: 0:02:30, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0376, recall@thr=0.5: 0.7580, prec@thr=0.5: 0.8278, recall@top3: 0.8349, prec@top3: 0.6963, recall@top5: 0.9518, prec@top5: 0.4886, loss: 0.0376, grad_norm: 0.2100 2021-04-11 09:53:06,422 - mmaction - INFO - Epoch [10][3740/3842] lr: 1.330e-06, eta: 0:02:05, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0381, recall@thr=0.5: 0.7566, prec@thr=0.5: 0.8327, recall@top3: 0.8375, prec@top3: 0.7077, recall@top5: 0.9402, prec@top5: 0.4887, loss: 0.0381, grad_norm: 0.2110 2021-04-11 09:53:30,517 - mmaction - INFO - Epoch [10][3760/3842] lr: 8.637e-07, eta: 0:01:41, time: 1.205, data_time: 0.001, memory: 10740, loss_action_cls: 0.0399, recall@thr=0.5: 0.7477, prec@thr=0.5: 0.8183, recall@top3: 0.8258, prec@top3: 0.6837, recall@top5: 0.9394, prec@top5: 0.4787, loss: 0.0399, grad_norm: 0.2052 2021-04-11 09:53:54,610 - mmaction - INFO - Epoch [10][3780/3842] lr: 4.976e-07, eta: 0:01:16, time: 1.204, data_time: 0.001, memory: 10740, loss_action_cls: 0.0403, recall@thr=0.5: 0.7584, prec@thr=0.5: 0.8240, recall@top3: 0.8326, prec@top3: 0.6955, recall@top5: 0.9408, prec@top5: 0.4836, loss: 0.0403, grad_norm: 0.2034 2021-04-11 09:54:18,667 - mmaction - INFO - Epoch [10][3800/3842] lr: 2.318e-07, eta: 0:00:51, time: 1.203, data_time: 0.002, memory: 10740, loss_action_cls: 0.0397, recall@thr=0.5: 0.7613, prec@thr=0.5: 0.8320, recall@top3: 0.8346, prec@top3: 0.7018, recall@top5: 0.9419, prec@top5: 0.4893, loss: 0.0397, grad_norm: 0.2081 2021-04-11 09:54:42,867 - mmaction - INFO - Epoch [10][3820/3842] lr: 6.632e-08, eta: 0:00:27, time: 1.210, data_time: 0.002, memory: 10740, loss_action_cls: 0.0375, recall@thr=0.5: 0.7594, prec@thr=0.5: 0.8314, recall@top3: 0.8392, prec@top3: 0.7040, recall@top5: 0.9495, prec@top5: 0.4911, loss: 0.0375, grad_norm: 0.2093 2021-04-11 09:55:06,857 - mmaction - INFO - Epoch [10][3840/3842] lr: 1.128e-09, eta: 0:00:02, time: 1.200, data_time: 0.003, memory: 10740, loss_action_cls: 0.0375, recall@thr=0.5: 0.7693, prec@thr=0.5: 0.8214, recall@top3: 0.8346, prec@top3: 0.6874, recall@top5: 0.9382, prec@top5: 0.4733, loss: 0.0375, grad_norm: 0.2181 2021-04-11 09:55:25,810 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-04-11 10:13:06,438 - mmaction - INFO - Evaluating mAP ... 2021-04-11 10:17:46,765 - mmaction - INFO - mAP@0.5IOU 0.2610 2021-04-11 10:17:47,800 - mmaction - INFO - Epoch(val) [10][3842] mAP@0.5IOU: 0.2610