2021-04-09 17:36:24,262 - 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: 0.12.0+f8d3f07 ------------------------------------------------------------ 2021-04-09 17:36:24,276 - mmaction - INFO - Distributed training: True 2021-04-09 17:36:24,276 - mmaction - INFO - Config: /mnt/lustre/duanhaodong1/mmaction2/configs/ava_exp/ava22_baseline.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), 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/ava22_baseline' 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 2021-04-09 17:37:01,232 - mmaction - INFO - 184378 out of 184378 frames are valid. 2021-04-09 17:37:13,263 - 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 2021-04-09 17:37:13,820 - 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 2021-04-09 17:37:13,821 - mmaction - INFO - Start running, host: duanhaodong1@SH-IDC2-172-20-21-40, work_dir: /mnt/lustre/duanhaodong1/mmaction2/work_dirs/ava/ava22_baseline 2021-04-09 17:37:13,821 - mmaction - INFO - workflow: [('train', 1)], max: 10 epochs 2021-04-09 17:38:41,184 - mmaction - INFO - Epoch [1][20/3842] lr: 7.667e-03, eta: 1 day, 22:32:31, time: 4.363, data_time: 3.006, memory: 10159, loss_action_cls: 0.2078, recall@thr=0.5: 0.2864, prec@thr=0.5: 0.3415, recall@top3: 0.4102, prec@top3: 0.3641, recall@top5: 0.6141, prec@top5: 0.3289, loss: 0.2078, grad_norm: 1.0208 2021-04-09 17:39:05,211 - mmaction - INFO - Epoch [1][40/3842] lr: 7.843e-03, eta: 1 day, 5:39:50, time: 1.202, data_time: 0.002, memory: 10159, loss_action_cls: 0.1205, recall@thr=0.5: 0.2640, prec@thr=0.5: 0.4140, recall@top3: 0.5293, prec@top3: 0.4564, recall@top5: 0.7532, prec@top5: 0.3926, loss: 0.1205, grad_norm: 0.3252 2021-04-09 17:39:30,247 - mmaction - INFO - Epoch [1][60/3842] lr: 8.018e-03, eta: 1 day, 0:12:40, time: 1.252, data_time: 0.001, memory: 10159, loss_action_cls: 0.1108, recall@thr=0.5: 0.3095, prec@thr=0.5: 0.4594, recall@top3: 0.5568, prec@top3: 0.4830, recall@top5: 0.7861, prec@top5: 0.4116, loss: 0.1108, grad_norm: 0.2794 2021-04-09 17:39:54,411 - mmaction - INFO - Epoch [1][80/3842] lr: 8.194e-03, eta: 21:21:56, time: 1.208, data_time: 0.002, memory: 10159, loss_action_cls: 0.1050, recall@thr=0.5: 0.3300, prec@thr=0.5: 0.4808, recall@top3: 0.5725, prec@top3: 0.4823, recall@top5: 0.7846, prec@top5: 0.4027, loss: 0.1050, grad_norm: 0.2749 2021-04-09 17:40:18,595 - mmaction - INFO - Epoch [1][100/3842] lr: 8.370e-03, eta: 19:39:35, time: 1.210, data_time: 0.002, memory: 10159, loss_action_cls: 0.0994, recall@thr=0.5: 0.3785, prec@thr=0.5: 0.5316, recall@top3: 0.6056, prec@top3: 0.5176, recall@top5: 0.8063, prec@top5: 0.4169, loss: 0.0994, grad_norm: 0.2505 2021-04-09 17:40:42,857 - mmaction - INFO - Epoch [1][120/3842] lr: 8.545e-03, eta: 18:31:28, time: 1.213, data_time: 0.001, memory: 10159, loss_action_cls: 0.1064, recall@thr=0.5: 0.4009, prec@thr=0.5: 0.5325, recall@top3: 0.6025, prec@top3: 0.5199, recall@top5: 0.8131, prec@top5: 0.4233, loss: 0.1064, grad_norm: 0.2542 2021-04-09 17:41:07,185 - mmaction - INFO - Epoch [1][140/3842] lr: 8.721e-03, eta: 17:42:56, time: 1.215, data_time: 0.001, memory: 10159, loss_action_cls: 0.1043, recall@thr=0.5: 0.3812, prec@thr=0.5: 0.5345, recall@top3: 0.6141, prec@top3: 0.5233, recall@top5: 0.8294, prec@top5: 0.4268, loss: 0.1043, grad_norm: 0.2400 2021-04-09 17:41:31,758 - mmaction - INFO - Epoch [1][160/3842] lr: 8.896e-03, eta: 17:07:27, time: 1.228, data_time: 0.003, memory: 10159, loss_action_cls: 0.0989, recall@thr=0.5: 0.3956, prec@thr=0.5: 0.5360, recall@top3: 0.6198, prec@top3: 0.5281, recall@top5: 0.8136, prec@top5: 0.4201, loss: 0.0989, grad_norm: 0.2398 2021-04-09 17:41:56,073 - mmaction - INFO - Epoch [1][180/3842] lr: 9.072e-03, eta: 16:39:02, time: 1.218, data_time: 0.003, memory: 10159, loss_action_cls: 0.0980, recall@thr=0.5: 0.4421, prec@thr=0.5: 0.5719, recall@top3: 0.6349, prec@top3: 0.5430, recall@top5: 0.8281, prec@top5: 0.4294, loss: 0.0980, grad_norm: 0.2399 2021-04-09 17:42:21,041 - mmaction - INFO - Epoch [1][200/3842] lr: 9.248e-03, eta: 16:18:12, time: 1.249, data_time: 0.001, memory: 10159, loss_action_cls: 0.1030, recall@thr=0.5: 0.4217, prec@thr=0.5: 0.5503, recall@top3: 0.6322, prec@top3: 0.5380, recall@top5: 0.8358, prec@top5: 0.4290, loss: 0.1030, grad_norm: 0.2288 2021-04-09 17:42:45,841 - mmaction - INFO - Epoch [1][220/3842] lr: 9.423e-03, eta: 16:00:36, time: 1.240, data_time: 0.001, memory: 10159, loss_action_cls: 0.0959, recall@thr=0.5: 0.4518, prec@thr=0.5: 0.5799, recall@top3: 0.6354, prec@top3: 0.5417, recall@top5: 0.8330, prec@top5: 0.4315, loss: 0.0959, grad_norm: 0.2493 2021-04-09 17:43:10,227 - mmaction - INFO - Epoch [1][240/3842] lr: 9.599e-03, eta: 15:44:43, time: 1.219, data_time: 0.001, memory: 10162, loss_action_cls: 0.0975, recall@thr=0.5: 0.4189, prec@thr=0.5: 0.5736, recall@top3: 0.6473, prec@top3: 0.5409, recall@top5: 0.8204, prec@top5: 0.4177, loss: 0.0975, grad_norm: 0.2212 2021-04-09 17:43:34,604 - mmaction - INFO - Epoch [1][260/3842] lr: 9.774e-03, eta: 15:31:15, time: 1.220, data_time: 0.002, memory: 10162, loss_action_cls: 0.0973, recall@thr=0.5: 0.4245, prec@thr=0.5: 0.5492, recall@top3: 0.6236, prec@top3: 0.5296, recall@top5: 0.8182, prec@top5: 0.4234, loss: 0.0973, grad_norm: 0.2474 2021-04-09 17:43:58,976 - mmaction - INFO - Epoch [1][280/3842] lr: 9.950e-03, eta: 15:19:34, time: 1.218, data_time: 0.001, memory: 10178, loss_action_cls: 0.0960, recall@thr=0.5: 0.4500, prec@thr=0.5: 0.5782, recall@top3: 0.6580, prec@top3: 0.5585, recall@top5: 0.8391, prec@top5: 0.4335, loss: 0.0960, grad_norm: 0.2308 2021-04-09 17:44:23,378 - mmaction - INFO - Epoch [1][300/3842] lr: 1.013e-02, eta: 15:09:30, time: 1.220, data_time: 0.002, memory: 10178, loss_action_cls: 0.0937, recall@thr=0.5: 0.4628, prec@thr=0.5: 0.5971, recall@top3: 0.6409, prec@top3: 0.5580, recall@top5: 0.8317, prec@top5: 0.4371, loss: 0.0937, grad_norm: 0.2245 2021-04-09 17:44:47,794 - mmaction - INFO - Epoch [1][320/3842] lr: 1.030e-02, eta: 15:00:37, time: 1.220, data_time: 0.002, memory: 10178, loss_action_cls: 0.0916, recall@thr=0.5: 0.4722, prec@thr=0.5: 0.6064, recall@top3: 0.6542, prec@top3: 0.5531, recall@top5: 0.8368, prec@top5: 0.4325, loss: 0.0916, grad_norm: 0.2262 2021-04-09 17:45:12,363 - mmaction - INFO - Epoch [1][340/3842] lr: 1.048e-02, eta: 14:53:03, time: 1.228, data_time: 0.003, memory: 10178, loss_action_cls: 0.1001, recall@thr=0.5: 0.4737, prec@thr=0.5: 0.6047, recall@top3: 0.6457, prec@top3: 0.5513, recall@top5: 0.8339, prec@top5: 0.4341, loss: 0.1001, grad_norm: 0.2189 2021-04-09 17:45:36,778 - mmaction - INFO - Epoch [1][360/3842] lr: 1.065e-02, eta: 14:46:05, time: 1.223, data_time: 0.003, memory: 10178, loss_action_cls: 0.0945, recall@thr=0.5: 0.4815, prec@thr=0.5: 0.6011, recall@top3: 0.6509, prec@top3: 0.5646, recall@top5: 0.8342, prec@top5: 0.4392, loss: 0.0945, grad_norm: 0.2267 2021-04-09 17:46:01,218 - mmaction - INFO - Epoch [1][380/3842] lr: 1.083e-02, eta: 14:39:45, time: 1.221, data_time: 0.001, memory: 10178, loss_action_cls: 0.0902, recall@thr=0.5: 0.4544, prec@thr=0.5: 0.5857, recall@top3: 0.6507, prec@top3: 0.5401, recall@top5: 0.8359, prec@top5: 0.4272, loss: 0.0902, grad_norm: 0.2397 2021-04-09 17:46:25,589 - mmaction - INFO - Epoch [1][400/3842] lr: 1.100e-02, eta: 14:33:57, time: 1.219, data_time: 0.002, memory: 10178, loss_action_cls: 0.0965, recall@thr=0.5: 0.4695, prec@thr=0.5: 0.5997, recall@top3: 0.6493, prec@top3: 0.5452, recall@top5: 0.8238, prec@top5: 0.4274, loss: 0.0965, grad_norm: 0.2440 2021-04-09 17:46:50,010 - mmaction - INFO - Epoch [1][420/3842] lr: 1.118e-02, eta: 14:28:42, time: 1.220, data_time: 0.001, memory: 10178, loss_action_cls: 0.0849, recall@thr=0.5: 0.4792, prec@thr=0.5: 0.6014, recall@top3: 0.6601, prec@top3: 0.5510, recall@top5: 0.8436, prec@top5: 0.4313, loss: 0.0849, grad_norm: 0.2194 2021-04-09 17:47:14,380 - mmaction - INFO - Epoch [1][440/3842] lr: 1.135e-02, eta: 14:23:50, time: 1.218, data_time: 0.002, memory: 10178, loss_action_cls: 0.0970, recall@thr=0.5: 0.4611, prec@thr=0.5: 0.5986, recall@top3: 0.6437, prec@top3: 0.5507, recall@top5: 0.8331, prec@top5: 0.4324, loss: 0.0970, grad_norm: 0.2337 2021-04-09 17:47:38,717 - mmaction - INFO - Epoch [1][460/3842] lr: 1.153e-02, eta: 14:19:20, time: 1.217, data_time: 0.002, memory: 10178, loss_action_cls: 0.0980, recall@thr=0.5: 0.4720, prec@thr=0.5: 0.5984, recall@top3: 0.6337, prec@top3: 0.5370, recall@top5: 0.8157, prec@top5: 0.4218, loss: 0.0980, grad_norm: 0.2215 2021-04-09 17:48:02,995 - mmaction - INFO - Epoch [1][480/3842] lr: 1.170e-02, eta: 14:15:03, time: 1.213, data_time: 0.001, memory: 10178, loss_action_cls: 0.0966, recall@thr=0.5: 0.4697, prec@thr=0.5: 0.6025, recall@top3: 0.6436, prec@top3: 0.5551, recall@top5: 0.8344, prec@top5: 0.4378, loss: 0.0966, grad_norm: 0.2177 2021-04-09 17:48:27,272 - mmaction - INFO - Epoch [1][500/3842] lr: 1.188e-02, eta: 14:11:07, time: 1.215, data_time: 0.002, memory: 10178, loss_action_cls: 0.0976, recall@thr=0.5: 0.4825, prec@thr=0.5: 0.6093, recall@top3: 0.6704, prec@top3: 0.5594, recall@top5: 0.8397, prec@top5: 0.4285, loss: 0.0976, grad_norm: 0.2092 2021-04-09 17:48:51,675 - mmaction - INFO - Epoch [1][520/3842] lr: 1.205e-02, eta: 14:07:35, time: 1.220, data_time: 0.006, memory: 10178, loss_action_cls: 0.0893, recall@thr=0.5: 0.5067, prec@thr=0.5: 0.6150, recall@top3: 0.6613, prec@top3: 0.5622, recall@top5: 0.8426, prec@top5: 0.4378, loss: 0.0893, grad_norm: 0.2085 2021-04-09 17:49:16,076 - mmaction - INFO - Epoch [1][540/3842] lr: 1.223e-02, eta: 14:04:19, time: 1.221, data_time: 0.001, memory: 10178, loss_action_cls: 0.0899, recall@thr=0.5: 0.4818, prec@thr=0.5: 0.6159, recall@top3: 0.6711, prec@top3: 0.5703, recall@top5: 0.8458, prec@top5: 0.4392, loss: 0.0899, grad_norm: 0.2529 2021-04-09 17:49:40,463 - mmaction - INFO - Epoch [1][560/3842] lr: 1.240e-02, eta: 14:01:11, time: 1.219, data_time: 0.001, memory: 10178, loss_action_cls: 0.0929, recall@thr=0.5: 0.4965, prec@thr=0.5: 0.6015, recall@top3: 0.6566, prec@top3: 0.5518, recall@top5: 0.8396, prec@top5: 0.4334, loss: 0.0929, grad_norm: 0.2557 2021-04-09 17:50:04,831 - mmaction - INFO - Epoch [1][580/3842] lr: 1.258e-02, eta: 13:58:16, time: 1.219, data_time: 0.001, memory: 10178, loss_action_cls: 0.0926, recall@thr=0.5: 0.4945, prec@thr=0.5: 0.6291, recall@top3: 0.6627, prec@top3: 0.5620, recall@top5: 0.8431, prec@top5: 0.4389, loss: 0.0926, grad_norm: 0.2231 2021-04-09 17:50:29,381 - mmaction - INFO - Epoch [1][600/3842] lr: 1.275e-02, eta: 13:55:41, time: 1.227, data_time: 0.001, memory: 10178, loss_action_cls: 0.0871, recall@thr=0.5: 0.5059, prec@thr=0.5: 0.6326, recall@top3: 0.6854, prec@top3: 0.5808, recall@top5: 0.8590, prec@top5: 0.4425, loss: 0.0871, grad_norm: 0.2153 2021-04-09 17:50:53,668 - mmaction - INFO - Epoch [1][620/3842] lr: 1.293e-02, eta: 13:52:59, time: 1.215, data_time: 0.001, memory: 10178, loss_action_cls: 0.0917, recall@thr=0.5: 0.4980, prec@thr=0.5: 0.6027, recall@top3: 0.6652, prec@top3: 0.5557, recall@top5: 0.8422, prec@top5: 0.4293, loss: 0.0917, grad_norm: 0.2378 2021-04-09 17:51:18,019 - mmaction - INFO - Epoch [1][640/3842] lr: 1.310e-02, eta: 13:50:28, time: 1.217, data_time: 0.001, memory: 10178, loss_action_cls: 0.0957, recall@thr=0.5: 0.4912, prec@thr=0.5: 0.6106, recall@top3: 0.6602, prec@top3: 0.5587, recall@top5: 0.8418, prec@top5: 0.4357, loss: 0.0957, grad_norm: 0.2268 2021-04-09 17:51:42,264 - mmaction - INFO - Epoch [1][660/3842] lr: 1.328e-02, eta: 13:47:59, time: 1.212, data_time: 0.001, memory: 10178, loss_action_cls: 0.0940, recall@thr=0.5: 0.4890, prec@thr=0.5: 0.6058, recall@top3: 0.6626, prec@top3: 0.5702, recall@top5: 0.8459, prec@top5: 0.4424, loss: 0.0940, grad_norm: 0.2103 2021-04-09 17:52:06,671 - mmaction - INFO - Epoch [1][680/3842] lr: 1.345e-02, eta: 13:45:47, time: 1.221, data_time: 0.007, memory: 10178, loss_action_cls: 0.0900, recall@thr=0.5: 0.5137, prec@thr=0.5: 0.6234, recall@top3: 0.6776, prec@top3: 0.5750, recall@top5: 0.8552, prec@top5: 0.4439, loss: 0.0900, grad_norm: 0.2172 2021-04-09 17:52:31,084 - mmaction - INFO - Epoch [1][700/3842] lr: 1.363e-02, eta: 13:43:42, time: 1.221, data_time: 0.001, memory: 10178, loss_action_cls: 0.0881, recall@thr=0.5: 0.5210, prec@thr=0.5: 0.6280, recall@top3: 0.6856, prec@top3: 0.5848, recall@top5: 0.8606, prec@top5: 0.4489, loss: 0.0881, grad_norm: 0.2331 2021-04-09 17:52:55,604 - mmaction - INFO - Epoch [1][720/3842] lr: 1.380e-02, eta: 13:41:45, time: 1.223, data_time: 0.004, memory: 10178, loss_action_cls: 0.0911, recall@thr=0.5: 0.4884, prec@thr=0.5: 0.6118, recall@top3: 0.6687, prec@top3: 0.5600, recall@top5: 0.8518, prec@top5: 0.4356, loss: 0.0911, grad_norm: 0.2519 2021-04-09 17:53:20,011 - mmaction - INFO - Epoch [1][740/3842] lr: 1.398e-02, eta: 13:39:53, time: 1.223, data_time: 0.004, memory: 10178, loss_action_cls: 0.0906, recall@thr=0.5: 0.5213, prec@thr=0.5: 0.6267, recall@top3: 0.6823, prec@top3: 0.5778, recall@top5: 0.8565, prec@top5: 0.4443, loss: 0.0906, grad_norm: 0.2225 2021-04-09 17:53:44,288 - mmaction - INFO - Epoch [1][760/3842] lr: 1.415e-02, eta: 13:37:55, time: 1.214, data_time: 0.001, memory: 10178, loss_action_cls: 0.0921, recall@thr=0.5: 0.5114, prec@thr=0.5: 0.6293, recall@top3: 0.6746, prec@top3: 0.5784, recall@top5: 0.8495, prec@top5: 0.4421, loss: 0.0921, grad_norm: 0.2257 2021-04-09 17:54:08,728 - mmaction - INFO - Epoch [1][780/3842] lr: 1.433e-02, eta: 13:36:09, time: 1.220, data_time: 0.001, memory: 10178, loss_action_cls: 0.0905, recall@thr=0.5: 0.5333, prec@thr=0.5: 0.6488, recall@top3: 0.6857, prec@top3: 0.5920, recall@top5: 0.8608, prec@top5: 0.4529, loss: 0.0905, grad_norm: 0.2298 2021-04-09 17:54:33,254 - mmaction - INFO - Epoch [1][800/3842] lr: 1.450e-02, eta: 13:34:35, time: 1.228, data_time: 0.003, memory: 10178, loss_action_cls: 0.0908, recall@thr=0.5: 0.5071, prec@thr=0.5: 0.6305, recall@top3: 0.6800, prec@top3: 0.5680, recall@top5: 0.8553, prec@top5: 0.4365, loss: 0.0908, grad_norm: 0.2392 2021-04-09 17:54:57,775 - mmaction - INFO - Epoch [1][820/3842] lr: 1.468e-02, eta: 13:33:02, time: 1.226, data_time: 0.001, memory: 10178, loss_action_cls: 0.0932, recall@thr=0.5: 0.5391, prec@thr=0.5: 0.6269, recall@top3: 0.6789, prec@top3: 0.5840, recall@top5: 0.8546, prec@top5: 0.4475, loss: 0.0932, grad_norm: 0.2586 2021-04-09 17:55:22,070 - mmaction - INFO - Epoch [1][840/3842] lr: 1.485e-02, eta: 13:31:21, time: 1.215, data_time: 0.001, memory: 10178, loss_action_cls: 0.0876, recall@thr=0.5: 0.5032, prec@thr=0.5: 0.6284, recall@top3: 0.6802, prec@top3: 0.5739, recall@top5: 0.8573, prec@top5: 0.4414, loss: 0.0876, grad_norm: 0.2539 2021-04-09 17:55:46,415 - mmaction - INFO - Epoch [1][860/3842] lr: 1.503e-02, eta: 13:29:47, time: 1.217, data_time: 0.001, memory: 10178, loss_action_cls: 0.0925, recall@thr=0.5: 0.4939, prec@thr=0.5: 0.6116, recall@top3: 0.6784, prec@top3: 0.5551, recall@top5: 0.8439, prec@top5: 0.4253, loss: 0.0925, grad_norm: 0.2535 2021-04-09 17:56:10,747 - mmaction - INFO - Epoch [1][880/3842] lr: 1.520e-02, eta: 13:28:15, time: 1.216, data_time: 0.001, memory: 10178, loss_action_cls: 0.0889, recall@thr=0.5: 0.5416, prec@thr=0.5: 0.6528, recall@top3: 0.6878, prec@top3: 0.5928, recall@top5: 0.8628, prec@top5: 0.4503, loss: 0.0889, grad_norm: 0.2222 2021-04-09 17:56:35,062 - mmaction - INFO - Epoch [1][900/3842] lr: 1.538e-02, eta: 13:26:46, time: 1.216, data_time: 0.002, memory: 10178, loss_action_cls: 0.0892, recall@thr=0.5: 0.5147, prec@thr=0.5: 0.6269, recall@top3: 0.6766, prec@top3: 0.5786, recall@top5: 0.8564, prec@top5: 0.4416, loss: 0.0892, grad_norm: 0.2324 2021-04-09 17:56:59,416 - mmaction - INFO - Epoch [1][920/3842] lr: 1.555e-02, eta: 13:25:22, time: 1.218, data_time: 0.001, memory: 10178, loss_action_cls: 0.0867, recall@thr=0.5: 0.5252, prec@thr=0.5: 0.6498, recall@top3: 0.6898, prec@top3: 0.5731, recall@top5: 0.8641, prec@top5: 0.4406, loss: 0.0867, grad_norm: 0.2364 2021-04-09 17:57:23,923 - mmaction - INFO - Epoch [1][940/3842] lr: 1.573e-02, eta: 13:24:04, time: 1.223, data_time: 0.001, memory: 10178, loss_action_cls: 0.0901, recall@thr=0.5: 0.5162, prec@thr=0.5: 0.6331, recall@top3: 0.6733, prec@top3: 0.5707, recall@top5: 0.8550, prec@top5: 0.4401, loss: 0.0901, grad_norm: 0.2245 2021-04-09 17:57:48,298 - mmaction - INFO - Epoch [1][960/3842] lr: 1.590e-02, eta: 13:22:46, time: 1.221, data_time: 0.003, memory: 10178, loss_action_cls: 0.0876, recall@thr=0.5: 0.5294, prec@thr=0.5: 0.6343, recall@top3: 0.6830, prec@top3: 0.5792, recall@top5: 0.8572, prec@top5: 0.4439, loss: 0.0876, grad_norm: 0.2127 2021-04-09 17:58:12,700 - mmaction - INFO - Epoch [1][980/3842] lr: 1.607e-02, eta: 13:21:30, time: 1.220, data_time: 0.001, memory: 10178, loss_action_cls: 0.0898, recall@thr=0.5: 0.5133, prec@thr=0.5: 0.6292, recall@top3: 0.6844, prec@top3: 0.5801, recall@top5: 0.8599, prec@top5: 0.4445, loss: 0.0898, grad_norm: 0.2132 2021-04-09 17:58:37,041 - mmaction - INFO - Epoch [1][1000/3842] lr: 1.625e-02, eta: 13:20:14, time: 1.217, data_time: 0.001, memory: 10178, loss_action_cls: 0.0867, recall@thr=0.5: 0.5255, prec@thr=0.5: 0.6354, recall@top3: 0.6926, prec@top3: 0.5744, recall@top5: 0.8522, prec@top5: 0.4318, loss: 0.0867, grad_norm: 0.2288 2021-04-09 17:59:01,327 - mmaction - INFO - Epoch [1][1020/3842] lr: 1.642e-02, eta: 13:18:57, time: 1.213, data_time: 0.001, memory: 10178, loss_action_cls: 0.0825, recall@thr=0.5: 0.5318, prec@thr=0.5: 0.6455, recall@top3: 0.6976, prec@top3: 0.5830, recall@top5: 0.8642, prec@top5: 0.4427, loss: 0.0825, grad_norm: 0.2300 2021-04-09 17:59:25,766 - mmaction - INFO - Epoch [1][1040/3842] lr: 1.660e-02, eta: 13:17:49, time: 1.223, data_time: 0.002, memory: 10178, loss_action_cls: 0.0865, recall@thr=0.5: 0.5391, prec@thr=0.5: 0.6522, recall@top3: 0.6928, prec@top3: 0.5908, recall@top5: 0.8637, prec@top5: 0.4475, loss: 0.0865, grad_norm: 0.2250 2021-04-09 17:59:50,114 - mmaction - INFO - Epoch [1][1060/3842] lr: 1.677e-02, eta: 13:16:38, time: 1.215, data_time: 0.001, memory: 10178, loss_action_cls: 0.0923, recall@thr=0.5: 0.5404, prec@thr=0.5: 0.6447, recall@top3: 0.6819, prec@top3: 0.5751, recall@top5: 0.8554, prec@top5: 0.4427, loss: 0.0923, grad_norm: 0.2325 2021-04-09 18:00:14,662 - mmaction - INFO - Epoch [1][1080/3842] lr: 1.695e-02, eta: 13:15:32, time: 1.221, data_time: 0.003, memory: 10178, loss_action_cls: 0.0913, recall@thr=0.5: 0.5272, prec@thr=0.5: 0.6392, recall@top3: 0.6825, prec@top3: 0.5828, recall@top5: 0.8627, prec@top5: 0.4489, loss: 0.0913, grad_norm: 0.2379 2021-04-09 18:00:44,125 - mmaction - INFO - Epoch [1][1100/3842] lr: 1.712e-02, eta: 13:17:23, time: 1.480, data_time: 0.267, memory: 10178, loss_action_cls: 0.0878, recall@thr=0.5: 0.5203, prec@thr=0.5: 0.6280, recall@top3: 0.6834, prec@top3: 0.5777, recall@top5: 0.8668, prec@top5: 0.4473, loss: 0.0878, grad_norm: 0.2503 2021-04-09 18:01:08,626 - mmaction - INFO - Epoch [1][1120/3842] lr: 1.729e-02, eta: 13:16:20, time: 1.226, data_time: 0.002, memory: 10178, loss_action_cls: 0.0882, recall@thr=0.5: 0.4921, prec@thr=0.5: 0.6141, recall@top3: 0.6689, prec@top3: 0.5678, recall@top5: 0.8575, prec@top5: 0.4445, loss: 0.0882, grad_norm: 0.2612 2021-04-09 18:01:32,940 - mmaction - INFO - Epoch [1][1140/3842] lr: 1.747e-02, eta: 13:15:12, time: 1.216, data_time: 0.001, memory: 10178, loss_action_cls: 0.0946, recall@thr=0.5: 0.5482, prec@thr=0.5: 0.6495, recall@top3: 0.6901, prec@top3: 0.5840, recall@top5: 0.8641, prec@top5: 0.4461, loss: 0.0946, grad_norm: 0.2276 2021-04-09 18:01:57,348 - mmaction - INFO - Epoch [1][1160/3842] lr: 1.764e-02, eta: 13:14:08, time: 1.220, data_time: 0.001, memory: 10178, loss_action_cls: 0.0888, recall@thr=0.5: 0.5265, prec@thr=0.5: 0.6446, recall@top3: 0.6940, prec@top3: 0.5953, recall@top5: 0.8662, prec@top5: 0.4520, loss: 0.0888, grad_norm: 0.2224 2021-04-09 18:02:21,774 - mmaction - INFO - Epoch [1][1180/3842] lr: 1.782e-02, eta: 13:13:06, time: 1.220, data_time: 0.001, memory: 10178, loss_action_cls: 0.0911, recall@thr=0.5: 0.5463, prec@thr=0.5: 0.6475, recall@top3: 0.6830, prec@top3: 0.5834, recall@top5: 0.8595, prec@top5: 0.4482, loss: 0.0911, grad_norm: 0.2426 2021-04-09 18:02:46,224 - mmaction - INFO - Epoch [1][1200/3842] lr: 1.799e-02, eta: 13:12:06, time: 1.222, data_time: 0.002, memory: 10178, loss_action_cls: 0.0904, recall@thr=0.5: 0.5251, prec@thr=0.5: 0.6396, recall@top3: 0.6861, prec@top3: 0.5743, recall@top5: 0.8608, prec@top5: 0.4415, loss: 0.0904, grad_norm: 0.2456 2021-04-09 18:03:10,738 - mmaction - INFO - Epoch [1][1220/3842] lr: 1.816e-02, eta: 13:11:10, time: 1.227, data_time: 0.002, memory: 10178, loss_action_cls: 0.0841, recall@thr=0.5: 0.5372, prec@thr=0.5: 0.6458, recall@top3: 0.6809, prec@top3: 0.5820, recall@top5: 0.8542, prec@top5: 0.4465, loss: 0.0841, grad_norm: 0.2582 2021-04-09 18:03:35,266 - mmaction - INFO - Epoch [1][1240/3842] lr: 1.834e-02, eta: 13:10:15, time: 1.227, data_time: 0.001, memory: 10178, loss_action_cls: 0.0895, recall@thr=0.5: 0.5176, prec@thr=0.5: 0.6270, recall@top3: 0.6840, prec@top3: 0.5725, recall@top5: 0.8579, prec@top5: 0.4404, loss: 0.0895, grad_norm: 0.2506 2021-04-09 18:03:59,743 - mmaction - INFO - Epoch [1][1260/3842] lr: 1.851e-02, eta: 13:09:18, time: 1.223, data_time: 0.001, memory: 10178, loss_action_cls: 0.0871, recall@thr=0.5: 0.5243, prec@thr=0.5: 0.6359, recall@top3: 0.6887, prec@top3: 0.5818, recall@top5: 0.8638, prec@top5: 0.4468, loss: 0.0871, grad_norm: 0.2495 2021-04-09 18:04:28,510 - mmaction - INFO - Epoch [1][1280/3842] lr: 1.868e-02, eta: 13:10:15, time: 1.416, data_time: 0.004, memory: 10178, loss_action_cls: 0.0823, recall@thr=0.5: 0.5363, prec@thr=0.5: 0.6441, recall@top3: 0.6980, prec@top3: 0.5720, recall@top5: 0.8714, prec@top5: 0.4372, loss: 0.0823, grad_norm: 0.2231 2021-04-09 18:04:52,710 - mmaction - INFO - Epoch [1][1300/3842] lr: 1.886e-02, eta: 13:09:24, time: 1.233, data_time: 0.025, memory: 10178, loss_action_cls: 0.0885, recall@thr=0.5: 0.5510, prec@thr=0.5: 0.6582, recall@top3: 0.7011, prec@top3: 0.5805, recall@top5: 0.8712, prec@top5: 0.4431, loss: 0.0885, grad_norm: 0.2331 2021-04-09 18:05:17,191 - mmaction - INFO - Epoch [1][1320/3842] lr: 1.903e-02, eta: 13:08:30, time: 1.224, data_time: 0.001, memory: 10178, loss_action_cls: 0.0879, recall@thr=0.5: 0.5450, prec@thr=0.5: 0.6561, recall@top3: 0.6915, prec@top3: 0.5838, recall@top5: 0.8704, prec@top5: 0.4489, loss: 0.0879, grad_norm: 0.2341 2021-04-09 18:05:41,538 - mmaction - INFO - Epoch [1][1340/3842] lr: 1.920e-02, eta: 13:07:32, time: 1.218, data_time: 0.001, memory: 10178, loss_action_cls: 0.0900, recall@thr=0.5: 0.5203, prec@thr=0.5: 0.6393, recall@top3: 0.6816, prec@top3: 0.5831, recall@top5: 0.8600, prec@top5: 0.4490, loss: 0.0900, grad_norm: 0.2308 2021-04-09 18:06:06,017 - mmaction - INFO - Epoch [1][1360/3842] lr: 1.938e-02, eta: 13:06:39, time: 1.223, data_time: 0.001, memory: 10178, loss_action_cls: 0.0845, recall@thr=0.5: 0.5529, prec@thr=0.5: 0.6587, recall@top3: 0.6984, prec@top3: 0.5886, recall@top5: 0.8626, prec@top5: 0.4448, loss: 0.0845, grad_norm: 0.2434 2021-04-09 18:06:30,331 - mmaction - INFO - Epoch [1][1380/3842] lr: 1.955e-02, eta: 13:05:43, time: 1.216, data_time: 0.002, memory: 10178, loss_action_cls: 0.0893, recall@thr=0.5: 0.5444, prec@thr=0.5: 0.6423, recall@top3: 0.6969, prec@top3: 0.5794, recall@top5: 0.8737, prec@top5: 0.4440, loss: 0.0893, grad_norm: 0.2304 2021-04-09 18:06:54,764 - mmaction - INFO - Epoch [1][1400/3842] lr: 1.972e-02, eta: 13:04:50, time: 1.222, data_time: 0.001, memory: 10178, loss_action_cls: 0.0839, recall@thr=0.5: 0.5528, prec@thr=0.5: 0.6595, recall@top3: 0.6920, prec@top3: 0.5862, recall@top5: 0.8696, prec@top5: 0.4503, loss: 0.0839, grad_norm: 0.2380 2021-04-09 18:07:19,117 - mmaction - INFO - Epoch [1][1420/3842] lr: 1.990e-02, eta: 13:03:57, time: 1.218, data_time: 0.002, memory: 10178, loss_action_cls: 0.0916, recall@thr=0.5: 0.5371, prec@thr=0.5: 0.6389, recall@top3: 0.6859, prec@top3: 0.5736, recall@top5: 0.8570, prec@top5: 0.4389, loss: 0.0916, grad_norm: 0.2417 2021-04-09 18:07:43,540 - mmaction - INFO - Epoch [1][1440/3842] lr: 2.007e-02, eta: 13:03:05, time: 1.220, data_time: 0.001, memory: 10178, loss_action_cls: 0.0907, recall@thr=0.5: 0.5548, prec@thr=0.5: 0.6526, recall@top3: 0.6934, prec@top3: 0.5874, recall@top5: 0.8691, prec@top5: 0.4492, loss: 0.0907, grad_norm: 0.2169 2021-04-09 18:08:07,992 - mmaction - INFO - Epoch [1][1460/3842] lr: 2.024e-02, eta: 13:02:15, time: 1.222, data_time: 0.001, memory: 10178, loss_action_cls: 0.0824, recall@thr=0.5: 0.5470, prec@thr=0.5: 0.6547, recall@top3: 0.7005, prec@top3: 0.5991, recall@top5: 0.8648, prec@top5: 0.4525, loss: 0.0824, grad_norm: 0.2268 2021-04-09 18:08:32,440 - mmaction - INFO - Epoch [1][1480/3842] lr: 2.042e-02, eta: 13:01:26, time: 1.222, data_time: 0.002, memory: 10178, loss_action_cls: 0.0876, recall@thr=0.5: 0.5594, prec@thr=0.5: 0.6579, recall@top3: 0.6961, prec@top3: 0.5877, recall@top5: 0.8681, prec@top5: 0.4498, loss: 0.0876, grad_norm: 0.2307 2021-04-09 18:08:56,792 - mmaction - INFO - Epoch [1][1500/3842] lr: 2.059e-02, eta: 13:00:35, time: 1.218, data_time: 0.002, memory: 10178, loss_action_cls: 0.0861, recall@thr=0.5: 0.5497, prec@thr=0.5: 0.6623, recall@top3: 0.6899, prec@top3: 0.5973, recall@top5: 0.8608, prec@top5: 0.4549, loss: 0.0861, grad_norm: 0.2536 2021-04-09 18:09:21,049 - mmaction - INFO - Epoch [1][1520/3842] lr: 2.076e-02, eta: 12:59:42, time: 1.212, data_time: 0.002, memory: 10178, loss_action_cls: 0.0859, recall@thr=0.5: 0.5433, prec@thr=0.5: 0.6516, recall@top3: 0.6909, prec@top3: 0.5830, recall@top5: 0.8639, prec@top5: 0.4463, loss: 0.0859, grad_norm: 0.2389 2021-04-09 18:09:45,452 - mmaction - INFO - Epoch [1][1540/3842] lr: 2.094e-02, eta: 12:58:55, time: 1.221, data_time: 0.002, memory: 10178, loss_action_cls: 0.0849, recall@thr=0.5: 0.5412, prec@thr=0.5: 0.6631, recall@top3: 0.7051, prec@top3: 0.5897, recall@top5: 0.8673, prec@top5: 0.4449, loss: 0.0849, grad_norm: 0.2327 2021-04-09 18:10:09,920 - mmaction - INFO - Epoch [1][1560/3842] lr: 2.111e-02, eta: 12:58:09, time: 1.223, data_time: 0.001, memory: 10178, loss_action_cls: 0.0855, recall@thr=0.5: 0.5522, prec@thr=0.5: 0.6702, recall@top3: 0.6952, prec@top3: 0.5904, recall@top5: 0.8595, prec@top5: 0.4447, loss: 0.0855, grad_norm: 0.2278 2021-04-09 18:10:34,592 - mmaction - INFO - Epoch [1][1580/3842] lr: 2.128e-02, eta: 12:57:28, time: 1.234, data_time: 0.001, memory: 10178, loss_action_cls: 0.0863, recall@thr=0.5: 0.5708, prec@thr=0.5: 0.6860, recall@top3: 0.7132, prec@top3: 0.6136, recall@top5: 0.8815, prec@top5: 0.4633, loss: 0.0863, grad_norm: 0.2392 2021-04-09 18:10:58,975 - mmaction - INFO - Epoch [1][1600/3842] lr: 2.145e-02, eta: 12:56:40, time: 1.218, data_time: 0.001, memory: 10178, loss_action_cls: 0.0844, recall@thr=0.5: 0.5484, prec@thr=0.5: 0.6469, recall@top3: 0.6932, prec@top3: 0.5901, recall@top5: 0.8705, prec@top5: 0.4518, loss: 0.0844, grad_norm: 0.2163 2021-04-09 18:11:23,371 - mmaction - INFO - Epoch [1][1620/3842] lr: 2.163e-02, eta: 12:55:55, time: 1.222, data_time: 0.003, memory: 10178, loss_action_cls: 0.0858, recall@thr=0.5: 0.5406, prec@thr=0.5: 0.6448, recall@top3: 0.6821, prec@top3: 0.5835, recall@top5: 0.8653, prec@top5: 0.4510, loss: 0.0858, grad_norm: 0.2338 2021-04-09 18:11:47,789 - mmaction - INFO - Epoch [1][1640/3842] lr: 2.180e-02, eta: 12:55:10, time: 1.220, data_time: 0.001, memory: 10178, loss_action_cls: 0.0852, recall@thr=0.5: 0.5547, prec@thr=0.5: 0.6561, recall@top3: 0.7066, prec@top3: 0.5879, recall@top5: 0.8841, prec@top5: 0.4519, loss: 0.0852, grad_norm: 0.2369 2021-04-09 18:12:12,167 - mmaction - INFO - Epoch [1][1660/3842] lr: 2.197e-02, eta: 12:54:24, time: 1.219, data_time: 0.001, memory: 10178, loss_action_cls: 0.0848, recall@thr=0.5: 0.5791, prec@thr=0.5: 0.6699, recall@top3: 0.7194, prec@top3: 0.6112, recall@top5: 0.8790, prec@top5: 0.4582, loss: 0.0848, grad_norm: 0.2161 2021-04-09 18:12:36,609 - mmaction - INFO - Epoch [1][1680/3842] lr: 2.214e-02, eta: 12:53:41, time: 1.222, data_time: 0.001, memory: 10178, loss_action_cls: 0.0842, recall@thr=0.5: 0.5656, prec@thr=0.5: 0.6779, recall@top3: 0.7109, prec@top3: 0.6008, recall@top5: 0.8776, prec@top5: 0.4560, loss: 0.0842, grad_norm: 0.2365 2021-04-09 18:13:00,902 - mmaction - INFO - Epoch [1][1700/3842] lr: 2.232e-02, eta: 12:52:54, time: 1.214, data_time: 0.001, memory: 10178, loss_action_cls: 0.0784, recall@thr=0.5: 0.5725, prec@thr=0.5: 0.6682, recall@top3: 0.7066, prec@top3: 0.5864, recall@top5: 0.8680, prec@top5: 0.4421, loss: 0.0784, grad_norm: 0.2415 2021-04-09 18:13:25,394 - mmaction - INFO - Epoch [1][1720/3842] lr: 2.249e-02, eta: 12:52:13, time: 1.225, data_time: 0.002, memory: 10178, loss_action_cls: 0.0874, recall@thr=0.5: 0.5518, prec@thr=0.5: 0.6592, recall@top3: 0.7107, prec@top3: 0.5795, recall@top5: 0.8707, prec@top5: 0.4348, loss: 0.0874, grad_norm: 0.2265 2021-04-09 18:13:49,844 - mmaction - INFO - Epoch [1][1740/3842] lr: 2.266e-02, eta: 12:51:30, time: 1.222, data_time: 0.001, memory: 10178, loss_action_cls: 0.0821, recall@thr=0.5: 0.5783, prec@thr=0.5: 0.6671, recall@top3: 0.7145, prec@top3: 0.6027, recall@top5: 0.8772, prec@top5: 0.4552, loss: 0.0821, grad_norm: 0.2196 2021-04-09 18:14:14,280 - mmaction - INFO - Epoch [1][1760/3842] lr: 2.283e-02, eta: 12:50:49, time: 1.223, data_time: 0.002, memory: 10178, loss_action_cls: 0.0829, recall@thr=0.5: 0.5588, prec@thr=0.5: 0.6670, recall@top3: 0.6992, prec@top3: 0.5836, recall@top5: 0.8725, prec@top5: 0.4467, loss: 0.0829, grad_norm: 0.2265 2021-04-09 18:14:38,647 - mmaction - INFO - Epoch [1][1780/3842] lr: 2.301e-02, eta: 12:50:06, time: 1.219, data_time: 0.001, memory: 10178, loss_action_cls: 0.0772, recall@thr=0.5: 0.5723, prec@thr=0.5: 0.6581, recall@top3: 0.7053, prec@top3: 0.6008, recall@top5: 0.8761, prec@top5: 0.4543, loss: 0.0772, grad_norm: 0.2290 2021-04-09 18:15:03,058 - mmaction - INFO - Epoch [1][1800/3842] lr: 2.318e-02, eta: 12:49:23, time: 1.219, data_time: 0.001, memory: 10178, loss_action_cls: 0.0785, recall@thr=0.5: 0.5796, prec@thr=0.5: 0.6841, recall@top3: 0.7207, prec@top3: 0.6049, recall@top5: 0.8853, prec@top5: 0.4552, loss: 0.0785, grad_norm: 0.2282 2021-04-09 18:15:27,556 - mmaction - INFO - Epoch [1][1820/3842] lr: 2.335e-02, eta: 12:48:44, time: 1.226, data_time: 0.002, memory: 10178, loss_action_cls: 0.0837, recall@thr=0.5: 0.5525, prec@thr=0.5: 0.6657, recall@top3: 0.6976, prec@top3: 0.5959, recall@top5: 0.8671, prec@top5: 0.4544, loss: 0.0837, grad_norm: 0.2098 2021-04-09 18:15:52,275 - mmaction - INFO - Epoch [1][1840/3842] lr: 2.352e-02, eta: 12:48:09, time: 1.235, data_time: 0.022, memory: 10178, loss_action_cls: 0.0793, recall@thr=0.5: 0.5868, prec@thr=0.5: 0.6820, recall@top3: 0.7245, prec@top3: 0.6031, recall@top5: 0.8869, prec@top5: 0.4542, loss: 0.0793, grad_norm: 0.2025 2021-04-09 18:16:16,745 - mmaction - INFO - Epoch [1][1860/3842] lr: 2.369e-02, eta: 12:47:30, time: 1.223, data_time: 0.001, memory: 10178, loss_action_cls: 0.0887, recall@thr=0.5: 0.5707, prec@thr=0.5: 0.6698, recall@top3: 0.7054, prec@top3: 0.5981, recall@top5: 0.8720, prec@top5: 0.4524, loss: 0.0887, grad_norm: 0.2106 2021-04-09 18:16:41,184 - mmaction - INFO - Epoch [1][1880/3842] lr: 2.386e-02, eta: 12:46:50, time: 1.223, data_time: 0.001, memory: 10178, loss_action_cls: 0.0886, recall@thr=0.5: 0.5699, prec@thr=0.5: 0.6660, recall@top3: 0.7118, prec@top3: 0.6132, recall@top5: 0.8851, prec@top5: 0.4639, loss: 0.0886, grad_norm: 0.2128 2021-04-09 18:17:05,635 - mmaction - INFO - Epoch [1][1900/3842] lr: 2.404e-02, eta: 12:46:11, time: 1.222, data_time: 0.001, memory: 10178, loss_action_cls: 0.0855, recall@thr=0.5: 0.5875, prec@thr=0.5: 0.6875, recall@top3: 0.7182, prec@top3: 0.6082, recall@top5: 0.8776, prec@top5: 0.4547, loss: 0.0855, grad_norm: 0.2186 2021-04-09 18:17:30,098 - mmaction - INFO - Epoch [1][1920/3842] lr: 2.421e-02, eta: 12:45:32, time: 1.223, data_time: 0.001, memory: 10178, loss_action_cls: 0.0856, recall@thr=0.5: 0.5654, prec@thr=0.5: 0.6679, recall@top3: 0.7113, prec@top3: 0.5914, recall@top5: 0.8727, prec@top5: 0.4448, loss: 0.0856, grad_norm: 0.2188 2021-04-09 18:17:54,593 - mmaction - INFO - Epoch [1][1940/3842] lr: 2.438e-02, eta: 12:44:54, time: 1.225, data_time: 0.001, memory: 10178, loss_action_cls: 0.0885, recall@thr=0.5: 0.5474, prec@thr=0.5: 0.6513, recall@top3: 0.6853, prec@top3: 0.5824, recall@top5: 0.8571, prec@top5: 0.4446, loss: 0.0885, grad_norm: 0.2320 2021-04-09 18:18:19,010 - mmaction - INFO - Epoch [1][1960/3842] lr: 2.455e-02, eta: 12:44:15, time: 1.220, data_time: 0.001, memory: 10178, loss_action_cls: 0.0790, recall@thr=0.5: 0.5710, prec@thr=0.5: 0.6519, recall@top3: 0.7068, prec@top3: 0.6003, recall@top5: 0.8786, prec@top5: 0.4575, loss: 0.0790, grad_norm: 0.2358 2021-04-09 18:18:43,482 - mmaction - INFO - Epoch [1][1980/3842] lr: 2.472e-02, eta: 12:43:36, time: 1.221, data_time: 0.002, memory: 10178, loss_action_cls: 0.0815, recall@thr=0.5: 0.5676, prec@thr=0.5: 0.6776, recall@top3: 0.7106, prec@top3: 0.5996, recall@top5: 0.8750, prec@top5: 0.4532, loss: 0.0815, grad_norm: 0.2269 2021-04-09 18:19:07,886 - mmaction - INFO - Epoch [1][2000/3842] lr: 2.489e-02, eta: 12:42:59, time: 1.223, data_time: 0.004, memory: 10178, loss_action_cls: 0.0792, recall@thr=0.5: 0.5688, prec@thr=0.5: 0.6659, recall@top3: 0.7113, prec@top3: 0.5955, recall@top5: 0.8771, prec@top5: 0.4517, loss: 0.0792, grad_norm: 0.2463 2021-04-09 18:19:32,375 - mmaction - INFO - Epoch [1][2020/3842] lr: 2.506e-02, eta: 12:42:21, time: 1.223, data_time: 0.001, memory: 10178, loss_action_cls: 0.0788, recall@thr=0.5: 0.5911, prec@thr=0.5: 0.6852, recall@top3: 0.7172, prec@top3: 0.6121, recall@top5: 0.8764, prec@top5: 0.4578, loss: 0.0788, grad_norm: 0.2209 2021-04-09 18:19:56,708 - mmaction - INFO - Epoch [1][2040/3842] lr: 2.524e-02, eta: 12:41:43, time: 1.218, data_time: 0.002, memory: 10178, loss_action_cls: 0.0788, recall@thr=0.5: 0.5728, prec@thr=0.5: 0.6772, recall@top3: 0.7189, prec@top3: 0.6013, recall@top5: 0.8735, prec@top5: 0.4492, loss: 0.0788, grad_norm: 0.2258 2021-04-09 18:20:21,103 - mmaction - INFO - Epoch [1][2060/3842] lr: 2.541e-02, eta: 12:41:04, time: 1.218, data_time: 0.001, memory: 10178, loss_action_cls: 0.0817, recall@thr=0.5: 0.5746, prec@thr=0.5: 0.6826, recall@top3: 0.7116, prec@top3: 0.6030, recall@top5: 0.8763, prec@top5: 0.4540, loss: 0.0817, grad_norm: 0.2368 2021-04-09 18:20:45,518 - mmaction - INFO - Epoch [1][2080/3842] lr: 2.558e-02, eta: 12:40:27, time: 1.222, data_time: 0.002, memory: 10178, loss_action_cls: 0.0835, recall@thr=0.5: 0.5752, prec@thr=0.5: 0.6665, recall@top3: 0.7103, prec@top3: 0.5962, recall@top5: 0.8717, prec@top5: 0.4510, loss: 0.0835, grad_norm: 0.2368 2021-04-09 18:21:09,858 - mmaction - INFO - Epoch [1][2100/3842] lr: 2.575e-02, eta: 12:39:49, time: 1.217, data_time: 0.001, memory: 10178, loss_action_cls: 0.0840, recall@thr=0.5: 0.5847, prec@thr=0.5: 0.6897, recall@top3: 0.7313, prec@top3: 0.6128, recall@top5: 0.8830, prec@top5: 0.4536, loss: 0.0840, grad_norm: 0.2129 2021-04-09 18:21:34,239 - mmaction - INFO - Epoch [1][2120/3842] lr: 2.592e-02, eta: 12:39:11, time: 1.219, data_time: 0.001, memory: 10178, loss_action_cls: 0.0858, recall@thr=0.5: 0.5872, prec@thr=0.5: 0.6762, recall@top3: 0.7103, prec@top3: 0.6082, recall@top5: 0.8797, prec@top5: 0.4592, loss: 0.0858, grad_norm: 0.2166 2021-04-09 18:21:58,739 - mmaction - INFO - Epoch [1][2140/3842] lr: 2.609e-02, eta: 12:38:36, time: 1.224, data_time: 0.001, memory: 10178, loss_action_cls: 0.0838, recall@thr=0.5: 0.5774, prec@thr=0.5: 0.6827, recall@top3: 0.7089, prec@top3: 0.6076, recall@top5: 0.8726, prec@top5: 0.4595, loss: 0.0838, grad_norm: 0.2148 2021-04-09 18:22:23,109 - mmaction - INFO - Epoch [1][2160/3842] lr: 2.626e-02, eta: 12:37:59, time: 1.219, data_time: 0.001, memory: 10178, loss_action_cls: 0.0833, recall@thr=0.5: 0.5623, prec@thr=0.5: 0.6678, recall@top3: 0.7080, prec@top3: 0.5863, recall@top5: 0.8668, prec@top5: 0.4415, loss: 0.0833, grad_norm: 0.2353 2021-04-09 18:22:47,416 - mmaction - INFO - Epoch [1][2180/3842] lr: 2.643e-02, eta: 12:37:20, time: 1.214, data_time: 0.001, memory: 10178, loss_action_cls: 0.0840, recall@thr=0.5: 0.5499, prec@thr=0.5: 0.6560, recall@top3: 0.7022, prec@top3: 0.5821, recall@top5: 0.8706, prec@top5: 0.4404, loss: 0.0840, grad_norm: 0.2316 2021-04-09 18:23:11,883 - mmaction - INFO - Epoch [1][2200/3842] lr: 2.660e-02, eta: 12:36:46, time: 1.224, data_time: 0.001, memory: 10178, loss_action_cls: 0.0883, recall@thr=0.5: 0.5614, prec@thr=0.5: 0.6709, recall@top3: 0.6986, prec@top3: 0.5941, recall@top5: 0.8721, prec@top5: 0.4532, loss: 0.0883, grad_norm: 0.2264 2021-04-09 18:23:36,459 - mmaction - INFO - Epoch [1][2220/3842] lr: 2.677e-02, eta: 12:36:12, time: 1.229, data_time: 0.001, memory: 10178, loss_action_cls: 0.0832, recall@thr=0.5: 0.5838, prec@thr=0.5: 0.6785, recall@top3: 0.7203, prec@top3: 0.5987, recall@top5: 0.8783, prec@top5: 0.4464, loss: 0.0832, grad_norm: 0.2317 2021-04-09 18:24:00,839 - mmaction - INFO - Epoch [1][2240/3842] lr: 2.694e-02, eta: 12:35:36, time: 1.219, data_time: 0.001, memory: 10178, loss_action_cls: 0.0785, recall@thr=0.5: 0.5792, prec@thr=0.5: 0.6804, recall@top3: 0.7276, prec@top3: 0.6040, recall@top5: 0.8865, prec@top5: 0.4530, loss: 0.0785, grad_norm: 0.2209 2021-04-09 18:24:25,168 - mmaction - INFO - Epoch [1][2260/3842] lr: 2.711e-02, eta: 12:34:59, time: 1.216, data_time: 0.001, memory: 10178, loss_action_cls: 0.0778, recall@thr=0.5: 0.5799, prec@thr=0.5: 0.6755, recall@top3: 0.7150, prec@top3: 0.6047, recall@top5: 0.8731, prec@top5: 0.4511, loss: 0.0778, grad_norm: 0.2361 2021-04-09 18:24:49,601 - mmaction - INFO - Epoch [1][2280/3842] lr: 2.728e-02, eta: 12:34:24, time: 1.221, data_time: 0.001, memory: 10178, loss_action_cls: 0.0840, recall@thr=0.5: 0.5724, prec@thr=0.5: 0.6911, recall@top3: 0.7229, prec@top3: 0.6039, recall@top5: 0.8771, prec@top5: 0.4493, loss: 0.0840, grad_norm: 0.2140 2021-04-09 18:25:13,840 - mmaction - INFO - Epoch [1][2300/3842] lr: 2.745e-02, eta: 12:33:47, time: 1.212, data_time: 0.001, memory: 10178, loss_action_cls: 0.0767, recall@thr=0.5: 0.5812, prec@thr=0.5: 0.6856, recall@top3: 0.7249, prec@top3: 0.6025, recall@top5: 0.8826, prec@top5: 0.4499, loss: 0.0767, grad_norm: 0.2263 2021-04-09 18:25:38,150 - mmaction - INFO - Epoch [1][2320/3842] lr: 2.762e-02, eta: 12:33:10, time: 1.215, data_time: 0.001, memory: 10178, loss_action_cls: 0.0792, recall@thr=0.5: 0.5909, prec@thr=0.5: 0.6928, recall@top3: 0.7167, prec@top3: 0.6067, recall@top5: 0.8792, prec@top5: 0.4574, loss: 0.0792, grad_norm: 0.2131 2021-04-09 18:26:02,598 - mmaction - INFO - Epoch [1][2340/3842] lr: 2.779e-02, eta: 12:32:36, time: 1.223, data_time: 0.002, memory: 10178, loss_action_cls: 0.0810, recall@thr=0.5: 0.5919, prec@thr=0.5: 0.6830, recall@top3: 0.7252, prec@top3: 0.5986, recall@top5: 0.8839, prec@top5: 0.4485, loss: 0.0810, grad_norm: 0.2093 2021-04-09 18:26:26,962 - mmaction - INFO - Epoch [1][2360/3842] lr: 2.796e-02, eta: 12:32:00, time: 1.216, data_time: 0.001, memory: 10178, loss_action_cls: 0.0789, recall@thr=0.5: 0.5792, prec@thr=0.5: 0.6859, recall@top3: 0.7222, prec@top3: 0.6089, recall@top5: 0.8789, prec@top5: 0.4540, loss: 0.0789, grad_norm: 0.2019 2021-04-09 18:26:51,262 - mmaction - INFO - Epoch [1][2380/3842] lr: 2.813e-02, eta: 12:31:25, time: 1.217, data_time: 0.003, memory: 10178, loss_action_cls: 0.0794, recall@thr=0.5: 0.5857, prec@thr=0.5: 0.6894, recall@top3: 0.7373, prec@top3: 0.6082, recall@top5: 0.8892, prec@top5: 0.4502, loss: 0.0794, grad_norm: 0.1969 2021-04-09 18:27:15,688 - mmaction - INFO - Epoch [1][2400/3842] lr: 2.830e-02, eta: 12:30:51, time: 1.221, data_time: 0.001, memory: 10178, loss_action_cls: 0.0818, recall@thr=0.5: 0.6044, prec@thr=0.5: 0.6963, recall@top3: 0.7201, prec@top3: 0.6216, recall@top5: 0.8892, prec@top5: 0.4700, loss: 0.0818, grad_norm: 0.1996 2021-04-09 18:27:40,072 - mmaction - INFO - Epoch [1][2420/3842] lr: 2.847e-02, eta: 12:30:17, time: 1.219, data_time: 0.001, memory: 10178, loss_action_cls: 0.0836, recall@thr=0.5: 0.5570, prec@thr=0.5: 0.6610, recall@top3: 0.7036, prec@top3: 0.5810, recall@top5: 0.8753, prec@top5: 0.4416, loss: 0.0836, grad_norm: 0.2146 2021-04-09 18:28:04,470 - mmaction - INFO - Epoch [1][2440/3842] lr: 2.864e-02, eta: 12:29:42, time: 1.219, data_time: 0.001, memory: 10178, loss_action_cls: 0.0833, recall@thr=0.5: 0.5974, prec@thr=0.5: 0.6789, recall@top3: 0.7324, prec@top3: 0.6178, recall@top5: 0.8960, prec@top5: 0.4612, loss: 0.0833, grad_norm: 0.2110 2021-04-09 18:28:28,757 - mmaction - INFO - Epoch [1][2460/3842] lr: 2.881e-02, eta: 12:29:07, time: 1.215, data_time: 0.001, memory: 10178, loss_action_cls: 0.0797, recall@thr=0.5: 0.5825, prec@thr=0.5: 0.6813, recall@top3: 0.7168, prec@top3: 0.6080, recall@top5: 0.8823, prec@top5: 0.4590, loss: 0.0797, grad_norm: 0.2354 2021-04-09 18:28:53,078 - mmaction - INFO - Epoch [1][2480/3842] lr: 2.898e-02, eta: 12:28:32, time: 1.215, data_time: 0.001, memory: 10178, loss_action_cls: 0.0833, recall@thr=0.5: 0.5851, prec@thr=0.5: 0.6788, recall@top3: 0.7256, prec@top3: 0.6052, recall@top5: 0.8817, prec@top5: 0.4503, loss: 0.0833, grad_norm: 0.2181 2021-04-09 18:29:17,460 - mmaction - INFO - Epoch [1][2500/3842] lr: 2.915e-02, eta: 12:27:58, time: 1.219, data_time: 0.002, memory: 10178, loss_action_cls: 0.0777, recall@thr=0.5: 0.5951, prec@thr=0.5: 0.6843, recall@top3: 0.7252, prec@top3: 0.6117, recall@top5: 0.8918, prec@top5: 0.4624, loss: 0.0777, grad_norm: 0.2167 2021-04-09 18:29:41,917 - mmaction - INFO - Epoch [1][2520/3842] lr: 2.931e-02, eta: 12:27:26, time: 1.223, data_time: 0.001, memory: 10178, loss_action_cls: 0.0769, recall@thr=0.5: 0.5944, prec@thr=0.5: 0.6842, recall@top3: 0.7227, prec@top3: 0.6142, recall@top5: 0.8809, prec@top5: 0.4603, loss: 0.0769, grad_norm: 0.2014 2021-04-09 18:30:06,226 - mmaction - INFO - Epoch [1][2540/3842] lr: 2.948e-02, eta: 12:26:51, time: 1.215, data_time: 0.001, memory: 10178, loss_action_cls: 0.0769, recall@thr=0.5: 0.6072, prec@thr=0.5: 0.7036, recall@top3: 0.7375, prec@top3: 0.6149, recall@top5: 0.8927, prec@top5: 0.4583, loss: 0.0769, grad_norm: 0.1926 2021-04-09 18:30:30,706 - mmaction - INFO - Epoch [1][2560/3842] lr: 2.965e-02, eta: 12:26:19, time: 1.224, data_time: 0.001, memory: 10178, loss_action_cls: 0.0789, recall@thr=0.5: 0.5753, prec@thr=0.5: 0.6847, recall@top3: 0.7064, prec@top3: 0.5967, recall@top5: 0.8827, prec@top5: 0.4551, loss: 0.0789, grad_norm: 0.2382 2021-04-09 18:30:55,123 - mmaction - INFO - Epoch [1][2580/3842] lr: 2.982e-02, eta: 12:25:47, time: 1.222, data_time: 0.002, memory: 10178, loss_action_cls: 0.0777, recall@thr=0.5: 0.5953, prec@thr=0.5: 0.6815, recall@top3: 0.7377, prec@top3: 0.6054, recall@top5: 0.8944, prec@top5: 0.4502, loss: 0.0777, grad_norm: 0.2079 2021-04-09 18:31:19,597 - mmaction - INFO - Epoch [1][2600/3842] lr: 2.999e-02, eta: 12:25:15, time: 1.223, data_time: 0.001, memory: 10178, loss_action_cls: 0.0768, recall@thr=0.5: 0.5894, prec@thr=0.5: 0.6903, recall@top3: 0.7299, prec@top3: 0.6106, recall@top5: 0.8771, prec@top5: 0.4496, loss: 0.0768, grad_norm: 0.2021 2021-04-09 18:31:43,840 - mmaction - INFO - Epoch [1][2620/3842] lr: 3.016e-02, eta: 12:24:40, time: 1.212, data_time: 0.001, memory: 10178, loss_action_cls: 0.0800, recall@thr=0.5: 0.5958, prec@thr=0.5: 0.6882, recall@top3: 0.7269, prec@top3: 0.6115, recall@top5: 0.8883, prec@top5: 0.4580, loss: 0.0800, grad_norm: 0.1956 2021-04-09 18:32:08,170 - mmaction - INFO - Epoch [1][2640/3842] lr: 3.033e-02, eta: 12:24:06, time: 1.217, data_time: 0.001, memory: 10178, loss_action_cls: 0.0827, recall@thr=0.5: 0.5942, prec@thr=0.5: 0.6866, recall@top3: 0.7275, prec@top3: 0.6045, recall@top5: 0.8908, prec@top5: 0.4554, loss: 0.0827, grad_norm: 0.1866 2021-04-09 18:32:32,471 - mmaction - INFO - Epoch [1][2660/3842] lr: 3.049e-02, eta: 12:23:33, time: 1.215, data_time: 0.001, memory: 10178, loss_action_cls: 0.0808, recall@thr=0.5: 0.5944, prec@thr=0.5: 0.6844, recall@top3: 0.7302, prec@top3: 0.6192, recall@top5: 0.8874, prec@top5: 0.4584, loss: 0.0808, grad_norm: 0.2117 2021-04-09 18:32:56,851 - mmaction - INFO - Epoch [1][2680/3842] lr: 3.066e-02, eta: 12:23:00, time: 1.218, data_time: 0.001, memory: 10178, loss_action_cls: 0.0774, recall@thr=0.5: 0.5887, prec@thr=0.5: 0.6756, recall@top3: 0.7235, prec@top3: 0.5995, recall@top5: 0.8880, prec@top5: 0.4522, loss: 0.0774, grad_norm: 0.2450 2021-04-09 18:33:21,199 - mmaction - INFO - Epoch [1][2700/3842] lr: 3.083e-02, eta: 12:22:27, time: 1.218, data_time: 0.001, memory: 10178, loss_action_cls: 0.0820, recall@thr=0.5: 0.5801, prec@thr=0.5: 0.6857, recall@top3: 0.7257, prec@top3: 0.6082, recall@top5: 0.8850, prec@top5: 0.4556, loss: 0.0820, grad_norm: 0.2245 2021-04-09 18:33:45,495 - mmaction - INFO - Epoch [1][2720/3842] lr: 3.100e-02, eta: 12:21:54, time: 1.214, data_time: 0.001, memory: 10178, loss_action_cls: 0.0779, recall@thr=0.5: 0.6097, prec@thr=0.5: 0.6974, recall@top3: 0.7239, prec@top3: 0.6129, recall@top5: 0.8888, prec@top5: 0.4625, loss: 0.0779, grad_norm: 0.2007 2021-04-09 18:34:09,955 - mmaction - INFO - Epoch [1][2740/3842] lr: 3.117e-02, eta: 12:21:22, time: 1.222, data_time: 0.002, memory: 10178, loss_action_cls: 0.0812, recall@thr=0.5: 0.5962, prec@thr=0.5: 0.6803, recall@top3: 0.7219, prec@top3: 0.6154, recall@top5: 0.8917, prec@top5: 0.4645, loss: 0.0812, grad_norm: 0.2451 2021-04-09 18:34:34,448 - mmaction - INFO - Epoch [1][2760/3842] lr: 3.133e-02, eta: 12:20:52, time: 1.226, data_time: 0.002, memory: 10178, loss_action_cls: 0.0845, recall@thr=0.5: 0.5875, prec@thr=0.5: 0.6882, recall@top3: 0.7249, prec@top3: 0.6010, recall@top5: 0.8793, prec@top5: 0.4469, loss: 0.0845, grad_norm: 0.2128 2021-04-09 18:34:58,778 - mmaction - INFO - Epoch [1][2780/3842] lr: 3.150e-02, eta: 12:20:19, time: 1.216, data_time: 0.002, memory: 10178, loss_action_cls: 0.0835, recall@thr=0.5: 0.5724, prec@thr=0.5: 0.6879, recall@top3: 0.7108, prec@top3: 0.6031, recall@top5: 0.8767, prec@top5: 0.4535, loss: 0.0835, grad_norm: 0.2059 2021-04-09 18:35:23,114 - mmaction - INFO - Epoch [1][2800/3842] lr: 3.167e-02, eta: 12:19:47, time: 1.217, data_time: 0.002, memory: 10178, loss_action_cls: 0.0779, recall@thr=0.5: 0.6087, prec@thr=0.5: 0.7049, recall@top3: 0.7376, prec@top3: 0.6088, recall@top5: 0.8927, prec@top5: 0.4524, loss: 0.0779, grad_norm: 0.2096 2021-04-09 18:35:47,528 - mmaction - INFO - Epoch [1][2820/3842] lr: 3.184e-02, eta: 12:19:15, time: 1.221, data_time: 0.002, memory: 10178, loss_action_cls: 0.0762, recall@thr=0.5: 0.5951, prec@thr=0.5: 0.6983, recall@top3: 0.7316, prec@top3: 0.6262, recall@top5: 0.8924, prec@top5: 0.4650, loss: 0.0762, grad_norm: 0.1976 2021-04-09 18:36:11,913 - mmaction - INFO - Epoch [1][2840/3842] lr: 3.200e-02, eta: 12:18:44, time: 1.220, data_time: 0.002, memory: 10178, loss_action_cls: 0.0751, recall@thr=0.5: 0.5847, prec@thr=0.5: 0.6949, recall@top3: 0.7174, prec@top3: 0.5992, recall@top5: 0.8765, prec@top5: 0.4499, loss: 0.0751, grad_norm: 0.1979 2021-04-09 18:36:36,369 - mmaction - INFO - Epoch [1][2860/3842] lr: 3.217e-02, eta: 12:18:13, time: 1.222, data_time: 0.001, memory: 10178, loss_action_cls: 0.0863, recall@thr=0.5: 0.5841, prec@thr=0.5: 0.6798, recall@top3: 0.7137, prec@top3: 0.6019, recall@top5: 0.8798, prec@top5: 0.4535, loss: 0.0863, grad_norm: 0.2011 2021-04-09 18:37:00,792 - mmaction - INFO - Epoch [1][2880/3842] lr: 3.234e-02, eta: 12:17:42, time: 1.220, data_time: 0.002, memory: 10178, loss_action_cls: 0.0753, recall@thr=0.5: 0.6096, prec@thr=0.5: 0.6997, recall@top3: 0.7369, prec@top3: 0.6177, recall@top5: 0.9032, prec@top5: 0.4636, loss: 0.0753, grad_norm: 0.2143 2021-04-09 18:37:25,091 - mmaction - INFO - Epoch [1][2900/3842] lr: 3.251e-02, eta: 12:17:10, time: 1.217, data_time: 0.003, memory: 10178, loss_action_cls: 0.0810, recall@thr=0.5: 0.5944, prec@thr=0.5: 0.6909, recall@top3: 0.7303, prec@top3: 0.6135, recall@top5: 0.8881, prec@top5: 0.4586, loss: 0.0810, grad_norm: 0.1995 2021-04-09 18:37:49,426 - mmaction - INFO - Epoch [1][2920/3842] lr: 3.267e-02, eta: 12:16:38, time: 1.216, data_time: 0.001, memory: 10178, loss_action_cls: 0.0739, recall@thr=0.5: 0.6008, prec@thr=0.5: 0.6914, recall@top3: 0.7274, prec@top3: 0.6149, recall@top5: 0.8868, prec@top5: 0.4602, loss: 0.0739, grad_norm: 0.2168 2021-04-09 18:38:13,831 - mmaction - INFO - Epoch [1][2940/3842] lr: 3.284e-02, eta: 12:16:07, time: 1.221, data_time: 0.002, memory: 10178, loss_action_cls: 0.0781, recall@thr=0.5: 0.5768, prec@thr=0.5: 0.6804, recall@top3: 0.7199, prec@top3: 0.6053, recall@top5: 0.8780, prec@top5: 0.4534, loss: 0.0781, grad_norm: 0.2181 2021-04-09 18:38:38,151 - mmaction - INFO - Epoch [1][2960/3842] lr: 3.301e-02, eta: 12:15:35, time: 1.215, data_time: 0.001, memory: 10178, loss_action_cls: 0.0777, recall@thr=0.5: 0.6086, prec@thr=0.5: 0.7081, recall@top3: 0.7370, prec@top3: 0.6154, recall@top5: 0.8853, prec@top5: 0.4552, loss: 0.0777, grad_norm: 0.1960 2021-04-09 18:39:02,544 - mmaction - INFO - Epoch [1][2980/3842] lr: 3.317e-02, eta: 12:15:05, time: 1.220, data_time: 0.001, memory: 10178, loss_action_cls: 0.0776, recall@thr=0.5: 0.5808, prec@thr=0.5: 0.6726, recall@top3: 0.7253, prec@top3: 0.6012, recall@top5: 0.8817, prec@top5: 0.4483, loss: 0.0776, grad_norm: 0.2018 2021-04-09 18:39:26,911 - mmaction - INFO - Epoch [1][3000/3842] lr: 3.334e-02, eta: 12:14:33, time: 1.217, data_time: 0.001, memory: 10178, loss_action_cls: 0.0834, recall@thr=0.5: 0.5882, prec@thr=0.5: 0.6762, recall@top3: 0.7276, prec@top3: 0.6100, recall@top5: 0.8832, prec@top5: 0.4549, loss: 0.0834, grad_norm: 0.1946 2021-04-09 18:39:51,331 - mmaction - INFO - Epoch [1][3020/3842] lr: 3.350e-02, eta: 12:14:03, time: 1.222, data_time: 0.002, memory: 10178, loss_action_cls: 0.0826, recall@thr=0.5: 0.5930, prec@thr=0.5: 0.6990, recall@top3: 0.7287, prec@top3: 0.6127, recall@top5: 0.8798, prec@top5: 0.4555, loss: 0.0826, grad_norm: 0.1846 2021-04-09 18:40:15,653 - mmaction - INFO - Epoch [1][3040/3842] lr: 3.367e-02, eta: 12:13:32, time: 1.216, data_time: 0.002, memory: 10178, loss_action_cls: 0.0754, recall@thr=0.5: 0.5992, prec@thr=0.5: 0.6851, recall@top3: 0.7349, prec@top3: 0.6117, recall@top5: 0.8904, prec@top5: 0.4544, loss: 0.0754, grad_norm: 0.1931 2021-04-09 18:40:40,016 - mmaction - INFO - Epoch [1][3060/3842] lr: 3.384e-02, eta: 12:13:01, time: 1.219, data_time: 0.001, memory: 10178, loss_action_cls: 0.0851, recall@thr=0.5: 0.5985, prec@thr=0.5: 0.7004, recall@top3: 0.7263, prec@top3: 0.6144, recall@top5: 0.8838, prec@top5: 0.4580, loss: 0.0851, grad_norm: 0.1989 2021-04-09 18:41:04,369 - mmaction - INFO - Epoch [1][3080/3842] lr: 3.400e-02, eta: 12:12:30, time: 1.217, data_time: 0.001, memory: 10178, loss_action_cls: 0.0758, recall@thr=0.5: 0.5795, prec@thr=0.5: 0.6828, recall@top3: 0.7128, prec@top3: 0.6040, recall@top5: 0.8804, prec@top5: 0.4572, loss: 0.0758, grad_norm: 0.2248 2021-04-09 18:41:28,903 - mmaction - INFO - Epoch [1][3100/3842] lr: 3.417e-02, eta: 12:12:01, time: 1.226, data_time: 0.001, memory: 10178, loss_action_cls: 0.0792, recall@thr=0.5: 0.5828, prec@thr=0.5: 0.6897, recall@top3: 0.7233, prec@top3: 0.6100, recall@top5: 0.8864, prec@top5: 0.4589, loss: 0.0792, grad_norm: 0.2070 2021-04-09 18:41:53,370 - mmaction - INFO - Epoch [1][3120/3842] lr: 3.433e-02, eta: 12:11:31, time: 1.222, data_time: 0.001, memory: 10178, loss_action_cls: 0.0789, recall@thr=0.5: 0.6018, prec@thr=0.5: 0.6901, recall@top3: 0.7284, prec@top3: 0.6108, recall@top5: 0.8907, prec@top5: 0.4572, loss: 0.0789, grad_norm: 0.2138 2021-04-09 18:42:17,802 - mmaction - INFO - Epoch [1][3140/3842] lr: 3.450e-02, eta: 12:11:02, time: 1.222, data_time: 0.002, memory: 10178, loss_action_cls: 0.0823, recall@thr=0.5: 0.5851, prec@thr=0.5: 0.6780, recall@top3: 0.7196, prec@top3: 0.6017, recall@top5: 0.8867, prec@top5: 0.4542, loss: 0.0823, grad_norm: 0.1947 2021-04-09 18:42:42,126 - mmaction - INFO - Epoch [1][3160/3842] lr: 3.467e-02, eta: 12:10:31, time: 1.218, data_time: 0.002, memory: 10178, loss_action_cls: 0.0798, recall@thr=0.5: 0.5949, prec@thr=0.5: 0.6833, recall@top3: 0.7332, prec@top3: 0.6090, recall@top5: 0.8913, prec@top5: 0.4551, loss: 0.0798, grad_norm: 0.2162 2021-04-09 18:43:06,426 - mmaction - INFO - Epoch [1][3180/3842] lr: 3.483e-02, eta: 12:10:00, time: 1.214, data_time: 0.001, memory: 10178, loss_action_cls: 0.0793, recall@thr=0.5: 0.6056, prec@thr=0.5: 0.7090, recall@top3: 0.7315, prec@top3: 0.6139, recall@top5: 0.8840, prec@top5: 0.4564, loss: 0.0793, grad_norm: 0.1953 2021-04-09 18:43:30,948 - mmaction - INFO - Epoch [1][3200/3842] lr: 3.500e-02, eta: 12:09:32, time: 1.227, data_time: 0.001, memory: 10178, loss_action_cls: 0.0815, recall@thr=0.5: 0.5922, prec@thr=0.5: 0.6892, recall@top3: 0.7269, prec@top3: 0.6136, recall@top5: 0.8858, prec@top5: 0.4573, loss: 0.0815, grad_norm: 0.1971 2021-04-09 18:43:55,366 - mmaction - INFO - Epoch [1][3220/3842] lr: 3.516e-02, eta: 12:09:02, time: 1.220, data_time: 0.001, memory: 10178, loss_action_cls: 0.0771, recall@thr=0.5: 0.6047, prec@thr=0.5: 0.7163, recall@top3: 0.7388, prec@top3: 0.6237, recall@top5: 0.8817, prec@top5: 0.4560, loss: 0.0771, grad_norm: 0.1958 2021-04-09 18:44:19,805 - mmaction - INFO - Epoch [1][3240/3842] lr: 3.533e-02, eta: 12:08:33, time: 1.223, data_time: 0.001, memory: 10178, loss_action_cls: 0.0759, recall@thr=0.5: 0.6190, prec@thr=0.5: 0.6961, recall@top3: 0.7423, prec@top3: 0.6179, recall@top5: 0.8932, prec@top5: 0.4571, loss: 0.0759, grad_norm: 0.2088 2021-04-09 18:44:44,222 - mmaction - INFO - Epoch [1][3260/3842] lr: 3.549e-02, eta: 12:08:03, time: 1.221, data_time: 0.001, memory: 10178, loss_action_cls: 0.0806, recall@thr=0.5: 0.6106, prec@thr=0.5: 0.7066, recall@top3: 0.7375, prec@top3: 0.6302, recall@top5: 0.8886, prec@top5: 0.4664, loss: 0.0806, grad_norm: 0.1997 2021-04-09 18:45:08,700 - mmaction - INFO - Epoch [1][3280/3842] lr: 3.566e-02, eta: 12:07:34, time: 1.223, data_time: 0.001, memory: 10178, loss_action_cls: 0.0788, recall@thr=0.5: 0.5930, prec@thr=0.5: 0.6866, recall@top3: 0.7202, prec@top3: 0.6126, recall@top5: 0.8861, prec@top5: 0.4604, loss: 0.0788, grad_norm: 0.2060 2021-04-09 18:45:33,004 - mmaction - INFO - Epoch [1][3300/3842] lr: 3.582e-02, eta: 12:07:03, time: 1.216, data_time: 0.002, memory: 10178, loss_action_cls: 0.0746, recall@thr=0.5: 0.6198, prec@thr=0.5: 0.7259, recall@top3: 0.7387, prec@top3: 0.6391, recall@top5: 0.8911, prec@top5: 0.4720, loss: 0.0746, grad_norm: 0.1863 2021-04-09 18:45:57,442 - mmaction - INFO - Epoch [1][3320/3842] lr: 3.598e-02, eta: 12:06:34, time: 1.223, data_time: 0.001, memory: 10178, loss_action_cls: 0.0762, recall@thr=0.5: 0.5808, prec@thr=0.5: 0.6862, recall@top3: 0.7196, prec@top3: 0.5974, recall@top5: 0.8712, prec@top5: 0.4417, loss: 0.0762, grad_norm: 0.1903 2021-04-09 18:46:22,045 - mmaction - INFO - Epoch [1][3340/3842] lr: 3.615e-02, eta: 12:06:07, time: 1.230, data_time: 0.001, memory: 10178, loss_action_cls: 0.0748, recall@thr=0.5: 0.6176, prec@thr=0.5: 0.7176, recall@top3: 0.7381, prec@top3: 0.6292, recall@top5: 0.8974, prec@top5: 0.4689, loss: 0.0748, grad_norm: 0.1973 2021-04-09 18:46:46,487 - mmaction - INFO - Epoch [1][3360/3842] lr: 3.631e-02, eta: 12:05:38, time: 1.221, data_time: 0.001, memory: 10178, loss_action_cls: 0.0745, recall@thr=0.5: 0.6016, prec@thr=0.5: 0.6980, recall@top3: 0.7439, prec@top3: 0.6138, recall@top5: 0.8965, prec@top5: 0.4522, loss: 0.0745, grad_norm: 0.1866 2021-04-09 18:47:11,017 - mmaction - INFO - Epoch [1][3380/3842] lr: 3.648e-02, eta: 12:05:10, time: 1.226, data_time: 0.001, memory: 10178, loss_action_cls: 0.0738, recall@thr=0.5: 0.6257, prec@thr=0.5: 0.7198, recall@top3: 0.7504, prec@top3: 0.6260, recall@top5: 0.8980, prec@top5: 0.4602, loss: 0.0738, grad_norm: 0.2025 2021-04-09 18:47:35,398 - mmaction - INFO - Epoch [1][3400/3842] lr: 3.664e-02, eta: 12:04:40, time: 1.220, data_time: 0.002, memory: 10178, loss_action_cls: 0.0797, recall@thr=0.5: 0.5895, prec@thr=0.5: 0.6802, recall@top3: 0.7135, prec@top3: 0.6124, recall@top5: 0.8776, prec@top5: 0.4645, loss: 0.0797, grad_norm: 0.2011 2021-04-09 18:47:59,847 - mmaction - INFO - Epoch [1][3420/3842] lr: 3.681e-02, eta: 12:04:12, time: 1.222, data_time: 0.001, memory: 10178, loss_action_cls: 0.0794, recall@thr=0.5: 0.5831, prec@thr=0.5: 0.6949, recall@top3: 0.7168, prec@top3: 0.6093, recall@top5: 0.8792, prec@top5: 0.4578, loss: 0.0794, grad_norm: 0.2132 2021-04-09 18:48:24,388 - mmaction - INFO - Epoch [1][3440/3842] lr: 3.697e-02, eta: 12:03:44, time: 1.227, data_time: 0.006, memory: 10178, loss_action_cls: 0.0762, recall@thr=0.5: 0.6088, prec@thr=0.5: 0.7047, recall@top3: 0.7336, prec@top3: 0.6185, recall@top5: 0.8949, prec@top5: 0.4627, loss: 0.0762, grad_norm: 0.2131 2021-04-09 18:48:48,803 - mmaction - INFO - Epoch [1][3460/3842] lr: 3.713e-02, eta: 12:03:15, time: 1.222, data_time: 0.002, memory: 10178, loss_action_cls: 0.0774, recall@thr=0.5: 0.6146, prec@thr=0.5: 0.6960, recall@top3: 0.7343, prec@top3: 0.6196, recall@top5: 0.8930, prec@top5: 0.4636, loss: 0.0774, grad_norm: 0.2147 2021-04-09 18:49:13,379 - mmaction - INFO - Epoch [1][3480/3842] lr: 3.730e-02, eta: 12:02:48, time: 1.228, data_time: 0.001, memory: 10178, loss_action_cls: 0.0753, recall@thr=0.5: 0.5982, prec@thr=0.5: 0.6856, recall@top3: 0.7324, prec@top3: 0.6168, recall@top5: 0.8867, prec@top5: 0.4550, loss: 0.0753, grad_norm: 0.2042 2021-04-09 18:49:37,902 - mmaction - INFO - Epoch [1][3500/3842] lr: 3.746e-02, eta: 12:02:20, time: 1.226, data_time: 0.002, memory: 10178, loss_action_cls: 0.0769, recall@thr=0.5: 0.5968, prec@thr=0.5: 0.7001, recall@top3: 0.7343, prec@top3: 0.6186, recall@top5: 0.8852, prec@top5: 0.4552, loss: 0.0769, grad_norm: 0.2088 2021-04-09 18:50:02,305 - mmaction - INFO - Epoch [1][3520/3842] lr: 3.762e-02, eta: 12:01:51, time: 1.221, data_time: 0.002, memory: 10178, loss_action_cls: 0.0734, recall@thr=0.5: 0.6077, prec@thr=0.5: 0.6950, recall@top3: 0.7468, prec@top3: 0.6216, recall@top5: 0.8980, prec@top5: 0.4554, loss: 0.0734, grad_norm: 0.1966 2021-04-09 18:50:26,885 - mmaction - INFO - Epoch [1][3540/3842] lr: 3.779e-02, eta: 12:01:24, time: 1.229, data_time: 0.001, memory: 10178, loss_action_cls: 0.0784, recall@thr=0.5: 0.6063, prec@thr=0.5: 0.6959, recall@top3: 0.7332, prec@top3: 0.6089, recall@top5: 0.8783, prec@top5: 0.4485, loss: 0.0784, grad_norm: 0.2033 2021-04-09 18:50:51,347 - mmaction - INFO - Epoch [1][3560/3842] lr: 3.795e-02, eta: 12:00:55, time: 1.223, data_time: 0.001, memory: 10178, loss_action_cls: 0.0785, recall@thr=0.5: 0.5965, prec@thr=0.5: 0.6948, recall@top3: 0.7404, prec@top3: 0.6205, recall@top5: 0.8908, prec@top5: 0.4554, loss: 0.0785, grad_norm: 0.1919 2021-04-09 18:51:15,729 - mmaction - INFO - Epoch [1][3580/3842] lr: 3.811e-02, eta: 12:00:26, time: 1.219, data_time: 0.001, memory: 10178, loss_action_cls: 0.0740, recall@thr=0.5: 0.6062, prec@thr=0.5: 0.7048, recall@top3: 0.7381, prec@top3: 0.6170, recall@top5: 0.8932, prec@top5: 0.4571, loss: 0.0740, grad_norm: 0.1792 2021-04-09 18:51:40,145 - mmaction - INFO - Epoch [1][3600/3842] lr: 3.827e-02, eta: 11:59:57, time: 1.220, data_time: 0.001, memory: 10178, loss_action_cls: 0.0773, recall@thr=0.5: 0.6143, prec@thr=0.5: 0.7200, recall@top3: 0.7361, prec@top3: 0.6308, recall@top5: 0.8940, prec@top5: 0.4671, loss: 0.0773, grad_norm: 0.1780 2021-04-09 18:52:04,665 - mmaction - INFO - Epoch [1][3620/3842] lr: 3.844e-02, eta: 11:59:30, time: 1.226, data_time: 0.002, memory: 10178, loss_action_cls: 0.0751, recall@thr=0.5: 0.6217, prec@thr=0.5: 0.7034, recall@top3: 0.7376, prec@top3: 0.6155, recall@top5: 0.8985, prec@top5: 0.4604, loss: 0.0751, grad_norm: 0.2219 2021-04-09 18:52:29,338 - mmaction - INFO - Epoch [1][3640/3842] lr: 3.860e-02, eta: 11:59:04, time: 1.234, data_time: 0.005, memory: 10178, loss_action_cls: 0.0713, recall@thr=0.5: 0.5961, prec@thr=0.5: 0.7132, recall@top3: 0.7296, prec@top3: 0.6168, recall@top5: 0.8908, prec@top5: 0.4607, loss: 0.0713, grad_norm: 0.1898 2021-04-09 18:52:53,928 - mmaction - INFO - Epoch [1][3660/3842] lr: 3.876e-02, eta: 11:58:37, time: 1.230, data_time: 0.002, memory: 10178, loss_action_cls: 0.0786, recall@thr=0.5: 0.6045, prec@thr=0.5: 0.6986, recall@top3: 0.7307, prec@top3: 0.6126, recall@top5: 0.8883, prec@top5: 0.4593, loss: 0.0786, grad_norm: 0.1836 2021-04-09 18:53:18,291 - mmaction - INFO - Epoch [1][3680/3842] lr: 3.892e-02, eta: 11:58:08, time: 1.217, data_time: 0.001, memory: 10178, loss_action_cls: 0.0755, recall@thr=0.5: 0.5906, prec@thr=0.5: 0.6975, recall@top3: 0.7232, prec@top3: 0.6143, recall@top5: 0.8830, prec@top5: 0.4599, loss: 0.0755, grad_norm: 0.2164 2021-04-09 18:53:42,712 - mmaction - INFO - Epoch [1][3700/3842] lr: 3.909e-02, eta: 11:57:39, time: 1.222, data_time: 0.002, memory: 10178, loss_action_cls: 0.0718, recall@thr=0.5: 0.6022, prec@thr=0.5: 0.7006, recall@top3: 0.7375, prec@top3: 0.6060, recall@top5: 0.8875, prec@top5: 0.4497, loss: 0.0718, grad_norm: 0.1979 2021-04-09 18:54:07,210 - mmaction - INFO - Epoch [1][3720/3842] lr: 3.925e-02, eta: 11:57:12, time: 1.225, data_time: 0.002, memory: 10178, loss_action_cls: 0.0766, recall@thr=0.5: 0.6188, prec@thr=0.5: 0.7196, recall@top3: 0.7335, prec@top3: 0.6151, recall@top5: 0.8857, prec@top5: 0.4557, loss: 0.0766, grad_norm: 0.1827 2021-04-09 18:54:31,675 - mmaction - INFO - Epoch [1][3740/3842] lr: 3.941e-02, eta: 11:56:44, time: 1.224, data_time: 0.002, memory: 10178, loss_action_cls: 0.0737, recall@thr=0.5: 0.5881, prec@thr=0.5: 0.6984, recall@top3: 0.7199, prec@top3: 0.6073, recall@top5: 0.8808, prec@top5: 0.4543, loss: 0.0737, grad_norm: 0.2112 2021-04-09 18:54:56,216 - mmaction - INFO - Epoch [1][3760/3842] lr: 3.957e-02, eta: 11:56:17, time: 1.227, data_time: 0.001, memory: 10178, loss_action_cls: 0.0766, recall@thr=0.5: 0.6124, prec@thr=0.5: 0.6946, recall@top3: 0.7307, prec@top3: 0.6263, recall@top5: 0.8998, prec@top5: 0.4728, loss: 0.0766, grad_norm: 0.2113 2021-04-09 18:55:20,627 - mmaction - INFO - Epoch [1][3780/3842] lr: 3.973e-02, eta: 11:55:48, time: 1.220, data_time: 0.001, memory: 10178, loss_action_cls: 0.0772, recall@thr=0.5: 0.5972, prec@thr=0.5: 0.6903, recall@top3: 0.7235, prec@top3: 0.6080, recall@top5: 0.8867, prec@top5: 0.4559, loss: 0.0772, grad_norm: 0.2018 2021-04-09 18:55:45,015 - mmaction - INFO - Epoch [1][3800/3842] lr: 3.989e-02, eta: 11:55:20, time: 1.220, data_time: 0.002, memory: 10178, loss_action_cls: 0.0745, recall@thr=0.5: 0.6084, prec@thr=0.5: 0.7007, recall@top3: 0.7410, prec@top3: 0.6112, recall@top5: 0.8922, prec@top5: 0.4519, loss: 0.0745, grad_norm: 0.1874 2021-04-09 18:56:09,458 - mmaction - INFO - Epoch [1][3820/3842] lr: 4.006e-02, eta: 11:54:52, time: 1.222, data_time: 0.001, memory: 10178, loss_action_cls: 0.0813, recall@thr=0.5: 0.5999, prec@thr=0.5: 0.7159, recall@top3: 0.7236, prec@top3: 0.6189, recall@top5: 0.8851, prec@top5: 0.4633, loss: 0.0813, grad_norm: 0.2002 2021-04-09 18:56:33,709 - mmaction - INFO - Epoch [1][3840/3842] lr: 4.022e-02, eta: 11:54:22, time: 1.213, data_time: 0.002, memory: 10178, loss_action_cls: 0.0745, recall@thr=0.5: 0.6056, prec@thr=0.5: 0.7090, recall@top3: 0.7377, prec@top3: 0.6026, recall@top5: 0.8851, prec@top5: 0.4439, loss: 0.0745, grad_norm: 0.1798 2021-04-09 18:56:54,786 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-04-09 19:17:39,513 - mmaction - INFO - Evaluating mAP ... 2021-04-09 19:23:59,877 - mmaction - INFO - mAP@0.5IOU 0.2077 2021-04-09 19:24:02,032 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_1.pth. 2021-04-09 19:24:02,032 - mmaction - INFO - Best mAP@0.5IOU is 0.2077 at 1 epoch. 2021-04-09 19:24:03,168 - mmaction - INFO - Epoch(val) [1][3842] mAP@0.5IOU: 0.2077 2021-04-09 19:25:36,832 - mmaction - INFO - Epoch [2][20/3842] lr: 4.039e-02, eta: 12:03:36, time: 4.609, data_time: 3.342, memory: 10178, loss_action_cls: 0.0767, recall@thr=0.5: 0.6225, prec@thr=0.5: 0.7082, recall@top3: 0.7318, prec@top3: 0.6225, recall@top5: 0.8814, prec@top5: 0.4627, loss: 0.0767, grad_norm: 0.1917 2021-04-09 19:26:01,068 - mmaction - INFO - Epoch [2][40/3842] lr: 4.055e-02, eta: 12:03:03, time: 1.212, data_time: 0.001, memory: 10178, loss_action_cls: 0.0725, recall@thr=0.5: 0.6049, prec@thr=0.5: 0.7092, recall@top3: 0.7460, prec@top3: 0.6217, recall@top5: 0.8931, prec@top5: 0.4578, loss: 0.0725, grad_norm: 0.1735 2021-04-09 19:26:25,591 - mmaction - INFO - Epoch [2][60/3842] lr: 4.071e-02, eta: 12:02:32, time: 1.226, data_time: 0.001, memory: 10178, loss_action_cls: 0.0791, recall@thr=0.5: 0.6022, prec@thr=0.5: 0.6954, recall@top3: 0.7246, prec@top3: 0.6144, recall@top5: 0.8850, prec@top5: 0.4595, loss: 0.0791, grad_norm: 0.1934 2021-04-09 19:26:49,911 - mmaction - INFO - Epoch [2][80/3842] lr: 4.088e-02, eta: 12:02:00, time: 1.216, data_time: 0.001, memory: 10178, loss_action_cls: 0.0744, recall@thr=0.5: 0.6031, prec@thr=0.5: 0.6916, recall@top3: 0.7385, prec@top3: 0.6083, recall@top5: 0.8915, prec@top5: 0.4498, loss: 0.0744, grad_norm: 0.1802 2021-04-09 19:27:14,130 - mmaction - INFO - Epoch [2][100/3842] lr: 4.104e-02, eta: 12:01:27, time: 1.210, data_time: 0.001, memory: 10178, loss_action_cls: 0.0731, recall@thr=0.5: 0.6058, prec@thr=0.5: 0.7017, recall@top3: 0.7310, prec@top3: 0.6218, recall@top5: 0.8960, prec@top5: 0.4647, loss: 0.0731, grad_norm: 0.1985 2021-04-09 19:27:38,596 - mmaction - INFO - Epoch [2][120/3842] lr: 4.120e-02, eta: 12:00:56, time: 1.223, data_time: 0.001, memory: 10178, loss_action_cls: 0.0726, recall@thr=0.5: 0.6150, prec@thr=0.5: 0.7157, recall@top3: 0.7439, prec@top3: 0.6236, recall@top5: 0.9012, prec@top5: 0.4630, loss: 0.0726, grad_norm: 0.1968 2021-04-09 19:28:02,991 - mmaction - INFO - Epoch [2][140/3842] lr: 4.136e-02, eta: 12:00:25, time: 1.220, data_time: 0.002, memory: 10178, loss_action_cls: 0.0757, recall@thr=0.5: 0.6162, prec@thr=0.5: 0.6957, recall@top3: 0.7376, prec@top3: 0.6170, recall@top5: 0.8912, prec@top5: 0.4559, loss: 0.0757, grad_norm: 0.1874 2021-04-09 19:28:27,691 - mmaction - INFO - Epoch [2][160/3842] lr: 4.152e-02, eta: 11:59:57, time: 1.236, data_time: 0.010, memory: 10178, loss_action_cls: 0.0735, recall@thr=0.5: 0.6090, prec@thr=0.5: 0.7022, recall@top3: 0.7429, prec@top3: 0.6123, recall@top5: 0.8906, prec@top5: 0.4524, loss: 0.0735, grad_norm: 0.2007 2021-04-09 19:28:52,109 - mmaction - INFO - Epoch [2][180/3842] lr: 4.168e-02, eta: 11:59:26, time: 1.220, data_time: 0.001, memory: 10178, loss_action_cls: 0.0706, recall@thr=0.5: 0.6157, prec@thr=0.5: 0.7036, recall@top3: 0.7407, prec@top3: 0.6189, recall@top5: 0.8987, prec@top5: 0.4615, loss: 0.0706, grad_norm: 0.1840 2021-04-09 19:29:16,585 - mmaction - INFO - Epoch [2][200/3842] lr: 4.184e-02, eta: 11:58:55, time: 1.222, data_time: 0.001, memory: 10178, loss_action_cls: 0.0701, recall@thr=0.5: 0.6211, prec@thr=0.5: 0.7136, recall@top3: 0.7441, prec@top3: 0.6258, recall@top5: 0.8983, prec@top5: 0.4640, loss: 0.0701, grad_norm: 0.1922 2021-04-09 19:29:41,108 - mmaction - INFO - Epoch [2][220/3842] lr: 4.199e-02, eta: 11:58:25, time: 1.228, data_time: 0.003, memory: 10178, loss_action_cls: 0.0768, recall@thr=0.5: 0.6268, prec@thr=0.5: 0.7146, recall@top3: 0.7445, prec@top3: 0.6329, recall@top5: 0.8986, prec@top5: 0.4687, loss: 0.0768, grad_norm: 0.2085 2021-04-09 19:30:05,518 - mmaction - INFO - Epoch [2][240/3842] lr: 4.215e-02, eta: 11:57:54, time: 1.220, data_time: 0.001, memory: 10178, loss_action_cls: 0.0726, recall@thr=0.5: 0.6101, prec@thr=0.5: 0.7033, recall@top3: 0.7340, prec@top3: 0.6074, recall@top5: 0.8826, prec@top5: 0.4495, loss: 0.0726, grad_norm: 0.1948 2021-04-09 19:30:29,958 - mmaction - INFO - Epoch [2][260/3842] lr: 4.231e-02, eta: 11:57:24, time: 1.220, data_time: 0.002, memory: 10178, loss_action_cls: 0.0725, recall@thr=0.5: 0.6187, prec@thr=0.5: 0.7163, recall@top3: 0.7483, prec@top3: 0.6373, recall@top5: 0.9081, prec@top5: 0.4737, loss: 0.0725, grad_norm: 0.1851 2021-04-09 19:30:54,655 - mmaction - INFO - Epoch [2][280/3842] lr: 4.247e-02, eta: 11:56:55, time: 1.235, data_time: 0.005, memory: 10178, loss_action_cls: 0.0719, recall@thr=0.5: 0.6073, prec@thr=0.5: 0.6930, recall@top3: 0.7276, prec@top3: 0.6235, recall@top5: 0.8908, prec@top5: 0.4665, loss: 0.0719, grad_norm: 0.1889 2021-04-09 19:31:19,204 - mmaction - INFO - Epoch [2][300/3842] lr: 4.263e-02, eta: 11:56:26, time: 1.229, data_time: 0.007, memory: 10178, loss_action_cls: 0.0772, recall@thr=0.5: 0.6007, prec@thr=0.5: 0.7053, recall@top3: 0.7367, prec@top3: 0.6174, recall@top5: 0.8852, prec@top5: 0.4552, loss: 0.0772, grad_norm: 0.1891 2021-04-09 19:31:43,612 - mmaction - INFO - Epoch [2][320/3842] lr: 4.279e-02, eta: 11:55:55, time: 1.219, data_time: 0.001, memory: 10178, loss_action_cls: 0.0714, recall@thr=0.5: 0.6144, prec@thr=0.5: 0.7140, recall@top3: 0.7552, prec@top3: 0.6224, recall@top5: 0.8936, prec@top5: 0.4535, loss: 0.0714, grad_norm: 0.1884 2021-04-09 19:32:08,092 - mmaction - INFO - Epoch [2][340/3842] lr: 4.295e-02, eta: 11:55:26, time: 1.225, data_time: 0.002, memory: 10178, loss_action_cls: 0.0714, recall@thr=0.5: 0.6232, prec@thr=0.5: 0.7082, recall@top3: 0.7374, prec@top3: 0.6277, recall@top5: 0.8939, prec@top5: 0.4661, loss: 0.0714, grad_norm: 0.1854 2021-04-09 19:32:32,716 - mmaction - INFO - Epoch [2][360/3842] lr: 4.311e-02, eta: 11:54:57, time: 1.231, data_time: 0.001, memory: 10178, loss_action_cls: 0.0703, recall@thr=0.5: 0.6301, prec@thr=0.5: 0.7276, recall@top3: 0.7483, prec@top3: 0.6321, recall@top5: 0.9011, prec@top5: 0.4660, loss: 0.0703, grad_norm: 0.1702 2021-04-09 19:32:57,870 - mmaction - INFO - Epoch [2][380/3842] lr: 4.326e-02, eta: 11:54:32, time: 1.256, data_time: 0.002, memory: 10178, loss_action_cls: 0.0704, recall@thr=0.5: 0.6128, prec@thr=0.5: 0.7104, recall@top3: 0.7322, prec@top3: 0.6154, recall@top5: 0.8936, prec@top5: 0.4602, loss: 0.0704, grad_norm: 0.1963 2021-04-09 19:33:22,356 - mmaction - INFO - Epoch [2][400/3842] lr: 4.342e-02, eta: 11:54:03, time: 1.226, data_time: 0.003, memory: 10178, loss_action_cls: 0.0752, recall@thr=0.5: 0.6190, prec@thr=0.5: 0.7015, recall@top3: 0.7458, prec@top3: 0.6196, recall@top5: 0.9023, prec@top5: 0.4592, loss: 0.0752, grad_norm: 0.1873 2021-04-09 19:33:46,945 - mmaction - INFO - Epoch [2][420/3842] lr: 4.358e-02, eta: 11:53:33, time: 1.228, data_time: 0.001, memory: 10178, loss_action_cls: 0.0730, recall@thr=0.5: 0.6201, prec@thr=0.5: 0.7086, recall@top3: 0.7328, prec@top3: 0.6192, recall@top5: 0.8883, prec@top5: 0.4593, loss: 0.0730, grad_norm: 0.1853 2021-04-09 19:34:11,324 - mmaction - INFO - Epoch [2][440/3842] lr: 4.374e-02, eta: 11:53:03, time: 1.219, data_time: 0.003, memory: 10178, loss_action_cls: 0.0736, recall@thr=0.5: 0.6105, prec@thr=0.5: 0.6996, recall@top3: 0.7419, prec@top3: 0.6182, recall@top5: 0.8998, prec@top5: 0.4618, loss: 0.0736, grad_norm: 0.1811 2021-04-09 19:34:35,863 - mmaction - INFO - Epoch [2][460/3842] lr: 4.390e-02, eta: 11:52:34, time: 1.229, data_time: 0.003, memory: 10178, loss_action_cls: 0.0728, recall@thr=0.5: 0.6223, prec@thr=0.5: 0.7210, recall@top3: 0.7500, prec@top3: 0.6394, recall@top5: 0.9011, prec@top5: 0.4720, loss: 0.0728, grad_norm: 0.1971 2021-04-09 19:35:00,419 - mmaction - INFO - Epoch [2][480/3842] lr: 4.405e-02, eta: 11:52:05, time: 1.228, data_time: 0.001, memory: 10178, loss_action_cls: 0.0704, recall@thr=0.5: 0.6274, prec@thr=0.5: 0.7188, recall@top3: 0.7438, prec@top3: 0.6374, recall@top5: 0.8927, prec@top5: 0.4688, loss: 0.0704, grad_norm: 0.1904 2021-04-09 19:35:24,907 - mmaction - INFO - Epoch [2][500/3842] lr: 4.421e-02, eta: 11:51:35, time: 1.224, data_time: 0.001, memory: 10178, loss_action_cls: 0.0745, recall@thr=0.5: 0.5995, prec@thr=0.5: 0.6928, recall@top3: 0.7304, prec@top3: 0.6135, recall@top5: 0.8887, prec@top5: 0.4559, loss: 0.0745, grad_norm: 0.1989 2021-04-09 19:35:49,578 - mmaction - INFO - Epoch [2][520/3842] lr: 4.437e-02, eta: 11:51:07, time: 1.233, data_time: 0.001, memory: 10178, loss_action_cls: 0.0707, recall@thr=0.5: 0.6102, prec@thr=0.5: 0.7163, recall@top3: 0.7344, prec@top3: 0.6301, recall@top5: 0.8912, prec@top5: 0.4676, loss: 0.0707, grad_norm: 0.2048 2021-04-09 19:36:14,020 - mmaction - INFO - Epoch [2][540/3842] lr: 4.453e-02, eta: 11:50:37, time: 1.222, data_time: 0.001, memory: 10178, loss_action_cls: 0.0739, recall@thr=0.5: 0.6054, prec@thr=0.5: 0.7061, recall@top3: 0.7362, prec@top3: 0.6184, recall@top5: 0.8883, prec@top5: 0.4573, loss: 0.0739, grad_norm: 0.2015 2021-04-09 19:36:38,555 - mmaction - INFO - Epoch [2][560/3842] lr: 4.468e-02, eta: 11:50:08, time: 1.227, data_time: 0.001, memory: 10178, loss_action_cls: 0.0711, recall@thr=0.5: 0.6289, prec@thr=0.5: 0.7166, recall@top3: 0.7490, prec@top3: 0.6343, recall@top5: 0.8974, prec@top5: 0.4660, loss: 0.0711, grad_norm: 0.1687 2021-04-09 19:37:02,942 - mmaction - INFO - Epoch [2][580/3842] lr: 4.484e-02, eta: 11:49:38, time: 1.219, data_time: 0.001, memory: 10178, loss_action_cls: 0.0722, recall@thr=0.5: 0.6074, prec@thr=0.5: 0.7027, recall@top3: 0.7394, prec@top3: 0.6189, recall@top5: 0.8948, prec@top5: 0.4611, loss: 0.0722, grad_norm: 0.2025 2021-04-09 19:37:27,505 - mmaction - INFO - Epoch [2][600/3842] lr: 4.500e-02, eta: 11:49:09, time: 1.229, data_time: 0.002, memory: 10178, loss_action_cls: 0.0792, recall@thr=0.5: 0.5955, prec@thr=0.5: 0.6892, recall@top3: 0.7289, prec@top3: 0.6050, recall@top5: 0.8844, prec@top5: 0.4515, loss: 0.0792, grad_norm: 0.2033 2021-04-09 19:37:52,085 - mmaction - INFO - Epoch [2][620/3842] lr: 4.515e-02, eta: 11:48:41, time: 1.229, data_time: 0.001, memory: 10178, loss_action_cls: 0.0726, recall@thr=0.5: 0.6076, prec@thr=0.5: 0.7214, recall@top3: 0.7425, prec@top3: 0.6231, recall@top5: 0.8974, prec@top5: 0.4599, loss: 0.0726, grad_norm: 0.1766 2021-04-09 19:38:16,580 - mmaction - INFO - Epoch [2][640/3842] lr: 4.531e-02, eta: 11:48:12, time: 1.225, data_time: 0.001, memory: 10178, loss_action_cls: 0.0728, recall@thr=0.5: 0.6284, prec@thr=0.5: 0.7056, recall@top3: 0.7244, prec@top3: 0.6138, recall@top5: 0.8892, prec@top5: 0.4607, loss: 0.0728, grad_norm: 0.2013 2021-04-09 19:38:41,116 - mmaction - INFO - Epoch [2][660/3842] lr: 4.546e-02, eta: 11:47:43, time: 1.227, data_time: 0.001, memory: 10178, loss_action_cls: 0.0716, recall@thr=0.5: 0.6203, prec@thr=0.5: 0.7191, recall@top3: 0.7431, prec@top3: 0.6236, recall@top5: 0.8974, prec@top5: 0.4627, loss: 0.0716, grad_norm: 0.1872 2021-04-09 19:39:05,484 - mmaction - INFO - Epoch [2][680/3842] lr: 4.562e-02, eta: 11:47:13, time: 1.218, data_time: 0.001, memory: 10178, loss_action_cls: 0.0704, recall@thr=0.5: 0.6041, prec@thr=0.5: 0.7111, recall@top3: 0.7487, prec@top3: 0.6293, recall@top5: 0.8891, prec@top5: 0.4593, loss: 0.0704, grad_norm: 0.1796 2021-04-09 19:39:29,984 - mmaction - INFO - Epoch [2][700/3842] lr: 4.578e-02, eta: 11:46:44, time: 1.225, data_time: 0.001, memory: 10178, loss_action_cls: 0.0731, recall@thr=0.5: 0.6314, prec@thr=0.5: 0.7174, recall@top3: 0.7394, prec@top3: 0.6341, recall@top5: 0.8965, prec@top5: 0.4727, loss: 0.0731, grad_norm: 0.1774 2021-04-09 19:39:54,385 - mmaction - INFO - Epoch [2][720/3842] lr: 4.593e-02, eta: 11:46:14, time: 1.220, data_time: 0.001, memory: 10178, loss_action_cls: 0.0674, recall@thr=0.5: 0.6370, prec@thr=0.5: 0.7212, recall@top3: 0.7527, prec@top3: 0.6259, recall@top5: 0.9064, prec@top5: 0.4622, loss: 0.0674, grad_norm: 0.1750 2021-04-09 19:40:18,850 - mmaction - INFO - Epoch [2][740/3842] lr: 4.609e-02, eta: 11:45:45, time: 1.223, data_time: 0.001, memory: 10178, loss_action_cls: 0.0680, recall@thr=0.5: 0.6326, prec@thr=0.5: 0.7042, recall@top3: 0.7479, prec@top3: 0.6232, recall@top5: 0.8978, prec@top5: 0.4595, loss: 0.0680, grad_norm: 0.1987 2021-04-09 19:40:43,290 - mmaction - INFO - Epoch [2][760/3842] lr: 4.624e-02, eta: 11:45:15, time: 1.221, data_time: 0.001, memory: 10178, loss_action_cls: 0.0690, recall@thr=0.5: 0.6274, prec@thr=0.5: 0.7223, recall@top3: 0.7489, prec@top3: 0.6392, recall@top5: 0.9013, prec@top5: 0.4712, loss: 0.0690, grad_norm: 0.1851 2021-04-09 19:41:07,695 - mmaction - INFO - Epoch [2][780/3842] lr: 4.640e-02, eta: 11:44:46, time: 1.221, data_time: 0.001, memory: 10178, loss_action_cls: 0.0806, recall@thr=0.5: 0.5923, prec@thr=0.5: 0.7063, recall@top3: 0.7303, prec@top3: 0.6059, recall@top5: 0.8886, prec@top5: 0.4530, loss: 0.0806, grad_norm: 0.1865 2021-04-09 19:41:32,363 - mmaction - INFO - Epoch [2][800/3842] lr: 4.655e-02, eta: 11:44:18, time: 1.233, data_time: 0.001, memory: 10178, loss_action_cls: 0.0737, recall@thr=0.5: 0.6023, prec@thr=0.5: 0.7036, recall@top3: 0.7320, prec@top3: 0.6103, recall@top5: 0.8900, prec@top5: 0.4537, loss: 0.0737, grad_norm: 0.2073 2021-04-09 19:41:56,800 - mmaction - INFO - Epoch [2][820/3842] lr: 4.671e-02, eta: 11:43:49, time: 1.221, data_time: 0.001, memory: 10178, loss_action_cls: 0.0694, recall@thr=0.5: 0.6366, prec@thr=0.5: 0.7265, recall@top3: 0.7447, prec@top3: 0.6370, recall@top5: 0.8961, prec@top5: 0.4708, loss: 0.0694, grad_norm: 0.1914 2021-04-09 19:42:21,363 - mmaction - INFO - Epoch [2][840/3842] lr: 4.686e-02, eta: 11:43:20, time: 1.227, data_time: 0.002, memory: 10178, loss_action_cls: 0.0706, recall@thr=0.5: 0.6095, prec@thr=0.5: 0.7156, recall@top3: 0.7443, prec@top3: 0.6252, recall@top5: 0.8950, prec@top5: 0.4605, loss: 0.0706, grad_norm: 0.1928 2021-04-09 19:42:45,827 - mmaction - INFO - Epoch [2][860/3842] lr: 4.702e-02, eta: 11:42:52, time: 1.224, data_time: 0.002, memory: 10178, loss_action_cls: 0.0786, recall@thr=0.5: 0.6246, prec@thr=0.5: 0.7201, recall@top3: 0.7433, prec@top3: 0.6334, recall@top5: 0.8986, prec@top5: 0.4679, loss: 0.0786, grad_norm: 0.1911 2021-04-09 19:43:10,485 - mmaction - INFO - Epoch [2][880/3842] lr: 4.717e-02, eta: 11:42:24, time: 1.234, data_time: 0.001, memory: 10178, loss_action_cls: 0.0738, recall@thr=0.5: 0.6280, prec@thr=0.5: 0.7197, recall@top3: 0.7459, prec@top3: 0.6297, recall@top5: 0.8963, prec@top5: 0.4624, loss: 0.0738, grad_norm: 0.2021 2021-04-09 19:43:34,868 - mmaction - INFO - Epoch [2][900/3842] lr: 4.732e-02, eta: 11:41:55, time: 1.218, data_time: 0.001, memory: 10178, loss_action_cls: 0.0726, recall@thr=0.5: 0.6151, prec@thr=0.5: 0.7072, recall@top3: 0.7433, prec@top3: 0.6252, recall@top5: 0.8973, prec@top5: 0.4617, loss: 0.0726, grad_norm: 0.1919 2021-04-09 19:43:59,299 - mmaction - INFO - Epoch [2][920/3842] lr: 4.748e-02, eta: 11:41:25, time: 1.222, data_time: 0.002, memory: 10178, loss_action_cls: 0.0744, recall@thr=0.5: 0.6248, prec@thr=0.5: 0.7147, recall@top3: 0.7431, prec@top3: 0.6226, recall@top5: 0.8880, prec@top5: 0.4566, loss: 0.0744, grad_norm: 0.1959 2021-04-09 19:44:23,818 - mmaction - INFO - Epoch [2][940/3842] lr: 4.763e-02, eta: 11:40:57, time: 1.224, data_time: 0.001, memory: 10178, loss_action_cls: 0.0731, recall@thr=0.5: 0.6221, prec@thr=0.5: 0.7213, recall@top3: 0.7436, prec@top3: 0.6309, recall@top5: 0.8958, prec@top5: 0.4658, loss: 0.0731, grad_norm: 0.1936 2021-04-09 19:44:48,191 - mmaction - INFO - Epoch [2][960/3842] lr: 4.778e-02, eta: 11:40:28, time: 1.220, data_time: 0.003, memory: 10178, loss_action_cls: 0.0698, recall@thr=0.5: 0.6246, prec@thr=0.5: 0.7131, recall@top3: 0.7492, prec@top3: 0.6388, recall@top5: 0.8977, prec@top5: 0.4690, loss: 0.0698, grad_norm: 0.1919 2021-04-09 19:45:12,767 - mmaction - INFO - Epoch [2][980/3842] lr: 4.794e-02, eta: 11:40:00, time: 1.229, data_time: 0.001, memory: 10178, loss_action_cls: 0.0657, recall@thr=0.5: 0.6428, prec@thr=0.5: 0.7276, recall@top3: 0.7543, prec@top3: 0.6364, recall@top5: 0.9108, prec@top5: 0.4725, loss: 0.0657, grad_norm: 0.1754 2021-04-09 19:45:37,434 - mmaction - INFO - Epoch [2][1000/3842] lr: 4.809e-02, eta: 11:39:32, time: 1.233, data_time: 0.001, memory: 10178, loss_action_cls: 0.0699, recall@thr=0.5: 0.6091, prec@thr=0.5: 0.7196, recall@top3: 0.7375, prec@top3: 0.6192, recall@top5: 0.8916, prec@top5: 0.4583, loss: 0.0699, grad_norm: 0.1933 2021-04-09 19:46:02,047 - mmaction - INFO - Epoch [2][1020/3842] lr: 4.824e-02, eta: 11:39:05, time: 1.231, data_time: 0.001, memory: 10178, loss_action_cls: 0.0712, recall@thr=0.5: 0.6151, prec@thr=0.5: 0.7076, recall@top3: 0.7411, prec@top3: 0.6169, recall@top5: 0.8854, prec@top5: 0.4536, loss: 0.0712, grad_norm: 0.1742 2021-04-09 19:46:26,466 - mmaction - INFO - Epoch [2][1040/3842] lr: 4.840e-02, eta: 11:38:36, time: 1.221, data_time: 0.001, memory: 10178, loss_action_cls: 0.0726, recall@thr=0.5: 0.6207, prec@thr=0.5: 0.7130, recall@top3: 0.7352, prec@top3: 0.6201, recall@top5: 0.8927, prec@top5: 0.4613, loss: 0.0726, grad_norm: 0.1957 2021-04-09 19:46:50,903 - mmaction - INFO - Epoch [2][1060/3842] lr: 4.855e-02, eta: 11:38:07, time: 1.221, data_time: 0.001, memory: 10178, loss_action_cls: 0.0704, recall@thr=0.5: 0.6153, prec@thr=0.5: 0.7165, recall@top3: 0.7445, prec@top3: 0.6188, recall@top5: 0.8994, prec@top5: 0.4573, loss: 0.0704, grad_norm: 0.2010 2021-04-09 19:47:15,524 - mmaction - INFO - Epoch [2][1080/3842] lr: 4.870e-02, eta: 11:37:39, time: 1.231, data_time: 0.001, memory: 10178, loss_action_cls: 0.0698, recall@thr=0.5: 0.6146, prec@thr=0.5: 0.7227, recall@top3: 0.7461, prec@top3: 0.6266, recall@top5: 0.8961, prec@top5: 0.4609, loss: 0.0698, grad_norm: 0.1929 2021-04-09 19:47:40,055 - mmaction - INFO - Epoch [2][1100/3842] lr: 4.885e-02, eta: 11:37:11, time: 1.226, data_time: 0.002, memory: 10178, loss_action_cls: 0.0694, recall@thr=0.5: 0.6237, prec@thr=0.5: 0.7174, recall@top3: 0.7488, prec@top3: 0.6192, recall@top5: 0.8981, prec@top5: 0.4553, loss: 0.0694, grad_norm: 0.1873 2021-04-09 19:48:04,770 - mmaction - INFO - Epoch [2][1120/3842] lr: 4.901e-02, eta: 11:36:44, time: 1.237, data_time: 0.002, memory: 10178, loss_action_cls: 0.0696, recall@thr=0.5: 0.6464, prec@thr=0.5: 0.7182, recall@top3: 0.7384, prec@top3: 0.6212, recall@top5: 0.8947, prec@top5: 0.4612, loss: 0.0696, grad_norm: 0.1894 2021-04-09 19:48:29,331 - mmaction - INFO - Epoch [2][1140/3842] lr: 4.916e-02, eta: 11:36:17, time: 1.229, data_time: 0.001, memory: 10178, loss_action_cls: 0.0699, recall@thr=0.5: 0.6297, prec@thr=0.5: 0.7228, recall@top3: 0.7556, prec@top3: 0.6380, recall@top5: 0.9041, prec@top5: 0.4670, loss: 0.0699, grad_norm: 0.1833 2021-04-09 19:48:53,931 - mmaction - INFO - Epoch [2][1160/3842] lr: 4.931e-02, eta: 11:35:49, time: 1.230, data_time: 0.001, memory: 10178, loss_action_cls: 0.0692, recall@thr=0.5: 0.6229, prec@thr=0.5: 0.7227, recall@top3: 0.7504, prec@top3: 0.6205, recall@top5: 0.8992, prec@top5: 0.4565, loss: 0.0692, grad_norm: 0.1824 2021-04-09 19:49:18,588 - mmaction - INFO - Epoch [2][1180/3842] lr: 4.946e-02, eta: 11:35:22, time: 1.233, data_time: 0.001, memory: 10178, loss_action_cls: 0.0716, recall@thr=0.5: 0.6390, prec@thr=0.5: 0.7311, recall@top3: 0.7453, prec@top3: 0.6268, recall@top5: 0.9021, prec@top5: 0.4658, loss: 0.0716, grad_norm: 0.1751 2021-04-09 19:49:43,161 - mmaction - INFO - Epoch [2][1200/3842] lr: 4.961e-02, eta: 11:34:54, time: 1.228, data_time: 0.001, memory: 10178, loss_action_cls: 0.0729, recall@thr=0.5: 0.6032, prec@thr=0.5: 0.7107, recall@top3: 0.7389, prec@top3: 0.6016, recall@top5: 0.8919, prec@top5: 0.4463, loss: 0.0729, grad_norm: 0.1911 2021-04-09 19:50:07,758 - mmaction - INFO - Epoch [2][1220/3842] lr: 4.977e-02, eta: 11:34:26, time: 1.230, data_time: 0.001, memory: 10178, loss_action_cls: 0.0738, recall@thr=0.5: 0.6114, prec@thr=0.5: 0.7217, recall@top3: 0.7457, prec@top3: 0.6226, recall@top5: 0.8980, prec@top5: 0.4588, loss: 0.0738, grad_norm: 0.1786 2021-04-09 19:50:32,211 - mmaction - INFO - Epoch [2][1240/3842] lr: 4.992e-02, eta: 11:33:58, time: 1.222, data_time: 0.001, memory: 10178, loss_action_cls: 0.0685, recall@thr=0.5: 0.6337, prec@thr=0.5: 0.7313, recall@top3: 0.7599, prec@top3: 0.6359, recall@top5: 0.8983, prec@top5: 0.4623, loss: 0.0685, grad_norm: 0.1900 2021-04-09 19:50:56,786 - mmaction - INFO - Epoch [2][1260/3842] lr: 5.007e-02, eta: 11:33:30, time: 1.229, data_time: 0.001, memory: 10178, loss_action_cls: 0.0696, recall@thr=0.5: 0.6243, prec@thr=0.5: 0.7053, recall@top3: 0.7446, prec@top3: 0.6261, recall@top5: 0.8961, prec@top5: 0.4615, loss: 0.0696, grad_norm: 0.2094 2021-04-09 19:51:21,341 - mmaction - INFO - Epoch [2][1280/3842] lr: 5.022e-02, eta: 11:33:03, time: 1.229, data_time: 0.001, memory: 10178, loss_action_cls: 0.0677, recall@thr=0.5: 0.6218, prec@thr=0.5: 0.7290, recall@top3: 0.7548, prec@top3: 0.6358, recall@top5: 0.9073, prec@top5: 0.4680, loss: 0.0677, grad_norm: 0.1833 2021-04-09 19:51:46,012 - mmaction - INFO - Epoch [2][1300/3842] lr: 5.037e-02, eta: 11:32:36, time: 1.233, data_time: 0.001, memory: 10178, loss_action_cls: 0.0707, recall@thr=0.5: 0.6261, prec@thr=0.5: 0.7182, recall@top3: 0.7446, prec@top3: 0.6166, recall@top5: 0.8941, prec@top5: 0.4539, loss: 0.0707, grad_norm: 0.1756 2021-04-09 19:52:10,575 - mmaction - INFO - Epoch [2][1320/3842] lr: 5.052e-02, eta: 11:32:08, time: 1.228, data_time: 0.001, memory: 10178, loss_action_cls: 0.0694, recall@thr=0.5: 0.6231, prec@thr=0.5: 0.7130, recall@top3: 0.7474, prec@top3: 0.6275, recall@top5: 0.8993, prec@top5: 0.4653, loss: 0.0694, grad_norm: 0.1834 2021-04-09 19:52:35,086 - mmaction - INFO - Epoch [2][1340/3842] lr: 5.067e-02, eta: 11:31:40, time: 1.224, data_time: 0.001, memory: 10178, loss_action_cls: 0.0701, recall@thr=0.5: 0.6187, prec@thr=0.5: 0.7166, recall@top3: 0.7578, prec@top3: 0.6261, recall@top5: 0.9006, prec@top5: 0.4566, loss: 0.0701, grad_norm: 0.1820 2021-04-09 19:52:59,732 - mmaction - INFO - Epoch [2][1360/3842] lr: 5.082e-02, eta: 11:31:13, time: 1.233, data_time: 0.002, memory: 10178, loss_action_cls: 0.0648, recall@thr=0.5: 0.6332, prec@thr=0.5: 0.7303, recall@top3: 0.7611, prec@top3: 0.6270, recall@top5: 0.9013, prec@top5: 0.4576, loss: 0.0648, grad_norm: 0.1780 2021-04-09 19:53:24,183 - mmaction - INFO - Epoch [2][1380/3842] lr: 5.097e-02, eta: 11:30:45, time: 1.220, data_time: 0.001, memory: 10178, loss_action_cls: 0.0688, recall@thr=0.5: 0.6248, prec@thr=0.5: 0.7166, recall@top3: 0.7448, prec@top3: 0.6221, recall@top5: 0.8933, prec@top5: 0.4598, loss: 0.0688, grad_norm: 0.1963 2021-04-09 19:53:48,817 - mmaction - INFO - Epoch [2][1400/3842] lr: 5.112e-02, eta: 11:30:18, time: 1.234, data_time: 0.003, memory: 10178, loss_action_cls: 0.0726, recall@thr=0.5: 0.6375, prec@thr=0.5: 0.7268, recall@top3: 0.7496, prec@top3: 0.6382, recall@top5: 0.8962, prec@top5: 0.4680, loss: 0.0726, grad_norm: 0.1926 2021-04-09 19:54:13,060 - mmaction - INFO - Epoch [2][1420/3842] lr: 5.127e-02, eta: 11:29:48, time: 1.211, data_time: 0.001, memory: 10178, loss_action_cls: 0.0703, recall@thr=0.5: 0.6162, prec@thr=0.5: 0.7165, recall@top3: 0.7496, prec@top3: 0.6175, recall@top5: 0.8948, prec@top5: 0.4518, loss: 0.0703, grad_norm: 0.1784 2021-04-09 19:54:37,752 - mmaction - INFO - Epoch [2][1440/3842] lr: 5.142e-02, eta: 11:29:22, time: 1.236, data_time: 0.002, memory: 10178, loss_action_cls: 0.0717, recall@thr=0.5: 0.6312, prec@thr=0.5: 0.7099, recall@top3: 0.7421, prec@top3: 0.6355, recall@top5: 0.8968, prec@top5: 0.4721, loss: 0.0717, grad_norm: 0.1806 2021-04-09 19:55:02,408 - mmaction - INFO - Epoch [2][1460/3842] lr: 5.157e-02, eta: 11:28:54, time: 1.231, data_time: 0.001, memory: 10178, loss_action_cls: 0.0680, recall@thr=0.5: 0.6480, prec@thr=0.5: 0.7397, recall@top3: 0.7610, prec@top3: 0.6372, recall@top5: 0.9052, prec@top5: 0.4645, loss: 0.0680, grad_norm: 0.1841 2021-04-09 19:55:27,023 - mmaction - INFO - Epoch [2][1480/3842] lr: 5.172e-02, eta: 11:28:27, time: 1.231, data_time: 0.002, memory: 10178, loss_action_cls: 0.0662, recall@thr=0.5: 0.6393, prec@thr=0.5: 0.7295, recall@top3: 0.7536, prec@top3: 0.6322, recall@top5: 0.9001, prec@top5: 0.4638, loss: 0.0662, grad_norm: 0.1748 2021-04-09 19:55:51,469 - mmaction - INFO - Epoch [2][1500/3842] lr: 5.186e-02, eta: 11:27:59, time: 1.222, data_time: 0.001, memory: 10178, loss_action_cls: 0.0705, recall@thr=0.5: 0.6222, prec@thr=0.5: 0.7185, recall@top3: 0.7461, prec@top3: 0.6289, recall@top5: 0.9003, prec@top5: 0.4662, loss: 0.0705, grad_norm: 0.1858 2021-04-09 19:56:16,062 - mmaction - INFO - Epoch [2][1520/3842] lr: 5.201e-02, eta: 11:27:32, time: 1.230, data_time: 0.001, memory: 10178, loss_action_cls: 0.0672, recall@thr=0.5: 0.6437, prec@thr=0.5: 0.7265, recall@top3: 0.7595, prec@top3: 0.6333, recall@top5: 0.9081, prec@top5: 0.4652, loss: 0.0672, grad_norm: 0.1744 2021-04-09 19:56:40,884 - mmaction - INFO - Epoch [2][1540/3842] lr: 5.216e-02, eta: 11:27:06, time: 1.241, data_time: 0.001, memory: 10178, loss_action_cls: 0.0744, recall@thr=0.5: 0.6211, prec@thr=0.5: 0.7137, recall@top3: 0.7401, prec@top3: 0.6185, recall@top5: 0.8947, prec@top5: 0.4581, loss: 0.0744, grad_norm: 0.1744 2021-04-09 19:57:05,393 - mmaction - INFO - Epoch [2][1560/3842] lr: 5.231e-02, eta: 11:26:39, time: 1.225, data_time: 0.001, memory: 10178, loss_action_cls: 0.0681, recall@thr=0.5: 0.6212, prec@thr=0.5: 0.7216, recall@top3: 0.7490, prec@top3: 0.6352, recall@top5: 0.9006, prec@top5: 0.4683, loss: 0.0681, grad_norm: 0.1804 2021-04-09 19:57:29,858 - mmaction - INFO - Epoch [2][1580/3842] lr: 5.246e-02, eta: 11:26:10, time: 1.221, data_time: 0.001, memory: 10178, loss_action_cls: 0.0691, recall@thr=0.5: 0.6345, prec@thr=0.5: 0.7170, recall@top3: 0.7514, prec@top3: 0.6299, recall@top5: 0.9021, prec@top5: 0.4649, loss: 0.0691, grad_norm: 0.1838 2021-04-09 19:57:54,372 - mmaction - INFO - Epoch [2][1600/3842] lr: 5.260e-02, eta: 11:25:43, time: 1.228, data_time: 0.003, memory: 10178, loss_action_cls: 0.0699, recall@thr=0.5: 0.6390, prec@thr=0.5: 0.7218, recall@top3: 0.7529, prec@top3: 0.6376, recall@top5: 0.9025, prec@top5: 0.4677, loss: 0.0699, grad_norm: 0.1817 2021-04-09 19:58:18,727 - mmaction - INFO - Epoch [2][1620/3842] lr: 5.275e-02, eta: 11:25:15, time: 1.218, data_time: 0.001, memory: 10178, loss_action_cls: 0.0705, recall@thr=0.5: 0.5985, prec@thr=0.5: 0.7028, recall@top3: 0.7421, prec@top3: 0.6172, recall@top5: 0.8932, prec@top5: 0.4558, loss: 0.0705, grad_norm: 0.1917 2021-04-09 19:58:43,195 - mmaction - INFO - Epoch [2][1640/3842] lr: 5.290e-02, eta: 11:24:47, time: 1.222, data_time: 0.001, memory: 10178, loss_action_cls: 0.0673, recall@thr=0.5: 0.6574, prec@thr=0.5: 0.7275, recall@top3: 0.7591, prec@top3: 0.6478, recall@top5: 0.9051, prec@top5: 0.4749, loss: 0.0673, grad_norm: 0.1741 2021-04-09 19:59:07,706 - mmaction - INFO - Epoch [2][1660/3842] lr: 5.305e-02, eta: 11:24:19, time: 1.225, data_time: 0.002, memory: 10178, loss_action_cls: 0.0724, recall@thr=0.5: 0.6108, prec@thr=0.5: 0.7200, recall@top3: 0.7415, prec@top3: 0.6322, recall@top5: 0.8939, prec@top5: 0.4669, loss: 0.0724, grad_norm: 0.1746 2021-04-09 19:59:32,022 - mmaction - INFO - Epoch [2][1680/3842] lr: 5.319e-02, eta: 11:23:50, time: 1.217, data_time: 0.002, memory: 10178, loss_action_cls: 0.0706, recall@thr=0.5: 0.6180, prec@thr=0.5: 0.7267, recall@top3: 0.7467, prec@top3: 0.6207, recall@top5: 0.8905, prec@top5: 0.4539, loss: 0.0706, grad_norm: 0.1703 2021-04-09 19:59:56,431 - mmaction - INFO - Epoch [2][1700/3842] lr: 5.334e-02, eta: 11:23:22, time: 1.221, data_time: 0.001, memory: 10178, loss_action_cls: 0.0704, recall@thr=0.5: 0.6433, prec@thr=0.5: 0.7210, recall@top3: 0.7625, prec@top3: 0.6172, recall@top5: 0.8954, prec@top5: 0.4484, loss: 0.0704, grad_norm: 0.1557 2021-04-09 20:00:20,895 - mmaction - INFO - Epoch [2][1720/3842] lr: 5.349e-02, eta: 11:22:54, time: 1.222, data_time: 0.001, memory: 10178, loss_action_cls: 0.0657, recall@thr=0.5: 0.6314, prec@thr=0.5: 0.7300, recall@top3: 0.7511, prec@top3: 0.6299, recall@top5: 0.9018, prec@top5: 0.4664, loss: 0.0657, grad_norm: 0.1691 2021-04-09 20:00:45,364 - mmaction - INFO - Epoch [2][1740/3842] lr: 5.363e-02, eta: 11:22:27, time: 1.224, data_time: 0.002, memory: 10178, loss_action_cls: 0.0721, recall@thr=0.5: 0.6289, prec@thr=0.5: 0.7255, recall@top3: 0.7446, prec@top3: 0.6236, recall@top5: 0.8954, prec@top5: 0.4597, loss: 0.0721, grad_norm: 0.1703 2021-04-09 20:01:09,752 - mmaction - INFO - Epoch [2][1760/3842] lr: 5.378e-02, eta: 11:21:59, time: 1.220, data_time: 0.001, memory: 10178, loss_action_cls: 0.0707, recall@thr=0.5: 0.6123, prec@thr=0.5: 0.7127, recall@top3: 0.7427, prec@top3: 0.6184, recall@top5: 0.9009, prec@top5: 0.4585, loss: 0.0707, grad_norm: 0.1797 2021-04-09 20:01:34,261 - mmaction - INFO - Epoch [2][1780/3842] lr: 5.393e-02, eta: 11:21:31, time: 1.222, data_time: 0.001, memory: 10178, loss_action_cls: 0.0679, recall@thr=0.5: 0.6198, prec@thr=0.5: 0.7095, recall@top3: 0.7480, prec@top3: 0.6247, recall@top5: 0.8960, prec@top5: 0.4587, loss: 0.0679, grad_norm: 0.1819 2021-04-09 20:01:58,657 - mmaction - INFO - Epoch [2][1800/3842] lr: 5.407e-02, eta: 11:21:03, time: 1.223, data_time: 0.005, memory: 10178, loss_action_cls: 0.0660, recall@thr=0.5: 0.6323, prec@thr=0.5: 0.7156, recall@top3: 0.7489, prec@top3: 0.6300, recall@top5: 0.8992, prec@top5: 0.4652, loss: 0.0660, grad_norm: 0.1827 2021-04-09 20:02:23,151 - mmaction - INFO - Epoch [2][1820/3842] lr: 5.422e-02, eta: 11:20:36, time: 1.224, data_time: 0.001, memory: 10178, loss_action_cls: 0.0666, recall@thr=0.5: 0.6429, prec@thr=0.5: 0.7402, recall@top3: 0.7622, prec@top3: 0.6386, recall@top5: 0.9015, prec@top5: 0.4642, loss: 0.0666, grad_norm: 0.1583 2021-04-09 20:02:47,493 - mmaction - INFO - Epoch [2][1840/3842] lr: 5.436e-02, eta: 11:20:07, time: 1.219, data_time: 0.002, memory: 10178, loss_action_cls: 0.0654, recall@thr=0.5: 0.6369, prec@thr=0.5: 0.7280, recall@top3: 0.7590, prec@top3: 0.6323, recall@top5: 0.9064, prec@top5: 0.4628, loss: 0.0654, grad_norm: 0.1695 2021-04-09 20:03:11,811 - mmaction - INFO - Epoch [2][1860/3842] lr: 5.451e-02, eta: 11:19:39, time: 1.216, data_time: 0.001, memory: 10178, loss_action_cls: 0.0737, recall@thr=0.5: 0.6016, prec@thr=0.5: 0.6840, recall@top3: 0.7319, prec@top3: 0.6070, recall@top5: 0.8874, prec@top5: 0.4524, loss: 0.0737, grad_norm: 0.1872 2021-04-09 20:03:36,256 - mmaction - INFO - Epoch [2][1880/3842] lr: 5.465e-02, eta: 11:19:11, time: 1.222, data_time: 0.001, memory: 10178, loss_action_cls: 0.0695, recall@thr=0.5: 0.6220, prec@thr=0.5: 0.7293, recall@top3: 0.7484, prec@top3: 0.6165, recall@top5: 0.9047, prec@top5: 0.4585, loss: 0.0695, grad_norm: 0.1769 2021-04-09 20:04:00,797 - mmaction - INFO - Epoch [2][1900/3842] lr: 5.480e-02, eta: 11:18:44, time: 1.225, data_time: 0.001, memory: 10178, loss_action_cls: 0.0699, recall@thr=0.5: 0.6174, prec@thr=0.5: 0.7098, recall@top3: 0.7541, prec@top3: 0.6289, recall@top5: 0.8997, prec@top5: 0.4624, loss: 0.0699, grad_norm: 0.1733 2021-04-09 20:04:25,356 - mmaction - INFO - Epoch [2][1920/3842] lr: 5.494e-02, eta: 11:18:17, time: 1.228, data_time: 0.003, memory: 10178, loss_action_cls: 0.0703, recall@thr=0.5: 0.6407, prec@thr=0.5: 0.7264, recall@top3: 0.7430, prec@top3: 0.6329, recall@top5: 0.9055, prec@top5: 0.4728, loss: 0.0703, grad_norm: 0.1601 2021-04-09 20:04:49,845 - mmaction - INFO - Epoch [2][1940/3842] lr: 5.509e-02, eta: 11:17:49, time: 1.224, data_time: 0.003, memory: 10178, loss_action_cls: 0.0704, recall@thr=0.5: 0.6298, prec@thr=0.5: 0.7372, recall@top3: 0.7588, prec@top3: 0.6331, recall@top5: 0.9082, prec@top5: 0.4660, loss: 0.0704, grad_norm: 0.1810 2021-04-09 20:05:14,389 - mmaction - INFO - Epoch [2][1960/3842] lr: 5.523e-02, eta: 11:17:23, time: 1.229, data_time: 0.003, memory: 10178, loss_action_cls: 0.0677, recall@thr=0.5: 0.6411, prec@thr=0.5: 0.7123, recall@top3: 0.7497, prec@top3: 0.6354, recall@top5: 0.9042, prec@top5: 0.4720, loss: 0.0677, grad_norm: 0.1882 2021-04-09 20:05:38,708 - mmaction - INFO - Epoch [2][1980/3842] lr: 5.538e-02, eta: 11:16:54, time: 1.216, data_time: 0.001, memory: 10178, loss_action_cls: 0.0666, recall@thr=0.5: 0.6496, prec@thr=0.5: 0.7355, recall@top3: 0.7564, prec@top3: 0.6418, recall@top5: 0.9067, prec@top5: 0.4707, loss: 0.0666, grad_norm: 0.1707 2021-04-09 20:06:03,191 - mmaction - INFO - Epoch [2][2000/3842] lr: 5.552e-02, eta: 11:16:27, time: 1.225, data_time: 0.001, memory: 10178, loss_action_cls: 0.0686, recall@thr=0.5: 0.6079, prec@thr=0.5: 0.7211, recall@top3: 0.7366, prec@top3: 0.6151, recall@top5: 0.8906, prec@top5: 0.4550, loss: 0.0686, grad_norm: 0.1809 2021-04-09 20:06:27,559 - mmaction - INFO - Epoch [2][2020/3842] lr: 5.566e-02, eta: 11:15:59, time: 1.218, data_time: 0.001, memory: 10178, loss_action_cls: 0.0688, recall@thr=0.5: 0.6421, prec@thr=0.5: 0.7253, recall@top3: 0.7608, prec@top3: 0.6460, recall@top5: 0.9009, prec@top5: 0.4702, loss: 0.0688, grad_norm: 0.1746 2021-04-09 20:06:51,965 - mmaction - INFO - Epoch [2][2040/3842] lr: 5.581e-02, eta: 11:15:31, time: 1.220, data_time: 0.001, memory: 10178, loss_action_cls: 0.0677, recall@thr=0.5: 0.6375, prec@thr=0.5: 0.7235, recall@top3: 0.7653, prec@top3: 0.6274, recall@top5: 0.9085, prec@top5: 0.4573, loss: 0.0677, grad_norm: 0.1763 2021-04-09 20:07:16,411 - mmaction - INFO - Epoch [2][2060/3842] lr: 5.595e-02, eta: 11:15:04, time: 1.219, data_time: 0.001, memory: 10178, loss_action_cls: 0.0711, recall@thr=0.5: 0.6264, prec@thr=0.5: 0.7225, recall@top3: 0.7492, prec@top3: 0.6376, recall@top5: 0.8979, prec@top5: 0.4687, loss: 0.0711, grad_norm: 0.1856 2021-04-09 20:07:40,856 - mmaction - INFO - Epoch [2][2080/3842] lr: 5.609e-02, eta: 11:14:36, time: 1.225, data_time: 0.004, memory: 10178, loss_action_cls: 0.0692, recall@thr=0.5: 0.6192, prec@thr=0.5: 0.7196, recall@top3: 0.7516, prec@top3: 0.6231, recall@top5: 0.9020, prec@top5: 0.4592, loss: 0.0692, grad_norm: 0.1780 2021-04-09 20:08:05,429 - mmaction - INFO - Epoch [2][2100/3842] lr: 5.624e-02, eta: 11:14:10, time: 1.229, data_time: 0.001, memory: 10178, loss_action_cls: 0.0709, recall@thr=0.5: 0.6177, prec@thr=0.5: 0.7110, recall@top3: 0.7433, prec@top3: 0.6248, recall@top5: 0.8914, prec@top5: 0.4583, loss: 0.0709, grad_norm: 0.1891 2021-04-09 20:08:29,922 - mmaction - INFO - Epoch [2][2120/3842] lr: 5.638e-02, eta: 11:13:42, time: 1.224, data_time: 0.001, memory: 10178, loss_action_cls: 0.0641, recall@thr=0.5: 0.6461, prec@thr=0.5: 0.7337, recall@top3: 0.7525, prec@top3: 0.6343, recall@top5: 0.8993, prec@top5: 0.4659, loss: 0.0641, grad_norm: 0.1890 2021-04-09 20:08:54,311 - mmaction - INFO - Epoch [2][2140/3842] lr: 5.652e-02, eta: 11:13:15, time: 1.220, data_time: 0.002, memory: 10178, loss_action_cls: 0.0667, recall@thr=0.5: 0.6408, prec@thr=0.5: 0.7271, recall@top3: 0.7550, prec@top3: 0.6320, recall@top5: 0.8982, prec@top5: 0.4594, loss: 0.0667, grad_norm: 0.1860 2021-04-09 20:09:18,931 - mmaction - INFO - Epoch [2][2160/3842] lr: 5.666e-02, eta: 11:12:48, time: 1.231, data_time: 0.001, memory: 10178, loss_action_cls: 0.0698, recall@thr=0.5: 0.6147, prec@thr=0.5: 0.7120, recall@top3: 0.7420, prec@top3: 0.6196, recall@top5: 0.8936, prec@top5: 0.4566, loss: 0.0698, grad_norm: 0.1673 2021-04-09 20:09:43,301 - mmaction - INFO - Epoch [2][2180/3842] lr: 5.681e-02, eta: 11:12:20, time: 1.218, data_time: 0.001, memory: 10178, loss_action_cls: 0.0665, recall@thr=0.5: 0.6405, prec@thr=0.5: 0.7280, recall@top3: 0.7507, prec@top3: 0.6369, recall@top5: 0.9006, prec@top5: 0.4678, loss: 0.0665, grad_norm: 0.1715 2021-04-09 20:10:07,842 - mmaction - INFO - Epoch [2][2200/3842] lr: 5.695e-02, eta: 11:11:54, time: 1.227, data_time: 0.002, memory: 10178, loss_action_cls: 0.0667, recall@thr=0.5: 0.6264, prec@thr=0.5: 0.7228, recall@top3: 0.7575, prec@top3: 0.6325, recall@top5: 0.8929, prec@top5: 0.4595, loss: 0.0667, grad_norm: 0.1718 2021-04-09 20:10:32,432 - mmaction - INFO - Epoch [2][2220/3842] lr: 5.709e-02, eta: 11:11:27, time: 1.230, data_time: 0.001, memory: 10178, loss_action_cls: 0.0679, recall@thr=0.5: 0.6289, prec@thr=0.5: 0.7274, recall@top3: 0.7450, prec@top3: 0.6205, recall@top5: 0.9035, prec@top5: 0.4618, loss: 0.0679, grad_norm: 0.1789 2021-04-09 20:10:56,986 - mmaction - INFO - Epoch [2][2240/3842] lr: 5.723e-02, eta: 11:11:00, time: 1.228, data_time: 0.001, memory: 10178, loss_action_cls: 0.0701, recall@thr=0.5: 0.6385, prec@thr=0.5: 0.7293, recall@top3: 0.7487, prec@top3: 0.6407, recall@top5: 0.9014, prec@top5: 0.4735, loss: 0.0701, grad_norm: 0.1695 2021-04-09 20:11:21,643 - mmaction - INFO - Epoch [2][2260/3842] lr: 5.737e-02, eta: 11:10:34, time: 1.232, data_time: 0.001, memory: 10178, loss_action_cls: 0.0660, recall@thr=0.5: 0.6307, prec@thr=0.5: 0.7280, recall@top3: 0.7548, prec@top3: 0.6304, recall@top5: 0.9020, prec@top5: 0.4638, loss: 0.0660, grad_norm: 0.1786 2021-04-09 20:11:46,024 - mmaction - INFO - Epoch [2][2280/3842] lr: 5.751e-02, eta: 11:10:06, time: 1.220, data_time: 0.001, memory: 10178, loss_action_cls: 0.0637, recall@thr=0.5: 0.6355, prec@thr=0.5: 0.7426, recall@top3: 0.7518, prec@top3: 0.6353, recall@top5: 0.8938, prec@top5: 0.4638, loss: 0.0637, grad_norm: 0.1707 2021-04-09 20:12:10,489 - mmaction - INFO - Epoch [2][2300/3842] lr: 5.765e-02, eta: 11:09:39, time: 1.223, data_time: 0.001, memory: 10178, loss_action_cls: 0.0697, recall@thr=0.5: 0.6199, prec@thr=0.5: 0.7208, recall@top3: 0.7386, prec@top3: 0.6160, recall@top5: 0.8874, prec@top5: 0.4551, loss: 0.0697, grad_norm: 0.1690 2021-04-09 20:12:35,161 - mmaction - INFO - Epoch [2][2320/3842] lr: 5.779e-02, eta: 11:09:13, time: 1.233, data_time: 0.001, memory: 10178, loss_action_cls: 0.0669, recall@thr=0.5: 0.6375, prec@thr=0.5: 0.7392, recall@top3: 0.7697, prec@top3: 0.6366, recall@top5: 0.9076, prec@top5: 0.4615, loss: 0.0669, grad_norm: 0.1624 2021-04-09 20:12:59,778 - mmaction - INFO - Epoch [2][2340/3842] lr: 5.793e-02, eta: 11:08:47, time: 1.231, data_time: 0.002, memory: 10178, loss_action_cls: 0.0641, recall@thr=0.5: 0.6467, prec@thr=0.5: 0.7366, recall@top3: 0.7631, prec@top3: 0.6414, recall@top5: 0.9034, prec@top5: 0.4626, loss: 0.0641, grad_norm: 0.1778 2021-04-09 20:13:24,266 - mmaction - INFO - Epoch [2][2360/3842] lr: 5.807e-02, eta: 11:08:20, time: 1.225, data_time: 0.001, memory: 10178, loss_action_cls: 0.0680, recall@thr=0.5: 0.6387, prec@thr=0.5: 0.7277, recall@top3: 0.7619, prec@top3: 0.6363, recall@top5: 0.9057, prec@top5: 0.4669, loss: 0.0680, grad_norm: 0.1614 2021-04-09 20:13:48,840 - mmaction - INFO - Epoch [2][2380/3842] lr: 5.821e-02, eta: 11:07:53, time: 1.229, data_time: 0.001, memory: 10178, loss_action_cls: 0.0654, recall@thr=0.5: 0.6478, prec@thr=0.5: 0.7438, recall@top3: 0.7678, prec@top3: 0.6415, recall@top5: 0.9058, prec@top5: 0.4638, loss: 0.0654, grad_norm: 0.1694 2021-04-09 20:14:13,436 - mmaction - INFO - Epoch [2][2400/3842] lr: 5.835e-02, eta: 11:07:27, time: 1.228, data_time: 0.001, memory: 10178, loss_action_cls: 0.0647, recall@thr=0.5: 0.6292, prec@thr=0.5: 0.7250, recall@top3: 0.7518, prec@top3: 0.6337, recall@top5: 0.9003, prec@top5: 0.4663, loss: 0.0647, grad_norm: 0.1783 2021-04-09 20:14:37,941 - mmaction - INFO - Epoch [2][2420/3842] lr: 5.849e-02, eta: 11:07:00, time: 1.225, data_time: 0.002, memory: 10178, loss_action_cls: 0.0651, recall@thr=0.5: 0.6329, prec@thr=0.5: 0.7134, recall@top3: 0.7502, prec@top3: 0.6346, recall@top5: 0.9070, prec@top5: 0.4711, loss: 0.0651, grad_norm: 0.1902 2021-04-09 20:15:02,601 - mmaction - INFO - Epoch [2][2440/3842] lr: 5.863e-02, eta: 11:06:34, time: 1.233, data_time: 0.002, memory: 10178, loss_action_cls: 0.0658, recall@thr=0.5: 0.6382, prec@thr=0.5: 0.7290, recall@top3: 0.7609, prec@top3: 0.6505, recall@top5: 0.8989, prec@top5: 0.4710, loss: 0.0658, grad_norm: 0.1819 2021-04-09 20:15:27,197 - mmaction - INFO - Epoch [2][2460/3842] lr: 5.877e-02, eta: 11:06:08, time: 1.230, data_time: 0.002, memory: 10178, loss_action_cls: 0.0670, recall@thr=0.5: 0.6553, prec@thr=0.5: 0.7273, recall@top3: 0.7595, prec@top3: 0.6376, recall@top5: 0.9097, prec@top5: 0.4679, loss: 0.0670, grad_norm: 0.1702 2021-04-09 20:15:51,760 - mmaction - INFO - Epoch [2][2480/3842] lr: 5.891e-02, eta: 11:05:41, time: 1.228, data_time: 0.001, memory: 10178, loss_action_cls: 0.0662, recall@thr=0.5: 0.6194, prec@thr=0.5: 0.7252, recall@top3: 0.7584, prec@top3: 0.6292, recall@top5: 0.9041, prec@top5: 0.4613, loss: 0.0662, grad_norm: 0.1908 2021-04-09 20:16:16,243 - mmaction - INFO - Epoch [2][2500/3842] lr: 5.905e-02, eta: 11:05:14, time: 1.225, data_time: 0.001, memory: 10178, loss_action_cls: 0.0671, recall@thr=0.5: 0.6310, prec@thr=0.5: 0.7225, recall@top3: 0.7466, prec@top3: 0.6337, recall@top5: 0.9077, prec@top5: 0.4723, loss: 0.0671, grad_norm: 0.1694 2021-04-09 20:16:40,932 - mmaction - INFO - Epoch [2][2520/3842] lr: 5.919e-02, eta: 11:04:48, time: 1.233, data_time: 0.001, memory: 10178, loss_action_cls: 0.0676, recall@thr=0.5: 0.6495, prec@thr=0.5: 0.7280, recall@top3: 0.7625, prec@top3: 0.6377, recall@top5: 0.8998, prec@top5: 0.4633, loss: 0.0676, grad_norm: 0.1631 2021-04-09 20:17:05,395 - mmaction - INFO - Epoch [2][2540/3842] lr: 5.933e-02, eta: 11:04:21, time: 1.224, data_time: 0.002, memory: 10178, loss_action_cls: 0.0678, recall@thr=0.5: 0.6374, prec@thr=0.5: 0.7300, recall@top3: 0.7602, prec@top3: 0.6406, recall@top5: 0.8988, prec@top5: 0.4641, loss: 0.0678, grad_norm: 0.1829 2021-04-09 20:17:30,031 - mmaction - INFO - Epoch [2][2560/3842] lr: 5.946e-02, eta: 11:03:55, time: 1.232, data_time: 0.002, memory: 10178, loss_action_cls: 0.0633, recall@thr=0.5: 0.6317, prec@thr=0.5: 0.7290, recall@top3: 0.7605, prec@top3: 0.6440, recall@top5: 0.9058, prec@top5: 0.4710, loss: 0.0633, grad_norm: 0.1659 2021-04-09 20:17:54,424 - mmaction - INFO - Epoch [2][2580/3842] lr: 5.960e-02, eta: 11:03:28, time: 1.220, data_time: 0.001, memory: 10178, loss_action_cls: 0.0639, recall@thr=0.5: 0.6364, prec@thr=0.5: 0.7272, recall@top3: 0.7540, prec@top3: 0.6376, recall@top5: 0.8991, prec@top5: 0.4645, loss: 0.0639, grad_norm: 0.1614 2021-04-09 20:18:18,964 - mmaction - INFO - Epoch [2][2600/3842] lr: 5.974e-02, eta: 11:03:01, time: 1.226, data_time: 0.001, memory: 10178, loss_action_cls: 0.0646, recall@thr=0.5: 0.6481, prec@thr=0.5: 0.7297, recall@top3: 0.7622, prec@top3: 0.6487, recall@top5: 0.9131, prec@top5: 0.4759, loss: 0.0646, grad_norm: 0.1692 2021-04-09 20:18:43,381 - mmaction - INFO - Epoch [2][2620/3842] lr: 5.988e-02, eta: 11:02:34, time: 1.221, data_time: 0.002, memory: 10178, loss_action_cls: 0.0681, recall@thr=0.5: 0.6248, prec@thr=0.5: 0.7088, recall@top3: 0.7351, prec@top3: 0.6337, recall@top5: 0.8950, prec@top5: 0.4722, loss: 0.0681, grad_norm: 0.1792 2021-04-09 20:19:07,967 - mmaction - INFO - Epoch [2][2640/3842] lr: 6.001e-02, eta: 11:02:07, time: 1.228, data_time: 0.002, memory: 10178, loss_action_cls: 0.0642, recall@thr=0.5: 0.6550, prec@thr=0.5: 0.7461, recall@top3: 0.7687, prec@top3: 0.6425, recall@top5: 0.9078, prec@top5: 0.4675, loss: 0.0642, grad_norm: 0.1559 2021-04-09 20:19:32,575 - mmaction - INFO - Epoch [2][2660/3842] lr: 6.015e-02, eta: 11:01:41, time: 1.232, data_time: 0.003, memory: 10178, loss_action_cls: 0.0718, recall@thr=0.5: 0.6100, prec@thr=0.5: 0.7096, recall@top3: 0.7426, prec@top3: 0.6134, recall@top5: 0.8943, prec@top5: 0.4521, loss: 0.0718, grad_norm: 0.1718 2021-04-09 20:19:57,154 - mmaction - INFO - Epoch [2][2680/3842] lr: 6.029e-02, eta: 11:01:15, time: 1.229, data_time: 0.001, memory: 10178, loss_action_cls: 0.0661, recall@thr=0.5: 0.6368, prec@thr=0.5: 0.7338, recall@top3: 0.7623, prec@top3: 0.6382, recall@top5: 0.9083, prec@top5: 0.4671, loss: 0.0661, grad_norm: 0.1727 2021-04-09 20:20:21,911 - mmaction - INFO - Epoch [2][2700/3842] lr: 6.042e-02, eta: 11:00:50, time: 1.238, data_time: 0.001, memory: 10178, loss_action_cls: 0.0637, recall@thr=0.5: 0.6589, prec@thr=0.5: 0.7398, recall@top3: 0.7622, prec@top3: 0.6318, recall@top5: 0.9057, prec@top5: 0.4631, loss: 0.0637, grad_norm: 0.1804 2021-04-09 20:20:46,347 - mmaction - INFO - Epoch [2][2720/3842] lr: 6.056e-02, eta: 11:00:23, time: 1.223, data_time: 0.001, memory: 10178, loss_action_cls: 0.0643, recall@thr=0.5: 0.6368, prec@thr=0.5: 0.7348, recall@top3: 0.7549, prec@top3: 0.6273, recall@top5: 0.8985, prec@top5: 0.4603, loss: 0.0643, grad_norm: 0.1668 2021-04-09 20:21:10,908 - mmaction - INFO - Epoch [2][2740/3842] lr: 6.070e-02, eta: 10:59:56, time: 1.227, data_time: 0.001, memory: 10178, loss_action_cls: 0.0687, recall@thr=0.5: 0.6347, prec@thr=0.5: 0.7144, recall@top3: 0.7575, prec@top3: 0.6329, recall@top5: 0.8981, prec@top5: 0.4600, loss: 0.0687, grad_norm: 0.1721 2021-04-09 20:21:35,423 - mmaction - INFO - Epoch [2][2760/3842] lr: 6.083e-02, eta: 10:59:30, time: 1.227, data_time: 0.002, memory: 10178, loss_action_cls: 0.0655, recall@thr=0.5: 0.6385, prec@thr=0.5: 0.7202, recall@top3: 0.7669, prec@top3: 0.6354, recall@top5: 0.9044, prec@top5: 0.4604, loss: 0.0655, grad_norm: 0.1833 2021-04-09 20:21:59,868 - mmaction - INFO - Epoch [2][2780/3842] lr: 6.097e-02, eta: 10:59:03, time: 1.221, data_time: 0.001, memory: 10178, loss_action_cls: 0.0647, recall@thr=0.5: 0.6331, prec@thr=0.5: 0.7242, recall@top3: 0.7529, prec@top3: 0.6332, recall@top5: 0.9044, prec@top5: 0.4661, loss: 0.0647, grad_norm: 0.1744 2021-04-09 20:22:24,356 - mmaction - INFO - Epoch [2][2800/3842] lr: 6.110e-02, eta: 10:58:36, time: 1.224, data_time: 0.002, memory: 10178, loss_action_cls: 0.0690, recall@thr=0.5: 0.6213, prec@thr=0.5: 0.7292, recall@top3: 0.7391, prec@top3: 0.6152, recall@top5: 0.8875, prec@top5: 0.4549, loss: 0.0690, grad_norm: 0.1816 2021-04-09 20:22:49,109 - mmaction - INFO - Epoch [2][2820/3842] lr: 6.124e-02, eta: 10:58:11, time: 1.239, data_time: 0.002, memory: 10178, loss_action_cls: 0.0661, recall@thr=0.5: 0.6376, prec@thr=0.5: 0.7348, recall@top3: 0.7617, prec@top3: 0.6336, recall@top5: 0.9017, prec@top5: 0.4624, loss: 0.0661, grad_norm: 0.1686 2021-04-09 20:23:13,582 - mmaction - INFO - Epoch [2][2840/3842] lr: 6.137e-02, eta: 10:57:44, time: 1.223, data_time: 0.001, memory: 10178, loss_action_cls: 0.0644, recall@thr=0.5: 0.6446, prec@thr=0.5: 0.7221, recall@top3: 0.7566, prec@top3: 0.6401, recall@top5: 0.9018, prec@top5: 0.4683, loss: 0.0644, grad_norm: 0.1758 2021-04-09 20:23:38,125 - mmaction - INFO - Epoch [2][2860/3842] lr: 6.151e-02, eta: 10:57:17, time: 1.228, data_time: 0.006, memory: 10178, loss_action_cls: 0.0665, recall@thr=0.5: 0.6374, prec@thr=0.5: 0.7284, recall@top3: 0.7482, prec@top3: 0.6390, recall@top5: 0.9037, prec@top5: 0.4745, loss: 0.0665, grad_norm: 0.1908 2021-04-09 20:24:02,612 - mmaction - INFO - Epoch [2][2880/3842] lr: 6.164e-02, eta: 10:56:51, time: 1.222, data_time: 0.001, memory: 10178, loss_action_cls: 0.0664, recall@thr=0.5: 0.6438, prec@thr=0.5: 0.7307, recall@top3: 0.7545, prec@top3: 0.6279, recall@top5: 0.9043, prec@top5: 0.4625, loss: 0.0664, grad_norm: 0.1655 2021-04-09 20:24:27,124 - mmaction - INFO - Epoch [2][2900/3842] lr: 6.178e-02, eta: 10:56:24, time: 1.227, data_time: 0.003, memory: 10178, loss_action_cls: 0.0679, recall@thr=0.5: 0.6466, prec@thr=0.5: 0.7376, recall@top3: 0.7554, prec@top3: 0.6391, recall@top5: 0.8998, prec@top5: 0.4689, loss: 0.0679, grad_norm: 0.1647 2021-04-09 20:24:51,646 - mmaction - INFO - Epoch [2][2920/3842] lr: 6.191e-02, eta: 10:55:58, time: 1.227, data_time: 0.001, memory: 10178, loss_action_cls: 0.0673, recall@thr=0.5: 0.6352, prec@thr=0.5: 0.7307, recall@top3: 0.7486, prec@top3: 0.6264, recall@top5: 0.8913, prec@top5: 0.4591, loss: 0.0673, grad_norm: 0.1694 2021-04-09 20:25:16,256 - mmaction - INFO - Epoch [2][2940/3842] lr: 6.204e-02, eta: 10:55:32, time: 1.229, data_time: 0.001, memory: 10178, loss_action_cls: 0.0624, recall@thr=0.5: 0.6436, prec@thr=0.5: 0.7383, recall@top3: 0.7544, prec@top3: 0.6495, recall@top5: 0.9047, prec@top5: 0.4774, loss: 0.0624, grad_norm: 0.1649 2021-04-09 20:25:40,750 - mmaction - INFO - Epoch [2][2960/3842] lr: 6.218e-02, eta: 10:55:05, time: 1.225, data_time: 0.002, memory: 10178, loss_action_cls: 0.0607, recall@thr=0.5: 0.6128, prec@thr=0.5: 0.7067, recall@top3: 0.7419, prec@top3: 0.6196, recall@top5: 0.8907, prec@top5: 0.4565, loss: 0.0607, grad_norm: 0.1802 2021-04-09 20:26:05,373 - mmaction - INFO - Epoch [2][2980/3842] lr: 6.231e-02, eta: 10:54:39, time: 1.229, data_time: 0.001, memory: 10178, loss_action_cls: 0.0626, recall@thr=0.5: 0.6409, prec@thr=0.5: 0.7296, recall@top3: 0.7605, prec@top3: 0.6392, recall@top5: 0.9017, prec@top5: 0.4635, loss: 0.0626, grad_norm: 0.1537 2021-04-09 20:26:29,755 - mmaction - INFO - Epoch [2][3000/3842] lr: 6.244e-02, eta: 10:54:12, time: 1.221, data_time: 0.003, memory: 10178, loss_action_cls: 0.0658, recall@thr=0.5: 0.6291, prec@thr=0.5: 0.7269, recall@top3: 0.7539, prec@top3: 0.6281, recall@top5: 0.9044, prec@top5: 0.4587, loss: 0.0658, grad_norm: 0.1659 2021-04-09 20:26:54,246 - mmaction - INFO - Epoch [2][3020/3842] lr: 6.258e-02, eta: 10:53:46, time: 1.225, data_time: 0.001, memory: 10178, loss_action_cls: 0.0703, recall@thr=0.5: 0.6287, prec@thr=0.5: 0.7220, recall@top3: 0.7478, prec@top3: 0.6335, recall@top5: 0.8969, prec@top5: 0.4671, loss: 0.0703, grad_norm: 0.1695 2021-04-09 20:27:18,782 - mmaction - INFO - Epoch [2][3040/3842] lr: 6.271e-02, eta: 10:53:19, time: 1.226, data_time: 0.001, memory: 10178, loss_action_cls: 0.0642, recall@thr=0.5: 0.6296, prec@thr=0.5: 0.7104, recall@top3: 0.7542, prec@top3: 0.6224, recall@top5: 0.9035, prec@top5: 0.4596, loss: 0.0642, grad_norm: 0.1906 2021-04-09 20:27:43,182 - mmaction - INFO - Epoch [2][3060/3842] lr: 6.284e-02, eta: 10:52:52, time: 1.219, data_time: 0.002, memory: 10178, loss_action_cls: 0.0634, recall@thr=0.5: 0.6313, prec@thr=0.5: 0.7389, recall@top3: 0.7566, prec@top3: 0.6392, recall@top5: 0.9011, prec@top5: 0.4701, loss: 0.0634, grad_norm: 0.1718 2021-04-09 20:28:07,485 - mmaction - INFO - Epoch [2][3080/3842] lr: 6.297e-02, eta: 10:52:25, time: 1.217, data_time: 0.003, memory: 10178, loss_action_cls: 0.0626, recall@thr=0.5: 0.6265, prec@thr=0.5: 0.7217, recall@top3: 0.7563, prec@top3: 0.6299, recall@top5: 0.9036, prec@top5: 0.4648, loss: 0.0626, grad_norm: 0.1763 2021-04-09 20:28:31,970 - mmaction - INFO - Epoch [2][3100/3842] lr: 6.311e-02, eta: 10:51:58, time: 1.224, data_time: 0.001, memory: 10178, loss_action_cls: 0.0633, recall@thr=0.5: 0.6455, prec@thr=0.5: 0.7331, recall@top3: 0.7570, prec@top3: 0.6213, recall@top5: 0.9070, prec@top5: 0.4570, loss: 0.0633, grad_norm: 0.1707 2021-04-09 20:28:56,340 - mmaction - INFO - Epoch [2][3120/3842] lr: 6.324e-02, eta: 10:51:31, time: 1.219, data_time: 0.002, memory: 10178, loss_action_cls: 0.0652, recall@thr=0.5: 0.6463, prec@thr=0.5: 0.7373, recall@top3: 0.7584, prec@top3: 0.6449, recall@top5: 0.9014, prec@top5: 0.4694, loss: 0.0652, grad_norm: 0.1708 2021-04-09 20:29:20,690 - mmaction - INFO - Epoch [2][3140/3842] lr: 6.337e-02, eta: 10:51:04, time: 1.217, data_time: 0.001, memory: 10178, loss_action_cls: 0.0628, recall@thr=0.5: 0.6462, prec@thr=0.5: 0.7267, recall@top3: 0.7675, prec@top3: 0.6272, recall@top5: 0.9093, prec@top5: 0.4582, loss: 0.0628, grad_norm: 0.1664 2021-04-09 20:29:45,044 - mmaction - INFO - Epoch [2][3160/3842] lr: 6.350e-02, eta: 10:50:37, time: 1.216, data_time: 0.002, memory: 10178, loss_action_cls: 0.0634, recall@thr=0.5: 0.6426, prec@thr=0.5: 0.7368, recall@top3: 0.7440, prec@top3: 0.6376, recall@top5: 0.8892, prec@top5: 0.4676, loss: 0.0634, grad_norm: 0.1672 2021-04-09 20:30:09,720 - mmaction - INFO - Epoch [2][3180/3842] lr: 6.363e-02, eta: 10:50:11, time: 1.235, data_time: 0.004, memory: 10178, loss_action_cls: 0.0682, recall@thr=0.5: 0.6229, prec@thr=0.5: 0.7291, recall@top3: 0.7558, prec@top3: 0.6314, recall@top5: 0.9013, prec@top5: 0.4595, loss: 0.0682, grad_norm: 0.1655 2021-04-09 20:30:34,024 - mmaction - INFO - Epoch [2][3200/3842] lr: 6.376e-02, eta: 10:49:44, time: 1.216, data_time: 0.001, memory: 10178, loss_action_cls: 0.0646, recall@thr=0.5: 0.6600, prec@thr=0.5: 0.7361, recall@top3: 0.7617, prec@top3: 0.6421, recall@top5: 0.9092, prec@top5: 0.4702, loss: 0.0646, grad_norm: 0.1727 2021-04-09 20:30:58,464 - mmaction - INFO - Epoch [2][3220/3842] lr: 6.389e-02, eta: 10:49:17, time: 1.222, data_time: 0.001, memory: 10178, loss_action_cls: 0.0621, recall@thr=0.5: 0.6278, prec@thr=0.5: 0.7318, recall@top3: 0.7493, prec@top3: 0.6371, recall@top5: 0.8943, prec@top5: 0.4657, loss: 0.0621, grad_norm: 0.1598 2021-04-09 20:31:22,793 - mmaction - INFO - Epoch [2][3240/3842] lr: 6.402e-02, eta: 10:48:50, time: 1.216, data_time: 0.001, memory: 10178, loss_action_cls: 0.0665, recall@thr=0.5: 0.6411, prec@thr=0.5: 0.7272, recall@top3: 0.7502, prec@top3: 0.6210, recall@top5: 0.8934, prec@top5: 0.4560, loss: 0.0665, grad_norm: 0.1826 2021-04-09 20:31:47,288 - mmaction - INFO - Epoch [2][3260/3842] lr: 6.415e-02, eta: 10:48:24, time: 1.224, data_time: 0.002, memory: 10178, loss_action_cls: 0.0633, recall@thr=0.5: 0.6349, prec@thr=0.5: 0.7275, recall@top3: 0.7565, prec@top3: 0.6345, recall@top5: 0.8993, prec@top5: 0.4641, loss: 0.0633, grad_norm: 0.1643 2021-04-09 20:32:11,725 - mmaction - INFO - Epoch [2][3280/3842] lr: 6.428e-02, eta: 10:47:57, time: 1.224, data_time: 0.002, memory: 10178, loss_action_cls: 0.0644, recall@thr=0.5: 0.6499, prec@thr=0.5: 0.7333, recall@top3: 0.7626, prec@top3: 0.6460, recall@top5: 0.9080, prec@top5: 0.4710, loss: 0.0644, grad_norm: 0.1498 2021-04-09 20:32:36,027 - mmaction - INFO - Epoch [2][3300/3842] lr: 6.441e-02, eta: 10:47:30, time: 1.214, data_time: 0.001, memory: 10178, loss_action_cls: 0.0630, recall@thr=0.5: 0.6372, prec@thr=0.5: 0.7232, recall@top3: 0.7445, prec@top3: 0.6342, recall@top5: 0.8997, prec@top5: 0.4705, loss: 0.0630, grad_norm: 0.1776 2021-04-09 20:33:00,425 - mmaction - INFO - Epoch [2][3320/3842] lr: 6.454e-02, eta: 10:47:03, time: 1.221, data_time: 0.001, memory: 10178, loss_action_cls: 0.0622, recall@thr=0.5: 0.6362, prec@thr=0.5: 0.7341, recall@top3: 0.7611, prec@top3: 0.6355, recall@top5: 0.8991, prec@top5: 0.4616, loss: 0.0622, grad_norm: 0.1762 2021-04-09 20:33:24,885 - mmaction - INFO - Epoch [2][3340/3842] lr: 6.467e-02, eta: 10:46:37, time: 1.223, data_time: 0.001, memory: 10180, loss_action_cls: 0.0636, recall@thr=0.5: 0.6650, prec@thr=0.5: 0.7466, recall@top3: 0.7798, prec@top3: 0.6461, recall@top5: 0.9172, prec@top5: 0.4679, loss: 0.0636, grad_norm: 0.1596 2021-04-09 20:33:49,184 - mmaction - INFO - Epoch [2][3360/3842] lr: 6.480e-02, eta: 10:46:10, time: 1.215, data_time: 0.001, memory: 10180, loss_action_cls: 0.0650, recall@thr=0.5: 0.6489, prec@thr=0.5: 0.7484, recall@top3: 0.7599, prec@top3: 0.6447, recall@top5: 0.9100, prec@top5: 0.4734, loss: 0.0650, grad_norm: 0.1792 2021-04-09 20:34:13,610 - mmaction - INFO - Epoch [2][3380/3842] lr: 6.493e-02, eta: 10:45:43, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0627, recall@thr=0.5: 0.6488, prec@thr=0.5: 0.7309, recall@top3: 0.7583, prec@top3: 0.6477, recall@top5: 0.9083, prec@top5: 0.4745, loss: 0.0627, grad_norm: 0.1661 2021-04-09 20:34:38,295 - mmaction - INFO - Epoch [2][3400/3842] lr: 6.506e-02, eta: 10:45:17, time: 1.234, data_time: 0.001, memory: 10180, loss_action_cls: 0.0628, recall@thr=0.5: 0.6485, prec@thr=0.5: 0.7391, recall@top3: 0.7648, prec@top3: 0.6497, recall@top5: 0.9044, prec@top5: 0.4712, loss: 0.0628, grad_norm: 0.1614 2021-04-09 20:35:02,687 - mmaction - INFO - Epoch [2][3420/3842] lr: 6.518e-02, eta: 10:44:51, time: 1.220, data_time: 0.002, memory: 10180, loss_action_cls: 0.0669, recall@thr=0.5: 0.6319, prec@thr=0.5: 0.7361, recall@top3: 0.7562, prec@top3: 0.6381, recall@top5: 0.8961, prec@top5: 0.4627, loss: 0.0669, grad_norm: 0.1661 2021-04-09 20:35:27,140 - mmaction - INFO - Epoch [2][3440/3842] lr: 6.531e-02, eta: 10:44:24, time: 1.223, data_time: 0.001, memory: 10180, loss_action_cls: 0.0636, recall@thr=0.5: 0.6453, prec@thr=0.5: 0.7384, recall@top3: 0.7609, prec@top3: 0.6432, recall@top5: 0.9031, prec@top5: 0.4682, loss: 0.0636, grad_norm: 0.1502 2021-04-09 20:35:51,575 - mmaction - INFO - Epoch [2][3460/3842] lr: 6.544e-02, eta: 10:43:58, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0605, recall@thr=0.5: 0.6343, prec@thr=0.5: 0.7325, recall@top3: 0.7554, prec@top3: 0.6250, recall@top5: 0.9040, prec@top5: 0.4593, loss: 0.0605, grad_norm: 0.1628 2021-04-09 20:36:16,064 - mmaction - INFO - Epoch [2][3480/3842] lr: 6.557e-02, eta: 10:43:31, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0635, recall@thr=0.5: 0.6605, prec@thr=0.5: 0.7508, recall@top3: 0.7695, prec@top3: 0.6413, recall@top5: 0.9083, prec@top5: 0.4665, loss: 0.0635, grad_norm: 0.1584 2021-04-09 20:36:40,538 - mmaction - INFO - Epoch [2][3500/3842] lr: 6.569e-02, eta: 10:43:05, time: 1.223, data_time: 0.001, memory: 10180, loss_action_cls: 0.0620, recall@thr=0.5: 0.6467, prec@thr=0.5: 0.7373, recall@top3: 0.7668, prec@top3: 0.6341, recall@top5: 0.9097, prec@top5: 0.4620, loss: 0.0620, grad_norm: 0.1669 2021-04-09 20:37:04,885 - mmaction - INFO - Epoch [2][3520/3842] lr: 6.582e-02, eta: 10:42:38, time: 1.218, data_time: 0.002, memory: 10180, loss_action_cls: 0.0615, recall@thr=0.5: 0.6531, prec@thr=0.5: 0.7259, recall@top3: 0.7628, prec@top3: 0.6412, recall@top5: 0.9068, prec@top5: 0.4684, loss: 0.0615, grad_norm: 0.1829 2021-04-09 20:37:29,353 - mmaction - INFO - Epoch [2][3540/3842] lr: 6.595e-02, eta: 10:42:12, time: 1.224, data_time: 0.001, memory: 10180, loss_action_cls: 0.0633, recall@thr=0.5: 0.6369, prec@thr=0.5: 0.7414, recall@top3: 0.7605, prec@top3: 0.6370, recall@top5: 0.9026, prec@top5: 0.4625, loss: 0.0633, grad_norm: 0.1669 2021-04-09 20:37:53,851 - mmaction - INFO - Epoch [2][3560/3842] lr: 6.607e-02, eta: 10:41:46, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0622, recall@thr=0.5: 0.6288, prec@thr=0.5: 0.7222, recall@top3: 0.7592, prec@top3: 0.6164, recall@top5: 0.9119, prec@top5: 0.4529, loss: 0.0622, grad_norm: 0.1689 2021-04-09 20:38:18,340 - mmaction - INFO - Epoch [2][3580/3842] lr: 6.620e-02, eta: 10:41:19, time: 1.223, data_time: 0.001, memory: 10180, loss_action_cls: 0.0626, recall@thr=0.5: 0.6354, prec@thr=0.5: 0.7338, recall@top3: 0.7506, prec@top3: 0.6239, recall@top5: 0.9042, prec@top5: 0.4612, loss: 0.0626, grad_norm: 0.1551 2021-04-09 20:38:42,751 - mmaction - INFO - Epoch [2][3600/3842] lr: 6.633e-02, eta: 10:40:53, time: 1.221, data_time: 0.002, memory: 10180, loss_action_cls: 0.0568, recall@thr=0.5: 0.6403, prec@thr=0.5: 0.7357, recall@top3: 0.7703, prec@top3: 0.6396, recall@top5: 0.9126, prec@top5: 0.4645, loss: 0.0568, grad_norm: 0.1674 2021-04-09 20:39:07,407 - mmaction - INFO - Epoch [2][3620/3842] lr: 6.645e-02, eta: 10:40:27, time: 1.233, data_time: 0.002, memory: 10180, loss_action_cls: 0.0629, recall@thr=0.5: 0.6436, prec@thr=0.5: 0.7388, recall@top3: 0.7612, prec@top3: 0.6354, recall@top5: 0.9055, prec@top5: 0.4638, loss: 0.0629, grad_norm: 0.1614 2021-04-09 20:39:31,845 - mmaction - INFO - Epoch [2][3640/3842] lr: 6.658e-02, eta: 10:40:01, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0626, recall@thr=0.5: 0.6531, prec@thr=0.5: 0.7394, recall@top3: 0.7597, prec@top3: 0.6457, recall@top5: 0.9094, prec@top5: 0.4760, loss: 0.0626, grad_norm: 0.1682 2021-04-09 20:39:56,198 - mmaction - INFO - Epoch [2][3660/3842] lr: 6.670e-02, eta: 10:39:34, time: 1.218, data_time: 0.001, memory: 10180, loss_action_cls: 0.0593, recall@thr=0.5: 0.6521, prec@thr=0.5: 0.7448, recall@top3: 0.7750, prec@top3: 0.6415, recall@top5: 0.9175, prec@top5: 0.4669, loss: 0.0593, grad_norm: 0.1583 2021-04-09 20:40:20,594 - mmaction - INFO - Epoch [2][3680/3842] lr: 6.683e-02, eta: 10:39:07, time: 1.218, data_time: 0.001, memory: 10180, loss_action_cls: 0.0662, recall@thr=0.5: 0.6478, prec@thr=0.5: 0.7379, recall@top3: 0.7600, prec@top3: 0.6401, recall@top5: 0.9027, prec@top5: 0.4657, loss: 0.0662, grad_norm: 0.1674 2021-04-09 20:40:44,937 - mmaction - INFO - Epoch [2][3700/3842] lr: 6.695e-02, eta: 10:38:41, time: 1.218, data_time: 0.003, memory: 10180, loss_action_cls: 0.0619, recall@thr=0.5: 0.6448, prec@thr=0.5: 0.7407, recall@top3: 0.7610, prec@top3: 0.6392, recall@top5: 0.9004, prec@top5: 0.4668, loss: 0.0619, grad_norm: 0.1721 2021-04-09 20:41:09,570 - mmaction - INFO - Epoch [2][3720/3842] lr: 6.708e-02, eta: 10:38:15, time: 1.232, data_time: 0.002, memory: 10180, loss_action_cls: 0.0601, recall@thr=0.5: 0.6530, prec@thr=0.5: 0.7418, recall@top3: 0.7668, prec@top3: 0.6506, recall@top5: 0.9074, prec@top5: 0.4729, loss: 0.0601, grad_norm: 0.1660 2021-04-09 20:41:33,983 - mmaction - INFO - Epoch [2][3740/3842] lr: 6.720e-02, eta: 10:37:49, time: 1.221, data_time: 0.002, memory: 10180, loss_action_cls: 0.0648, recall@thr=0.5: 0.6535, prec@thr=0.5: 0.7366, recall@top3: 0.7597, prec@top3: 0.6424, recall@top5: 0.9054, prec@top5: 0.4699, loss: 0.0648, grad_norm: 0.1696 2021-04-09 20:41:58,436 - mmaction - INFO - Epoch [2][3760/3842] lr: 6.733e-02, eta: 10:37:22, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0646, recall@thr=0.5: 0.6283, prec@thr=0.5: 0.7262, recall@top3: 0.7454, prec@top3: 0.6371, recall@top5: 0.8976, prec@top5: 0.4690, loss: 0.0646, grad_norm: 0.1578 2021-04-09 20:42:22,983 - mmaction - INFO - Epoch [2][3780/3842] lr: 6.745e-02, eta: 10:36:56, time: 1.228, data_time: 0.002, memory: 10180, loss_action_cls: 0.0627, recall@thr=0.5: 0.6474, prec@thr=0.5: 0.7353, recall@top3: 0.7570, prec@top3: 0.6274, recall@top5: 0.9073, prec@top5: 0.4623, loss: 0.0627, grad_norm: 0.1652 2021-04-09 20:42:47,429 - mmaction - INFO - Epoch [2][3800/3842] lr: 6.757e-02, eta: 10:36:30, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0630, recall@thr=0.5: 0.6363, prec@thr=0.5: 0.7377, recall@top3: 0.7665, prec@top3: 0.6391, recall@top5: 0.9083, prec@top5: 0.4636, loss: 0.0630, grad_norm: 0.1528 2021-04-09 20:43:12,072 - mmaction - INFO - Epoch [2][3820/3842] lr: 6.770e-02, eta: 10:36:05, time: 1.233, data_time: 0.002, memory: 10180, loss_action_cls: 0.0640, recall@thr=0.5: 0.6401, prec@thr=0.5: 0.7363, recall@top3: 0.7608, prec@top3: 0.6447, recall@top5: 0.9057, prec@top5: 0.4724, loss: 0.0640, grad_norm: 0.1601 2021-04-09 20:43:36,579 - mmaction - INFO - Epoch [2][3840/3842] lr: 6.782e-02, eta: 10:35:39, time: 1.225, data_time: 0.002, memory: 10180, loss_action_cls: 0.0624, recall@thr=0.5: 0.6586, prec@thr=0.5: 0.7376, recall@top3: 0.7607, prec@top3: 0.6448, recall@top5: 0.9061, prec@top5: 0.4732, loss: 0.0624, grad_norm: 0.1652 2021-04-09 20:43:59,556 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-04-09 21:04:05,135 - mmaction - INFO - Evaluating mAP ... 2021-04-09 21:10:23,887 - mmaction - INFO - mAP@0.5IOU 0.2366 2021-04-09 21:10:25,621 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_2.pth. 2021-04-09 21:10:25,622 - mmaction - INFO - Best mAP@0.5IOU is 0.2366 at 2 epoch. 2021-04-09 21:10:26,824 - mmaction - INFO - Epoch(val) [2][3842] mAP@0.5IOU: 0.2366 2021-04-09 21:11:40,471 - mmaction - INFO - Epoch [3][20/3842] lr: 6.780e-02, eta: 10:38:15, time: 3.672, data_time: 2.404, memory: 10180, loss_action_cls: 0.0600, recall@thr=0.5: 0.6470, prec@thr=0.5: 0.7438, recall@top3: 0.7769, prec@top3: 0.6445, recall@top5: 0.9110, prec@top5: 0.4635, loss: 0.0600, grad_norm: 0.1487 2021-04-09 21:12:04,430 - mmaction - INFO - Epoch [3][40/3842] lr: 6.777e-02, eta: 10:37:47, time: 1.207, data_time: 0.010, memory: 10180, loss_action_cls: 0.0634, recall@thr=0.5: 0.6632, prec@thr=0.5: 0.7428, recall@top3: 0.7686, prec@top3: 0.6501, recall@top5: 0.9172, prec@top5: 0.4764, loss: 0.0634, grad_norm: 0.1708 2021-04-09 21:12:28,720 - mmaction - INFO - Epoch [3][60/3842] lr: 6.773e-02, eta: 10:37:20, time: 1.213, data_time: 0.001, memory: 10180, loss_action_cls: 0.0609, recall@thr=0.5: 0.6693, prec@thr=0.5: 0.7557, recall@top3: 0.7757, prec@top3: 0.6522, recall@top5: 0.9127, prec@top5: 0.4707, loss: 0.0609, grad_norm: 0.1616 2021-04-09 21:12:52,980 - mmaction - INFO - Epoch [3][80/3842] lr: 6.770e-02, eta: 10:36:52, time: 1.214, data_time: 0.003, memory: 10180, loss_action_cls: 0.0611, recall@thr=0.5: 0.6610, prec@thr=0.5: 0.7464, recall@top3: 0.7668, prec@top3: 0.6410, recall@top5: 0.9124, prec@top5: 0.4690, loss: 0.0611, grad_norm: 0.1684 2021-04-09 21:13:17,258 - mmaction - INFO - Epoch [3][100/3842] lr: 6.766e-02, eta: 10:36:25, time: 1.214, data_time: 0.002, memory: 10180, loss_action_cls: 0.0598, recall@thr=0.5: 0.6532, prec@thr=0.5: 0.7421, recall@top3: 0.7754, prec@top3: 0.6466, recall@top5: 0.9123, prec@top5: 0.4676, loss: 0.0598, grad_norm: 0.1604 2021-04-09 21:13:41,470 - mmaction - INFO - Epoch [3][120/3842] lr: 6.762e-02, eta: 10:35:57, time: 1.212, data_time: 0.002, memory: 10180, loss_action_cls: 0.0604, recall@thr=0.5: 0.6729, prec@thr=0.5: 0.7516, recall@top3: 0.7737, prec@top3: 0.6567, recall@top5: 0.9103, prec@top5: 0.4751, loss: 0.0604, grad_norm: 0.1594 2021-04-09 21:14:05,866 - mmaction - INFO - Epoch [3][140/3842] lr: 6.759e-02, eta: 10:35:30, time: 1.219, data_time: 0.001, memory: 10180, loss_action_cls: 0.0614, recall@thr=0.5: 0.6389, prec@thr=0.5: 0.7458, recall@top3: 0.7647, prec@top3: 0.6471, recall@top5: 0.9074, prec@top5: 0.4734, loss: 0.0614, grad_norm: 0.1704 2021-04-09 21:14:30,176 - mmaction - INFO - Epoch [3][160/3842] lr: 6.755e-02, eta: 10:35:03, time: 1.216, data_time: 0.001, memory: 10180, loss_action_cls: 0.0636, recall@thr=0.5: 0.6487, prec@thr=0.5: 0.7419, recall@top3: 0.7658, prec@top3: 0.6342, recall@top5: 0.9085, prec@top5: 0.4619, loss: 0.0636, grad_norm: 0.1655 2021-04-09 21:14:54,580 - mmaction - INFO - Epoch [3][180/3842] lr: 6.751e-02, eta: 10:34:36, time: 1.220, data_time: 0.003, memory: 10180, loss_action_cls: 0.0594, recall@thr=0.5: 0.6700, prec@thr=0.5: 0.7644, recall@top3: 0.7793, prec@top3: 0.6523, recall@top5: 0.9193, prec@top5: 0.4730, loss: 0.0594, grad_norm: 0.1647 2021-04-09 21:15:18,995 - mmaction - INFO - Epoch [3][200/3842] lr: 6.748e-02, eta: 10:34:09, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0598, recall@thr=0.5: 0.6717, prec@thr=0.5: 0.7584, recall@top3: 0.7769, prec@top3: 0.6551, recall@top5: 0.9155, prec@top5: 0.4739, loss: 0.0598, grad_norm: 0.1687 2021-04-09 21:15:43,302 - mmaction - INFO - Epoch [3][220/3842] lr: 6.744e-02, eta: 10:33:41, time: 1.214, data_time: 0.001, memory: 10180, loss_action_cls: 0.0608, recall@thr=0.5: 0.6507, prec@thr=0.5: 0.7444, recall@top3: 0.7653, prec@top3: 0.6421, recall@top5: 0.9061, prec@top5: 0.4671, loss: 0.0608, grad_norm: 0.1714 2021-04-09 21:16:07,661 - mmaction - INFO - Epoch [3][240/3842] lr: 6.740e-02, eta: 10:33:14, time: 1.219, data_time: 0.002, memory: 10180, loss_action_cls: 0.0596, recall@thr=0.5: 0.6650, prec@thr=0.5: 0.7480, recall@top3: 0.7665, prec@top3: 0.6445, recall@top5: 0.9039, prec@top5: 0.4637, loss: 0.0596, grad_norm: 0.1687 2021-04-09 21:16:32,053 - mmaction - INFO - Epoch [3][260/3842] lr: 6.736e-02, eta: 10:32:47, time: 1.219, data_time: 0.001, memory: 10180, loss_action_cls: 0.0600, recall@thr=0.5: 0.6491, prec@thr=0.5: 0.7397, recall@top3: 0.7733, prec@top3: 0.6415, recall@top5: 0.9094, prec@top5: 0.4645, loss: 0.0600, grad_norm: 0.1614 2021-04-09 21:16:56,339 - mmaction - INFO - Epoch [3][280/3842] lr: 6.733e-02, eta: 10:32:20, time: 1.215, data_time: 0.001, memory: 10180, loss_action_cls: 0.0610, recall@thr=0.5: 0.6495, prec@thr=0.5: 0.7370, recall@top3: 0.7759, prec@top3: 0.6459, recall@top5: 0.9114, prec@top5: 0.4665, loss: 0.0610, grad_norm: 0.1706 2021-04-09 21:17:20,767 - mmaction - INFO - Epoch [3][300/3842] lr: 6.729e-02, eta: 10:31:53, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0604, recall@thr=0.5: 0.6657, prec@thr=0.5: 0.7529, recall@top3: 0.7797, prec@top3: 0.6523, recall@top5: 0.9192, prec@top5: 0.4711, loss: 0.0604, grad_norm: 0.1685 2021-04-09 21:17:45,199 - mmaction - INFO - Epoch [3][320/3842] lr: 6.725e-02, eta: 10:31:27, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0594, recall@thr=0.5: 0.6440, prec@thr=0.5: 0.7361, recall@top3: 0.7761, prec@top3: 0.6353, recall@top5: 0.9069, prec@top5: 0.4564, loss: 0.0594, grad_norm: 0.1812 2021-04-09 21:18:09,537 - mmaction - INFO - Epoch [3][340/3842] lr: 6.722e-02, eta: 10:30:59, time: 1.216, data_time: 0.001, memory: 10180, loss_action_cls: 0.0609, recall@thr=0.5: 0.6456, prec@thr=0.5: 0.7376, recall@top3: 0.7588, prec@top3: 0.6415, recall@top5: 0.9022, prec@top5: 0.4665, loss: 0.0609, grad_norm: 0.1677 2021-04-09 21:18:34,002 - mmaction - INFO - Epoch [3][360/3842] lr: 6.718e-02, eta: 10:30:33, time: 1.223, data_time: 0.002, memory: 10180, loss_action_cls: 0.0630, recall@thr=0.5: 0.6357, prec@thr=0.5: 0.7339, recall@top3: 0.7484, prec@top3: 0.6369, recall@top5: 0.8979, prec@top5: 0.4687, loss: 0.0630, grad_norm: 0.1641 2021-04-09 21:18:58,439 - mmaction - INFO - Epoch [3][380/3842] lr: 6.714e-02, eta: 10:30:06, time: 1.223, data_time: 0.002, memory: 10180, loss_action_cls: 0.0620, recall@thr=0.5: 0.6501, prec@thr=0.5: 0.7365, recall@top3: 0.7627, prec@top3: 0.6446, recall@top5: 0.9054, prec@top5: 0.4685, loss: 0.0620, grad_norm: 0.1528 2021-04-09 21:19:23,097 - mmaction - INFO - Epoch [3][400/3842] lr: 6.710e-02, eta: 10:29:40, time: 1.232, data_time: 0.001, memory: 10180, loss_action_cls: 0.0616, recall@thr=0.5: 0.6509, prec@thr=0.5: 0.7395, recall@top3: 0.7663, prec@top3: 0.6464, recall@top5: 0.9072, prec@top5: 0.4698, loss: 0.0616, grad_norm: 0.1639 2021-04-09 21:19:47,505 - mmaction - INFO - Epoch [3][420/3842] lr: 6.707e-02, eta: 10:29:14, time: 1.222, data_time: 0.002, memory: 10180, loss_action_cls: 0.0630, recall@thr=0.5: 0.6656, prec@thr=0.5: 0.7498, recall@top3: 0.7661, prec@top3: 0.6639, recall@top5: 0.9129, prec@top5: 0.4844, loss: 0.0630, grad_norm: 0.1745 2021-04-09 21:20:11,958 - mmaction - INFO - Epoch [3][440/3842] lr: 6.703e-02, eta: 10:28:47, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0626, recall@thr=0.5: 0.6598, prec@thr=0.5: 0.7491, recall@top3: 0.7610, prec@top3: 0.6434, recall@top5: 0.9069, prec@top5: 0.4689, loss: 0.0626, grad_norm: 0.1786 2021-04-09 21:20:36,610 - mmaction - INFO - Epoch [3][460/3842] lr: 6.699e-02, eta: 10:28:21, time: 1.233, data_time: 0.001, memory: 10180, loss_action_cls: 0.0562, recall@thr=0.5: 0.6663, prec@thr=0.5: 0.7526, recall@top3: 0.7821, prec@top3: 0.6513, recall@top5: 0.9178, prec@top5: 0.4698, loss: 0.0562, grad_norm: 0.1576 2021-04-09 21:21:01,109 - mmaction - INFO - Epoch [3][480/3842] lr: 6.695e-02, eta: 10:27:55, time: 1.224, data_time: 0.001, memory: 10180, loss_action_cls: 0.0586, recall@thr=0.5: 0.6595, prec@thr=0.5: 0.7431, recall@top3: 0.7610, prec@top3: 0.6372, recall@top5: 0.9055, prec@top5: 0.4670, loss: 0.0586, grad_norm: 0.1656 2021-04-09 21:21:25,729 - mmaction - INFO - Epoch [3][500/3842] lr: 6.691e-02, eta: 10:27:29, time: 1.231, data_time: 0.001, memory: 10180, loss_action_cls: 0.0575, recall@thr=0.5: 0.6638, prec@thr=0.5: 0.7449, recall@top3: 0.7683, prec@top3: 0.6423, recall@top5: 0.9174, prec@top5: 0.4717, loss: 0.0575, grad_norm: 0.1761 2021-04-09 21:21:50,235 - mmaction - INFO - Epoch [3][520/3842] lr: 6.688e-02, eta: 10:27:02, time: 1.224, data_time: 0.002, memory: 10180, loss_action_cls: 0.0631, recall@thr=0.5: 0.6443, prec@thr=0.5: 0.7355, recall@top3: 0.7527, prec@top3: 0.6386, recall@top5: 0.9015, prec@top5: 0.4717, loss: 0.0631, grad_norm: 0.1618 2021-04-09 21:22:14,608 - mmaction - INFO - Epoch [3][540/3842] lr: 6.684e-02, eta: 10:26:36, time: 1.221, data_time: 0.003, memory: 10180, loss_action_cls: 0.0586, recall@thr=0.5: 0.6589, prec@thr=0.5: 0.7521, recall@top3: 0.7758, prec@top3: 0.6423, recall@top5: 0.9064, prec@top5: 0.4621, loss: 0.0586, grad_norm: 0.1591 2021-04-09 21:22:39,011 - mmaction - INFO - Epoch [3][560/3842] lr: 6.680e-02, eta: 10:26:09, time: 1.220, data_time: 0.001, memory: 10180, loss_action_cls: 0.0584, recall@thr=0.5: 0.6608, prec@thr=0.5: 0.7462, recall@top3: 0.7732, prec@top3: 0.6525, recall@top5: 0.9151, prec@top5: 0.4721, loss: 0.0584, grad_norm: 0.1682 2021-04-09 21:23:03,742 - mmaction - INFO - Epoch [3][580/3842] lr: 6.676e-02, eta: 10:25:43, time: 1.237, data_time: 0.001, memory: 10180, loss_action_cls: 0.0567, recall@thr=0.5: 0.6576, prec@thr=0.5: 0.7481, recall@top3: 0.7731, prec@top3: 0.6497, recall@top5: 0.9117, prec@top5: 0.4691, loss: 0.0567, grad_norm: 0.1752 2021-04-09 21:23:28,154 - mmaction - INFO - Epoch [3][600/3842] lr: 6.672e-02, eta: 10:25:17, time: 1.220, data_time: 0.001, memory: 10180, loss_action_cls: 0.0586, recall@thr=0.5: 0.6584, prec@thr=0.5: 0.7409, recall@top3: 0.7731, prec@top3: 0.6445, recall@top5: 0.9108, prec@top5: 0.4665, loss: 0.0586, grad_norm: 0.1671 2021-04-09 21:23:52,764 - mmaction - INFO - Epoch [3][620/3842] lr: 6.668e-02, eta: 10:24:51, time: 1.231, data_time: 0.001, memory: 10180, loss_action_cls: 0.0609, recall@thr=0.5: 0.6560, prec@thr=0.5: 0.7512, recall@top3: 0.7769, prec@top3: 0.6435, recall@top5: 0.9126, prec@top5: 0.4657, loss: 0.0609, grad_norm: 0.1751 2021-04-09 21:24:17,499 - mmaction - INFO - Epoch [3][640/3842] lr: 6.665e-02, eta: 10:24:25, time: 1.236, data_time: 0.001, memory: 10180, loss_action_cls: 0.0580, recall@thr=0.5: 0.6470, prec@thr=0.5: 0.7527, recall@top3: 0.7706, prec@top3: 0.6405, recall@top5: 0.9084, prec@top5: 0.4636, loss: 0.0580, grad_norm: 0.1701 2021-04-09 21:24:41,889 - mmaction - INFO - Epoch [3][660/3842] lr: 6.661e-02, eta: 10:23:58, time: 1.220, data_time: 0.001, memory: 10180, loss_action_cls: 0.0581, recall@thr=0.5: 0.6654, prec@thr=0.5: 0.7427, recall@top3: 0.7764, prec@top3: 0.6388, recall@top5: 0.9112, prec@top5: 0.4608, loss: 0.0581, grad_norm: 0.1634 2021-04-09 21:25:06,525 - mmaction - INFO - Epoch [3][680/3842] lr: 6.657e-02, eta: 10:23:33, time: 1.231, data_time: 0.001, memory: 10180, loss_action_cls: 0.0564, recall@thr=0.5: 0.6701, prec@thr=0.5: 0.7576, recall@top3: 0.7809, prec@top3: 0.6551, recall@top5: 0.9150, prec@top5: 0.4725, loss: 0.0564, grad_norm: 0.1555 2021-04-09 21:25:31,169 - mmaction - INFO - Epoch [3][700/3842] lr: 6.653e-02, eta: 10:23:07, time: 1.233, data_time: 0.001, memory: 10180, loss_action_cls: 0.0589, recall@thr=0.5: 0.6684, prec@thr=0.5: 0.7556, recall@top3: 0.7766, prec@top3: 0.6497, recall@top5: 0.9142, prec@top5: 0.4693, loss: 0.0589, grad_norm: 0.1602 2021-04-09 21:25:55,560 - mmaction - INFO - Epoch [3][720/3842] lr: 6.649e-02, eta: 10:22:40, time: 1.219, data_time: 0.001, memory: 10180, loss_action_cls: 0.0571, recall@thr=0.5: 0.6617, prec@thr=0.5: 0.7490, recall@top3: 0.7769, prec@top3: 0.6455, recall@top5: 0.9092, prec@top5: 0.4653, loss: 0.0571, grad_norm: 0.1657 2021-04-09 21:26:20,067 - mmaction - INFO - Epoch [3][740/3842] lr: 6.645e-02, eta: 10:22:14, time: 1.226, data_time: 0.001, memory: 10180, loss_action_cls: 0.0560, recall@thr=0.5: 0.6796, prec@thr=0.5: 0.7588, recall@top3: 0.7686, prec@top3: 0.6576, recall@top5: 0.9110, prec@top5: 0.4780, loss: 0.0560, grad_norm: 0.1672 2021-04-09 21:26:44,469 - mmaction - INFO - Epoch [3][760/3842] lr: 6.641e-02, eta: 10:21:47, time: 1.220, data_time: 0.001, memory: 10180, loss_action_cls: 0.0591, recall@thr=0.5: 0.6642, prec@thr=0.5: 0.7492, recall@top3: 0.7718, prec@top3: 0.6514, recall@top5: 0.9059, prec@top5: 0.4680, loss: 0.0591, grad_norm: 0.1623 2021-04-09 21:27:09,001 - mmaction - INFO - Epoch [3][780/3842] lr: 6.637e-02, eta: 10:21:21, time: 1.226, data_time: 0.001, memory: 10180, loss_action_cls: 0.0629, recall@thr=0.5: 0.6625, prec@thr=0.5: 0.7488, recall@top3: 0.7792, prec@top3: 0.6520, recall@top5: 0.9046, prec@top5: 0.4655, loss: 0.0629, grad_norm: 0.1550 2021-04-09 21:27:33,522 - mmaction - INFO - Epoch [3][800/3842] lr: 6.633e-02, eta: 10:20:55, time: 1.226, data_time: 0.001, memory: 10180, loss_action_cls: 0.0584, recall@thr=0.5: 0.6630, prec@thr=0.5: 0.7577, recall@top3: 0.7722, prec@top3: 0.6581, recall@top5: 0.9119, prec@top5: 0.4778, loss: 0.0584, grad_norm: 0.1673 2021-04-09 21:27:57,919 - mmaction - INFO - Epoch [3][820/3842] lr: 6.630e-02, eta: 10:20:28, time: 1.220, data_time: 0.001, memory: 10180, loss_action_cls: 0.0598, recall@thr=0.5: 0.6385, prec@thr=0.5: 0.7398, recall@top3: 0.7615, prec@top3: 0.6314, recall@top5: 0.8951, prec@top5: 0.4572, loss: 0.0598, grad_norm: 0.1719 2021-04-09 21:28:22,369 - mmaction - INFO - Epoch [3][840/3842] lr: 6.626e-02, eta: 10:20:02, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0591, recall@thr=0.5: 0.6566, prec@thr=0.5: 0.7573, recall@top3: 0.7774, prec@top3: 0.6386, recall@top5: 0.9181, prec@top5: 0.4639, loss: 0.0591, grad_norm: 0.1653 2021-04-09 21:28:46,863 - mmaction - INFO - Epoch [3][860/3842] lr: 6.622e-02, eta: 10:19:36, time: 1.226, data_time: 0.002, memory: 10180, loss_action_cls: 0.0594, recall@thr=0.5: 0.6797, prec@thr=0.5: 0.7560, recall@top3: 0.7783, prec@top3: 0.6641, recall@top5: 0.9096, prec@top5: 0.4771, loss: 0.0594, grad_norm: 0.1598 2021-04-09 21:29:11,186 - mmaction - INFO - Epoch [3][880/3842] lr: 6.618e-02, eta: 10:19:09, time: 1.216, data_time: 0.001, memory: 10180, loss_action_cls: 0.0621, recall@thr=0.5: 0.6558, prec@thr=0.5: 0.7379, recall@top3: 0.7684, prec@top3: 0.6393, recall@top5: 0.9084, prec@top5: 0.4645, loss: 0.0621, grad_norm: 0.1693 2021-04-09 21:29:35,566 - mmaction - INFO - Epoch [3][900/3842] lr: 6.614e-02, eta: 10:18:42, time: 1.219, data_time: 0.001, memory: 10180, loss_action_cls: 0.0600, recall@thr=0.5: 0.6546, prec@thr=0.5: 0.7430, recall@top3: 0.7731, prec@top3: 0.6448, recall@top5: 0.9094, prec@top5: 0.4676, loss: 0.0600, grad_norm: 0.1633 2021-04-09 21:30:00,082 - mmaction - INFO - Epoch [3][920/3842] lr: 6.610e-02, eta: 10:18:16, time: 1.226, data_time: 0.001, memory: 10180, loss_action_cls: 0.0615, recall@thr=0.5: 0.6521, prec@thr=0.5: 0.7432, recall@top3: 0.7688, prec@top3: 0.6497, recall@top5: 0.9112, prec@top5: 0.4709, loss: 0.0615, grad_norm: 0.1736 2021-04-09 21:30:24,402 - mmaction - INFO - Epoch [3][940/3842] lr: 6.606e-02, eta: 10:17:49, time: 1.216, data_time: 0.001, memory: 10180, loss_action_cls: 0.0600, recall@thr=0.5: 0.6412, prec@thr=0.5: 0.7486, recall@top3: 0.7602, prec@top3: 0.6293, recall@top5: 0.8987, prec@top5: 0.4580, loss: 0.0600, grad_norm: 0.1639 2021-04-09 21:30:48,828 - mmaction - INFO - Epoch [3][960/3842] lr: 6.602e-02, eta: 10:17:23, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0590, recall@thr=0.5: 0.6492, prec@thr=0.5: 0.7339, recall@top3: 0.7620, prec@top3: 0.6448, recall@top5: 0.9108, prec@top5: 0.4730, loss: 0.0590, grad_norm: 0.1703 2021-04-09 21:31:13,268 - mmaction - INFO - Epoch [3][980/3842] lr: 6.598e-02, eta: 10:16:56, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0613, recall@thr=0.5: 0.6405, prec@thr=0.5: 0.7352, recall@top3: 0.7596, prec@top3: 0.6300, recall@top5: 0.9070, prec@top5: 0.4602, loss: 0.0613, grad_norm: 0.1654 2021-04-09 21:31:37,776 - mmaction - INFO - Epoch [3][1000/3842] lr: 6.594e-02, eta: 10:16:30, time: 1.225, data_time: 0.002, memory: 10180, loss_action_cls: 0.0569, recall@thr=0.5: 0.6691, prec@thr=0.5: 0.7445, recall@top3: 0.7680, prec@top3: 0.6490, recall@top5: 0.9137, prec@top5: 0.4734, loss: 0.0569, grad_norm: 0.1666 2021-04-09 21:32:02,154 - mmaction - INFO - Epoch [3][1020/3842] lr: 6.590e-02, eta: 10:16:03, time: 1.219, data_time: 0.002, memory: 10180, loss_action_cls: 0.0590, recall@thr=0.5: 0.6636, prec@thr=0.5: 0.7525, recall@top3: 0.7707, prec@top3: 0.6564, recall@top5: 0.9133, prec@top5: 0.4781, loss: 0.0590, grad_norm: 0.1752 2021-04-09 21:32:26,551 - mmaction - INFO - Epoch [3][1040/3842] lr: 6.586e-02, eta: 10:15:37, time: 1.219, data_time: 0.001, memory: 10180, loss_action_cls: 0.0595, recall@thr=0.5: 0.6582, prec@thr=0.5: 0.7477, recall@top3: 0.7694, prec@top3: 0.6541, recall@top5: 0.9058, prec@top5: 0.4713, loss: 0.0595, grad_norm: 0.1575 2021-04-09 21:32:51,207 - mmaction - INFO - Epoch [3][1060/3842] lr: 6.582e-02, eta: 10:15:11, time: 1.233, data_time: 0.002, memory: 10180, loss_action_cls: 0.0578, recall@thr=0.5: 0.6416, prec@thr=0.5: 0.7309, recall@top3: 0.7593, prec@top3: 0.6376, recall@top5: 0.9077, prec@top5: 0.4666, loss: 0.0578, grad_norm: 0.1734 2021-04-09 21:33:15,618 - mmaction - INFO - Epoch [3][1080/3842] lr: 6.578e-02, eta: 10:14:45, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0602, recall@thr=0.5: 0.6567, prec@thr=0.5: 0.7478, recall@top3: 0.7721, prec@top3: 0.6529, recall@top5: 0.9096, prec@top5: 0.4732, loss: 0.0602, grad_norm: 0.1732 2021-04-09 21:33:40,022 - mmaction - INFO - Epoch [3][1100/3842] lr: 6.574e-02, eta: 10:14:18, time: 1.219, data_time: 0.001, memory: 10180, loss_action_cls: 0.0565, recall@thr=0.5: 0.6586, prec@thr=0.5: 0.7406, recall@top3: 0.7697, prec@top3: 0.6458, recall@top5: 0.9087, prec@top5: 0.4697, loss: 0.0565, grad_norm: 0.1666 2021-04-09 21:34:04,484 - mmaction - INFO - Epoch [3][1120/3842] lr: 6.570e-02, eta: 10:13:52, time: 1.223, data_time: 0.001, memory: 10180, loss_action_cls: 0.0594, recall@thr=0.5: 0.6555, prec@thr=0.5: 0.7523, recall@top3: 0.7728, prec@top3: 0.6434, recall@top5: 0.9047, prec@top5: 0.4625, loss: 0.0594, grad_norm: 0.1632 2021-04-09 21:34:28,966 - mmaction - INFO - Epoch [3][1140/3842] lr: 6.566e-02, eta: 10:13:26, time: 1.224, data_time: 0.002, memory: 10180, loss_action_cls: 0.0594, recall@thr=0.5: 0.6661, prec@thr=0.5: 0.7397, recall@top3: 0.7672, prec@top3: 0.6448, recall@top5: 0.9127, prec@top5: 0.4699, loss: 0.0594, grad_norm: 0.1818 2021-04-09 21:34:53,454 - mmaction - INFO - Epoch [3][1160/3842] lr: 6.562e-02, eta: 10:13:00, time: 1.224, data_time: 0.001, memory: 10180, loss_action_cls: 0.0569, recall@thr=0.5: 0.6631, prec@thr=0.5: 0.7451, recall@top3: 0.7671, prec@top3: 0.6469, recall@top5: 0.9127, prec@top5: 0.4726, loss: 0.0569, grad_norm: 0.1726 2021-04-09 21:35:18,067 - mmaction - INFO - Epoch [3][1180/3842] lr: 6.558e-02, eta: 10:12:34, time: 1.231, data_time: 0.002, memory: 10180, loss_action_cls: 0.0571, recall@thr=0.5: 0.6538, prec@thr=0.5: 0.7406, recall@top3: 0.7667, prec@top3: 0.6391, recall@top5: 0.9094, prec@top5: 0.4672, loss: 0.0571, grad_norm: 0.1676 2021-04-09 21:35:42,516 - mmaction - INFO - Epoch [3][1200/3842] lr: 6.553e-02, eta: 10:12:08, time: 1.223, data_time: 0.002, memory: 10180, loss_action_cls: 0.0583, recall@thr=0.5: 0.6461, prec@thr=0.5: 0.7338, recall@top3: 0.7622, prec@top3: 0.6438, recall@top5: 0.9064, prec@top5: 0.4686, loss: 0.0583, grad_norm: 0.1614 2021-04-09 21:36:06,978 - mmaction - INFO - Epoch [3][1220/3842] lr: 6.549e-02, eta: 10:11:42, time: 1.223, data_time: 0.001, memory: 10180, loss_action_cls: 0.0608, recall@thr=0.5: 0.6649, prec@thr=0.5: 0.7598, recall@top3: 0.7771, prec@top3: 0.6487, recall@top5: 0.9173, prec@top5: 0.4717, loss: 0.0608, grad_norm: 0.1544 2021-04-09 21:36:31,558 - mmaction - INFO - Epoch [3][1240/3842] lr: 6.545e-02, eta: 10:11:16, time: 1.229, data_time: 0.001, memory: 10180, loss_action_cls: 0.0575, recall@thr=0.5: 0.6729, prec@thr=0.5: 0.7468, recall@top3: 0.7635, prec@top3: 0.6470, recall@top5: 0.9075, prec@top5: 0.4709, loss: 0.0575, grad_norm: 0.1729 2021-04-09 21:36:56,113 - mmaction - INFO - Epoch [3][1260/3842] lr: 6.541e-02, eta: 10:10:50, time: 1.226, data_time: 0.001, memory: 10180, loss_action_cls: 0.0555, recall@thr=0.5: 0.6605, prec@thr=0.5: 0.7498, recall@top3: 0.7726, prec@top3: 0.6455, recall@top5: 0.9105, prec@top5: 0.4675, loss: 0.0555, grad_norm: 0.1624 2021-04-09 21:37:20,474 - mmaction - INFO - Epoch [3][1280/3842] lr: 6.537e-02, eta: 10:10:23, time: 1.219, data_time: 0.002, memory: 10180, loss_action_cls: 0.0557, recall@thr=0.5: 0.6674, prec@thr=0.5: 0.7593, recall@top3: 0.7877, prec@top3: 0.6507, recall@top5: 0.9221, prec@top5: 0.4677, loss: 0.0557, grad_norm: 0.1651 2021-04-09 21:37:45,100 - mmaction - INFO - Epoch [3][1300/3842] lr: 6.533e-02, eta: 10:09:58, time: 1.231, data_time: 0.002, memory: 10180, loss_action_cls: 0.0581, recall@thr=0.5: 0.6725, prec@thr=0.5: 0.7474, recall@top3: 0.7678, prec@top3: 0.6575, recall@top5: 0.9101, prec@top5: 0.4797, loss: 0.0581, grad_norm: 0.1618 2021-04-09 21:38:09,567 - mmaction - INFO - Epoch [3][1320/3842] lr: 6.529e-02, eta: 10:09:31, time: 1.224, data_time: 0.002, memory: 10180, loss_action_cls: 0.0589, recall@thr=0.5: 0.6549, prec@thr=0.5: 0.7529, recall@top3: 0.7799, prec@top3: 0.6455, recall@top5: 0.9056, prec@top5: 0.4611, loss: 0.0589, grad_norm: 0.1603 2021-04-09 21:38:34,062 - mmaction - INFO - Epoch [3][1340/3842] lr: 6.525e-02, eta: 10:09:05, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0594, recall@thr=0.5: 0.6618, prec@thr=0.5: 0.7417, recall@top3: 0.7705, prec@top3: 0.6576, recall@top5: 0.9141, prec@top5: 0.4783, loss: 0.0594, grad_norm: 0.1523 2021-04-09 21:38:58,550 - mmaction - INFO - Epoch [3][1360/3842] lr: 6.521e-02, eta: 10:08:39, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0571, recall@thr=0.5: 0.6534, prec@thr=0.5: 0.7413, recall@top3: 0.7648, prec@top3: 0.6488, recall@top5: 0.9064, prec@top5: 0.4712, loss: 0.0571, grad_norm: 0.1734 2021-04-09 21:39:23,316 - mmaction - INFO - Epoch [3][1380/3842] lr: 6.517e-02, eta: 10:08:14, time: 1.232, data_time: 0.001, memory: 10180, loss_action_cls: 0.0573, recall@thr=0.5: 0.6562, prec@thr=0.5: 0.7390, recall@top3: 0.7757, prec@top3: 0.6403, recall@top5: 0.9121, prec@top5: 0.4633, loss: 0.0573, grad_norm: 0.1704 2021-04-09 21:39:48,002 - mmaction - INFO - Epoch [3][1400/3842] lr: 6.512e-02, eta: 10:07:49, time: 1.240, data_time: 0.016, memory: 10180, loss_action_cls: 0.0568, recall@thr=0.5: 0.6641, prec@thr=0.5: 0.7504, recall@top3: 0.7692, prec@top3: 0.6505, recall@top5: 0.9122, prec@top5: 0.4744, loss: 0.0568, grad_norm: 0.1610 2021-04-09 21:40:12,456 - mmaction - INFO - Epoch [3][1420/3842] lr: 6.508e-02, eta: 10:07:22, time: 1.223, data_time: 0.001, memory: 10180, loss_action_cls: 0.0581, recall@thr=0.5: 0.6665, prec@thr=0.5: 0.7480, recall@top3: 0.7764, prec@top3: 0.6538, recall@top5: 0.9139, prec@top5: 0.4735, loss: 0.0581, grad_norm: 0.1558 2021-04-09 21:40:36,963 - mmaction - INFO - Epoch [3][1440/3842] lr: 6.504e-02, eta: 10:06:56, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0584, recall@thr=0.5: 0.6700, prec@thr=0.5: 0.7480, recall@top3: 0.7714, prec@top3: 0.6596, recall@top5: 0.9157, prec@top5: 0.4812, loss: 0.0584, grad_norm: 0.1602 2021-04-09 21:41:01,516 - mmaction - INFO - Epoch [3][1460/3842] lr: 6.500e-02, eta: 10:06:31, time: 1.227, data_time: 0.001, memory: 10180, loss_action_cls: 0.0577, recall@thr=0.5: 0.6612, prec@thr=0.5: 0.7419, recall@top3: 0.7642, prec@top3: 0.6482, recall@top5: 0.9139, prec@top5: 0.4765, loss: 0.0577, grad_norm: 0.1720 2021-04-09 21:41:25,931 - mmaction - INFO - Epoch [3][1480/3842] lr: 6.496e-02, eta: 10:06:04, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0578, recall@thr=0.5: 0.6640, prec@thr=0.5: 0.7441, recall@top3: 0.7673, prec@top3: 0.6460, recall@top5: 0.9098, prec@top5: 0.4701, loss: 0.0578, grad_norm: 0.1708 2021-04-09 21:41:50,485 - mmaction - INFO - Epoch [3][1500/3842] lr: 6.492e-02, eta: 10:05:39, time: 1.228, data_time: 0.001, memory: 10180, loss_action_cls: 0.0563, recall@thr=0.5: 0.6542, prec@thr=0.5: 0.7538, recall@top3: 0.7779, prec@top3: 0.6442, recall@top5: 0.9115, prec@top5: 0.4637, loss: 0.0563, grad_norm: 0.1618 2021-04-09 21:42:14,892 - mmaction - INFO - Epoch [3][1520/3842] lr: 6.487e-02, eta: 10:05:12, time: 1.220, data_time: 0.001, memory: 10180, loss_action_cls: 0.0586, recall@thr=0.5: 0.6750, prec@thr=0.5: 0.7519, recall@top3: 0.7876, prec@top3: 0.6506, recall@top5: 0.9156, prec@top5: 0.4643, loss: 0.0586, grad_norm: 0.1583 2021-04-09 21:42:39,390 - mmaction - INFO - Epoch [3][1540/3842] lr: 6.483e-02, eta: 10:04:46, time: 1.223, data_time: 0.001, memory: 10180, loss_action_cls: 0.0537, recall@thr=0.5: 0.6751, prec@thr=0.5: 0.7611, recall@top3: 0.7897, prec@top3: 0.6695, recall@top5: 0.9225, prec@top5: 0.4804, loss: 0.0537, grad_norm: 0.1627 2021-04-09 21:43:03,886 - mmaction - INFO - Epoch [3][1560/3842] lr: 6.479e-02, eta: 10:04:20, time: 1.226, data_time: 0.003, memory: 10180, loss_action_cls: 0.0587, recall@thr=0.5: 0.6646, prec@thr=0.5: 0.7512, recall@top3: 0.7765, prec@top3: 0.6581, recall@top5: 0.9139, prec@top5: 0.4751, loss: 0.0587, grad_norm: 0.1605 2021-04-09 21:43:28,381 - mmaction - INFO - Epoch [3][1580/3842] lr: 6.475e-02, eta: 10:03:54, time: 1.226, data_time: 0.002, memory: 10180, loss_action_cls: 0.0552, recall@thr=0.5: 0.6763, prec@thr=0.5: 0.7527, recall@top3: 0.7856, prec@top3: 0.6520, recall@top5: 0.9205, prec@top5: 0.4700, loss: 0.0552, grad_norm: 0.1670 2021-04-09 21:43:52,936 - mmaction - INFO - Epoch [3][1600/3842] lr: 6.471e-02, eta: 10:03:28, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0561, recall@thr=0.5: 0.6585, prec@thr=0.5: 0.7497, recall@top3: 0.7794, prec@top3: 0.6462, recall@top5: 0.9107, prec@top5: 0.4627, loss: 0.0561, grad_norm: 0.1618 2021-04-09 21:44:17,378 - mmaction - INFO - Epoch [3][1620/3842] lr: 6.466e-02, eta: 10:03:02, time: 1.225, data_time: 0.003, memory: 10180, loss_action_cls: 0.0566, recall@thr=0.5: 0.6743, prec@thr=0.5: 0.7666, recall@top3: 0.7809, prec@top3: 0.6567, recall@top5: 0.9202, prec@top5: 0.4759, loss: 0.0566, grad_norm: 0.1555 2021-04-09 21:44:41,864 - mmaction - INFO - Epoch [3][1640/3842] lr: 6.462e-02, eta: 10:02:36, time: 1.224, data_time: 0.001, memory: 10180, loss_action_cls: 0.0571, recall@thr=0.5: 0.6584, prec@thr=0.5: 0.7404, recall@top3: 0.7708, prec@top3: 0.6411, recall@top5: 0.9085, prec@top5: 0.4638, loss: 0.0571, grad_norm: 0.1635 2021-04-09 21:45:06,413 - mmaction - INFO - Epoch [3][1660/3842] lr: 6.458e-02, eta: 10:02:10, time: 1.227, data_time: 0.006, memory: 10180, loss_action_cls: 0.0552, recall@thr=0.5: 0.6512, prec@thr=0.5: 0.7526, recall@top3: 0.7795, prec@top3: 0.6415, recall@top5: 0.9172, prec@top5: 0.4628, loss: 0.0552, grad_norm: 0.1623 2021-04-09 21:45:30,981 - mmaction - INFO - Epoch [3][1680/3842] lr: 6.454e-02, eta: 10:01:45, time: 1.228, data_time: 0.002, memory: 10180, loss_action_cls: 0.0570, recall@thr=0.5: 0.6593, prec@thr=0.5: 0.7401, recall@top3: 0.7710, prec@top3: 0.6384, recall@top5: 0.9067, prec@top5: 0.4616, loss: 0.0570, grad_norm: 0.1654 2021-04-09 21:45:55,470 - mmaction - INFO - Epoch [3][1700/3842] lr: 6.449e-02, eta: 10:01:19, time: 1.225, data_time: 0.002, memory: 10180, loss_action_cls: 0.0567, recall@thr=0.5: 0.6555, prec@thr=0.5: 0.7493, recall@top3: 0.7642, prec@top3: 0.6371, recall@top5: 0.9104, prec@top5: 0.4690, loss: 0.0567, grad_norm: 0.1707 2021-04-09 21:46:19,984 - mmaction - INFO - Epoch [3][1720/3842] lr: 6.445e-02, eta: 10:00:53, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0590, recall@thr=0.5: 0.6368, prec@thr=0.5: 0.7250, recall@top3: 0.7557, prec@top3: 0.6373, recall@top5: 0.9043, prec@top5: 0.4677, loss: 0.0590, grad_norm: 0.1607 2021-04-09 21:46:44,394 - mmaction - INFO - Epoch [3][1740/3842] lr: 6.441e-02, eta: 10:00:27, time: 1.221, data_time: 0.002, memory: 10180, loss_action_cls: 0.0536, recall@thr=0.5: 0.6769, prec@thr=0.5: 0.7620, recall@top3: 0.7843, prec@top3: 0.6494, recall@top5: 0.9198, prec@top5: 0.4694, loss: 0.0536, grad_norm: 0.1559 2021-04-09 21:47:08,953 - mmaction - INFO - Epoch [3][1760/3842] lr: 6.437e-02, eta: 10:00:01, time: 1.227, data_time: 0.002, memory: 10180, loss_action_cls: 0.0573, recall@thr=0.5: 0.6553, prec@thr=0.5: 0.7472, recall@top3: 0.7733, prec@top3: 0.6488, recall@top5: 0.9109, prec@top5: 0.4692, loss: 0.0573, grad_norm: 0.1656 2021-04-09 21:47:33,322 - mmaction - INFO - Epoch [3][1780/3842] lr: 6.432e-02, eta: 9:59:35, time: 1.219, data_time: 0.002, memory: 10180, loss_action_cls: 0.0558, recall@thr=0.5: 0.6720, prec@thr=0.5: 0.7485, recall@top3: 0.7674, prec@top3: 0.6400, recall@top5: 0.9069, prec@top5: 0.4652, loss: 0.0558, grad_norm: 0.1755 2021-04-09 21:47:57,804 - mmaction - INFO - Epoch [3][1800/3842] lr: 6.428e-02, eta: 9:59:09, time: 1.225, data_time: 0.002, memory: 10180, loss_action_cls: 0.0586, recall@thr=0.5: 0.6520, prec@thr=0.5: 0.7365, recall@top3: 0.7683, prec@top3: 0.6328, recall@top5: 0.9075, prec@top5: 0.4592, loss: 0.0586, grad_norm: 0.1689 2021-04-09 21:48:22,400 - mmaction - INFO - Epoch [3][1820/3842] lr: 6.424e-02, eta: 9:58:43, time: 1.229, data_time: 0.002, memory: 10180, loss_action_cls: 0.0598, recall@thr=0.5: 0.6545, prec@thr=0.5: 0.7321, recall@top3: 0.7598, prec@top3: 0.6398, recall@top5: 0.9059, prec@top5: 0.4683, loss: 0.0598, grad_norm: 0.1614 2021-04-09 21:48:46,982 - mmaction - INFO - Epoch [3][1840/3842] lr: 6.419e-02, eta: 9:58:17, time: 1.230, data_time: 0.003, memory: 10180, loss_action_cls: 0.0561, recall@thr=0.5: 0.6579, prec@thr=0.5: 0.7461, recall@top3: 0.7727, prec@top3: 0.6466, recall@top5: 0.9106, prec@top5: 0.4677, loss: 0.0561, grad_norm: 0.1671 2021-04-09 21:49:11,428 - mmaction - INFO - Epoch [3][1860/3842] lr: 6.415e-02, eta: 9:57:51, time: 1.223, data_time: 0.002, memory: 10180, loss_action_cls: 0.0560, recall@thr=0.5: 0.6589, prec@thr=0.5: 0.7455, recall@top3: 0.7695, prec@top3: 0.6510, recall@top5: 0.9088, prec@top5: 0.4731, loss: 0.0560, grad_norm: 0.1664 2021-04-09 21:49:35,891 - mmaction - INFO - Epoch [3][1880/3842] lr: 6.411e-02, eta: 9:57:25, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0547, recall@thr=0.5: 0.6878, prec@thr=0.5: 0.7645, recall@top3: 0.7883, prec@top3: 0.6599, recall@top5: 0.9153, prec@top5: 0.4705, loss: 0.0547, grad_norm: 0.1552 2021-04-09 21:50:00,267 - mmaction - INFO - Epoch [3][1900/3842] lr: 6.406e-02, eta: 9:56:59, time: 1.218, data_time: 0.001, memory: 10180, loss_action_cls: 0.0530, recall@thr=0.5: 0.6735, prec@thr=0.5: 0.7590, recall@top3: 0.7855, prec@top3: 0.6629, recall@top5: 0.9157, prec@top5: 0.4732, loss: 0.0530, grad_norm: 0.1593 2021-04-09 21:50:24,723 - mmaction - INFO - Epoch [3][1920/3842] lr: 6.402e-02, eta: 9:56:33, time: 1.223, data_time: 0.002, memory: 10180, loss_action_cls: 0.0564, recall@thr=0.5: 0.6669, prec@thr=0.5: 0.7547, recall@top3: 0.7809, prec@top3: 0.6630, recall@top5: 0.9119, prec@top5: 0.4757, loss: 0.0564, grad_norm: 0.1541 2021-04-09 21:50:49,096 - mmaction - INFO - Epoch [3][1940/3842] lr: 6.398e-02, eta: 9:56:07, time: 1.218, data_time: 0.002, memory: 10180, loss_action_cls: 0.0542, recall@thr=0.5: 0.6747, prec@thr=0.5: 0.7543, recall@top3: 0.7841, prec@top3: 0.6469, recall@top5: 0.9174, prec@top5: 0.4645, loss: 0.0542, grad_norm: 0.1610 2021-04-09 21:51:13,670 - mmaction - INFO - Epoch [3][1960/3842] lr: 6.393e-02, eta: 9:55:41, time: 1.229, data_time: 0.002, memory: 10180, loss_action_cls: 0.0563, recall@thr=0.5: 0.6746, prec@thr=0.5: 0.7535, recall@top3: 0.7789, prec@top3: 0.6497, recall@top5: 0.9193, prec@top5: 0.4704, loss: 0.0563, grad_norm: 0.1631 2021-04-09 21:51:38,032 - mmaction - INFO - Epoch [3][1980/3842] lr: 6.389e-02, eta: 9:55:15, time: 1.218, data_time: 0.002, memory: 10180, loss_action_cls: 0.0544, recall@thr=0.5: 0.6656, prec@thr=0.5: 0.7571, recall@top3: 0.7731, prec@top3: 0.6497, recall@top5: 0.9156, prec@top5: 0.4702, loss: 0.0544, grad_norm: 0.1616 2021-04-09 21:52:02,659 - mmaction - INFO - Epoch [3][2000/3842] lr: 6.385e-02, eta: 9:54:49, time: 1.229, data_time: 0.001, memory: 10180, loss_action_cls: 0.0543, recall@thr=0.5: 0.6948, prec@thr=0.5: 0.7656, recall@top3: 0.7855, prec@top3: 0.6679, recall@top5: 0.9217, prec@top5: 0.4829, loss: 0.0543, grad_norm: 0.1736 2021-04-09 21:52:27,111 - mmaction - INFO - Epoch [3][2020/3842] lr: 6.380e-02, eta: 9:54:23, time: 1.225, data_time: 0.004, memory: 10180, loss_action_cls: 0.0531, recall@thr=0.5: 0.6664, prec@thr=0.5: 0.7465, recall@top3: 0.7858, prec@top3: 0.6510, recall@top5: 0.9205, prec@top5: 0.4703, loss: 0.0531, grad_norm: 0.1774 2021-04-09 21:52:52,225 - mmaction - INFO - Epoch [3][2040/3842] lr: 6.376e-02, eta: 9:53:59, time: 1.255, data_time: 0.001, memory: 10180, loss_action_cls: 0.0554, recall@thr=0.5: 0.6573, prec@thr=0.5: 0.7375, recall@top3: 0.7676, prec@top3: 0.6390, recall@top5: 0.9043, prec@top5: 0.4634, loss: 0.0554, grad_norm: 0.1769 2021-04-09 21:53:16,799 - mmaction - INFO - Epoch [3][2060/3842] lr: 6.372e-02, eta: 9:53:34, time: 1.230, data_time: 0.003, memory: 10180, loss_action_cls: 0.0586, recall@thr=0.5: 0.6533, prec@thr=0.5: 0.7313, recall@top3: 0.7551, prec@top3: 0.6394, recall@top5: 0.9055, prec@top5: 0.4696, loss: 0.0586, grad_norm: 0.1663 2021-04-09 21:53:41,251 - mmaction - INFO - Epoch [3][2080/3842] lr: 6.367e-02, eta: 9:53:08, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0544, recall@thr=0.5: 0.6621, prec@thr=0.5: 0.7645, recall@top3: 0.7841, prec@top3: 0.6480, recall@top5: 0.9166, prec@top5: 0.4652, loss: 0.0544, grad_norm: 0.1572 2021-04-09 21:54:05,799 - mmaction - INFO - Epoch [3][2100/3842] lr: 6.363e-02, eta: 9:52:42, time: 1.228, data_time: 0.001, memory: 10180, loss_action_cls: 0.0562, recall@thr=0.5: 0.6740, prec@thr=0.5: 0.7425, recall@top3: 0.7791, prec@top3: 0.6573, recall@top5: 0.9093, prec@top5: 0.4711, loss: 0.0562, grad_norm: 0.1551 2021-04-09 21:54:30,408 - mmaction - INFO - Epoch [3][2120/3842] lr: 6.358e-02, eta: 9:52:17, time: 1.230, data_time: 0.001, memory: 10180, loss_action_cls: 0.0586, recall@thr=0.5: 0.6682, prec@thr=0.5: 0.7470, recall@top3: 0.7622, prec@top3: 0.6540, recall@top5: 0.9127, prec@top5: 0.4812, loss: 0.0586, grad_norm: 0.1792 2021-04-09 21:54:54,861 - mmaction - INFO - Epoch [3][2140/3842] lr: 6.354e-02, eta: 9:51:51, time: 1.220, data_time: 0.001, memory: 10180, loss_action_cls: 0.0570, recall@thr=0.5: 0.6656, prec@thr=0.5: 0.7531, recall@top3: 0.7683, prec@top3: 0.6565, recall@top5: 0.9106, prec@top5: 0.4780, loss: 0.0570, grad_norm: 0.1560 2021-04-09 21:55:19,416 - mmaction - INFO - Epoch [3][2160/3842] lr: 6.350e-02, eta: 9:51:25, time: 1.230, data_time: 0.003, memory: 10180, loss_action_cls: 0.0572, recall@thr=0.5: 0.6539, prec@thr=0.5: 0.7413, recall@top3: 0.7769, prec@top3: 0.6484, recall@top5: 0.9062, prec@top5: 0.4638, loss: 0.0572, grad_norm: 0.1579 2021-04-09 21:55:43,894 - mmaction - INFO - Epoch [3][2180/3842] lr: 6.345e-02, eta: 9:50:59, time: 1.223, data_time: 0.001, memory: 10180, loss_action_cls: 0.0560, recall@thr=0.5: 0.6673, prec@thr=0.5: 0.7647, recall@top3: 0.7787, prec@top3: 0.6470, recall@top5: 0.9147, prec@top5: 0.4670, loss: 0.0560, grad_norm: 0.1652 2021-04-09 21:56:08,421 - mmaction - INFO - Epoch [3][2200/3842] lr: 6.341e-02, eta: 9:50:33, time: 1.226, data_time: 0.001, memory: 10180, loss_action_cls: 0.0569, recall@thr=0.5: 0.6613, prec@thr=0.5: 0.7423, recall@top3: 0.7668, prec@top3: 0.6545, recall@top5: 0.9137, prec@top5: 0.4786, loss: 0.0569, grad_norm: 0.1654 2021-04-09 21:56:33,009 - mmaction - INFO - Epoch [3][2220/3842] lr: 6.336e-02, eta: 9:50:08, time: 1.229, data_time: 0.002, memory: 10180, loss_action_cls: 0.0548, recall@thr=0.5: 0.6732, prec@thr=0.5: 0.7538, recall@top3: 0.7710, prec@top3: 0.6669, recall@top5: 0.9089, prec@top5: 0.4813, loss: 0.0548, grad_norm: 0.1637 2021-04-09 21:56:57,473 - mmaction - INFO - Epoch [3][2240/3842] lr: 6.332e-02, eta: 9:49:42, time: 1.223, data_time: 0.003, memory: 10180, loss_action_cls: 0.0580, recall@thr=0.5: 0.6424, prec@thr=0.5: 0.7394, recall@top3: 0.7695, prec@top3: 0.6424, recall@top5: 0.9075, prec@top5: 0.4647, loss: 0.0580, grad_norm: 0.1589 2021-04-09 21:57:22,017 - mmaction - INFO - Epoch [3][2260/3842] lr: 6.327e-02, eta: 9:49:16, time: 1.229, data_time: 0.003, memory: 10180, loss_action_cls: 0.0565, recall@thr=0.5: 0.6510, prec@thr=0.5: 0.7504, recall@top3: 0.7742, prec@top3: 0.6448, recall@top5: 0.9101, prec@top5: 0.4662, loss: 0.0565, grad_norm: 0.1679 2021-04-09 21:57:46,600 - mmaction - INFO - Epoch [3][2280/3842] lr: 6.323e-02, eta: 9:48:51, time: 1.229, data_time: 0.001, memory: 10180, loss_action_cls: 0.0564, recall@thr=0.5: 0.6648, prec@thr=0.5: 0.7562, recall@top3: 0.7768, prec@top3: 0.6575, recall@top5: 0.9205, prec@top5: 0.4779, loss: 0.0564, grad_norm: 0.1586 2021-04-09 21:58:11,057 - mmaction - INFO - Epoch [3][2300/3842] lr: 6.318e-02, eta: 9:48:25, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0578, recall@thr=0.5: 0.6665, prec@thr=0.5: 0.7514, recall@top3: 0.7735, prec@top3: 0.6502, recall@top5: 0.9115, prec@top5: 0.4698, loss: 0.0578, grad_norm: 0.1633 2021-04-09 21:58:35,482 - mmaction - INFO - Epoch [3][2320/3842] lr: 6.314e-02, eta: 9:47:59, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0551, recall@thr=0.5: 0.6610, prec@thr=0.5: 0.7516, recall@top3: 0.7772, prec@top3: 0.6402, recall@top5: 0.9133, prec@top5: 0.4605, loss: 0.0551, grad_norm: 0.1602 2021-04-09 21:59:00,044 - mmaction - INFO - Epoch [3][2340/3842] lr: 6.309e-02, eta: 9:47:33, time: 1.228, data_time: 0.001, memory: 10180, loss_action_cls: 0.0572, recall@thr=0.5: 0.6544, prec@thr=0.5: 0.7308, recall@top3: 0.7751, prec@top3: 0.6389, recall@top5: 0.9178, prec@top5: 0.4646, loss: 0.0572, grad_norm: 0.1844 2021-04-09 21:59:24,624 - mmaction - INFO - Epoch [3][2360/3842] lr: 6.305e-02, eta: 9:47:08, time: 1.229, data_time: 0.001, memory: 10180, loss_action_cls: 0.0586, recall@thr=0.5: 0.6576, prec@thr=0.5: 0.7391, recall@top3: 0.7684, prec@top3: 0.6371, recall@top5: 0.9097, prec@top5: 0.4640, loss: 0.0586, grad_norm: 0.1724 2021-04-09 21:59:49,000 - mmaction - INFO - Epoch [3][2380/3842] lr: 6.301e-02, eta: 9:46:42, time: 1.219, data_time: 0.001, memory: 10180, loss_action_cls: 0.0552, recall@thr=0.5: 0.6656, prec@thr=0.5: 0.7688, recall@top3: 0.7837, prec@top3: 0.6508, recall@top5: 0.9119, prec@top5: 0.4664, loss: 0.0552, grad_norm: 0.1565 2021-04-09 22:00:13,460 - mmaction - INFO - Epoch [3][2400/3842] lr: 6.296e-02, eta: 9:46:16, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0584, recall@thr=0.5: 0.6603, prec@thr=0.5: 0.7431, recall@top3: 0.7718, prec@top3: 0.6320, recall@top5: 0.9109, prec@top5: 0.4595, loss: 0.0584, grad_norm: 0.1639 2021-04-09 22:00:37,931 - mmaction - INFO - Epoch [3][2420/3842] lr: 6.292e-02, eta: 9:45:50, time: 1.222, data_time: 0.002, memory: 10180, loss_action_cls: 0.0565, recall@thr=0.5: 0.6663, prec@thr=0.5: 0.7551, recall@top3: 0.7847, prec@top3: 0.6544, recall@top5: 0.9209, prec@top5: 0.4705, loss: 0.0565, grad_norm: 0.1465 2021-04-09 22:01:02,500 - mmaction - INFO - Epoch [3][2440/3842] lr: 6.287e-02, eta: 9:45:24, time: 1.230, data_time: 0.003, memory: 10180, loss_action_cls: 0.0572, recall@thr=0.5: 0.6716, prec@thr=0.5: 0.7603, recall@top3: 0.7817, prec@top3: 0.6549, recall@top5: 0.9121, prec@top5: 0.4708, loss: 0.0572, grad_norm: 0.1561 2021-04-09 22:01:26,940 - mmaction - INFO - Epoch [3][2460/3842] lr: 6.282e-02, eta: 9:44:58, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0599, recall@thr=0.5: 0.6582, prec@thr=0.5: 0.7473, recall@top3: 0.7603, prec@top3: 0.6537, recall@top5: 0.9028, prec@top5: 0.4776, loss: 0.0599, grad_norm: 0.1534 2021-04-09 22:01:51,540 - mmaction - INFO - Epoch [3][2480/3842] lr: 6.278e-02, eta: 9:44:33, time: 1.230, data_time: 0.001, memory: 10180, loss_action_cls: 0.0542, recall@thr=0.5: 0.6765, prec@thr=0.5: 0.7626, recall@top3: 0.7890, prec@top3: 0.6483, recall@top5: 0.9168, prec@top5: 0.4622, loss: 0.0542, grad_norm: 0.1571 2021-04-09 22:02:16,026 - mmaction - INFO - Epoch [3][2500/3842] lr: 6.273e-02, eta: 9:44:07, time: 1.225, data_time: 0.002, memory: 10180, loss_action_cls: 0.0561, recall@thr=0.5: 0.6486, prec@thr=0.5: 0.7321, recall@top3: 0.7656, prec@top3: 0.6442, recall@top5: 0.9013, prec@top5: 0.4671, loss: 0.0561, grad_norm: 0.1662 2021-04-09 22:02:40,512 - mmaction - INFO - Epoch [3][2520/3842] lr: 6.269e-02, eta: 9:43:41, time: 1.224, data_time: 0.001, memory: 10180, loss_action_cls: 0.0554, recall@thr=0.5: 0.6773, prec@thr=0.5: 0.7615, recall@top3: 0.7807, prec@top3: 0.6606, recall@top5: 0.9162, prec@top5: 0.4758, loss: 0.0554, grad_norm: 0.1668 2021-04-09 22:03:05,012 - mmaction - INFO - Epoch [3][2540/3842] lr: 6.264e-02, eta: 9:43:16, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0531, recall@thr=0.5: 0.6768, prec@thr=0.5: 0.7658, recall@top3: 0.7885, prec@top3: 0.6544, recall@top5: 0.9174, prec@top5: 0.4688, loss: 0.0531, grad_norm: 0.1624 2021-04-09 22:03:29,453 - mmaction - INFO - Epoch [3][2560/3842] lr: 6.260e-02, eta: 9:42:50, time: 1.223, data_time: 0.002, memory: 10180, loss_action_cls: 0.0530, recall@thr=0.5: 0.6793, prec@thr=0.5: 0.7677, recall@top3: 0.7837, prec@top3: 0.6384, recall@top5: 0.9120, prec@top5: 0.4570, loss: 0.0530, grad_norm: 0.1611 2021-04-09 22:03:54,019 - mmaction - INFO - Epoch [3][2580/3842] lr: 6.255e-02, eta: 9:42:24, time: 1.227, data_time: 0.001, memory: 10180, loss_action_cls: 0.0546, recall@thr=0.5: 0.6702, prec@thr=0.5: 0.7535, recall@top3: 0.7810, prec@top3: 0.6579, recall@top5: 0.9255, prec@top5: 0.4775, loss: 0.0546, grad_norm: 0.1619 2021-04-09 22:04:18,567 - mmaction - INFO - Epoch [3][2600/3842] lr: 6.251e-02, eta: 9:41:59, time: 1.227, data_time: 0.002, memory: 10180, loss_action_cls: 0.0548, recall@thr=0.5: 0.6676, prec@thr=0.5: 0.7478, recall@top3: 0.7858, prec@top3: 0.6551, recall@top5: 0.9192, prec@top5: 0.4722, loss: 0.0548, grad_norm: 0.1611 2021-04-09 22:04:43,132 - mmaction - INFO - Epoch [3][2620/3842] lr: 6.246e-02, eta: 9:41:33, time: 1.230, data_time: 0.003, memory: 10180, loss_action_cls: 0.0556, recall@thr=0.5: 0.6606, prec@thr=0.5: 0.7463, recall@top3: 0.7713, prec@top3: 0.6505, recall@top5: 0.9162, prec@top5: 0.4774, loss: 0.0556, grad_norm: 0.1726 2021-04-09 22:05:07,671 - mmaction - INFO - Epoch [3][2640/3842] lr: 6.241e-02, eta: 9:41:08, time: 1.227, data_time: 0.001, memory: 10180, loss_action_cls: 0.0550, recall@thr=0.5: 0.6577, prec@thr=0.5: 0.7469, recall@top3: 0.7692, prec@top3: 0.6492, recall@top5: 0.9111, prec@top5: 0.4736, loss: 0.0550, grad_norm: 0.1697 2021-04-09 22:05:32,231 - mmaction - INFO - Epoch [3][2660/3842] lr: 6.237e-02, eta: 9:40:42, time: 1.228, data_time: 0.001, memory: 10180, loss_action_cls: 0.0573, recall@thr=0.5: 0.6731, prec@thr=0.5: 0.7499, recall@top3: 0.7691, prec@top3: 0.6531, recall@top5: 0.9053, prec@top5: 0.4740, loss: 0.0573, grad_norm: 0.1659 2021-04-09 22:05:56,644 - mmaction - INFO - Epoch [3][2680/3842] lr: 6.232e-02, eta: 9:40:16, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0535, recall@thr=0.5: 0.6684, prec@thr=0.5: 0.7533, recall@top3: 0.7814, prec@top3: 0.6505, recall@top5: 0.9146, prec@top5: 0.4680, loss: 0.0535, grad_norm: 0.1613 2021-04-09 22:06:21,255 - mmaction - INFO - Epoch [3][2700/3842] lr: 6.228e-02, eta: 9:39:51, time: 1.230, data_time: 0.001, memory: 10180, loss_action_cls: 0.0554, recall@thr=0.5: 0.6730, prec@thr=0.5: 0.7561, recall@top3: 0.7828, prec@top3: 0.6541, recall@top5: 0.9090, prec@top5: 0.4656, loss: 0.0554, grad_norm: 0.1628 2021-04-09 22:06:45,731 - mmaction - INFO - Epoch [3][2720/3842] lr: 6.223e-02, eta: 9:39:25, time: 1.223, data_time: 0.001, memory: 10180, loss_action_cls: 0.0552, recall@thr=0.5: 0.6758, prec@thr=0.5: 0.7633, recall@top3: 0.7865, prec@top3: 0.6614, recall@top5: 0.9166, prec@top5: 0.4744, loss: 0.0552, grad_norm: 0.1576 2021-04-09 22:07:10,168 - mmaction - INFO - Epoch [3][2740/3842] lr: 6.218e-02, eta: 9:38:59, time: 1.222, data_time: 0.002, memory: 10180, loss_action_cls: 0.0591, recall@thr=0.5: 0.6669, prec@thr=0.5: 0.7486, recall@top3: 0.7721, prec@top3: 0.6483, recall@top5: 0.9128, prec@top5: 0.4717, loss: 0.0591, grad_norm: 0.1641 2021-04-09 22:07:34,674 - mmaction - INFO - Epoch [3][2760/3842] lr: 6.214e-02, eta: 9:38:34, time: 1.226, data_time: 0.002, memory: 10180, loss_action_cls: 0.0540, recall@thr=0.5: 0.6825, prec@thr=0.5: 0.7653, recall@top3: 0.7802, prec@top3: 0.6669, recall@top5: 0.9127, prec@top5: 0.4776, loss: 0.0540, grad_norm: 0.1637 2021-04-09 22:07:59,094 - mmaction - INFO - Epoch [3][2780/3842] lr: 6.209e-02, eta: 9:38:08, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0567, recall@thr=0.5: 0.6643, prec@thr=0.5: 0.7427, recall@top3: 0.7720, prec@top3: 0.6424, recall@top5: 0.9102, prec@top5: 0.4669, loss: 0.0567, grad_norm: 0.1626 2021-04-09 22:08:23,857 - mmaction - INFO - Epoch [3][2800/3842] lr: 6.205e-02, eta: 9:37:43, time: 1.237, data_time: 0.001, memory: 10180, loss_action_cls: 0.0544, recall@thr=0.5: 0.6536, prec@thr=0.5: 0.7450, recall@top3: 0.7742, prec@top3: 0.6452, recall@top5: 0.9099, prec@top5: 0.4671, loss: 0.0544, grad_norm: 0.1727 2021-04-09 22:08:48,279 - mmaction - INFO - Epoch [3][2820/3842] lr: 6.200e-02, eta: 9:37:17, time: 1.222, data_time: 0.002, memory: 10180, loss_action_cls: 0.0577, recall@thr=0.5: 0.6620, prec@thr=0.5: 0.7561, recall@top3: 0.7694, prec@top3: 0.6434, recall@top5: 0.9083, prec@top5: 0.4683, loss: 0.0577, grad_norm: 0.1625 2021-04-09 22:09:12,900 - mmaction - INFO - Epoch [3][2840/3842] lr: 6.195e-02, eta: 9:36:52, time: 1.230, data_time: 0.001, memory: 10180, loss_action_cls: 0.0539, recall@thr=0.5: 0.6794, prec@thr=0.5: 0.7727, recall@top3: 0.7862, prec@top3: 0.6605, recall@top5: 0.9210, prec@top5: 0.4762, loss: 0.0539, grad_norm: 0.1629 2021-04-09 22:09:37,447 - mmaction - INFO - Epoch [3][2860/3842] lr: 6.191e-02, eta: 9:36:26, time: 1.227, data_time: 0.002, memory: 10180, loss_action_cls: 0.0596, recall@thr=0.5: 0.6600, prec@thr=0.5: 0.7408, recall@top3: 0.7625, prec@top3: 0.6532, recall@top5: 0.9027, prec@top5: 0.4735, loss: 0.0596, grad_norm: 0.1684 2021-04-09 22:10:02,033 - mmaction - INFO - Epoch [3][2880/3842] lr: 6.186e-02, eta: 9:36:01, time: 1.229, data_time: 0.001, memory: 10180, loss_action_cls: 0.0519, recall@thr=0.5: 0.6856, prec@thr=0.5: 0.7651, recall@top3: 0.7895, prec@top3: 0.6661, recall@top5: 0.9255, prec@top5: 0.4798, loss: 0.0519, grad_norm: 0.1617 2021-04-09 22:10:26,587 - mmaction - INFO - Epoch [3][2900/3842] lr: 6.181e-02, eta: 9:35:35, time: 1.228, data_time: 0.001, memory: 10180, loss_action_cls: 0.0543, recall@thr=0.5: 0.6592, prec@thr=0.5: 0.7485, recall@top3: 0.7772, prec@top3: 0.6501, recall@top5: 0.9116, prec@top5: 0.4687, loss: 0.0543, grad_norm: 0.1715 2021-04-09 22:10:51,250 - mmaction - INFO - Epoch [3][2920/3842] lr: 6.177e-02, eta: 9:35:10, time: 1.233, data_time: 0.001, memory: 10180, loss_action_cls: 0.0524, recall@thr=0.5: 0.6874, prec@thr=0.5: 0.7647, recall@top3: 0.7806, prec@top3: 0.6629, recall@top5: 0.9185, prec@top5: 0.4800, loss: 0.0524, grad_norm: 0.1572 2021-04-09 22:11:15,760 - mmaction - INFO - Epoch [3][2940/3842] lr: 6.172e-02, eta: 9:34:44, time: 1.224, data_time: 0.001, memory: 10180, loss_action_cls: 0.0570, recall@thr=0.5: 0.6407, prec@thr=0.5: 0.7346, recall@top3: 0.7686, prec@top3: 0.6430, recall@top5: 0.9083, prec@top5: 0.4663, loss: 0.0570, grad_norm: 0.1615 2021-04-09 22:11:40,147 - mmaction - INFO - Epoch [3][2960/3842] lr: 6.167e-02, eta: 9:34:18, time: 1.220, data_time: 0.003, memory: 10180, loss_action_cls: 0.0512, recall@thr=0.5: 0.6785, prec@thr=0.5: 0.7619, recall@top3: 0.7832, prec@top3: 0.6522, recall@top5: 0.9175, prec@top5: 0.4702, loss: 0.0512, grad_norm: 0.1568 2021-04-09 22:12:04,834 - mmaction - INFO - Epoch [3][2980/3842] lr: 6.163e-02, eta: 9:33:53, time: 1.235, data_time: 0.002, memory: 10180, loss_action_cls: 0.0554, recall@thr=0.5: 0.6664, prec@thr=0.5: 0.7551, recall@top3: 0.7778, prec@top3: 0.6438, recall@top5: 0.9126, prec@top5: 0.4661, loss: 0.0554, grad_norm: 0.1617 2021-04-09 22:12:29,310 - mmaction - INFO - Epoch [3][3000/3842] lr: 6.158e-02, eta: 9:33:28, time: 1.224, data_time: 0.001, memory: 10180, loss_action_cls: 0.0549, recall@thr=0.5: 0.6717, prec@thr=0.5: 0.7548, recall@top3: 0.7787, prec@top3: 0.6547, recall@top5: 0.9192, prec@top5: 0.4739, loss: 0.0549, grad_norm: 0.1619 2021-04-09 22:12:53,803 - mmaction - INFO - Epoch [3][3020/3842] lr: 6.153e-02, eta: 9:33:02, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0536, recall@thr=0.5: 0.6707, prec@thr=0.5: 0.7565, recall@top3: 0.7768, prec@top3: 0.6604, recall@top5: 0.9106, prec@top5: 0.4742, loss: 0.0536, grad_norm: 0.1606 2021-04-09 22:13:18,198 - mmaction - INFO - Epoch [3][3040/3842] lr: 6.149e-02, eta: 9:32:36, time: 1.222, data_time: 0.003, memory: 10180, loss_action_cls: 0.0526, recall@thr=0.5: 0.6759, prec@thr=0.5: 0.7619, recall@top3: 0.7858, prec@top3: 0.6577, recall@top5: 0.9193, prec@top5: 0.4736, loss: 0.0526, grad_norm: 0.1645 2021-04-09 22:13:42,874 - mmaction - INFO - Epoch [3][3060/3842] lr: 6.144e-02, eta: 9:32:11, time: 1.234, data_time: 0.001, memory: 10180, loss_action_cls: 0.0554, recall@thr=0.5: 0.6641, prec@thr=0.5: 0.7587, recall@top3: 0.7805, prec@top3: 0.6503, recall@top5: 0.9198, prec@top5: 0.4698, loss: 0.0554, grad_norm: 0.1600 2021-04-09 22:14:07,303 - mmaction - INFO - Epoch [3][3080/3842] lr: 6.139e-02, eta: 9:31:45, time: 1.222, data_time: 0.003, memory: 10180, loss_action_cls: 0.0533, recall@thr=0.5: 0.6810, prec@thr=0.5: 0.7594, recall@top3: 0.7787, prec@top3: 0.6577, recall@top5: 0.9116, prec@top5: 0.4721, loss: 0.0533, grad_norm: 0.1697 2021-04-09 22:14:31,856 - mmaction - INFO - Epoch [3][3100/3842] lr: 6.134e-02, eta: 9:31:20, time: 1.227, data_time: 0.001, memory: 10180, loss_action_cls: 0.0585, recall@thr=0.5: 0.6688, prec@thr=0.5: 0.7455, recall@top3: 0.7693, prec@top3: 0.6411, recall@top5: 0.9078, prec@top5: 0.4657, loss: 0.0585, grad_norm: 0.1575 2021-04-09 22:14:56,289 - mmaction - INFO - Epoch [3][3120/3842] lr: 6.130e-02, eta: 9:30:54, time: 1.222, data_time: 0.002, memory: 10180, loss_action_cls: 0.0545, recall@thr=0.5: 0.6716, prec@thr=0.5: 0.7578, recall@top3: 0.7840, prec@top3: 0.6529, recall@top5: 0.9211, prec@top5: 0.4714, loss: 0.0545, grad_norm: 0.1632 2021-04-09 22:15:20,666 - mmaction - INFO - Epoch [3][3140/3842] lr: 6.125e-02, eta: 9:30:28, time: 1.218, data_time: 0.001, memory: 10180, loss_action_cls: 0.0564, recall@thr=0.5: 0.6794, prec@thr=0.5: 0.7444, recall@top3: 0.7718, prec@top3: 0.6521, recall@top5: 0.9158, prec@top5: 0.4757, loss: 0.0564, grad_norm: 0.1657 2021-04-09 22:15:45,306 - mmaction - INFO - Epoch [3][3160/3842] lr: 6.120e-02, eta: 9:30:03, time: 1.233, data_time: 0.002, memory: 10180, loss_action_cls: 0.0550, recall@thr=0.5: 0.6718, prec@thr=0.5: 0.7621, recall@top3: 0.7733, prec@top3: 0.6427, recall@top5: 0.9127, prec@top5: 0.4677, loss: 0.0550, grad_norm: 0.1624 2021-04-09 22:16:09,817 - mmaction - INFO - Epoch [3][3180/3842] lr: 6.115e-02, eta: 9:29:37, time: 1.226, data_time: 0.001, memory: 10180, loss_action_cls: 0.0531, recall@thr=0.5: 0.6710, prec@thr=0.5: 0.7558, recall@top3: 0.7728, prec@top3: 0.6440, recall@top5: 0.9138, prec@top5: 0.4684, loss: 0.0531, grad_norm: 0.1631 2021-04-09 22:16:34,383 - mmaction - INFO - Epoch [3][3200/3842] lr: 6.111e-02, eta: 9:29:12, time: 1.229, data_time: 0.001, memory: 10180, loss_action_cls: 0.0561, recall@thr=0.5: 0.6751, prec@thr=0.5: 0.7553, recall@top3: 0.7802, prec@top3: 0.6646, recall@top5: 0.9170, prec@top5: 0.4816, loss: 0.0561, grad_norm: 0.1672 2021-04-09 22:16:59,019 - mmaction - INFO - Epoch [3][3220/3842] lr: 6.106e-02, eta: 9:28:47, time: 1.232, data_time: 0.002, memory: 10180, loss_action_cls: 0.0565, recall@thr=0.5: 0.6791, prec@thr=0.5: 0.7603, recall@top3: 0.7803, prec@top3: 0.6653, recall@top5: 0.9139, prec@top5: 0.4773, loss: 0.0565, grad_norm: 0.1588 2021-04-09 22:17:23,437 - mmaction - INFO - Epoch [3][3240/3842] lr: 6.101e-02, eta: 9:28:21, time: 1.220, data_time: 0.001, memory: 10180, loss_action_cls: 0.0548, recall@thr=0.5: 0.6586, prec@thr=0.5: 0.7359, recall@top3: 0.7667, prec@top3: 0.6347, recall@top5: 0.9147, prec@top5: 0.4660, loss: 0.0548, grad_norm: 0.1630 2021-04-09 22:17:47,866 - mmaction - INFO - Epoch [3][3260/3842] lr: 6.096e-02, eta: 9:27:55, time: 1.222, data_time: 0.002, memory: 10180, loss_action_cls: 0.0523, recall@thr=0.5: 0.6895, prec@thr=0.5: 0.7613, recall@top3: 0.7856, prec@top3: 0.6634, recall@top5: 0.9155, prec@top5: 0.4764, loss: 0.0523, grad_norm: 0.1585 2021-04-09 22:18:12,329 - mmaction - INFO - Epoch [3][3280/3842] lr: 6.091e-02, eta: 9:27:29, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0552, recall@thr=0.5: 0.6634, prec@thr=0.5: 0.7577, recall@top3: 0.7811, prec@top3: 0.6625, recall@top5: 0.9193, prec@top5: 0.4805, loss: 0.0552, grad_norm: 0.1695 2021-04-09 22:18:36,902 - mmaction - INFO - Epoch [3][3300/3842] lr: 6.087e-02, eta: 9:27:04, time: 1.229, data_time: 0.001, memory: 10180, loss_action_cls: 0.0555, recall@thr=0.5: 0.6631, prec@thr=0.5: 0.7491, recall@top3: 0.7830, prec@top3: 0.6419, recall@top5: 0.9125, prec@top5: 0.4600, loss: 0.0555, grad_norm: 0.1672 2021-04-09 22:19:01,346 - mmaction - INFO - Epoch [3][3320/3842] lr: 6.082e-02, eta: 9:26:38, time: 1.223, data_time: 0.001, memory: 10180, loss_action_cls: 0.0547, recall@thr=0.5: 0.6783, prec@thr=0.5: 0.7555, recall@top3: 0.7766, prec@top3: 0.6507, recall@top5: 0.9129, prec@top5: 0.4698, loss: 0.0547, grad_norm: 0.1560 2021-04-09 22:19:25,941 - mmaction - INFO - Epoch [3][3340/3842] lr: 6.077e-02, eta: 9:26:13, time: 1.230, data_time: 0.001, memory: 10180, loss_action_cls: 0.0580, recall@thr=0.5: 0.6650, prec@thr=0.5: 0.7512, recall@top3: 0.7728, prec@top3: 0.6451, recall@top5: 0.9147, prec@top5: 0.4685, loss: 0.0580, grad_norm: 0.1613 2021-04-09 22:19:50,491 - mmaction - INFO - Epoch [3][3360/3842] lr: 6.072e-02, eta: 9:25:48, time: 1.227, data_time: 0.001, memory: 10180, loss_action_cls: 0.0541, recall@thr=0.5: 0.6711, prec@thr=0.5: 0.7531, recall@top3: 0.7776, prec@top3: 0.6591, recall@top5: 0.9150, prec@top5: 0.4755, loss: 0.0541, grad_norm: 0.1521 2021-04-09 22:20:14,877 - mmaction - INFO - Epoch [3][3380/3842] lr: 6.067e-02, eta: 9:25:22, time: 1.217, data_time: 0.001, memory: 10180, loss_action_cls: 0.0524, recall@thr=0.5: 0.6629, prec@thr=0.5: 0.7472, recall@top3: 0.7753, prec@top3: 0.6448, recall@top5: 0.9123, prec@top5: 0.4649, loss: 0.0524, grad_norm: 0.1582 2021-04-09 22:20:39,452 - mmaction - INFO - Epoch [3][3400/3842] lr: 6.063e-02, eta: 9:24:56, time: 1.230, data_time: 0.003, memory: 10180, loss_action_cls: 0.0572, recall@thr=0.5: 0.6629, prec@thr=0.5: 0.7550, recall@top3: 0.7751, prec@top3: 0.6416, recall@top5: 0.9152, prec@top5: 0.4670, loss: 0.0572, grad_norm: 0.1573 2021-04-09 22:21:03,984 - mmaction - INFO - Epoch [3][3420/3842] lr: 6.058e-02, eta: 9:24:31, time: 1.226, data_time: 0.001, memory: 10180, loss_action_cls: 0.0529, recall@thr=0.5: 0.6757, prec@thr=0.5: 0.7572, recall@top3: 0.7768, prec@top3: 0.6528, recall@top5: 0.9156, prec@top5: 0.4730, loss: 0.0529, grad_norm: 0.1705 2021-04-09 22:21:28,484 - mmaction - INFO - Epoch [3][3440/3842] lr: 6.053e-02, eta: 9:24:05, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0502, recall@thr=0.5: 0.6746, prec@thr=0.5: 0.7667, recall@top3: 0.7859, prec@top3: 0.6563, recall@top5: 0.9238, prec@top5: 0.4729, loss: 0.0502, grad_norm: 0.1619 2021-04-09 22:21:52,877 - mmaction - INFO - Epoch [3][3460/3842] lr: 6.048e-02, eta: 9:23:39, time: 1.219, data_time: 0.001, memory: 10180, loss_action_cls: 0.0539, recall@thr=0.5: 0.6748, prec@thr=0.5: 0.7467, recall@top3: 0.7788, prec@top3: 0.6543, recall@top5: 0.9167, prec@top5: 0.4731, loss: 0.0539, grad_norm: 0.1638 2021-04-09 22:22:17,468 - mmaction - INFO - Epoch [3][3480/3842] lr: 6.043e-02, eta: 9:23:14, time: 1.231, data_time: 0.002, memory: 10180, loss_action_cls: 0.0547, recall@thr=0.5: 0.6750, prec@thr=0.5: 0.7627, recall@top3: 0.7858, prec@top3: 0.6642, recall@top5: 0.9196, prec@top5: 0.4783, loss: 0.0547, grad_norm: 0.1603 2021-04-09 22:22:42,115 - mmaction - INFO - Epoch [3][3500/3842] lr: 6.038e-02, eta: 9:22:49, time: 1.232, data_time: 0.001, memory: 10180, loss_action_cls: 0.0550, recall@thr=0.5: 0.6604, prec@thr=0.5: 0.7368, recall@top3: 0.7710, prec@top3: 0.6419, recall@top5: 0.9110, prec@top5: 0.4648, loss: 0.0550, grad_norm: 0.1730 2021-04-09 22:23:06,482 - mmaction - INFO - Epoch [3][3520/3842] lr: 6.034e-02, eta: 9:22:23, time: 1.219, data_time: 0.001, memory: 10180, loss_action_cls: 0.0539, recall@thr=0.5: 0.6792, prec@thr=0.5: 0.7522, recall@top3: 0.7809, prec@top3: 0.6607, recall@top5: 0.9217, prec@top5: 0.4799, loss: 0.0539, grad_norm: 0.1586 2021-04-09 22:23:31,021 - mmaction - INFO - Epoch [3][3540/3842] lr: 6.029e-02, eta: 9:21:58, time: 1.226, data_time: 0.005, memory: 10180, loss_action_cls: 0.0548, recall@thr=0.5: 0.6790, prec@thr=0.5: 0.7583, recall@top3: 0.7773, prec@top3: 0.6626, recall@top5: 0.9129, prec@top5: 0.4780, loss: 0.0548, grad_norm: 0.1659 2021-04-09 22:23:55,472 - mmaction - INFO - Epoch [3][3560/3842] lr: 6.024e-02, eta: 9:21:32, time: 1.223, data_time: 0.002, memory: 10180, loss_action_cls: 0.0553, recall@thr=0.5: 0.6641, prec@thr=0.5: 0.7398, recall@top3: 0.7671, prec@top3: 0.6458, recall@top5: 0.9023, prec@top5: 0.4672, loss: 0.0553, grad_norm: 0.1640 2021-04-09 22:24:20,040 - mmaction - INFO - Epoch [3][3580/3842] lr: 6.019e-02, eta: 9:21:07, time: 1.228, data_time: 0.003, memory: 10180, loss_action_cls: 0.0546, recall@thr=0.5: 0.6506, prec@thr=0.5: 0.7445, recall@top3: 0.7765, prec@top3: 0.6305, recall@top5: 0.9078, prec@top5: 0.4546, loss: 0.0546, grad_norm: 0.1614 2021-04-09 22:24:44,708 - mmaction - INFO - Epoch [3][3600/3842] lr: 6.014e-02, eta: 9:20:42, time: 1.232, data_time: 0.001, memory: 10180, loss_action_cls: 0.0536, recall@thr=0.5: 0.6673, prec@thr=0.5: 0.7579, recall@top3: 0.7748, prec@top3: 0.6523, recall@top5: 0.9138, prec@top5: 0.4733, loss: 0.0536, grad_norm: 0.1621 2021-04-09 22:25:09,379 - mmaction - INFO - Epoch [3][3620/3842] lr: 6.009e-02, eta: 9:20:17, time: 1.236, data_time: 0.003, memory: 10180, loss_action_cls: 0.0541, recall@thr=0.5: 0.6807, prec@thr=0.5: 0.7568, recall@top3: 0.7811, prec@top3: 0.6522, recall@top5: 0.9062, prec@top5: 0.4654, loss: 0.0541, grad_norm: 0.1599 2021-04-09 22:25:33,889 - mmaction - INFO - Epoch [3][3640/3842] lr: 6.004e-02, eta: 9:19:51, time: 1.224, data_time: 0.001, memory: 10180, loss_action_cls: 0.0563, recall@thr=0.5: 0.6691, prec@thr=0.5: 0.7564, recall@top3: 0.7771, prec@top3: 0.6566, recall@top5: 0.9182, prec@top5: 0.4754, loss: 0.0563, grad_norm: 0.1682 2021-04-09 22:25:58,266 - mmaction - INFO - Epoch [3][3660/3842] lr: 5.999e-02, eta: 9:19:25, time: 1.221, data_time: 0.002, memory: 10180, loss_action_cls: 0.0521, recall@thr=0.5: 0.6849, prec@thr=0.5: 0.7642, recall@top3: 0.7916, prec@top3: 0.6528, recall@top5: 0.9234, prec@top5: 0.4696, loss: 0.0521, grad_norm: 0.1659 2021-04-09 22:26:22,700 - mmaction - INFO - Epoch [3][3680/3842] lr: 5.994e-02, eta: 9:19:00, time: 1.220, data_time: 0.001, memory: 10180, loss_action_cls: 0.0529, recall@thr=0.5: 0.6581, prec@thr=0.5: 0.7608, recall@top3: 0.7790, prec@top3: 0.6547, recall@top5: 0.9145, prec@top5: 0.4712, loss: 0.0529, grad_norm: 0.1642 2021-04-09 22:26:47,186 - mmaction - INFO - Epoch [3][3700/3842] lr: 5.990e-02, eta: 9:18:34, time: 1.226, data_time: 0.002, memory: 10180, loss_action_cls: 0.0529, recall@thr=0.5: 0.6772, prec@thr=0.5: 0.7485, recall@top3: 0.7769, prec@top3: 0.6475, recall@top5: 0.9142, prec@top5: 0.4702, loss: 0.0529, grad_norm: 0.1782 2021-04-09 22:27:11,727 - mmaction - INFO - Epoch [3][3720/3842] lr: 5.985e-02, eta: 9:18:09, time: 1.227, data_time: 0.001, memory: 10180, loss_action_cls: 0.0556, recall@thr=0.5: 0.6680, prec@thr=0.5: 0.7483, recall@top3: 0.7709, prec@top3: 0.6446, recall@top5: 0.9092, prec@top5: 0.4669, loss: 0.0556, grad_norm: 0.1628 2021-04-09 22:27:36,344 - mmaction - INFO - Epoch [3][3740/3842] lr: 5.980e-02, eta: 9:17:44, time: 1.231, data_time: 0.001, memory: 10180, loss_action_cls: 0.0543, recall@thr=0.5: 0.6667, prec@thr=0.5: 0.7521, recall@top3: 0.7864, prec@top3: 0.6474, recall@top5: 0.9216, prec@top5: 0.4672, loss: 0.0543, grad_norm: 0.1613 2021-04-09 22:28:00,720 - mmaction - INFO - Epoch [3][3760/3842] lr: 5.975e-02, eta: 9:17:18, time: 1.219, data_time: 0.001, memory: 10180, loss_action_cls: 0.0539, recall@thr=0.5: 0.6732, prec@thr=0.5: 0.7655, recall@top3: 0.7802, prec@top3: 0.6540, recall@top5: 0.9137, prec@top5: 0.4716, loss: 0.0539, grad_norm: 0.1604 2021-04-09 22:28:25,369 - mmaction - INFO - Epoch [3][3780/3842] lr: 5.970e-02, eta: 9:16:53, time: 1.231, data_time: 0.001, memory: 10180, loss_action_cls: 0.0527, recall@thr=0.5: 0.6781, prec@thr=0.5: 0.7618, recall@top3: 0.7762, prec@top3: 0.6475, recall@top5: 0.9134, prec@top5: 0.4693, loss: 0.0527, grad_norm: 0.1620 2021-04-09 22:28:49,850 - mmaction - INFO - Epoch [3][3800/3842] lr: 5.965e-02, eta: 9:16:27, time: 1.226, data_time: 0.003, memory: 10180, loss_action_cls: 0.0549, recall@thr=0.5: 0.6596, prec@thr=0.5: 0.7434, recall@top3: 0.7675, prec@top3: 0.6426, recall@top5: 0.9130, prec@top5: 0.4695, loss: 0.0549, grad_norm: 0.1725 2021-04-09 22:29:14,404 - mmaction - INFO - Epoch [3][3820/3842] lr: 5.960e-02, eta: 9:16:02, time: 1.228, data_time: 0.001, memory: 10180, loss_action_cls: 0.0550, recall@thr=0.5: 0.6593, prec@thr=0.5: 0.7534, recall@top3: 0.7849, prec@top3: 0.6465, recall@top5: 0.9136, prec@top5: 0.4628, loss: 0.0550, grad_norm: 0.1630 2021-04-09 22:29:38,628 - mmaction - INFO - Epoch [3][3840/3842] lr: 5.955e-02, eta: 9:15:36, time: 1.211, data_time: 0.001, memory: 10180, loss_action_cls: 0.0563, recall@thr=0.5: 0.6663, prec@thr=0.5: 0.7565, recall@top3: 0.7808, prec@top3: 0.6475, recall@top5: 0.9162, prec@top5: 0.4658, loss: 0.0563, grad_norm: 0.1617 2021-04-09 22:29:45,279 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-04-09 22:47:29,259 - mmaction - INFO - Evaluating mAP ... 2021-04-09 22:53:43,118 - mmaction - INFO - mAP@0.5IOU 0.2478 2021-04-09 22:53:46,411 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_3.pth. 2021-04-09 22:53:46,411 - mmaction - INFO - Best mAP@0.5IOU is 0.2478 at 3 epoch. 2021-04-09 22:53:47,518 - mmaction - INFO - Epoch(val) [3][3842] mAP@0.5IOU: 0.2478 2021-04-09 22:55:03,564 - mmaction - INFO - Epoch [4][20/3842] lr: 5.949e-02, eta: 9:17:02, time: 3.801, data_time: 2.593, memory: 10180, loss_action_cls: 0.0513, recall@thr=0.5: 0.6844, prec@thr=0.5: 0.7656, recall@top3: 0.7905, prec@top3: 0.6581, recall@top5: 0.9223, prec@top5: 0.4739, loss: 0.0513, grad_norm: 0.1626 2021-04-09 22:55:27,763 - mmaction - INFO - Epoch [4][40/3842] lr: 5.945e-02, eta: 9:16:35, time: 1.209, data_time: 0.001, memory: 10180, loss_action_cls: 0.0531, recall@thr=0.5: 0.6910, prec@thr=0.5: 0.7632, recall@top3: 0.7846, prec@top3: 0.6643, recall@top5: 0.9212, prec@top5: 0.4770, loss: 0.0531, grad_norm: 0.1632 2021-04-09 22:55:52,009 - mmaction - INFO - Epoch [4][60/3842] lr: 5.940e-02, eta: 9:16:09, time: 1.213, data_time: 0.002, memory: 10180, loss_action_cls: 0.0511, recall@thr=0.5: 0.6799, prec@thr=0.5: 0.7734, recall@top3: 0.7890, prec@top3: 0.6656, recall@top5: 0.9198, prec@top5: 0.4759, loss: 0.0511, grad_norm: 0.1729 2021-04-09 22:56:16,228 - mmaction - INFO - Epoch [4][80/3842] lr: 5.935e-02, eta: 9:15:43, time: 1.210, data_time: 0.001, memory: 10180, loss_action_cls: 0.0535, recall@thr=0.5: 0.6626, prec@thr=0.5: 0.7539, recall@top3: 0.7736, prec@top3: 0.6388, recall@top5: 0.9121, prec@top5: 0.4629, loss: 0.0535, grad_norm: 0.1764 2021-04-09 22:56:40,465 - mmaction - INFO - Epoch [4][100/3842] lr: 5.930e-02, eta: 9:15:16, time: 1.213, data_time: 0.002, memory: 10180, loss_action_cls: 0.0521, recall@thr=0.5: 0.6803, prec@thr=0.5: 0.7765, recall@top3: 0.7845, prec@top3: 0.6655, recall@top5: 0.9213, prec@top5: 0.4795, loss: 0.0521, grad_norm: 0.1637 2021-04-09 22:57:04,801 - mmaction - INFO - Epoch [4][120/3842] lr: 5.925e-02, eta: 9:14:50, time: 1.217, data_time: 0.001, memory: 10180, loss_action_cls: 0.0517, recall@thr=0.5: 0.6901, prec@thr=0.5: 0.7739, recall@top3: 0.7867, prec@top3: 0.6606, recall@top5: 0.9137, prec@top5: 0.4698, loss: 0.0517, grad_norm: 0.1645 2021-04-09 22:57:29,217 - mmaction - INFO - Epoch [4][140/3842] lr: 5.920e-02, eta: 9:14:24, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0535, recall@thr=0.5: 0.6840, prec@thr=0.5: 0.7732, recall@top3: 0.7922, prec@top3: 0.6541, recall@top5: 0.9224, prec@top5: 0.4688, loss: 0.0535, grad_norm: 0.1620 2021-04-09 22:57:53,553 - mmaction - INFO - Epoch [4][160/3842] lr: 5.915e-02, eta: 9:13:58, time: 1.215, data_time: 0.001, memory: 10180, loss_action_cls: 0.0548, recall@thr=0.5: 0.6867, prec@thr=0.5: 0.7689, recall@top3: 0.7809, prec@top3: 0.6603, recall@top5: 0.9168, prec@top5: 0.4761, loss: 0.0548, grad_norm: 0.1668 2021-04-09 22:58:18,099 - mmaction - INFO - Epoch [4][180/3842] lr: 5.910e-02, eta: 9:13:33, time: 1.229, data_time: 0.003, memory: 10180, loss_action_cls: 0.0549, recall@thr=0.5: 0.6821, prec@thr=0.5: 0.7664, recall@top3: 0.7894, prec@top3: 0.6491, recall@top5: 0.9217, prec@top5: 0.4685, loss: 0.0549, grad_norm: 0.1737 2021-04-09 22:58:42,467 - mmaction - INFO - Epoch [4][200/3842] lr: 5.905e-02, eta: 9:13:07, time: 1.218, data_time: 0.001, memory: 10180, loss_action_cls: 0.0513, recall@thr=0.5: 0.6786, prec@thr=0.5: 0.7652, recall@top3: 0.7871, prec@top3: 0.6631, recall@top5: 0.9181, prec@top5: 0.4749, loss: 0.0513, grad_norm: 0.1695 2021-04-09 22:59:06,918 - mmaction - INFO - Epoch [4][220/3842] lr: 5.900e-02, eta: 9:12:41, time: 1.223, data_time: 0.002, memory: 10180, loss_action_cls: 0.0517, recall@thr=0.5: 0.6811, prec@thr=0.5: 0.7705, recall@top3: 0.7803, prec@top3: 0.6543, recall@top5: 0.9173, prec@top5: 0.4720, loss: 0.0517, grad_norm: 0.1695 2021-04-09 22:59:31,277 - mmaction - INFO - Epoch [4][240/3842] lr: 5.894e-02, eta: 9:12:15, time: 1.217, data_time: 0.001, memory: 10180, loss_action_cls: 0.0503, recall@thr=0.5: 0.6972, prec@thr=0.5: 0.7772, recall@top3: 0.7940, prec@top3: 0.6614, recall@top5: 0.9204, prec@top5: 0.4726, loss: 0.0503, grad_norm: 0.1604 2021-04-09 22:59:55,567 - mmaction - INFO - Epoch [4][260/3842] lr: 5.889e-02, eta: 9:11:49, time: 1.215, data_time: 0.002, memory: 10180, loss_action_cls: 0.0517, recall@thr=0.5: 0.6812, prec@thr=0.5: 0.7672, recall@top3: 0.7918, prec@top3: 0.6672, recall@top5: 0.9282, prec@top5: 0.4825, loss: 0.0517, grad_norm: 0.1618 2021-04-09 23:00:20,081 - mmaction - INFO - Epoch [4][280/3842] lr: 5.884e-02, eta: 9:11:23, time: 1.226, data_time: 0.002, memory: 10180, loss_action_cls: 0.0492, recall@thr=0.5: 0.6945, prec@thr=0.5: 0.7731, recall@top3: 0.7797, prec@top3: 0.6507, recall@top5: 0.9164, prec@top5: 0.4694, loss: 0.0492, grad_norm: 0.1672 2021-04-09 23:00:44,666 - mmaction - INFO - Epoch [4][300/3842] lr: 5.879e-02, eta: 9:10:58, time: 1.229, data_time: 0.001, memory: 10180, loss_action_cls: 0.0505, recall@thr=0.5: 0.6936, prec@thr=0.5: 0.7725, recall@top3: 0.7940, prec@top3: 0.6676, recall@top5: 0.9289, prec@top5: 0.4796, loss: 0.0505, grad_norm: 0.1597 2021-04-09 23:01:09,009 - mmaction - INFO - Epoch [4][320/3842] lr: 5.874e-02, eta: 9:10:32, time: 1.218, data_time: 0.002, memory: 10180, loss_action_cls: 0.0533, recall@thr=0.5: 0.6763, prec@thr=0.5: 0.7695, recall@top3: 0.7817, prec@top3: 0.6582, recall@top5: 0.9205, prec@top5: 0.4780, loss: 0.0533, grad_norm: 0.1794 2021-04-09 23:01:33,355 - mmaction - INFO - Epoch [4][340/3842] lr: 5.869e-02, eta: 9:10:06, time: 1.217, data_time: 0.001, memory: 10180, loss_action_cls: 0.0525, recall@thr=0.5: 0.6879, prec@thr=0.5: 0.7723, recall@top3: 0.7944, prec@top3: 0.6723, recall@top5: 0.9232, prec@top5: 0.4789, loss: 0.0525, grad_norm: 0.1686 2021-04-09 23:01:57,971 - mmaction - INFO - Epoch [4][360/3842] lr: 5.864e-02, eta: 9:09:40, time: 1.230, data_time: 0.001, memory: 10180, loss_action_cls: 0.0536, recall@thr=0.5: 0.6767, prec@thr=0.5: 0.7650, recall@top3: 0.7921, prec@top3: 0.6533, recall@top5: 0.9189, prec@top5: 0.4673, loss: 0.0536, grad_norm: 0.1688 2021-04-09 23:02:22,373 - mmaction - INFO - Epoch [4][380/3842] lr: 5.859e-02, eta: 9:09:14, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0510, recall@thr=0.5: 0.6774, prec@thr=0.5: 0.7546, recall@top3: 0.7888, prec@top3: 0.6509, recall@top5: 0.9217, prec@top5: 0.4671, loss: 0.0510, grad_norm: 0.1755 2021-04-09 23:02:47,013 - mmaction - INFO - Epoch [4][400/3842] lr: 5.854e-02, eta: 9:08:49, time: 1.231, data_time: 0.001, memory: 10180, loss_action_cls: 0.0508, recall@thr=0.5: 0.6927, prec@thr=0.5: 0.7773, recall@top3: 0.7847, prec@top3: 0.6641, recall@top5: 0.9210, prec@top5: 0.4788, loss: 0.0508, grad_norm: 0.1611 2021-04-09 23:03:11,318 - mmaction - INFO - Epoch [4][420/3842] lr: 5.849e-02, eta: 9:08:23, time: 1.215, data_time: 0.002, memory: 10180, loss_action_cls: 0.0528, recall@thr=0.5: 0.6904, prec@thr=0.5: 0.7696, recall@top3: 0.7860, prec@top3: 0.6695, recall@top5: 0.9244, prec@top5: 0.4806, loss: 0.0528, grad_norm: 0.1652 2021-04-09 23:03:35,726 - mmaction - INFO - Epoch [4][440/3842] lr: 5.844e-02, eta: 9:07:57, time: 1.220, data_time: 0.002, memory: 10180, loss_action_cls: 0.0515, recall@thr=0.5: 0.6802, prec@thr=0.5: 0.7602, recall@top3: 0.7876, prec@top3: 0.6556, recall@top5: 0.9201, prec@top5: 0.4729, loss: 0.0515, grad_norm: 0.1711 2021-04-09 23:04:00,215 - mmaction - INFO - Epoch [4][460/3842] lr: 5.839e-02, eta: 9:07:31, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0518, recall@thr=0.5: 0.6959, prec@thr=0.5: 0.7699, recall@top3: 0.7915, prec@top3: 0.6626, recall@top5: 0.9227, prec@top5: 0.4762, loss: 0.0518, grad_norm: 0.1709 2021-04-09 23:04:24,595 - mmaction - INFO - Epoch [4][480/3842] lr: 5.834e-02, eta: 9:07:05, time: 1.218, data_time: 0.001, memory: 10180, loss_action_cls: 0.0511, recall@thr=0.5: 0.6986, prec@thr=0.5: 0.7844, recall@top3: 0.7957, prec@top3: 0.6644, recall@top5: 0.9171, prec@top5: 0.4701, loss: 0.0511, grad_norm: 0.1722 2021-04-09 23:04:49,238 - mmaction - INFO - Epoch [4][500/3842] lr: 5.829e-02, eta: 9:06:40, time: 1.233, data_time: 0.002, memory: 10180, loss_action_cls: 0.0552, recall@thr=0.5: 0.6807, prec@thr=0.5: 0.7638, recall@top3: 0.7801, prec@top3: 0.6588, recall@top5: 0.9172, prec@top5: 0.4749, loss: 0.0552, grad_norm: 0.1770 2021-04-09 23:05:13,615 - mmaction - INFO - Epoch [4][520/3842] lr: 5.823e-02, eta: 9:06:14, time: 1.218, data_time: 0.001, memory: 10180, loss_action_cls: 0.0512, recall@thr=0.5: 0.6810, prec@thr=0.5: 0.7613, recall@top3: 0.7933, prec@top3: 0.6493, recall@top5: 0.9186, prec@top5: 0.4612, loss: 0.0512, grad_norm: 0.1697 2021-04-09 23:05:37,976 - mmaction - INFO - Epoch [4][540/3842] lr: 5.818e-02, eta: 9:05:48, time: 1.218, data_time: 0.001, memory: 10180, loss_action_cls: 0.0543, recall@thr=0.5: 0.6541, prec@thr=0.5: 0.7554, recall@top3: 0.7742, prec@top3: 0.6547, recall@top5: 0.9106, prec@top5: 0.4730, loss: 0.0543, grad_norm: 0.1691 2021-04-09 23:06:02,504 - mmaction - INFO - Epoch [4][560/3842] lr: 5.813e-02, eta: 9:05:23, time: 1.226, data_time: 0.002, memory: 10180, loss_action_cls: 0.0488, recall@thr=0.5: 0.6953, prec@thr=0.5: 0.7652, recall@top3: 0.7913, prec@top3: 0.6754, recall@top5: 0.9239, prec@top5: 0.4830, loss: 0.0488, grad_norm: 0.1627 2021-04-09 23:06:26,979 - mmaction - INFO - Epoch [4][580/3842] lr: 5.808e-02, eta: 9:04:57, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0532, recall@thr=0.5: 0.6893, prec@thr=0.5: 0.7616, recall@top3: 0.7818, prec@top3: 0.6626, recall@top5: 0.9142, prec@top5: 0.4784, loss: 0.0532, grad_norm: 0.1683 2021-04-09 23:06:51,354 - mmaction - INFO - Epoch [4][600/3842] lr: 5.803e-02, eta: 9:04:31, time: 1.218, data_time: 0.001, memory: 10180, loss_action_cls: 0.0482, recall@thr=0.5: 0.7026, prec@thr=0.5: 0.7763, recall@top3: 0.8008, prec@top3: 0.6728, recall@top5: 0.9223, prec@top5: 0.4767, loss: 0.0482, grad_norm: 0.1584 2021-04-09 23:07:15,834 - mmaction - INFO - Epoch [4][620/3842] lr: 5.798e-02, eta: 9:04:06, time: 1.224, data_time: 0.002, memory: 10180, loss_action_cls: 0.0514, recall@thr=0.5: 0.6773, prec@thr=0.5: 0.7635, recall@top3: 0.7780, prec@top3: 0.6548, recall@top5: 0.9099, prec@top5: 0.4707, loss: 0.0514, grad_norm: 0.1746 2021-04-09 23:07:40,265 - mmaction - INFO - Epoch [4][640/3842] lr: 5.793e-02, eta: 9:03:40, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0522, recall@thr=0.5: 0.6808, prec@thr=0.5: 0.7707, recall@top3: 0.7853, prec@top3: 0.6528, recall@top5: 0.9171, prec@top5: 0.4684, loss: 0.0522, grad_norm: 0.1655 2021-04-09 23:08:04,807 - mmaction - INFO - Epoch [4][660/3842] lr: 5.788e-02, eta: 9:03:14, time: 1.226, data_time: 0.001, memory: 10180, loss_action_cls: 0.0515, recall@thr=0.5: 0.6927, prec@thr=0.5: 0.7703, recall@top3: 0.7930, prec@top3: 0.6562, recall@top5: 0.9283, prec@top5: 0.4742, loss: 0.0515, grad_norm: 0.1678 2021-04-09 23:08:29,376 - mmaction - INFO - Epoch [4][680/3842] lr: 5.782e-02, eta: 9:02:49, time: 1.230, data_time: 0.003, memory: 10180, loss_action_cls: 0.0521, recall@thr=0.5: 0.6940, prec@thr=0.5: 0.7797, recall@top3: 0.7845, prec@top3: 0.6532, recall@top5: 0.9219, prec@top5: 0.4731, loss: 0.0521, grad_norm: 0.1667 2021-04-09 23:08:53,922 - mmaction - INFO - Epoch [4][700/3842] lr: 5.777e-02, eta: 9:02:23, time: 1.226, data_time: 0.001, memory: 10180, loss_action_cls: 0.0521, recall@thr=0.5: 0.6721, prec@thr=0.5: 0.7612, recall@top3: 0.7812, prec@top3: 0.6433, recall@top5: 0.9117, prec@top5: 0.4623, loss: 0.0521, grad_norm: 0.1674 2021-04-09 23:09:18,304 - mmaction - INFO - Epoch [4][720/3842] lr: 5.772e-02, eta: 9:01:58, time: 1.220, data_time: 0.002, memory: 10180, loss_action_cls: 0.0506, recall@thr=0.5: 0.6797, prec@thr=0.5: 0.7556, recall@top3: 0.7792, prec@top3: 0.6429, recall@top5: 0.9130, prec@top5: 0.4630, loss: 0.0506, grad_norm: 0.1725 2021-04-09 23:09:42,819 - mmaction - INFO - Epoch [4][740/3842] lr: 5.767e-02, eta: 9:01:32, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0530, recall@thr=0.5: 0.6659, prec@thr=0.5: 0.7667, recall@top3: 0.7802, prec@top3: 0.6585, recall@top5: 0.9176, prec@top5: 0.4771, loss: 0.0530, grad_norm: 0.1651 2021-04-09 23:10:07,256 - mmaction - INFO - Epoch [4][760/3842] lr: 5.762e-02, eta: 9:01:06, time: 1.222, data_time: 0.002, memory: 10180, loss_action_cls: 0.0524, recall@thr=0.5: 0.6843, prec@thr=0.5: 0.7583, recall@top3: 0.7880, prec@top3: 0.6608, recall@top5: 0.9207, prec@top5: 0.4733, loss: 0.0524, grad_norm: 0.1657 2021-04-09 23:10:31,792 - mmaction - INFO - Epoch [4][780/3842] lr: 5.757e-02, eta: 9:00:41, time: 1.227, data_time: 0.001, memory: 10180, loss_action_cls: 0.0504, recall@thr=0.5: 0.6867, prec@thr=0.5: 0.7619, recall@top3: 0.7892, prec@top3: 0.6649, recall@top5: 0.9222, prec@top5: 0.4774, loss: 0.0504, grad_norm: 0.1561 2021-04-09 23:10:56,296 - mmaction - INFO - Epoch [4][800/3842] lr: 5.751e-02, eta: 9:00:15, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0512, recall@thr=0.5: 0.6942, prec@thr=0.5: 0.7632, recall@top3: 0.7846, prec@top3: 0.6544, recall@top5: 0.9118, prec@top5: 0.4686, loss: 0.0512, grad_norm: 0.1682 2021-04-09 23:11:20,777 - mmaction - INFO - Epoch [4][820/3842] lr: 5.746e-02, eta: 8:59:50, time: 1.224, data_time: 0.002, memory: 10180, loss_action_cls: 0.0540, recall@thr=0.5: 0.6690, prec@thr=0.5: 0.7676, recall@top3: 0.7750, prec@top3: 0.6518, recall@top5: 0.9077, prec@top5: 0.4694, loss: 0.0540, grad_norm: 0.1731 2021-04-09 23:11:45,415 - mmaction - INFO - Epoch [4][840/3842] lr: 5.741e-02, eta: 8:59:24, time: 1.231, data_time: 0.001, memory: 10180, loss_action_cls: 0.0488, recall@thr=0.5: 0.6987, prec@thr=0.5: 0.7842, recall@top3: 0.7995, prec@top3: 0.6590, recall@top5: 0.9199, prec@top5: 0.4683, loss: 0.0488, grad_norm: 0.1570 2021-04-09 23:12:09,806 - mmaction - INFO - Epoch [4][860/3842] lr: 5.736e-02, eta: 8:58:58, time: 1.221, data_time: 0.002, memory: 10180, loss_action_cls: 0.0501, recall@thr=0.5: 0.6939, prec@thr=0.5: 0.7679, recall@top3: 0.7846, prec@top3: 0.6563, recall@top5: 0.9199, prec@top5: 0.4724, loss: 0.0501, grad_norm: 0.1673 2021-04-09 23:12:34,220 - mmaction - INFO - Epoch [4][880/3842] lr: 5.731e-02, eta: 8:58:33, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0520, recall@thr=0.5: 0.6828, prec@thr=0.5: 0.7790, recall@top3: 0.7857, prec@top3: 0.6602, recall@top5: 0.9159, prec@top5: 0.4724, loss: 0.0520, grad_norm: 0.1667 2021-04-09 23:12:58,643 - mmaction - INFO - Epoch [4][900/3842] lr: 5.725e-02, eta: 8:58:07, time: 1.220, data_time: 0.001, memory: 10180, loss_action_cls: 0.0492, recall@thr=0.5: 0.7015, prec@thr=0.5: 0.7800, recall@top3: 0.7969, prec@top3: 0.6741, recall@top5: 0.9194, prec@top5: 0.4775, loss: 0.0492, grad_norm: 0.1764 2021-04-09 23:13:23,105 - mmaction - INFO - Epoch [4][920/3842] lr: 5.720e-02, eta: 8:57:41, time: 1.224, data_time: 0.001, memory: 10180, loss_action_cls: 0.0542, recall@thr=0.5: 0.6724, prec@thr=0.5: 0.7553, recall@top3: 0.7726, prec@top3: 0.6527, recall@top5: 0.9085, prec@top5: 0.4719, loss: 0.0542, grad_norm: 0.1724 2021-04-09 23:13:47,633 - mmaction - INFO - Epoch [4][940/3842] lr: 5.715e-02, eta: 8:57:16, time: 1.226, data_time: 0.001, memory: 10180, loss_action_cls: 0.0539, recall@thr=0.5: 0.6716, prec@thr=0.5: 0.7591, recall@top3: 0.7846, prec@top3: 0.6444, recall@top5: 0.9181, prec@top5: 0.4636, loss: 0.0539, grad_norm: 0.1644 2021-04-09 23:14:12,205 - mmaction - INFO - Epoch [4][960/3842] lr: 5.710e-02, eta: 8:56:50, time: 1.229, data_time: 0.008, memory: 10180, loss_action_cls: 0.0492, recall@thr=0.5: 0.7012, prec@thr=0.5: 0.7846, recall@top3: 0.8041, prec@top3: 0.6806, recall@top5: 0.9279, prec@top5: 0.4844, loss: 0.0492, grad_norm: 0.1689 2021-04-09 23:14:36,761 - mmaction - INFO - Epoch [4][980/3842] lr: 5.705e-02, eta: 8:56:25, time: 1.228, data_time: 0.001, memory: 10180, loss_action_cls: 0.0505, recall@thr=0.5: 0.6854, prec@thr=0.5: 0.7585, recall@top3: 0.8002, prec@top3: 0.6632, recall@top5: 0.9254, prec@top5: 0.4706, loss: 0.0505, grad_norm: 0.1680 2021-04-09 23:15:01,308 - mmaction - INFO - Epoch [4][1000/3842] lr: 5.699e-02, eta: 8:56:00, time: 1.227, data_time: 0.001, memory: 10180, loss_action_cls: 0.0513, recall@thr=0.5: 0.6727, prec@thr=0.5: 0.7513, recall@top3: 0.7850, prec@top3: 0.6425, recall@top5: 0.9206, prec@top5: 0.4637, loss: 0.0513, grad_norm: 0.1762 2021-04-09 23:15:25,777 - mmaction - INFO - Epoch [4][1020/3842] lr: 5.694e-02, eta: 8:55:34, time: 1.224, data_time: 0.001, memory: 10180, loss_action_cls: 0.0521, recall@thr=0.5: 0.6582, prec@thr=0.5: 0.7550, recall@top3: 0.7825, prec@top3: 0.6458, recall@top5: 0.9114, prec@top5: 0.4598, loss: 0.0521, grad_norm: 0.1691 2021-04-09 23:15:50,360 - mmaction - INFO - Epoch [4][1040/3842] lr: 5.689e-02, eta: 8:55:09, time: 1.228, data_time: 0.001, memory: 10180, loss_action_cls: 0.0523, recall@thr=0.5: 0.6841, prec@thr=0.5: 0.7594, recall@top3: 0.7783, prec@top3: 0.6647, recall@top5: 0.9142, prec@top5: 0.4793, loss: 0.0523, grad_norm: 0.1680 2021-04-09 23:16:14,861 - mmaction - INFO - Epoch [4][1060/3842] lr: 5.684e-02, eta: 8:54:43, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0536, recall@thr=0.5: 0.6821, prec@thr=0.5: 0.7642, recall@top3: 0.7771, prec@top3: 0.6538, recall@top5: 0.9220, prec@top5: 0.4777, loss: 0.0536, grad_norm: 0.1659 2021-04-09 23:16:39,453 - mmaction - INFO - Epoch [4][1080/3842] lr: 5.678e-02, eta: 8:54:18, time: 1.230, data_time: 0.001, memory: 10180, loss_action_cls: 0.0540, recall@thr=0.5: 0.6945, prec@thr=0.5: 0.7643, recall@top3: 0.7828, prec@top3: 0.6626, recall@top5: 0.9147, prec@top5: 0.4761, loss: 0.0540, grad_norm: 0.1824 2021-04-09 23:17:04,145 - mmaction - INFO - Epoch [4][1100/3842] lr: 5.673e-02, eta: 8:53:53, time: 1.233, data_time: 0.001, memory: 10180, loss_action_cls: 0.0539, recall@thr=0.5: 0.6698, prec@thr=0.5: 0.7723, recall@top3: 0.7707, prec@top3: 0.6541, recall@top5: 0.9135, prec@top5: 0.4768, loss: 0.0539, grad_norm: 0.1754 2021-04-09 23:17:28,604 - mmaction - INFO - Epoch [4][1120/3842] lr: 5.668e-02, eta: 8:53:27, time: 1.225, data_time: 0.003, memory: 10180, loss_action_cls: 0.0525, recall@thr=0.5: 0.6812, prec@thr=0.5: 0.7656, recall@top3: 0.7828, prec@top3: 0.6538, recall@top5: 0.9224, prec@top5: 0.4726, loss: 0.0525, grad_norm: 0.1697 2021-04-09 23:17:53,000 - mmaction - INFO - Epoch [4][1140/3842] lr: 5.662e-02, eta: 8:53:01, time: 1.219, data_time: 0.001, memory: 10180, loss_action_cls: 0.0498, recall@thr=0.5: 0.6920, prec@thr=0.5: 0.7712, recall@top3: 0.7896, prec@top3: 0.6740, recall@top5: 0.9199, prec@top5: 0.4801, loss: 0.0498, grad_norm: 0.1665 2021-04-09 23:18:17,550 - mmaction - INFO - Epoch [4][1160/3842] lr: 5.657e-02, eta: 8:52:36, time: 1.227, data_time: 0.002, memory: 10180, loss_action_cls: 0.0495, recall@thr=0.5: 0.6848, prec@thr=0.5: 0.7624, recall@top3: 0.7911, prec@top3: 0.6677, recall@top5: 0.9183, prec@top5: 0.4750, loss: 0.0495, grad_norm: 0.1693 2021-04-09 23:18:41,907 - mmaction - INFO - Epoch [4][1180/3842] lr: 5.652e-02, eta: 8:52:10, time: 1.218, data_time: 0.002, memory: 10180, loss_action_cls: 0.0498, recall@thr=0.5: 0.6922, prec@thr=0.5: 0.7609, recall@top3: 0.7868, prec@top3: 0.6615, recall@top5: 0.9163, prec@top5: 0.4745, loss: 0.0498, grad_norm: 0.1620 2021-04-09 23:19:06,267 - mmaction - INFO - Epoch [4][1200/3842] lr: 5.647e-02, eta: 8:51:44, time: 1.219, data_time: 0.002, memory: 10180, loss_action_cls: 0.0504, recall@thr=0.5: 0.6862, prec@thr=0.5: 0.7659, recall@top3: 0.7881, prec@top3: 0.6581, recall@top5: 0.9170, prec@top5: 0.4714, loss: 0.0504, grad_norm: 0.1606 2021-04-09 23:19:30,783 - mmaction - INFO - Epoch [4][1220/3842] lr: 5.641e-02, eta: 8:51:19, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0498, recall@thr=0.5: 0.6926, prec@thr=0.5: 0.7782, recall@top3: 0.7890, prec@top3: 0.6681, recall@top5: 0.9140, prec@top5: 0.4764, loss: 0.0498, grad_norm: 0.1659 2021-04-09 23:19:55,168 - mmaction - INFO - Epoch [4][1240/3842] lr: 5.636e-02, eta: 8:50:53, time: 1.219, data_time: 0.002, memory: 10180, loss_action_cls: 0.0506, recall@thr=0.5: 0.6927, prec@thr=0.5: 0.7722, recall@top3: 0.7956, prec@top3: 0.6734, recall@top5: 0.9288, prec@top5: 0.4834, loss: 0.0506, grad_norm: 0.1714 2021-04-09 23:20:19,541 - mmaction - INFO - Epoch [4][1260/3842] lr: 5.631e-02, eta: 8:50:27, time: 1.219, data_time: 0.001, memory: 10180, loss_action_cls: 0.0491, recall@thr=0.5: 0.6883, prec@thr=0.5: 0.7687, recall@top3: 0.7917, prec@top3: 0.6578, recall@top5: 0.9199, prec@top5: 0.4684, loss: 0.0491, grad_norm: 0.1608 2021-04-09 23:20:43,952 - mmaction - INFO - Epoch [4][1280/3842] lr: 5.625e-02, eta: 8:50:02, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0502, recall@thr=0.5: 0.6923, prec@thr=0.5: 0.7824, recall@top3: 0.7943, prec@top3: 0.6709, recall@top5: 0.9215, prec@top5: 0.4779, loss: 0.0502, grad_norm: 0.1533 2021-04-09 23:21:08,348 - mmaction - INFO - Epoch [4][1300/3842] lr: 5.620e-02, eta: 8:49:36, time: 1.220, data_time: 0.001, memory: 10180, loss_action_cls: 0.0495, recall@thr=0.5: 0.6977, prec@thr=0.5: 0.7622, recall@top3: 0.7989, prec@top3: 0.6581, recall@top5: 0.9238, prec@top5: 0.4694, loss: 0.0495, grad_norm: 0.1673 2021-04-09 23:21:32,804 - mmaction - INFO - Epoch [4][1320/3842] lr: 5.615e-02, eta: 8:49:10, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0523, recall@thr=0.5: 0.6819, prec@thr=0.5: 0.7577, recall@top3: 0.7759, prec@top3: 0.6538, recall@top5: 0.9130, prec@top5: 0.4724, loss: 0.0523, grad_norm: 0.1739 2021-04-09 23:21:57,284 - mmaction - INFO - Epoch [4][1340/3842] lr: 5.609e-02, eta: 8:48:45, time: 1.223, data_time: 0.001, memory: 10180, loss_action_cls: 0.0518, recall@thr=0.5: 0.6922, prec@thr=0.5: 0.7717, recall@top3: 0.7790, prec@top3: 0.6683, recall@top5: 0.9183, prec@top5: 0.4826, loss: 0.0518, grad_norm: 0.1680 2021-04-09 23:22:21,670 - mmaction - INFO - Epoch [4][1360/3842] lr: 5.604e-02, eta: 8:48:19, time: 1.221, data_time: 0.003, memory: 10180, loss_action_cls: 0.0516, recall@thr=0.5: 0.6872, prec@thr=0.5: 0.7653, recall@top3: 0.7824, prec@top3: 0.6581, recall@top5: 0.9178, prec@top5: 0.4731, loss: 0.0516, grad_norm: 0.1660 2021-04-09 23:22:46,263 - mmaction - INFO - Epoch [4][1380/3842] lr: 5.599e-02, eta: 8:47:54, time: 1.230, data_time: 0.001, memory: 10180, loss_action_cls: 0.0506, recall@thr=0.5: 0.6909, prec@thr=0.5: 0.7688, recall@top3: 0.7971, prec@top3: 0.6537, recall@top5: 0.9199, prec@top5: 0.4643, loss: 0.0506, grad_norm: 0.1591 2021-04-09 23:23:10,694 - mmaction - INFO - Epoch [4][1400/3842] lr: 5.593e-02, eta: 8:47:28, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0497, recall@thr=0.5: 0.6685, prec@thr=0.5: 0.7637, recall@top3: 0.7894, prec@top3: 0.6639, recall@top5: 0.9237, prec@top5: 0.4778, loss: 0.0497, grad_norm: 0.1751 2021-04-09 23:23:35,110 - mmaction - INFO - Epoch [4][1420/3842] lr: 5.588e-02, eta: 8:47:02, time: 1.221, data_time: 0.002, memory: 10180, loss_action_cls: 0.0507, recall@thr=0.5: 0.6902, prec@thr=0.5: 0.7705, recall@top3: 0.7906, prec@top3: 0.6505, recall@top5: 0.9244, prec@top5: 0.4684, loss: 0.0507, grad_norm: 0.1722 2021-04-09 23:23:59,590 - mmaction - INFO - Epoch [4][1440/3842] lr: 5.583e-02, eta: 8:46:37, time: 1.225, data_time: 0.002, memory: 10180, loss_action_cls: 0.0491, recall@thr=0.5: 0.7111, prec@thr=0.5: 0.7798, recall@top3: 0.8002, prec@top3: 0.6799, recall@top5: 0.9236, prec@top5: 0.4806, loss: 0.0491, grad_norm: 0.1570 2021-04-09 23:24:23,830 - mmaction - INFO - Epoch [4][1460/3842] lr: 5.577e-02, eta: 8:46:11, time: 1.212, data_time: 0.001, memory: 10180, loss_action_cls: 0.0512, recall@thr=0.5: 0.7026, prec@thr=0.5: 0.7714, recall@top3: 0.7925, prec@top3: 0.6773, recall@top5: 0.9204, prec@top5: 0.4847, loss: 0.0512, grad_norm: 0.1621 2021-04-09 23:24:48,313 - mmaction - INFO - Epoch [4][1480/3842] lr: 5.572e-02, eta: 8:45:45, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0509, recall@thr=0.5: 0.6814, prec@thr=0.5: 0.7642, recall@top3: 0.7808, prec@top3: 0.6620, recall@top5: 0.9174, prec@top5: 0.4782, loss: 0.0509, grad_norm: 0.1624 2021-04-09 23:25:12,642 - mmaction - INFO - Epoch [4][1500/3842] lr: 5.567e-02, eta: 8:45:20, time: 1.218, data_time: 0.003, memory: 10180, loss_action_cls: 0.0484, recall@thr=0.5: 0.6896, prec@thr=0.5: 0.7804, recall@top3: 0.7922, prec@top3: 0.6704, recall@top5: 0.9168, prec@top5: 0.4776, loss: 0.0484, grad_norm: 0.1624 2021-04-09 23:25:37,257 - mmaction - INFO - Epoch [4][1520/3842] lr: 5.561e-02, eta: 8:44:55, time: 1.231, data_time: 0.001, memory: 10180, loss_action_cls: 0.0518, recall@thr=0.5: 0.6766, prec@thr=0.5: 0.7634, recall@top3: 0.7818, prec@top3: 0.6480, recall@top5: 0.9198, prec@top5: 0.4691, loss: 0.0518, grad_norm: 0.1783 2021-04-09 23:26:01,874 - mmaction - INFO - Epoch [4][1540/3842] lr: 5.556e-02, eta: 8:44:29, time: 1.231, data_time: 0.001, memory: 10180, loss_action_cls: 0.0519, recall@thr=0.5: 0.6752, prec@thr=0.5: 0.7581, recall@top3: 0.7778, prec@top3: 0.6437, recall@top5: 0.9220, prec@top5: 0.4688, loss: 0.0519, grad_norm: 0.1637 2021-04-09 23:26:26,272 - mmaction - INFO - Epoch [4][1560/3842] lr: 5.551e-02, eta: 8:44:04, time: 1.219, data_time: 0.001, memory: 10180, loss_action_cls: 0.0492, recall@thr=0.5: 0.7033, prec@thr=0.5: 0.7912, recall@top3: 0.7945, prec@top3: 0.6724, recall@top5: 0.9283, prec@top5: 0.4816, loss: 0.0492, grad_norm: 0.1678 2021-04-09 23:26:50,727 - mmaction - INFO - Epoch [4][1580/3842] lr: 5.545e-02, eta: 8:43:38, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0493, recall@thr=0.5: 0.6902, prec@thr=0.5: 0.7728, recall@top3: 0.7933, prec@top3: 0.6634, recall@top5: 0.9176, prec@top5: 0.4724, loss: 0.0493, grad_norm: 0.1671 2021-04-09 23:27:15,215 - mmaction - INFO - Epoch [4][1600/3842] lr: 5.540e-02, eta: 8:43:13, time: 1.224, data_time: 0.003, memory: 10180, loss_action_cls: 0.0499, recall@thr=0.5: 0.6917, prec@thr=0.5: 0.7747, recall@top3: 0.7933, prec@top3: 0.6682, recall@top5: 0.9247, prec@top5: 0.4786, loss: 0.0499, grad_norm: 0.1751 2021-04-09 23:27:39,483 - mmaction - INFO - Epoch [4][1620/3842] lr: 5.534e-02, eta: 8:42:47, time: 1.216, data_time: 0.003, memory: 10180, loss_action_cls: 0.0497, recall@thr=0.5: 0.7120, prec@thr=0.5: 0.7825, recall@top3: 0.7959, prec@top3: 0.6683, recall@top5: 0.9246, prec@top5: 0.4782, loss: 0.0497, grad_norm: 0.1658 2021-04-09 23:28:03,898 - mmaction - INFO - Epoch [4][1640/3842] lr: 5.529e-02, eta: 8:42:21, time: 1.218, data_time: 0.001, memory: 10180, loss_action_cls: 0.0483, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.7893, recall@top3: 0.7974, prec@top3: 0.6712, recall@top5: 0.9231, prec@top5: 0.4771, loss: 0.0483, grad_norm: 0.1646 2021-04-09 23:28:28,315 - mmaction - INFO - Epoch [4][1660/3842] lr: 5.524e-02, eta: 8:41:55, time: 1.221, data_time: 0.003, memory: 10180, loss_action_cls: 0.0500, recall@thr=0.5: 0.6814, prec@thr=0.5: 0.7679, recall@top3: 0.7917, prec@top3: 0.6581, recall@top5: 0.9257, prec@top5: 0.4726, loss: 0.0500, grad_norm: 0.1657 2021-04-09 23:28:52,763 - mmaction - INFO - Epoch [4][1680/3842] lr: 5.518e-02, eta: 8:41:30, time: 1.224, data_time: 0.003, memory: 10180, loss_action_cls: 0.0493, recall@thr=0.5: 0.6902, prec@thr=0.5: 0.7663, recall@top3: 0.7876, prec@top3: 0.6704, recall@top5: 0.9247, prec@top5: 0.4830, loss: 0.0493, grad_norm: 0.1763 2021-04-09 23:29:17,296 - mmaction - INFO - Epoch [4][1700/3842] lr: 5.513e-02, eta: 8:41:05, time: 1.227, data_time: 0.001, memory: 10180, loss_action_cls: 0.0519, recall@thr=0.5: 0.6869, prec@thr=0.5: 0.7568, recall@top3: 0.7830, prec@top3: 0.6526, recall@top5: 0.9187, prec@top5: 0.4708, loss: 0.0519, grad_norm: 0.1709 2021-04-09 23:29:41,613 - mmaction - INFO - Epoch [4][1720/3842] lr: 5.507e-02, eta: 8:40:39, time: 1.217, data_time: 0.001, memory: 10180, loss_action_cls: 0.0465, recall@thr=0.5: 0.6860, prec@thr=0.5: 0.7817, recall@top3: 0.7990, prec@top3: 0.6595, recall@top5: 0.9244, prec@top5: 0.4668, loss: 0.0465, grad_norm: 0.1589 2021-04-09 23:30:06,016 - mmaction - INFO - Epoch [4][1740/3842] lr: 5.502e-02, eta: 8:40:13, time: 1.220, data_time: 0.001, memory: 10180, loss_action_cls: 0.0483, recall@thr=0.5: 0.6948, prec@thr=0.5: 0.7738, recall@top3: 0.7897, prec@top3: 0.6715, recall@top5: 0.9226, prec@top5: 0.4813, loss: 0.0483, grad_norm: 0.1620 2021-04-09 23:30:30,453 - mmaction - INFO - Epoch [4][1760/3842] lr: 5.497e-02, eta: 8:39:48, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0487, recall@thr=0.5: 0.6983, prec@thr=0.5: 0.7788, recall@top3: 0.8010, prec@top3: 0.6637, recall@top5: 0.9256, prec@top5: 0.4716, loss: 0.0487, grad_norm: 0.1585 2021-04-09 23:30:54,819 - mmaction - INFO - Epoch [4][1780/3842] lr: 5.491e-02, eta: 8:39:22, time: 1.219, data_time: 0.002, memory: 10180, loss_action_cls: 0.0523, recall@thr=0.5: 0.6738, prec@thr=0.5: 0.7647, recall@top3: 0.7833, prec@top3: 0.6505, recall@top5: 0.9156, prec@top5: 0.4663, loss: 0.0523, grad_norm: 0.1696 2021-04-09 23:31:19,160 - mmaction - INFO - Epoch [4][1800/3842] lr: 5.486e-02, eta: 8:38:56, time: 1.216, data_time: 0.001, memory: 10180, loss_action_cls: 0.0500, recall@thr=0.5: 0.6922, prec@thr=0.5: 0.7658, recall@top3: 0.7972, prec@top3: 0.6647, recall@top5: 0.9264, prec@top5: 0.4727, loss: 0.0500, grad_norm: 0.1671 2021-04-09 23:31:43,656 - mmaction - INFO - Epoch [4][1820/3842] lr: 5.480e-02, eta: 8:38:31, time: 1.226, data_time: 0.002, memory: 10180, loss_action_cls: 0.0503, recall@thr=0.5: 0.6972, prec@thr=0.5: 0.7834, recall@top3: 0.7925, prec@top3: 0.6721, recall@top5: 0.9186, prec@top5: 0.4790, loss: 0.0503, grad_norm: 0.1626 2021-04-09 23:32:08,037 - mmaction - INFO - Epoch [4][1840/3842] lr: 5.475e-02, eta: 8:38:05, time: 1.218, data_time: 0.001, memory: 10180, loss_action_cls: 0.0516, recall@thr=0.5: 0.7029, prec@thr=0.5: 0.7734, recall@top3: 0.7980, prec@top3: 0.6714, recall@top5: 0.9250, prec@top5: 0.4776, loss: 0.0516, grad_norm: 0.1696 2021-04-09 23:32:32,465 - mmaction - INFO - Epoch [4][1860/3842] lr: 5.469e-02, eta: 8:37:40, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0509, recall@thr=0.5: 0.6871, prec@thr=0.5: 0.7612, recall@top3: 0.7918, prec@top3: 0.6571, recall@top5: 0.9253, prec@top5: 0.4713, loss: 0.0509, grad_norm: 0.1678 2021-04-09 23:32:56,743 - mmaction - INFO - Epoch [4][1880/3842] lr: 5.464e-02, eta: 8:37:14, time: 1.214, data_time: 0.001, memory: 10180, loss_action_cls: 0.0515, recall@thr=0.5: 0.6837, prec@thr=0.5: 0.7734, recall@top3: 0.7939, prec@top3: 0.6709, recall@top5: 0.9248, prec@top5: 0.4802, loss: 0.0515, grad_norm: 0.1657 2021-04-09 23:33:21,115 - mmaction - INFO - Epoch [4][1900/3842] lr: 5.458e-02, eta: 8:36:48, time: 1.218, data_time: 0.001, memory: 10180, loss_action_cls: 0.0491, recall@thr=0.5: 0.6947, prec@thr=0.5: 0.7689, recall@top3: 0.7908, prec@top3: 0.6677, recall@top5: 0.9200, prec@top5: 0.4751, loss: 0.0491, grad_norm: 0.1725 2021-04-09 23:33:45,609 - mmaction - INFO - Epoch [4][1920/3842] lr: 5.453e-02, eta: 8:36:23, time: 1.225, data_time: 0.002, memory: 10180, loss_action_cls: 0.0510, recall@thr=0.5: 0.6833, prec@thr=0.5: 0.7690, recall@top3: 0.7908, prec@top3: 0.6566, recall@top5: 0.9205, prec@top5: 0.4679, loss: 0.0510, grad_norm: 0.1659 2021-04-09 23:34:10,147 - mmaction - INFO - Epoch [4][1940/3842] lr: 5.448e-02, eta: 8:35:58, time: 1.227, data_time: 0.002, memory: 10180, loss_action_cls: 0.0525, recall@thr=0.5: 0.6794, prec@thr=0.5: 0.7631, recall@top3: 0.7867, prec@top3: 0.6529, recall@top5: 0.9143, prec@top5: 0.4664, loss: 0.0525, grad_norm: 0.1677 2021-04-09 23:34:34,671 - mmaction - INFO - Epoch [4][1960/3842] lr: 5.442e-02, eta: 8:35:32, time: 1.226, data_time: 0.002, memory: 10180, loss_action_cls: 0.0508, recall@thr=0.5: 0.6844, prec@thr=0.5: 0.7708, recall@top3: 0.7957, prec@top3: 0.6614, recall@top5: 0.9197, prec@top5: 0.4691, loss: 0.0508, grad_norm: 0.1634 2021-04-09 23:34:59,025 - mmaction - INFO - Epoch [4][1980/3842] lr: 5.437e-02, eta: 8:35:07, time: 1.218, data_time: 0.002, memory: 10180, loss_action_cls: 0.0498, recall@thr=0.5: 0.6876, prec@thr=0.5: 0.7725, recall@top3: 0.7922, prec@top3: 0.6652, recall@top5: 0.9272, prec@top5: 0.4786, loss: 0.0498, grad_norm: 0.1664 2021-04-09 23:35:23,649 - mmaction - INFO - Epoch [4][2000/3842] lr: 5.431e-02, eta: 8:34:41, time: 1.232, data_time: 0.001, memory: 10180, loss_action_cls: 0.0490, recall@thr=0.5: 0.6953, prec@thr=0.5: 0.7836, recall@top3: 0.7972, prec@top3: 0.6669, recall@top5: 0.9256, prec@top5: 0.4765, loss: 0.0490, grad_norm: 0.1640 2021-04-09 23:35:48,189 - mmaction - INFO - Epoch [4][2020/3842] lr: 5.426e-02, eta: 8:34:16, time: 1.226, data_time: 0.001, memory: 10180, loss_action_cls: 0.0507, recall@thr=0.5: 0.7084, prec@thr=0.5: 0.7723, recall@top3: 0.7984, prec@top3: 0.6661, recall@top5: 0.9259, prec@top5: 0.4741, loss: 0.0507, grad_norm: 0.1768 2021-04-09 23:36:12,705 - mmaction - INFO - Epoch [4][2040/3842] lr: 5.420e-02, eta: 8:33:51, time: 1.226, data_time: 0.002, memory: 10180, loss_action_cls: 0.0517, recall@thr=0.5: 0.6887, prec@thr=0.5: 0.7774, recall@top3: 0.7933, prec@top3: 0.6698, recall@top5: 0.9224, prec@top5: 0.4775, loss: 0.0517, grad_norm: 0.1798 2021-04-09 23:36:37,186 - mmaction - INFO - Epoch [4][2060/3842] lr: 5.415e-02, eta: 8:33:25, time: 1.224, data_time: 0.001, memory: 10180, loss_action_cls: 0.0500, recall@thr=0.5: 0.6913, prec@thr=0.5: 0.7769, recall@top3: 0.7930, prec@top3: 0.6779, recall@top5: 0.9244, prec@top5: 0.4840, loss: 0.0500, grad_norm: 0.1762 2021-04-09 23:37:01,570 - mmaction - INFO - Epoch [4][2080/3842] lr: 5.409e-02, eta: 8:33:00, time: 1.219, data_time: 0.001, memory: 10180, loss_action_cls: 0.0516, recall@thr=0.5: 0.6937, prec@thr=0.5: 0.7656, recall@top3: 0.7878, prec@top3: 0.6640, recall@top5: 0.9203, prec@top5: 0.4728, loss: 0.0516, grad_norm: 0.1808 2021-04-09 23:37:25,917 - mmaction - INFO - Epoch [4][2100/3842] lr: 5.404e-02, eta: 8:32:34, time: 1.217, data_time: 0.001, memory: 10180, loss_action_cls: 0.0477, recall@thr=0.5: 0.6893, prec@thr=0.5: 0.7721, recall@top3: 0.7891, prec@top3: 0.6650, recall@top5: 0.9207, prec@top5: 0.4763, loss: 0.0477, grad_norm: 0.1622 2021-04-09 23:37:50,388 - mmaction - INFO - Epoch [4][2120/3842] lr: 5.398e-02, eta: 8:32:09, time: 1.224, data_time: 0.002, memory: 10180, loss_action_cls: 0.0482, recall@thr=0.5: 0.7025, prec@thr=0.5: 0.7821, recall@top3: 0.8015, prec@top3: 0.6585, recall@top5: 0.9232, prec@top5: 0.4669, loss: 0.0482, grad_norm: 0.1603 2021-04-09 23:38:14,964 - mmaction - INFO - Epoch [4][2140/3842] lr: 5.393e-02, eta: 8:31:43, time: 1.227, data_time: 0.001, memory: 10180, loss_action_cls: 0.0470, recall@thr=0.5: 0.6970, prec@thr=0.5: 0.7760, recall@top3: 0.7915, prec@top3: 0.6688, recall@top5: 0.9296, prec@top5: 0.4844, loss: 0.0470, grad_norm: 0.1703 2021-04-09 23:38:39,400 - mmaction - INFO - Epoch [4][2160/3842] lr: 5.387e-02, eta: 8:31:18, time: 1.224, data_time: 0.003, memory: 10180, loss_action_cls: 0.0508, recall@thr=0.5: 0.6887, prec@thr=0.5: 0.7766, recall@top3: 0.7848, prec@top3: 0.6658, recall@top5: 0.9167, prec@top5: 0.4757, loss: 0.0508, grad_norm: 0.1761 2021-04-09 23:39:03,731 - mmaction - INFO - Epoch [4][2180/3842] lr: 5.382e-02, eta: 8:30:52, time: 1.216, data_time: 0.001, memory: 10180, loss_action_cls: 0.0494, recall@thr=0.5: 0.6826, prec@thr=0.5: 0.7685, recall@top3: 0.7857, prec@top3: 0.6554, recall@top5: 0.9167, prec@top5: 0.4713, loss: 0.0494, grad_norm: 0.1802 2021-04-09 23:39:28,019 - mmaction - INFO - Epoch [4][2200/3842] lr: 5.376e-02, eta: 8:30:27, time: 1.214, data_time: 0.001, memory: 10180, loss_action_cls: 0.0494, recall@thr=0.5: 0.6958, prec@thr=0.5: 0.7582, recall@top3: 0.7923, prec@top3: 0.6609, recall@top5: 0.9321, prec@top5: 0.4763, loss: 0.0494, grad_norm: 0.1826 2021-04-09 23:39:52,665 - mmaction - INFO - Epoch [4][2220/3842] lr: 5.371e-02, eta: 8:30:01, time: 1.232, data_time: 0.006, memory: 10180, loss_action_cls: 0.0484, recall@thr=0.5: 0.6890, prec@thr=0.5: 0.7771, recall@top3: 0.7991, prec@top3: 0.6757, recall@top5: 0.9270, prec@top5: 0.4815, loss: 0.0484, grad_norm: 0.1701 2021-04-09 23:40:17,060 - mmaction - INFO - Epoch [4][2240/3842] lr: 5.365e-02, eta: 8:29:36, time: 1.220, data_time: 0.001, memory: 10180, loss_action_cls: 0.0471, recall@thr=0.5: 0.7172, prec@thr=0.5: 0.7865, recall@top3: 0.8119, prec@top3: 0.6774, recall@top5: 0.9220, prec@top5: 0.4724, loss: 0.0471, grad_norm: 0.1614 2021-04-09 23:40:41,499 - mmaction - INFO - Epoch [4][2260/3842] lr: 5.359e-02, eta: 8:29:10, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0501, recall@thr=0.5: 0.6941, prec@thr=0.5: 0.7753, recall@top3: 0.7895, prec@top3: 0.6615, recall@top5: 0.9219, prec@top5: 0.4771, loss: 0.0501, grad_norm: 0.1611 2021-04-09 23:41:06,110 - mmaction - INFO - Epoch [4][2280/3842] lr: 5.354e-02, eta: 8:28:45, time: 1.232, data_time: 0.002, memory: 10180, loss_action_cls: 0.0481, recall@thr=0.5: 0.7000, prec@thr=0.5: 0.7629, recall@top3: 0.7947, prec@top3: 0.6690, recall@top5: 0.9320, prec@top5: 0.4819, loss: 0.0481, grad_norm: 0.1767 2021-04-09 23:41:30,416 - mmaction - INFO - Epoch [4][2300/3842] lr: 5.348e-02, eta: 8:28:20, time: 1.215, data_time: 0.001, memory: 10180, loss_action_cls: 0.0508, recall@thr=0.5: 0.6830, prec@thr=0.5: 0.7659, recall@top3: 0.7798, prec@top3: 0.6517, recall@top5: 0.9209, prec@top5: 0.4734, loss: 0.0508, grad_norm: 0.1749 2021-04-09 23:41:54,819 - mmaction - INFO - Epoch [4][2320/3842] lr: 5.343e-02, eta: 8:27:54, time: 1.220, data_time: 0.001, memory: 10180, loss_action_cls: 0.0511, recall@thr=0.5: 0.6690, prec@thr=0.5: 0.7633, recall@top3: 0.7797, prec@top3: 0.6552, recall@top5: 0.9096, prec@top5: 0.4710, loss: 0.0511, grad_norm: 0.1687 2021-04-09 23:42:19,367 - mmaction - INFO - Epoch [4][2340/3842] lr: 5.337e-02, eta: 8:27:29, time: 1.227, data_time: 0.001, memory: 10180, loss_action_cls: 0.0488, recall@thr=0.5: 0.6880, prec@thr=0.5: 0.7622, recall@top3: 0.7962, prec@top3: 0.6569, recall@top5: 0.9259, prec@top5: 0.4695, loss: 0.0488, grad_norm: 0.1645 2021-04-09 23:42:43,887 - mmaction - INFO - Epoch [4][2360/3842] lr: 5.332e-02, eta: 8:27:04, time: 1.224, data_time: 0.001, memory: 10180, loss_action_cls: 0.0474, recall@thr=0.5: 0.7042, prec@thr=0.5: 0.7872, recall@top3: 0.8031, prec@top3: 0.6737, recall@top5: 0.9270, prec@top5: 0.4792, loss: 0.0474, grad_norm: 0.1712 2021-04-09 23:43:08,232 - mmaction - INFO - Epoch [4][2380/3842] lr: 5.326e-02, eta: 8:26:38, time: 1.219, data_time: 0.002, memory: 10180, loss_action_cls: 0.0506, recall@thr=0.5: 0.7118, prec@thr=0.5: 0.7777, recall@top3: 0.7958, prec@top3: 0.6691, recall@top5: 0.9238, prec@top5: 0.4778, loss: 0.0506, grad_norm: 0.1654 2021-04-09 23:43:32,603 - mmaction - INFO - Epoch [4][2400/3842] lr: 5.321e-02, eta: 8:26:12, time: 1.218, data_time: 0.001, memory: 10180, loss_action_cls: 0.0493, recall@thr=0.5: 0.6949, prec@thr=0.5: 0.7806, recall@top3: 0.7919, prec@top3: 0.6635, recall@top5: 0.9242, prec@top5: 0.4729, loss: 0.0493, grad_norm: 0.1656 2021-04-09 23:43:56,973 - mmaction - INFO - Epoch [4][2420/3842] lr: 5.315e-02, eta: 8:25:47, time: 1.219, data_time: 0.001, memory: 10180, loss_action_cls: 0.0496, recall@thr=0.5: 0.6806, prec@thr=0.5: 0.7680, recall@top3: 0.7868, prec@top3: 0.6683, recall@top5: 0.9240, prec@top5: 0.4825, loss: 0.0496, grad_norm: 0.1675 2021-04-09 23:44:21,469 - mmaction - INFO - Epoch [4][2440/3842] lr: 5.309e-02, eta: 8:25:21, time: 1.224, data_time: 0.001, memory: 10180, loss_action_cls: 0.0505, recall@thr=0.5: 0.6853, prec@thr=0.5: 0.7633, recall@top3: 0.7879, prec@top3: 0.6454, recall@top5: 0.9240, prec@top5: 0.4648, loss: 0.0505, grad_norm: 0.1624 2021-04-09 23:44:45,861 - mmaction - INFO - Epoch [4][2460/3842] lr: 5.304e-02, eta: 8:24:56, time: 1.220, data_time: 0.002, memory: 10180, loss_action_cls: 0.0494, recall@thr=0.5: 0.6862, prec@thr=0.5: 0.7698, recall@top3: 0.7929, prec@top3: 0.6561, recall@top5: 0.9193, prec@top5: 0.4692, loss: 0.0494, grad_norm: 0.1554 2021-04-09 23:45:10,324 - mmaction - INFO - Epoch [4][2480/3842] lr: 5.298e-02, eta: 8:24:31, time: 1.224, data_time: 0.002, memory: 10180, loss_action_cls: 0.0512, recall@thr=0.5: 0.6967, prec@thr=0.5: 0.7708, recall@top3: 0.7962, prec@top3: 0.6654, recall@top5: 0.9205, prec@top5: 0.4746, loss: 0.0512, grad_norm: 0.1674 2021-04-09 23:45:34,690 - mmaction - INFO - Epoch [4][2500/3842] lr: 5.293e-02, eta: 8:24:05, time: 1.219, data_time: 0.001, memory: 10180, loss_action_cls: 0.0491, recall@thr=0.5: 0.6867, prec@thr=0.5: 0.7739, recall@top3: 0.7950, prec@top3: 0.6680, recall@top5: 0.9216, prec@top5: 0.4746, loss: 0.0491, grad_norm: 0.1642 2021-04-09 23:45:59,116 - mmaction - INFO - Epoch [4][2520/3842] lr: 5.287e-02, eta: 8:23:40, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0497, recall@thr=0.5: 0.6904, prec@thr=0.5: 0.7613, recall@top3: 0.7916, prec@top3: 0.6549, recall@top5: 0.9196, prec@top5: 0.4678, loss: 0.0497, grad_norm: 0.1780 2021-04-09 23:46:23,436 - mmaction - INFO - Epoch [4][2540/3842] lr: 5.282e-02, eta: 8:23:14, time: 1.215, data_time: 0.001, memory: 10180, loss_action_cls: 0.0472, recall@thr=0.5: 0.7060, prec@thr=0.5: 0.7851, recall@top3: 0.8103, prec@top3: 0.6718, recall@top5: 0.9361, prec@top5: 0.4779, loss: 0.0472, grad_norm: 0.1617 2021-04-09 23:46:47,844 - mmaction - INFO - Epoch [4][2560/3842] lr: 5.276e-02, eta: 8:22:49, time: 1.221, data_time: 0.002, memory: 10180, loss_action_cls: 0.0519, recall@thr=0.5: 0.6918, prec@thr=0.5: 0.7709, recall@top3: 0.7886, prec@top3: 0.6545, recall@top5: 0.9180, prec@top5: 0.4675, loss: 0.0519, grad_norm: 0.1746 2021-04-09 23:47:12,422 - mmaction - INFO - Epoch [4][2580/3842] lr: 5.270e-02, eta: 8:22:23, time: 1.228, data_time: 0.002, memory: 10180, loss_action_cls: 0.0493, recall@thr=0.5: 0.6788, prec@thr=0.5: 0.7686, recall@top3: 0.7956, prec@top3: 0.6603, recall@top5: 0.9279, prec@top5: 0.4739, loss: 0.0493, grad_norm: 0.1591 2021-04-09 23:47:36,841 - mmaction - INFO - Epoch [4][2600/3842] lr: 5.265e-02, eta: 8:21:58, time: 1.222, data_time: 0.002, memory: 10180, loss_action_cls: 0.0501, recall@thr=0.5: 0.6973, prec@thr=0.5: 0.7734, recall@top3: 0.7955, prec@top3: 0.6546, recall@top5: 0.9228, prec@top5: 0.4675, loss: 0.0501, grad_norm: 0.1606 2021-04-09 23:48:01,223 - mmaction - INFO - Epoch [4][2620/3842] lr: 5.259e-02, eta: 8:21:32, time: 1.219, data_time: 0.001, memory: 10180, loss_action_cls: 0.0512, recall@thr=0.5: 0.6855, prec@thr=0.5: 0.7724, recall@top3: 0.7776, prec@top3: 0.6604, recall@top5: 0.9219, prec@top5: 0.4811, loss: 0.0512, grad_norm: 0.1713 2021-04-09 23:48:25,677 - mmaction - INFO - Epoch [4][2640/3842] lr: 5.253e-02, eta: 8:21:07, time: 1.223, data_time: 0.001, memory: 10180, loss_action_cls: 0.0510, recall@thr=0.5: 0.6975, prec@thr=0.5: 0.7640, recall@top3: 0.7996, prec@top3: 0.6540, recall@top5: 0.9194, prec@top5: 0.4627, loss: 0.0510, grad_norm: 0.1679 2021-04-09 23:48:49,982 - mmaction - INFO - Epoch [4][2660/3842] lr: 5.248e-02, eta: 8:20:41, time: 1.215, data_time: 0.001, memory: 10180, loss_action_cls: 0.0503, recall@thr=0.5: 0.6911, prec@thr=0.5: 0.7785, recall@top3: 0.7907, prec@top3: 0.6641, recall@top5: 0.9272, prec@top5: 0.4789, loss: 0.0503, grad_norm: 0.1688 2021-04-09 23:49:14,495 - mmaction - INFO - Epoch [4][2680/3842] lr: 5.242e-02, eta: 8:20:16, time: 1.226, data_time: 0.001, memory: 10180, loss_action_cls: 0.0509, recall@thr=0.5: 0.6875, prec@thr=0.5: 0.7680, recall@top3: 0.7965, prec@top3: 0.6701, recall@top5: 0.9251, prec@top5: 0.4797, loss: 0.0509, grad_norm: 0.1567 2021-04-09 23:49:38,904 - mmaction - INFO - Epoch [4][2700/3842] lr: 5.237e-02, eta: 8:19:51, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0509, recall@thr=0.5: 0.6962, prec@thr=0.5: 0.7590, recall@top3: 0.7820, prec@top3: 0.6678, recall@top5: 0.9194, prec@top5: 0.4835, loss: 0.0509, grad_norm: 0.1644 2021-04-09 23:50:03,264 - mmaction - INFO - Epoch [4][2720/3842] lr: 5.231e-02, eta: 8:19:25, time: 1.217, data_time: 0.001, memory: 10180, loss_action_cls: 0.0506, recall@thr=0.5: 0.6722, prec@thr=0.5: 0.7704, recall@top3: 0.7872, prec@top3: 0.6517, recall@top5: 0.9148, prec@top5: 0.4653, loss: 0.0506, grad_norm: 0.1696 2021-04-09 23:50:27,691 - mmaction - INFO - Epoch [4][2740/3842] lr: 5.225e-02, eta: 8:19:00, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0509, recall@thr=0.5: 0.6898, prec@thr=0.5: 0.7651, recall@top3: 0.7860, prec@top3: 0.6546, recall@top5: 0.9206, prec@top5: 0.4741, loss: 0.0509, grad_norm: 0.1691 2021-04-09 23:50:52,194 - mmaction - INFO - Epoch [4][2760/3842] lr: 5.220e-02, eta: 8:18:34, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0487, recall@thr=0.5: 0.6891, prec@thr=0.5: 0.7807, recall@top3: 0.7935, prec@top3: 0.6572, recall@top5: 0.9201, prec@top5: 0.4697, loss: 0.0487, grad_norm: 0.1749 2021-04-09 23:51:16,581 - mmaction - INFO - Epoch [4][2780/3842] lr: 5.214e-02, eta: 8:18:09, time: 1.220, data_time: 0.001, memory: 10180, loss_action_cls: 0.0485, recall@thr=0.5: 0.6789, prec@thr=0.5: 0.7676, recall@top3: 0.8027, prec@top3: 0.6556, recall@top5: 0.9255, prec@top5: 0.4632, loss: 0.0485, grad_norm: 0.1719 2021-04-09 23:51:41,003 - mmaction - INFO - Epoch [4][2800/3842] lr: 5.208e-02, eta: 8:17:44, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0492, recall@thr=0.5: 0.6936, prec@thr=0.5: 0.7626, recall@top3: 0.7870, prec@top3: 0.6605, recall@top5: 0.9163, prec@top5: 0.4712, loss: 0.0492, grad_norm: 0.1742 2021-04-09 23:52:05,350 - mmaction - INFO - Epoch [4][2820/3842] lr: 5.203e-02, eta: 8:17:18, time: 1.217, data_time: 0.001, memory: 10180, loss_action_cls: 0.0475, recall@thr=0.5: 0.7011, prec@thr=0.5: 0.7802, recall@top3: 0.7981, prec@top3: 0.6740, recall@top5: 0.9330, prec@top5: 0.4845, loss: 0.0475, grad_norm: 0.1678 2021-04-09 23:52:29,750 - mmaction - INFO - Epoch [4][2840/3842] lr: 5.197e-02, eta: 8:16:53, time: 1.219, data_time: 0.001, memory: 10180, loss_action_cls: 0.0492, recall@thr=0.5: 0.7130, prec@thr=0.5: 0.7752, recall@top3: 0.7970, prec@top3: 0.6722, recall@top5: 0.9279, prec@top5: 0.4813, loss: 0.0492, grad_norm: 0.1596 2021-04-09 23:52:54,336 - mmaction - INFO - Epoch [4][2860/3842] lr: 5.191e-02, eta: 8:16:27, time: 1.228, data_time: 0.002, memory: 10180, loss_action_cls: 0.0509, recall@thr=0.5: 0.6763, prec@thr=0.5: 0.7660, recall@top3: 0.7850, prec@top3: 0.6412, recall@top5: 0.9179, prec@top5: 0.4603, loss: 0.0509, grad_norm: 0.1777 2021-04-09 23:53:18,766 - mmaction - INFO - Epoch [4][2880/3842] lr: 5.186e-02, eta: 8:16:02, time: 1.221, data_time: 0.002, memory: 10180, loss_action_cls: 0.0479, recall@thr=0.5: 0.6909, prec@thr=0.5: 0.7762, recall@top3: 0.7860, prec@top3: 0.6610, recall@top5: 0.9214, prec@top5: 0.4752, loss: 0.0479, grad_norm: 0.1609 2021-04-09 23:53:43,176 - mmaction - INFO - Epoch [4][2900/3842] lr: 5.180e-02, eta: 8:15:37, time: 1.222, data_time: 0.003, memory: 10180, loss_action_cls: 0.0479, recall@thr=0.5: 0.6990, prec@thr=0.5: 0.7838, recall@top3: 0.8004, prec@top3: 0.6734, recall@top5: 0.9292, prec@top5: 0.4816, loss: 0.0479, grad_norm: 0.1562 2021-04-09 23:54:07,598 - mmaction - INFO - Epoch [4][2920/3842] lr: 5.174e-02, eta: 8:15:11, time: 1.220, data_time: 0.002, memory: 10180, loss_action_cls: 0.0503, recall@thr=0.5: 0.6989, prec@thr=0.5: 0.7739, recall@top3: 0.7938, prec@top3: 0.6695, recall@top5: 0.9213, prec@top5: 0.4774, loss: 0.0503, grad_norm: 0.1650 2021-04-09 23:54:32,036 - mmaction - INFO - Epoch [4][2940/3842] lr: 5.169e-02, eta: 8:14:46, time: 1.224, data_time: 0.002, memory: 10180, loss_action_cls: 0.0498, recall@thr=0.5: 0.6911, prec@thr=0.5: 0.7743, recall@top3: 0.7960, prec@top3: 0.6635, recall@top5: 0.9200, prec@top5: 0.4704, loss: 0.0498, grad_norm: 0.1614 2021-04-09 23:54:56,361 - mmaction - INFO - Epoch [4][2960/3842] lr: 5.163e-02, eta: 8:14:20, time: 1.216, data_time: 0.001, memory: 10180, loss_action_cls: 0.0486, recall@thr=0.5: 0.6820, prec@thr=0.5: 0.7573, recall@top3: 0.7925, prec@top3: 0.6501, recall@top5: 0.9219, prec@top5: 0.4652, loss: 0.0486, grad_norm: 0.1672 2021-04-09 23:55:20,806 - mmaction - INFO - Epoch [4][2980/3842] lr: 5.157e-02, eta: 8:13:55, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0482, recall@thr=0.5: 0.6826, prec@thr=0.5: 0.7770, recall@top3: 0.7983, prec@top3: 0.6636, recall@top5: 0.9309, prec@top5: 0.4761, loss: 0.0482, grad_norm: 0.1654 2021-04-09 23:55:45,309 - mmaction - INFO - Epoch [4][3000/3842] lr: 5.152e-02, eta: 8:13:30, time: 1.224, data_time: 0.002, memory: 10180, loss_action_cls: 0.0491, recall@thr=0.5: 0.6883, prec@thr=0.5: 0.7686, recall@top3: 0.7828, prec@top3: 0.6727, recall@top5: 0.9192, prec@top5: 0.4816, loss: 0.0491, grad_norm: 0.1757 2021-04-09 23:56:09,716 - mmaction - INFO - Epoch [4][3020/3842] lr: 5.146e-02, eta: 8:13:04, time: 1.221, data_time: 0.003, memory: 10180, loss_action_cls: 0.0488, recall@thr=0.5: 0.6900, prec@thr=0.5: 0.7726, recall@top3: 0.7993, prec@top3: 0.6640, recall@top5: 0.9247, prec@top5: 0.4733, loss: 0.0488, grad_norm: 0.1574 2021-04-09 23:56:34,191 - mmaction - INFO - Epoch [4][3040/3842] lr: 5.140e-02, eta: 8:12:39, time: 1.223, data_time: 0.002, memory: 10180, loss_action_cls: 0.0496, recall@thr=0.5: 0.6879, prec@thr=0.5: 0.7812, recall@top3: 0.7865, prec@top3: 0.6624, recall@top5: 0.9182, prec@top5: 0.4755, loss: 0.0496, grad_norm: 0.1583 2021-04-09 23:56:58,620 - mmaction - INFO - Epoch [4][3060/3842] lr: 5.135e-02, eta: 8:12:14, time: 1.221, data_time: 0.003, memory: 10180, loss_action_cls: 0.0485, recall@thr=0.5: 0.6998, prec@thr=0.5: 0.7819, recall@top3: 0.7942, prec@top3: 0.6684, recall@top5: 0.9240, prec@top5: 0.4769, loss: 0.0485, grad_norm: 0.1665 2021-04-09 23:57:22,979 - mmaction - INFO - Epoch [4][3080/3842] lr: 5.129e-02, eta: 8:11:48, time: 1.219, data_time: 0.003, memory: 10180, loss_action_cls: 0.0475, recall@thr=0.5: 0.7137, prec@thr=0.5: 0.7807, recall@top3: 0.8038, prec@top3: 0.6721, recall@top5: 0.9292, prec@top5: 0.4775, loss: 0.0475, grad_norm: 0.1617 2021-04-09 23:57:47,523 - mmaction - INFO - Epoch [4][3100/3842] lr: 5.123e-02, eta: 8:11:23, time: 1.227, data_time: 0.001, memory: 10180, loss_action_cls: 0.0496, recall@thr=0.5: 0.6852, prec@thr=0.5: 0.7836, recall@top3: 0.7869, prec@top3: 0.6522, recall@top5: 0.9203, prec@top5: 0.4698, loss: 0.0496, grad_norm: 0.1693 2021-04-09 23:58:12,067 - mmaction - INFO - Epoch [4][3120/3842] lr: 5.118e-02, eta: 8:10:58, time: 1.227, data_time: 0.001, memory: 10180, loss_action_cls: 0.0493, recall@thr=0.5: 0.6926, prec@thr=0.5: 0.7738, recall@top3: 0.7885, prec@top3: 0.6615, recall@top5: 0.9198, prec@top5: 0.4746, loss: 0.0493, grad_norm: 0.1664 2021-04-09 23:58:36,321 - mmaction - INFO - Epoch [4][3140/3842] lr: 5.112e-02, eta: 8:10:32, time: 1.213, data_time: 0.001, memory: 10180, loss_action_cls: 0.0489, recall@thr=0.5: 0.6786, prec@thr=0.5: 0.7611, recall@top3: 0.7920, prec@top3: 0.6534, recall@top5: 0.9267, prec@top5: 0.4698, loss: 0.0489, grad_norm: 0.1713 2021-04-09 23:59:00,898 - mmaction - INFO - Epoch [4][3160/3842] lr: 5.106e-02, eta: 8:10:07, time: 1.228, data_time: 0.001, memory: 10180, loss_action_cls: 0.0513, recall@thr=0.5: 0.6962, prec@thr=0.5: 0.7770, recall@top3: 0.7892, prec@top3: 0.6726, recall@top5: 0.9223, prec@top5: 0.4835, loss: 0.0513, grad_norm: 0.1599 2021-04-09 23:59:25,243 - mmaction - INFO - Epoch [4][3180/3842] lr: 5.100e-02, eta: 8:09:42, time: 1.217, data_time: 0.002, memory: 10180, loss_action_cls: 0.0505, recall@thr=0.5: 0.6865, prec@thr=0.5: 0.7787, recall@top3: 0.7886, prec@top3: 0.6773, recall@top5: 0.9243, prec@top5: 0.4882, loss: 0.0505, grad_norm: 0.1661 2021-04-09 23:59:49,725 - mmaction - INFO - Epoch [4][3200/3842] lr: 5.095e-02, eta: 8:09:16, time: 1.224, data_time: 0.002, memory: 10180, loss_action_cls: 0.0503, recall@thr=0.5: 0.6823, prec@thr=0.5: 0.7582, recall@top3: 0.7887, prec@top3: 0.6608, recall@top5: 0.9214, prec@top5: 0.4748, loss: 0.0503, grad_norm: 0.1681 2021-04-10 00:00:14,359 - mmaction - INFO - Epoch [4][3220/3842] lr: 5.089e-02, eta: 8:08:51, time: 1.226, data_time: 0.001, memory: 10180, loss_action_cls: 0.0513, recall@thr=0.5: 0.6838, prec@thr=0.5: 0.7698, recall@top3: 0.7872, prec@top3: 0.6524, recall@top5: 0.9207, prec@top5: 0.4694, loss: 0.0513, grad_norm: 0.1641 2021-04-10 00:00:46,458 - mmaction - INFO - Epoch [4][3240/3842] lr: 5.083e-02, eta: 8:08:38, time: 1.611, data_time: 0.390, memory: 10180, loss_action_cls: 0.0490, recall@thr=0.5: 0.6889, prec@thr=0.5: 0.7684, recall@top3: 0.7936, prec@top3: 0.6649, recall@top5: 0.9251, prec@top5: 0.4758, loss: 0.0490, grad_norm: 0.1639 2021-04-10 00:01:10,902 - mmaction - INFO - Epoch [4][3260/3842] lr: 5.077e-02, eta: 8:08:13, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0495, recall@thr=0.5: 0.6735, prec@thr=0.5: 0.7681, recall@top3: 0.7862, prec@top3: 0.6643, recall@top5: 0.9192, prec@top5: 0.4750, loss: 0.0495, grad_norm: 0.1799 2021-04-10 00:01:35,532 - mmaction - INFO - Epoch [4][3280/3842] lr: 5.072e-02, eta: 8:07:48, time: 1.232, data_time: 0.002, memory: 10180, loss_action_cls: 0.0505, recall@thr=0.5: 0.6901, prec@thr=0.5: 0.7682, recall@top3: 0.7938, prec@top3: 0.6589, recall@top5: 0.9227, prec@top5: 0.4702, loss: 0.0505, grad_norm: 0.1599 2021-04-10 00:01:59,929 - mmaction - INFO - Epoch [4][3300/3842] lr: 5.066e-02, eta: 8:07:23, time: 1.220, data_time: 0.001, memory: 10180, loss_action_cls: 0.0508, recall@thr=0.5: 0.6876, prec@thr=0.5: 0.7744, recall@top3: 0.7875, prec@top3: 0.6593, recall@top5: 0.9213, prec@top5: 0.4723, loss: 0.0508, grad_norm: 0.1599 2021-04-10 00:02:24,433 - mmaction - INFO - Epoch [4][3320/3842] lr: 5.060e-02, eta: 8:06:57, time: 1.225, data_time: 0.002, memory: 10180, loss_action_cls: 0.0483, recall@thr=0.5: 0.6923, prec@thr=0.5: 0.7688, recall@top3: 0.7931, prec@top3: 0.6640, recall@top5: 0.9191, prec@top5: 0.4724, loss: 0.0483, grad_norm: 0.1732 2021-04-10 00:02:48,997 - mmaction - INFO - Epoch [4][3340/3842] lr: 5.054e-02, eta: 8:06:32, time: 1.229, data_time: 0.002, memory: 10180, loss_action_cls: 0.0488, recall@thr=0.5: 0.6962, prec@thr=0.5: 0.7686, recall@top3: 0.7922, prec@top3: 0.6706, recall@top5: 0.9166, prec@top5: 0.4773, loss: 0.0488, grad_norm: 0.1655 2021-04-10 00:03:13,404 - mmaction - INFO - Epoch [4][3360/3842] lr: 5.049e-02, eta: 8:06:07, time: 1.219, data_time: 0.002, memory: 10180, loss_action_cls: 0.0501, recall@thr=0.5: 0.6893, prec@thr=0.5: 0.7672, recall@top3: 0.7927, prec@top3: 0.6579, recall@top5: 0.9170, prec@top5: 0.4679, loss: 0.0501, grad_norm: 0.1641 2021-04-10 00:03:37,822 - mmaction - INFO - Epoch [4][3380/3842] lr: 5.043e-02, eta: 8:05:41, time: 1.222, data_time: 0.003, memory: 10180, loss_action_cls: 0.0488, recall@thr=0.5: 0.6759, prec@thr=0.5: 0.7639, recall@top3: 0.7751, prec@top3: 0.6600, recall@top5: 0.9153, prec@top5: 0.4772, loss: 0.0488, grad_norm: 0.1682 2021-04-10 00:04:02,317 - mmaction - INFO - Epoch [4][3400/3842] lr: 5.037e-02, eta: 8:05:16, time: 1.225, data_time: 0.002, memory: 10180, loss_action_cls: 0.0485, recall@thr=0.5: 0.7070, prec@thr=0.5: 0.7770, recall@top3: 0.7959, prec@top3: 0.6705, recall@top5: 0.9227, prec@top5: 0.4763, loss: 0.0485, grad_norm: 0.1692 2021-04-10 00:04:26,784 - mmaction - INFO - Epoch [4][3420/3842] lr: 5.031e-02, eta: 8:04:51, time: 1.224, data_time: 0.001, memory: 10180, loss_action_cls: 0.0476, recall@thr=0.5: 0.6856, prec@thr=0.5: 0.7822, recall@top3: 0.7991, prec@top3: 0.6578, recall@top5: 0.9264, prec@top5: 0.4715, loss: 0.0476, grad_norm: 0.1706 2021-04-10 00:04:51,230 - mmaction - INFO - Epoch [4][3440/3842] lr: 5.026e-02, eta: 8:04:26, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0513, recall@thr=0.5: 0.6829, prec@thr=0.5: 0.7711, recall@top3: 0.7846, prec@top3: 0.6687, recall@top5: 0.9188, prec@top5: 0.4811, loss: 0.0513, grad_norm: 0.1676 2021-04-10 00:05:15,723 - mmaction - INFO - Epoch [4][3460/3842] lr: 5.020e-02, eta: 8:04:00, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0494, recall@thr=0.5: 0.7088, prec@thr=0.5: 0.7753, recall@top3: 0.7990, prec@top3: 0.6729, recall@top5: 0.9305, prec@top5: 0.4829, loss: 0.0494, grad_norm: 0.1691 2021-04-10 00:05:48,500 - mmaction - INFO - Epoch [4][3480/3842] lr: 5.014e-02, eta: 8:03:48, time: 1.627, data_time: 0.001, memory: 10180, loss_action_cls: 0.0469, recall@thr=0.5: 0.7075, prec@thr=0.5: 0.7893, recall@top3: 0.7995, prec@top3: 0.6744, recall@top5: 0.9223, prec@top5: 0.4774, loss: 0.0469, grad_norm: 0.1625 2021-04-10 00:06:12,908 - mmaction - INFO - Epoch [4][3500/3842] lr: 5.008e-02, eta: 8:03:23, time: 1.231, data_time: 0.018, memory: 10180, loss_action_cls: 0.0479, recall@thr=0.5: 0.7089, prec@thr=0.5: 0.7878, recall@top3: 0.7908, prec@top3: 0.6688, recall@top5: 0.9218, prec@top5: 0.4795, loss: 0.0479, grad_norm: 0.1717 2021-04-10 00:06:37,333 - mmaction - INFO - Epoch [4][3520/3842] lr: 5.003e-02, eta: 8:02:57, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0475, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7842, recall@top3: 0.8036, prec@top3: 0.6863, recall@top5: 0.9263, prec@top5: 0.4850, loss: 0.0475, grad_norm: 0.1646 2021-04-10 00:07:01,787 - mmaction - INFO - Epoch [4][3540/3842] lr: 4.997e-02, eta: 8:02:32, time: 1.223, data_time: 0.001, memory: 10180, loss_action_cls: 0.0493, recall@thr=0.5: 0.6987, prec@thr=0.5: 0.7844, recall@top3: 0.7994, prec@top3: 0.6680, recall@top5: 0.9273, prec@top5: 0.4747, loss: 0.0493, grad_norm: 0.1590 2021-04-10 00:07:26,203 - mmaction - INFO - Epoch [4][3560/3842] lr: 4.991e-02, eta: 8:02:07, time: 1.220, data_time: 0.001, memory: 10180, loss_action_cls: 0.0498, recall@thr=0.5: 0.6837, prec@thr=0.5: 0.7740, recall@top3: 0.7949, prec@top3: 0.6614, recall@top5: 0.9177, prec@top5: 0.4686, loss: 0.0498, grad_norm: 0.1706 2021-04-10 00:07:50,530 - mmaction - INFO - Epoch [4][3580/3842] lr: 4.985e-02, eta: 8:01:41, time: 1.216, data_time: 0.001, memory: 10180, loss_action_cls: 0.0477, recall@thr=0.5: 0.6898, prec@thr=0.5: 0.7753, recall@top3: 0.7980, prec@top3: 0.6636, recall@top5: 0.9246, prec@top5: 0.4720, loss: 0.0477, grad_norm: 0.1775 2021-04-10 00:08:14,971 - mmaction - INFO - Epoch [4][3600/3842] lr: 4.979e-02, eta: 8:01:16, time: 1.222, data_time: 0.002, memory: 10180, loss_action_cls: 0.0483, recall@thr=0.5: 0.6844, prec@thr=0.5: 0.7732, recall@top3: 0.7960, prec@top3: 0.6603, recall@top5: 0.9217, prec@top5: 0.4684, loss: 0.0483, grad_norm: 0.1704 2021-04-10 00:08:39,441 - mmaction - INFO - Epoch [4][3620/3842] lr: 4.974e-02, eta: 8:00:50, time: 1.223, data_time: 0.005, memory: 10180, loss_action_cls: 0.0472, recall@thr=0.5: 0.7012, prec@thr=0.5: 0.7822, recall@top3: 0.7968, prec@top3: 0.6780, recall@top5: 0.9251, prec@top5: 0.4848, loss: 0.0472, grad_norm: 0.1641 2021-04-10 00:09:03,841 - mmaction - INFO - Epoch [4][3640/3842] lr: 4.968e-02, eta: 8:00:25, time: 1.221, data_time: 0.002, memory: 10180, loss_action_cls: 0.0502, recall@thr=0.5: 0.6813, prec@thr=0.5: 0.7737, recall@top3: 0.7866, prec@top3: 0.6621, recall@top5: 0.9209, prec@top5: 0.4771, loss: 0.0502, grad_norm: 0.1696 2021-04-10 00:09:28,367 - mmaction - INFO - Epoch [4][3660/3842] lr: 4.962e-02, eta: 8:00:00, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0496, recall@thr=0.5: 0.6887, prec@thr=0.5: 0.7748, recall@top3: 0.7893, prec@top3: 0.6588, recall@top5: 0.9226, prec@top5: 0.4736, loss: 0.0496, grad_norm: 0.1664 2021-04-10 00:09:52,722 - mmaction - INFO - Epoch [4][3680/3842] lr: 4.956e-02, eta: 7:59:34, time: 1.218, data_time: 0.002, memory: 10180, loss_action_cls: 0.0467, recall@thr=0.5: 0.6904, prec@thr=0.5: 0.7726, recall@top3: 0.8030, prec@top3: 0.6579, recall@top5: 0.9258, prec@top5: 0.4654, loss: 0.0467, grad_norm: 0.1587 2021-04-10 00:10:17,137 - mmaction - INFO - Epoch [4][3700/3842] lr: 4.950e-02, eta: 7:59:09, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0479, recall@thr=0.5: 0.7087, prec@thr=0.5: 0.7771, recall@top3: 0.7970, prec@top3: 0.6741, recall@top5: 0.9260, prec@top5: 0.4827, loss: 0.0479, grad_norm: 0.1697 2021-04-10 00:10:41,568 - mmaction - INFO - Epoch [4][3720/3842] lr: 4.945e-02, eta: 7:58:44, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0500, recall@thr=0.5: 0.6899, prec@thr=0.5: 0.7775, recall@top3: 0.7903, prec@top3: 0.6612, recall@top5: 0.9216, prec@top5: 0.4731, loss: 0.0500, grad_norm: 0.1719 2021-04-10 00:11:06,053 - mmaction - INFO - Epoch [4][3740/3842] lr: 4.939e-02, eta: 7:58:18, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0510, recall@thr=0.5: 0.6710, prec@thr=0.5: 0.7559, recall@top3: 0.7805, prec@top3: 0.6568, recall@top5: 0.9146, prec@top5: 0.4727, loss: 0.0510, grad_norm: 0.1777 2021-04-10 00:11:30,569 - mmaction - INFO - Epoch [4][3760/3842] lr: 4.933e-02, eta: 7:57:53, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0491, recall@thr=0.5: 0.6860, prec@thr=0.5: 0.7675, recall@top3: 0.7790, prec@top3: 0.6602, recall@top5: 0.9220, prec@top5: 0.4785, loss: 0.0491, grad_norm: 0.1778 2021-04-10 00:11:55,072 - mmaction - INFO - Epoch [4][3780/3842] lr: 4.927e-02, eta: 7:57:28, time: 1.223, data_time: 0.001, memory: 10180, loss_action_cls: 0.0476, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7766, recall@top3: 0.8028, prec@top3: 0.6729, recall@top5: 0.9247, prec@top5: 0.4763, loss: 0.0476, grad_norm: 0.1696 2021-04-10 00:12:19,522 - mmaction - INFO - Epoch [4][3800/3842] lr: 4.921e-02, eta: 7:57:03, time: 1.225, data_time: 0.003, memory: 10180, loss_action_cls: 0.0473, recall@thr=0.5: 0.6920, prec@thr=0.5: 0.7825, recall@top3: 0.7996, prec@top3: 0.6656, recall@top5: 0.9253, prec@top5: 0.4738, loss: 0.0473, grad_norm: 0.1663 2021-04-10 00:12:43,944 - mmaction - INFO - Epoch [4][3820/3842] lr: 4.916e-02, eta: 7:56:37, time: 1.220, data_time: 0.001, memory: 10180, loss_action_cls: 0.0474, recall@thr=0.5: 0.7084, prec@thr=0.5: 0.7869, recall@top3: 0.7962, prec@top3: 0.6749, recall@top5: 0.9242, prec@top5: 0.4831, loss: 0.0474, grad_norm: 0.1707 2021-04-10 00:13:08,295 - mmaction - INFO - Epoch [4][3840/3842] lr: 4.910e-02, eta: 7:56:12, time: 1.218, data_time: 0.002, memory: 10180, loss_action_cls: 0.0485, recall@thr=0.5: 0.7135, prec@thr=0.5: 0.7809, recall@top3: 0.7971, prec@top3: 0.6738, recall@top5: 0.9214, prec@top5: 0.4786, loss: 0.0485, grad_norm: 0.1671 2021-04-10 00:13:28,270 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-04-10 00:31:50,730 - mmaction - INFO - Evaluating mAP ... 2021-04-10 00:37:37,928 - mmaction - INFO - mAP@0.5IOU 0.2524 2021-04-10 00:37:38,294 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_4.pth. 2021-04-10 00:37:38,294 - mmaction - INFO - Best mAP@0.5IOU is 0.2524 at 4 epoch. 2021-04-10 00:37:39,452 - mmaction - INFO - Epoch(val) [4][3842] mAP@0.5IOU: 0.2524 2021-04-10 00:38:52,934 - mmaction - INFO - Epoch [5][20/3842] lr: 4.903e-02, eta: 7:56:54, time: 3.672, data_time: 2.476, memory: 10180, loss_action_cls: 0.0499, recall@thr=0.5: 0.6902, prec@thr=0.5: 0.7794, recall@top3: 0.7903, prec@top3: 0.6775, recall@top5: 0.9241, prec@top5: 0.4850, loss: 0.0499, grad_norm: 0.1764 2021-04-10 00:39:17,096 - mmaction - INFO - Epoch [5][40/3842] lr: 4.897e-02, eta: 7:56:28, time: 1.210, data_time: 0.003, memory: 10180, loss_action_cls: 0.0471, recall@thr=0.5: 0.7086, prec@thr=0.5: 0.7847, recall@top3: 0.8008, prec@top3: 0.6826, recall@top5: 0.9306, prec@top5: 0.4873, loss: 0.0471, grad_norm: 0.1657 2021-04-10 00:39:41,329 - mmaction - INFO - Epoch [5][60/3842] lr: 4.892e-02, eta: 7:56:02, time: 1.212, data_time: 0.001, memory: 10180, loss_action_cls: 0.0469, recall@thr=0.5: 0.6965, prec@thr=0.5: 0.7835, recall@top3: 0.8033, prec@top3: 0.6598, recall@top5: 0.9335, prec@top5: 0.4719, loss: 0.0469, grad_norm: 0.1707 2021-04-10 00:40:05,574 - mmaction - INFO - Epoch [5][80/3842] lr: 4.886e-02, eta: 7:55:36, time: 1.212, data_time: 0.001, memory: 10180, loss_action_cls: 0.0473, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7806, recall@top3: 0.8005, prec@top3: 0.6685, recall@top5: 0.9310, prec@top5: 0.4771, loss: 0.0473, grad_norm: 0.1728 2021-04-10 00:40:29,801 - mmaction - INFO - Epoch [5][100/3842] lr: 4.880e-02, eta: 7:55:11, time: 1.212, data_time: 0.001, memory: 10180, loss_action_cls: 0.0488, recall@thr=0.5: 0.7030, prec@thr=0.5: 0.7818, recall@top3: 0.7981, prec@top3: 0.6707, recall@top5: 0.9245, prec@top5: 0.4797, loss: 0.0488, grad_norm: 0.1687 2021-04-10 00:40:54,171 - mmaction - INFO - Epoch [5][120/3842] lr: 4.874e-02, eta: 7:54:45, time: 1.218, data_time: 0.001, memory: 10180, loss_action_cls: 0.0477, recall@thr=0.5: 0.7078, prec@thr=0.5: 0.7984, recall@top3: 0.8108, prec@top3: 0.6710, recall@top5: 0.9273, prec@top5: 0.4729, loss: 0.0477, grad_norm: 0.1621 2021-04-10 00:41:18,340 - mmaction - INFO - Epoch [5][140/3842] lr: 4.868e-02, eta: 7:54:19, time: 1.209, data_time: 0.001, memory: 10180, loss_action_cls: 0.0468, recall@thr=0.5: 0.6950, prec@thr=0.5: 0.7799, recall@top3: 0.7995, prec@top3: 0.6582, recall@top5: 0.9270, prec@top5: 0.4692, loss: 0.0468, grad_norm: 0.1680 2021-04-10 00:41:42,781 - mmaction - INFO - Epoch [5][160/3842] lr: 4.862e-02, eta: 7:53:54, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0470, recall@thr=0.5: 0.7129, prec@thr=0.5: 0.7965, recall@top3: 0.8011, prec@top3: 0.6677, recall@top5: 0.9315, prec@top5: 0.4777, loss: 0.0470, grad_norm: 0.1697 2021-04-10 00:42:06,994 - mmaction - INFO - Epoch [5][180/3842] lr: 4.856e-02, eta: 7:53:28, time: 1.212, data_time: 0.002, memory: 10180, loss_action_cls: 0.0454, recall@thr=0.5: 0.6945, prec@thr=0.5: 0.7734, recall@top3: 0.8039, prec@top3: 0.6589, recall@top5: 0.9257, prec@top5: 0.4689, loss: 0.0454, grad_norm: 0.1679 2021-04-10 00:42:31,481 - mmaction - INFO - Epoch [5][200/3842] lr: 4.851e-02, eta: 7:53:03, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0497, recall@thr=0.5: 0.6984, prec@thr=0.5: 0.7783, recall@top3: 0.7967, prec@top3: 0.6733, recall@top5: 0.9225, prec@top5: 0.4781, loss: 0.0497, grad_norm: 0.1679 2021-04-10 00:42:55,768 - mmaction - INFO - Epoch [5][220/3842] lr: 4.845e-02, eta: 7:52:37, time: 1.216, data_time: 0.003, memory: 10180, loss_action_cls: 0.0467, recall@thr=0.5: 0.6943, prec@thr=0.5: 0.7794, recall@top3: 0.8038, prec@top3: 0.6494, recall@top5: 0.9273, prec@top5: 0.4618, loss: 0.0467, grad_norm: 0.1726 2021-04-10 00:43:20,277 - mmaction - INFO - Epoch [5][240/3842] lr: 4.839e-02, eta: 7:52:12, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0486, recall@thr=0.5: 0.6981, prec@thr=0.5: 0.7743, recall@top3: 0.7970, prec@top3: 0.6663, recall@top5: 0.9251, prec@top5: 0.4753, loss: 0.0486, grad_norm: 0.1744 2021-04-10 00:43:44,876 - mmaction - INFO - Epoch [5][260/3842] lr: 4.833e-02, eta: 7:51:46, time: 1.230, data_time: 0.001, memory: 10180, loss_action_cls: 0.0450, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.7946, recall@top3: 0.8051, prec@top3: 0.6806, recall@top5: 0.9280, prec@top5: 0.4828, loss: 0.0450, grad_norm: 0.1649 2021-04-10 00:44:09,255 - mmaction - INFO - Epoch [5][280/3842] lr: 4.827e-02, eta: 7:51:21, time: 1.219, data_time: 0.002, memory: 10180, loss_action_cls: 0.0487, recall@thr=0.5: 0.6911, prec@thr=0.5: 0.7681, recall@top3: 0.7902, prec@top3: 0.6605, recall@top5: 0.9202, prec@top5: 0.4733, loss: 0.0487, grad_norm: 0.1842 2021-04-10 00:44:33,721 - mmaction - INFO - Epoch [5][300/3842] lr: 4.821e-02, eta: 7:50:56, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0482, recall@thr=0.5: 0.6891, prec@thr=0.5: 0.7692, recall@top3: 0.7910, prec@top3: 0.6539, recall@top5: 0.9267, prec@top5: 0.4699, loss: 0.0482, grad_norm: 0.1710 2021-04-10 00:44:59,466 - mmaction - INFO - Epoch [5][320/3842] lr: 4.815e-02, eta: 7:50:32, time: 1.287, data_time: 0.075, memory: 10180, loss_action_cls: 0.0479, recall@thr=0.5: 0.7079, prec@thr=0.5: 0.7800, recall@top3: 0.7995, prec@top3: 0.6815, recall@top5: 0.9315, prec@top5: 0.4873, loss: 0.0479, grad_norm: 0.1687 2021-04-10 00:45:23,694 - mmaction - INFO - Epoch [5][340/3842] lr: 4.810e-02, eta: 7:50:06, time: 1.213, data_time: 0.003, memory: 10180, loss_action_cls: 0.0494, recall@thr=0.5: 0.7032, prec@thr=0.5: 0.7789, recall@top3: 0.7925, prec@top3: 0.6669, recall@top5: 0.9273, prec@top5: 0.4793, loss: 0.0494, grad_norm: 0.1663 2021-04-10 00:45:48,126 - mmaction - INFO - Epoch [5][360/3842] lr: 4.804e-02, eta: 7:49:41, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0465, recall@thr=0.5: 0.7036, prec@thr=0.5: 0.7773, recall@top3: 0.8027, prec@top3: 0.6631, recall@top5: 0.9318, prec@top5: 0.4738, loss: 0.0465, grad_norm: 0.1790 2021-04-10 00:46:12,512 - mmaction - INFO - Epoch [5][380/3842] lr: 4.798e-02, eta: 7:49:15, time: 1.220, data_time: 0.002, memory: 10180, loss_action_cls: 0.0477, recall@thr=0.5: 0.6908, prec@thr=0.5: 0.7806, recall@top3: 0.7961, prec@top3: 0.6696, recall@top5: 0.9225, prec@top5: 0.4779, loss: 0.0477, grad_norm: 0.1821 2021-04-10 00:46:36,923 - mmaction - INFO - Epoch [5][400/3842] lr: 4.792e-02, eta: 7:48:50, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0479, recall@thr=0.5: 0.7002, prec@thr=0.5: 0.7748, recall@top3: 0.7975, prec@top3: 0.6655, recall@top5: 0.9218, prec@top5: 0.4743, loss: 0.0479, grad_norm: 0.1759 2021-04-10 00:47:01,507 - mmaction - INFO - Epoch [5][420/3842] lr: 4.786e-02, eta: 7:48:25, time: 1.230, data_time: 0.001, memory: 10180, loss_action_cls: 0.0483, recall@thr=0.5: 0.6973, prec@thr=0.5: 0.7808, recall@top3: 0.8006, prec@top3: 0.6610, recall@top5: 0.9249, prec@top5: 0.4695, loss: 0.0483, grad_norm: 0.1701 2021-04-10 00:47:26,049 - mmaction - INFO - Epoch [5][440/3842] lr: 4.780e-02, eta: 7:47:59, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0477, recall@thr=0.5: 0.7019, prec@thr=0.5: 0.7792, recall@top3: 0.7957, prec@top3: 0.6744, recall@top5: 0.9242, prec@top5: 0.4810, loss: 0.0477, grad_norm: 0.1723 2021-04-10 00:47:50,485 - mmaction - INFO - Epoch [5][460/3842] lr: 4.774e-02, eta: 7:47:34, time: 1.224, data_time: 0.003, memory: 10180, loss_action_cls: 0.0459, recall@thr=0.5: 0.7130, prec@thr=0.5: 0.7869, recall@top3: 0.7976, prec@top3: 0.6790, recall@top5: 0.9301, prec@top5: 0.4861, loss: 0.0459, grad_norm: 0.1664 2021-04-10 00:48:14,908 - mmaction - INFO - Epoch [5][480/3842] lr: 4.768e-02, eta: 7:47:09, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0472, recall@thr=0.5: 0.7046, prec@thr=0.5: 0.7838, recall@top3: 0.8074, prec@top3: 0.6715, recall@top5: 0.9295, prec@top5: 0.4748, loss: 0.0472, grad_norm: 0.1721 2021-04-10 00:48:39,251 - mmaction - INFO - Epoch [5][500/3842] lr: 4.762e-02, eta: 7:46:43, time: 1.216, data_time: 0.001, memory: 10180, loss_action_cls: 0.0493, recall@thr=0.5: 0.6912, prec@thr=0.5: 0.7755, recall@top3: 0.7926, prec@top3: 0.6679, recall@top5: 0.9281, prec@top5: 0.4803, loss: 0.0493, grad_norm: 0.1768 2021-04-10 00:49:03,600 - mmaction - INFO - Epoch [5][520/3842] lr: 4.756e-02, eta: 7:46:18, time: 1.218, data_time: 0.001, memory: 10180, loss_action_cls: 0.0457, recall@thr=0.5: 0.7053, prec@thr=0.5: 0.7791, recall@top3: 0.8043, prec@top3: 0.6722, recall@top5: 0.9291, prec@top5: 0.4765, loss: 0.0457, grad_norm: 0.1795 2021-04-10 00:49:28,089 - mmaction - INFO - Epoch [5][540/3842] lr: 4.751e-02, eta: 7:45:52, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0476, recall@thr=0.5: 0.7050, prec@thr=0.5: 0.7747, recall@top3: 0.7969, prec@top3: 0.6684, recall@top5: 0.9219, prec@top5: 0.4756, loss: 0.0476, grad_norm: 0.1764 2021-04-10 00:49:52,651 - mmaction - INFO - Epoch [5][560/3842] lr: 4.745e-02, eta: 7:45:27, time: 1.228, data_time: 0.001, memory: 10180, loss_action_cls: 0.0463, recall@thr=0.5: 0.6983, prec@thr=0.5: 0.7907, recall@top3: 0.8045, prec@top3: 0.6627, recall@top5: 0.9311, prec@top5: 0.4722, loss: 0.0463, grad_norm: 0.1736 2021-04-10 00:50:17,095 - mmaction - INFO - Epoch [5][580/3842] lr: 4.739e-02, eta: 7:45:02, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0455, recall@thr=0.5: 0.7051, prec@thr=0.5: 0.7902, recall@top3: 0.8028, prec@top3: 0.6665, recall@top5: 0.9296, prec@top5: 0.4752, loss: 0.0455, grad_norm: 0.1750 2021-04-10 00:50:41,575 - mmaction - INFO - Epoch [5][600/3842] lr: 4.733e-02, eta: 7:44:36, time: 1.223, data_time: 0.002, memory: 10180, loss_action_cls: 0.0449, recall@thr=0.5: 0.7197, prec@thr=0.5: 0.7897, recall@top3: 0.8101, prec@top3: 0.6733, recall@top5: 0.9309, prec@top5: 0.4760, loss: 0.0449, grad_norm: 0.1697 2021-04-10 00:51:05,978 - mmaction - INFO - Epoch [5][620/3842] lr: 4.727e-02, eta: 7:44:11, time: 1.222, data_time: 0.003, memory: 10180, loss_action_cls: 0.0462, recall@thr=0.5: 0.7088, prec@thr=0.5: 0.7815, recall@top3: 0.7987, prec@top3: 0.6615, recall@top5: 0.9208, prec@top5: 0.4689, loss: 0.0462, grad_norm: 0.1746 2021-04-10 00:51:30,445 - mmaction - INFO - Epoch [5][640/3842] lr: 4.721e-02, eta: 7:43:46, time: 1.223, data_time: 0.001, memory: 10180, loss_action_cls: 0.0477, recall@thr=0.5: 0.6961, prec@thr=0.5: 0.7832, recall@top3: 0.8031, prec@top3: 0.6620, recall@top5: 0.9277, prec@top5: 0.4691, loss: 0.0477, grad_norm: 0.1658 2021-04-10 00:51:55,033 - mmaction - INFO - Epoch [5][660/3842] lr: 4.715e-02, eta: 7:43:20, time: 1.229, data_time: 0.001, memory: 10180, loss_action_cls: 0.0491, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7829, recall@top3: 0.8026, prec@top3: 0.6728, recall@top5: 0.9256, prec@top5: 0.4779, loss: 0.0491, grad_norm: 0.1712 2021-04-10 00:52:19,564 - mmaction - INFO - Epoch [5][680/3842] lr: 4.709e-02, eta: 7:42:55, time: 1.226, data_time: 0.001, memory: 10180, loss_action_cls: 0.0500, recall@thr=0.5: 0.6891, prec@thr=0.5: 0.7758, recall@top3: 0.7924, prec@top3: 0.6687, recall@top5: 0.9160, prec@top5: 0.4750, loss: 0.0500, grad_norm: 0.1706 2021-04-10 00:52:44,118 - mmaction - INFO - Epoch [5][700/3842] lr: 4.703e-02, eta: 7:42:30, time: 1.228, data_time: 0.002, memory: 10180, loss_action_cls: 0.0476, recall@thr=0.5: 0.6894, prec@thr=0.5: 0.7649, recall@top3: 0.7935, prec@top3: 0.6655, recall@top5: 0.9291, prec@top5: 0.4772, loss: 0.0476, grad_norm: 0.1701 2021-04-10 00:53:08,473 - mmaction - INFO - Epoch [5][720/3842] lr: 4.697e-02, eta: 7:42:04, time: 1.217, data_time: 0.001, memory: 10180, loss_action_cls: 0.0472, recall@thr=0.5: 0.7024, prec@thr=0.5: 0.7787, recall@top3: 0.8028, prec@top3: 0.6575, recall@top5: 0.9226, prec@top5: 0.4670, loss: 0.0472, grad_norm: 0.1877 2021-04-10 00:53:32,988 - mmaction - INFO - Epoch [5][740/3842] lr: 4.691e-02, eta: 7:41:39, time: 1.225, data_time: 0.002, memory: 10180, loss_action_cls: 0.0470, recall@thr=0.5: 0.7033, prec@thr=0.5: 0.7693, recall@top3: 0.7966, prec@top3: 0.6693, recall@top5: 0.9266, prec@top5: 0.4783, loss: 0.0470, grad_norm: 0.1745 2021-04-10 00:53:57,524 - mmaction - INFO - Epoch [5][760/3842] lr: 4.685e-02, eta: 7:41:14, time: 1.228, data_time: 0.008, memory: 10180, loss_action_cls: 0.0497, recall@thr=0.5: 0.6831, prec@thr=0.5: 0.7713, recall@top3: 0.7911, prec@top3: 0.6687, recall@top5: 0.9191, prec@top5: 0.4800, loss: 0.0497, grad_norm: 0.1755 2021-04-10 00:54:22,023 - mmaction - INFO - Epoch [5][780/3842] lr: 4.679e-02, eta: 7:40:49, time: 1.226, data_time: 0.002, memory: 10180, loss_action_cls: 0.0473, recall@thr=0.5: 0.7021, prec@thr=0.5: 0.7704, recall@top3: 0.7951, prec@top3: 0.6612, recall@top5: 0.9201, prec@top5: 0.4697, loss: 0.0473, grad_norm: 0.1806 2021-04-10 00:54:46,675 - mmaction - INFO - Epoch [5][800/3842] lr: 4.673e-02, eta: 7:40:24, time: 1.233, data_time: 0.001, memory: 10180, loss_action_cls: 0.0484, recall@thr=0.5: 0.6957, prec@thr=0.5: 0.7794, recall@top3: 0.8025, prec@top3: 0.6588, recall@top5: 0.9227, prec@top5: 0.4648, loss: 0.0484, grad_norm: 0.1721 2021-04-10 00:55:11,135 - mmaction - INFO - Epoch [5][820/3842] lr: 4.668e-02, eta: 7:39:58, time: 1.223, data_time: 0.001, memory: 10180, loss_action_cls: 0.0513, recall@thr=0.5: 0.6868, prec@thr=0.5: 0.7693, recall@top3: 0.7877, prec@top3: 0.6607, recall@top5: 0.9135, prec@top5: 0.4704, loss: 0.0513, grad_norm: 0.1814 2021-04-10 00:55:35,570 - mmaction - INFO - Epoch [5][840/3842] lr: 4.662e-02, eta: 7:39:33, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0467, recall@thr=0.5: 0.7050, prec@thr=0.5: 0.7922, recall@top3: 0.8014, prec@top3: 0.6770, recall@top5: 0.9300, prec@top5: 0.4830, loss: 0.0467, grad_norm: 0.1683 2021-04-10 00:56:00,069 - mmaction - INFO - Epoch [5][860/3842] lr: 4.656e-02, eta: 7:39:08, time: 1.223, data_time: 0.001, memory: 10180, loss_action_cls: 0.0482, recall@thr=0.5: 0.7037, prec@thr=0.5: 0.7791, recall@top3: 0.8035, prec@top3: 0.6636, recall@top5: 0.9276, prec@top5: 0.4700, loss: 0.0482, grad_norm: 0.1743 2021-04-10 00:56:24,655 - mmaction - INFO - Epoch [5][880/3842] lr: 4.650e-02, eta: 7:38:43, time: 1.231, data_time: 0.002, memory: 10180, loss_action_cls: 0.0478, recall@thr=0.5: 0.7034, prec@thr=0.5: 0.7825, recall@top3: 0.8030, prec@top3: 0.6766, recall@top5: 0.9360, prec@top5: 0.4873, loss: 0.0478, grad_norm: 0.1794 2021-04-10 00:56:49,256 - mmaction - INFO - Epoch [5][900/3842] lr: 4.644e-02, eta: 7:38:17, time: 1.230, data_time: 0.001, memory: 10180, loss_action_cls: 0.0460, recall@thr=0.5: 0.7045, prec@thr=0.5: 0.7772, recall@top3: 0.8053, prec@top3: 0.6658, recall@top5: 0.9229, prec@top5: 0.4689, loss: 0.0460, grad_norm: 0.1692 2021-04-10 00:57:13,772 - mmaction - INFO - Epoch [5][920/3842] lr: 4.638e-02, eta: 7:37:52, time: 1.226, data_time: 0.001, memory: 10180, loss_action_cls: 0.0463, recall@thr=0.5: 0.7197, prec@thr=0.5: 0.7925, recall@top3: 0.8034, prec@top3: 0.6742, recall@top5: 0.9353, prec@top5: 0.4823, loss: 0.0463, grad_norm: 0.1634 2021-04-10 00:57:38,373 - mmaction - INFO - Epoch [5][940/3842] lr: 4.632e-02, eta: 7:37:27, time: 1.230, data_time: 0.001, memory: 10180, loss_action_cls: 0.0474, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7894, recall@top3: 0.7962, prec@top3: 0.6829, recall@top5: 0.9234, prec@top5: 0.4868, loss: 0.0474, grad_norm: 0.1818 2021-04-10 00:58:02,869 - mmaction - INFO - Epoch [5][960/3842] lr: 4.626e-02, eta: 7:37:02, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0460, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7848, recall@top3: 0.8009, prec@top3: 0.6682, recall@top5: 0.9268, prec@top5: 0.4749, loss: 0.0460, grad_norm: 0.1800 2021-04-10 00:58:27,314 - mmaction - INFO - Epoch [5][980/3842] lr: 4.620e-02, eta: 7:36:36, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0454, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7974, recall@top3: 0.8094, prec@top3: 0.6747, recall@top5: 0.9363, prec@top5: 0.4806, loss: 0.0454, grad_norm: 0.1640 2021-04-10 00:58:51,923 - mmaction - INFO - Epoch [5][1000/3842] lr: 4.614e-02, eta: 7:36:11, time: 1.231, data_time: 0.001, memory: 10180, loss_action_cls: 0.0490, recall@thr=0.5: 0.6961, prec@thr=0.5: 0.7714, recall@top3: 0.7980, prec@top3: 0.6568, recall@top5: 0.9229, prec@top5: 0.4676, loss: 0.0490, grad_norm: 0.1750 2021-04-10 00:59:16,359 - mmaction - INFO - Epoch [5][1020/3842] lr: 4.608e-02, eta: 7:35:46, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0468, recall@thr=0.5: 0.6976, prec@thr=0.5: 0.7804, recall@top3: 0.7955, prec@top3: 0.6610, recall@top5: 0.9279, prec@top5: 0.4747, loss: 0.0468, grad_norm: 0.1761 2021-04-10 00:59:40,810 - mmaction - INFO - Epoch [5][1040/3842] lr: 4.602e-02, eta: 7:35:21, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0466, recall@thr=0.5: 0.7289, prec@thr=0.5: 0.7958, recall@top3: 0.8063, prec@top3: 0.6842, recall@top5: 0.9292, prec@top5: 0.4834, loss: 0.0466, grad_norm: 0.1686 2021-04-10 01:00:05,340 - mmaction - INFO - Epoch [5][1060/3842] lr: 4.596e-02, eta: 7:34:55, time: 1.227, data_time: 0.001, memory: 10180, loss_action_cls: 0.0454, recall@thr=0.5: 0.7003, prec@thr=0.5: 0.7845, recall@top3: 0.8059, prec@top3: 0.6672, recall@top5: 0.9281, prec@top5: 0.4737, loss: 0.0454, grad_norm: 0.1865 2021-04-10 01:00:29,990 - mmaction - INFO - Epoch [5][1080/3842] lr: 4.590e-02, eta: 7:34:30, time: 1.232, data_time: 0.001, memory: 10180, loss_action_cls: 0.0473, recall@thr=0.5: 0.7046, prec@thr=0.5: 0.7777, recall@top3: 0.7966, prec@top3: 0.6629, recall@top5: 0.9231, prec@top5: 0.4724, loss: 0.0473, grad_norm: 0.1826 2021-04-10 01:00:54,318 - mmaction - INFO - Epoch [5][1100/3842] lr: 4.584e-02, eta: 7:34:05, time: 1.216, data_time: 0.001, memory: 10180, loss_action_cls: 0.0478, recall@thr=0.5: 0.7023, prec@thr=0.5: 0.7845, recall@top3: 0.7898, prec@top3: 0.6704, recall@top5: 0.9219, prec@top5: 0.4804, loss: 0.0478, grad_norm: 0.1733 2021-04-10 01:01:18,780 - mmaction - INFO - Epoch [5][1120/3842] lr: 4.578e-02, eta: 7:33:40, time: 1.223, data_time: 0.002, memory: 10180, loss_action_cls: 0.0479, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7904, recall@top3: 0.8056, prec@top3: 0.6753, recall@top5: 0.9346, prec@top5: 0.4808, loss: 0.0479, grad_norm: 0.1738 2021-04-10 01:01:43,143 - mmaction - INFO - Epoch [5][1140/3842] lr: 4.572e-02, eta: 7:33:14, time: 1.219, data_time: 0.001, memory: 10180, loss_action_cls: 0.0500, recall@thr=0.5: 0.6998, prec@thr=0.5: 0.7761, recall@top3: 0.7895, prec@top3: 0.6632, recall@top5: 0.9253, prec@top5: 0.4769, loss: 0.0500, grad_norm: 0.1698 2021-04-10 01:02:07,632 - mmaction - INFO - Epoch [5][1160/3842] lr: 4.566e-02, eta: 7:32:49, time: 1.224, data_time: 0.001, memory: 10180, loss_action_cls: 0.0465, recall@thr=0.5: 0.6944, prec@thr=0.5: 0.7814, recall@top3: 0.8019, prec@top3: 0.6785, recall@top5: 0.9279, prec@top5: 0.4828, loss: 0.0465, grad_norm: 0.1741 2021-04-10 01:02:32,168 - mmaction - INFO - Epoch [5][1180/3842] lr: 4.560e-02, eta: 7:32:24, time: 1.227, data_time: 0.001, memory: 10180, loss_action_cls: 0.0492, recall@thr=0.5: 0.7096, prec@thr=0.5: 0.7719, recall@top3: 0.7973, prec@top3: 0.6795, recall@top5: 0.9211, prec@top5: 0.4827, loss: 0.0492, grad_norm: 0.1748 2021-04-10 01:02:56,691 - mmaction - INFO - Epoch [5][1200/3842] lr: 4.554e-02, eta: 7:31:58, time: 1.226, data_time: 0.001, memory: 10180, loss_action_cls: 0.0471, recall@thr=0.5: 0.7071, prec@thr=0.5: 0.7840, recall@top3: 0.8088, prec@top3: 0.6644, recall@top5: 0.9308, prec@top5: 0.4706, loss: 0.0471, grad_norm: 0.1690 2021-04-10 01:03:21,158 - mmaction - INFO - Epoch [5][1220/3842] lr: 4.548e-02, eta: 7:31:33, time: 1.223, data_time: 0.001, memory: 10180, loss_action_cls: 0.0461, recall@thr=0.5: 0.7111, prec@thr=0.5: 0.7825, recall@top3: 0.7979, prec@top3: 0.6739, recall@top5: 0.9229, prec@top5: 0.4788, loss: 0.0461, grad_norm: 0.1750 2021-04-10 01:03:45,669 - mmaction - INFO - Epoch [5][1240/3842] lr: 4.542e-02, eta: 7:31:08, time: 1.226, data_time: 0.002, memory: 10180, loss_action_cls: 0.0483, recall@thr=0.5: 0.7064, prec@thr=0.5: 0.7813, recall@top3: 0.8008, prec@top3: 0.6760, recall@top5: 0.9219, prec@top5: 0.4782, loss: 0.0483, grad_norm: 0.1693 2021-04-10 01:04:10,166 - mmaction - INFO - Epoch [5][1260/3842] lr: 4.536e-02, eta: 7:30:43, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0448, recall@thr=0.5: 0.7075, prec@thr=0.5: 0.7828, recall@top3: 0.8036, prec@top3: 0.6731, recall@top5: 0.9318, prec@top5: 0.4796, loss: 0.0448, grad_norm: 0.1698 2021-04-10 01:04:34,755 - mmaction - INFO - Epoch [5][1280/3842] lr: 4.530e-02, eta: 7:30:17, time: 1.227, data_time: 0.001, memory: 10180, loss_action_cls: 0.0466, recall@thr=0.5: 0.7086, prec@thr=0.5: 0.7860, recall@top3: 0.8033, prec@top3: 0.6663, recall@top5: 0.9281, prec@top5: 0.4739, loss: 0.0466, grad_norm: 0.1711 2021-04-10 01:04:59,234 - mmaction - INFO - Epoch [5][1300/3842] lr: 4.524e-02, eta: 7:29:52, time: 1.224, data_time: 0.003, memory: 10180, loss_action_cls: 0.0472, recall@thr=0.5: 0.6890, prec@thr=0.5: 0.7712, recall@top3: 0.8010, prec@top3: 0.6608, recall@top5: 0.9314, prec@top5: 0.4731, loss: 0.0472, grad_norm: 0.1825 2021-04-10 01:05:23,624 - mmaction - INFO - Epoch [5][1320/3842] lr: 4.518e-02, eta: 7:29:27, time: 1.222, data_time: 0.003, memory: 10180, loss_action_cls: 0.0463, recall@thr=0.5: 0.7097, prec@thr=0.5: 0.7839, recall@top3: 0.8050, prec@top3: 0.6788, recall@top5: 0.9328, prec@top5: 0.4827, loss: 0.0463, grad_norm: 0.1752 2021-04-10 01:05:48,212 - mmaction - INFO - Epoch [5][1340/3842] lr: 4.512e-02, eta: 7:29:02, time: 1.228, data_time: 0.001, memory: 10180, loss_action_cls: 0.0455, recall@thr=0.5: 0.7146, prec@thr=0.5: 0.7858, recall@top3: 0.8094, prec@top3: 0.6800, recall@top5: 0.9322, prec@top5: 0.4801, loss: 0.0455, grad_norm: 0.1766 2021-04-10 01:06:12,826 - mmaction - INFO - Epoch [5][1360/3842] lr: 4.506e-02, eta: 7:28:37, time: 1.231, data_time: 0.002, memory: 10180, loss_action_cls: 0.0491, recall@thr=0.5: 0.6996, prec@thr=0.5: 0.7751, recall@top3: 0.7926, prec@top3: 0.6630, recall@top5: 0.9238, prec@top5: 0.4756, loss: 0.0491, grad_norm: 0.1868 2021-04-10 01:06:37,506 - mmaction - INFO - Epoch [5][1380/3842] lr: 4.500e-02, eta: 7:28:12, time: 1.233, data_time: 0.002, memory: 10180, loss_action_cls: 0.0466, recall@thr=0.5: 0.6892, prec@thr=0.5: 0.7757, recall@top3: 0.8007, prec@top3: 0.6620, recall@top5: 0.9339, prec@top5: 0.4733, loss: 0.0466, grad_norm: 0.1757 2021-04-10 01:07:02,024 - mmaction - INFO - Epoch [5][1400/3842] lr: 4.494e-02, eta: 7:27:47, time: 1.228, data_time: 0.003, memory: 10180, loss_action_cls: 0.0460, recall@thr=0.5: 0.7079, prec@thr=0.5: 0.7922, recall@top3: 0.8162, prec@top3: 0.6712, recall@top5: 0.9355, prec@top5: 0.4738, loss: 0.0460, grad_norm: 0.1635 2021-04-10 01:07:26,762 - mmaction - INFO - Epoch [5][1420/3842] lr: 4.488e-02, eta: 7:27:22, time: 1.236, data_time: 0.001, memory: 10180, loss_action_cls: 0.0462, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7902, recall@top3: 0.8080, prec@top3: 0.6608, recall@top5: 0.9249, prec@top5: 0.4660, loss: 0.0462, grad_norm: 0.1701 2021-04-10 01:07:51,282 - mmaction - INFO - Epoch [5][1440/3842] lr: 4.482e-02, eta: 7:26:56, time: 1.226, data_time: 0.001, memory: 10180, loss_action_cls: 0.0428, recall@thr=0.5: 0.7257, prec@thr=0.5: 0.8039, recall@top3: 0.8157, prec@top3: 0.6766, recall@top5: 0.9327, prec@top5: 0.4756, loss: 0.0428, grad_norm: 0.1733 2021-04-10 01:08:15,872 - mmaction - INFO - Epoch [5][1460/3842] lr: 4.476e-02, eta: 7:26:31, time: 1.230, data_time: 0.001, memory: 10180, loss_action_cls: 0.0467, recall@thr=0.5: 0.7054, prec@thr=0.5: 0.7871, recall@top3: 0.7982, prec@top3: 0.6632, recall@top5: 0.9253, prec@top5: 0.4738, loss: 0.0467, grad_norm: 0.1818 2021-04-10 01:08:40,559 - mmaction - INFO - Epoch [5][1480/3842] lr: 4.470e-02, eta: 7:26:06, time: 1.234, data_time: 0.001, memory: 10180, loss_action_cls: 0.0462, recall@thr=0.5: 0.7036, prec@thr=0.5: 0.7770, recall@top3: 0.8068, prec@top3: 0.6637, recall@top5: 0.9288, prec@top5: 0.4695, loss: 0.0462, grad_norm: 0.1840 2021-04-10 01:09:04,985 - mmaction - INFO - Epoch [5][1500/3842] lr: 4.464e-02, eta: 7:25:41, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0472, recall@thr=0.5: 0.6984, prec@thr=0.5: 0.7861, recall@top3: 0.7937, prec@top3: 0.6582, recall@top5: 0.9207, prec@top5: 0.4706, loss: 0.0472, grad_norm: 0.1725 2021-04-10 01:09:29,300 - mmaction - INFO - Epoch [5][1520/3842] lr: 4.458e-02, eta: 7:25:16, time: 1.215, data_time: 0.001, memory: 10180, loss_action_cls: 0.0452, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7838, recall@top3: 0.8054, prec@top3: 0.6731, recall@top5: 0.9316, prec@top5: 0.4797, loss: 0.0452, grad_norm: 0.1730 2021-04-10 01:09:53,852 - mmaction - INFO - Epoch [5][1540/3842] lr: 4.452e-02, eta: 7:24:50, time: 1.226, data_time: 0.002, memory: 10180, loss_action_cls: 0.0474, recall@thr=0.5: 0.7051, prec@thr=0.5: 0.7770, recall@top3: 0.7979, prec@top3: 0.6602, recall@top5: 0.9229, prec@top5: 0.4706, loss: 0.0474, grad_norm: 0.1725 2021-04-10 01:10:18,418 - mmaction - INFO - Epoch [5][1560/3842] lr: 4.446e-02, eta: 7:24:25, time: 1.229, data_time: 0.003, memory: 10180, loss_action_cls: 0.0458, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7869, recall@top3: 0.8147, prec@top3: 0.6722, recall@top5: 0.9301, prec@top5: 0.4724, loss: 0.0458, grad_norm: 0.1572 2021-04-10 01:10:42,953 - mmaction - INFO - Epoch [5][1580/3842] lr: 4.440e-02, eta: 7:24:00, time: 1.228, data_time: 0.002, memory: 10180, loss_action_cls: 0.0468, recall@thr=0.5: 0.6970, prec@thr=0.5: 0.7811, recall@top3: 0.7915, prec@top3: 0.6647, recall@top5: 0.9270, prec@top5: 0.4784, loss: 0.0468, grad_norm: 0.1801 2021-04-10 01:11:07,503 - mmaction - INFO - Epoch [5][1600/3842] lr: 4.434e-02, eta: 7:23:35, time: 1.228, data_time: 0.007, memory: 10180, loss_action_cls: 0.0477, recall@thr=0.5: 0.7078, prec@thr=0.5: 0.7855, recall@top3: 0.8025, prec@top3: 0.6772, recall@top5: 0.9174, prec@top5: 0.4757, loss: 0.0477, grad_norm: 0.1704 2021-04-10 01:11:31,954 - mmaction - INFO - Epoch [5][1620/3842] lr: 4.428e-02, eta: 7:23:10, time: 1.220, data_time: 0.001, memory: 10180, loss_action_cls: 0.0461, recall@thr=0.5: 0.6980, prec@thr=0.5: 0.7759, recall@top3: 0.7991, prec@top3: 0.6640, recall@top5: 0.9256, prec@top5: 0.4730, loss: 0.0461, grad_norm: 0.1765 2021-04-10 01:11:56,408 - mmaction - INFO - Epoch [5][1640/3842] lr: 4.422e-02, eta: 7:22:44, time: 1.222, data_time: 0.003, memory: 10180, loss_action_cls: 0.0457, recall@thr=0.5: 0.6873, prec@thr=0.5: 0.7661, recall@top3: 0.8068, prec@top3: 0.6585, recall@top5: 0.9276, prec@top5: 0.4672, loss: 0.0457, grad_norm: 0.1820 2021-04-10 01:12:20,832 - mmaction - INFO - Epoch [5][1660/3842] lr: 4.416e-02, eta: 7:22:19, time: 1.221, data_time: 0.003, memory: 10180, loss_action_cls: 0.0474, recall@thr=0.5: 0.7004, prec@thr=0.5: 0.7830, recall@top3: 0.7956, prec@top3: 0.6712, recall@top5: 0.9248, prec@top5: 0.4807, loss: 0.0474, grad_norm: 0.1755 2021-04-10 01:12:45,284 - mmaction - INFO - Epoch [5][1680/3842] lr: 4.410e-02, eta: 7:21:54, time: 1.225, data_time: 0.003, memory: 10180, loss_action_cls: 0.0492, recall@thr=0.5: 0.6919, prec@thr=0.5: 0.7770, recall@top3: 0.7908, prec@top3: 0.6628, recall@top5: 0.9216, prec@top5: 0.4745, loss: 0.0492, grad_norm: 0.1720 2021-04-10 01:13:09,660 - mmaction - INFO - Epoch [5][1700/3842] lr: 4.404e-02, eta: 7:21:28, time: 1.218, data_time: 0.001, memory: 10180, loss_action_cls: 0.0453, recall@thr=0.5: 0.7027, prec@thr=0.5: 0.7822, recall@top3: 0.8133, prec@top3: 0.6659, recall@top5: 0.9343, prec@top5: 0.4691, loss: 0.0453, grad_norm: 0.1774 2021-04-10 01:13:34,063 - mmaction - INFO - Epoch [5][1720/3842] lr: 4.398e-02, eta: 7:21:03, time: 1.220, data_time: 0.001, memory: 10180, loss_action_cls: 0.0465, recall@thr=0.5: 0.7002, prec@thr=0.5: 0.7799, recall@top3: 0.7934, prec@top3: 0.6707, recall@top5: 0.9239, prec@top5: 0.4768, loss: 0.0465, grad_norm: 0.1759 2021-04-10 01:13:58,441 - mmaction - INFO - Epoch [5][1740/3842] lr: 4.392e-02, eta: 7:20:38, time: 1.219, data_time: 0.001, memory: 10180, loss_action_cls: 0.0477, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.7920, recall@top3: 0.7986, prec@top3: 0.6872, recall@top5: 0.9295, prec@top5: 0.4901, loss: 0.0477, grad_norm: 0.1701 2021-04-10 01:14:22,781 - mmaction - INFO - Epoch [5][1760/3842] lr: 4.386e-02, eta: 7:20:12, time: 1.217, data_time: 0.001, memory: 10180, loss_action_cls: 0.0481, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7776, recall@top3: 0.7920, prec@top3: 0.6732, recall@top5: 0.9186, prec@top5: 0.4794, loss: 0.0481, grad_norm: 0.1746 2021-04-10 01:14:47,180 - mmaction - INFO - Epoch [5][1780/3842] lr: 4.380e-02, eta: 7:19:47, time: 1.219, data_time: 0.001, memory: 10180, loss_action_cls: 0.0462, recall@thr=0.5: 0.7080, prec@thr=0.5: 0.7805, recall@top3: 0.8016, prec@top3: 0.6635, recall@top5: 0.9296, prec@top5: 0.4744, loss: 0.0462, grad_norm: 0.1715 2021-04-10 01:15:11,637 - mmaction - INFO - Epoch [5][1800/3842] lr: 4.374e-02, eta: 7:19:22, time: 1.224, data_time: 0.002, memory: 10180, loss_action_cls: 0.0471, recall@thr=0.5: 0.7038, prec@thr=0.5: 0.7835, recall@top3: 0.7994, prec@top3: 0.6612, recall@top5: 0.9265, prec@top5: 0.4711, loss: 0.0471, grad_norm: 0.1739 2021-04-10 01:15:36,085 - mmaction - INFO - Epoch [5][1820/3842] lr: 4.368e-02, eta: 7:18:57, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0448, recall@thr=0.5: 0.7131, prec@thr=0.5: 0.7889, recall@top3: 0.8036, prec@top3: 0.6815, recall@top5: 0.9326, prec@top5: 0.4871, loss: 0.0448, grad_norm: 0.1672 2021-04-10 01:16:00,577 - mmaction - INFO - Epoch [5][1840/3842] lr: 4.361e-02, eta: 7:18:31, time: 1.224, data_time: 0.001, memory: 10180, loss_action_cls: 0.0474, recall@thr=0.5: 0.7035, prec@thr=0.5: 0.7859, recall@top3: 0.8003, prec@top3: 0.6748, recall@top5: 0.9301, prec@top5: 0.4825, loss: 0.0474, grad_norm: 0.1749 2021-04-10 01:16:24,932 - mmaction - INFO - Epoch [5][1860/3842] lr: 4.355e-02, eta: 7:18:06, time: 1.218, data_time: 0.001, memory: 10180, loss_action_cls: 0.0472, recall@thr=0.5: 0.6969, prec@thr=0.5: 0.7780, recall@top3: 0.7939, prec@top3: 0.6651, recall@top5: 0.9274, prec@top5: 0.4773, loss: 0.0472, grad_norm: 0.1795 2021-04-10 01:16:49,381 - mmaction - INFO - Epoch [5][1880/3842] lr: 4.349e-02, eta: 7:17:41, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0453, recall@thr=0.5: 0.7153, prec@thr=0.5: 0.7944, recall@top3: 0.8107, prec@top3: 0.6814, recall@top5: 0.9292, prec@top5: 0.4807, loss: 0.0453, grad_norm: 0.1697 2021-04-10 01:17:13,747 - mmaction - INFO - Epoch [5][1900/3842] lr: 4.343e-02, eta: 7:17:15, time: 1.218, data_time: 0.002, memory: 10180, loss_action_cls: 0.0485, recall@thr=0.5: 0.7042, prec@thr=0.5: 0.7686, recall@top3: 0.7976, prec@top3: 0.6792, recall@top5: 0.9244, prec@top5: 0.4840, loss: 0.0485, grad_norm: 0.1742 2021-04-10 01:17:38,272 - mmaction - INFO - Epoch [5][1920/3842] lr: 4.337e-02, eta: 7:16:50, time: 1.225, data_time: 0.002, memory: 10180, loss_action_cls: 0.0466, recall@thr=0.5: 0.7124, prec@thr=0.5: 0.7940, recall@top3: 0.8020, prec@top3: 0.6736, recall@top5: 0.9267, prec@top5: 0.4785, loss: 0.0466, grad_norm: 0.1649 2021-04-10 01:18:02,780 - mmaction - INFO - Epoch [5][1940/3842] lr: 4.331e-02, eta: 7:16:25, time: 1.227, data_time: 0.003, memory: 10180, loss_action_cls: 0.0451, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7978, recall@top3: 0.8156, prec@top3: 0.6773, recall@top5: 0.9256, prec@top5: 0.4723, loss: 0.0451, grad_norm: 0.1721 2021-04-10 01:18:27,073 - mmaction - INFO - Epoch [5][1960/3842] lr: 4.325e-02, eta: 7:16:00, time: 1.215, data_time: 0.001, memory: 10180, loss_action_cls: 0.0468, recall@thr=0.5: 0.7002, prec@thr=0.5: 0.7776, recall@top3: 0.7964, prec@top3: 0.6741, recall@top5: 0.9200, prec@top5: 0.4801, loss: 0.0468, grad_norm: 0.1825 2021-04-10 01:18:51,612 - mmaction - INFO - Epoch [5][1980/3842] lr: 4.319e-02, eta: 7:15:35, time: 1.226, data_time: 0.001, memory: 10180, loss_action_cls: 0.0445, recall@thr=0.5: 0.7124, prec@thr=0.5: 0.7896, recall@top3: 0.8068, prec@top3: 0.6838, recall@top5: 0.9347, prec@top5: 0.4882, loss: 0.0445, grad_norm: 0.1734 2021-04-10 01:19:16,024 - mmaction - INFO - Epoch [5][2000/3842] lr: 4.313e-02, eta: 7:15:09, time: 1.221, data_time: 0.002, memory: 10180, loss_action_cls: 0.0456, recall@thr=0.5: 0.7122, prec@thr=0.5: 0.7876, recall@top3: 0.8049, prec@top3: 0.6676, recall@top5: 0.9247, prec@top5: 0.4740, loss: 0.0456, grad_norm: 0.1675 2021-04-10 01:19:40,357 - mmaction - INFO - Epoch [5][2020/3842] lr: 4.307e-02, eta: 7:14:44, time: 1.217, data_time: 0.001, memory: 10180, loss_action_cls: 0.0470, recall@thr=0.5: 0.7005, prec@thr=0.5: 0.7859, recall@top3: 0.7998, prec@top3: 0.6621, recall@top5: 0.9281, prec@top5: 0.4720, loss: 0.0470, grad_norm: 0.1666 2021-04-10 01:20:04,835 - mmaction - INFO - Epoch [5][2040/3842] lr: 4.301e-02, eta: 7:14:19, time: 1.224, data_time: 0.001, memory: 10180, loss_action_cls: 0.0455, recall@thr=0.5: 0.7091, prec@thr=0.5: 0.7822, recall@top3: 0.8051, prec@top3: 0.6747, recall@top5: 0.9271, prec@top5: 0.4759, loss: 0.0455, grad_norm: 0.1767 2021-04-10 01:20:29,235 - mmaction - INFO - Epoch [5][2060/3842] lr: 4.295e-02, eta: 7:13:53, time: 1.219, data_time: 0.001, memory: 10180, loss_action_cls: 0.0468, recall@thr=0.5: 0.6930, prec@thr=0.5: 0.7731, recall@top3: 0.8056, prec@top3: 0.6630, recall@top5: 0.9302, prec@top5: 0.4704, loss: 0.0468, grad_norm: 0.1796 2021-04-10 01:20:53,578 - mmaction - INFO - Epoch [5][2080/3842] lr: 4.289e-02, eta: 7:13:28, time: 1.217, data_time: 0.002, memory: 10180, loss_action_cls: 0.0451, recall@thr=0.5: 0.7299, prec@thr=0.5: 0.8024, recall@top3: 0.8051, prec@top3: 0.6905, recall@top5: 0.9363, prec@top5: 0.4944, loss: 0.0451, grad_norm: 0.1800 2021-04-10 01:21:17,924 - mmaction - INFO - Epoch [5][2100/3842] lr: 4.283e-02, eta: 7:13:03, time: 1.219, data_time: 0.002, memory: 10180, loss_action_cls: 0.0468, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.7936, recall@top3: 0.8051, prec@top3: 0.6761, recall@top5: 0.9327, prec@top5: 0.4839, loss: 0.0468, grad_norm: 0.1732 2021-04-10 01:21:42,302 - mmaction - INFO - Epoch [5][2120/3842] lr: 4.277e-02, eta: 7:12:37, time: 1.218, data_time: 0.001, memory: 10180, loss_action_cls: 0.0469, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7897, recall@top3: 0.8003, prec@top3: 0.6846, recall@top5: 0.9272, prec@top5: 0.4869, loss: 0.0469, grad_norm: 0.1760 2021-04-10 01:22:06,720 - mmaction - INFO - Epoch [5][2140/3842] lr: 4.271e-02, eta: 7:12:12, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0453, recall@thr=0.5: 0.7239, prec@thr=0.5: 0.7849, recall@top3: 0.8108, prec@top3: 0.6887, recall@top5: 0.9370, prec@top5: 0.4900, loss: 0.0453, grad_norm: 0.1668 2021-04-10 01:22:31,123 - mmaction - INFO - Epoch [5][2160/3842] lr: 4.264e-02, eta: 7:11:47, time: 1.220, data_time: 0.002, memory: 10180, loss_action_cls: 0.0473, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7964, recall@top3: 0.8001, prec@top3: 0.6797, recall@top5: 0.9250, prec@top5: 0.4843, loss: 0.0473, grad_norm: 0.1654 2021-04-10 01:22:55,542 - mmaction - INFO - Epoch [5][2180/3842] lr: 4.258e-02, eta: 7:11:22, time: 1.221, data_time: 0.002, memory: 10180, loss_action_cls: 0.0473, recall@thr=0.5: 0.7170, prec@thr=0.5: 0.7848, recall@top3: 0.7952, prec@top3: 0.6829, recall@top5: 0.9292, prec@top5: 0.4919, loss: 0.0473, grad_norm: 0.1725 2021-04-10 01:23:19,991 - mmaction - INFO - Epoch [5][2200/3842] lr: 4.252e-02, eta: 7:10:56, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0442, recall@thr=0.5: 0.7086, prec@thr=0.5: 0.7822, recall@top3: 0.8024, prec@top3: 0.6728, recall@top5: 0.9349, prec@top5: 0.4800, loss: 0.0442, grad_norm: 0.1804 2021-04-10 01:23:44,361 - mmaction - INFO - Epoch [5][2220/3842] lr: 4.246e-02, eta: 7:10:31, time: 1.219, data_time: 0.002, memory: 10180, loss_action_cls: 0.0466, recall@thr=0.5: 0.6941, prec@thr=0.5: 0.7802, recall@top3: 0.8007, prec@top3: 0.6723, recall@top5: 0.9221, prec@top5: 0.4752, loss: 0.0466, grad_norm: 0.1706 2021-04-10 01:24:08,883 - mmaction - INFO - Epoch [5][2240/3842] lr: 4.240e-02, eta: 7:10:06, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0460, recall@thr=0.5: 0.6993, prec@thr=0.5: 0.7742, recall@top3: 0.7976, prec@top3: 0.6705, recall@top5: 0.9230, prec@top5: 0.4786, loss: 0.0460, grad_norm: 0.1778 2021-04-10 01:24:33,533 - mmaction - INFO - Epoch [5][2260/3842] lr: 4.234e-02, eta: 7:09:41, time: 1.231, data_time: 0.002, memory: 10180, loss_action_cls: 0.0454, recall@thr=0.5: 0.7020, prec@thr=0.5: 0.7771, recall@top3: 0.8048, prec@top3: 0.6684, recall@top5: 0.9273, prec@top5: 0.4736, loss: 0.0454, grad_norm: 0.1737 2021-04-10 01:24:57,851 - mmaction - INFO - Epoch [5][2280/3842] lr: 4.228e-02, eta: 7:09:16, time: 1.218, data_time: 0.003, memory: 10180, loss_action_cls: 0.0445, recall@thr=0.5: 0.7104, prec@thr=0.5: 0.7949, recall@top3: 0.8124, prec@top3: 0.6705, recall@top5: 0.9333, prec@top5: 0.4740, loss: 0.0445, grad_norm: 0.1813 2021-04-10 01:25:22,377 - mmaction - INFO - Epoch [5][2300/3842] lr: 4.222e-02, eta: 7:08:50, time: 1.226, data_time: 0.001, memory: 10180, loss_action_cls: 0.0483, recall@thr=0.5: 0.6924, prec@thr=0.5: 0.7704, recall@top3: 0.7908, prec@top3: 0.6621, recall@top5: 0.9208, prec@top5: 0.4725, loss: 0.0483, grad_norm: 0.1901 2021-04-10 01:25:46,825 - mmaction - INFO - Epoch [5][2320/3842] lr: 4.216e-02, eta: 7:08:25, time: 1.223, data_time: 0.001, memory: 10180, loss_action_cls: 0.0474, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7884, recall@top3: 0.8003, prec@top3: 0.6711, recall@top5: 0.9210, prec@top5: 0.4764, loss: 0.0474, grad_norm: 0.1732 2021-04-10 01:26:11,361 - mmaction - INFO - Epoch [5][2340/3842] lr: 4.210e-02, eta: 7:08:00, time: 1.226, data_time: 0.001, memory: 10180, loss_action_cls: 0.0456, recall@thr=0.5: 0.7081, prec@thr=0.5: 0.7834, recall@top3: 0.7963, prec@top3: 0.6775, recall@top5: 0.9265, prec@top5: 0.4853, loss: 0.0456, grad_norm: 0.1742 2021-04-10 01:26:35,844 - mmaction - INFO - Epoch [5][2360/3842] lr: 4.204e-02, eta: 7:07:35, time: 1.223, data_time: 0.002, memory: 10180, loss_action_cls: 0.0474, recall@thr=0.5: 0.6918, prec@thr=0.5: 0.7703, recall@top3: 0.7922, prec@top3: 0.6655, recall@top5: 0.9211, prec@top5: 0.4743, loss: 0.0474, grad_norm: 0.1773 2021-04-10 01:27:00,353 - mmaction - INFO - Epoch [5][2380/3842] lr: 4.198e-02, eta: 7:07:10, time: 1.226, data_time: 0.003, memory: 10180, loss_action_cls: 0.0447, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.8017, recall@top3: 0.8110, prec@top3: 0.6857, recall@top5: 0.9322, prec@top5: 0.4852, loss: 0.0447, grad_norm: 0.1704 2021-04-10 01:27:24,720 - mmaction - INFO - Epoch [5][2400/3842] lr: 4.191e-02, eta: 7:06:44, time: 1.218, data_time: 0.002, memory: 10180, loss_action_cls: 0.0456, recall@thr=0.5: 0.6978, prec@thr=0.5: 0.7752, recall@top3: 0.8029, prec@top3: 0.6738, recall@top5: 0.9277, prec@top5: 0.4778, loss: 0.0456, grad_norm: 0.1841 2021-04-10 01:27:49,135 - mmaction - INFO - Epoch [5][2420/3842] lr: 4.185e-02, eta: 7:06:19, time: 1.222, data_time: 0.002, memory: 10180, loss_action_cls: 0.0449, recall@thr=0.5: 0.7063, prec@thr=0.5: 0.7781, recall@top3: 0.7999, prec@top3: 0.6640, recall@top5: 0.9249, prec@top5: 0.4727, loss: 0.0449, grad_norm: 0.1837 2021-04-10 01:28:13,578 - mmaction - INFO - Epoch [5][2440/3842] lr: 4.179e-02, eta: 7:05:54, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0470, recall@thr=0.5: 0.6972, prec@thr=0.5: 0.7879, recall@top3: 0.7999, prec@top3: 0.6713, recall@top5: 0.9227, prec@top5: 0.4756, loss: 0.0470, grad_norm: 0.1841 2021-04-10 01:28:37,825 - mmaction - INFO - Epoch [5][2460/3842] lr: 4.173e-02, eta: 7:05:29, time: 1.212, data_time: 0.001, memory: 10180, loss_action_cls: 0.0470, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7779, recall@top3: 0.8038, prec@top3: 0.6678, recall@top5: 0.9224, prec@top5: 0.4733, loss: 0.0470, grad_norm: 0.1746 2021-04-10 01:29:02,163 - mmaction - INFO - Epoch [5][2480/3842] lr: 4.167e-02, eta: 7:05:03, time: 1.216, data_time: 0.001, memory: 10180, loss_action_cls: 0.0471, recall@thr=0.5: 0.7041, prec@thr=0.5: 0.7831, recall@top3: 0.8007, prec@top3: 0.6630, recall@top5: 0.9234, prec@top5: 0.4717, loss: 0.0471, grad_norm: 0.1751 2021-04-10 01:29:26,458 - mmaction - INFO - Epoch [5][2500/3842] lr: 4.161e-02, eta: 7:04:38, time: 1.215, data_time: 0.001, memory: 10180, loss_action_cls: 0.0465, recall@thr=0.5: 0.7073, prec@thr=0.5: 0.7829, recall@top3: 0.8070, prec@top3: 0.6681, recall@top5: 0.9260, prec@top5: 0.4711, loss: 0.0465, grad_norm: 0.1762 2021-04-10 01:29:50,811 - mmaction - INFO - Epoch [5][2520/3842] lr: 4.155e-02, eta: 7:04:13, time: 1.216, data_time: 0.001, memory: 10180, loss_action_cls: 0.0479, recall@thr=0.5: 0.6945, prec@thr=0.5: 0.7800, recall@top3: 0.8014, prec@top3: 0.6659, recall@top5: 0.9203, prec@top5: 0.4697, loss: 0.0479, grad_norm: 0.1732 2021-04-10 01:30:15,221 - mmaction - INFO - Epoch [5][2540/3842] lr: 4.149e-02, eta: 7:03:47, time: 1.221, data_time: 0.003, memory: 10180, loss_action_cls: 0.0437, recall@thr=0.5: 0.6966, prec@thr=0.5: 0.7881, recall@top3: 0.8115, prec@top3: 0.6638, recall@top5: 0.9239, prec@top5: 0.4648, loss: 0.0437, grad_norm: 0.1752 2021-04-10 01:30:39,670 - mmaction - INFO - Epoch [5][2560/3842] lr: 4.143e-02, eta: 7:03:22, time: 1.224, data_time: 0.002, memory: 10180, loss_action_cls: 0.0476, recall@thr=0.5: 0.6978, prec@thr=0.5: 0.7828, recall@top3: 0.8005, prec@top3: 0.6609, recall@top5: 0.9223, prec@top5: 0.4689, loss: 0.0476, grad_norm: 0.1755 2021-04-10 01:31:04,097 - mmaction - INFO - Epoch [5][2580/3842] lr: 4.137e-02, eta: 7:02:57, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0450, recall@thr=0.5: 0.7197, prec@thr=0.5: 0.7990, recall@top3: 0.8062, prec@top3: 0.6768, recall@top5: 0.9301, prec@top5: 0.4797, loss: 0.0450, grad_norm: 0.1731 2021-04-10 01:31:28,470 - mmaction - INFO - Epoch [5][2600/3842] lr: 4.130e-02, eta: 7:02:32, time: 1.218, data_time: 0.001, memory: 10180, loss_action_cls: 0.0463, recall@thr=0.5: 0.6990, prec@thr=0.5: 0.7852, recall@top3: 0.7988, prec@top3: 0.6529, recall@top5: 0.9234, prec@top5: 0.4653, loss: 0.0463, grad_norm: 0.1785 2021-04-10 01:31:52,914 - mmaction - INFO - Epoch [5][2620/3842] lr: 4.124e-02, eta: 7:02:07, time: 1.222, data_time: 0.002, memory: 10180, loss_action_cls: 0.0435, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.7956, recall@top3: 0.8166, prec@top3: 0.6854, recall@top5: 0.9400, prec@top5: 0.4852, loss: 0.0435, grad_norm: 0.1732 2021-04-10 01:32:17,401 - mmaction - INFO - Epoch [5][2640/3842] lr: 4.118e-02, eta: 7:01:41, time: 1.224, data_time: 0.002, memory: 10180, loss_action_cls: 0.0430, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.8051, recall@top3: 0.8087, prec@top3: 0.6832, recall@top5: 0.9372, prec@top5: 0.4875, loss: 0.0430, grad_norm: 0.1735 2021-04-10 01:32:41,735 - mmaction - INFO - Epoch [5][2660/3842] lr: 4.112e-02, eta: 7:01:16, time: 1.217, data_time: 0.001, memory: 10180, loss_action_cls: 0.0447, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.7928, recall@top3: 0.8088, prec@top3: 0.6820, recall@top5: 0.9230, prec@top5: 0.4800, loss: 0.0447, grad_norm: 0.1825 2021-04-10 01:33:06,184 - mmaction - INFO - Epoch [5][2680/3842] lr: 4.106e-02, eta: 7:00:51, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0466, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.7877, recall@top3: 0.8072, prec@top3: 0.6828, recall@top5: 0.9282, prec@top5: 0.4845, loss: 0.0466, grad_norm: 0.1800 2021-04-10 01:33:30,568 - mmaction - INFO - Epoch [5][2700/3842] lr: 4.100e-02, eta: 7:00:26, time: 1.219, data_time: 0.001, memory: 10180, loss_action_cls: 0.0444, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7970, recall@top3: 0.8066, prec@top3: 0.6713, recall@top5: 0.9347, prec@top5: 0.4771, loss: 0.0444, grad_norm: 0.1845 2021-04-10 01:33:55,024 - mmaction - INFO - Epoch [5][2720/3842] lr: 4.094e-02, eta: 7:00:01, time: 1.223, data_time: 0.002, memory: 10180, loss_action_cls: 0.0457, recall@thr=0.5: 0.7105, prec@thr=0.5: 0.7903, recall@top3: 0.8066, prec@top3: 0.6841, recall@top5: 0.9296, prec@top5: 0.4837, loss: 0.0457, grad_norm: 0.1848 2021-04-10 01:34:19,480 - mmaction - INFO - Epoch [5][2740/3842] lr: 4.088e-02, eta: 6:59:35, time: 1.223, data_time: 0.001, memory: 10180, loss_action_cls: 0.0464, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.7888, recall@top3: 0.8004, prec@top3: 0.6763, recall@top5: 0.9333, prec@top5: 0.4844, loss: 0.0464, grad_norm: 0.1785 2021-04-10 01:34:44,085 - mmaction - INFO - Epoch [5][2760/3842] lr: 4.082e-02, eta: 6:59:10, time: 1.230, data_time: 0.001, memory: 10180, loss_action_cls: 0.0450, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7765, recall@top3: 0.8062, prec@top3: 0.6652, recall@top5: 0.9231, prec@top5: 0.4693, loss: 0.0450, grad_norm: 0.1833 2021-04-10 01:35:08,576 - mmaction - INFO - Epoch [5][2780/3842] lr: 4.076e-02, eta: 6:58:45, time: 1.225, data_time: 0.006, memory: 10180, loss_action_cls: 0.0436, recall@thr=0.5: 0.7161, prec@thr=0.5: 0.7931, recall@top3: 0.8161, prec@top3: 0.6760, recall@top5: 0.9313, prec@top5: 0.4755, loss: 0.0436, grad_norm: 0.1831 2021-04-10 01:35:33,053 - mmaction - INFO - Epoch [5][2800/3842] lr: 4.069e-02, eta: 6:58:20, time: 1.223, data_time: 0.001, memory: 10180, loss_action_cls: 0.0464, recall@thr=0.5: 0.7116, prec@thr=0.5: 0.7880, recall@top3: 0.8026, prec@top3: 0.6794, recall@top5: 0.9239, prec@top5: 0.4813, loss: 0.0464, grad_norm: 0.1743 2021-04-10 01:35:57,456 - mmaction - INFO - Epoch [5][2820/3842] lr: 4.063e-02, eta: 6:57:55, time: 1.219, data_time: 0.002, memory: 10180, loss_action_cls: 0.0471, recall@thr=0.5: 0.7043, prec@thr=0.5: 0.7767, recall@top3: 0.8014, prec@top3: 0.6573, recall@top5: 0.9248, prec@top5: 0.4687, loss: 0.0471, grad_norm: 0.1663 2021-04-10 01:36:21,816 - mmaction - INFO - Epoch [5][2840/3842] lr: 4.057e-02, eta: 6:57:30, time: 1.220, data_time: 0.003, memory: 10180, loss_action_cls: 0.0443, recall@thr=0.5: 0.7007, prec@thr=0.5: 0.7870, recall@top3: 0.8045, prec@top3: 0.6735, recall@top5: 0.9308, prec@top5: 0.4788, loss: 0.0443, grad_norm: 0.1697 2021-04-10 01:36:46,589 - mmaction - INFO - Epoch [5][2860/3842] lr: 4.051e-02, eta: 6:57:05, time: 1.237, data_time: 0.001, memory: 10180, loss_action_cls: 0.0463, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7840, recall@top3: 0.8065, prec@top3: 0.6728, recall@top5: 0.9265, prec@top5: 0.4766, loss: 0.0463, grad_norm: 0.1729 2021-04-10 01:37:11,101 - mmaction - INFO - Epoch [5][2880/3842] lr: 4.045e-02, eta: 6:56:40, time: 1.228, data_time: 0.003, memory: 10180, loss_action_cls: 0.0467, recall@thr=0.5: 0.7186, prec@thr=0.5: 0.7919, recall@top3: 0.7986, prec@top3: 0.6756, recall@top5: 0.9263, prec@top5: 0.4813, loss: 0.0467, grad_norm: 0.1827 2021-04-10 01:37:35,602 - mmaction - INFO - Epoch [5][2900/3842] lr: 4.039e-02, eta: 6:56:15, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0472, recall@thr=0.5: 0.7016, prec@thr=0.5: 0.7943, recall@top3: 0.7978, prec@top3: 0.6761, recall@top5: 0.9277, prec@top5: 0.4822, loss: 0.0472, grad_norm: 0.1704 2021-04-10 01:38:00,094 - mmaction - INFO - Epoch [5][2920/3842] lr: 4.033e-02, eta: 6:55:50, time: 1.225, data_time: 0.001, memory: 10180, loss_action_cls: 0.0457, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7799, recall@top3: 0.7978, prec@top3: 0.6826, recall@top5: 0.9357, prec@top5: 0.4906, loss: 0.0457, grad_norm: 0.1749 2021-04-10 01:38:24,709 - mmaction - INFO - Epoch [5][2940/3842] lr: 4.027e-02, eta: 6:55:25, time: 1.231, data_time: 0.001, memory: 10180, loss_action_cls: 0.0453, recall@thr=0.5: 0.7103, prec@thr=0.5: 0.7946, recall@top3: 0.8014, prec@top3: 0.6824, recall@top5: 0.9240, prec@top5: 0.4856, loss: 0.0453, grad_norm: 0.1770 2021-04-10 01:38:49,025 - mmaction - INFO - Epoch [5][2960/3842] lr: 4.021e-02, eta: 6:54:59, time: 1.215, data_time: 0.001, memory: 10180, loss_action_cls: 0.0465, recall@thr=0.5: 0.7111, prec@thr=0.5: 0.7873, recall@top3: 0.8078, prec@top3: 0.6750, recall@top5: 0.9330, prec@top5: 0.4785, loss: 0.0465, grad_norm: 0.1856 2021-04-10 01:39:13,402 - mmaction - INFO - Epoch [5][2980/3842] lr: 4.014e-02, eta: 6:54:34, time: 1.220, data_time: 0.001, memory: 10180, loss_action_cls: 0.0449, recall@thr=0.5: 0.7093, prec@thr=0.5: 0.7799, recall@top3: 0.7969, prec@top3: 0.6723, recall@top5: 0.9197, prec@top5: 0.4776, loss: 0.0449, grad_norm: 0.1786 2021-04-10 01:39:37,836 - mmaction - INFO - Epoch [5][3000/3842] lr: 4.008e-02, eta: 6:54:09, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0440, recall@thr=0.5: 0.7100, prec@thr=0.5: 0.7886, recall@top3: 0.8073, prec@top3: 0.6736, recall@top5: 0.9298, prec@top5: 0.4770, loss: 0.0440, grad_norm: 0.1685 2021-04-10 01:40:02,257 - mmaction - INFO - Epoch [5][3020/3842] lr: 4.002e-02, eta: 6:53:44, time: 1.220, data_time: 0.001, memory: 10180, loss_action_cls: 0.0461, recall@thr=0.5: 0.7132, prec@thr=0.5: 0.7925, recall@top3: 0.7942, prec@top3: 0.6733, recall@top5: 0.9297, prec@top5: 0.4847, loss: 0.0461, grad_norm: 0.1792 2021-04-10 01:40:26,596 - mmaction - INFO - Epoch [5][3040/3842] lr: 3.996e-02, eta: 6:53:18, time: 1.217, data_time: 0.002, memory: 10180, loss_action_cls: 0.0458, recall@thr=0.5: 0.7137, prec@thr=0.5: 0.7841, recall@top3: 0.8121, prec@top3: 0.6663, recall@top5: 0.9289, prec@top5: 0.4711, loss: 0.0458, grad_norm: 0.1812 2021-04-10 01:40:51,173 - mmaction - INFO - Epoch [5][3060/3842] lr: 3.990e-02, eta: 6:52:53, time: 1.227, data_time: 0.001, memory: 10180, loss_action_cls: 0.0443, recall@thr=0.5: 0.7100, prec@thr=0.5: 0.7908, recall@top3: 0.8143, prec@top3: 0.6752, recall@top5: 0.9328, prec@top5: 0.4779, loss: 0.0443, grad_norm: 0.1736 2021-04-10 01:41:15,692 - mmaction - INFO - Epoch [5][3080/3842] lr: 3.984e-02, eta: 6:52:28, time: 1.226, data_time: 0.003, memory: 10180, loss_action_cls: 0.0455, recall@thr=0.5: 0.7071, prec@thr=0.5: 0.7920, recall@top3: 0.7994, prec@top3: 0.6682, recall@top5: 0.9224, prec@top5: 0.4760, loss: 0.0455, grad_norm: 0.1729 2021-04-10 01:41:40,042 - mmaction - INFO - Epoch [5][3100/3842] lr: 3.978e-02, eta: 6:52:03, time: 1.217, data_time: 0.003, memory: 10180, loss_action_cls: 0.0436, recall@thr=0.5: 0.7124, prec@thr=0.5: 0.7869, recall@top3: 0.8113, prec@top3: 0.6778, recall@top5: 0.9323, prec@top5: 0.4781, loss: 0.0436, grad_norm: 0.1704 2021-04-10 01:42:04,499 - mmaction - INFO - Epoch [5][3120/3842] lr: 3.972e-02, eta: 6:51:38, time: 1.225, data_time: 0.003, memory: 10180, loss_action_cls: 0.0473, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7779, recall@top3: 0.7904, prec@top3: 0.6727, recall@top5: 0.9212, prec@top5: 0.4801, loss: 0.0473, grad_norm: 0.1772 2021-04-10 01:42:29,118 - mmaction - INFO - Epoch [5][3140/3842] lr: 3.965e-02, eta: 6:51:13, time: 1.231, data_time: 0.001, memory: 10180, loss_action_cls: 0.0452, recall@thr=0.5: 0.7059, prec@thr=0.5: 0.7962, recall@top3: 0.8070, prec@top3: 0.6704, recall@top5: 0.9316, prec@top5: 0.4780, loss: 0.0452, grad_norm: 0.1782 2021-04-10 01:42:53,549 - mmaction - INFO - Epoch [5][3160/3842] lr: 3.959e-02, eta: 6:50:48, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0435, recall@thr=0.5: 0.7208, prec@thr=0.5: 0.7868, recall@top3: 0.8154, prec@top3: 0.6774, recall@top5: 0.9308, prec@top5: 0.4756, loss: 0.0435, grad_norm: 0.1752 2021-04-10 01:43:18,027 - mmaction - INFO - Epoch [5][3180/3842] lr: 3.953e-02, eta: 6:50:23, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0442, recall@thr=0.5: 0.7276, prec@thr=0.5: 0.7969, recall@top3: 0.8091, prec@top3: 0.6913, recall@top5: 0.9326, prec@top5: 0.4891, loss: 0.0442, grad_norm: 0.1709 2021-04-10 01:43:42,465 - mmaction - INFO - Epoch [5][3200/3842] lr: 3.947e-02, eta: 6:49:58, time: 1.225, data_time: 0.003, memory: 10180, loss_action_cls: 0.0451, recall@thr=0.5: 0.7182, prec@thr=0.5: 0.7928, recall@top3: 0.8100, prec@top3: 0.6799, recall@top5: 0.9325, prec@top5: 0.4812, loss: 0.0451, grad_norm: 0.1750 2021-04-10 01:44:06,874 - mmaction - INFO - Epoch [5][3220/3842] lr: 3.941e-02, eta: 6:49:32, time: 1.220, data_time: 0.001, memory: 10180, loss_action_cls: 0.0446, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.7760, recall@top3: 0.8079, prec@top3: 0.6770, recall@top5: 0.9393, prec@top5: 0.4836, loss: 0.0446, grad_norm: 0.1946 2021-04-10 01:44:31,416 - mmaction - INFO - Epoch [5][3240/3842] lr: 3.935e-02, eta: 6:49:07, time: 1.227, data_time: 0.001, memory: 10180, loss_action_cls: 0.0451, recall@thr=0.5: 0.7224, prec@thr=0.5: 0.8036, recall@top3: 0.8176, prec@top3: 0.6791, recall@top5: 0.9319, prec@top5: 0.4753, loss: 0.0451, grad_norm: 0.1739 2021-04-10 01:44:55,838 - mmaction - INFO - Epoch [5][3260/3842] lr: 3.929e-02, eta: 6:48:42, time: 1.222, data_time: 0.002, memory: 10180, loss_action_cls: 0.0447, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7984, recall@top3: 0.8080, prec@top3: 0.6821, recall@top5: 0.9306, prec@top5: 0.4826, loss: 0.0447, grad_norm: 0.1790 2021-04-10 01:45:20,283 - mmaction - INFO - Epoch [5][3280/3842] lr: 3.923e-02, eta: 6:48:17, time: 1.222, data_time: 0.001, memory: 10180, loss_action_cls: 0.0426, recall@thr=0.5: 0.7263, prec@thr=0.5: 0.7999, recall@top3: 0.8188, prec@top3: 0.6859, recall@top5: 0.9336, prec@top5: 0.4825, loss: 0.0426, grad_norm: 0.1721 2021-04-10 01:45:44,776 - mmaction - INFO - Epoch [5][3300/3842] lr: 3.916e-02, eta: 6:47:52, time: 1.226, data_time: 0.001, memory: 10180, loss_action_cls: 0.0445, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.7824, recall@top3: 0.8018, prec@top3: 0.6708, recall@top5: 0.9264, prec@top5: 0.4758, loss: 0.0445, grad_norm: 0.1808 2021-04-10 01:46:09,155 - mmaction - INFO - Epoch [5][3320/3842] lr: 3.910e-02, eta: 6:47:27, time: 1.218, data_time: 0.001, memory: 10180, loss_action_cls: 0.0456, recall@thr=0.5: 0.7052, prec@thr=0.5: 0.7946, recall@top3: 0.8036, prec@top3: 0.6741, recall@top5: 0.9298, prec@top5: 0.4788, loss: 0.0456, grad_norm: 0.1791 2021-04-10 01:46:33,599 - mmaction - INFO - Epoch [5][3340/3842] lr: 3.904e-02, eta: 6:47:02, time: 1.223, data_time: 0.002, memory: 10180, loss_action_cls: 0.0450, recall@thr=0.5: 0.7019, prec@thr=0.5: 0.7888, recall@top3: 0.8129, prec@top3: 0.6777, recall@top5: 0.9296, prec@top5: 0.4755, loss: 0.0450, grad_norm: 0.1852 2021-04-10 01:46:58,018 - mmaction - INFO - Epoch [5][3360/3842] lr: 3.898e-02, eta: 6:46:36, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0473, recall@thr=0.5: 0.7142, prec@thr=0.5: 0.7778, recall@top3: 0.8060, prec@top3: 0.6635, recall@top5: 0.9212, prec@top5: 0.4666, loss: 0.0473, grad_norm: 0.1746 2021-04-10 01:47:22,358 - mmaction - INFO - Epoch [5][3380/3842] lr: 3.892e-02, eta: 6:46:11, time: 1.217, data_time: 0.001, memory: 10180, loss_action_cls: 0.0446, recall@thr=0.5: 0.7121, prec@thr=0.5: 0.7956, recall@top3: 0.8079, prec@top3: 0.6772, recall@top5: 0.9336, prec@top5: 0.4810, loss: 0.0446, grad_norm: 0.1810 2021-04-10 01:47:46,754 - mmaction - INFO - Epoch [5][3400/3842] lr: 3.886e-02, eta: 6:45:46, time: 1.220, data_time: 0.001, memory: 10180, loss_action_cls: 0.0452, recall@thr=0.5: 0.7129, prec@thr=0.5: 0.7939, recall@top3: 0.7998, prec@top3: 0.6638, recall@top5: 0.9267, prec@top5: 0.4740, loss: 0.0452, grad_norm: 0.1784 2021-04-10 01:48:11,270 - mmaction - INFO - Epoch [5][3420/3842] lr: 3.880e-02, eta: 6:45:21, time: 1.224, data_time: 0.001, memory: 10180, loss_action_cls: 0.0465, recall@thr=0.5: 0.7063, prec@thr=0.5: 0.7891, recall@top3: 0.8049, prec@top3: 0.6686, recall@top5: 0.9291, prec@top5: 0.4777, loss: 0.0465, grad_norm: 0.1770 2021-04-10 01:48:35,722 - mmaction - INFO - Epoch [5][3440/3842] lr: 3.874e-02, eta: 6:44:56, time: 1.225, data_time: 0.003, memory: 10180, loss_action_cls: 0.0452, recall@thr=0.5: 0.7041, prec@thr=0.5: 0.7960, recall@top3: 0.8036, prec@top3: 0.6639, recall@top5: 0.9284, prec@top5: 0.4720, loss: 0.0452, grad_norm: 0.1716 2021-04-10 01:49:00,262 - mmaction - INFO - Epoch [5][3460/3842] lr: 3.867e-02, eta: 6:44:31, time: 1.227, data_time: 0.001, memory: 10180, loss_action_cls: 0.0449, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7884, recall@top3: 0.8106, prec@top3: 0.6790, recall@top5: 0.9353, prec@top5: 0.4820, loss: 0.0449, grad_norm: 0.1791 2021-04-10 01:49:24,724 - mmaction - INFO - Epoch [5][3480/3842] lr: 3.861e-02, eta: 6:44:06, time: 1.223, data_time: 0.001, memory: 10180, loss_action_cls: 0.0451, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7810, recall@top3: 0.8057, prec@top3: 0.6691, recall@top5: 0.9228, prec@top5: 0.4738, loss: 0.0451, grad_norm: 0.1748 2021-04-10 01:49:49,193 - mmaction - INFO - Epoch [5][3500/3842] lr: 3.855e-02, eta: 6:43:41, time: 1.223, data_time: 0.002, memory: 10180, loss_action_cls: 0.0445, recall@thr=0.5: 0.7132, prec@thr=0.5: 0.7907, recall@top3: 0.8067, prec@top3: 0.6799, recall@top5: 0.9320, prec@top5: 0.4836, loss: 0.0445, grad_norm: 0.1761 2021-04-10 01:50:13,601 - mmaction - INFO - Epoch [5][3520/3842] lr: 3.849e-02, eta: 6:43:16, time: 1.221, data_time: 0.001, memory: 10180, loss_action_cls: 0.0451, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7888, recall@top3: 0.8004, prec@top3: 0.6865, recall@top5: 0.9327, prec@top5: 0.4916, loss: 0.0451, grad_norm: 0.1815 2021-04-10 01:50:37,970 - mmaction - INFO - Epoch [5][3540/3842] lr: 3.843e-02, eta: 6:42:50, time: 1.218, data_time: 0.001, memory: 10180, loss_action_cls: 0.0452, recall@thr=0.5: 0.7224, prec@thr=0.5: 0.7886, recall@top3: 0.8042, prec@top3: 0.6822, recall@top5: 0.9331, prec@top5: 0.4872, loss: 0.0452, grad_norm: 0.1821 2021-04-10 01:51:02,443 - mmaction - INFO - Epoch [5][3560/3842] lr: 3.837e-02, eta: 6:42:25, time: 1.223, data_time: 0.001, memory: 10188, loss_action_cls: 0.0448, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7881, recall@top3: 0.8133, prec@top3: 0.6781, recall@top5: 0.9294, prec@top5: 0.4757, loss: 0.0448, grad_norm: 0.1798 2021-04-10 01:51:26,909 - mmaction - INFO - Epoch [5][3580/3842] lr: 3.831e-02, eta: 6:42:00, time: 1.224, data_time: 0.001, memory: 10188, loss_action_cls: 0.0471, recall@thr=0.5: 0.7053, prec@thr=0.5: 0.7803, recall@top3: 0.7947, prec@top3: 0.6688, recall@top5: 0.9222, prec@top5: 0.4750, loss: 0.0471, grad_norm: 0.1771 2021-04-10 01:51:51,353 - mmaction - INFO - Epoch [5][3600/3842] lr: 3.825e-02, eta: 6:41:35, time: 1.221, data_time: 0.001, memory: 10188, loss_action_cls: 0.0438, recall@thr=0.5: 0.7227, prec@thr=0.5: 0.8027, recall@top3: 0.8121, prec@top3: 0.6773, recall@top5: 0.9343, prec@top5: 0.4792, loss: 0.0438, grad_norm: 0.1653 2021-04-10 01:52:15,646 - mmaction - INFO - Epoch [5][3620/3842] lr: 3.818e-02, eta: 6:41:10, time: 1.214, data_time: 0.001, memory: 10188, loss_action_cls: 0.0481, recall@thr=0.5: 0.6885, prec@thr=0.5: 0.7739, recall@top3: 0.7917, prec@top3: 0.6579, recall@top5: 0.9169, prec@top5: 0.4685, loss: 0.0481, grad_norm: 0.1775 2021-04-10 01:52:40,060 - mmaction - INFO - Epoch [5][3640/3842] lr: 3.812e-02, eta: 6:40:45, time: 1.221, data_time: 0.002, memory: 10188, loss_action_cls: 0.0462, recall@thr=0.5: 0.7062, prec@thr=0.5: 0.7791, recall@top3: 0.8068, prec@top3: 0.6789, recall@top5: 0.9284, prec@top5: 0.4794, loss: 0.0462, grad_norm: 0.1785 2021-04-10 01:53:04,607 - mmaction - INFO - Epoch [5][3660/3842] lr: 3.806e-02, eta: 6:40:20, time: 1.228, data_time: 0.001, memory: 10188, loss_action_cls: 0.0474, recall@thr=0.5: 0.7084, prec@thr=0.5: 0.7814, recall@top3: 0.7995, prec@top3: 0.6750, recall@top5: 0.9259, prec@top5: 0.4810, loss: 0.0474, grad_norm: 0.1772 2021-04-10 01:53:28,954 - mmaction - INFO - Epoch [5][3680/3842] lr: 3.800e-02, eta: 6:39:54, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0444, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7862, recall@top3: 0.8057, prec@top3: 0.6820, recall@top5: 0.9300, prec@top5: 0.4816, loss: 0.0444, grad_norm: 0.1746 2021-04-10 01:53:53,371 - mmaction - INFO - Epoch [5][3700/3842] lr: 3.794e-02, eta: 6:39:29, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0438, recall@thr=0.5: 0.6990, prec@thr=0.5: 0.7925, recall@top3: 0.8075, prec@top3: 0.6642, recall@top5: 0.9265, prec@top5: 0.4693, loss: 0.0438, grad_norm: 0.1796 2021-04-10 01:54:17,912 - mmaction - INFO - Epoch [5][3720/3842] lr: 3.788e-02, eta: 6:39:04, time: 1.226, data_time: 0.002, memory: 10188, loss_action_cls: 0.0453, recall@thr=0.5: 0.7089, prec@thr=0.5: 0.7818, recall@top3: 0.8014, prec@top3: 0.6722, recall@top5: 0.9235, prec@top5: 0.4762, loss: 0.0453, grad_norm: 0.1733 2021-04-10 01:54:42,382 - mmaction - INFO - Epoch [5][3740/3842] lr: 3.782e-02, eta: 6:38:39, time: 1.225, data_time: 0.003, memory: 10188, loss_action_cls: 0.0440, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7819, recall@top3: 0.8059, prec@top3: 0.6745, recall@top5: 0.9306, prec@top5: 0.4765, loss: 0.0440, grad_norm: 0.1764 2021-04-10 01:55:06,803 - mmaction - INFO - Epoch [5][3760/3842] lr: 3.775e-02, eta: 6:38:14, time: 1.221, data_time: 0.001, memory: 10188, loss_action_cls: 0.0450, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.7957, recall@top3: 0.8146, prec@top3: 0.6968, recall@top5: 0.9368, prec@top5: 0.4936, loss: 0.0450, grad_norm: 0.1851 2021-04-10 01:55:31,249 - mmaction - INFO - Epoch [5][3780/3842] lr: 3.769e-02, eta: 6:37:49, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0432, recall@thr=0.5: 0.7305, prec@thr=0.5: 0.8146, recall@top3: 0.8237, prec@top3: 0.6995, recall@top5: 0.9421, prec@top5: 0.4917, loss: 0.0432, grad_norm: 0.1762 2021-04-10 01:55:55,614 - mmaction - INFO - Epoch [5][3800/3842] lr: 3.763e-02, eta: 6:37:24, time: 1.218, data_time: 0.001, memory: 10188, loss_action_cls: 0.0443, recall@thr=0.5: 0.7250, prec@thr=0.5: 0.7988, recall@top3: 0.8077, prec@top3: 0.6924, recall@top5: 0.9299, prec@top5: 0.4913, loss: 0.0443, grad_norm: 0.1840 2021-04-10 01:56:20,175 - mmaction - INFO - Epoch [5][3820/3842] lr: 3.757e-02, eta: 6:36:59, time: 1.228, data_time: 0.001, memory: 10188, loss_action_cls: 0.0483, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7735, recall@top3: 0.7888, prec@top3: 0.6637, recall@top5: 0.9225, prec@top5: 0.4786, loss: 0.0483, grad_norm: 0.1888 2021-04-10 01:56:44,485 - mmaction - INFO - Epoch [5][3840/3842] lr: 3.751e-02, eta: 6:36:34, time: 1.216, data_time: 0.002, memory: 10188, loss_action_cls: 0.0442, recall@thr=0.5: 0.7093, prec@thr=0.5: 0.7887, recall@top3: 0.8160, prec@top3: 0.6739, recall@top5: 0.9318, prec@top5: 0.4736, loss: 0.0442, grad_norm: 0.1744 2021-04-10 01:57:06,615 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-04-10 02:15:46,604 - mmaction - INFO - Evaluating mAP ... 2021-04-10 02:21:23,377 - mmaction - INFO - mAP@0.5IOU 0.2571 2021-04-10 02:21:25,207 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_5.pth. 2021-04-10 02:21:25,207 - mmaction - INFO - Best mAP@0.5IOU is 0.2571 at 5 epoch. 2021-04-10 02:21:26,532 - mmaction - INFO - Epoch(val) [5][3842] mAP@0.5IOU: 0.2571 2021-04-10 02:22:42,339 - mmaction - INFO - Epoch [6][20/3842] lr: 3.744e-02, eta: 6:36:55, time: 3.790, data_time: 2.592, memory: 10188, loss_action_cls: 0.0455, recall@thr=0.5: 0.7067, prec@thr=0.5: 0.7917, recall@top3: 0.7985, prec@top3: 0.6653, recall@top5: 0.9265, prec@top5: 0.4757, loss: 0.0455, grad_norm: 0.1755 2021-04-10 02:23:06,607 - mmaction - INFO - Epoch [6][40/3842] lr: 3.738e-02, eta: 6:36:29, time: 1.213, data_time: 0.001, memory: 10188, loss_action_cls: 0.0445, recall@thr=0.5: 0.7098, prec@thr=0.5: 0.7941, recall@top3: 0.8042, prec@top3: 0.6728, recall@top5: 0.9359, prec@top5: 0.4806, loss: 0.0445, grad_norm: 0.1783 2021-04-10 02:23:30,778 - mmaction - INFO - Epoch [6][60/3842] lr: 3.732e-02, eta: 6:36:04, time: 1.209, data_time: 0.001, memory: 10188, loss_action_cls: 0.0459, recall@thr=0.5: 0.7108, prec@thr=0.5: 0.7863, recall@top3: 0.8007, prec@top3: 0.6798, recall@top5: 0.9273, prec@top5: 0.4856, loss: 0.0459, grad_norm: 0.1729 2021-04-10 02:23:55,146 - mmaction - INFO - Epoch [6][80/3842] lr: 3.726e-02, eta: 6:35:39, time: 1.218, data_time: 0.001, memory: 10188, loss_action_cls: 0.0439, recall@thr=0.5: 0.7130, prec@thr=0.5: 0.7893, recall@top3: 0.8113, prec@top3: 0.6769, recall@top5: 0.9337, prec@top5: 0.4782, loss: 0.0439, grad_norm: 0.1687 2021-04-10 02:24:19,376 - mmaction - INFO - Epoch [6][100/3842] lr: 3.720e-02, eta: 6:35:13, time: 1.212, data_time: 0.001, memory: 10188, loss_action_cls: 0.0453, recall@thr=0.5: 0.7105, prec@thr=0.5: 0.7821, recall@top3: 0.7998, prec@top3: 0.6699, recall@top5: 0.9302, prec@top5: 0.4777, loss: 0.0453, grad_norm: 0.1810 2021-04-10 02:24:43,617 - mmaction - INFO - Epoch [6][120/3842] lr: 3.714e-02, eta: 6:34:48, time: 1.211, data_time: 0.001, memory: 10188, loss_action_cls: 0.0454, recall@thr=0.5: 0.7069, prec@thr=0.5: 0.7822, recall@top3: 0.8061, prec@top3: 0.6643, recall@top5: 0.9335, prec@top5: 0.4727, loss: 0.0454, grad_norm: 0.1775 2021-04-10 02:25:07,835 - mmaction - INFO - Epoch [6][140/3842] lr: 3.707e-02, eta: 6:34:22, time: 1.211, data_time: 0.002, memory: 10188, loss_action_cls: 0.0466, recall@thr=0.5: 0.7135, prec@thr=0.5: 0.7987, recall@top3: 0.8085, prec@top3: 0.6747, recall@top5: 0.9307, prec@top5: 0.4770, loss: 0.0466, grad_norm: 0.1726 2021-04-10 02:25:32,206 - mmaction - INFO - Epoch [6][160/3842] lr: 3.701e-02, eta: 6:33:57, time: 1.219, data_time: 0.002, memory: 10188, loss_action_cls: 0.0455, recall@thr=0.5: 0.7053, prec@thr=0.5: 0.7908, recall@top3: 0.8012, prec@top3: 0.6688, recall@top5: 0.9260, prec@top5: 0.4765, loss: 0.0455, grad_norm: 0.1716 2021-04-10 02:25:56,551 - mmaction - INFO - Epoch [6][180/3842] lr: 3.695e-02, eta: 6:33:32, time: 1.218, data_time: 0.002, memory: 10188, loss_action_cls: 0.0448, recall@thr=0.5: 0.7168, prec@thr=0.5: 0.7860, recall@top3: 0.8079, prec@top3: 0.6705, recall@top5: 0.9283, prec@top5: 0.4748, loss: 0.0448, grad_norm: 0.1745 2021-04-10 02:26:20,939 - mmaction - INFO - Epoch [6][200/3842] lr: 3.689e-02, eta: 6:33:07, time: 1.218, data_time: 0.001, memory: 10188, loss_action_cls: 0.0437, recall@thr=0.5: 0.7140, prec@thr=0.5: 0.7866, recall@top3: 0.8004, prec@top3: 0.6703, recall@top5: 0.9283, prec@top5: 0.4779, loss: 0.0437, grad_norm: 0.1743 2021-04-10 02:26:45,331 - mmaction - INFO - Epoch [6][220/3842] lr: 3.683e-02, eta: 6:32:41, time: 1.220, data_time: 0.002, memory: 10188, loss_action_cls: 0.0417, recall@thr=0.5: 0.7182, prec@thr=0.5: 0.7944, recall@top3: 0.8144, prec@top3: 0.6700, recall@top5: 0.9386, prec@top5: 0.4749, loss: 0.0417, grad_norm: 0.1764 2021-04-10 02:27:09,631 - mmaction - INFO - Epoch [6][240/3842] lr: 3.677e-02, eta: 6:32:16, time: 1.215, data_time: 0.001, memory: 10188, loss_action_cls: 0.0428, recall@thr=0.5: 0.7280, prec@thr=0.5: 0.7987, recall@top3: 0.8138, prec@top3: 0.6899, recall@top5: 0.9314, prec@top5: 0.4860, loss: 0.0428, grad_norm: 0.1717 2021-04-10 02:27:33,943 - mmaction - INFO - Epoch [6][260/3842] lr: 3.671e-02, eta: 6:31:51, time: 1.216, data_time: 0.001, memory: 10188, loss_action_cls: 0.0448, recall@thr=0.5: 0.7249, prec@thr=0.5: 0.8050, recall@top3: 0.8176, prec@top3: 0.6746, recall@top5: 0.9326, prec@top5: 0.4736, loss: 0.0448, grad_norm: 0.1787 2021-04-10 02:27:58,293 - mmaction - INFO - Epoch [6][280/3842] lr: 3.664e-02, eta: 6:31:26, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0448, recall@thr=0.5: 0.7119, prec@thr=0.5: 0.7905, recall@top3: 0.8019, prec@top3: 0.6596, recall@top5: 0.9204, prec@top5: 0.4662, loss: 0.0448, grad_norm: 0.1821 2021-04-10 02:28:22,664 - mmaction - INFO - Epoch [6][300/3842] lr: 3.658e-02, eta: 6:31:00, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0452, recall@thr=0.5: 0.7203, prec@thr=0.5: 0.8007, recall@top3: 0.8003, prec@top3: 0.6777, recall@top5: 0.9287, prec@top5: 0.4849, loss: 0.0452, grad_norm: 0.1860 2021-04-10 02:28:46,969 - mmaction - INFO - Epoch [6][320/3842] lr: 3.652e-02, eta: 6:30:35, time: 1.217, data_time: 0.003, memory: 10188, loss_action_cls: 0.0454, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.7998, recall@top3: 0.7983, prec@top3: 0.6806, recall@top5: 0.9302, prec@top5: 0.4869, loss: 0.0454, grad_norm: 0.1727 2021-04-10 02:29:11,529 - mmaction - INFO - Epoch [6][340/3842] lr: 3.646e-02, eta: 6:30:10, time: 1.228, data_time: 0.001, memory: 10188, loss_action_cls: 0.0440, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.8020, recall@top3: 0.8095, prec@top3: 0.6820, recall@top5: 0.9334, prec@top5: 0.4835, loss: 0.0440, grad_norm: 0.1793 2021-04-10 02:29:35,837 - mmaction - INFO - Epoch [6][360/3842] lr: 3.640e-02, eta: 6:29:45, time: 1.215, data_time: 0.001, memory: 10188, loss_action_cls: 0.0435, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7911, recall@top3: 0.8199, prec@top3: 0.6764, recall@top5: 0.9356, prec@top5: 0.4738, loss: 0.0435, grad_norm: 0.1803 2021-04-10 02:30:00,332 - mmaction - INFO - Epoch [6][380/3842] lr: 3.634e-02, eta: 6:29:20, time: 1.226, data_time: 0.002, memory: 10188, loss_action_cls: 0.0438, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.7936, recall@top3: 0.8123, prec@top3: 0.6861, recall@top5: 0.9349, prec@top5: 0.4847, loss: 0.0438, grad_norm: 0.1802 2021-04-10 02:30:24,641 - mmaction - INFO - Epoch [6][400/3842] lr: 3.628e-02, eta: 6:28:54, time: 1.215, data_time: 0.001, memory: 10188, loss_action_cls: 0.0450, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7895, recall@top3: 0.8054, prec@top3: 0.6795, recall@top5: 0.9296, prec@top5: 0.4827, loss: 0.0450, grad_norm: 0.1848 2021-04-10 02:30:49,016 - mmaction - INFO - Epoch [6][420/3842] lr: 3.622e-02, eta: 6:28:29, time: 1.219, data_time: 0.002, memory: 10188, loss_action_cls: 0.0447, recall@thr=0.5: 0.7174, prec@thr=0.5: 0.7895, recall@top3: 0.8105, prec@top3: 0.6898, recall@top5: 0.9302, prec@top5: 0.4847, loss: 0.0447, grad_norm: 0.1788 2021-04-10 02:31:13,363 - mmaction - INFO - Epoch [6][440/3842] lr: 3.615e-02, eta: 6:28:04, time: 1.217, data_time: 0.002, memory: 10188, loss_action_cls: 0.0472, recall@thr=0.5: 0.6971, prec@thr=0.5: 0.7886, recall@top3: 0.7918, prec@top3: 0.6723, recall@top5: 0.9214, prec@top5: 0.4794, loss: 0.0472, grad_norm: 0.1860 2021-04-10 02:31:37,590 - mmaction - INFO - Epoch [6][460/3842] lr: 3.609e-02, eta: 6:27:38, time: 1.212, data_time: 0.002, memory: 10188, loss_action_cls: 0.0412, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.8075, recall@top3: 0.8168, prec@top3: 0.6837, recall@top5: 0.9387, prec@top5: 0.4832, loss: 0.0412, grad_norm: 0.1721 2021-04-10 02:32:01,997 - mmaction - INFO - Epoch [6][480/3842] lr: 3.603e-02, eta: 6:27:13, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0444, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7941, recall@top3: 0.8185, prec@top3: 0.6902, recall@top5: 0.9333, prec@top5: 0.4835, loss: 0.0444, grad_norm: 0.1813 2021-04-10 02:32:26,269 - mmaction - INFO - Epoch [6][500/3842] lr: 3.597e-02, eta: 6:26:48, time: 1.214, data_time: 0.001, memory: 10188, loss_action_cls: 0.0465, recall@thr=0.5: 0.7045, prec@thr=0.5: 0.7878, recall@top3: 0.7989, prec@top3: 0.6642, recall@top5: 0.9240, prec@top5: 0.4730, loss: 0.0465, grad_norm: 0.1879 2021-04-10 02:32:50,656 - mmaction - INFO - Epoch [6][520/3842] lr: 3.591e-02, eta: 6:26:23, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0439, recall@thr=0.5: 0.7100, prec@thr=0.5: 0.7885, recall@top3: 0.8147, prec@top3: 0.6622, recall@top5: 0.9317, prec@top5: 0.4666, loss: 0.0439, grad_norm: 0.1795 2021-04-10 02:33:15,264 - mmaction - INFO - Epoch [6][540/3842] lr: 3.585e-02, eta: 6:25:58, time: 1.229, data_time: 0.001, memory: 10188, loss_action_cls: 0.0436, recall@thr=0.5: 0.7293, prec@thr=0.5: 0.7876, recall@top3: 0.8095, prec@top3: 0.6826, recall@top5: 0.9332, prec@top5: 0.4854, loss: 0.0436, grad_norm: 0.1727 2021-04-10 02:33:39,505 - mmaction - INFO - Epoch [6][560/3842] lr: 3.579e-02, eta: 6:25:32, time: 1.212, data_time: 0.002, memory: 10188, loss_action_cls: 0.0457, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7898, recall@top3: 0.8040, prec@top3: 0.6792, recall@top5: 0.9286, prec@top5: 0.4833, loss: 0.0457, grad_norm: 0.1886 2021-04-10 02:34:03,969 - mmaction - INFO - Epoch [6][580/3842] lr: 3.573e-02, eta: 6:25:07, time: 1.224, data_time: 0.002, memory: 10188, loss_action_cls: 0.0445, recall@thr=0.5: 0.7182, prec@thr=0.5: 0.7889, recall@top3: 0.8086, prec@top3: 0.6689, recall@top5: 0.9350, prec@top5: 0.4748, loss: 0.0445, grad_norm: 0.1909 2021-04-10 02:34:28,348 - mmaction - INFO - Epoch [6][600/3842] lr: 3.566e-02, eta: 6:24:42, time: 1.218, data_time: 0.001, memory: 10188, loss_action_cls: 0.0443, recall@thr=0.5: 0.7196, prec@thr=0.5: 0.7879, recall@top3: 0.8044, prec@top3: 0.6756, recall@top5: 0.9287, prec@top5: 0.4802, loss: 0.0443, grad_norm: 0.1743 2021-04-10 02:34:52,623 - mmaction - INFO - Epoch [6][620/3842] lr: 3.560e-02, eta: 6:24:17, time: 1.212, data_time: 0.001, memory: 10188, loss_action_cls: 0.0457, recall@thr=0.5: 0.7015, prec@thr=0.5: 0.7771, recall@top3: 0.7990, prec@top3: 0.6602, recall@top5: 0.9245, prec@top5: 0.4708, loss: 0.0457, grad_norm: 0.1876 2021-04-10 02:35:17,047 - mmaction - INFO - Epoch [6][640/3842] lr: 3.554e-02, eta: 6:23:52, time: 1.222, data_time: 0.003, memory: 10188, loss_action_cls: 0.0441, recall@thr=0.5: 0.7180, prec@thr=0.5: 0.7986, recall@top3: 0.8146, prec@top3: 0.6784, recall@top5: 0.9279, prec@top5: 0.4740, loss: 0.0441, grad_norm: 0.1715 2021-04-10 02:35:41,398 - mmaction - INFO - Epoch [6][660/3842] lr: 3.548e-02, eta: 6:23:26, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0447, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.8022, recall@top3: 0.8132, prec@top3: 0.6872, recall@top5: 0.9308, prec@top5: 0.4837, loss: 0.0447, grad_norm: 0.1814 2021-04-10 02:36:05,951 - mmaction - INFO - Epoch [6][680/3842] lr: 3.542e-02, eta: 6:23:01, time: 1.229, data_time: 0.002, memory: 10188, loss_action_cls: 0.0436, recall@thr=0.5: 0.7364, prec@thr=0.5: 0.8020, recall@top3: 0.8141, prec@top3: 0.6902, recall@top5: 0.9340, prec@top5: 0.4882, loss: 0.0436, grad_norm: 0.1735 2021-04-10 02:36:30,326 - mmaction - INFO - Epoch [6][700/3842] lr: 3.536e-02, eta: 6:22:36, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0421, recall@thr=0.5: 0.7158, prec@thr=0.5: 0.8000, recall@top3: 0.8142, prec@top3: 0.6732, recall@top5: 0.9342, prec@top5: 0.4752, loss: 0.0421, grad_norm: 0.1811 2021-04-10 02:36:54,788 - mmaction - INFO - Epoch [6][720/3842] lr: 3.530e-02, eta: 6:22:11, time: 1.223, data_time: 0.001, memory: 10188, loss_action_cls: 0.0418, recall@thr=0.5: 0.7307, prec@thr=0.5: 0.8011, recall@top3: 0.8155, prec@top3: 0.6842, recall@top5: 0.9379, prec@top5: 0.4837, loss: 0.0418, grad_norm: 0.1739 2021-04-10 02:37:19,260 - mmaction - INFO - Epoch [6][740/3842] lr: 3.524e-02, eta: 6:21:46, time: 1.223, data_time: 0.001, memory: 10188, loss_action_cls: 0.0458, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7895, recall@top3: 0.8018, prec@top3: 0.6791, recall@top5: 0.9329, prec@top5: 0.4873, loss: 0.0458, grad_norm: 0.1793 2021-04-10 02:37:43,684 - mmaction - INFO - Epoch [6][760/3842] lr: 3.517e-02, eta: 6:21:21, time: 1.222, data_time: 0.002, memory: 10188, loss_action_cls: 0.0442, recall@thr=0.5: 0.7363, prec@thr=0.5: 0.7967, recall@top3: 0.8176, prec@top3: 0.6948, recall@top5: 0.9471, prec@top5: 0.4940, loss: 0.0442, grad_norm: 0.1758 2021-04-10 02:38:08,071 - mmaction - INFO - Epoch [6][780/3842] lr: 3.511e-02, eta: 6:20:55, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0435, recall@thr=0.5: 0.7236, prec@thr=0.5: 0.8004, recall@top3: 0.8154, prec@top3: 0.6764, recall@top5: 0.9332, prec@top5: 0.4773, loss: 0.0435, grad_norm: 0.1828 2021-04-10 02:38:32,396 - mmaction - INFO - Epoch [6][800/3842] lr: 3.505e-02, eta: 6:20:30, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0455, recall@thr=0.5: 0.7141, prec@thr=0.5: 0.7791, recall@top3: 0.8009, prec@top3: 0.6759, recall@top5: 0.9235, prec@top5: 0.4795, loss: 0.0455, grad_norm: 0.1807 2021-04-10 02:38:56,810 - mmaction - INFO - Epoch [6][820/3842] lr: 3.499e-02, eta: 6:20:05, time: 1.221, data_time: 0.001, memory: 10188, loss_action_cls: 0.0437, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7898, recall@top3: 0.8091, prec@top3: 0.6645, recall@top5: 0.9318, prec@top5: 0.4719, loss: 0.0437, grad_norm: 0.1969 2021-04-10 02:39:21,213 - mmaction - INFO - Epoch [6][840/3842] lr: 3.493e-02, eta: 6:19:40, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0444, recall@thr=0.5: 0.7314, prec@thr=0.5: 0.7997, recall@top3: 0.8151, prec@top3: 0.6897, recall@top5: 0.9378, prec@top5: 0.4896, loss: 0.0444, grad_norm: 0.1721 2021-04-10 02:39:45,645 - mmaction - INFO - Epoch [6][860/3842] lr: 3.487e-02, eta: 6:19:15, time: 1.222, data_time: 0.002, memory: 10188, loss_action_cls: 0.0435, recall@thr=0.5: 0.7197, prec@thr=0.5: 0.7929, recall@top3: 0.8059, prec@top3: 0.6790, recall@top5: 0.9329, prec@top5: 0.4839, loss: 0.0435, grad_norm: 0.1837 2021-04-10 02:40:10,083 - mmaction - INFO - Epoch [6][880/3842] lr: 3.481e-02, eta: 6:18:50, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0450, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7942, recall@top3: 0.8063, prec@top3: 0.6788, recall@top5: 0.9303, prec@top5: 0.4811, loss: 0.0450, grad_norm: 0.1700 2021-04-10 02:40:34,559 - mmaction - INFO - Epoch [6][900/3842] lr: 3.475e-02, eta: 6:18:25, time: 1.224, data_time: 0.002, memory: 10188, loss_action_cls: 0.0455, recall@thr=0.5: 0.7243, prec@thr=0.5: 0.7982, recall@top3: 0.8085, prec@top3: 0.6819, recall@top5: 0.9324, prec@top5: 0.4848, loss: 0.0455, grad_norm: 0.1790 2021-04-10 02:40:58,966 - mmaction - INFO - Epoch [6][920/3842] lr: 3.468e-02, eta: 6:17:59, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0436, recall@thr=0.5: 0.7089, prec@thr=0.5: 0.7905, recall@top3: 0.8044, prec@top3: 0.6768, recall@top5: 0.9309, prec@top5: 0.4823, loss: 0.0436, grad_norm: 0.1844 2021-04-10 02:41:23,618 - mmaction - INFO - Epoch [6][940/3842] lr: 3.462e-02, eta: 6:17:34, time: 1.233, data_time: 0.001, memory: 10188, loss_action_cls: 0.0446, recall@thr=0.5: 0.7281, prec@thr=0.5: 0.7947, recall@top3: 0.8025, prec@top3: 0.6778, recall@top5: 0.9313, prec@top5: 0.4836, loss: 0.0446, grad_norm: 0.1947 2021-04-10 02:41:47,990 - mmaction - INFO - Epoch [6][960/3842] lr: 3.456e-02, eta: 6:17:09, time: 1.218, data_time: 0.001, memory: 10188, loss_action_cls: 0.0454, recall@thr=0.5: 0.6945, prec@thr=0.5: 0.7881, recall@top3: 0.7987, prec@top3: 0.6663, recall@top5: 0.9264, prec@top5: 0.4748, loss: 0.0454, grad_norm: 0.1812 2021-04-10 02:42:12,579 - mmaction - INFO - Epoch [6][980/3842] lr: 3.450e-02, eta: 6:16:44, time: 1.229, data_time: 0.001, memory: 10188, loss_action_cls: 0.0437, recall@thr=0.5: 0.7122, prec@thr=0.5: 0.7923, recall@top3: 0.8119, prec@top3: 0.6822, recall@top5: 0.9349, prec@top5: 0.4832, loss: 0.0437, grad_norm: 0.1847 2021-04-10 02:42:36,996 - mmaction - INFO - Epoch [6][1000/3842] lr: 3.444e-02, eta: 6:16:19, time: 1.222, data_time: 0.002, memory: 10188, loss_action_cls: 0.0424, recall@thr=0.5: 0.7475, prec@thr=0.5: 0.7963, recall@top3: 0.8180, prec@top3: 0.6922, recall@top5: 0.9267, prec@top5: 0.4833, loss: 0.0424, grad_norm: 0.1826 2021-04-10 02:43:01,492 - mmaction - INFO - Epoch [6][1020/3842] lr: 3.438e-02, eta: 6:15:54, time: 1.225, data_time: 0.001, memory: 10188, loss_action_cls: 0.0430, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.7914, recall@top3: 0.8161, prec@top3: 0.6807, recall@top5: 0.9362, prec@top5: 0.4819, loss: 0.0430, grad_norm: 0.1794 2021-04-10 02:43:25,972 - mmaction - INFO - Epoch [6][1040/3842] lr: 3.432e-02, eta: 6:15:29, time: 1.224, data_time: 0.001, memory: 10188, loss_action_cls: 0.0446, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7967, recall@top3: 0.8031, prec@top3: 0.6797, recall@top5: 0.9271, prec@top5: 0.4834, loss: 0.0446, grad_norm: 0.1866 2021-04-10 02:43:50,305 - mmaction - INFO - Epoch [6][1060/3842] lr: 3.426e-02, eta: 6:15:04, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0444, recall@thr=0.5: 0.7234, prec@thr=0.5: 0.7944, recall@top3: 0.8111, prec@top3: 0.6801, recall@top5: 0.9327, prec@top5: 0.4819, loss: 0.0444, grad_norm: 0.1852 2021-04-10 02:44:14,710 - mmaction - INFO - Epoch [6][1080/3842] lr: 3.420e-02, eta: 6:14:39, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0429, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7914, recall@top3: 0.8003, prec@top3: 0.6779, recall@top5: 0.9322, prec@top5: 0.4843, loss: 0.0429, grad_norm: 0.1897 2021-04-10 02:44:39,121 - mmaction - INFO - Epoch [6][1100/3842] lr: 3.413e-02, eta: 6:14:13, time: 1.218, data_time: 0.001, memory: 10188, loss_action_cls: 0.0432, recall@thr=0.5: 0.7204, prec@thr=0.5: 0.7994, recall@top3: 0.8105, prec@top3: 0.6789, recall@top5: 0.9330, prec@top5: 0.4810, loss: 0.0432, grad_norm: 0.1801 2021-04-10 02:45:03,606 - mmaction - INFO - Epoch [6][1120/3842] lr: 3.407e-02, eta: 6:13:48, time: 1.225, data_time: 0.003, memory: 10188, loss_action_cls: 0.0461, recall@thr=0.5: 0.7118, prec@thr=0.5: 0.7840, recall@top3: 0.8006, prec@top3: 0.6593, recall@top5: 0.9187, prec@top5: 0.4649, loss: 0.0461, grad_norm: 0.1824 2021-04-10 02:45:27,913 - mmaction - INFO - Epoch [6][1140/3842] lr: 3.401e-02, eta: 6:13:23, time: 1.216, data_time: 0.002, memory: 10188, loss_action_cls: 0.0455, recall@thr=0.5: 0.7051, prec@thr=0.5: 0.7867, recall@top3: 0.8087, prec@top3: 0.6637, recall@top5: 0.9301, prec@top5: 0.4697, loss: 0.0455, grad_norm: 0.1727 2021-04-10 02:45:52,165 - mmaction - INFO - Epoch [6][1160/3842] lr: 3.395e-02, eta: 6:12:58, time: 1.213, data_time: 0.001, memory: 10188, loss_action_cls: 0.0423, recall@thr=0.5: 0.7114, prec@thr=0.5: 0.7942, recall@top3: 0.8151, prec@top3: 0.6724, recall@top5: 0.9303, prec@top5: 0.4724, loss: 0.0423, grad_norm: 0.1891 2021-04-10 02:46:16,704 - mmaction - INFO - Epoch [6][1180/3842] lr: 3.389e-02, eta: 6:12:33, time: 1.225, data_time: 0.001, memory: 10188, loss_action_cls: 0.0457, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7967, recall@top3: 0.8111, prec@top3: 0.6823, recall@top5: 0.9322, prec@top5: 0.4825, loss: 0.0457, grad_norm: 0.1865 2021-04-10 02:46:41,050 - mmaction - INFO - Epoch [6][1200/3842] lr: 3.383e-02, eta: 6:12:08, time: 1.219, data_time: 0.003, memory: 10188, loss_action_cls: 0.0431, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7942, recall@top3: 0.8235, prec@top3: 0.6758, recall@top5: 0.9346, prec@top5: 0.4732, loss: 0.0431, grad_norm: 0.1891 2021-04-10 02:47:05,539 - mmaction - INFO - Epoch [6][1220/3842] lr: 3.377e-02, eta: 6:11:43, time: 1.225, data_time: 0.002, memory: 10188, loss_action_cls: 0.0451, recall@thr=0.5: 0.7157, prec@thr=0.5: 0.7887, recall@top3: 0.8114, prec@top3: 0.6766, recall@top5: 0.9299, prec@top5: 0.4778, loss: 0.0451, grad_norm: 0.1739 2021-04-10 02:47:29,914 - mmaction - INFO - Epoch [6][1240/3842] lr: 3.371e-02, eta: 6:11:17, time: 1.218, data_time: 0.001, memory: 10188, loss_action_cls: 0.0449, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7875, recall@top3: 0.8074, prec@top3: 0.6713, recall@top5: 0.9296, prec@top5: 0.4774, loss: 0.0449, grad_norm: 0.1905 2021-04-10 02:47:54,317 - mmaction - INFO - Epoch [6][1260/3842] lr: 3.365e-02, eta: 6:10:52, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0441, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.8055, recall@top3: 0.8219, prec@top3: 0.6889, recall@top5: 0.9329, prec@top5: 0.4800, loss: 0.0441, grad_norm: 0.1860 2021-04-10 02:48:18,712 - mmaction - INFO - Epoch [6][1280/3842] lr: 3.359e-02, eta: 6:10:27, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0440, recall@thr=0.5: 0.7322, prec@thr=0.5: 0.7974, recall@top3: 0.8087, prec@top3: 0.6824, recall@top5: 0.9318, prec@top5: 0.4835, loss: 0.0440, grad_norm: 0.1737 2021-04-10 02:48:43,210 - mmaction - INFO - Epoch [6][1300/3842] lr: 3.352e-02, eta: 6:10:02, time: 1.224, data_time: 0.002, memory: 10188, loss_action_cls: 0.0426, recall@thr=0.5: 0.7258, prec@thr=0.5: 0.7937, recall@top3: 0.8102, prec@top3: 0.6760, recall@top5: 0.9307, prec@top5: 0.4748, loss: 0.0426, grad_norm: 0.1899 2021-04-10 02:49:07,599 - mmaction - INFO - Epoch [6][1320/3842] lr: 3.346e-02, eta: 6:09:37, time: 1.220, data_time: 0.003, memory: 10188, loss_action_cls: 0.0439, recall@thr=0.5: 0.7218, prec@thr=0.5: 0.8009, recall@top3: 0.8179, prec@top3: 0.6888, recall@top5: 0.9276, prec@top5: 0.4809, loss: 0.0439, grad_norm: 0.1720 2021-04-10 02:49:31,994 - mmaction - INFO - Epoch [6][1340/3842] lr: 3.340e-02, eta: 6:09:12, time: 1.220, data_time: 0.002, memory: 10188, loss_action_cls: 0.0440, recall@thr=0.5: 0.7356, prec@thr=0.5: 0.8017, recall@top3: 0.8197, prec@top3: 0.6989, recall@top5: 0.9356, prec@top5: 0.4905, loss: 0.0440, grad_norm: 0.1734 2021-04-10 02:49:56,394 - mmaction - INFO - Epoch [6][1360/3842] lr: 3.334e-02, eta: 6:08:47, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0430, recall@thr=0.5: 0.7263, prec@thr=0.5: 0.7887, recall@top3: 0.8189, prec@top3: 0.6795, recall@top5: 0.9347, prec@top5: 0.4781, loss: 0.0430, grad_norm: 0.1794 2021-04-10 02:50:20,851 - mmaction - INFO - Epoch [6][1380/3842] lr: 3.328e-02, eta: 6:08:22, time: 1.224, data_time: 0.002, memory: 10188, loss_action_cls: 0.0440, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7845, recall@top3: 0.8007, prec@top3: 0.6687, recall@top5: 0.9298, prec@top5: 0.4780, loss: 0.0440, grad_norm: 0.1898 2021-04-10 02:50:45,325 - mmaction - INFO - Epoch [6][1400/3842] lr: 3.322e-02, eta: 6:07:57, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0442, recall@thr=0.5: 0.7168, prec@thr=0.5: 0.8026, recall@top3: 0.8092, prec@top3: 0.6765, recall@top5: 0.9264, prec@top5: 0.4778, loss: 0.0442, grad_norm: 0.1853 2021-04-10 02:51:09,653 - mmaction - INFO - Epoch [6][1420/3842] lr: 3.316e-02, eta: 6:07:31, time: 1.218, data_time: 0.003, memory: 10188, loss_action_cls: 0.0451, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.8004, recall@top3: 0.8095, prec@top3: 0.6781, recall@top5: 0.9342, prec@top5: 0.4813, loss: 0.0451, grad_norm: 0.1807 2021-04-10 02:51:33,999 - mmaction - INFO - Epoch [6][1440/3842] lr: 3.310e-02, eta: 6:07:06, time: 1.216, data_time: 0.001, memory: 10188, loss_action_cls: 0.0426, recall@thr=0.5: 0.7300, prec@thr=0.5: 0.8051, recall@top3: 0.8204, prec@top3: 0.6813, recall@top5: 0.9397, prec@top5: 0.4800, loss: 0.0426, grad_norm: 0.1739 2021-04-10 02:51:58,433 - mmaction - INFO - Epoch [6][1460/3842] lr: 3.304e-02, eta: 6:06:41, time: 1.222, data_time: 0.002, memory: 10188, loss_action_cls: 0.0434, recall@thr=0.5: 0.7330, prec@thr=0.5: 0.8108, recall@top3: 0.8215, prec@top3: 0.6880, recall@top5: 0.9398, prec@top5: 0.4854, loss: 0.0434, grad_norm: 0.1780 2021-04-10 02:52:22,855 - mmaction - INFO - Epoch [6][1480/3842] lr: 3.298e-02, eta: 6:06:16, time: 1.221, data_time: 0.001, memory: 10188, loss_action_cls: 0.0436, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.8016, recall@top3: 0.8053, prec@top3: 0.6811, recall@top5: 0.9301, prec@top5: 0.4835, loss: 0.0436, grad_norm: 0.1826 2021-04-10 02:52:47,164 - mmaction - INFO - Epoch [6][1500/3842] lr: 3.292e-02, eta: 6:05:51, time: 1.215, data_time: 0.001, memory: 10188, loss_action_cls: 0.0455, recall@thr=0.5: 0.7281, prec@thr=0.5: 0.7946, recall@top3: 0.8088, prec@top3: 0.6843, recall@top5: 0.9294, prec@top5: 0.4844, loss: 0.0455, grad_norm: 0.1935 2021-04-10 02:53:11,556 - mmaction - INFO - Epoch [6][1520/3842] lr: 3.285e-02, eta: 6:05:26, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0442, recall@thr=0.5: 0.7125, prec@thr=0.5: 0.7871, recall@top3: 0.8079, prec@top3: 0.6775, recall@top5: 0.9265, prec@top5: 0.4782, loss: 0.0442, grad_norm: 0.1815 2021-04-10 02:53:35,930 - mmaction - INFO - Epoch [6][1540/3842] lr: 3.279e-02, eta: 6:05:00, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0427, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.8034, recall@top3: 0.8187, prec@top3: 0.6827, recall@top5: 0.9372, prec@top5: 0.4809, loss: 0.0427, grad_norm: 0.1809 2021-04-10 02:54:00,278 - mmaction - INFO - Epoch [6][1560/3842] lr: 3.273e-02, eta: 6:04:35, time: 1.219, data_time: 0.002, memory: 10188, loss_action_cls: 0.0449, recall@thr=0.5: 0.7047, prec@thr=0.5: 0.7859, recall@top3: 0.7913, prec@top3: 0.6616, recall@top5: 0.9271, prec@top5: 0.4762, loss: 0.0449, grad_norm: 0.1986 2021-04-10 02:54:24,587 - mmaction - INFO - Epoch [6][1580/3842] lr: 3.267e-02, eta: 6:04:10, time: 1.215, data_time: 0.003, memory: 10188, loss_action_cls: 0.0445, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.7969, recall@top3: 0.8108, prec@top3: 0.6822, recall@top5: 0.9303, prec@top5: 0.4796, loss: 0.0445, grad_norm: 0.1678 2021-04-10 02:54:49,018 - mmaction - INFO - Epoch [6][1600/3842] lr: 3.261e-02, eta: 6:03:45, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0448, recall@thr=0.5: 0.7114, prec@thr=0.5: 0.7904, recall@top3: 0.8100, prec@top3: 0.6881, recall@top5: 0.9249, prec@top5: 0.4824, loss: 0.0448, grad_norm: 0.1859 2021-04-10 02:55:13,404 - mmaction - INFO - Epoch [6][1620/3842] lr: 3.255e-02, eta: 6:03:20, time: 1.221, data_time: 0.003, memory: 10188, loss_action_cls: 0.0418, recall@thr=0.5: 0.7388, prec@thr=0.5: 0.8090, recall@top3: 0.8171, prec@top3: 0.7013, recall@top5: 0.9380, prec@top5: 0.4956, loss: 0.0418, grad_norm: 0.1742 2021-04-10 02:55:38,024 - mmaction - INFO - Epoch [6][1640/3842] lr: 3.249e-02, eta: 6:02:55, time: 1.231, data_time: 0.001, memory: 10188, loss_action_cls: 0.0447, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.8010, recall@top3: 0.8213, prec@top3: 0.6776, recall@top5: 0.9310, prec@top5: 0.4727, loss: 0.0447, grad_norm: 0.1860 2021-04-10 02:56:02,316 - mmaction - INFO - Epoch [6][1660/3842] lr: 3.243e-02, eta: 6:02:30, time: 1.215, data_time: 0.001, memory: 10188, loss_action_cls: 0.0450, recall@thr=0.5: 0.7112, prec@thr=0.5: 0.7940, recall@top3: 0.8067, prec@top3: 0.6742, recall@top5: 0.9255, prec@top5: 0.4766, loss: 0.0450, grad_norm: 0.1926 2021-04-10 02:56:26,676 - mmaction - INFO - Epoch [6][1680/3842] lr: 3.237e-02, eta: 6:02:05, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0457, recall@thr=0.5: 0.7002, prec@thr=0.5: 0.7815, recall@top3: 0.8050, prec@top3: 0.6648, recall@top5: 0.9301, prec@top5: 0.4716, loss: 0.0457, grad_norm: 0.1865 2021-04-10 02:56:51,011 - mmaction - INFO - Epoch [6][1700/3842] lr: 3.231e-02, eta: 6:01:39, time: 1.217, data_time: 0.002, memory: 10188, loss_action_cls: 0.0420, recall@thr=0.5: 0.7234, prec@thr=0.5: 0.7946, recall@top3: 0.8155, prec@top3: 0.6869, recall@top5: 0.9311, prec@top5: 0.4822, loss: 0.0420, grad_norm: 0.1766 2021-04-10 02:57:15,484 - mmaction - INFO - Epoch [6][1720/3842] lr: 3.225e-02, eta: 6:01:14, time: 1.224, data_time: 0.002, memory: 10188, loss_action_cls: 0.0426, recall@thr=0.5: 0.7237, prec@thr=0.5: 0.7914, recall@top3: 0.8046, prec@top3: 0.6712, recall@top5: 0.9326, prec@top5: 0.4806, loss: 0.0426, grad_norm: 0.1912 2021-04-10 02:57:39,905 - mmaction - INFO - Epoch [6][1740/3842] lr: 3.219e-02, eta: 6:00:49, time: 1.221, data_time: 0.001, memory: 10188, loss_action_cls: 0.0424, recall@thr=0.5: 0.7244, prec@thr=0.5: 0.7987, recall@top3: 0.8175, prec@top3: 0.6977, recall@top5: 0.9371, prec@top5: 0.4918, loss: 0.0424, grad_norm: 0.1819 2021-04-10 02:58:04,367 - mmaction - INFO - Epoch [6][1760/3842] lr: 3.212e-02, eta: 6:00:24, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0438, recall@thr=0.5: 0.7244, prec@thr=0.5: 0.7907, recall@top3: 0.8119, prec@top3: 0.6901, recall@top5: 0.9323, prec@top5: 0.4877, loss: 0.0438, grad_norm: 0.1847 2021-04-10 02:58:28,787 - mmaction - INFO - Epoch [6][1780/3842] lr: 3.206e-02, eta: 5:59:59, time: 1.223, data_time: 0.003, memory: 10188, loss_action_cls: 0.0434, recall@thr=0.5: 0.7397, prec@thr=0.5: 0.8137, recall@top3: 0.8156, prec@top3: 0.6851, recall@top5: 0.9362, prec@top5: 0.4841, loss: 0.0434, grad_norm: 0.1774 2021-04-10 02:58:53,120 - mmaction - INFO - Epoch [6][1800/3842] lr: 3.200e-02, eta: 5:59:34, time: 1.216, data_time: 0.001, memory: 10188, loss_action_cls: 0.0412, recall@thr=0.5: 0.7342, prec@thr=0.5: 0.7926, recall@top3: 0.8226, prec@top3: 0.6853, recall@top5: 0.9411, prec@top5: 0.4827, loss: 0.0412, grad_norm: 0.1760 2021-04-10 02:59:17,494 - mmaction - INFO - Epoch [6][1820/3842] lr: 3.194e-02, eta: 5:59:09, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0436, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.7907, recall@top3: 0.8052, prec@top3: 0.6781, recall@top5: 0.9334, prec@top5: 0.4834, loss: 0.0436, grad_norm: 0.1903 2021-04-10 02:59:41,978 - mmaction - INFO - Epoch [6][1840/3842] lr: 3.188e-02, eta: 5:58:44, time: 1.224, data_time: 0.001, memory: 10188, loss_action_cls: 0.0457, recall@thr=0.5: 0.7100, prec@thr=0.5: 0.7882, recall@top3: 0.8039, prec@top3: 0.6722, recall@top5: 0.9309, prec@top5: 0.4788, loss: 0.0457, grad_norm: 0.1809 2021-04-10 03:00:06,295 - mmaction - INFO - Epoch [6][1860/3842] lr: 3.182e-02, eta: 5:58:19, time: 1.215, data_time: 0.002, memory: 10188, loss_action_cls: 0.0438, recall@thr=0.5: 0.7221, prec@thr=0.5: 0.7958, recall@top3: 0.8180, prec@top3: 0.6815, recall@top5: 0.9358, prec@top5: 0.4782, loss: 0.0438, grad_norm: 0.1906 2021-04-10 03:00:30,708 - mmaction - INFO - Epoch [6][1880/3842] lr: 3.176e-02, eta: 5:57:54, time: 1.221, data_time: 0.002, memory: 10188, loss_action_cls: 0.0430, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.8018, recall@top3: 0.8137, prec@top3: 0.6805, recall@top5: 0.9341, prec@top5: 0.4783, loss: 0.0430, grad_norm: 0.1799 2021-04-10 03:00:54,948 - mmaction - INFO - Epoch [6][1900/3842] lr: 3.170e-02, eta: 5:57:28, time: 1.213, data_time: 0.002, memory: 10188, loss_action_cls: 0.0413, recall@thr=0.5: 0.7368, prec@thr=0.5: 0.8045, recall@top3: 0.8230, prec@top3: 0.6883, recall@top5: 0.9371, prec@top5: 0.4825, loss: 0.0413, grad_norm: 0.1819 2021-04-10 03:01:19,255 - mmaction - INFO - Epoch [6][1920/3842] lr: 3.164e-02, eta: 5:57:03, time: 1.215, data_time: 0.001, memory: 10188, loss_action_cls: 0.0412, recall@thr=0.5: 0.7327, prec@thr=0.5: 0.8091, recall@top3: 0.8196, prec@top3: 0.6742, recall@top5: 0.9408, prec@top5: 0.4770, loss: 0.0412, grad_norm: 0.1740 2021-04-10 03:01:43,643 - mmaction - INFO - Epoch [6][1940/3842] lr: 3.158e-02, eta: 5:56:38, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0436, recall@thr=0.5: 0.7306, prec@thr=0.5: 0.8052, recall@top3: 0.8231, prec@top3: 0.6886, recall@top5: 0.9349, prec@top5: 0.4822, loss: 0.0436, grad_norm: 0.1863 2021-04-10 03:02:07,969 - mmaction - INFO - Epoch [6][1960/3842] lr: 3.152e-02, eta: 5:56:13, time: 1.216, data_time: 0.001, memory: 10188, loss_action_cls: 0.0433, recall@thr=0.5: 0.7269, prec@thr=0.5: 0.8008, recall@top3: 0.8163, prec@top3: 0.6767, recall@top5: 0.9273, prec@top5: 0.4702, loss: 0.0433, grad_norm: 0.1879 2021-04-10 03:02:32,255 - mmaction - INFO - Epoch [6][1980/3842] lr: 3.146e-02, eta: 5:55:48, time: 1.214, data_time: 0.002, memory: 10188, loss_action_cls: 0.0432, recall@thr=0.5: 0.7242, prec@thr=0.5: 0.8067, recall@top3: 0.8170, prec@top3: 0.6863, recall@top5: 0.9322, prec@top5: 0.4822, loss: 0.0432, grad_norm: 0.1891 2021-04-10 03:02:56,610 - mmaction - INFO - Epoch [6][2000/3842] lr: 3.140e-02, eta: 5:55:23, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0458, recall@thr=0.5: 0.7245, prec@thr=0.5: 0.7949, recall@top3: 0.8027, prec@top3: 0.6807, recall@top5: 0.9294, prec@top5: 0.4877, loss: 0.0458, grad_norm: 0.1891 2021-04-10 03:03:20,944 - mmaction - INFO - Epoch [6][2020/3842] lr: 3.134e-02, eta: 5:54:58, time: 1.218, data_time: 0.002, memory: 10188, loss_action_cls: 0.0428, recall@thr=0.5: 0.7311, prec@thr=0.5: 0.8001, recall@top3: 0.8200, prec@top3: 0.6821, recall@top5: 0.9383, prec@top5: 0.4819, loss: 0.0428, grad_norm: 0.1837 2021-04-10 03:03:45,356 - mmaction - INFO - Epoch [6][2040/3842] lr: 3.128e-02, eta: 5:54:32, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0420, recall@thr=0.5: 0.7220, prec@thr=0.5: 0.8019, recall@top3: 0.8147, prec@top3: 0.6818, recall@top5: 0.9394, prec@top5: 0.4826, loss: 0.0420, grad_norm: 0.1822 2021-04-10 03:04:09,721 - mmaction - INFO - Epoch [6][2060/3842] lr: 3.122e-02, eta: 5:54:07, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0422, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.8096, recall@top3: 0.8165, prec@top3: 0.6656, recall@top5: 0.9314, prec@top5: 0.4669, loss: 0.0422, grad_norm: 0.1861 2021-04-10 03:04:34,227 - mmaction - INFO - Epoch [6][2080/3842] lr: 3.116e-02, eta: 5:53:42, time: 1.225, data_time: 0.001, memory: 10188, loss_action_cls: 0.0450, recall@thr=0.5: 0.7090, prec@thr=0.5: 0.7914, recall@top3: 0.8036, prec@top3: 0.6768, recall@top5: 0.9233, prec@top5: 0.4784, loss: 0.0450, grad_norm: 0.1887 2021-04-10 03:04:58,614 - mmaction - INFO - Epoch [6][2100/3842] lr: 3.110e-02, eta: 5:53:17, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0448, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7999, recall@top3: 0.8068, prec@top3: 0.6857, recall@top5: 0.9325, prec@top5: 0.4869, loss: 0.0448, grad_norm: 0.1900 2021-04-10 03:05:22,869 - mmaction - INFO - Epoch [6][2120/3842] lr: 3.103e-02, eta: 5:52:52, time: 1.215, data_time: 0.003, memory: 10188, loss_action_cls: 0.0440, recall@thr=0.5: 0.7203, prec@thr=0.5: 0.7918, recall@top3: 0.8133, prec@top3: 0.6741, recall@top5: 0.9341, prec@top5: 0.4782, loss: 0.0440, grad_norm: 0.1839 2021-04-10 03:05:47,334 - mmaction - INFO - Epoch [6][2140/3842] lr: 3.097e-02, eta: 5:52:27, time: 1.223, data_time: 0.001, memory: 10188, loss_action_cls: 0.0434, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.7985, recall@top3: 0.8133, prec@top3: 0.6871, recall@top5: 0.9329, prec@top5: 0.4856, loss: 0.0434, grad_norm: 0.1889 2021-04-10 03:06:11,707 - mmaction - INFO - Epoch [6][2160/3842] lr: 3.091e-02, eta: 5:52:02, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0447, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.7921, recall@top3: 0.8062, prec@top3: 0.6759, recall@top5: 0.9263, prec@top5: 0.4775, loss: 0.0447, grad_norm: 0.1927 2021-04-10 03:06:36,067 - mmaction - INFO - Epoch [6][2180/3842] lr: 3.085e-02, eta: 5:51:37, time: 1.218, data_time: 0.001, memory: 10188, loss_action_cls: 0.0449, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7944, recall@top3: 0.8132, prec@top3: 0.6821, recall@top5: 0.9355, prec@top5: 0.4819, loss: 0.0449, grad_norm: 0.1852 2021-04-10 03:07:00,450 - mmaction - INFO - Epoch [6][2200/3842] lr: 3.079e-02, eta: 5:51:12, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0423, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.7939, recall@top3: 0.8146, prec@top3: 0.6783, recall@top5: 0.9283, prec@top5: 0.4759, loss: 0.0423, grad_norm: 0.1837 2021-04-10 03:07:24,854 - mmaction - INFO - Epoch [6][2220/3842] lr: 3.073e-02, eta: 5:50:47, time: 1.221, data_time: 0.002, memory: 10188, loss_action_cls: 0.0432, recall@thr=0.5: 0.7350, prec@thr=0.5: 0.8084, recall@top3: 0.8095, prec@top3: 0.6936, recall@top5: 0.9304, prec@top5: 0.4914, loss: 0.0432, grad_norm: 0.1762 2021-04-10 03:07:49,088 - mmaction - INFO - Epoch [6][2240/3842] lr: 3.067e-02, eta: 5:50:21, time: 1.211, data_time: 0.001, memory: 10188, loss_action_cls: 0.0425, recall@thr=0.5: 0.7339, prec@thr=0.5: 0.8067, recall@top3: 0.8209, prec@top3: 0.6840, recall@top5: 0.9299, prec@top5: 0.4764, loss: 0.0425, grad_norm: 0.1823 2021-04-10 03:08:13,465 - mmaction - INFO - Epoch [6][2260/3842] lr: 3.061e-02, eta: 5:49:56, time: 1.219, data_time: 0.002, memory: 10188, loss_action_cls: 0.0438, recall@thr=0.5: 0.7159, prec@thr=0.5: 0.7941, recall@top3: 0.8061, prec@top3: 0.6698, recall@top5: 0.9291, prec@top5: 0.4758, loss: 0.0438, grad_norm: 0.1821 2021-04-10 03:08:37,855 - mmaction - INFO - Epoch [6][2280/3842] lr: 3.055e-02, eta: 5:49:31, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0426, recall@thr=0.5: 0.7334, prec@thr=0.5: 0.8047, recall@top3: 0.8163, prec@top3: 0.6912, recall@top5: 0.9369, prec@top5: 0.4870, loss: 0.0426, grad_norm: 0.1752 2021-04-10 03:09:02,297 - mmaction - INFO - Epoch [6][2300/3842] lr: 3.049e-02, eta: 5:49:06, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0461, recall@thr=0.5: 0.7124, prec@thr=0.5: 0.7839, recall@top3: 0.8067, prec@top3: 0.6875, recall@top5: 0.9274, prec@top5: 0.4869, loss: 0.0461, grad_norm: 0.1964 2021-04-10 03:09:26,618 - mmaction - INFO - Epoch [6][2320/3842] lr: 3.043e-02, eta: 5:48:41, time: 1.216, data_time: 0.001, memory: 10188, loss_action_cls: 0.0436, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7953, recall@top3: 0.8063, prec@top3: 0.6674, recall@top5: 0.9325, prec@top5: 0.4766, loss: 0.0436, grad_norm: 0.1841 2021-04-10 03:09:51,061 - mmaction - INFO - Epoch [6][2340/3842] lr: 3.037e-02, eta: 5:48:16, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0447, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7967, recall@top3: 0.8053, prec@top3: 0.6730, recall@top5: 0.9289, prec@top5: 0.4779, loss: 0.0447, grad_norm: 0.1867 2021-04-10 03:10:15,604 - mmaction - INFO - Epoch [6][2360/3842] lr: 3.031e-02, eta: 5:47:51, time: 1.226, data_time: 0.001, memory: 10188, loss_action_cls: 0.0448, recall@thr=0.5: 0.7322, prec@thr=0.5: 0.7965, recall@top3: 0.8106, prec@top3: 0.6783, recall@top5: 0.9359, prec@top5: 0.4820, loss: 0.0448, grad_norm: 0.1986 2021-04-10 03:10:40,107 - mmaction - INFO - Epoch [6][2380/3842] lr: 3.025e-02, eta: 5:47:26, time: 1.224, data_time: 0.001, memory: 10188, loss_action_cls: 0.0436, recall@thr=0.5: 0.7220, prec@thr=0.5: 0.7906, recall@top3: 0.8175, prec@top3: 0.6885, recall@top5: 0.9311, prec@top5: 0.4828, loss: 0.0436, grad_norm: 0.1788 2021-04-10 03:11:04,380 - mmaction - INFO - Epoch [6][2400/3842] lr: 3.019e-02, eta: 5:47:01, time: 1.215, data_time: 0.003, memory: 10188, loss_action_cls: 0.0439, recall@thr=0.5: 0.7217, prec@thr=0.5: 0.7961, recall@top3: 0.8154, prec@top3: 0.6778, recall@top5: 0.9333, prec@top5: 0.4794, loss: 0.0439, grad_norm: 0.1958 2021-04-10 03:11:28,689 - mmaction - INFO - Epoch [6][2420/3842] lr: 3.013e-02, eta: 5:46:36, time: 1.216, data_time: 0.001, memory: 10188, loss_action_cls: 0.0445, recall@thr=0.5: 0.7272, prec@thr=0.5: 0.8102, recall@top3: 0.8196, prec@top3: 0.6920, recall@top5: 0.9352, prec@top5: 0.4868, loss: 0.0445, grad_norm: 0.1808 2021-04-10 03:11:52,972 - mmaction - INFO - Epoch [6][2440/3842] lr: 3.007e-02, eta: 5:46:11, time: 1.213, data_time: 0.001, memory: 10188, loss_action_cls: 0.0446, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.7927, recall@top3: 0.8093, prec@top3: 0.6759, recall@top5: 0.9248, prec@top5: 0.4754, loss: 0.0446, grad_norm: 0.1778 2021-04-10 03:12:17,450 - mmaction - INFO - Epoch [6][2460/3842] lr: 3.001e-02, eta: 5:45:46, time: 1.224, data_time: 0.002, memory: 10188, loss_action_cls: 0.0436, recall@thr=0.5: 0.7413, prec@thr=0.5: 0.8098, recall@top3: 0.8216, prec@top3: 0.7019, recall@top5: 0.9357, prec@top5: 0.4921, loss: 0.0436, grad_norm: 0.1881 2021-04-10 03:12:41,888 - mmaction - INFO - Epoch [6][2480/3842] lr: 2.995e-02, eta: 5:45:21, time: 1.223, data_time: 0.001, memory: 10188, loss_action_cls: 0.0458, recall@thr=0.5: 0.7044, prec@thr=0.5: 0.7831, recall@top3: 0.8069, prec@top3: 0.6708, recall@top5: 0.9280, prec@top5: 0.4740, loss: 0.0458, grad_norm: 0.1964 2021-04-10 03:13:06,269 - mmaction - INFO - Epoch [6][2500/3842] lr: 2.989e-02, eta: 5:44:56, time: 1.218, data_time: 0.001, memory: 10188, loss_action_cls: 0.0437, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.7939, recall@top3: 0.8079, prec@top3: 0.6815, recall@top5: 0.9356, prec@top5: 0.4863, loss: 0.0437, grad_norm: 0.1849 2021-04-10 03:13:30,741 - mmaction - INFO - Epoch [6][2520/3842] lr: 2.983e-02, eta: 5:44:31, time: 1.224, data_time: 0.001, memory: 10188, loss_action_cls: 0.0432, recall@thr=0.5: 0.7303, prec@thr=0.5: 0.7979, recall@top3: 0.8148, prec@top3: 0.6918, recall@top5: 0.9347, prec@top5: 0.4866, loss: 0.0432, grad_norm: 0.1774 2021-04-10 03:13:55,174 - mmaction - INFO - Epoch [6][2540/3842] lr: 2.977e-02, eta: 5:44:06, time: 1.221, data_time: 0.001, memory: 10188, loss_action_cls: 0.0411, recall@thr=0.5: 0.7454, prec@thr=0.5: 0.8232, recall@top3: 0.8306, prec@top3: 0.6876, recall@top5: 0.9363, prec@top5: 0.4771, loss: 0.0411, grad_norm: 0.1810 2021-04-10 03:14:19,458 - mmaction - INFO - Epoch [6][2560/3842] lr: 2.971e-02, eta: 5:43:40, time: 1.215, data_time: 0.002, memory: 10188, loss_action_cls: 0.0439, recall@thr=0.5: 0.7093, prec@thr=0.5: 0.7912, recall@top3: 0.8088, prec@top3: 0.6665, recall@top5: 0.9282, prec@top5: 0.4693, loss: 0.0439, grad_norm: 0.1827 2021-04-10 03:14:43,836 - mmaction - INFO - Epoch [6][2580/3842] lr: 2.965e-02, eta: 5:43:15, time: 1.220, data_time: 0.002, memory: 10188, loss_action_cls: 0.0435, recall@thr=0.5: 0.7240, prec@thr=0.5: 0.7922, recall@top3: 0.8194, prec@top3: 0.6846, recall@top5: 0.9334, prec@top5: 0.4790, loss: 0.0435, grad_norm: 0.1813 2021-04-10 03:15:08,256 - mmaction - INFO - Epoch [6][2600/3842] lr: 2.959e-02, eta: 5:42:50, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0418, recall@thr=0.5: 0.7254, prec@thr=0.5: 0.8047, recall@top3: 0.8221, prec@top3: 0.6801, recall@top5: 0.9411, prec@top5: 0.4800, loss: 0.0418, grad_norm: 0.1858 2021-04-10 03:15:32,953 - mmaction - INFO - Epoch [6][2620/3842] lr: 2.953e-02, eta: 5:42:25, time: 1.235, data_time: 0.001, memory: 10188, loss_action_cls: 0.0445, recall@thr=0.5: 0.7206, prec@thr=0.5: 0.7871, recall@top3: 0.8050, prec@top3: 0.6797, recall@top5: 0.9280, prec@top5: 0.4831, loss: 0.0445, grad_norm: 0.1917 2021-04-10 03:15:57,400 - mmaction - INFO - Epoch [6][2640/3842] lr: 2.947e-02, eta: 5:42:00, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0444, recall@thr=0.5: 0.7369, prec@thr=0.5: 0.8034, recall@top3: 0.8178, prec@top3: 0.6889, recall@top5: 0.9295, prec@top5: 0.4819, loss: 0.0444, grad_norm: 0.1837 2021-04-10 03:16:21,868 - mmaction - INFO - Epoch [6][2660/3842] lr: 2.941e-02, eta: 5:41:35, time: 1.224, data_time: 0.002, memory: 10188, loss_action_cls: 0.0422, recall@thr=0.5: 0.7350, prec@thr=0.5: 0.8121, recall@top3: 0.8151, prec@top3: 0.6814, recall@top5: 0.9292, prec@top5: 0.4800, loss: 0.0422, grad_norm: 0.1783 2021-04-10 03:16:46,263 - mmaction - INFO - Epoch [6][2680/3842] lr: 2.935e-02, eta: 5:41:10, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0433, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.7845, recall@top3: 0.8105, prec@top3: 0.6773, recall@top5: 0.9330, prec@top5: 0.4804, loss: 0.0433, grad_norm: 0.1955 2021-04-10 03:17:10,859 - mmaction - INFO - Epoch [6][2700/3842] lr: 2.929e-02, eta: 5:40:46, time: 1.229, data_time: 0.001, memory: 10188, loss_action_cls: 0.0420, recall@thr=0.5: 0.7328, prec@thr=0.5: 0.8041, recall@top3: 0.8247, prec@top3: 0.6839, recall@top5: 0.9382, prec@top5: 0.4776, loss: 0.0420, grad_norm: 0.1779 2021-04-10 03:17:35,309 - mmaction - INFO - Epoch [6][2720/3842] lr: 2.923e-02, eta: 5:40:21, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0419, recall@thr=0.5: 0.7203, prec@thr=0.5: 0.7980, recall@top3: 0.8296, prec@top3: 0.6810, recall@top5: 0.9343, prec@top5: 0.4716, loss: 0.0419, grad_norm: 0.1743 2021-04-10 03:17:59,761 - mmaction - INFO - Epoch [6][2740/3842] lr: 2.917e-02, eta: 5:39:55, time: 1.222, data_time: 0.002, memory: 10188, loss_action_cls: 0.0422, recall@thr=0.5: 0.7269, prec@thr=0.5: 0.8001, recall@top3: 0.8115, prec@top3: 0.6857, recall@top5: 0.9396, prec@top5: 0.4874, loss: 0.0422, grad_norm: 0.1893 2021-04-10 03:18:24,158 - mmaction - INFO - Epoch [6][2760/3842] lr: 2.911e-02, eta: 5:39:30, time: 1.221, data_time: 0.002, memory: 10188, loss_action_cls: 0.0411, recall@thr=0.5: 0.7305, prec@thr=0.5: 0.7993, recall@top3: 0.8235, prec@top3: 0.6746, recall@top5: 0.9412, prec@top5: 0.4730, loss: 0.0411, grad_norm: 0.1923 2021-04-10 03:18:48,575 - mmaction - INFO - Epoch [6][2780/3842] lr: 2.905e-02, eta: 5:39:05, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0431, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.8024, recall@top3: 0.8243, prec@top3: 0.6818, recall@top5: 0.9402, prec@top5: 0.4805, loss: 0.0431, grad_norm: 0.1859 2021-04-10 03:19:12,944 - mmaction - INFO - Epoch [6][2800/3842] lr: 2.899e-02, eta: 5:38:40, time: 1.220, data_time: 0.002, memory: 10188, loss_action_cls: 0.0440, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.7907, recall@top3: 0.8129, prec@top3: 0.6721, recall@top5: 0.9323, prec@top5: 0.4733, loss: 0.0440, grad_norm: 0.1925 2021-04-10 03:19:37,385 - mmaction - INFO - Epoch [6][2820/3842] lr: 2.893e-02, eta: 5:38:15, time: 1.221, data_time: 0.001, memory: 10188, loss_action_cls: 0.0425, recall@thr=0.5: 0.7318, prec@thr=0.5: 0.8056, recall@top3: 0.8224, prec@top3: 0.6908, recall@top5: 0.9320, prec@top5: 0.4807, loss: 0.0425, grad_norm: 0.1850 2021-04-10 03:20:01,902 - mmaction - INFO - Epoch [6][2840/3842] lr: 2.887e-02, eta: 5:37:50, time: 1.224, data_time: 0.002, memory: 10188, loss_action_cls: 0.0426, recall@thr=0.5: 0.7269, prec@thr=0.5: 0.8035, recall@top3: 0.8107, prec@top3: 0.6938, recall@top5: 0.9332, prec@top5: 0.4919, loss: 0.0426, grad_norm: 0.1800 2021-04-10 03:20:26,292 - mmaction - INFO - Epoch [6][2860/3842] lr: 2.881e-02, eta: 5:37:25, time: 1.221, data_time: 0.003, memory: 10188, loss_action_cls: 0.0410, recall@thr=0.5: 0.7473, prec@thr=0.5: 0.8127, recall@top3: 0.8267, prec@top3: 0.6957, recall@top5: 0.9385, prec@top5: 0.4858, loss: 0.0410, grad_norm: 0.1828 2021-04-10 03:20:50,872 - mmaction - INFO - Epoch [6][2880/3842] lr: 2.875e-02, eta: 5:37:00, time: 1.229, data_time: 0.001, memory: 10188, loss_action_cls: 0.0439, recall@thr=0.5: 0.7258, prec@thr=0.5: 0.7976, recall@top3: 0.8046, prec@top3: 0.6778, recall@top5: 0.9350, prec@top5: 0.4837, loss: 0.0439, grad_norm: 0.1902 2021-04-10 03:21:15,124 - mmaction - INFO - Epoch [6][2900/3842] lr: 2.869e-02, eta: 5:36:35, time: 1.213, data_time: 0.002, memory: 10188, loss_action_cls: 0.0421, recall@thr=0.5: 0.7420, prec@thr=0.5: 0.8069, recall@top3: 0.8292, prec@top3: 0.6911, recall@top5: 0.9390, prec@top5: 0.4823, loss: 0.0421, grad_norm: 0.1821 2021-04-10 03:21:39,427 - mmaction - INFO - Epoch [6][2920/3842] lr: 2.863e-02, eta: 5:36:10, time: 1.216, data_time: 0.001, memory: 10188, loss_action_cls: 0.0426, recall@thr=0.5: 0.7296, prec@thr=0.5: 0.8001, recall@top3: 0.8142, prec@top3: 0.6705, recall@top5: 0.9295, prec@top5: 0.4717, loss: 0.0426, grad_norm: 0.1837 2021-04-10 03:22:03,973 - mmaction - INFO - Epoch [6][2940/3842] lr: 2.857e-02, eta: 5:35:45, time: 1.227, data_time: 0.001, memory: 10188, loss_action_cls: 0.0434, recall@thr=0.5: 0.7262, prec@thr=0.5: 0.8125, recall@top3: 0.8142, prec@top3: 0.6792, recall@top5: 0.9377, prec@top5: 0.4843, loss: 0.0434, grad_norm: 0.1819 2021-04-10 03:22:28,417 - mmaction - INFO - Epoch [6][2960/3842] lr: 2.851e-02, eta: 5:35:20, time: 1.223, data_time: 0.002, memory: 10188, loss_action_cls: 0.0427, recall@thr=0.5: 0.7261, prec@thr=0.5: 0.8097, recall@top3: 0.8186, prec@top3: 0.6859, recall@top5: 0.9364, prec@top5: 0.4836, loss: 0.0427, grad_norm: 0.1869 2021-04-10 03:22:52,860 - mmaction - INFO - Epoch [6][2980/3842] lr: 2.846e-02, eta: 5:34:55, time: 1.223, data_time: 0.001, memory: 10188, loss_action_cls: 0.0418, recall@thr=0.5: 0.7443, prec@thr=0.5: 0.8154, recall@top3: 0.8192, prec@top3: 0.6862, recall@top5: 0.9302, prec@top5: 0.4795, loss: 0.0418, grad_norm: 0.1884 2021-04-10 03:23:17,158 - mmaction - INFO - Epoch [6][3000/3842] lr: 2.840e-02, eta: 5:34:30, time: 1.215, data_time: 0.001, memory: 10188, loss_action_cls: 0.0418, recall@thr=0.5: 0.7367, prec@thr=0.5: 0.8076, recall@top3: 0.8195, prec@top3: 0.6849, recall@top5: 0.9427, prec@top5: 0.4832, loss: 0.0418, grad_norm: 0.1930 2021-04-10 03:23:41,492 - mmaction - INFO - Epoch [6][3020/3842] lr: 2.834e-02, eta: 5:34:05, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0433, recall@thr=0.5: 0.7208, prec@thr=0.5: 0.7944, recall@top3: 0.8110, prec@top3: 0.6845, recall@top5: 0.9346, prec@top5: 0.4835, loss: 0.0433, grad_norm: 0.1900 2021-04-10 03:24:05,866 - mmaction - INFO - Epoch [6][3040/3842] lr: 2.828e-02, eta: 5:33:40, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0441, recall@thr=0.5: 0.7224, prec@thr=0.5: 0.7845, recall@top3: 0.8125, prec@top3: 0.6656, recall@top5: 0.9341, prec@top5: 0.4702, loss: 0.0441, grad_norm: 0.1855 2021-04-10 03:24:30,148 - mmaction - INFO - Epoch [6][3060/3842] lr: 2.822e-02, eta: 5:33:15, time: 1.215, data_time: 0.003, memory: 10188, loss_action_cls: 0.0432, recall@thr=0.5: 0.7208, prec@thr=0.5: 0.8023, recall@top3: 0.8073, prec@top3: 0.6851, recall@top5: 0.9347, prec@top5: 0.4886, loss: 0.0432, grad_norm: 0.1975 2021-04-10 03:24:54,620 - mmaction - INFO - Epoch [6][3080/3842] lr: 2.816e-02, eta: 5:32:50, time: 1.223, data_time: 0.001, memory: 10188, loss_action_cls: 0.0417, recall@thr=0.5: 0.7399, prec@thr=0.5: 0.8080, recall@top3: 0.8219, prec@top3: 0.6943, recall@top5: 0.9363, prec@top5: 0.4864, loss: 0.0417, grad_norm: 0.1760 2021-04-10 03:25:19,034 - mmaction - INFO - Epoch [6][3100/3842] lr: 2.810e-02, eta: 5:32:25, time: 1.222, data_time: 0.002, memory: 10188, loss_action_cls: 0.0442, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7958, recall@top3: 0.8034, prec@top3: 0.6741, recall@top5: 0.9314, prec@top5: 0.4818, loss: 0.0442, grad_norm: 0.1862 2021-04-10 03:25:43,331 - mmaction - INFO - Epoch [6][3120/3842] lr: 2.804e-02, eta: 5:32:00, time: 1.214, data_time: 0.001, memory: 10188, loss_action_cls: 0.0429, recall@thr=0.5: 0.7343, prec@thr=0.5: 0.8063, recall@top3: 0.8231, prec@top3: 0.6889, recall@top5: 0.9364, prec@top5: 0.4828, loss: 0.0429, grad_norm: 0.1849 2021-04-10 03:26:07,702 - mmaction - INFO - Epoch [6][3140/3842] lr: 2.798e-02, eta: 5:31:35, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0420, recall@thr=0.5: 0.7258, prec@thr=0.5: 0.8016, recall@top3: 0.8158, prec@top3: 0.6798, recall@top5: 0.9346, prec@top5: 0.4788, loss: 0.0420, grad_norm: 0.1831 2021-04-10 03:26:31,969 - mmaction - INFO - Epoch [6][3160/3842] lr: 2.792e-02, eta: 5:31:10, time: 1.213, data_time: 0.001, memory: 10188, loss_action_cls: 0.0428, recall@thr=0.5: 0.7349, prec@thr=0.5: 0.8028, recall@top3: 0.8192, prec@top3: 0.6821, recall@top5: 0.9328, prec@top5: 0.4793, loss: 0.0428, grad_norm: 0.1799 2021-04-10 03:26:56,288 - mmaction - INFO - Epoch [6][3180/3842] lr: 2.786e-02, eta: 5:30:45, time: 1.215, data_time: 0.001, memory: 10188, loss_action_cls: 0.0430, recall@thr=0.5: 0.7274, prec@thr=0.5: 0.8132, recall@top3: 0.8104, prec@top3: 0.6864, recall@top5: 0.9347, prec@top5: 0.4868, loss: 0.0430, grad_norm: 0.1876 2021-04-10 03:27:20,623 - mmaction - INFO - Epoch [6][3200/3842] lr: 2.780e-02, eta: 5:30:20, time: 1.217, data_time: 0.002, memory: 10188, loss_action_cls: 0.0433, recall@thr=0.5: 0.7105, prec@thr=0.5: 0.7867, recall@top3: 0.8045, prec@top3: 0.6681, recall@top5: 0.9314, prec@top5: 0.4757, loss: 0.0433, grad_norm: 0.1929 2021-04-10 03:27:45,045 - mmaction - INFO - Epoch [6][3220/3842] lr: 2.774e-02, eta: 5:29:55, time: 1.222, data_time: 0.002, memory: 10188, loss_action_cls: 0.0418, recall@thr=0.5: 0.7236, prec@thr=0.5: 0.8018, recall@top3: 0.8218, prec@top3: 0.6835, recall@top5: 0.9384, prec@top5: 0.4779, loss: 0.0418, grad_norm: 0.1880 2021-04-10 03:28:09,383 - mmaction - INFO - Epoch [6][3240/3842] lr: 2.768e-02, eta: 5:29:30, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0428, recall@thr=0.5: 0.7302, prec@thr=0.5: 0.7948, recall@top3: 0.8056, prec@top3: 0.6747, recall@top5: 0.9312, prec@top5: 0.4799, loss: 0.0428, grad_norm: 0.1859 2021-04-10 03:28:33,749 - mmaction - INFO - Epoch [6][3260/3842] lr: 2.762e-02, eta: 5:29:04, time: 1.218, data_time: 0.001, memory: 10188, loss_action_cls: 0.0412, recall@thr=0.5: 0.7446, prec@thr=0.5: 0.8141, recall@top3: 0.8239, prec@top3: 0.6950, recall@top5: 0.9381, prec@top5: 0.4883, loss: 0.0412, grad_norm: 0.1829 2021-04-10 03:28:58,086 - mmaction - INFO - Epoch [6][3280/3842] lr: 2.757e-02, eta: 5:28:39, time: 1.215, data_time: 0.001, memory: 10188, loss_action_cls: 0.0435, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.8034, recall@top3: 0.8150, prec@top3: 0.6819, recall@top5: 0.9304, prec@top5: 0.4785, loss: 0.0435, grad_norm: 0.1823 2021-04-10 03:29:22,423 - mmaction - INFO - Epoch [6][3300/3842] lr: 2.751e-02, eta: 5:28:14, time: 1.218, data_time: 0.003, memory: 10188, loss_action_cls: 0.0428, recall@thr=0.5: 0.7329, prec@thr=0.5: 0.8040, recall@top3: 0.8099, prec@top3: 0.6731, recall@top5: 0.9268, prec@top5: 0.4760, loss: 0.0428, grad_norm: 0.1884 2021-04-10 03:29:46,700 - mmaction - INFO - Epoch [6][3320/3842] lr: 2.745e-02, eta: 5:27:49, time: 1.213, data_time: 0.001, memory: 10188, loss_action_cls: 0.0423, recall@thr=0.5: 0.7376, prec@thr=0.5: 0.8095, recall@top3: 0.8286, prec@top3: 0.7062, recall@top5: 0.9360, prec@top5: 0.4899, loss: 0.0423, grad_norm: 0.1836 2021-04-10 03:30:10,994 - mmaction - INFO - Epoch [6][3340/3842] lr: 2.739e-02, eta: 5:27:24, time: 1.215, data_time: 0.002, memory: 10188, loss_action_cls: 0.0415, recall@thr=0.5: 0.7401, prec@thr=0.5: 0.8167, recall@top3: 0.8358, prec@top3: 0.6963, recall@top5: 0.9464, prec@top5: 0.4853, loss: 0.0415, grad_norm: 0.1775 2021-04-10 03:30:35,381 - mmaction - INFO - Epoch [6][3360/3842] lr: 2.733e-02, eta: 5:26:59, time: 1.219, data_time: 0.002, memory: 10188, loss_action_cls: 0.0432, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.7990, recall@top3: 0.8081, prec@top3: 0.6752, recall@top5: 0.9353, prec@top5: 0.4785, loss: 0.0432, grad_norm: 0.1882 2021-04-10 03:30:59,701 - mmaction - INFO - Epoch [6][3380/3842] lr: 2.727e-02, eta: 5:26:34, time: 1.217, data_time: 0.002, memory: 10188, loss_action_cls: 0.0431, recall@thr=0.5: 0.7264, prec@thr=0.5: 0.8057, recall@top3: 0.8169, prec@top3: 0.6874, recall@top5: 0.9357, prec@top5: 0.4823, loss: 0.0431, grad_norm: 0.1917 2021-04-10 03:31:24,073 - mmaction - INFO - Epoch [6][3400/3842] lr: 2.721e-02, eta: 5:26:09, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0437, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.7841, recall@top3: 0.8018, prec@top3: 0.6768, recall@top5: 0.9238, prec@top5: 0.4791, loss: 0.0437, grad_norm: 0.1870 2021-04-10 03:31:48,578 - mmaction - INFO - Epoch [6][3420/3842] lr: 2.715e-02, eta: 5:25:44, time: 1.225, data_time: 0.001, memory: 10188, loss_action_cls: 0.0434, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.8034, recall@top3: 0.8125, prec@top3: 0.6807, recall@top5: 0.9316, prec@top5: 0.4801, loss: 0.0434, grad_norm: 0.1765 2021-04-10 03:32:12,845 - mmaction - INFO - Epoch [6][3440/3842] lr: 2.709e-02, eta: 5:25:19, time: 1.213, data_time: 0.001, memory: 10188, loss_action_cls: 0.0421, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7973, recall@top3: 0.8280, prec@top3: 0.6815, recall@top5: 0.9382, prec@top5: 0.4743, loss: 0.0421, grad_norm: 0.1780 2021-04-10 03:32:37,351 - mmaction - INFO - Epoch [6][3460/3842] lr: 2.703e-02, eta: 5:24:54, time: 1.225, data_time: 0.001, memory: 10188, loss_action_cls: 0.0442, recall@thr=0.5: 0.7220, prec@thr=0.5: 0.7853, recall@top3: 0.8077, prec@top3: 0.6675, recall@top5: 0.9361, prec@top5: 0.4744, loss: 0.0442, grad_norm: 0.1897 2021-04-10 03:33:01,629 - mmaction - INFO - Epoch [6][3480/3842] lr: 2.698e-02, eta: 5:24:29, time: 1.214, data_time: 0.002, memory: 10188, loss_action_cls: 0.0440, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.8030, recall@top3: 0.8111, prec@top3: 0.6829, recall@top5: 0.9379, prec@top5: 0.4873, loss: 0.0440, grad_norm: 0.1876 2021-04-10 03:33:25,927 - mmaction - INFO - Epoch [6][3500/3842] lr: 2.692e-02, eta: 5:24:04, time: 1.215, data_time: 0.001, memory: 10188, loss_action_cls: 0.0442, recall@thr=0.5: 0.7263, prec@thr=0.5: 0.7933, recall@top3: 0.8142, prec@top3: 0.6881, recall@top5: 0.9337, prec@top5: 0.4834, loss: 0.0442, grad_norm: 0.1816 2021-04-10 03:33:50,275 - mmaction - INFO - Epoch [6][3520/3842] lr: 2.686e-02, eta: 5:23:39, time: 1.216, data_time: 0.001, memory: 10188, loss_action_cls: 0.0446, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7980, recall@top3: 0.8000, prec@top3: 0.6739, recall@top5: 0.9213, prec@top5: 0.4770, loss: 0.0446, grad_norm: 0.1847 2021-04-10 03:34:14,647 - mmaction - INFO - Epoch [6][3540/3842] lr: 2.680e-02, eta: 5:23:14, time: 1.218, data_time: 0.002, memory: 10188, loss_action_cls: 0.0420, recall@thr=0.5: 0.7220, prec@thr=0.5: 0.7984, recall@top3: 0.8179, prec@top3: 0.6846, recall@top5: 0.9350, prec@top5: 0.4796, loss: 0.0420, grad_norm: 0.1768 2021-04-10 03:34:39,140 - mmaction - INFO - Epoch [6][3560/3842] lr: 2.674e-02, eta: 5:22:49, time: 1.225, data_time: 0.003, memory: 10188, loss_action_cls: 0.0433, recall@thr=0.5: 0.7316, prec@thr=0.5: 0.8023, recall@top3: 0.8188, prec@top3: 0.6842, recall@top5: 0.9359, prec@top5: 0.4795, loss: 0.0433, grad_norm: 0.1864 2021-04-10 03:35:03,598 - mmaction - INFO - Epoch [6][3580/3842] lr: 2.668e-02, eta: 5:22:24, time: 1.224, data_time: 0.003, memory: 10188, loss_action_cls: 0.0440, recall@thr=0.5: 0.7281, prec@thr=0.5: 0.7983, recall@top3: 0.8046, prec@top3: 0.6742, recall@top5: 0.9295, prec@top5: 0.4800, loss: 0.0440, grad_norm: 0.2007 2021-04-10 03:35:27,964 - mmaction - INFO - Epoch [6][3600/3842] lr: 2.662e-02, eta: 5:21:59, time: 1.219, data_time: 0.002, memory: 10188, loss_action_cls: 0.0441, recall@thr=0.5: 0.7194, prec@thr=0.5: 0.7974, recall@top3: 0.8103, prec@top3: 0.6801, recall@top5: 0.9316, prec@top5: 0.4814, loss: 0.0441, grad_norm: 0.1885 2021-04-10 03:35:52,327 - mmaction - INFO - Epoch [6][3620/3842] lr: 2.656e-02, eta: 5:21:34, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0429, recall@thr=0.5: 0.7311, prec@thr=0.5: 0.7937, recall@top3: 0.8162, prec@top3: 0.6763, recall@top5: 0.9321, prec@top5: 0.4741, loss: 0.0429, grad_norm: 0.1852 2021-04-10 03:36:16,688 - mmaction - INFO - Epoch [6][3640/3842] lr: 2.651e-02, eta: 5:21:09, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0420, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.8019, recall@top3: 0.8254, prec@top3: 0.6790, recall@top5: 0.9354, prec@top5: 0.4735, loss: 0.0420, grad_norm: 0.1871 2021-04-10 03:36:41,079 - mmaction - INFO - Epoch [6][3660/3842] lr: 2.645e-02, eta: 5:20:44, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0434, recall@thr=0.5: 0.7104, prec@thr=0.5: 0.7854, recall@top3: 0.8081, prec@top3: 0.6728, recall@top5: 0.9256, prec@top5: 0.4727, loss: 0.0434, grad_norm: 0.1803 2021-04-10 03:37:05,412 - mmaction - INFO - Epoch [6][3680/3842] lr: 2.639e-02, eta: 5:20:19, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0424, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.8083, recall@top3: 0.8151, prec@top3: 0.6775, recall@top5: 0.9280, prec@top5: 0.4739, loss: 0.0424, grad_norm: 0.1838 2021-04-10 03:37:29,908 - mmaction - INFO - Epoch [6][3700/3842] lr: 2.633e-02, eta: 5:19:54, time: 1.224, data_time: 0.001, memory: 10188, loss_action_cls: 0.0425, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.8014, recall@top3: 0.8307, prec@top3: 0.6691, recall@top5: 0.9381, prec@top5: 0.4659, loss: 0.0425, grad_norm: 0.1855 2021-04-10 03:37:54,291 - mmaction - INFO - Epoch [6][3720/3842] lr: 2.627e-02, eta: 5:19:29, time: 1.219, data_time: 0.002, memory: 10188, loss_action_cls: 0.0415, recall@thr=0.5: 0.7272, prec@thr=0.5: 0.8030, recall@top3: 0.8220, prec@top3: 0.6882, recall@top5: 0.9341, prec@top5: 0.4799, loss: 0.0415, grad_norm: 0.1877 2021-04-10 03:38:18,681 - mmaction - INFO - Epoch [6][3740/3842] lr: 2.621e-02, eta: 5:19:04, time: 1.220, data_time: 0.006, memory: 10188, loss_action_cls: 0.0412, recall@thr=0.5: 0.7314, prec@thr=0.5: 0.7991, recall@top3: 0.8169, prec@top3: 0.6944, recall@top5: 0.9421, prec@top5: 0.4949, loss: 0.0412, grad_norm: 0.1886 2021-04-10 03:38:43,069 - mmaction - INFO - Epoch [6][3760/3842] lr: 2.615e-02, eta: 5:18:39, time: 1.220, data_time: 0.002, memory: 10188, loss_action_cls: 0.0438, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.8078, recall@top3: 0.8161, prec@top3: 0.6778, recall@top5: 0.9310, prec@top5: 0.4751, loss: 0.0438, grad_norm: 0.1823 2021-04-10 03:39:07,448 - mmaction - INFO - Epoch [6][3780/3842] lr: 2.610e-02, eta: 5:18:14, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0432, recall@thr=0.5: 0.7191, prec@thr=0.5: 0.7988, recall@top3: 0.8142, prec@top3: 0.6839, recall@top5: 0.9316, prec@top5: 0.4807, loss: 0.0432, grad_norm: 0.1818 2021-04-10 03:39:31,822 - mmaction - INFO - Epoch [6][3800/3842] lr: 2.604e-02, eta: 5:17:49, time: 1.218, data_time: 0.002, memory: 10188, loss_action_cls: 0.0432, recall@thr=0.5: 0.7166, prec@thr=0.5: 0.7987, recall@top3: 0.8093, prec@top3: 0.6836, recall@top5: 0.9283, prec@top5: 0.4826, loss: 0.0432, grad_norm: 0.1818 2021-04-10 03:39:56,105 - mmaction - INFO - Epoch [6][3820/3842] lr: 2.598e-02, eta: 5:17:24, time: 1.215, data_time: 0.002, memory: 10188, loss_action_cls: 0.0413, recall@thr=0.5: 0.7245, prec@thr=0.5: 0.7957, recall@top3: 0.8170, prec@top3: 0.6813, recall@top5: 0.9352, prec@top5: 0.4786, loss: 0.0413, grad_norm: 0.1869 2021-04-10 03:40:20,303 - mmaction - INFO - Epoch [6][3840/3842] lr: 2.592e-02, eta: 5:16:59, time: 1.210, data_time: 0.001, memory: 10188, loss_action_cls: 0.0389, recall@thr=0.5: 0.7386, prec@thr=0.5: 0.8005, recall@top3: 0.8283, prec@top3: 0.6840, recall@top5: 0.9432, prec@top5: 0.4793, loss: 0.0389, grad_norm: 0.1829 2021-04-10 03:40:34,071 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-04-10 03:58:14,232 - mmaction - INFO - Evaluating mAP ... 2021-04-10 04:03:37,257 - mmaction - INFO - mAP@0.5IOU 0.2590 2021-04-10 04:03:40,499 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_6.pth. 2021-04-10 04:03:40,500 - mmaction - INFO - Best mAP@0.5IOU is 0.2590 at 6 epoch. 2021-04-10 04:03:41,727 - mmaction - INFO - Epoch(val) [6][3842] mAP@0.5IOU: 0.2590 2021-04-10 04:06:44,333 - mmaction - INFO - Epoch [7][20/3842] lr: 2.586e-02, eta: 5:18:15, time: 9.124, data_time: 7.853, memory: 10188, loss_action_cls: 0.0422, recall@thr=0.5: 0.7318, prec@thr=0.5: 0.8052, recall@top3: 0.8162, prec@top3: 0.6672, recall@top5: 0.9325, prec@top5: 0.4683, loss: 0.0422, grad_norm: 0.1828 2021-04-10 04:07:08,423 - mmaction - INFO - Epoch [7][40/3842] lr: 2.580e-02, eta: 5:17:49, time: 1.203, data_time: 0.005, memory: 10188, loss_action_cls: 0.0427, recall@thr=0.5: 0.7196, prec@thr=0.5: 0.7983, recall@top3: 0.8263, prec@top3: 0.6743, recall@top5: 0.9347, prec@top5: 0.4711, loss: 0.0427, grad_norm: 0.1873 2021-04-10 04:07:32,541 - mmaction - INFO - Epoch [7][60/3842] lr: 2.574e-02, eta: 5:17:24, time: 1.207, data_time: 0.003, memory: 10188, loss_action_cls: 0.0410, recall@thr=0.5: 0.7362, prec@thr=0.5: 0.8086, recall@top3: 0.8272, prec@top3: 0.6869, recall@top5: 0.9411, prec@top5: 0.4796, loss: 0.0410, grad_norm: 0.1794 2021-04-10 04:07:56,792 - mmaction - INFO - Epoch [7][80/3842] lr: 2.568e-02, eta: 5:16:59, time: 1.213, data_time: 0.002, memory: 10188, loss_action_cls: 0.0419, recall@thr=0.5: 0.7264, prec@thr=0.5: 0.7957, recall@top3: 0.8153, prec@top3: 0.6783, recall@top5: 0.9325, prec@top5: 0.4770, loss: 0.0419, grad_norm: 0.1935 2021-04-10 04:08:21,048 - mmaction - INFO - Epoch [7][100/3842] lr: 2.562e-02, eta: 5:16:34, time: 1.212, data_time: 0.001, memory: 10188, loss_action_cls: 0.0410, recall@thr=0.5: 0.7283, prec@thr=0.5: 0.8066, recall@top3: 0.8232, prec@top3: 0.6762, recall@top5: 0.9344, prec@top5: 0.4728, loss: 0.0410, grad_norm: 0.1833 2021-04-10 04:08:45,303 - mmaction - INFO - Epoch [7][120/3842] lr: 2.557e-02, eta: 5:16:08, time: 1.212, data_time: 0.001, memory: 10188, loss_action_cls: 0.0407, recall@thr=0.5: 0.7490, prec@thr=0.5: 0.8125, recall@top3: 0.8168, prec@top3: 0.7033, recall@top5: 0.9391, prec@top5: 0.4972, loss: 0.0407, grad_norm: 0.1847 2021-04-10 04:09:09,553 - mmaction - INFO - Epoch [7][140/3842] lr: 2.551e-02, eta: 5:15:43, time: 1.212, data_time: 0.001, memory: 10188, loss_action_cls: 0.0416, recall@thr=0.5: 0.7388, prec@thr=0.5: 0.8009, recall@top3: 0.8110, prec@top3: 0.6920, recall@top5: 0.9356, prec@top5: 0.4895, loss: 0.0416, grad_norm: 0.1801 2021-04-10 04:09:34,069 - mmaction - INFO - Epoch [7][160/3842] lr: 2.545e-02, eta: 5:15:18, time: 1.225, data_time: 0.002, memory: 10188, loss_action_cls: 0.0418, recall@thr=0.5: 0.7299, prec@thr=0.5: 0.8069, recall@top3: 0.8220, prec@top3: 0.6875, recall@top5: 0.9360, prec@top5: 0.4833, loss: 0.0418, grad_norm: 0.1836 2021-04-10 04:09:58,455 - mmaction - INFO - Epoch [7][180/3842] lr: 2.539e-02, eta: 5:14:53, time: 1.221, data_time: 0.003, memory: 10188, loss_action_cls: 0.0443, recall@thr=0.5: 0.7255, prec@thr=0.5: 0.7914, recall@top3: 0.8104, prec@top3: 0.6758, recall@top5: 0.9292, prec@top5: 0.4773, loss: 0.0443, grad_norm: 0.1916 2021-04-10 04:10:22,874 - mmaction - INFO - Epoch [7][200/3842] lr: 2.533e-02, eta: 5:14:27, time: 1.221, data_time: 0.001, memory: 10188, loss_action_cls: 0.0424, recall@thr=0.5: 0.7340, prec@thr=0.5: 0.8084, recall@top3: 0.8263, prec@top3: 0.6883, recall@top5: 0.9401, prec@top5: 0.4816, loss: 0.0424, grad_norm: 0.1886 2021-04-10 04:10:47,269 - mmaction - INFO - Epoch [7][220/3842] lr: 2.528e-02, eta: 5:14:02, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0410, recall@thr=0.5: 0.7362, prec@thr=0.5: 0.8113, recall@top3: 0.8278, prec@top3: 0.6806, recall@top5: 0.9407, prec@top5: 0.4758, loss: 0.0410, grad_norm: 0.1842 2021-04-10 04:11:11,545 - mmaction - INFO - Epoch [7][240/3842] lr: 2.522e-02, eta: 5:13:37, time: 1.213, data_time: 0.001, memory: 10188, loss_action_cls: 0.0419, recall@thr=0.5: 0.7366, prec@thr=0.5: 0.8006, recall@top3: 0.8245, prec@top3: 0.6917, recall@top5: 0.9399, prec@top5: 0.4840, loss: 0.0419, grad_norm: 0.1829 2021-04-10 04:11:35,769 - mmaction - INFO - Epoch [7][260/3842] lr: 2.516e-02, eta: 5:13:12, time: 1.211, data_time: 0.002, memory: 10188, loss_action_cls: 0.0423, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.8073, recall@top3: 0.8223, prec@top3: 0.6782, recall@top5: 0.9409, prec@top5: 0.4782, loss: 0.0423, grad_norm: 0.1898 2021-04-10 04:12:00,214 - mmaction - INFO - Epoch [7][280/3842] lr: 2.510e-02, eta: 5:12:46, time: 1.221, data_time: 0.001, memory: 10188, loss_action_cls: 0.0407, recall@thr=0.5: 0.7372, prec@thr=0.5: 0.8145, recall@top3: 0.8256, prec@top3: 0.6757, recall@top5: 0.9374, prec@top5: 0.4722, loss: 0.0407, grad_norm: 0.1803 2021-04-10 04:12:24,565 - mmaction - INFO - Epoch [7][300/3842] lr: 2.504e-02, eta: 5:12:21, time: 1.220, data_time: 0.003, memory: 10188, loss_action_cls: 0.0431, recall@thr=0.5: 0.7368, prec@thr=0.5: 0.8034, recall@top3: 0.8156, prec@top3: 0.6873, recall@top5: 0.9350, prec@top5: 0.4851, loss: 0.0431, grad_norm: 0.1879 2021-04-10 04:12:48,880 - mmaction - INFO - Epoch [7][320/3842] lr: 2.499e-02, eta: 5:11:56, time: 1.215, data_time: 0.001, memory: 10188, loss_action_cls: 0.0421, recall@thr=0.5: 0.7397, prec@thr=0.5: 0.8087, recall@top3: 0.8270, prec@top3: 0.6950, recall@top5: 0.9400, prec@top5: 0.4858, loss: 0.0421, grad_norm: 0.1793 2021-04-10 04:13:13,152 - mmaction - INFO - Epoch [7][340/3842] lr: 2.493e-02, eta: 5:11:31, time: 1.213, data_time: 0.001, memory: 10188, loss_action_cls: 0.0411, recall@thr=0.5: 0.7424, prec@thr=0.5: 0.8077, recall@top3: 0.8283, prec@top3: 0.6967, recall@top5: 0.9432, prec@top5: 0.4900, loss: 0.0411, grad_norm: 0.1810 2021-04-10 04:13:37,551 - mmaction - INFO - Epoch [7][360/3842] lr: 2.487e-02, eta: 5:11:06, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0400, recall@thr=0.5: 0.7313, prec@thr=0.5: 0.8040, recall@top3: 0.8205, prec@top3: 0.6758, recall@top5: 0.9329, prec@top5: 0.4738, loss: 0.0400, grad_norm: 0.2012 2021-04-10 04:14:01,862 - mmaction - INFO - Epoch [7][380/3842] lr: 2.481e-02, eta: 5:10:40, time: 1.217, data_time: 0.003, memory: 10188, loss_action_cls: 0.0398, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8111, recall@top3: 0.8309, prec@top3: 0.6905, recall@top5: 0.9418, prec@top5: 0.4818, loss: 0.0398, grad_norm: 0.1925 2021-04-10 04:14:26,264 - mmaction - INFO - Epoch [7][400/3842] lr: 2.475e-02, eta: 5:10:15, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0417, recall@thr=0.5: 0.7435, prec@thr=0.5: 0.8137, recall@top3: 0.8268, prec@top3: 0.6751, recall@top5: 0.9402, prec@top5: 0.4745, loss: 0.0417, grad_norm: 0.1888 2021-04-10 04:14:50,606 - mmaction - INFO - Epoch [7][420/3842] lr: 2.470e-02, eta: 5:09:50, time: 1.218, data_time: 0.002, memory: 10188, loss_action_cls: 0.0416, recall@thr=0.5: 0.7299, prec@thr=0.5: 0.8067, recall@top3: 0.8095, prec@top3: 0.6824, recall@top5: 0.9355, prec@top5: 0.4861, loss: 0.0416, grad_norm: 0.2005 2021-04-10 04:15:14,973 - mmaction - INFO - Epoch [7][440/3842] lr: 2.464e-02, eta: 5:09:25, time: 1.218, data_time: 0.001, memory: 10188, loss_action_cls: 0.0423, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.8005, recall@top3: 0.8214, prec@top3: 0.6906, recall@top5: 0.9330, prec@top5: 0.4797, loss: 0.0423, grad_norm: 0.1885 2021-04-10 04:15:39,343 - mmaction - INFO - Epoch [7][460/3842] lr: 2.458e-02, eta: 5:09:00, time: 1.218, data_time: 0.001, memory: 10188, loss_action_cls: 0.0402, recall@thr=0.5: 0.7422, prec@thr=0.5: 0.8118, recall@top3: 0.8187, prec@top3: 0.6860, recall@top5: 0.9343, prec@top5: 0.4815, loss: 0.0402, grad_norm: 0.1921 2021-04-10 04:16:03,782 - mmaction - INFO - Epoch [7][480/3842] lr: 2.452e-02, eta: 5:08:34, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0424, recall@thr=0.5: 0.7317, prec@thr=0.5: 0.8019, recall@top3: 0.8247, prec@top3: 0.6896, recall@top5: 0.9363, prec@top5: 0.4828, loss: 0.0424, grad_norm: 0.1862 2021-04-10 04:16:28,071 - mmaction - INFO - Epoch [7][500/3842] lr: 2.447e-02, eta: 5:08:09, time: 1.214, data_time: 0.001, memory: 10188, loss_action_cls: 0.0436, recall@thr=0.5: 0.7227, prec@thr=0.5: 0.7930, recall@top3: 0.8078, prec@top3: 0.6868, recall@top5: 0.9354, prec@top5: 0.4895, loss: 0.0436, grad_norm: 0.1967 2021-04-10 04:16:52,545 - mmaction - INFO - Epoch [7][520/3842] lr: 2.441e-02, eta: 5:07:44, time: 1.223, data_time: 0.001, memory: 10188, loss_action_cls: 0.0437, recall@thr=0.5: 0.7276, prec@thr=0.5: 0.8038, recall@top3: 0.8071, prec@top3: 0.6773, recall@top5: 0.9267, prec@top5: 0.4786, loss: 0.0437, grad_norm: 0.1832 2021-04-10 04:17:16,986 - mmaction - INFO - Epoch [7][540/3842] lr: 2.435e-02, eta: 5:07:19, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0404, recall@thr=0.5: 0.7429, prec@thr=0.5: 0.8143, recall@top3: 0.8294, prec@top3: 0.6881, recall@top5: 0.9354, prec@top5: 0.4781, loss: 0.0404, grad_norm: 0.1887 2021-04-10 04:17:41,365 - mmaction - INFO - Epoch [7][560/3842] lr: 2.429e-02, eta: 5:06:54, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0433, recall@thr=0.5: 0.7323, prec@thr=0.5: 0.8101, recall@top3: 0.8151, prec@top3: 0.6836, recall@top5: 0.9356, prec@top5: 0.4833, loss: 0.0433, grad_norm: 0.1917 2021-04-10 04:18:05,870 - mmaction - INFO - Epoch [7][580/3842] lr: 2.424e-02, eta: 5:06:29, time: 1.225, data_time: 0.001, memory: 10188, loss_action_cls: 0.0406, recall@thr=0.5: 0.7365, prec@thr=0.5: 0.8154, recall@top3: 0.8227, prec@top3: 0.6915, recall@top5: 0.9401, prec@top5: 0.4857, loss: 0.0406, grad_norm: 0.1873 2021-04-10 04:18:30,339 - mmaction - INFO - Epoch [7][600/3842] lr: 2.418e-02, eta: 5:06:04, time: 1.224, data_time: 0.001, memory: 10188, loss_action_cls: 0.0425, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8095, recall@top3: 0.8202, prec@top3: 0.6838, recall@top5: 0.9406, prec@top5: 0.4828, loss: 0.0425, grad_norm: 0.1881 2021-04-10 04:18:54,909 - mmaction - INFO - Epoch [7][620/3842] lr: 2.412e-02, eta: 5:05:38, time: 1.228, data_time: 0.013, memory: 10188, loss_action_cls: 0.0423, recall@thr=0.5: 0.7368, prec@thr=0.5: 0.8097, recall@top3: 0.8171, prec@top3: 0.6757, recall@top5: 0.9354, prec@top5: 0.4763, loss: 0.0423, grad_norm: 0.1806 2021-04-10 04:19:19,349 - mmaction - INFO - Epoch [7][640/3842] lr: 2.407e-02, eta: 5:05:13, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0423, recall@thr=0.5: 0.7436, prec@thr=0.5: 0.8223, recall@top3: 0.8182, prec@top3: 0.6914, recall@top5: 0.9373, prec@top5: 0.4875, loss: 0.0423, grad_norm: 0.1772 2021-04-10 04:19:43,657 - mmaction - INFO - Epoch [7][660/3842] lr: 2.401e-02, eta: 5:04:48, time: 1.216, data_time: 0.002, memory: 10188, loss_action_cls: 0.0419, recall@thr=0.5: 0.7386, prec@thr=0.5: 0.8062, recall@top3: 0.8227, prec@top3: 0.6772, recall@top5: 0.9362, prec@top5: 0.4742, loss: 0.0419, grad_norm: 0.1886 2021-04-10 04:20:08,025 - mmaction - INFO - Epoch [7][680/3842] lr: 2.395e-02, eta: 5:04:23, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0434, recall@thr=0.5: 0.7479, prec@thr=0.5: 0.8055, recall@top3: 0.8212, prec@top3: 0.6949, recall@top5: 0.9368, prec@top5: 0.4868, loss: 0.0434, grad_norm: 0.1832 2021-04-10 04:20:32,406 - mmaction - INFO - Epoch [7][700/3842] lr: 2.389e-02, eta: 5:03:58, time: 1.218, data_time: 0.001, memory: 10188, loss_action_cls: 0.0398, recall@thr=0.5: 0.7349, prec@thr=0.5: 0.8115, recall@top3: 0.8236, prec@top3: 0.6883, recall@top5: 0.9432, prec@top5: 0.4862, loss: 0.0398, grad_norm: 0.1890 2021-04-10 04:20:56,793 - mmaction - INFO - Epoch [7][720/3842] lr: 2.384e-02, eta: 5:03:33, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0422, recall@thr=0.5: 0.7366, prec@thr=0.5: 0.8034, recall@top3: 0.8247, prec@top3: 0.6881, recall@top5: 0.9383, prec@top5: 0.4817, loss: 0.0422, grad_norm: 0.1914 2021-04-10 04:21:21,141 - mmaction - INFO - Epoch [7][740/3842] lr: 2.378e-02, eta: 5:03:07, time: 1.216, data_time: 0.002, memory: 10188, loss_action_cls: 0.0432, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.7990, recall@top3: 0.8142, prec@top3: 0.6910, recall@top5: 0.9262, prec@top5: 0.4852, loss: 0.0432, grad_norm: 0.1924 2021-04-10 04:21:45,513 - mmaction - INFO - Epoch [7][760/3842] lr: 2.372e-02, eta: 5:02:42, time: 1.220, data_time: 0.003, memory: 10188, loss_action_cls: 0.0432, recall@thr=0.5: 0.7330, prec@thr=0.5: 0.8035, recall@top3: 0.8244, prec@top3: 0.6912, recall@top5: 0.9413, prec@top5: 0.4848, loss: 0.0432, grad_norm: 0.1871 2021-04-10 04:22:09,979 - mmaction - INFO - Epoch [7][780/3842] lr: 2.367e-02, eta: 5:02:17, time: 1.223, data_time: 0.001, memory: 10188, loss_action_cls: 0.0432, recall@thr=0.5: 0.7388, prec@thr=0.5: 0.7986, recall@top3: 0.8176, prec@top3: 0.6941, recall@top5: 0.9369, prec@top5: 0.4895, loss: 0.0432, grad_norm: 0.1870 2021-04-10 04:22:34,337 - mmaction - INFO - Epoch [7][800/3842] lr: 2.361e-02, eta: 5:01:52, time: 1.218, data_time: 0.001, memory: 10188, loss_action_cls: 0.0411, recall@thr=0.5: 0.7348, prec@thr=0.5: 0.8082, recall@top3: 0.8216, prec@top3: 0.6744, recall@top5: 0.9276, prec@top5: 0.4682, loss: 0.0411, grad_norm: 0.1915 2021-04-10 04:22:58,680 - mmaction - INFO - Epoch [7][820/3842] lr: 2.355e-02, eta: 5:01:27, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0407, recall@thr=0.5: 0.7496, prec@thr=0.5: 0.8231, recall@top3: 0.8285, prec@top3: 0.6987, recall@top5: 0.9422, prec@top5: 0.4881, loss: 0.0407, grad_norm: 0.1773 2021-04-10 04:23:23,112 - mmaction - INFO - Epoch [7][840/3842] lr: 2.349e-02, eta: 5:01:02, time: 1.221, data_time: 0.001, memory: 10188, loss_action_cls: 0.0411, recall@thr=0.5: 0.7298, prec@thr=0.5: 0.8071, recall@top3: 0.8209, prec@top3: 0.6804, recall@top5: 0.9347, prec@top5: 0.4781, loss: 0.0411, grad_norm: 0.1927 2021-04-10 04:23:47,464 - mmaction - INFO - Epoch [7][860/3842] lr: 2.344e-02, eta: 5:00:36, time: 1.218, data_time: 0.001, memory: 10188, loss_action_cls: 0.0425, recall@thr=0.5: 0.7273, prec@thr=0.5: 0.8130, recall@top3: 0.8123, prec@top3: 0.6938, recall@top5: 0.9300, prec@top5: 0.4880, loss: 0.0425, grad_norm: 0.1995 2021-04-10 04:24:11,971 - mmaction - INFO - Epoch [7][880/3842] lr: 2.338e-02, eta: 5:00:11, time: 1.226, data_time: 0.001, memory: 10188, loss_action_cls: 0.0417, recall@thr=0.5: 0.7504, prec@thr=0.5: 0.8121, recall@top3: 0.8220, prec@top3: 0.6941, recall@top5: 0.9397, prec@top5: 0.4881, loss: 0.0417, grad_norm: 0.1964 2021-04-10 04:24:36,289 - mmaction - INFO - Epoch [7][900/3842] lr: 2.332e-02, eta: 4:59:46, time: 1.215, data_time: 0.001, memory: 10188, loss_action_cls: 0.0424, recall@thr=0.5: 0.7379, prec@thr=0.5: 0.8048, recall@top3: 0.8159, prec@top3: 0.6830, recall@top5: 0.9281, prec@top5: 0.4791, loss: 0.0424, grad_norm: 0.1920 2021-04-10 04:25:00,784 - mmaction - INFO - Epoch [7][920/3842] lr: 2.327e-02, eta: 4:59:21, time: 1.225, data_time: 0.008, memory: 10188, loss_action_cls: 0.0427, recall@thr=0.5: 0.7399, prec@thr=0.5: 0.8088, recall@top3: 0.8222, prec@top3: 0.6977, recall@top5: 0.9348, prec@top5: 0.4893, loss: 0.0427, grad_norm: 0.1981 2021-04-10 04:25:25,111 - mmaction - INFO - Epoch [7][940/3842] lr: 2.321e-02, eta: 4:58:56, time: 1.216, data_time: 0.001, memory: 10188, loss_action_cls: 0.0412, recall@thr=0.5: 0.7529, prec@thr=0.5: 0.8189, recall@top3: 0.8249, prec@top3: 0.7007, recall@top5: 0.9351, prec@top5: 0.4893, loss: 0.0412, grad_norm: 0.1892 2021-04-10 04:25:49,533 - mmaction - INFO - Epoch [7][960/3842] lr: 2.315e-02, eta: 4:58:31, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0409, recall@thr=0.5: 0.7293, prec@thr=0.5: 0.8066, recall@top3: 0.8257, prec@top3: 0.6822, recall@top5: 0.9441, prec@top5: 0.4800, loss: 0.0409, grad_norm: 0.1974 2021-04-10 04:26:13,925 - mmaction - INFO - Epoch [7][980/3842] lr: 2.310e-02, eta: 4:58:06, time: 1.221, data_time: 0.003, memory: 10188, loss_action_cls: 0.0412, recall@thr=0.5: 0.7379, prec@thr=0.5: 0.8066, recall@top3: 0.8153, prec@top3: 0.6952, recall@top5: 0.9367, prec@top5: 0.4918, loss: 0.0412, grad_norm: 0.1924 2021-04-10 04:26:38,508 - mmaction - INFO - Epoch [7][1000/3842] lr: 2.304e-02, eta: 4:57:41, time: 1.229, data_time: 0.001, memory: 10188, loss_action_cls: 0.0407, recall@thr=0.5: 0.7403, prec@thr=0.5: 0.8095, recall@top3: 0.8204, prec@top3: 0.6820, recall@top5: 0.9310, prec@top5: 0.4755, loss: 0.0407, grad_norm: 0.1941 2021-04-10 04:27:02,859 - mmaction - INFO - Epoch [7][1020/3842] lr: 2.298e-02, eta: 4:57:15, time: 1.218, data_time: 0.001, memory: 10188, loss_action_cls: 0.0414, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.8086, recall@top3: 0.8156, prec@top3: 0.6818, recall@top5: 0.9324, prec@top5: 0.4775, loss: 0.0414, grad_norm: 0.1985 2021-04-10 04:27:27,307 - mmaction - INFO - Epoch [7][1040/3842] lr: 2.293e-02, eta: 4:56:50, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0423, recall@thr=0.5: 0.7444, prec@thr=0.5: 0.8058, recall@top3: 0.8192, prec@top3: 0.7047, recall@top5: 0.9372, prec@top5: 0.4954, loss: 0.0423, grad_norm: 0.1858 2021-04-10 04:27:51,577 - mmaction - INFO - Epoch [7][1060/3842] lr: 2.287e-02, eta: 4:56:25, time: 1.214, data_time: 0.002, memory: 10188, loss_action_cls: 0.0431, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.7992, recall@top3: 0.8139, prec@top3: 0.6781, recall@top5: 0.9301, prec@top5: 0.4743, loss: 0.0431, grad_norm: 0.1886 2021-04-10 04:28:15,888 - mmaction - INFO - Epoch [7][1080/3842] lr: 2.281e-02, eta: 4:56:00, time: 1.216, data_time: 0.001, memory: 10188, loss_action_cls: 0.0427, recall@thr=0.5: 0.7331, prec@thr=0.5: 0.7995, recall@top3: 0.8196, prec@top3: 0.6823, recall@top5: 0.9353, prec@top5: 0.4797, loss: 0.0427, grad_norm: 0.1909 2021-04-10 04:28:40,238 - mmaction - INFO - Epoch [7][1100/3842] lr: 2.276e-02, eta: 4:55:35, time: 1.215, data_time: 0.001, memory: 10188, loss_action_cls: 0.0413, recall@thr=0.5: 0.7478, prec@thr=0.5: 0.8089, recall@top3: 0.8238, prec@top3: 0.7014, recall@top5: 0.9392, prec@top5: 0.4932, loss: 0.0413, grad_norm: 0.1909 2021-04-10 04:29:04,498 - mmaction - INFO - Epoch [7][1120/3842] lr: 2.270e-02, eta: 4:55:10, time: 1.215, data_time: 0.003, memory: 10188, loss_action_cls: 0.0430, recall@thr=0.5: 0.7330, prec@thr=0.5: 0.8031, recall@top3: 0.8259, prec@top3: 0.6727, recall@top5: 0.9338, prec@top5: 0.4684, loss: 0.0430, grad_norm: 0.1858 2021-04-10 04:29:29,009 - mmaction - INFO - Epoch [7][1140/3842] lr: 2.265e-02, eta: 4:54:45, time: 1.226, data_time: 0.001, memory: 10188, loss_action_cls: 0.0432, recall@thr=0.5: 0.7225, prec@thr=0.5: 0.8055, recall@top3: 0.8147, prec@top3: 0.6761, recall@top5: 0.9356, prec@top5: 0.4780, loss: 0.0432, grad_norm: 0.1914 2021-04-10 04:29:53,363 - mmaction - INFO - Epoch [7][1160/3842] lr: 2.259e-02, eta: 4:54:19, time: 1.218, data_time: 0.001, memory: 10188, loss_action_cls: 0.0402, recall@thr=0.5: 0.7369, prec@thr=0.5: 0.8177, recall@top3: 0.8211, prec@top3: 0.6872, recall@top5: 0.9381, prec@top5: 0.4846, loss: 0.0402, grad_norm: 0.1956 2021-04-10 04:30:17,821 - mmaction - INFO - Epoch [7][1180/3842] lr: 2.253e-02, eta: 4:53:54, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0414, recall@thr=0.5: 0.7401, prec@thr=0.5: 0.8076, recall@top3: 0.8216, prec@top3: 0.6711, recall@top5: 0.9352, prec@top5: 0.4723, loss: 0.0414, grad_norm: 0.1826 2021-04-10 04:30:42,192 - mmaction - INFO - Epoch [7][1200/3842] lr: 2.248e-02, eta: 4:53:29, time: 1.218, data_time: 0.001, memory: 10188, loss_action_cls: 0.0408, recall@thr=0.5: 0.7479, prec@thr=0.5: 0.8133, recall@top3: 0.8270, prec@top3: 0.6834, recall@top5: 0.9389, prec@top5: 0.4798, loss: 0.0408, grad_norm: 0.1904 2021-04-10 04:31:06,553 - mmaction - INFO - Epoch [7][1220/3842] lr: 2.242e-02, eta: 4:53:04, time: 1.219, data_time: 0.002, memory: 10188, loss_action_cls: 0.0413, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8091, recall@top3: 0.8229, prec@top3: 0.6804, recall@top5: 0.9377, prec@top5: 0.4775, loss: 0.0413, grad_norm: 0.1912 2021-04-10 04:31:31,007 - mmaction - INFO - Epoch [7][1240/3842] lr: 2.236e-02, eta: 4:52:39, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0422, recall@thr=0.5: 0.7310, prec@thr=0.5: 0.8076, recall@top3: 0.8181, prec@top3: 0.6754, recall@top5: 0.9341, prec@top5: 0.4746, loss: 0.0422, grad_norm: 0.1900 2021-04-10 04:31:55,435 - mmaction - INFO - Epoch [7][1260/3842] lr: 2.231e-02, eta: 4:52:14, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0416, recall@thr=0.5: 0.7356, prec@thr=0.5: 0.8145, recall@top3: 0.8134, prec@top3: 0.6952, recall@top5: 0.9348, prec@top5: 0.4911, loss: 0.0416, grad_norm: 0.1849 2021-04-10 04:32:19,822 - mmaction - INFO - Epoch [7][1280/3842] lr: 2.225e-02, eta: 4:51:49, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0405, recall@thr=0.5: 0.7407, prec@thr=0.5: 0.8200, recall@top3: 0.8307, prec@top3: 0.6916, recall@top5: 0.9407, prec@top5: 0.4828, loss: 0.0405, grad_norm: 0.1928 2021-04-10 04:32:44,165 - mmaction - INFO - Epoch [7][1300/3842] lr: 2.220e-02, eta: 4:51:23, time: 1.218, data_time: 0.002, memory: 10188, loss_action_cls: 0.0416, recall@thr=0.5: 0.7314, prec@thr=0.5: 0.8121, recall@top3: 0.8207, prec@top3: 0.6828, recall@top5: 0.9401, prec@top5: 0.4834, loss: 0.0416, grad_norm: 0.1962 2021-04-10 04:33:08,546 - mmaction - INFO - Epoch [7][1320/3842] lr: 2.214e-02, eta: 4:50:58, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0420, recall@thr=0.5: 0.7455, prec@thr=0.5: 0.8189, recall@top3: 0.8181, prec@top3: 0.6965, recall@top5: 0.9363, prec@top5: 0.4899, loss: 0.0420, grad_norm: 0.1878 2021-04-10 04:33:32,915 - mmaction - INFO - Epoch [7][1340/3842] lr: 2.208e-02, eta: 4:50:33, time: 1.218, data_time: 0.001, memory: 10188, loss_action_cls: 0.0436, recall@thr=0.5: 0.7233, prec@thr=0.5: 0.7938, recall@top3: 0.8125, prec@top3: 0.6817, recall@top5: 0.9291, prec@top5: 0.4796, loss: 0.0436, grad_norm: 0.1910 2021-04-10 04:33:57,237 - mmaction - INFO - Epoch [7][1360/3842] lr: 2.203e-02, eta: 4:50:08, time: 1.216, data_time: 0.002, memory: 10188, loss_action_cls: 0.0413, recall@thr=0.5: 0.7267, prec@thr=0.5: 0.7998, recall@top3: 0.8162, prec@top3: 0.6796, recall@top5: 0.9394, prec@top5: 0.4791, loss: 0.0413, grad_norm: 0.1997 2021-04-10 04:34:21,516 - mmaction - INFO - Epoch [7][1380/3842] lr: 2.197e-02, eta: 4:49:43, time: 1.214, data_time: 0.002, memory: 10188, loss_action_cls: 0.0430, recall@thr=0.5: 0.7383, prec@thr=0.5: 0.8019, recall@top3: 0.8148, prec@top3: 0.6888, recall@top5: 0.9326, prec@top5: 0.4841, loss: 0.0430, grad_norm: 0.1915 2021-04-10 04:34:45,784 - mmaction - INFO - Epoch [7][1400/3842] lr: 2.192e-02, eta: 4:49:18, time: 1.214, data_time: 0.002, memory: 10188, loss_action_cls: 0.0402, recall@thr=0.5: 0.7362, prec@thr=0.5: 0.7941, recall@top3: 0.8212, prec@top3: 0.6881, recall@top5: 0.9367, prec@top5: 0.4814, loss: 0.0402, grad_norm: 0.1920 2021-04-10 04:35:10,181 - mmaction - INFO - Epoch [7][1420/3842] lr: 2.186e-02, eta: 4:48:53, time: 1.220, data_time: 0.002, memory: 10188, loss_action_cls: 0.0407, recall@thr=0.5: 0.7341, prec@thr=0.5: 0.8057, recall@top3: 0.8238, prec@top3: 0.6901, recall@top5: 0.9400, prec@top5: 0.4846, loss: 0.0407, grad_norm: 0.1907 2021-04-10 04:35:34,569 - mmaction - INFO - Epoch [7][1440/3842] lr: 2.181e-02, eta: 4:48:27, time: 1.220, data_time: 0.002, memory: 10188, loss_action_cls: 0.0428, recall@thr=0.5: 0.7310, prec@thr=0.5: 0.8051, recall@top3: 0.8133, prec@top3: 0.6784, recall@top5: 0.9332, prec@top5: 0.4799, loss: 0.0428, grad_norm: 0.1912 2021-04-10 04:35:58,934 - mmaction - INFO - Epoch [7][1460/3842] lr: 2.175e-02, eta: 4:48:02, time: 1.218, data_time: 0.001, memory: 10188, loss_action_cls: 0.0433, recall@thr=0.5: 0.7278, prec@thr=0.5: 0.8040, recall@top3: 0.8170, prec@top3: 0.6700, recall@top5: 0.9342, prec@top5: 0.4733, loss: 0.0433, grad_norm: 0.1861 2021-04-10 04:36:23,385 - mmaction - INFO - Epoch [7][1480/3842] lr: 2.169e-02, eta: 4:47:37, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0426, recall@thr=0.5: 0.7360, prec@thr=0.5: 0.7997, recall@top3: 0.8201, prec@top3: 0.6958, recall@top5: 0.9366, prec@top5: 0.4867, loss: 0.0426, grad_norm: 0.1826 2021-04-10 04:36:47,784 - mmaction - INFO - Epoch [7][1500/3842] lr: 2.164e-02, eta: 4:47:12, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0415, recall@thr=0.5: 0.7352, prec@thr=0.5: 0.8115, recall@top3: 0.8256, prec@top3: 0.6919, recall@top5: 0.9373, prec@top5: 0.4821, loss: 0.0415, grad_norm: 0.1941 2021-04-10 04:37:12,056 - mmaction - INFO - Epoch [7][1520/3842] lr: 2.158e-02, eta: 4:46:47, time: 1.214, data_time: 0.001, memory: 10188, loss_action_cls: 0.0445, recall@thr=0.5: 0.7336, prec@thr=0.5: 0.7968, recall@top3: 0.8145, prec@top3: 0.6873, recall@top5: 0.9324, prec@top5: 0.4856, loss: 0.0445, grad_norm: 0.1905 2021-04-10 04:37:36,446 - mmaction - INFO - Epoch [7][1540/3842] lr: 2.153e-02, eta: 4:46:22, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0413, recall@thr=0.5: 0.7408, prec@thr=0.5: 0.7980, recall@top3: 0.8180, prec@top3: 0.6962, recall@top5: 0.9370, prec@top5: 0.4900, loss: 0.0413, grad_norm: 0.1851 2021-04-10 04:38:00,875 - mmaction - INFO - Epoch [7][1560/3842] lr: 2.147e-02, eta: 4:45:57, time: 1.221, data_time: 0.001, memory: 10188, loss_action_cls: 0.0412, recall@thr=0.5: 0.7413, prec@thr=0.5: 0.8187, recall@top3: 0.8152, prec@top3: 0.6993, recall@top5: 0.9379, prec@top5: 0.4972, loss: 0.0412, grad_norm: 0.1870 2021-04-10 04:38:25,299 - mmaction - INFO - Epoch [7][1580/3842] lr: 2.142e-02, eta: 4:45:32, time: 1.221, data_time: 0.001, memory: 10188, loss_action_cls: 0.0417, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.7970, recall@top3: 0.8169, prec@top3: 0.6830, recall@top5: 0.9365, prec@top5: 0.4813, loss: 0.0417, grad_norm: 0.1945 2021-04-10 04:38:49,585 - mmaction - INFO - Epoch [7][1600/3842] lr: 2.136e-02, eta: 4:45:06, time: 1.214, data_time: 0.001, memory: 10188, loss_action_cls: 0.0396, recall@thr=0.5: 0.7642, prec@thr=0.5: 0.8204, recall@top3: 0.8371, prec@top3: 0.6964, recall@top5: 0.9491, prec@top5: 0.4855, loss: 0.0396, grad_norm: 0.1761 2021-04-10 04:39:14,015 - mmaction - INFO - Epoch [7][1620/3842] lr: 2.131e-02, eta: 4:44:41, time: 1.221, data_time: 0.001, memory: 10188, loss_action_cls: 0.0422, recall@thr=0.5: 0.7310, prec@thr=0.5: 0.8059, recall@top3: 0.8147, prec@top3: 0.6853, recall@top5: 0.9331, prec@top5: 0.4841, loss: 0.0422, grad_norm: 0.1913 2021-04-10 04:39:38,338 - mmaction - INFO - Epoch [7][1640/3842] lr: 2.125e-02, eta: 4:44:16, time: 1.217, data_time: 0.002, memory: 10188, loss_action_cls: 0.0427, recall@thr=0.5: 0.7418, prec@thr=0.5: 0.8070, recall@top3: 0.8172, prec@top3: 0.6890, recall@top5: 0.9332, prec@top5: 0.4873, loss: 0.0427, grad_norm: 0.1885 2021-04-10 04:40:02,738 - mmaction - INFO - Epoch [7][1660/3842] lr: 2.120e-02, eta: 4:43:51, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0416, recall@thr=0.5: 0.7217, prec@thr=0.5: 0.8002, recall@top3: 0.8212, prec@top3: 0.6756, recall@top5: 0.9333, prec@top5: 0.4720, loss: 0.0416, grad_norm: 0.2031 2021-04-10 04:40:27,074 - mmaction - INFO - Epoch [7][1680/3842] lr: 2.114e-02, eta: 4:43:26, time: 1.216, data_time: 0.001, memory: 10188, loss_action_cls: 0.0414, recall@thr=0.5: 0.7411, prec@thr=0.5: 0.8163, recall@top3: 0.8237, prec@top3: 0.6960, recall@top5: 0.9346, prec@top5: 0.4861, loss: 0.0414, grad_norm: 0.1858 2021-04-10 04:40:51,416 - mmaction - INFO - Epoch [7][1700/3842] lr: 2.108e-02, eta: 4:43:01, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0414, recall@thr=0.5: 0.7427, prec@thr=0.5: 0.8167, recall@top3: 0.8246, prec@top3: 0.6876, recall@top5: 0.9459, prec@top5: 0.4857, loss: 0.0414, grad_norm: 0.1839 2021-04-10 04:41:15,849 - mmaction - INFO - Epoch [7][1720/3842] lr: 2.103e-02, eta: 4:42:36, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0426, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.7987, recall@top3: 0.8148, prec@top3: 0.6835, recall@top5: 0.9332, prec@top5: 0.4805, loss: 0.0426, grad_norm: 0.1903 2021-04-10 04:41:40,161 - mmaction - INFO - Epoch [7][1740/3842] lr: 2.097e-02, eta: 4:42:11, time: 1.215, data_time: 0.001, memory: 10188, loss_action_cls: 0.0417, recall@thr=0.5: 0.7314, prec@thr=0.5: 0.8110, recall@top3: 0.8217, prec@top3: 0.6890, recall@top5: 0.9368, prec@top5: 0.4825, loss: 0.0417, grad_norm: 0.1898 2021-04-10 04:42:04,538 - mmaction - INFO - Epoch [7][1760/3842] lr: 2.092e-02, eta: 4:41:46, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0428, recall@thr=0.5: 0.7288, prec@thr=0.5: 0.7893, recall@top3: 0.8128, prec@top3: 0.6763, recall@top5: 0.9354, prec@top5: 0.4799, loss: 0.0428, grad_norm: 0.1936 2021-04-10 04:42:28,934 - mmaction - INFO - Epoch [7][1780/3842] lr: 2.086e-02, eta: 4:41:20, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0423, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.8044, recall@top3: 0.8152, prec@top3: 0.6749, recall@top5: 0.9328, prec@top5: 0.4721, loss: 0.0423, grad_norm: 0.1930 2021-04-10 04:42:53,365 - mmaction - INFO - Epoch [7][1800/3842] lr: 2.081e-02, eta: 4:40:55, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0416, recall@thr=0.5: 0.7269, prec@thr=0.5: 0.7954, recall@top3: 0.8138, prec@top3: 0.6849, recall@top5: 0.9319, prec@top5: 0.4811, loss: 0.0416, grad_norm: 0.1913 2021-04-10 04:43:17,820 - mmaction - INFO - Epoch [7][1820/3842] lr: 2.075e-02, eta: 4:40:30, time: 1.224, data_time: 0.004, memory: 10188, loss_action_cls: 0.0400, recall@thr=0.5: 0.7399, prec@thr=0.5: 0.8041, recall@top3: 0.8237, prec@top3: 0.6882, recall@top5: 0.9423, prec@top5: 0.4840, loss: 0.0400, grad_norm: 0.1926 2021-04-10 04:43:42,227 - mmaction - INFO - Epoch [7][1840/3842] lr: 2.070e-02, eta: 4:40:05, time: 1.222, data_time: 0.002, memory: 10188, loss_action_cls: 0.0419, recall@thr=0.5: 0.7373, prec@thr=0.5: 0.8127, recall@top3: 0.8193, prec@top3: 0.6863, recall@top5: 0.9378, prec@top5: 0.4831, loss: 0.0419, grad_norm: 0.1949 2021-04-10 04:44:06,563 - mmaction - INFO - Epoch [7][1860/3842] lr: 2.064e-02, eta: 4:39:40, time: 1.215, data_time: 0.001, memory: 10188, loss_action_cls: 0.0436, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.7892, recall@top3: 0.8053, prec@top3: 0.6684, recall@top5: 0.9312, prec@top5: 0.4763, loss: 0.0436, grad_norm: 0.1975 2021-04-10 04:44:30,935 - mmaction - INFO - Epoch [7][1880/3842] lr: 2.059e-02, eta: 4:39:15, time: 1.220, data_time: 0.003, memory: 10188, loss_action_cls: 0.0422, recall@thr=0.5: 0.7206, prec@thr=0.5: 0.7953, recall@top3: 0.8225, prec@top3: 0.6828, recall@top5: 0.9350, prec@top5: 0.4783, loss: 0.0422, grad_norm: 0.1975 2021-04-10 04:44:55,339 - mmaction - INFO - Epoch [7][1900/3842] lr: 2.054e-02, eta: 4:38:50, time: 1.220, data_time: 0.002, memory: 10188, loss_action_cls: 0.0425, recall@thr=0.5: 0.7279, prec@thr=0.5: 0.8059, recall@top3: 0.8117, prec@top3: 0.6756, recall@top5: 0.9326, prec@top5: 0.4787, loss: 0.0425, grad_norm: 0.1862 2021-04-10 04:45:19,642 - mmaction - INFO - Epoch [7][1920/3842] lr: 2.048e-02, eta: 4:38:25, time: 1.215, data_time: 0.002, memory: 10188, loss_action_cls: 0.0414, recall@thr=0.5: 0.7360, prec@thr=0.5: 0.8029, recall@top3: 0.8146, prec@top3: 0.6925, recall@top5: 0.9304, prec@top5: 0.4850, loss: 0.0414, grad_norm: 0.1883 2021-04-10 04:45:44,159 - mmaction - INFO - Epoch [7][1940/3842] lr: 2.043e-02, eta: 4:38:00, time: 1.227, data_time: 0.002, memory: 10188, loss_action_cls: 0.0404, recall@thr=0.5: 0.7383, prec@thr=0.5: 0.8099, recall@top3: 0.8358, prec@top3: 0.6921, recall@top5: 0.9459, prec@top5: 0.4807, loss: 0.0404, grad_norm: 0.1854 2021-04-10 04:46:08,606 - mmaction - INFO - Epoch [7][1960/3842] lr: 2.037e-02, eta: 4:37:35, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0437, recall@thr=0.5: 0.7274, prec@thr=0.5: 0.8036, recall@top3: 0.8134, prec@top3: 0.6903, recall@top5: 0.9303, prec@top5: 0.4838, loss: 0.0437, grad_norm: 0.1996 2021-04-10 04:46:32,957 - mmaction - INFO - Epoch [7][1980/3842] lr: 2.032e-02, eta: 4:37:10, time: 1.215, data_time: 0.001, memory: 10188, loss_action_cls: 0.0432, recall@thr=0.5: 0.7357, prec@thr=0.5: 0.8004, recall@top3: 0.8087, prec@top3: 0.6799, recall@top5: 0.9314, prec@top5: 0.4824, loss: 0.0432, grad_norm: 0.1923 2021-04-10 04:46:57,216 - mmaction - INFO - Epoch [7][2000/3842] lr: 2.026e-02, eta: 4:36:44, time: 1.215, data_time: 0.003, memory: 10188, loss_action_cls: 0.0426, recall@thr=0.5: 0.7258, prec@thr=0.5: 0.8036, recall@top3: 0.8254, prec@top3: 0.6867, recall@top5: 0.9403, prec@top5: 0.4812, loss: 0.0426, grad_norm: 0.1932 2021-04-10 04:47:21,719 - mmaction - INFO - Epoch [7][2020/3842] lr: 2.021e-02, eta: 4:36:19, time: 1.225, data_time: 0.001, memory: 10188, loss_action_cls: 0.0421, recall@thr=0.5: 0.7495, prec@thr=0.5: 0.8102, recall@top3: 0.8230, prec@top3: 0.6963, recall@top5: 0.9332, prec@top5: 0.4866, loss: 0.0421, grad_norm: 0.1954 2021-04-10 04:47:45,998 - mmaction - INFO - Epoch [7][2040/3842] lr: 2.015e-02, eta: 4:35:54, time: 1.213, data_time: 0.001, memory: 10188, loss_action_cls: 0.0402, recall@thr=0.5: 0.7308, prec@thr=0.5: 0.8093, recall@top3: 0.8230, prec@top3: 0.6819, recall@top5: 0.9376, prec@top5: 0.4773, loss: 0.0402, grad_norm: 0.2004 2021-04-10 04:48:10,474 - mmaction - INFO - Epoch [7][2060/3842] lr: 2.010e-02, eta: 4:35:29, time: 1.225, data_time: 0.002, memory: 10188, loss_action_cls: 0.0417, recall@thr=0.5: 0.7308, prec@thr=0.5: 0.8110, recall@top3: 0.8201, prec@top3: 0.6781, recall@top5: 0.9410, prec@top5: 0.4774, loss: 0.0417, grad_norm: 0.1839 2021-04-10 04:48:34,866 - mmaction - INFO - Epoch [7][2080/3842] lr: 2.005e-02, eta: 4:35:04, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0426, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.7927, recall@top3: 0.8099, prec@top3: 0.6820, recall@top5: 0.9337, prec@top5: 0.4812, loss: 0.0426, grad_norm: 0.2049 2021-04-10 04:48:59,212 - mmaction - INFO - Epoch [7][2100/3842] lr: 1.999e-02, eta: 4:34:39, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0417, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.8226, recall@top3: 0.8233, prec@top3: 0.6728, recall@top5: 0.9354, prec@top5: 0.4719, loss: 0.0417, grad_norm: 0.1831 2021-04-10 04:49:23,496 - mmaction - INFO - Epoch [7][2120/3842] lr: 1.994e-02, eta: 4:34:14, time: 1.215, data_time: 0.001, memory: 10188, loss_action_cls: 0.0412, recall@thr=0.5: 0.7285, prec@thr=0.5: 0.8074, recall@top3: 0.8180, prec@top3: 0.6819, recall@top5: 0.9380, prec@top5: 0.4817, loss: 0.0412, grad_norm: 0.2065 2021-04-10 04:49:47,840 - mmaction - INFO - Epoch [7][2140/3842] lr: 1.988e-02, eta: 4:33:49, time: 1.215, data_time: 0.001, memory: 10188, loss_action_cls: 0.0422, recall@thr=0.5: 0.7309, prec@thr=0.5: 0.8020, recall@top3: 0.8189, prec@top3: 0.6751, recall@top5: 0.9353, prec@top5: 0.4742, loss: 0.0422, grad_norm: 0.1957 2021-04-10 04:50:12,230 - mmaction - INFO - Epoch [7][2160/3842] lr: 1.983e-02, eta: 4:33:24, time: 1.221, data_time: 0.003, memory: 10188, loss_action_cls: 0.0412, recall@thr=0.5: 0.7371, prec@thr=0.5: 0.8019, recall@top3: 0.8256, prec@top3: 0.6936, recall@top5: 0.9408, prec@top5: 0.4873, loss: 0.0412, grad_norm: 0.1924 2021-04-10 04:50:36,535 - mmaction - INFO - Epoch [7][2180/3842] lr: 1.977e-02, eta: 4:32:59, time: 1.216, data_time: 0.002, memory: 10188, loss_action_cls: 0.0411, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.8137, recall@top3: 0.8213, prec@top3: 0.6816, recall@top5: 0.9367, prec@top5: 0.4779, loss: 0.0411, grad_norm: 0.1920 2021-04-10 04:51:00,934 - mmaction - INFO - Epoch [7][2200/3842] lr: 1.972e-02, eta: 4:32:34, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0426, recall@thr=0.5: 0.7318, prec@thr=0.5: 0.8007, recall@top3: 0.8180, prec@top3: 0.6890, recall@top5: 0.9363, prec@top5: 0.4858, loss: 0.0426, grad_norm: 0.1968 2021-04-10 04:51:25,435 - mmaction - INFO - Epoch [7][2220/3842] lr: 1.967e-02, eta: 4:32:09, time: 1.224, data_time: 0.001, memory: 10188, loss_action_cls: 0.0413, recall@thr=0.5: 0.7347, prec@thr=0.5: 0.8077, recall@top3: 0.8223, prec@top3: 0.6877, recall@top5: 0.9366, prec@top5: 0.4826, loss: 0.0413, grad_norm: 0.1988 2021-04-10 04:51:49,913 - mmaction - INFO - Epoch [7][2240/3842] lr: 1.961e-02, eta: 4:31:44, time: 1.225, data_time: 0.003, memory: 10188, loss_action_cls: 0.0405, recall@thr=0.5: 0.7405, prec@thr=0.5: 0.8077, recall@top3: 0.8179, prec@top3: 0.6800, recall@top5: 0.9439, prec@top5: 0.4824, loss: 0.0405, grad_norm: 0.1820 2021-04-10 04:52:14,262 - mmaction - INFO - Epoch [7][2260/3842] lr: 1.956e-02, eta: 4:31:18, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0390, recall@thr=0.5: 0.7445, prec@thr=0.5: 0.8192, recall@top3: 0.8309, prec@top3: 0.6966, recall@top5: 0.9382, prec@top5: 0.4829, loss: 0.0390, grad_norm: 0.1835 2021-04-10 04:52:38,645 - mmaction - INFO - Epoch [7][2280/3842] lr: 1.950e-02, eta: 4:30:53, time: 1.219, data_time: 0.002, memory: 10188, loss_action_cls: 0.0426, recall@thr=0.5: 0.7304, prec@thr=0.5: 0.7996, recall@top3: 0.8211, prec@top3: 0.6879, recall@top5: 0.9315, prec@top5: 0.4808, loss: 0.0426, grad_norm: 0.1907 2021-04-10 04:53:03,101 - mmaction - INFO - Epoch [7][2300/3842] lr: 1.945e-02, eta: 4:30:28, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0410, recall@thr=0.5: 0.7518, prec@thr=0.5: 0.8130, recall@top3: 0.8243, prec@top3: 0.6908, recall@top5: 0.9352, prec@top5: 0.4823, loss: 0.0410, grad_norm: 0.1863 2021-04-10 04:53:27,423 - mmaction - INFO - Epoch [7][2320/3842] lr: 1.940e-02, eta: 4:30:03, time: 1.215, data_time: 0.002, memory: 10188, loss_action_cls: 0.0426, recall@thr=0.5: 0.7295, prec@thr=0.5: 0.8120, recall@top3: 0.8183, prec@top3: 0.6863, recall@top5: 0.9364, prec@top5: 0.4816, loss: 0.0426, grad_norm: 0.1907 2021-04-10 04:53:51,740 - mmaction - INFO - Epoch [7][2340/3842] lr: 1.934e-02, eta: 4:29:38, time: 1.218, data_time: 0.003, memory: 10188, loss_action_cls: 0.0426, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.7982, recall@top3: 0.8109, prec@top3: 0.6890, recall@top5: 0.9305, prec@top5: 0.4871, loss: 0.0426, grad_norm: 0.1956 2021-04-10 04:54:16,200 - mmaction - INFO - Epoch [7][2360/3842] lr: 1.929e-02, eta: 4:29:13, time: 1.224, data_time: 0.002, memory: 10188, loss_action_cls: 0.0412, recall@thr=0.5: 0.7387, prec@thr=0.5: 0.8101, recall@top3: 0.8172, prec@top3: 0.6896, recall@top5: 0.9339, prec@top5: 0.4850, loss: 0.0412, grad_norm: 0.1960 2021-04-10 04:54:40,594 - mmaction - INFO - Epoch [7][2380/3842] lr: 1.924e-02, eta: 4:28:48, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0407, recall@thr=0.5: 0.7307, prec@thr=0.5: 0.8182, recall@top3: 0.8242, prec@top3: 0.6893, recall@top5: 0.9391, prec@top5: 0.4842, loss: 0.0407, grad_norm: 0.1842 2021-04-10 04:55:04,980 - mmaction - INFO - Epoch [7][2400/3842] lr: 1.918e-02, eta: 4:28:23, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0430, recall@thr=0.5: 0.7302, prec@thr=0.5: 0.7990, recall@top3: 0.8196, prec@top3: 0.6838, recall@top5: 0.9347, prec@top5: 0.4801, loss: 0.0430, grad_norm: 0.1913 2021-04-10 04:55:29,558 - mmaction - INFO - Epoch [7][2420/3842] lr: 1.913e-02, eta: 4:27:58, time: 1.230, data_time: 0.002, memory: 10188, loss_action_cls: 0.0415, recall@thr=0.5: 0.7477, prec@thr=0.5: 0.8149, recall@top3: 0.8246, prec@top3: 0.6954, recall@top5: 0.9344, prec@top5: 0.4859, loss: 0.0415, grad_norm: 0.1869 2021-04-10 04:55:53,935 - mmaction - INFO - Epoch [7][2440/3842] lr: 1.908e-02, eta: 4:27:33, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0412, recall@thr=0.5: 0.7320, prec@thr=0.5: 0.8074, recall@top3: 0.8275, prec@top3: 0.6914, recall@top5: 0.9383, prec@top5: 0.4827, loss: 0.0412, grad_norm: 0.1895 2021-04-10 04:56:18,280 - mmaction - INFO - Epoch [7][2460/3842] lr: 1.902e-02, eta: 4:27:08, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0388, recall@thr=0.5: 0.7425, prec@thr=0.5: 0.8205, recall@top3: 0.8354, prec@top3: 0.6870, recall@top5: 0.9461, prec@top5: 0.4807, loss: 0.0388, grad_norm: 0.1993 2021-04-10 04:56:42,659 - mmaction - INFO - Epoch [7][2480/3842] lr: 1.897e-02, eta: 4:26:43, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0405, recall@thr=0.5: 0.7499, prec@thr=0.5: 0.8102, recall@top3: 0.8259, prec@top3: 0.6970, recall@top5: 0.9415, prec@top5: 0.4886, loss: 0.0405, grad_norm: 0.2001 2021-04-10 04:57:07,279 - mmaction - INFO - Epoch [7][2500/3842] lr: 1.892e-02, eta: 4:26:18, time: 1.231, data_time: 0.001, memory: 10188, loss_action_cls: 0.0429, recall@thr=0.5: 0.7278, prec@thr=0.5: 0.8075, recall@top3: 0.8175, prec@top3: 0.6866, recall@top5: 0.9342, prec@top5: 0.4827, loss: 0.0429, grad_norm: 0.1853 2021-04-10 04:57:31,649 - mmaction - INFO - Epoch [7][2520/3842] lr: 1.886e-02, eta: 4:25:53, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0397, recall@thr=0.5: 0.7453, prec@thr=0.5: 0.8048, recall@top3: 0.8328, prec@top3: 0.6959, recall@top5: 0.9437, prec@top5: 0.4857, loss: 0.0397, grad_norm: 0.1849 2021-04-10 04:57:56,077 - mmaction - INFO - Epoch [7][2540/3842] lr: 1.881e-02, eta: 4:25:28, time: 1.220, data_time: 0.004, memory: 10188, loss_action_cls: 0.0420, recall@thr=0.5: 0.7335, prec@thr=0.5: 0.8083, recall@top3: 0.8186, prec@top3: 0.6936, recall@top5: 0.9309, prec@top5: 0.4857, loss: 0.0420, grad_norm: 0.1886 2021-04-10 04:58:20,465 - mmaction - INFO - Epoch [7][2560/3842] lr: 1.876e-02, eta: 4:25:03, time: 1.221, data_time: 0.003, memory: 10188, loss_action_cls: 0.0443, recall@thr=0.5: 0.7262, prec@thr=0.5: 0.8028, recall@top3: 0.8025, prec@top3: 0.6810, recall@top5: 0.9300, prec@top5: 0.4868, loss: 0.0443, grad_norm: 0.1939 2021-04-10 04:58:44,993 - mmaction - INFO - Epoch [7][2580/3842] lr: 1.870e-02, eta: 4:24:38, time: 1.226, data_time: 0.001, memory: 10188, loss_action_cls: 0.0429, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.8018, recall@top3: 0.8083, prec@top3: 0.6842, recall@top5: 0.9332, prec@top5: 0.4860, loss: 0.0429, grad_norm: 0.1989 2021-04-10 04:59:09,478 - mmaction - INFO - Epoch [7][2600/3842] lr: 1.865e-02, eta: 4:24:13, time: 1.223, data_time: 0.001, memory: 10188, loss_action_cls: 0.0426, recall@thr=0.5: 0.7327, prec@thr=0.5: 0.8066, recall@top3: 0.8174, prec@top3: 0.6859, recall@top5: 0.9292, prec@top5: 0.4792, loss: 0.0426, grad_norm: 0.1937 2021-04-10 04:59:33,806 - mmaction - INFO - Epoch [7][2620/3842] lr: 1.860e-02, eta: 4:23:48, time: 1.217, data_time: 0.002, memory: 10188, loss_action_cls: 0.0405, recall@thr=0.5: 0.7292, prec@thr=0.5: 0.8006, recall@top3: 0.8123, prec@top3: 0.6633, recall@top5: 0.9370, prec@top5: 0.4700, loss: 0.0405, grad_norm: 0.1942 2021-04-10 04:59:58,155 - mmaction - INFO - Epoch [7][2640/3842] lr: 1.854e-02, eta: 4:23:23, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0391, recall@thr=0.5: 0.7375, prec@thr=0.5: 0.8009, recall@top3: 0.8222, prec@top3: 0.6923, recall@top5: 0.9397, prec@top5: 0.4862, loss: 0.0391, grad_norm: 0.1972 2021-04-10 05:00:22,554 - mmaction - INFO - Epoch [7][2660/3842] lr: 1.849e-02, eta: 4:22:57, time: 1.220, data_time: 0.002, memory: 10188, loss_action_cls: 0.0405, recall@thr=0.5: 0.7381, prec@thr=0.5: 0.8150, recall@top3: 0.8223, prec@top3: 0.6829, recall@top5: 0.9349, prec@top5: 0.4773, loss: 0.0405, grad_norm: 0.1873 2021-04-10 05:00:46,954 - mmaction - INFO - Epoch [7][2680/3842] lr: 1.844e-02, eta: 4:22:32, time: 1.221, data_time: 0.007, memory: 10188, loss_action_cls: 0.0399, recall@thr=0.5: 0.7375, prec@thr=0.5: 0.8193, recall@top3: 0.8372, prec@top3: 0.6937, recall@top5: 0.9425, prec@top5: 0.4801, loss: 0.0399, grad_norm: 0.1907 2021-04-10 05:01:11,263 - mmaction - INFO - Epoch [7][2700/3842] lr: 1.839e-02, eta: 4:22:07, time: 1.215, data_time: 0.001, memory: 10188, loss_action_cls: 0.0416, recall@thr=0.5: 0.7410, prec@thr=0.5: 0.7998, recall@top3: 0.8167, prec@top3: 0.6819, recall@top5: 0.9375, prec@top5: 0.4813, loss: 0.0416, grad_norm: 0.1842 2021-04-10 05:01:35,861 - mmaction - INFO - Epoch [7][2720/3842] lr: 1.833e-02, eta: 4:21:42, time: 1.230, data_time: 0.001, memory: 10188, loss_action_cls: 0.0411, recall@thr=0.5: 0.7409, prec@thr=0.5: 0.8167, recall@top3: 0.8244, prec@top3: 0.6985, recall@top5: 0.9376, prec@top5: 0.4883, loss: 0.0411, grad_norm: 0.1980 2021-04-10 05:02:00,277 - mmaction - INFO - Epoch [7][2740/3842] lr: 1.828e-02, eta: 4:21:17, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0424, recall@thr=0.5: 0.7378, prec@thr=0.5: 0.8040, recall@top3: 0.8162, prec@top3: 0.6836, recall@top5: 0.9324, prec@top5: 0.4813, loss: 0.0424, grad_norm: 0.1868 2021-04-10 05:02:24,587 - mmaction - INFO - Epoch [7][2760/3842] lr: 1.823e-02, eta: 4:20:52, time: 1.216, data_time: 0.002, memory: 10188, loss_action_cls: 0.0409, recall@thr=0.5: 0.7553, prec@thr=0.5: 0.8157, recall@top3: 0.8359, prec@top3: 0.7106, recall@top5: 0.9380, prec@top5: 0.4916, loss: 0.0409, grad_norm: 0.1986 2021-04-10 05:02:49,029 - mmaction - INFO - Epoch [7][2780/3842] lr: 1.817e-02, eta: 4:20:27, time: 1.223, data_time: 0.001, memory: 10188, loss_action_cls: 0.0396, recall@thr=0.5: 0.7477, prec@thr=0.5: 0.8108, recall@top3: 0.8243, prec@top3: 0.6843, recall@top5: 0.9445, prec@top5: 0.4815, loss: 0.0396, grad_norm: 0.1894 2021-04-10 05:03:13,391 - mmaction - INFO - Epoch [7][2800/3842] lr: 1.812e-02, eta: 4:20:02, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0412, recall@thr=0.5: 0.7487, prec@thr=0.5: 0.8113, recall@top3: 0.8308, prec@top3: 0.6974, recall@top5: 0.9418, prec@top5: 0.4861, loss: 0.0412, grad_norm: 0.1965 2021-04-10 05:03:37,835 - mmaction - INFO - Epoch [7][2820/3842] lr: 1.807e-02, eta: 4:19:37, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0399, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8148, recall@top3: 0.8243, prec@top3: 0.6816, recall@top5: 0.9399, prec@top5: 0.4793, loss: 0.0399, grad_norm: 0.1897 2021-04-10 05:04:02,236 - mmaction - INFO - Epoch [7][2840/3842] lr: 1.802e-02, eta: 4:19:12, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0404, recall@thr=0.5: 0.7474, prec@thr=0.5: 0.8090, recall@top3: 0.8234, prec@top3: 0.6961, recall@top5: 0.9415, prec@top5: 0.4885, loss: 0.0404, grad_norm: 0.1918 2021-04-10 05:04:26,750 - mmaction - INFO - Epoch [7][2860/3842] lr: 1.797e-02, eta: 4:18:47, time: 1.225, data_time: 0.006, memory: 10188, loss_action_cls: 0.0414, recall@thr=0.5: 0.7366, prec@thr=0.5: 0.8064, recall@top3: 0.8127, prec@top3: 0.6810, recall@top5: 0.9397, prec@top5: 0.4846, loss: 0.0414, grad_norm: 0.1946 2021-04-10 05:04:51,077 - mmaction - INFO - Epoch [7][2880/3842] lr: 1.791e-02, eta: 4:18:22, time: 1.216, data_time: 0.002, memory: 10188, loss_action_cls: 0.0405, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8118, recall@top3: 0.8274, prec@top3: 0.7034, recall@top5: 0.9375, prec@top5: 0.4901, loss: 0.0405, grad_norm: 0.1930 2021-04-10 05:05:15,401 - mmaction - INFO - Epoch [7][2900/3842] lr: 1.786e-02, eta: 4:17:57, time: 1.218, data_time: 0.003, memory: 10188, loss_action_cls: 0.0413, recall@thr=0.5: 0.7376, prec@thr=0.5: 0.8184, recall@top3: 0.8226, prec@top3: 0.6808, recall@top5: 0.9335, prec@top5: 0.4753, loss: 0.0413, grad_norm: 0.1929 2021-04-10 05:05:39,906 - mmaction - INFO - Epoch [7][2920/3842] lr: 1.781e-02, eta: 4:17:32, time: 1.225, data_time: 0.002, memory: 10188, loss_action_cls: 0.0408, recall@thr=0.5: 0.7524, prec@thr=0.5: 0.8186, recall@top3: 0.8196, prec@top3: 0.6982, recall@top5: 0.9402, prec@top5: 0.4951, loss: 0.0408, grad_norm: 0.1940 2021-04-10 05:06:04,350 - mmaction - INFO - Epoch [7][2940/3842] lr: 1.776e-02, eta: 4:17:07, time: 1.223, data_time: 0.002, memory: 10188, loss_action_cls: 0.0430, recall@thr=0.5: 0.7269, prec@thr=0.5: 0.8033, recall@top3: 0.8162, prec@top3: 0.6776, recall@top5: 0.9328, prec@top5: 0.4767, loss: 0.0430, grad_norm: 0.2032 2021-04-10 05:06:29,012 - mmaction - INFO - Epoch [7][2960/3842] lr: 1.770e-02, eta: 4:16:42, time: 1.233, data_time: 0.001, memory: 10188, loss_action_cls: 0.0415, recall@thr=0.5: 0.7331, prec@thr=0.5: 0.8051, recall@top3: 0.8231, prec@top3: 0.6932, recall@top5: 0.9385, prec@top5: 0.4846, loss: 0.0415, grad_norm: 0.1885 2021-04-10 05:06:53,482 - mmaction - INFO - Epoch [7][2980/3842] lr: 1.765e-02, eta: 4:16:17, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0416, recall@thr=0.5: 0.7431, prec@thr=0.5: 0.8097, recall@top3: 0.8205, prec@top3: 0.6898, recall@top5: 0.9356, prec@top5: 0.4841, loss: 0.0416, grad_norm: 0.1919 2021-04-10 05:07:17,909 - mmaction - INFO - Epoch [7][3000/3842] lr: 1.760e-02, eta: 4:15:52, time: 1.223, data_time: 0.002, memory: 10188, loss_action_cls: 0.0405, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8166, recall@top3: 0.8203, prec@top3: 0.6904, recall@top5: 0.9399, prec@top5: 0.4873, loss: 0.0405, grad_norm: 0.1875 2021-04-10 05:07:42,159 - mmaction - INFO - Epoch [7][3020/3842] lr: 1.755e-02, eta: 4:15:27, time: 1.213, data_time: 0.001, memory: 10188, loss_action_cls: 0.0398, recall@thr=0.5: 0.7386, prec@thr=0.5: 0.8184, recall@top3: 0.8299, prec@top3: 0.6894, recall@top5: 0.9426, prec@top5: 0.4835, loss: 0.0398, grad_norm: 0.1992 2021-04-10 05:08:06,578 - mmaction - INFO - Epoch [7][3040/3842] lr: 1.750e-02, eta: 4:15:02, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0415, recall@thr=0.5: 0.7446, prec@thr=0.5: 0.8087, recall@top3: 0.8209, prec@top3: 0.6845, recall@top5: 0.9399, prec@top5: 0.4810, loss: 0.0415, grad_norm: 0.1977 2021-04-10 05:08:30,959 - mmaction - INFO - Epoch [7][3060/3842] lr: 1.744e-02, eta: 4:14:37, time: 1.218, data_time: 0.002, memory: 10188, loss_action_cls: 0.0392, recall@thr=0.5: 0.7413, prec@thr=0.5: 0.8209, recall@top3: 0.8281, prec@top3: 0.6930, recall@top5: 0.9457, prec@top5: 0.4862, loss: 0.0392, grad_norm: 0.1968 2021-04-10 05:08:55,400 - mmaction - INFO - Epoch [7][3080/3842] lr: 1.739e-02, eta: 4:14:12, time: 1.223, data_time: 0.003, memory: 10188, loss_action_cls: 0.0430, recall@thr=0.5: 0.7322, prec@thr=0.5: 0.7973, recall@top3: 0.8125, prec@top3: 0.6807, recall@top5: 0.9363, prec@top5: 0.4827, loss: 0.0430, grad_norm: 0.1940 2021-04-10 05:09:19,657 - mmaction - INFO - Epoch [7][3100/3842] lr: 1.734e-02, eta: 4:13:47, time: 1.214, data_time: 0.002, memory: 10188, loss_action_cls: 0.0411, recall@thr=0.5: 0.7406, prec@thr=0.5: 0.8084, recall@top3: 0.8209, prec@top3: 0.6928, recall@top5: 0.9332, prec@top5: 0.4857, loss: 0.0411, grad_norm: 0.1934 2021-04-10 05:09:44,090 - mmaction - INFO - Epoch [7][3120/3842] lr: 1.729e-02, eta: 4:13:22, time: 1.221, data_time: 0.001, memory: 10188, loss_action_cls: 0.0421, recall@thr=0.5: 0.7334, prec@thr=0.5: 0.8041, recall@top3: 0.8222, prec@top3: 0.6805, recall@top5: 0.9412, prec@top5: 0.4803, loss: 0.0421, grad_norm: 0.1950 2021-04-10 05:10:08,543 - mmaction - INFO - Epoch [7][3140/3842] lr: 1.724e-02, eta: 4:12:57, time: 1.223, data_time: 0.001, memory: 10188, loss_action_cls: 0.0397, recall@thr=0.5: 0.7463, prec@thr=0.5: 0.8208, recall@top3: 0.8334, prec@top3: 0.6963, recall@top5: 0.9437, prec@top5: 0.4861, loss: 0.0397, grad_norm: 0.1816 2021-04-10 05:10:32,863 - mmaction - INFO - Epoch [7][3160/3842] lr: 1.719e-02, eta: 4:12:32, time: 1.216, data_time: 0.001, memory: 10188, loss_action_cls: 0.0403, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.7964, recall@top3: 0.8163, prec@top3: 0.6814, recall@top5: 0.9329, prec@top5: 0.4778, loss: 0.0403, grad_norm: 0.1976 2021-04-10 05:10:57,303 - mmaction - INFO - Epoch [7][3180/3842] lr: 1.713e-02, eta: 4:12:07, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0411, recall@thr=0.5: 0.7387, prec@thr=0.5: 0.8147, recall@top3: 0.8241, prec@top3: 0.6846, recall@top5: 0.9374, prec@top5: 0.4781, loss: 0.0411, grad_norm: 0.1922 2021-04-10 05:11:21,718 - mmaction - INFO - Epoch [7][3200/3842] lr: 1.708e-02, eta: 4:11:42, time: 1.222, data_time: 0.003, memory: 10188, loss_action_cls: 0.0408, recall@thr=0.5: 0.7420, prec@thr=0.5: 0.8085, recall@top3: 0.8288, prec@top3: 0.6935, recall@top5: 0.9457, prec@top5: 0.4857, loss: 0.0408, grad_norm: 0.1877 2021-04-10 05:11:46,173 - mmaction - INFO - Epoch [7][3220/3842] lr: 1.703e-02, eta: 4:11:17, time: 1.223, data_time: 0.002, memory: 10188, loss_action_cls: 0.0405, recall@thr=0.5: 0.7410, prec@thr=0.5: 0.8138, recall@top3: 0.8209, prec@top3: 0.6864, recall@top5: 0.9313, prec@top5: 0.4798, loss: 0.0405, grad_norm: 0.1867 2021-04-10 05:12:10,616 - mmaction - INFO - Epoch [7][3240/3842] lr: 1.698e-02, eta: 4:10:52, time: 1.222, data_time: 0.002, memory: 10188, loss_action_cls: 0.0415, recall@thr=0.5: 0.7290, prec@thr=0.5: 0.8079, recall@top3: 0.8208, prec@top3: 0.6809, recall@top5: 0.9379, prec@top5: 0.4782, loss: 0.0415, grad_norm: 0.1901 2021-04-10 05:12:34,917 - mmaction - INFO - Epoch [7][3260/3842] lr: 1.693e-02, eta: 4:10:27, time: 1.215, data_time: 0.002, memory: 10188, loss_action_cls: 0.0415, recall@thr=0.5: 0.7426, prec@thr=0.5: 0.8077, recall@top3: 0.8225, prec@top3: 0.6891, recall@top5: 0.9413, prec@top5: 0.4859, loss: 0.0415, grad_norm: 0.1881 2021-04-10 05:12:59,209 - mmaction - INFO - Epoch [7][3280/3842] lr: 1.688e-02, eta: 4:10:02, time: 1.215, data_time: 0.002, memory: 10188, loss_action_cls: 0.0411, recall@thr=0.5: 0.7312, prec@thr=0.5: 0.8012, recall@top3: 0.8197, prec@top3: 0.6845, recall@top5: 0.9358, prec@top5: 0.4801, loss: 0.0411, grad_norm: 0.2011 2021-04-10 05:13:23,694 - mmaction - INFO - Epoch [7][3300/3842] lr: 1.683e-02, eta: 4:09:37, time: 1.224, data_time: 0.001, memory: 10188, loss_action_cls: 0.0412, recall@thr=0.5: 0.7411, prec@thr=0.5: 0.7985, recall@top3: 0.8250, prec@top3: 0.6969, recall@top5: 0.9378, prec@top5: 0.4853, loss: 0.0412, grad_norm: 0.1901 2021-04-10 05:13:48,075 - mmaction - INFO - Epoch [7][3320/3842] lr: 1.678e-02, eta: 4:09:12, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0430, recall@thr=0.5: 0.7250, prec@thr=0.5: 0.8058, recall@top3: 0.8209, prec@top3: 0.6874, recall@top5: 0.9350, prec@top5: 0.4813, loss: 0.0430, grad_norm: 0.1935 2021-04-10 05:14:12,464 - mmaction - INFO - Epoch [7][3340/3842] lr: 1.672e-02, eta: 4:08:47, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0399, recall@thr=0.5: 0.7294, prec@thr=0.5: 0.8071, recall@top3: 0.8199, prec@top3: 0.6804, recall@top5: 0.9370, prec@top5: 0.4796, loss: 0.0399, grad_norm: 0.2034 2021-04-10 05:14:36,881 - mmaction - INFO - Epoch [7][3360/3842] lr: 1.667e-02, eta: 4:08:22, time: 1.220, data_time: 0.009, memory: 10188, loss_action_cls: 0.0409, recall@thr=0.5: 0.7502, prec@thr=0.5: 0.8160, recall@top3: 0.8266, prec@top3: 0.6975, recall@top5: 0.9405, prec@top5: 0.4878, loss: 0.0409, grad_norm: 0.1922 2021-04-10 05:15:01,326 - mmaction - INFO - Epoch [7][3380/3842] lr: 1.662e-02, eta: 4:07:57, time: 1.223, data_time: 0.001, memory: 10188, loss_action_cls: 0.0417, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8079, recall@top3: 0.8213, prec@top3: 0.6938, recall@top5: 0.9352, prec@top5: 0.4864, loss: 0.0417, grad_norm: 0.1897 2021-04-10 05:15:25,723 - mmaction - INFO - Epoch [7][3400/3842] lr: 1.657e-02, eta: 4:07:32, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0424, recall@thr=0.5: 0.7403, prec@thr=0.5: 0.8069, recall@top3: 0.8218, prec@top3: 0.6799, recall@top5: 0.9342, prec@top5: 0.4772, loss: 0.0424, grad_norm: 0.1908 2021-04-10 05:15:50,170 - mmaction - INFO - Epoch [7][3420/3842] lr: 1.652e-02, eta: 4:07:07, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0422, recall@thr=0.5: 0.7272, prec@thr=0.5: 0.8026, recall@top3: 0.8167, prec@top3: 0.6755, recall@top5: 0.9326, prec@top5: 0.4743, loss: 0.0422, grad_norm: 0.1932 2021-04-10 05:16:14,590 - mmaction - INFO - Epoch [7][3440/3842] lr: 1.647e-02, eta: 4:06:42, time: 1.221, data_time: 0.001, memory: 10188, loss_action_cls: 0.0400, recall@thr=0.5: 0.7463, prec@thr=0.5: 0.8242, recall@top3: 0.8331, prec@top3: 0.6919, recall@top5: 0.9412, prec@top5: 0.4809, loss: 0.0400, grad_norm: 0.1928 2021-04-10 05:16:39,011 - mmaction - INFO - Epoch [7][3460/3842] lr: 1.642e-02, eta: 4:06:17, time: 1.220, data_time: 0.002, memory: 10188, loss_action_cls: 0.0402, recall@thr=0.5: 0.7466, prec@thr=0.5: 0.8108, recall@top3: 0.8209, prec@top3: 0.6910, recall@top5: 0.9411, prec@top5: 0.4895, loss: 0.0402, grad_norm: 0.1966 2021-04-10 05:17:03,513 - mmaction - INFO - Epoch [7][3480/3842] lr: 1.637e-02, eta: 4:05:52, time: 1.228, data_time: 0.003, memory: 10188, loss_action_cls: 0.0419, recall@thr=0.5: 0.7240, prec@thr=0.5: 0.8082, recall@top3: 0.8142, prec@top3: 0.6881, recall@top5: 0.9298, prec@top5: 0.4847, loss: 0.0419, grad_norm: 0.2003 2021-04-10 05:17:27,877 - mmaction - INFO - Epoch [7][3500/3842] lr: 1.632e-02, eta: 4:05:27, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0424, recall@thr=0.5: 0.7316, prec@thr=0.5: 0.8048, recall@top3: 0.8183, prec@top3: 0.6707, recall@top5: 0.9347, prec@top5: 0.4716, loss: 0.0424, grad_norm: 0.1913 2021-04-10 05:17:52,190 - mmaction - INFO - Epoch [7][3520/3842] lr: 1.627e-02, eta: 4:05:02, time: 1.216, data_time: 0.002, memory: 10188, loss_action_cls: 0.0418, recall@thr=0.5: 0.7369, prec@thr=0.5: 0.8154, recall@top3: 0.8250, prec@top3: 0.6901, recall@top5: 0.9361, prec@top5: 0.4802, loss: 0.0418, grad_norm: 0.1965 2021-04-10 05:18:16,498 - mmaction - INFO - Epoch [7][3540/3842] lr: 1.622e-02, eta: 4:04:37, time: 1.215, data_time: 0.001, memory: 10188, loss_action_cls: 0.0413, recall@thr=0.5: 0.7516, prec@thr=0.5: 0.8169, recall@top3: 0.8347, prec@top3: 0.6992, recall@top5: 0.9374, prec@top5: 0.4810, loss: 0.0413, grad_norm: 0.1864 2021-04-10 05:18:40,946 - mmaction - INFO - Epoch [7][3560/3842] lr: 1.617e-02, eta: 4:04:12, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0424, recall@thr=0.5: 0.7273, prec@thr=0.5: 0.8025, recall@top3: 0.8129, prec@top3: 0.6849, recall@top5: 0.9323, prec@top5: 0.4838, loss: 0.0424, grad_norm: 0.1942 2021-04-10 05:19:05,249 - mmaction - INFO - Epoch [7][3580/3842] lr: 1.612e-02, eta: 4:03:47, time: 1.215, data_time: 0.001, memory: 10188, loss_action_cls: 0.0394, recall@thr=0.5: 0.7489, prec@thr=0.5: 0.8241, recall@top3: 0.8340, prec@top3: 0.6965, recall@top5: 0.9446, prec@top5: 0.4866, loss: 0.0394, grad_norm: 0.1817 2021-04-10 05:19:29,621 - mmaction - INFO - Epoch [7][3600/3842] lr: 1.607e-02, eta: 4:03:22, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0401, recall@thr=0.5: 0.7523, prec@thr=0.5: 0.8122, recall@top3: 0.8295, prec@top3: 0.7005, recall@top5: 0.9381, prec@top5: 0.4871, loss: 0.0401, grad_norm: 0.1876 2021-04-10 05:19:53,989 - mmaction - INFO - Epoch [7][3620/3842] lr: 1.601e-02, eta: 4:02:57, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0399, recall@thr=0.5: 0.7407, prec@thr=0.5: 0.8065, recall@top3: 0.8242, prec@top3: 0.6797, recall@top5: 0.9390, prec@top5: 0.4787, loss: 0.0399, grad_norm: 0.1954 2021-04-10 05:20:18,419 - mmaction - INFO - Epoch [7][3640/3842] lr: 1.596e-02, eta: 4:02:32, time: 1.221, data_time: 0.001, memory: 10188, loss_action_cls: 0.0395, recall@thr=0.5: 0.7518, prec@thr=0.5: 0.8129, recall@top3: 0.8266, prec@top3: 0.6903, recall@top5: 0.9412, prec@top5: 0.4838, loss: 0.0395, grad_norm: 0.1869 2021-04-10 05:20:42,934 - mmaction - INFO - Epoch [7][3660/3842] lr: 1.591e-02, eta: 4:02:07, time: 1.226, data_time: 0.002, memory: 10188, loss_action_cls: 0.0424, recall@thr=0.5: 0.7313, prec@thr=0.5: 0.7989, recall@top3: 0.8160, prec@top3: 0.6851, recall@top5: 0.9306, prec@top5: 0.4808, loss: 0.0424, grad_norm: 0.1969 2021-04-10 05:21:07,415 - mmaction - INFO - Epoch [7][3680/3842] lr: 1.586e-02, eta: 4:01:42, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0406, recall@thr=0.5: 0.7373, prec@thr=0.5: 0.8124, recall@top3: 0.8201, prec@top3: 0.6944, recall@top5: 0.9365, prec@top5: 0.4883, loss: 0.0406, grad_norm: 0.1945 2021-04-10 05:21:31,916 - mmaction - INFO - Epoch [7][3700/3842] lr: 1.581e-02, eta: 4:01:17, time: 1.227, data_time: 0.003, memory: 10188, loss_action_cls: 0.0418, recall@thr=0.5: 0.7413, prec@thr=0.5: 0.8077, recall@top3: 0.8142, prec@top3: 0.6827, recall@top5: 0.9349, prec@top5: 0.4841, loss: 0.0418, grad_norm: 0.1984 2021-04-10 05:21:56,323 - mmaction - INFO - Epoch [7][3720/3842] lr: 1.576e-02, eta: 4:00:52, time: 1.221, data_time: 0.001, memory: 10188, loss_action_cls: 0.0403, recall@thr=0.5: 0.7279, prec@thr=0.5: 0.8000, recall@top3: 0.8182, prec@top3: 0.6932, recall@top5: 0.9386, prec@top5: 0.4894, loss: 0.0403, grad_norm: 0.1984 2021-04-10 05:22:20,703 - mmaction - INFO - Epoch [7][3740/3842] lr: 1.571e-02, eta: 4:00:27, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0400, recall@thr=0.5: 0.7416, prec@thr=0.5: 0.8096, recall@top3: 0.8263, prec@top3: 0.6855, recall@top5: 0.9422, prec@top5: 0.4817, loss: 0.0400, grad_norm: 0.1965 2021-04-10 05:22:45,011 - mmaction - INFO - Epoch [7][3760/3842] lr: 1.566e-02, eta: 4:00:02, time: 1.217, data_time: 0.003, memory: 10188, loss_action_cls: 0.0410, recall@thr=0.5: 0.7359, prec@thr=0.5: 0.8116, recall@top3: 0.8208, prec@top3: 0.6896, recall@top5: 0.9354, prec@top5: 0.4830, loss: 0.0410, grad_norm: 0.1870 2021-04-10 05:23:09,486 - mmaction - INFO - Epoch [7][3780/3842] lr: 1.561e-02, eta: 3:59:37, time: 1.223, data_time: 0.001, memory: 10188, loss_action_cls: 0.0419, recall@thr=0.5: 0.7340, prec@thr=0.5: 0.7995, recall@top3: 0.8204, prec@top3: 0.6776, recall@top5: 0.9372, prec@top5: 0.4740, loss: 0.0419, grad_norm: 0.1988 2021-04-10 05:23:33,913 - mmaction - INFO - Epoch [7][3800/3842] lr: 1.556e-02, eta: 3:59:12, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0410, recall@thr=0.5: 0.7555, prec@thr=0.5: 0.8239, recall@top3: 0.8410, prec@top3: 0.6928, recall@top5: 0.9454, prec@top5: 0.4813, loss: 0.0410, grad_norm: 0.1901 2021-04-10 05:23:58,528 - mmaction - INFO - Epoch [7][3820/3842] lr: 1.552e-02, eta: 3:58:47, time: 1.232, data_time: 0.002, memory: 10188, loss_action_cls: 0.0411, recall@thr=0.5: 0.7347, prec@thr=0.5: 0.8025, recall@top3: 0.8169, prec@top3: 0.6799, recall@top5: 0.9415, prec@top5: 0.4812, loss: 0.0411, grad_norm: 0.2065 2021-04-10 05:24:22,718 - mmaction - INFO - Epoch [7][3840/3842] lr: 1.547e-02, eta: 3:58:22, time: 1.210, data_time: 0.002, memory: 10188, loss_action_cls: 0.0400, recall@thr=0.5: 0.7457, prec@thr=0.5: 0.8207, recall@top3: 0.8253, prec@top3: 0.7000, recall@top5: 0.9354, prec@top5: 0.4878, loss: 0.0400, grad_norm: 0.2020 2021-04-10 05:24:31,225 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-04-10 05:41:35,973 - mmaction - INFO - Evaluating mAP ... 2021-04-10 05:46:43,793 - mmaction - INFO - mAP@0.5IOU 0.2595 2021-04-10 05:46:45,485 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_7.pth. 2021-04-10 05:46:45,486 - mmaction - INFO - Best mAP@0.5IOU is 0.2595 at 7 epoch. 2021-04-10 05:46:46,893 - mmaction - INFO - Epoch(val) [7][3842] mAP@0.5IOU: 0.2595 2021-04-10 05:48:03,166 - mmaction - INFO - Epoch [8][20/3842] lr: 1.541e-02, eta: 3:58:15, time: 3.811, data_time: 2.614, memory: 10188, loss_action_cls: 0.0402, recall@thr=0.5: 0.7461, prec@thr=0.5: 0.8170, recall@top3: 0.8236, prec@top3: 0.6885, recall@top5: 0.9374, prec@top5: 0.4821, loss: 0.0402, grad_norm: 0.1838 2021-04-10 05:48:27,272 - mmaction - INFO - Epoch [8][40/3842] lr: 1.536e-02, eta: 3:57:50, time: 1.207, data_time: 0.003, memory: 10188, loss_action_cls: 0.0387, recall@thr=0.5: 0.7692, prec@thr=0.5: 0.8370, recall@top3: 0.8392, prec@top3: 0.6951, recall@top5: 0.9428, prec@top5: 0.4827, loss: 0.0387, grad_norm: 0.1895 2021-04-10 05:48:51,601 - mmaction - INFO - Epoch [8][60/3842] lr: 1.531e-02, eta: 3:57:25, time: 1.216, data_time: 0.001, memory: 10188, loss_action_cls: 0.0401, recall@thr=0.5: 0.7592, prec@thr=0.5: 0.8180, recall@top3: 0.8292, prec@top3: 0.7030, recall@top5: 0.9420, prec@top5: 0.4918, loss: 0.0401, grad_norm: 0.1921 2021-04-10 05:49:15,873 - mmaction - INFO - Epoch [8][80/3842] lr: 1.526e-02, eta: 3:57:00, time: 1.213, data_time: 0.001, memory: 10188, loss_action_cls: 0.0410, recall@thr=0.5: 0.7441, prec@thr=0.5: 0.8115, recall@top3: 0.8224, prec@top3: 0.7004, recall@top5: 0.9346, prec@top5: 0.4891, loss: 0.0410, grad_norm: 0.1918 2021-04-10 05:49:40,218 - mmaction - INFO - Epoch [8][100/3842] lr: 1.521e-02, eta: 3:56:35, time: 1.218, data_time: 0.002, memory: 10188, loss_action_cls: 0.0409, recall@thr=0.5: 0.7421, prec@thr=0.5: 0.8168, recall@top3: 0.8182, prec@top3: 0.6899, recall@top5: 0.9331, prec@top5: 0.4847, loss: 0.0409, grad_norm: 0.1909 2021-04-10 05:50:04,652 - mmaction - INFO - Epoch [8][120/3842] lr: 1.516e-02, eta: 3:56:10, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0420, recall@thr=0.5: 0.7145, prec@thr=0.5: 0.8124, recall@top3: 0.8172, prec@top3: 0.6738, recall@top5: 0.9342, prec@top5: 0.4746, loss: 0.0420, grad_norm: 0.2072 2021-04-10 05:50:28,983 - mmaction - INFO - Epoch [8][140/3842] lr: 1.511e-02, eta: 3:55:45, time: 1.216, data_time: 0.001, memory: 10188, loss_action_cls: 0.0394, recall@thr=0.5: 0.7631, prec@thr=0.5: 0.8182, recall@top3: 0.8341, prec@top3: 0.6963, recall@top5: 0.9495, prec@top5: 0.4883, loss: 0.0394, grad_norm: 0.1937 2021-04-10 05:50:53,483 - mmaction - INFO - Epoch [8][160/3842] lr: 1.507e-02, eta: 3:55:20, time: 1.223, data_time: 0.004, memory: 10188, loss_action_cls: 0.0400, recall@thr=0.5: 0.7477, prec@thr=0.5: 0.8186, recall@top3: 0.8317, prec@top3: 0.6846, recall@top5: 0.9388, prec@top5: 0.4767, loss: 0.0400, grad_norm: 0.1922 2021-04-10 05:51:17,783 - mmaction - INFO - Epoch [8][180/3842] lr: 1.502e-02, eta: 3:54:55, time: 1.216, data_time: 0.003, memory: 10188, loss_action_cls: 0.0392, recall@thr=0.5: 0.7548, prec@thr=0.5: 0.8261, recall@top3: 0.8391, prec@top3: 0.6935, recall@top5: 0.9471, prec@top5: 0.4819, loss: 0.0392, grad_norm: 0.1842 2021-04-10 05:51:42,154 - mmaction - INFO - Epoch [8][200/3842] lr: 1.497e-02, eta: 3:54:30, time: 1.219, data_time: 0.002, memory: 10188, loss_action_cls: 0.0402, recall@thr=0.5: 0.7472, prec@thr=0.5: 0.8142, recall@top3: 0.8287, prec@top3: 0.7000, recall@top5: 0.9417, prec@top5: 0.4904, loss: 0.0402, grad_norm: 0.1984 2021-04-10 05:52:06,496 - mmaction - INFO - Epoch [8][220/3842] lr: 1.492e-02, eta: 3:54:05, time: 1.217, data_time: 0.002, memory: 10188, loss_action_cls: 0.0392, recall@thr=0.5: 0.7491, prec@thr=0.5: 0.8243, recall@top3: 0.8297, prec@top3: 0.6851, recall@top5: 0.9400, prec@top5: 0.4797, loss: 0.0392, grad_norm: 0.1967 2021-04-10 05:52:30,993 - mmaction - INFO - Epoch [8][240/3842] lr: 1.487e-02, eta: 3:53:40, time: 1.225, data_time: 0.001, memory: 10188, loss_action_cls: 0.0424, recall@thr=0.5: 0.7436, prec@thr=0.5: 0.8097, recall@top3: 0.8240, prec@top3: 0.6849, recall@top5: 0.9367, prec@top5: 0.4788, loss: 0.0424, grad_norm: 0.1934 2021-04-10 05:52:55,443 - mmaction - INFO - Epoch [8][260/3842] lr: 1.482e-02, eta: 3:53:15, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0411, recall@thr=0.5: 0.7347, prec@thr=0.5: 0.8173, recall@top3: 0.8232, prec@top3: 0.6987, recall@top5: 0.9383, prec@top5: 0.4899, loss: 0.0411, grad_norm: 0.2008 2021-04-10 05:53:19,836 - mmaction - INFO - Epoch [8][280/3842] lr: 1.477e-02, eta: 3:52:50, time: 1.219, data_time: 0.002, memory: 10188, loss_action_cls: 0.0411, recall@thr=0.5: 0.7342, prec@thr=0.5: 0.8072, recall@top3: 0.8212, prec@top3: 0.6837, recall@top5: 0.9356, prec@top5: 0.4803, loss: 0.0411, grad_norm: 0.2033 2021-04-10 05:53:44,270 - mmaction - INFO - Epoch [8][300/3842] lr: 1.472e-02, eta: 3:52:25, time: 1.222, data_time: 0.003, memory: 10188, loss_action_cls: 0.0402, recall@thr=0.5: 0.7263, prec@thr=0.5: 0.8153, recall@top3: 0.8262, prec@top3: 0.6825, recall@top5: 0.9406, prec@top5: 0.4780, loss: 0.0402, grad_norm: 0.2059 2021-04-10 05:54:08,727 - mmaction - INFO - Epoch [8][320/3842] lr: 1.467e-02, eta: 3:52:00, time: 1.223, data_time: 0.003, memory: 10188, loss_action_cls: 0.0421, recall@thr=0.5: 0.7403, prec@thr=0.5: 0.8123, recall@top3: 0.8276, prec@top3: 0.6961, recall@top5: 0.9360, prec@top5: 0.4832, loss: 0.0421, grad_norm: 0.1946 2021-04-10 05:54:33,226 - mmaction - INFO - Epoch [8][340/3842] lr: 1.463e-02, eta: 3:51:35, time: 1.226, data_time: 0.002, memory: 10188, loss_action_cls: 0.0397, recall@thr=0.5: 0.7546, prec@thr=0.5: 0.8317, recall@top3: 0.8289, prec@top3: 0.6919, recall@top5: 0.9431, prec@top5: 0.4847, loss: 0.0397, grad_norm: 0.1946 2021-04-10 05:54:57,786 - mmaction - INFO - Epoch [8][360/3842] lr: 1.458e-02, eta: 3:51:10, time: 1.228, data_time: 0.002, memory: 10188, loss_action_cls: 0.0388, recall@thr=0.5: 0.7564, prec@thr=0.5: 0.8251, recall@top3: 0.8340, prec@top3: 0.6982, recall@top5: 0.9431, prec@top5: 0.4882, loss: 0.0388, grad_norm: 0.1962 2021-04-10 05:55:22,200 - mmaction - INFO - Epoch [8][380/3842] lr: 1.453e-02, eta: 3:50:45, time: 1.221, data_time: 0.002, memory: 10188, loss_action_cls: 0.0395, recall@thr=0.5: 0.7551, prec@thr=0.5: 0.8136, recall@top3: 0.8353, prec@top3: 0.6990, recall@top5: 0.9501, prec@top5: 0.4894, loss: 0.0395, grad_norm: 0.2019 2021-04-10 05:55:46,638 - mmaction - INFO - Epoch [8][400/3842] lr: 1.448e-02, eta: 3:50:20, time: 1.223, data_time: 0.002, memory: 10188, loss_action_cls: 0.0407, recall@thr=0.5: 0.7507, prec@thr=0.5: 0.8169, recall@top3: 0.8270, prec@top3: 0.6980, recall@top5: 0.9355, prec@top5: 0.4871, loss: 0.0407, grad_norm: 0.2016 2021-04-10 05:56:11,089 - mmaction - INFO - Epoch [8][420/3842] lr: 1.443e-02, eta: 3:49:55, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0425, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.8146, recall@top3: 0.8156, prec@top3: 0.6927, recall@top5: 0.9312, prec@top5: 0.4855, loss: 0.0425, grad_norm: 0.2088 2021-04-10 05:56:35,463 - mmaction - INFO - Epoch [8][440/3842] lr: 1.438e-02, eta: 3:49:30, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0395, recall@thr=0.5: 0.7613, prec@thr=0.5: 0.8149, recall@top3: 0.8375, prec@top3: 0.6945, recall@top5: 0.9474, prec@top5: 0.4833, loss: 0.0395, grad_norm: 0.1869 2021-04-10 05:56:59,891 - mmaction - INFO - Epoch [8][460/3842] lr: 1.434e-02, eta: 3:49:05, time: 1.221, data_time: 0.001, memory: 10188, loss_action_cls: 0.0412, recall@thr=0.5: 0.7403, prec@thr=0.5: 0.8108, recall@top3: 0.8220, prec@top3: 0.6855, recall@top5: 0.9353, prec@top5: 0.4812, loss: 0.0412, grad_norm: 0.1977 2021-04-10 05:57:24,318 - mmaction - INFO - Epoch [8][480/3842] lr: 1.429e-02, eta: 3:48:40, time: 1.221, data_time: 0.001, memory: 10188, loss_action_cls: 0.0391, recall@thr=0.5: 0.7505, prec@thr=0.5: 0.8266, recall@top3: 0.8366, prec@top3: 0.7066, recall@top5: 0.9414, prec@top5: 0.4898, loss: 0.0391, grad_norm: 0.1984 2021-04-10 05:57:48,730 - mmaction - INFO - Epoch [8][500/3842] lr: 1.424e-02, eta: 3:48:15, time: 1.221, data_time: 0.002, memory: 10188, loss_action_cls: 0.0401, recall@thr=0.5: 0.7366, prec@thr=0.5: 0.8122, recall@top3: 0.8241, prec@top3: 0.7022, recall@top5: 0.9378, prec@top5: 0.4917, loss: 0.0401, grad_norm: 0.2004 2021-04-10 05:58:13,188 - mmaction - INFO - Epoch [8][520/3842] lr: 1.419e-02, eta: 3:47:50, time: 1.222, data_time: 0.001, memory: 10188, loss_action_cls: 0.0402, recall@thr=0.5: 0.7500, prec@thr=0.5: 0.8185, recall@top3: 0.8330, prec@top3: 0.6862, recall@top5: 0.9432, prec@top5: 0.4799, loss: 0.0402, grad_norm: 0.1906 2021-04-10 05:58:37,824 - mmaction - INFO - Epoch [8][540/3842] lr: 1.414e-02, eta: 3:47:25, time: 1.232, data_time: 0.002, memory: 10188, loss_action_cls: 0.0388, recall@thr=0.5: 0.7611, prec@thr=0.5: 0.8188, recall@top3: 0.8344, prec@top3: 0.7099, recall@top5: 0.9437, prec@top5: 0.4951, loss: 0.0388, grad_norm: 0.1906 2021-04-10 05:59:02,192 - mmaction - INFO - Epoch [8][560/3842] lr: 1.409e-02, eta: 3:47:00, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0398, recall@thr=0.5: 0.7490, prec@thr=0.5: 0.8205, recall@top3: 0.8253, prec@top3: 0.6921, recall@top5: 0.9385, prec@top5: 0.4830, loss: 0.0398, grad_norm: 0.1957 2021-04-10 05:59:26,817 - mmaction - INFO - Epoch [8][580/3842] lr: 1.405e-02, eta: 3:46:35, time: 1.229, data_time: 0.001, memory: 10188, loss_action_cls: 0.0400, recall@thr=0.5: 0.7500, prec@thr=0.5: 0.8159, recall@top3: 0.8300, prec@top3: 0.7041, recall@top5: 0.9420, prec@top5: 0.4920, loss: 0.0400, grad_norm: 0.1993 2021-04-10 05:59:51,139 - mmaction - INFO - Epoch [8][600/3842] lr: 1.400e-02, eta: 3:46:10, time: 1.216, data_time: 0.003, memory: 10188, loss_action_cls: 0.0392, recall@thr=0.5: 0.7489, prec@thr=0.5: 0.8191, recall@top3: 0.8327, prec@top3: 0.6894, recall@top5: 0.9423, prec@top5: 0.4790, loss: 0.0392, grad_norm: 0.1984 2021-04-10 06:00:15,673 - mmaction - INFO - Epoch [8][620/3842] lr: 1.395e-02, eta: 3:45:45, time: 1.226, data_time: 0.003, memory: 10188, loss_action_cls: 0.0407, recall@thr=0.5: 0.7372, prec@thr=0.5: 0.8095, recall@top3: 0.8259, prec@top3: 0.6886, recall@top5: 0.9318, prec@top5: 0.4788, loss: 0.0407, grad_norm: 0.1929 2021-04-10 06:00:40,126 - mmaction - INFO - Epoch [8][640/3842] lr: 1.390e-02, eta: 3:45:20, time: 1.225, data_time: 0.006, memory: 10188, loss_action_cls: 0.0408, recall@thr=0.5: 0.7367, prec@thr=0.5: 0.8069, recall@top3: 0.8235, prec@top3: 0.6872, recall@top5: 0.9373, prec@top5: 0.4802, loss: 0.0408, grad_norm: 0.1953 2021-04-10 06:01:04,489 - mmaction - INFO - Epoch [8][660/3842] lr: 1.386e-02, eta: 3:44:55, time: 1.218, data_time: 0.001, memory: 10188, loss_action_cls: 0.0376, recall@thr=0.5: 0.7582, prec@thr=0.5: 0.8301, recall@top3: 0.8382, prec@top3: 0.7093, recall@top5: 0.9463, prec@top5: 0.4939, loss: 0.0376, grad_norm: 0.1894 2021-04-10 06:01:28,832 - mmaction - INFO - Epoch [8][680/3842] lr: 1.381e-02, eta: 3:44:30, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0425, recall@thr=0.5: 0.7399, prec@thr=0.5: 0.8107, recall@top3: 0.8224, prec@top3: 0.6908, recall@top5: 0.9332, prec@top5: 0.4823, loss: 0.0425, grad_norm: 0.1981 2021-04-10 06:01:53,240 - mmaction - INFO - Epoch [8][700/3842] lr: 1.376e-02, eta: 3:44:05, time: 1.219, data_time: 0.001, memory: 10188, loss_action_cls: 0.0394, recall@thr=0.5: 0.7492, prec@thr=0.5: 0.8165, recall@top3: 0.8292, prec@top3: 0.7019, recall@top5: 0.9436, prec@top5: 0.4917, loss: 0.0394, grad_norm: 0.1906 2021-04-10 06:02:17,656 - mmaction - INFO - Epoch [8][720/3842] lr: 1.371e-02, eta: 3:43:40, time: 1.222, data_time: 0.002, memory: 10188, loss_action_cls: 0.0409, recall@thr=0.5: 0.7431, prec@thr=0.5: 0.8159, recall@top3: 0.8333, prec@top3: 0.6899, recall@top5: 0.9404, prec@top5: 0.4796, loss: 0.0409, grad_norm: 0.1919 2021-04-10 06:02:42,251 - mmaction - INFO - Epoch [8][740/3842] lr: 1.367e-02, eta: 3:43:15, time: 1.230, data_time: 0.001, memory: 10188, loss_action_cls: 0.0400, recall@thr=0.5: 0.7505, prec@thr=0.5: 0.8238, recall@top3: 0.8356, prec@top3: 0.6895, recall@top5: 0.9393, prec@top5: 0.4764, loss: 0.0400, grad_norm: 0.1988 2021-04-10 06:03:06,492 - mmaction - INFO - Epoch [8][760/3842] lr: 1.362e-02, eta: 3:42:50, time: 1.211, data_time: 0.001, memory: 10188, loss_action_cls: 0.0405, recall@thr=0.5: 0.7506, prec@thr=0.5: 0.8168, recall@top3: 0.8246, prec@top3: 0.6927, recall@top5: 0.9424, prec@top5: 0.4847, loss: 0.0405, grad_norm: 0.1961 2021-04-10 06:03:30,839 - mmaction - INFO - Epoch [8][780/3842] lr: 1.357e-02, eta: 3:42:25, time: 1.218, data_time: 0.002, memory: 10188, loss_action_cls: 0.0405, recall@thr=0.5: 0.7376, prec@thr=0.5: 0.8127, recall@top3: 0.8218, prec@top3: 0.6919, recall@top5: 0.9374, prec@top5: 0.4875, loss: 0.0405, grad_norm: 0.2046 2021-04-10 06:03:55,918 - mmaction - INFO - Epoch [8][800/3842] lr: 1.352e-02, eta: 3:42:00, time: 1.254, data_time: 0.001, memory: 10188, loss_action_cls: 0.0414, recall@thr=0.5: 0.7370, prec@thr=0.5: 0.8069, recall@top3: 0.8172, prec@top3: 0.6924, recall@top5: 0.9328, prec@top5: 0.4860, loss: 0.0414, grad_norm: 0.1941 2021-04-10 06:04:20,297 - mmaction - INFO - Epoch [8][820/3842] lr: 1.348e-02, eta: 3:41:35, time: 1.219, data_time: 0.003, memory: 10188, loss_action_cls: 0.0408, recall@thr=0.5: 0.7507, prec@thr=0.5: 0.8168, recall@top3: 0.8298, prec@top3: 0.7038, recall@top5: 0.9406, prec@top5: 0.4915, loss: 0.0408, grad_norm: 0.2019 2021-04-10 06:04:44,684 - mmaction - INFO - Epoch [8][840/3842] lr: 1.343e-02, eta: 3:41:10, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0398, recall@thr=0.5: 0.7614, prec@thr=0.5: 0.8281, recall@top3: 0.8384, prec@top3: 0.7014, recall@top5: 0.9439, prec@top5: 0.4856, loss: 0.0398, grad_norm: 0.1912 2021-04-10 06:05:09,211 - mmaction - INFO - Epoch [8][860/3842] lr: 1.338e-02, eta: 3:40:45, time: 1.226, data_time: 0.010, memory: 10188, loss_action_cls: 0.0423, recall@thr=0.5: 0.7416, prec@thr=0.5: 0.8134, recall@top3: 0.8200, prec@top3: 0.6997, recall@top5: 0.9367, prec@top5: 0.4916, loss: 0.0423, grad_norm: 0.2118 2021-04-10 06:05:33,694 - mmaction - INFO - Epoch [8][880/3842] lr: 1.334e-02, eta: 3:40:20, time: 1.224, data_time: 0.001, memory: 10188, loss_action_cls: 0.0391, recall@thr=0.5: 0.7576, prec@thr=0.5: 0.8265, recall@top3: 0.8299, prec@top3: 0.7021, recall@top5: 0.9428, prec@top5: 0.4903, loss: 0.0391, grad_norm: 0.1922 2021-04-10 06:05:58,121 - mmaction - INFO - Epoch [8][900/3842] lr: 1.329e-02, eta: 3:39:55, time: 1.223, data_time: 0.002, memory: 10188, loss_action_cls: 0.0412, recall@thr=0.5: 0.7421, prec@thr=0.5: 0.8066, recall@top3: 0.8265, prec@top3: 0.6924, recall@top5: 0.9442, prec@top5: 0.4860, loss: 0.0412, grad_norm: 0.1990 2021-04-10 06:06:22,468 - mmaction - INFO - Epoch [8][920/3842] lr: 1.324e-02, eta: 3:39:30, time: 1.217, data_time: 0.001, memory: 10188, loss_action_cls: 0.0380, recall@thr=0.5: 0.7504, prec@thr=0.5: 0.8199, recall@top3: 0.8382, prec@top3: 0.6893, recall@top5: 0.9433, prec@top5: 0.4782, loss: 0.0380, grad_norm: 0.1963 2021-04-10 06:06:47,081 - mmaction - INFO - Epoch [8][940/3842] lr: 1.320e-02, eta: 3:39:05, time: 1.230, data_time: 0.001, memory: 10188, loss_action_cls: 0.0404, recall@thr=0.5: 0.7478, prec@thr=0.5: 0.8205, recall@top3: 0.8236, prec@top3: 0.6846, recall@top5: 0.9327, prec@top5: 0.4775, loss: 0.0404, grad_norm: 0.1986 2021-04-10 06:07:11,374 - mmaction - INFO - Epoch [8][960/3842] lr: 1.315e-02, eta: 3:38:40, time: 1.214, data_time: 0.001, memory: 10188, loss_action_cls: 0.0410, recall@thr=0.5: 0.7494, prec@thr=0.5: 0.8200, recall@top3: 0.8244, prec@top3: 0.6840, recall@top5: 0.9381, prec@top5: 0.4807, loss: 0.0410, grad_norm: 0.1919 2021-04-10 06:07:35,843 - mmaction - INFO - Epoch [8][980/3842] lr: 1.310e-02, eta: 3:38:15, time: 1.224, data_time: 0.001, memory: 10188, loss_action_cls: 0.0398, recall@thr=0.5: 0.7444, prec@thr=0.5: 0.8213, recall@top3: 0.8317, prec@top3: 0.6910, recall@top5: 0.9414, prec@top5: 0.4813, loss: 0.0398, grad_norm: 0.1942 2021-04-10 06:08:00,731 - mmaction - INFO - Epoch [8][1000/3842] lr: 1.306e-02, eta: 3:37:50, time: 1.243, data_time: 0.024, memory: 10188, loss_action_cls: 0.0376, recall@thr=0.5: 0.7613, prec@thr=0.5: 0.8248, recall@top3: 0.8402, prec@top3: 0.6936, recall@top5: 0.9426, prec@top5: 0.4789, loss: 0.0376, grad_norm: 0.1932 2021-04-10 06:08:25,168 - mmaction - INFO - Epoch [8][1020/3842] lr: 1.301e-02, eta: 3:37:25, time: 1.223, data_time: 0.002, memory: 10188, loss_action_cls: 0.0399, recall@thr=0.5: 0.7406, prec@thr=0.5: 0.8160, recall@top3: 0.8267, prec@top3: 0.6816, recall@top5: 0.9410, prec@top5: 0.4790, loss: 0.0399, grad_norm: 0.2010 2021-04-10 06:08:49,714 - mmaction - INFO - Epoch [8][1040/3842] lr: 1.296e-02, eta: 3:37:00, time: 1.227, data_time: 0.001, memory: 10188, loss_action_cls: 0.0401, recall@thr=0.5: 0.7492, prec@thr=0.5: 0.8135, recall@top3: 0.8285, prec@top3: 0.6969, recall@top5: 0.9460, prec@top5: 0.4901, loss: 0.0401, grad_norm: 0.1941 2021-04-10 06:09:14,102 - mmaction - INFO - Epoch [8][1060/3842] lr: 1.292e-02, eta: 3:36:35, time: 1.220, data_time: 0.001, memory: 10188, loss_action_cls: 0.0408, recall@thr=0.5: 0.7395, prec@thr=0.5: 0.8092, recall@top3: 0.8216, prec@top3: 0.6864, recall@top5: 0.9371, prec@top5: 0.4820, loss: 0.0408, grad_norm: 0.1965 2021-04-10 06:09:38,568 - mmaction - INFO - Epoch [8][1080/3842] lr: 1.287e-02, eta: 3:36:10, time: 1.223, data_time: 0.001, memory: 10188, loss_action_cls: 0.0422, recall@thr=0.5: 0.7302, prec@thr=0.5: 0.8061, recall@top3: 0.8214, prec@top3: 0.6966, recall@top5: 0.9388, prec@top5: 0.4890, loss: 0.0422, grad_norm: 0.1952 2021-04-10 06:10:02,911 - mmaction - INFO - Epoch [8][1100/3842] lr: 1.282e-02, eta: 3:35:45, time: 1.216, data_time: 0.001, memory: 10188, loss_action_cls: 0.0403, recall@thr=0.5: 0.7510, prec@thr=0.5: 0.8158, recall@top3: 0.8291, prec@top3: 0.6933, recall@top5: 0.9441, prec@top5: 0.4857, loss: 0.0403, grad_norm: 0.1966 2021-04-10 06:10:27,374 - mmaction - INFO - Epoch [8][1120/3842] lr: 1.278e-02, eta: 3:35:20, time: 1.223, data_time: 0.001, memory: 10188, loss_action_cls: 0.0397, recall@thr=0.5: 0.7498, prec@thr=0.5: 0.8130, recall@top3: 0.8249, prec@top3: 0.6907, recall@top5: 0.9337, prec@top5: 0.4808, loss: 0.0397, grad_norm: 0.1956 2021-04-10 06:10:51,877 - mmaction - INFO - Epoch [8][1140/3842] lr: 1.273e-02, eta: 3:34:55, time: 1.224, data_time: 0.001, memory: 10188, loss_action_cls: 0.0388, recall@thr=0.5: 0.7520, prec@thr=0.5: 0.8252, recall@top3: 0.8290, prec@top3: 0.7006, recall@top5: 0.9410, prec@top5: 0.4891, loss: 0.0388, grad_norm: 0.1896 2021-04-10 06:11:16,257 - mmaction - INFO - Epoch [8][1160/3842] lr: 1.269e-02, eta: 3:34:30, time: 1.221, data_time: 0.002, memory: 10189, loss_action_cls: 0.0398, recall@thr=0.5: 0.7383, prec@thr=0.5: 0.8121, recall@top3: 0.8238, prec@top3: 0.6854, recall@top5: 0.9416, prec@top5: 0.4819, loss: 0.0398, grad_norm: 0.2011 2021-04-10 06:11:40,649 - mmaction - INFO - Epoch [8][1180/3842] lr: 1.264e-02, eta: 3:34:05, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0427, recall@thr=0.5: 0.7379, prec@thr=0.5: 0.8011, recall@top3: 0.8236, prec@top3: 0.6855, recall@top5: 0.9347, prec@top5: 0.4790, loss: 0.0427, grad_norm: 0.2058 2021-04-10 06:12:05,059 - mmaction - INFO - Epoch [8][1200/3842] lr: 1.259e-02, eta: 3:33:40, time: 1.220, data_time: 0.002, memory: 10189, loss_action_cls: 0.0418, recall@thr=0.5: 0.7298, prec@thr=0.5: 0.8141, recall@top3: 0.8249, prec@top3: 0.6831, recall@top5: 0.9372, prec@top5: 0.4773, loss: 0.0418, grad_norm: 0.1903 2021-04-10 06:12:29,599 - mmaction - INFO - Epoch [8][1220/3842] lr: 1.255e-02, eta: 3:33:15, time: 1.226, data_time: 0.002, memory: 10189, loss_action_cls: 0.0412, recall@thr=0.5: 0.7401, prec@thr=0.5: 0.8189, recall@top3: 0.8187, prec@top3: 0.6925, recall@top5: 0.9371, prec@top5: 0.4888, loss: 0.0412, grad_norm: 0.1972 2021-04-10 06:12:54,035 - mmaction - INFO - Epoch [8][1240/3842] lr: 1.250e-02, eta: 3:32:50, time: 1.223, data_time: 0.002, memory: 10189, loss_action_cls: 0.0402, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8119, recall@top3: 0.8198, prec@top3: 0.6920, recall@top5: 0.9372, prec@top5: 0.4861, loss: 0.0402, grad_norm: 0.2017 2021-04-10 06:13:18,490 - mmaction - INFO - Epoch [8][1260/3842] lr: 1.246e-02, eta: 3:32:25, time: 1.223, data_time: 0.001, memory: 10189, loss_action_cls: 0.0401, recall@thr=0.5: 0.7501, prec@thr=0.5: 0.8207, recall@top3: 0.8316, prec@top3: 0.6918, recall@top5: 0.9409, prec@top5: 0.4840, loss: 0.0401, grad_norm: 0.1995 2021-04-10 06:13:42,974 - mmaction - INFO - Epoch [8][1280/3842] lr: 1.241e-02, eta: 3:32:01, time: 1.225, data_time: 0.001, memory: 10189, loss_action_cls: 0.0407, recall@thr=0.5: 0.7434, prec@thr=0.5: 0.8127, recall@top3: 0.8229, prec@top3: 0.6873, recall@top5: 0.9376, prec@top5: 0.4838, loss: 0.0407, grad_norm: 0.1990 2021-04-10 06:14:07,384 - mmaction - INFO - Epoch [8][1300/3842] lr: 1.237e-02, eta: 3:31:36, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0420, recall@thr=0.5: 0.7438, prec@thr=0.5: 0.8045, recall@top3: 0.8243, prec@top3: 0.6915, recall@top5: 0.9397, prec@top5: 0.4847, loss: 0.0420, grad_norm: 0.1983 2021-04-10 06:14:31,682 - mmaction - INFO - Epoch [8][1320/3842] lr: 1.232e-02, eta: 3:31:11, time: 1.215, data_time: 0.002, memory: 10189, loss_action_cls: 0.0414, recall@thr=0.5: 0.7487, prec@thr=0.5: 0.8156, recall@top3: 0.8246, prec@top3: 0.6917, recall@top5: 0.9361, prec@top5: 0.4842, loss: 0.0414, grad_norm: 0.1930 2021-04-10 06:14:56,119 - mmaction - INFO - Epoch [8][1340/3842] lr: 1.227e-02, eta: 3:30:46, time: 1.223, data_time: 0.002, memory: 10189, loss_action_cls: 0.0403, recall@thr=0.5: 0.7450, prec@thr=0.5: 0.8119, recall@top3: 0.8224, prec@top3: 0.6911, recall@top5: 0.9402, prec@top5: 0.4863, loss: 0.0403, grad_norm: 0.1957 2021-04-10 06:15:20,456 - mmaction - INFO - Epoch [8][1360/3842] lr: 1.223e-02, eta: 3:30:21, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0400, recall@thr=0.5: 0.7418, prec@thr=0.5: 0.8158, recall@top3: 0.8331, prec@top3: 0.6959, recall@top5: 0.9441, prec@top5: 0.4846, loss: 0.0400, grad_norm: 0.1914 2021-04-10 06:15:44,767 - mmaction - INFO - Epoch [8][1380/3842] lr: 1.218e-02, eta: 3:29:56, time: 1.215, data_time: 0.001, memory: 10189, loss_action_cls: 0.0407, recall@thr=0.5: 0.7394, prec@thr=0.5: 0.8143, recall@top3: 0.8238, prec@top3: 0.6959, recall@top5: 0.9370, prec@top5: 0.4868, loss: 0.0407, grad_norm: 0.1979 2021-04-10 06:16:09,051 - mmaction - INFO - Epoch [8][1400/3842] lr: 1.214e-02, eta: 3:29:31, time: 1.214, data_time: 0.001, memory: 10189, loss_action_cls: 0.0412, recall@thr=0.5: 0.7413, prec@thr=0.5: 0.8153, recall@top3: 0.8202, prec@top3: 0.6985, recall@top5: 0.9394, prec@top5: 0.4903, loss: 0.0412, grad_norm: 0.2013 2021-04-10 06:16:33,428 - mmaction - INFO - Epoch [8][1420/3842] lr: 1.209e-02, eta: 3:29:05, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0384, recall@thr=0.5: 0.7532, prec@thr=0.5: 0.8101, recall@top3: 0.8312, prec@top3: 0.6913, recall@top5: 0.9427, prec@top5: 0.4802, loss: 0.0384, grad_norm: 0.2011 2021-04-10 06:16:57,770 - mmaction - INFO - Epoch [8][1440/3842] lr: 1.205e-02, eta: 3:28:41, time: 1.218, data_time: 0.002, memory: 10189, loss_action_cls: 0.0400, recall@thr=0.5: 0.7589, prec@thr=0.5: 0.8240, recall@top3: 0.8329, prec@top3: 0.6945, recall@top5: 0.9362, prec@top5: 0.4802, loss: 0.0400, grad_norm: 0.1878 2021-04-10 06:17:22,269 - mmaction - INFO - Epoch [8][1460/3842] lr: 1.200e-02, eta: 3:28:16, time: 1.226, data_time: 0.002, memory: 10189, loss_action_cls: 0.0405, recall@thr=0.5: 0.7416, prec@thr=0.5: 0.8072, recall@top3: 0.8201, prec@top3: 0.6872, recall@top5: 0.9403, prec@top5: 0.4833, loss: 0.0405, grad_norm: 0.1960 2021-04-10 06:17:46,712 - mmaction - INFO - Epoch [8][1480/3842] lr: 1.196e-02, eta: 3:27:51, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0417, recall@thr=0.5: 0.7308, prec@thr=0.5: 0.8031, recall@top3: 0.8177, prec@top3: 0.6919, recall@top5: 0.9378, prec@top5: 0.4898, loss: 0.0417, grad_norm: 0.2046 2021-04-10 06:18:11,007 - mmaction - INFO - Epoch [8][1500/3842] lr: 1.191e-02, eta: 3:27:26, time: 1.214, data_time: 0.002, memory: 10189, loss_action_cls: 0.0397, recall@thr=0.5: 0.7348, prec@thr=0.5: 0.8195, recall@top3: 0.8298, prec@top3: 0.6825, recall@top5: 0.9423, prec@top5: 0.4780, loss: 0.0397, grad_norm: 0.1972 2021-04-10 06:18:35,450 - mmaction - INFO - Epoch [8][1520/3842] lr: 1.187e-02, eta: 3:27:01, time: 1.223, data_time: 0.003, memory: 10189, loss_action_cls: 0.0390, recall@thr=0.5: 0.7470, prec@thr=0.5: 0.8084, recall@top3: 0.8314, prec@top3: 0.6917, recall@top5: 0.9400, prec@top5: 0.4794, loss: 0.0390, grad_norm: 0.1982 2021-04-10 06:18:59,813 - mmaction - INFO - Epoch [8][1540/3842] lr: 1.182e-02, eta: 3:26:36, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0412, recall@thr=0.5: 0.7413, prec@thr=0.5: 0.8132, recall@top3: 0.8258, prec@top3: 0.6861, recall@top5: 0.9389, prec@top5: 0.4820, loss: 0.0412, grad_norm: 0.1996 2021-04-10 06:19:24,287 - mmaction - INFO - Epoch [8][1560/3842] lr: 1.178e-02, eta: 3:26:11, time: 1.223, data_time: 0.001, memory: 10189, loss_action_cls: 0.0390, recall@thr=0.5: 0.7573, prec@thr=0.5: 0.8277, recall@top3: 0.8351, prec@top3: 0.6927, recall@top5: 0.9452, prec@top5: 0.4839, loss: 0.0390, grad_norm: 0.1906 2021-04-10 06:19:48,693 - mmaction - INFO - Epoch [8][1580/3842] lr: 1.174e-02, eta: 3:25:46, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0410, recall@thr=0.5: 0.7424, prec@thr=0.5: 0.8048, recall@top3: 0.8183, prec@top3: 0.6903, recall@top5: 0.9396, prec@top5: 0.4870, loss: 0.0410, grad_norm: 0.1922 2021-04-10 06:20:13,280 - mmaction - INFO - Epoch [8][1600/3842] lr: 1.169e-02, eta: 3:25:21, time: 1.231, data_time: 0.003, memory: 10189, loss_action_cls: 0.0408, recall@thr=0.5: 0.7529, prec@thr=0.5: 0.8079, recall@top3: 0.8232, prec@top3: 0.6967, recall@top5: 0.9378, prec@top5: 0.4898, loss: 0.0408, grad_norm: 0.1964 2021-04-10 06:20:37,646 - mmaction - INFO - Epoch [8][1620/3842] lr: 1.165e-02, eta: 3:24:56, time: 1.218, data_time: 0.001, memory: 10189, loss_action_cls: 0.0402, recall@thr=0.5: 0.7374, prec@thr=0.5: 0.8134, recall@top3: 0.8208, prec@top3: 0.6736, recall@top5: 0.9319, prec@top5: 0.4719, loss: 0.0402, grad_norm: 0.2033 2021-04-10 06:21:02,086 - mmaction - INFO - Epoch [8][1640/3842] lr: 1.160e-02, eta: 3:24:31, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0416, recall@thr=0.5: 0.7357, prec@thr=0.5: 0.8066, recall@top3: 0.8200, prec@top3: 0.6854, recall@top5: 0.9364, prec@top5: 0.4826, loss: 0.0416, grad_norm: 0.1978 2021-04-10 06:21:26,506 - mmaction - INFO - Epoch [8][1660/3842] lr: 1.156e-02, eta: 3:24:06, time: 1.220, data_time: 0.001, memory: 10189, loss_action_cls: 0.0405, recall@thr=0.5: 0.7470, prec@thr=0.5: 0.8122, recall@top3: 0.8216, prec@top3: 0.7002, recall@top5: 0.9386, prec@top5: 0.4925, loss: 0.0405, grad_norm: 0.1942 2021-04-10 06:21:51,093 - mmaction - INFO - Epoch [8][1680/3842] lr: 1.151e-02, eta: 3:23:41, time: 1.230, data_time: 0.002, memory: 10189, loss_action_cls: 0.0409, recall@thr=0.5: 0.7354, prec@thr=0.5: 0.8247, recall@top3: 0.8260, prec@top3: 0.6827, recall@top5: 0.9370, prec@top5: 0.4762, loss: 0.0409, grad_norm: 0.2016 2021-04-10 06:22:15,565 - mmaction - INFO - Epoch [8][1700/3842] lr: 1.147e-02, eta: 3:23:16, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0403, recall@thr=0.5: 0.7416, prec@thr=0.5: 0.8129, recall@top3: 0.8295, prec@top3: 0.6914, recall@top5: 0.9424, prec@top5: 0.4840, loss: 0.0403, grad_norm: 0.1880 2021-04-10 06:22:39,915 - mmaction - INFO - Epoch [8][1720/3842] lr: 1.143e-02, eta: 3:22:51, time: 1.220, data_time: 0.003, memory: 10189, loss_action_cls: 0.0405, recall@thr=0.5: 0.7560, prec@thr=0.5: 0.8205, recall@top3: 0.8342, prec@top3: 0.7014, recall@top5: 0.9419, prec@top5: 0.4886, loss: 0.0405, grad_norm: 0.1909 2021-04-10 06:23:04,238 - mmaction - INFO - Epoch [8][1740/3842] lr: 1.138e-02, eta: 3:22:26, time: 1.215, data_time: 0.001, memory: 10189, loss_action_cls: 0.0406, recall@thr=0.5: 0.7375, prec@thr=0.5: 0.8107, recall@top3: 0.8265, prec@top3: 0.6921, recall@top5: 0.9400, prec@top5: 0.4844, loss: 0.0406, grad_norm: 0.1959 2021-04-10 06:23:28,600 - mmaction - INFO - Epoch [8][1760/3842] lr: 1.134e-02, eta: 3:22:01, time: 1.218, data_time: 0.002, memory: 10189, loss_action_cls: 0.0397, recall@thr=0.5: 0.7545, prec@thr=0.5: 0.8242, recall@top3: 0.8379, prec@top3: 0.6963, recall@top5: 0.9463, prec@top5: 0.4855, loss: 0.0397, grad_norm: 0.1990 2021-04-10 06:23:53,060 - mmaction - INFO - Epoch [8][1780/3842] lr: 1.129e-02, eta: 3:21:36, time: 1.224, data_time: 0.002, memory: 10189, loss_action_cls: 0.0398, recall@thr=0.5: 0.7592, prec@thr=0.5: 0.8234, recall@top3: 0.8230, prec@top3: 0.6988, recall@top5: 0.9337, prec@top5: 0.4891, loss: 0.0398, grad_norm: 0.1971 2021-04-10 06:24:17,619 - mmaction - INFO - Epoch [8][1800/3842] lr: 1.125e-02, eta: 3:21:11, time: 1.228, data_time: 0.001, memory: 10189, loss_action_cls: 0.0406, recall@thr=0.5: 0.7442, prec@thr=0.5: 0.8185, recall@top3: 0.8299, prec@top3: 0.6843, recall@top5: 0.9424, prec@top5: 0.4774, loss: 0.0406, grad_norm: 0.1990 2021-04-10 06:24:42,063 - mmaction - INFO - Epoch [8][1820/3842] lr: 1.121e-02, eta: 3:20:46, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0385, recall@thr=0.5: 0.7521, prec@thr=0.5: 0.8188, recall@top3: 0.8305, prec@top3: 0.7121, recall@top5: 0.9420, prec@top5: 0.4947, loss: 0.0385, grad_norm: 0.1960 2021-04-10 06:25:06,466 - mmaction - INFO - Epoch [8][1840/3842] lr: 1.116e-02, eta: 3:20:21, time: 1.220, data_time: 0.001, memory: 10189, loss_action_cls: 0.0428, recall@thr=0.5: 0.7239, prec@thr=0.5: 0.7988, recall@top3: 0.8209, prec@top3: 0.6942, recall@top5: 0.9345, prec@top5: 0.4867, loss: 0.0428, grad_norm: 0.2085 2021-04-10 06:25:30,754 - mmaction - INFO - Epoch [8][1860/3842] lr: 1.112e-02, eta: 3:19:56, time: 1.215, data_time: 0.002, memory: 10189, loss_action_cls: 0.0394, recall@thr=0.5: 0.7547, prec@thr=0.5: 0.8202, recall@top3: 0.8311, prec@top3: 0.6919, recall@top5: 0.9435, prec@top5: 0.4848, loss: 0.0394, grad_norm: 0.1949 2021-04-10 06:25:55,137 - mmaction - INFO - Epoch [8][1880/3842] lr: 1.107e-02, eta: 3:19:31, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0428, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7920, recall@top3: 0.8069, prec@top3: 0.6704, recall@top5: 0.9312, prec@top5: 0.4746, loss: 0.0428, grad_norm: 0.1947 2021-04-10 06:26:19,607 - mmaction - INFO - Epoch [8][1900/3842] lr: 1.103e-02, eta: 3:19:06, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0388, recall@thr=0.5: 0.7518, prec@thr=0.5: 0.8245, recall@top3: 0.8309, prec@top3: 0.6807, recall@top5: 0.9376, prec@top5: 0.4726, loss: 0.0388, grad_norm: 0.1999 2021-04-10 06:26:44,021 - mmaction - INFO - Epoch [8][1920/3842] lr: 1.099e-02, eta: 3:18:41, time: 1.222, data_time: 0.003, memory: 10189, loss_action_cls: 0.0421, recall@thr=0.5: 0.7373, prec@thr=0.5: 0.8114, recall@top3: 0.8225, prec@top3: 0.6975, recall@top5: 0.9369, prec@top5: 0.4878, loss: 0.0421, grad_norm: 0.1972 2021-04-10 06:27:08,392 - mmaction - INFO - Epoch [8][1940/3842] lr: 1.094e-02, eta: 3:18:16, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0406, recall@thr=0.5: 0.7428, prec@thr=0.5: 0.8087, recall@top3: 0.8294, prec@top3: 0.6894, recall@top5: 0.9477, prec@top5: 0.4840, loss: 0.0406, grad_norm: 0.2011 2021-04-10 06:27:32,690 - mmaction - INFO - Epoch [8][1960/3842] lr: 1.090e-02, eta: 3:17:51, time: 1.214, data_time: 0.001, memory: 10189, loss_action_cls: 0.0404, recall@thr=0.5: 0.7393, prec@thr=0.5: 0.8139, recall@top3: 0.8260, prec@top3: 0.6779, recall@top5: 0.9392, prec@top5: 0.4742, loss: 0.0404, grad_norm: 0.2022 2021-04-10 06:27:57,222 - mmaction - INFO - Epoch [8][1980/3842] lr: 1.086e-02, eta: 3:17:27, time: 1.224, data_time: 0.001, memory: 10189, loss_action_cls: 0.0419, recall@thr=0.5: 0.7406, prec@thr=0.5: 0.8007, recall@top3: 0.8187, prec@top3: 0.6827, recall@top5: 0.9318, prec@top5: 0.4776, loss: 0.0419, grad_norm: 0.1958 2021-04-10 06:28:21,673 - mmaction - INFO - Epoch [8][2000/3842] lr: 1.081e-02, eta: 3:17:02, time: 1.225, data_time: 0.003, memory: 10189, loss_action_cls: 0.0410, recall@thr=0.5: 0.7545, prec@thr=0.5: 0.8156, recall@top3: 0.8303, prec@top3: 0.6971, recall@top5: 0.9391, prec@top5: 0.4843, loss: 0.0410, grad_norm: 0.1887 2021-04-10 06:28:46,149 - mmaction - INFO - Epoch [8][2020/3842] lr: 1.077e-02, eta: 3:16:37, time: 1.224, data_time: 0.001, memory: 10189, loss_action_cls: 0.0411, recall@thr=0.5: 0.7287, prec@thr=0.5: 0.8085, recall@top3: 0.8205, prec@top3: 0.6783, recall@top5: 0.9363, prec@top5: 0.4766, loss: 0.0411, grad_norm: 0.2088 2021-04-10 06:29:10,554 - mmaction - INFO - Epoch [8][2040/3842] lr: 1.073e-02, eta: 3:16:12, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0403, recall@thr=0.5: 0.7500, prec@thr=0.5: 0.8101, recall@top3: 0.8263, prec@top3: 0.6941, recall@top5: 0.9426, prec@top5: 0.4873, loss: 0.0403, grad_norm: 0.1981 2021-04-10 06:29:34,977 - mmaction - INFO - Epoch [8][2060/3842] lr: 1.069e-02, eta: 3:15:47, time: 1.220, data_time: 0.001, memory: 10189, loss_action_cls: 0.0408, recall@thr=0.5: 0.7362, prec@thr=0.5: 0.8173, recall@top3: 0.8195, prec@top3: 0.6904, recall@top5: 0.9326, prec@top5: 0.4844, loss: 0.0408, grad_norm: 0.2112 2021-04-10 06:29:59,487 - mmaction - INFO - Epoch [8][2080/3842] lr: 1.064e-02, eta: 3:15:22, time: 1.224, data_time: 0.002, memory: 10189, loss_action_cls: 0.0373, recall@thr=0.5: 0.7623, prec@thr=0.5: 0.8250, recall@top3: 0.8444, prec@top3: 0.6948, recall@top5: 0.9463, prec@top5: 0.4794, loss: 0.0373, grad_norm: 0.1892 2021-04-10 06:30:24,017 - mmaction - INFO - Epoch [8][2100/3842] lr: 1.060e-02, eta: 3:14:57, time: 1.226, data_time: 0.003, memory: 10189, loss_action_cls: 0.0392, recall@thr=0.5: 0.7397, prec@thr=0.5: 0.8124, recall@top3: 0.8252, prec@top3: 0.6886, recall@top5: 0.9461, prec@top5: 0.4850, loss: 0.0392, grad_norm: 0.2051 2021-04-10 06:30:48,457 - mmaction - INFO - Epoch [8][2120/3842] lr: 1.056e-02, eta: 3:14:32, time: 1.223, data_time: 0.003, memory: 10189, loss_action_cls: 0.0405, recall@thr=0.5: 0.7488, prec@thr=0.5: 0.8102, recall@top3: 0.8298, prec@top3: 0.6860, recall@top5: 0.9393, prec@top5: 0.4794, loss: 0.0405, grad_norm: 0.1991 2021-04-10 06:31:12,920 - mmaction - INFO - Epoch [8][2140/3842] lr: 1.052e-02, eta: 3:14:07, time: 1.224, data_time: 0.002, memory: 10189, loss_action_cls: 0.0406, recall@thr=0.5: 0.7324, prec@thr=0.5: 0.8044, recall@top3: 0.8247, prec@top3: 0.6936, recall@top5: 0.9390, prec@top5: 0.4844, loss: 0.0406, grad_norm: 0.1990 2021-04-10 06:31:37,257 - mmaction - INFO - Epoch [8][2160/3842] lr: 1.047e-02, eta: 3:13:42, time: 1.215, data_time: 0.001, memory: 10189, loss_action_cls: 0.0399, recall@thr=0.5: 0.7564, prec@thr=0.5: 0.8184, recall@top3: 0.8235, prec@top3: 0.6934, recall@top5: 0.9381, prec@top5: 0.4844, loss: 0.0399, grad_norm: 0.1933 2021-04-10 06:32:01,728 - mmaction - INFO - Epoch [8][2180/3842] lr: 1.043e-02, eta: 3:13:17, time: 1.225, data_time: 0.003, memory: 10189, loss_action_cls: 0.0409, recall@thr=0.5: 0.7383, prec@thr=0.5: 0.8224, recall@top3: 0.8218, prec@top3: 0.6903, recall@top5: 0.9433, prec@top5: 0.4879, loss: 0.0409, grad_norm: 0.2015 2021-04-10 06:32:26,169 - mmaction - INFO - Epoch [8][2200/3842] lr: 1.039e-02, eta: 3:12:52, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0411, recall@thr=0.5: 0.7466, prec@thr=0.5: 0.8050, recall@top3: 0.8311, prec@top3: 0.6972, recall@top5: 0.9429, prec@top5: 0.4851, loss: 0.0411, grad_norm: 0.2023 2021-04-10 06:32:50,693 - mmaction - INFO - Epoch [8][2220/3842] lr: 1.035e-02, eta: 3:12:27, time: 1.227, data_time: 0.001, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7545, prec@thr=0.5: 0.8266, recall@top3: 0.8324, prec@top3: 0.7015, recall@top5: 0.9394, prec@top5: 0.4876, loss: 0.0393, grad_norm: 0.1950 2021-04-10 06:33:15,168 - mmaction - INFO - Epoch [8][2240/3842] lr: 1.030e-02, eta: 3:12:02, time: 1.224, data_time: 0.002, memory: 10189, loss_action_cls: 0.0412, recall@thr=0.5: 0.7378, prec@thr=0.5: 0.8061, recall@top3: 0.8291, prec@top3: 0.6848, recall@top5: 0.9390, prec@top5: 0.4768, loss: 0.0412, grad_norm: 0.2021 2021-04-10 06:33:39,553 - mmaction - INFO - Epoch [8][2260/3842] lr: 1.026e-02, eta: 3:11:37, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0389, recall@thr=0.5: 0.7471, prec@thr=0.5: 0.8042, recall@top3: 0.8340, prec@top3: 0.6953, recall@top5: 0.9426, prec@top5: 0.4840, loss: 0.0389, grad_norm: 0.1969 2021-04-10 06:34:04,017 - mmaction - INFO - Epoch [8][2280/3842] lr: 1.022e-02, eta: 3:11:12, time: 1.223, data_time: 0.001, memory: 10189, loss_action_cls: 0.0405, recall@thr=0.5: 0.7391, prec@thr=0.5: 0.8233, recall@top3: 0.8196, prec@top3: 0.6882, recall@top5: 0.9364, prec@top5: 0.4852, loss: 0.0405, grad_norm: 0.1974 2021-04-10 06:34:28,239 - mmaction - INFO - Epoch [8][2300/3842] lr: 1.018e-02, eta: 3:10:47, time: 1.212, data_time: 0.002, memory: 10189, loss_action_cls: 0.0404, recall@thr=0.5: 0.7499, prec@thr=0.5: 0.8120, recall@top3: 0.8306, prec@top3: 0.6920, recall@top5: 0.9438, prec@top5: 0.4828, loss: 0.0404, grad_norm: 0.1886 2021-04-10 06:34:52,550 - mmaction - INFO - Epoch [8][2320/3842] lr: 1.013e-02, eta: 3:10:22, time: 1.216, data_time: 0.001, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7385, prec@thr=0.5: 0.8087, recall@top3: 0.8282, prec@top3: 0.6846, recall@top5: 0.9416, prec@top5: 0.4787, loss: 0.0393, grad_norm: 0.2010 2021-04-10 06:35:17,007 - mmaction - INFO - Epoch [8][2340/3842] lr: 1.009e-02, eta: 3:09:58, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0403, recall@thr=0.5: 0.7539, prec@thr=0.5: 0.8254, recall@top3: 0.8361, prec@top3: 0.6959, recall@top5: 0.9423, prec@top5: 0.4833, loss: 0.0403, grad_norm: 0.1903 2021-04-10 06:35:41,409 - mmaction - INFO - Epoch [8][2360/3842] lr: 1.005e-02, eta: 3:09:33, time: 1.221, data_time: 0.003, memory: 10189, loss_action_cls: 0.0384, recall@thr=0.5: 0.7562, prec@thr=0.5: 0.8152, recall@top3: 0.8323, prec@top3: 0.6912, recall@top5: 0.9405, prec@top5: 0.4803, loss: 0.0384, grad_norm: 0.2007 2021-04-10 06:36:05,749 - mmaction - INFO - Epoch [8][2380/3842] lr: 1.001e-02, eta: 3:09:08, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0396, recall@thr=0.5: 0.7443, prec@thr=0.5: 0.8269, recall@top3: 0.8289, prec@top3: 0.6969, recall@top5: 0.9386, prec@top5: 0.4865, loss: 0.0396, grad_norm: 0.2027 2021-04-10 06:36:30,238 - mmaction - INFO - Epoch [8][2400/3842] lr: 9.968e-03, eta: 3:08:43, time: 1.224, data_time: 0.002, memory: 10189, loss_action_cls: 0.0400, recall@thr=0.5: 0.7561, prec@thr=0.5: 0.8268, recall@top3: 0.8240, prec@top3: 0.6926, recall@top5: 0.9315, prec@top5: 0.4819, loss: 0.0400, grad_norm: 0.1912 2021-04-10 06:36:54,676 - mmaction - INFO - Epoch [8][2420/3842] lr: 9.926e-03, eta: 3:08:18, time: 1.223, data_time: 0.002, memory: 10189, loss_action_cls: 0.0392, recall@thr=0.5: 0.7472, prec@thr=0.5: 0.8270, recall@top3: 0.8340, prec@top3: 0.7058, recall@top5: 0.9469, prec@top5: 0.4935, loss: 0.0392, grad_norm: 0.2037 2021-04-10 06:37:19,070 - mmaction - INFO - Epoch [8][2440/3842] lr: 9.884e-03, eta: 3:07:53, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7504, prec@thr=0.5: 0.8134, recall@top3: 0.8268, prec@top3: 0.6948, recall@top5: 0.9379, prec@top5: 0.4848, loss: 0.0393, grad_norm: 0.1971 2021-04-10 06:37:43,522 - mmaction - INFO - Epoch [8][2460/3842] lr: 9.843e-03, eta: 3:07:28, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0384, recall@thr=0.5: 0.7569, prec@thr=0.5: 0.8239, recall@top3: 0.8396, prec@top3: 0.6844, recall@top5: 0.9461, prec@top5: 0.4741, loss: 0.0384, grad_norm: 0.1856 2021-04-10 06:38:07,838 - mmaction - INFO - Epoch [8][2480/3842] lr: 9.802e-03, eta: 3:07:03, time: 1.216, data_time: 0.002, memory: 10189, loss_action_cls: 0.0412, recall@thr=0.5: 0.7388, prec@thr=0.5: 0.8015, recall@top3: 0.8086, prec@top3: 0.6787, recall@top5: 0.9324, prec@top5: 0.4810, loss: 0.0412, grad_norm: 0.1973 2021-04-10 06:38:32,108 - mmaction - INFO - Epoch [8][2500/3842] lr: 9.760e-03, eta: 3:06:38, time: 1.213, data_time: 0.001, memory: 10189, loss_action_cls: 0.0402, recall@thr=0.5: 0.7505, prec@thr=0.5: 0.8224, recall@top3: 0.8240, prec@top3: 0.6940, recall@top5: 0.9419, prec@top5: 0.4877, loss: 0.0402, grad_norm: 0.2044 2021-04-10 06:38:56,580 - mmaction - INFO - Epoch [8][2520/3842] lr: 9.719e-03, eta: 3:06:13, time: 1.225, data_time: 0.002, memory: 10189, loss_action_cls: 0.0388, recall@thr=0.5: 0.7497, prec@thr=0.5: 0.8149, recall@top3: 0.8338, prec@top3: 0.7008, recall@top5: 0.9400, prec@top5: 0.4849, loss: 0.0388, grad_norm: 0.2007 2021-04-10 06:39:21,013 - mmaction - INFO - Epoch [8][2540/3842] lr: 9.678e-03, eta: 3:05:48, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0407, recall@thr=0.5: 0.7442, prec@thr=0.5: 0.8113, recall@top3: 0.8242, prec@top3: 0.6887, recall@top5: 0.9401, prec@top5: 0.4863, loss: 0.0407, grad_norm: 0.1935 2021-04-10 06:39:45,456 - mmaction - INFO - Epoch [8][2560/3842] lr: 9.637e-03, eta: 3:05:23, time: 1.220, data_time: 0.001, memory: 10189, loss_action_cls: 0.0399, recall@thr=0.5: 0.7424, prec@thr=0.5: 0.8170, recall@top3: 0.8243, prec@top3: 0.6899, recall@top5: 0.9410, prec@top5: 0.4854, loss: 0.0399, grad_norm: 0.2066 2021-04-10 06:40:09,978 - mmaction - INFO - Epoch [8][2580/3842] lr: 9.596e-03, eta: 3:04:58, time: 1.225, data_time: 0.003, memory: 10189, loss_action_cls: 0.0418, recall@thr=0.5: 0.7330, prec@thr=0.5: 0.7992, recall@top3: 0.8224, prec@top3: 0.6788, recall@top5: 0.9328, prec@top5: 0.4751, loss: 0.0418, grad_norm: 0.1973 2021-04-10 06:40:34,444 - mmaction - INFO - Epoch [8][2600/3842] lr: 9.555e-03, eta: 3:04:33, time: 1.227, data_time: 0.004, memory: 10189, loss_action_cls: 0.0385, recall@thr=0.5: 0.7451, prec@thr=0.5: 0.8255, recall@top3: 0.8340, prec@top3: 0.6958, recall@top5: 0.9459, prec@top5: 0.4862, loss: 0.0385, grad_norm: 0.1929 2021-04-10 06:40:58,741 - mmaction - INFO - Epoch [8][2620/3842] lr: 9.514e-03, eta: 3:04:08, time: 1.215, data_time: 0.001, memory: 10189, loss_action_cls: 0.0378, recall@thr=0.5: 0.7501, prec@thr=0.5: 0.8099, recall@top3: 0.8399, prec@top3: 0.6888, recall@top5: 0.9424, prec@top5: 0.4754, loss: 0.0378, grad_norm: 0.1984 2021-04-10 06:41:23,181 - mmaction - INFO - Epoch [8][2640/3842] lr: 9.473e-03, eta: 3:03:43, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0415, recall@thr=0.5: 0.7348, prec@thr=0.5: 0.8137, recall@top3: 0.8246, prec@top3: 0.6805, recall@top5: 0.9336, prec@top5: 0.4755, loss: 0.0415, grad_norm: 0.2006 2021-04-10 06:41:47,634 - mmaction - INFO - Epoch [8][2660/3842] lr: 9.433e-03, eta: 3:03:19, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0422, recall@thr=0.5: 0.7295, prec@thr=0.5: 0.8084, recall@top3: 0.8137, prec@top3: 0.6833, recall@top5: 0.9355, prec@top5: 0.4818, loss: 0.0422, grad_norm: 0.2043 2021-04-10 06:42:12,034 - mmaction - INFO - Epoch [8][2680/3842] lr: 9.392e-03, eta: 3:02:54, time: 1.221, data_time: 0.002, memory: 10189, loss_action_cls: 0.0392, recall@thr=0.5: 0.7472, prec@thr=0.5: 0.8163, recall@top3: 0.8330, prec@top3: 0.7024, recall@top5: 0.9444, prec@top5: 0.4901, loss: 0.0392, grad_norm: 0.2012 2021-04-10 06:42:36,484 - mmaction - INFO - Epoch [8][2700/3842] lr: 9.351e-03, eta: 3:02:29, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0397, recall@thr=0.5: 0.7514, prec@thr=0.5: 0.8264, recall@top3: 0.8235, prec@top3: 0.7062, recall@top5: 0.9407, prec@top5: 0.4948, loss: 0.0397, grad_norm: 0.1990 2021-04-10 06:43:00,781 - mmaction - INFO - Epoch [8][2720/3842] lr: 9.311e-03, eta: 3:02:04, time: 1.215, data_time: 0.002, memory: 10189, loss_action_cls: 0.0386, recall@thr=0.5: 0.7592, prec@thr=0.5: 0.8301, recall@top3: 0.8369, prec@top3: 0.6917, recall@top5: 0.9439, prec@top5: 0.4809, loss: 0.0386, grad_norm: 0.1939 2021-04-10 06:43:24,974 - mmaction - INFO - Epoch [8][2740/3842] lr: 9.270e-03, eta: 3:01:39, time: 1.210, data_time: 0.001, memory: 10189, loss_action_cls: 0.0375, recall@thr=0.5: 0.7731, prec@thr=0.5: 0.8297, recall@top3: 0.8433, prec@top3: 0.7085, recall@top5: 0.9470, prec@top5: 0.4916, loss: 0.0375, grad_norm: 0.1962 2021-04-10 06:43:49,322 - mmaction - INFO - Epoch [8][2760/3842] lr: 9.230e-03, eta: 3:01:14, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0403, recall@thr=0.5: 0.7527, prec@thr=0.5: 0.8241, recall@top3: 0.8313, prec@top3: 0.6953, recall@top5: 0.9457, prec@top5: 0.4879, loss: 0.0403, grad_norm: 0.1919 2021-04-10 06:44:13,712 - mmaction - INFO - Epoch [8][2780/3842] lr: 9.190e-03, eta: 3:00:49, time: 1.220, data_time: 0.002, memory: 10189, loss_action_cls: 0.0390, recall@thr=0.5: 0.7402, prec@thr=0.5: 0.8168, recall@top3: 0.8268, prec@top3: 0.6954, recall@top5: 0.9347, prec@top5: 0.4847, loss: 0.0390, grad_norm: 0.2061 2021-04-10 06:44:38,223 - mmaction - INFO - Epoch [8][2800/3842] lr: 9.150e-03, eta: 3:00:24, time: 1.226, data_time: 0.002, memory: 10189, loss_action_cls: 0.0389, recall@thr=0.5: 0.7552, prec@thr=0.5: 0.8165, recall@top3: 0.8225, prec@top3: 0.7097, recall@top5: 0.9431, prec@top5: 0.5004, loss: 0.0389, grad_norm: 0.2040 2021-04-10 06:45:02,559 - mmaction - INFO - Epoch [8][2820/3842] lr: 9.110e-03, eta: 2:59:59, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0421, recall@thr=0.5: 0.7470, prec@thr=0.5: 0.7940, recall@top3: 0.8127, prec@top3: 0.6876, recall@top5: 0.9345, prec@top5: 0.4872, loss: 0.0421, grad_norm: 0.2078 2021-04-10 06:45:26,970 - mmaction - INFO - Epoch [8][2840/3842] lr: 9.070e-03, eta: 2:59:34, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0395, recall@thr=0.5: 0.7479, prec@thr=0.5: 0.8174, recall@top3: 0.8221, prec@top3: 0.6947, recall@top5: 0.9349, prec@top5: 0.4880, loss: 0.0395, grad_norm: 0.1974 2021-04-10 06:45:51,405 - mmaction - INFO - Epoch [8][2860/3842] lr: 9.030e-03, eta: 2:59:09, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0384, recall@thr=0.5: 0.7597, prec@thr=0.5: 0.8283, recall@top3: 0.8370, prec@top3: 0.6975, recall@top5: 0.9465, prec@top5: 0.4854, loss: 0.0384, grad_norm: 0.1996 2021-04-10 06:46:15,857 - mmaction - INFO - Epoch [8][2880/3842] lr: 8.990e-03, eta: 2:58:44, time: 1.223, data_time: 0.001, memory: 10189, loss_action_cls: 0.0402, recall@thr=0.5: 0.7424, prec@thr=0.5: 0.8116, recall@top3: 0.8205, prec@top3: 0.6893, recall@top5: 0.9400, prec@top5: 0.4868, loss: 0.0402, grad_norm: 0.2027 2021-04-10 06:46:40,312 - mmaction - INFO - Epoch [8][2900/3842] lr: 8.950e-03, eta: 2:58:19, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0399, recall@thr=0.5: 0.7564, prec@thr=0.5: 0.8059, recall@top3: 0.8312, prec@top3: 0.6990, recall@top5: 0.9420, prec@top5: 0.4887, loss: 0.0399, grad_norm: 0.1986 2021-04-10 06:47:04,789 - mmaction - INFO - Epoch [8][2920/3842] lr: 8.910e-03, eta: 2:57:54, time: 1.226, data_time: 0.011, memory: 10189, loss_action_cls: 0.0398, recall@thr=0.5: 0.7560, prec@thr=0.5: 0.8186, recall@top3: 0.8243, prec@top3: 0.7050, recall@top5: 0.9379, prec@top5: 0.4944, loss: 0.0398, grad_norm: 0.1975 2021-04-10 06:47:29,260 - mmaction - INFO - Epoch [8][2940/3842] lr: 8.871e-03, eta: 2:57:30, time: 1.223, data_time: 0.001, memory: 10189, loss_action_cls: 0.0410, recall@thr=0.5: 0.7490, prec@thr=0.5: 0.8295, recall@top3: 0.8322, prec@top3: 0.7023, recall@top5: 0.9423, prec@top5: 0.4894, loss: 0.0410, grad_norm: 0.1970 2021-04-10 06:47:53,796 - mmaction - INFO - Epoch [8][2960/3842] lr: 8.831e-03, eta: 2:57:05, time: 1.227, data_time: 0.001, memory: 10189, loss_action_cls: 0.0391, recall@thr=0.5: 0.7480, prec@thr=0.5: 0.8036, recall@top3: 0.8251, prec@top3: 0.6928, recall@top5: 0.9447, prec@top5: 0.4875, loss: 0.0391, grad_norm: 0.1999 2021-04-10 06:48:18,387 - mmaction - INFO - Epoch [8][2980/3842] lr: 8.792e-03, eta: 2:56:40, time: 1.230, data_time: 0.001, memory: 10189, loss_action_cls: 0.0379, recall@thr=0.5: 0.7529, prec@thr=0.5: 0.8191, recall@top3: 0.8302, prec@top3: 0.6869, recall@top5: 0.9406, prec@top5: 0.4793, loss: 0.0379, grad_norm: 0.1968 2021-04-10 06:48:42,920 - mmaction - INFO - Epoch [8][3000/3842] lr: 8.752e-03, eta: 2:56:15, time: 1.225, data_time: 0.001, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7399, prec@thr=0.5: 0.8092, recall@top3: 0.8227, prec@top3: 0.6894, recall@top5: 0.9415, prec@top5: 0.4847, loss: 0.0393, grad_norm: 0.1997 2021-04-10 06:49:07,267 - mmaction - INFO - Epoch [8][3020/3842] lr: 8.713e-03, eta: 2:55:50, time: 1.218, data_time: 0.002, memory: 10189, loss_action_cls: 0.0394, recall@thr=0.5: 0.7480, prec@thr=0.5: 0.8213, recall@top3: 0.8270, prec@top3: 0.6928, recall@top5: 0.9438, prec@top5: 0.4863, loss: 0.0394, grad_norm: 0.1990 2021-04-10 06:49:31,820 - mmaction - INFO - Epoch [8][3040/3842] lr: 8.673e-03, eta: 2:55:25, time: 1.228, data_time: 0.001, memory: 10189, loss_action_cls: 0.0391, recall@thr=0.5: 0.7466, prec@thr=0.5: 0.8177, recall@top3: 0.8297, prec@top3: 0.6810, recall@top5: 0.9406, prec@top5: 0.4737, loss: 0.0391, grad_norm: 0.2003 2021-04-10 06:49:56,087 - mmaction - INFO - Epoch [8][3060/3842] lr: 8.634e-03, eta: 2:55:00, time: 1.214, data_time: 0.001, memory: 10189, loss_action_cls: 0.0387, recall@thr=0.5: 0.7497, prec@thr=0.5: 0.8198, recall@top3: 0.8324, prec@top3: 0.7004, recall@top5: 0.9429, prec@top5: 0.4872, loss: 0.0387, grad_norm: 0.1979 2021-04-10 06:50:20,468 - mmaction - INFO - Epoch [8][3080/3842] lr: 8.595e-03, eta: 2:54:35, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0397, recall@thr=0.5: 0.7463, prec@thr=0.5: 0.8262, recall@top3: 0.8296, prec@top3: 0.6877, recall@top5: 0.9382, prec@top5: 0.4769, loss: 0.0397, grad_norm: 0.1914 2021-04-10 06:50:44,817 - mmaction - INFO - Epoch [8][3100/3842] lr: 8.556e-03, eta: 2:54:10, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0400, recall@thr=0.5: 0.7572, prec@thr=0.5: 0.8210, recall@top3: 0.8352, prec@top3: 0.7108, recall@top5: 0.9455, prec@top5: 0.4932, loss: 0.0400, grad_norm: 0.2073 2021-04-10 06:51:09,187 - mmaction - INFO - Epoch [8][3120/3842] lr: 8.517e-03, eta: 2:53:45, time: 1.219, data_time: 0.002, memory: 10189, loss_action_cls: 0.0378, recall@thr=0.5: 0.7591, prec@thr=0.5: 0.8215, recall@top3: 0.8374, prec@top3: 0.6953, recall@top5: 0.9455, prec@top5: 0.4849, loss: 0.0378, grad_norm: 0.1942 2021-04-10 06:51:33,662 - mmaction - INFO - Epoch [8][3140/3842] lr: 8.478e-03, eta: 2:53:20, time: 1.224, data_time: 0.001, memory: 10189, loss_action_cls: 0.0390, recall@thr=0.5: 0.7600, prec@thr=0.5: 0.8153, recall@top3: 0.8303, prec@top3: 0.6900, recall@top5: 0.9360, prec@top5: 0.4794, loss: 0.0390, grad_norm: 0.1911 2021-04-10 06:51:58,258 - mmaction - INFO - Epoch [8][3160/3842] lr: 8.440e-03, eta: 2:52:56, time: 1.230, data_time: 0.001, memory: 10189, loss_action_cls: 0.0407, recall@thr=0.5: 0.7335, prec@thr=0.5: 0.8088, recall@top3: 0.8235, prec@top3: 0.6833, recall@top5: 0.9359, prec@top5: 0.4768, loss: 0.0407, grad_norm: 0.1984 2021-04-10 06:52:22,655 - mmaction - INFO - Epoch [8][3180/3842] lr: 8.401e-03, eta: 2:52:31, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0377, recall@thr=0.5: 0.7575, prec@thr=0.5: 0.8259, recall@top3: 0.8340, prec@top3: 0.7062, recall@top5: 0.9442, prec@top5: 0.4925, loss: 0.0377, grad_norm: 0.1908 2021-04-10 06:52:47,241 - mmaction - INFO - Epoch [8][3200/3842] lr: 8.362e-03, eta: 2:52:06, time: 1.229, data_time: 0.001, memory: 10189, loss_action_cls: 0.0410, recall@thr=0.5: 0.7502, prec@thr=0.5: 0.8097, recall@top3: 0.8244, prec@top3: 0.6895, recall@top5: 0.9379, prec@top5: 0.4835, loss: 0.0410, grad_norm: 0.2016 2021-04-10 06:53:11,716 - mmaction - INFO - Epoch [8][3220/3842] lr: 8.324e-03, eta: 2:51:41, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8217, recall@top3: 0.8257, prec@top3: 0.6956, recall@top5: 0.9376, prec@top5: 0.4874, loss: 0.0393, grad_norm: 0.2042 2021-04-10 06:53:36,147 - mmaction - INFO - Epoch [8][3240/3842] lr: 8.285e-03, eta: 2:51:16, time: 1.223, data_time: 0.003, memory: 10189, loss_action_cls: 0.0386, recall@thr=0.5: 0.7611, prec@thr=0.5: 0.8193, recall@top3: 0.8269, prec@top3: 0.7024, recall@top5: 0.9424, prec@top5: 0.4931, loss: 0.0386, grad_norm: 0.1962 2021-04-10 06:54:00,509 - mmaction - INFO - Epoch [8][3260/3842] lr: 8.247e-03, eta: 2:50:51, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0380, recall@thr=0.5: 0.7505, prec@thr=0.5: 0.8118, recall@top3: 0.8329, prec@top3: 0.6930, recall@top5: 0.9462, prec@top5: 0.4832, loss: 0.0380, grad_norm: 0.1990 2021-04-10 06:54:24,843 - mmaction - INFO - Epoch [8][3280/3842] lr: 8.208e-03, eta: 2:50:26, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0395, recall@thr=0.5: 0.7474, prec@thr=0.5: 0.8230, recall@top3: 0.8291, prec@top3: 0.6910, recall@top5: 0.9426, prec@top5: 0.4832, loss: 0.0395, grad_norm: 0.1973 2021-04-10 06:54:49,199 - mmaction - INFO - Epoch [8][3300/3842] lr: 8.170e-03, eta: 2:50:01, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0408, recall@thr=0.5: 0.7443, prec@thr=0.5: 0.8011, recall@top3: 0.8220, prec@top3: 0.6782, recall@top5: 0.9372, prec@top5: 0.4760, loss: 0.0408, grad_norm: 0.2013 2021-04-10 06:55:13,594 - mmaction - INFO - Epoch [8][3320/3842] lr: 8.132e-03, eta: 2:49:36, time: 1.220, data_time: 0.002, memory: 10189, loss_action_cls: 0.0400, recall@thr=0.5: 0.7457, prec@thr=0.5: 0.8217, recall@top3: 0.8288, prec@top3: 0.6954, recall@top5: 0.9402, prec@top5: 0.4861, loss: 0.0400, grad_norm: 0.1953 2021-04-10 06:55:38,020 - mmaction - INFO - Epoch [8][3340/3842] lr: 8.094e-03, eta: 2:49:11, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0425, recall@thr=0.5: 0.7283, prec@thr=0.5: 0.7978, recall@top3: 0.8015, prec@top3: 0.6940, recall@top5: 0.9297, prec@top5: 0.4936, loss: 0.0425, grad_norm: 0.2056 2021-04-10 06:56:02,300 - mmaction - INFO - Epoch [8][3360/3842] lr: 8.056e-03, eta: 2:48:46, time: 1.213, data_time: 0.001, memory: 10189, loss_action_cls: 0.0401, recall@thr=0.5: 0.7489, prec@thr=0.5: 0.8152, recall@top3: 0.8234, prec@top3: 0.6992, recall@top5: 0.9389, prec@top5: 0.4912, loss: 0.0401, grad_norm: 0.2014 2021-04-10 06:56:26,782 - mmaction - INFO - Epoch [8][3380/3842] lr: 8.018e-03, eta: 2:48:22, time: 1.224, data_time: 0.002, memory: 10189, loss_action_cls: 0.0412, recall@thr=0.5: 0.7236, prec@thr=0.5: 0.8007, recall@top3: 0.8144, prec@top3: 0.6838, recall@top5: 0.9418, prec@top5: 0.4865, loss: 0.0412, grad_norm: 0.2069 2021-04-10 06:56:51,262 - mmaction - INFO - Epoch [8][3400/3842] lr: 7.980e-03, eta: 2:47:57, time: 1.225, data_time: 0.002, memory: 10189, loss_action_cls: 0.0404, recall@thr=0.5: 0.7483, prec@thr=0.5: 0.8083, recall@top3: 0.8234, prec@top3: 0.6905, recall@top5: 0.9353, prec@top5: 0.4833, loss: 0.0404, grad_norm: 0.2029 2021-04-10 06:57:15,644 - mmaction - INFO - Epoch [8][3420/3842] lr: 7.942e-03, eta: 2:47:32, time: 1.218, data_time: 0.001, memory: 10189, loss_action_cls: 0.0384, recall@thr=0.5: 0.7481, prec@thr=0.5: 0.8206, recall@top3: 0.8340, prec@top3: 0.6887, recall@top5: 0.9434, prec@top5: 0.4792, loss: 0.0384, grad_norm: 0.2015 2021-04-10 06:57:40,022 - mmaction - INFO - Epoch [8][3440/3842] lr: 7.905e-03, eta: 2:47:07, time: 1.220, data_time: 0.003, memory: 10189, loss_action_cls: 0.0395, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.8099, recall@top3: 0.8284, prec@top3: 0.6958, recall@top5: 0.9383, prec@top5: 0.4847, loss: 0.0395, grad_norm: 0.1973 2021-04-10 06:58:04,482 - mmaction - INFO - Epoch [8][3460/3842] lr: 7.867e-03, eta: 2:46:42, time: 1.223, data_time: 0.001, memory: 10189, loss_action_cls: 0.0404, recall@thr=0.5: 0.7470, prec@thr=0.5: 0.8107, recall@top3: 0.8327, prec@top3: 0.7013, recall@top5: 0.9406, prec@top5: 0.4872, loss: 0.0404, grad_norm: 0.1938 2021-04-10 06:58:28,816 - mmaction - INFO - Epoch [8][3480/3842] lr: 7.829e-03, eta: 2:46:17, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0406, recall@thr=0.5: 0.7528, prec@thr=0.5: 0.8172, recall@top3: 0.8260, prec@top3: 0.6863, recall@top5: 0.9384, prec@top5: 0.4824, loss: 0.0406, grad_norm: 0.2033 2021-04-10 06:58:53,305 - mmaction - INFO - Epoch [8][3500/3842] lr: 7.792e-03, eta: 2:45:52, time: 1.224, data_time: 0.001, memory: 10189, loss_action_cls: 0.0400, recall@thr=0.5: 0.7353, prec@thr=0.5: 0.8227, recall@top3: 0.8237, prec@top3: 0.6918, recall@top5: 0.9345, prec@top5: 0.4838, loss: 0.0400, grad_norm: 0.1987 2021-04-10 06:59:17,866 - mmaction - INFO - Epoch [8][3520/3842] lr: 7.755e-03, eta: 2:45:27, time: 1.228, data_time: 0.001, memory: 10189, loss_action_cls: 0.0412, recall@thr=0.5: 0.7435, prec@thr=0.5: 0.8103, recall@top3: 0.8339, prec@top3: 0.6915, recall@top5: 0.9452, prec@top5: 0.4835, loss: 0.0412, grad_norm: 0.2043 2021-04-10 06:59:42,233 - mmaction - INFO - Epoch [8][3540/3842] lr: 7.717e-03, eta: 2:45:02, time: 1.218, data_time: 0.001, memory: 10189, loss_action_cls: 0.0397, recall@thr=0.5: 0.7469, prec@thr=0.5: 0.8151, recall@top3: 0.8299, prec@top3: 0.6881, recall@top5: 0.9424, prec@top5: 0.4803, loss: 0.0397, grad_norm: 0.1989 2021-04-10 07:00:06,726 - mmaction - INFO - Epoch [8][3560/3842] lr: 7.680e-03, eta: 2:44:37, time: 1.225, data_time: 0.001, memory: 10189, loss_action_cls: 0.0398, recall@thr=0.5: 0.7340, prec@thr=0.5: 0.8185, recall@top3: 0.8315, prec@top3: 0.6855, recall@top5: 0.9419, prec@top5: 0.4777, loss: 0.0398, grad_norm: 0.1939 2021-04-10 07:00:31,294 - mmaction - INFO - Epoch [8][3580/3842] lr: 7.643e-03, eta: 2:44:13, time: 1.228, data_time: 0.001, memory: 10189, loss_action_cls: 0.0408, recall@thr=0.5: 0.7448, prec@thr=0.5: 0.8111, recall@top3: 0.8242, prec@top3: 0.6920, recall@top5: 0.9420, prec@top5: 0.4860, loss: 0.0408, grad_norm: 0.1946 2021-04-10 07:00:55,653 - mmaction - INFO - Epoch [8][3600/3842] lr: 7.606e-03, eta: 2:43:48, time: 1.219, data_time: 0.002, memory: 10189, loss_action_cls: 0.0411, recall@thr=0.5: 0.7425, prec@thr=0.5: 0.8077, recall@top3: 0.8226, prec@top3: 0.6712, recall@top5: 0.9413, prec@top5: 0.4716, loss: 0.0411, grad_norm: 0.2047 2021-04-10 07:01:20,009 - mmaction - INFO - Epoch [8][3620/3842] lr: 7.569e-03, eta: 2:43:23, time: 1.218, data_time: 0.004, memory: 10189, loss_action_cls: 0.0379, recall@thr=0.5: 0.7457, prec@thr=0.5: 0.8329, recall@top3: 0.8435, prec@top3: 0.6925, recall@top5: 0.9404, prec@top5: 0.4745, loss: 0.0379, grad_norm: 0.2007 2021-04-10 07:01:44,586 - mmaction - INFO - Epoch [8][3640/3842] lr: 7.532e-03, eta: 2:42:58, time: 1.227, data_time: 0.001, memory: 10189, loss_action_cls: 0.0379, recall@thr=0.5: 0.7493, prec@thr=0.5: 0.8212, recall@top3: 0.8375, prec@top3: 0.6920, recall@top5: 0.9422, prec@top5: 0.4800, loss: 0.0379, grad_norm: 0.1973 2021-04-10 07:02:08,992 - mmaction - INFO - Epoch [8][3660/3842] lr: 7.495e-03, eta: 2:42:33, time: 1.222, data_time: 0.003, memory: 10189, loss_action_cls: 0.0391, recall@thr=0.5: 0.7563, prec@thr=0.5: 0.8253, recall@top3: 0.8251, prec@top3: 0.7063, recall@top5: 0.9429, prec@top5: 0.4969, loss: 0.0391, grad_norm: 0.1999 2021-04-10 07:02:33,748 - mmaction - INFO - Epoch [8][3680/3842] lr: 7.458e-03, eta: 2:42:08, time: 1.238, data_time: 0.016, memory: 10189, loss_action_cls: 0.0396, recall@thr=0.5: 0.7425, prec@thr=0.5: 0.8205, recall@top3: 0.8278, prec@top3: 0.6962, recall@top5: 0.9390, prec@top5: 0.4846, loss: 0.0396, grad_norm: 0.1983 2021-04-10 07:02:58,098 - mmaction - INFO - Epoch [8][3700/3842] lr: 7.422e-03, eta: 2:41:43, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0390, recall@thr=0.5: 0.7603, prec@thr=0.5: 0.8232, recall@top3: 0.8396, prec@top3: 0.6992, recall@top5: 0.9428, prec@top5: 0.4821, loss: 0.0390, grad_norm: 0.1957 2021-04-10 07:03:22,511 - mmaction - INFO - Epoch [8][3720/3842] lr: 7.385e-03, eta: 2:41:18, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0411, recall@thr=0.5: 0.7358, prec@thr=0.5: 0.7955, recall@top3: 0.8264, prec@top3: 0.6875, recall@top5: 0.9364, prec@top5: 0.4787, loss: 0.0411, grad_norm: 0.1997 2021-04-10 07:03:46,895 - mmaction - INFO - Epoch [8][3740/3842] lr: 7.349e-03, eta: 2:40:53, time: 1.218, data_time: 0.001, memory: 10189, loss_action_cls: 0.0412, recall@thr=0.5: 0.7388, prec@thr=0.5: 0.8219, recall@top3: 0.8190, prec@top3: 0.6947, recall@top5: 0.9328, prec@top5: 0.4868, loss: 0.0412, grad_norm: 0.1907 2021-04-10 07:04:11,242 - mmaction - INFO - Epoch [8][3760/3842] lr: 7.312e-03, eta: 2:40:29, time: 1.216, data_time: 0.002, memory: 10189, loss_action_cls: 0.0396, recall@thr=0.5: 0.7555, prec@thr=0.5: 0.8101, recall@top3: 0.8296, prec@top3: 0.6955, recall@top5: 0.9425, prec@top5: 0.4860, loss: 0.0396, grad_norm: 0.2006 2021-04-10 07:04:35,591 - mmaction - INFO - Epoch [8][3780/3842] lr: 7.276e-03, eta: 2:40:04, time: 1.219, data_time: 0.003, memory: 10189, loss_action_cls: 0.0395, recall@thr=0.5: 0.7456, prec@thr=0.5: 0.8295, recall@top3: 0.8362, prec@top3: 0.6939, recall@top5: 0.9425, prec@top5: 0.4824, loss: 0.0395, grad_norm: 0.1936 2021-04-10 07:04:59,980 - mmaction - INFO - Epoch [8][3800/3842] lr: 7.240e-03, eta: 2:39:39, time: 1.220, data_time: 0.001, memory: 10189, loss_action_cls: 0.0400, recall@thr=0.5: 0.7562, prec@thr=0.5: 0.8165, recall@top3: 0.8298, prec@top3: 0.6983, recall@top5: 0.9392, prec@top5: 0.4879, loss: 0.0400, grad_norm: 0.2018 2021-04-10 07:05:24,522 - mmaction - INFO - Epoch [8][3820/3842] lr: 7.203e-03, eta: 2:39:14, time: 1.227, data_time: 0.001, memory: 10189, loss_action_cls: 0.0408, recall@thr=0.5: 0.7428, prec@thr=0.5: 0.8074, recall@top3: 0.8202, prec@top3: 0.6848, recall@top5: 0.9377, prec@top5: 0.4826, loss: 0.0408, grad_norm: 0.1996 2021-04-10 07:05:48,844 - mmaction - INFO - Epoch [8][3840/3842] lr: 7.167e-03, eta: 2:38:49, time: 1.216, data_time: 0.002, memory: 10189, loss_action_cls: 0.0401, recall@thr=0.5: 0.7517, prec@thr=0.5: 0.8067, recall@top3: 0.8227, prec@top3: 0.6894, recall@top5: 0.9452, prec@top5: 0.4866, loss: 0.0401, grad_norm: 0.1959 2021-04-10 07:06:10,004 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-04-10 07:23:58,444 - mmaction - INFO - Evaluating mAP ... 2021-04-10 07:29:03,249 - mmaction - INFO - mAP@0.5IOU 0.2607 2021-04-10 07:29:04,337 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_8.pth. 2021-04-10 07:29:04,337 - mmaction - INFO - Best mAP@0.5IOU is 0.2607 at 8 epoch. 2021-04-10 07:29:05,551 - mmaction - INFO - Epoch(val) [8][3842] mAP@0.5IOU: 0.2607 2021-04-10 07:30:20,609 - mmaction - INFO - Epoch [9][20/3842] lr: 7.128e-03, eta: 2:38:34, time: 3.753, data_time: 2.551, memory: 10189, loss_action_cls: 0.0398, recall@thr=0.5: 0.7420, prec@thr=0.5: 0.8198, recall@top3: 0.8237, prec@top3: 0.6915, recall@top5: 0.9402, prec@top5: 0.4845, loss: 0.0398, grad_norm: 0.2081 2021-04-10 07:30:44,766 - mmaction - INFO - Epoch [9][40/3842] lr: 7.092e-03, eta: 2:38:09, time: 1.208, data_time: 0.001, memory: 10189, loss_action_cls: 0.0404, recall@thr=0.5: 0.7562, prec@thr=0.5: 0.8147, recall@top3: 0.8247, prec@top3: 0.6882, recall@top5: 0.9411, prec@top5: 0.4839, loss: 0.0404, grad_norm: 0.1929 2021-04-10 07:31:08,991 - mmaction - INFO - Epoch [9][60/3842] lr: 7.056e-03, eta: 2:37:44, time: 1.211, data_time: 0.001, memory: 10189, loss_action_cls: 0.0382, recall@thr=0.5: 0.7446, prec@thr=0.5: 0.8273, recall@top3: 0.8301, prec@top3: 0.7017, recall@top5: 0.9455, prec@top5: 0.4919, loss: 0.0382, grad_norm: 0.1971 2021-04-10 07:31:33,141 - mmaction - INFO - Epoch [9][80/3842] lr: 7.020e-03, eta: 2:37:19, time: 1.207, data_time: 0.001, memory: 10189, loss_action_cls: 0.0406, recall@thr=0.5: 0.7454, prec@thr=0.5: 0.8031, recall@top3: 0.8277, prec@top3: 0.6793, recall@top5: 0.9341, prec@top5: 0.4701, loss: 0.0406, grad_norm: 0.2041 2021-04-10 07:31:57,450 - mmaction - INFO - Epoch [9][100/3842] lr: 6.984e-03, eta: 2:36:54, time: 1.216, data_time: 0.002, memory: 10189, loss_action_cls: 0.0399, recall@thr=0.5: 0.7531, prec@thr=0.5: 0.8367, recall@top3: 0.8414, prec@top3: 0.6998, recall@top5: 0.9425, prec@top5: 0.4823, loss: 0.0399, grad_norm: 0.1888 2021-04-10 07:32:21,743 - mmaction - INFO - Epoch [9][120/3842] lr: 6.949e-03, eta: 2:36:29, time: 1.214, data_time: 0.002, memory: 10189, loss_action_cls: 0.0398, recall@thr=0.5: 0.7468, prec@thr=0.5: 0.8132, recall@top3: 0.8299, prec@top3: 0.6884, recall@top5: 0.9481, prec@top5: 0.4839, loss: 0.0398, grad_norm: 0.1872 2021-04-10 07:32:46,039 - mmaction - INFO - Epoch [9][140/3842] lr: 6.913e-03, eta: 2:36:04, time: 1.215, data_time: 0.002, memory: 10189, loss_action_cls: 0.0419, recall@thr=0.5: 0.7345, prec@thr=0.5: 0.8102, recall@top3: 0.8187, prec@top3: 0.6853, recall@top5: 0.9369, prec@top5: 0.4800, loss: 0.0419, grad_norm: 0.1984 2021-04-10 07:33:10,347 - mmaction - INFO - Epoch [9][160/3842] lr: 6.878e-03, eta: 2:35:39, time: 1.217, data_time: 0.002, memory: 10189, loss_action_cls: 0.0367, recall@thr=0.5: 0.7616, prec@thr=0.5: 0.8298, recall@top3: 0.8352, prec@top3: 0.7008, recall@top5: 0.9397, prec@top5: 0.4846, loss: 0.0367, grad_norm: 0.1970 2021-04-10 07:33:34,809 - mmaction - INFO - Epoch [9][180/3842] lr: 6.843e-03, eta: 2:35:14, time: 1.223, data_time: 0.001, memory: 10189, loss_action_cls: 0.0389, recall@thr=0.5: 0.7592, prec@thr=0.5: 0.8224, recall@top3: 0.8286, prec@top3: 0.6953, recall@top5: 0.9434, prec@top5: 0.4883, loss: 0.0389, grad_norm: 0.2027 2021-04-10 07:33:59,057 - mmaction - INFO - Epoch [9][200/3842] lr: 6.807e-03, eta: 2:34:49, time: 1.211, data_time: 0.001, memory: 10189, loss_action_cls: 0.0402, recall@thr=0.5: 0.7518, prec@thr=0.5: 0.8132, recall@top3: 0.8219, prec@top3: 0.7066, recall@top5: 0.9428, prec@top5: 0.4976, loss: 0.0402, grad_norm: 0.1913 2021-04-10 07:34:23,544 - mmaction - INFO - Epoch [9][220/3842] lr: 6.772e-03, eta: 2:34:24, time: 1.225, data_time: 0.002, memory: 10189, loss_action_cls: 0.0381, recall@thr=0.5: 0.7410, prec@thr=0.5: 0.8244, recall@top3: 0.8263, prec@top3: 0.6904, recall@top5: 0.9431, prec@top5: 0.4821, loss: 0.0381, grad_norm: 0.2131 2021-04-10 07:34:47,800 - mmaction - INFO - Epoch [9][240/3842] lr: 6.737e-03, eta: 2:33:59, time: 1.212, data_time: 0.001, memory: 10189, loss_action_cls: 0.0389, recall@thr=0.5: 0.7522, prec@thr=0.5: 0.8138, recall@top3: 0.8262, prec@top3: 0.6922, recall@top5: 0.9390, prec@top5: 0.4838, loss: 0.0389, grad_norm: 0.2009 2021-04-10 07:35:12,142 - mmaction - INFO - Epoch [9][260/3842] lr: 6.702e-03, eta: 2:33:34, time: 1.218, data_time: 0.001, memory: 10189, loss_action_cls: 0.0392, recall@thr=0.5: 0.7624, prec@thr=0.5: 0.8341, recall@top3: 0.8294, prec@top3: 0.7057, recall@top5: 0.9374, prec@top5: 0.4921, loss: 0.0392, grad_norm: 0.1947 2021-04-10 07:35:36,562 - mmaction - INFO - Epoch [9][280/3842] lr: 6.667e-03, eta: 2:33:09, time: 1.220, data_time: 0.001, memory: 10189, loss_action_cls: 0.0405, recall@thr=0.5: 0.7550, prec@thr=0.5: 0.8270, recall@top3: 0.8279, prec@top3: 0.6984, recall@top5: 0.9368, prec@top5: 0.4874, loss: 0.0405, grad_norm: 0.1955 2021-04-10 07:36:00,890 - mmaction - INFO - Epoch [9][300/3842] lr: 6.632e-03, eta: 2:32:44, time: 1.216, data_time: 0.001, memory: 10189, loss_action_cls: 0.0385, recall@thr=0.5: 0.7580, prec@thr=0.5: 0.8191, recall@top3: 0.8400, prec@top3: 0.7164, recall@top5: 0.9491, prec@top5: 0.4949, loss: 0.0385, grad_norm: 0.1981 2021-04-10 07:36:25,295 - mmaction - INFO - Epoch [9][320/3842] lr: 6.597e-03, eta: 2:32:19, time: 1.220, data_time: 0.002, memory: 10189, loss_action_cls: 0.0392, recall@thr=0.5: 0.7468, prec@thr=0.5: 0.8233, recall@top3: 0.8293, prec@top3: 0.6841, recall@top5: 0.9396, prec@top5: 0.4772, loss: 0.0392, grad_norm: 0.2115 2021-04-10 07:36:49,678 - mmaction - INFO - Epoch [9][340/3842] lr: 6.563e-03, eta: 2:31:54, time: 1.219, data_time: 0.002, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7654, prec@thr=0.5: 0.8154, recall@top3: 0.8401, prec@top3: 0.7022, recall@top5: 0.9457, prec@top5: 0.4874, loss: 0.0393, grad_norm: 0.1999 2021-04-10 07:37:14,041 - mmaction - INFO - Epoch [9][360/3842] lr: 6.528e-03, eta: 2:31:30, time: 1.219, data_time: 0.002, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7482, prec@thr=0.5: 0.8171, recall@top3: 0.8219, prec@top3: 0.6950, recall@top5: 0.9376, prec@top5: 0.4879, loss: 0.0393, grad_norm: 0.2055 2021-04-10 07:37:38,417 - mmaction - INFO - Epoch [9][380/3842] lr: 6.493e-03, eta: 2:31:05, time: 1.218, data_time: 0.001, memory: 10189, loss_action_cls: 0.0379, recall@thr=0.5: 0.7622, prec@thr=0.5: 0.8303, recall@top3: 0.8361, prec@top3: 0.7032, recall@top5: 0.9400, prec@top5: 0.4868, loss: 0.0379, grad_norm: 0.2032 2021-04-10 07:38:02,777 - mmaction - INFO - Epoch [9][400/3842] lr: 6.459e-03, eta: 2:30:40, time: 1.218, data_time: 0.002, memory: 10189, loss_action_cls: 0.0401, recall@thr=0.5: 0.7514, prec@thr=0.5: 0.8200, recall@top3: 0.8272, prec@top3: 0.6934, recall@top5: 0.9406, prec@top5: 0.4842, loss: 0.0401, grad_norm: 0.1987 2021-04-10 07:38:27,268 - mmaction - INFO - Epoch [9][420/3842] lr: 6.425e-03, eta: 2:30:15, time: 1.224, data_time: 0.002, memory: 10189, loss_action_cls: 0.0385, recall@thr=0.5: 0.7677, prec@thr=0.5: 0.8324, recall@top3: 0.8432, prec@top3: 0.7083, recall@top5: 0.9486, prec@top5: 0.4916, loss: 0.0385, grad_norm: 0.1899 2021-04-10 07:38:51,632 - mmaction - INFO - Epoch [9][440/3842] lr: 6.390e-03, eta: 2:29:50, time: 1.218, data_time: 0.002, memory: 10189, loss_action_cls: 0.0380, recall@thr=0.5: 0.7624, prec@thr=0.5: 0.8265, recall@top3: 0.8391, prec@top3: 0.6967, recall@top5: 0.9463, prec@top5: 0.4826, loss: 0.0380, grad_norm: 0.1986 2021-04-10 07:39:15,949 - mmaction - INFO - Epoch [9][460/3842] lr: 6.356e-03, eta: 2:29:25, time: 1.216, data_time: 0.002, memory: 10189, loss_action_cls: 0.0378, recall@thr=0.5: 0.7563, prec@thr=0.5: 0.8287, recall@top3: 0.8366, prec@top3: 0.6926, recall@top5: 0.9421, prec@top5: 0.4808, loss: 0.0378, grad_norm: 0.1999 2021-04-10 07:39:40,283 - mmaction - INFO - Epoch [9][480/3842] lr: 6.322e-03, eta: 2:29:00, time: 1.218, data_time: 0.002, memory: 10189, loss_action_cls: 0.0401, recall@thr=0.5: 0.7377, prec@thr=0.5: 0.8162, recall@top3: 0.8244, prec@top3: 0.6955, recall@top5: 0.9401, prec@top5: 0.4898, loss: 0.0401, grad_norm: 0.2022 2021-04-10 07:40:04,784 - mmaction - INFO - Epoch [9][500/3842] lr: 6.288e-03, eta: 2:28:35, time: 1.225, data_time: 0.001, memory: 10189, loss_action_cls: 0.0398, recall@thr=0.5: 0.7497, prec@thr=0.5: 0.8151, recall@top3: 0.8299, prec@top3: 0.6892, recall@top5: 0.9400, prec@top5: 0.4792, loss: 0.0398, grad_norm: 0.2035 2021-04-10 07:40:29,332 - mmaction - INFO - Epoch [9][520/3842] lr: 6.254e-03, eta: 2:28:10, time: 1.226, data_time: 0.001, memory: 10189, loss_action_cls: 0.0383, recall@thr=0.5: 0.7606, prec@thr=0.5: 0.8236, recall@top3: 0.8316, prec@top3: 0.6933, recall@top5: 0.9381, prec@top5: 0.4849, loss: 0.0383, grad_norm: 0.2035 2021-04-10 07:40:53,627 - mmaction - INFO - Epoch [9][540/3842] lr: 6.220e-03, eta: 2:27:45, time: 1.216, data_time: 0.002, memory: 10189, loss_action_cls: 0.0384, recall@thr=0.5: 0.7564, prec@thr=0.5: 0.8249, recall@top3: 0.8339, prec@top3: 0.7006, recall@top5: 0.9404, prec@top5: 0.4859, loss: 0.0384, grad_norm: 0.1985 2021-04-10 07:41:17,869 - mmaction - INFO - Epoch [9][560/3842] lr: 6.186e-03, eta: 2:27:20, time: 1.212, data_time: 0.001, memory: 10189, loss_action_cls: 0.0406, recall@thr=0.5: 0.7374, prec@thr=0.5: 0.8004, recall@top3: 0.8248, prec@top3: 0.6854, recall@top5: 0.9316, prec@top5: 0.4768, loss: 0.0406, grad_norm: 0.2021 2021-04-10 07:41:42,275 - mmaction - INFO - Epoch [9][580/3842] lr: 6.153e-03, eta: 2:26:55, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0408, recall@thr=0.5: 0.7469, prec@thr=0.5: 0.8211, recall@top3: 0.8282, prec@top3: 0.6992, recall@top5: 0.9408, prec@top5: 0.4885, loss: 0.0408, grad_norm: 0.2001 2021-04-10 07:42:06,669 - mmaction - INFO - Epoch [9][600/3842] lr: 6.119e-03, eta: 2:26:30, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0398, recall@thr=0.5: 0.7493, prec@thr=0.5: 0.8150, recall@top3: 0.8279, prec@top3: 0.6961, recall@top5: 0.9392, prec@top5: 0.4868, loss: 0.0398, grad_norm: 0.1988 2021-04-10 07:42:31,119 - mmaction - INFO - Epoch [9][620/3842] lr: 6.086e-03, eta: 2:26:06, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0396, recall@thr=0.5: 0.7434, prec@thr=0.5: 0.8094, recall@top3: 0.8290, prec@top3: 0.6886, recall@top5: 0.9458, prec@top5: 0.4832, loss: 0.0396, grad_norm: 0.2021 2021-04-10 07:42:55,653 - mmaction - INFO - Epoch [9][640/3842] lr: 6.052e-03, eta: 2:25:41, time: 1.230, data_time: 0.004, memory: 10189, loss_action_cls: 0.0386, recall@thr=0.5: 0.7504, prec@thr=0.5: 0.8134, recall@top3: 0.8381, prec@top3: 0.6893, recall@top5: 0.9434, prec@top5: 0.4772, loss: 0.0386, grad_norm: 0.2039 2021-04-10 07:43:20,048 - mmaction - INFO - Epoch [9][660/3842] lr: 6.019e-03, eta: 2:25:16, time: 1.220, data_time: 0.001, memory: 10189, loss_action_cls: 0.0394, recall@thr=0.5: 0.7374, prec@thr=0.5: 0.8169, recall@top3: 0.8299, prec@top3: 0.6906, recall@top5: 0.9457, prec@top5: 0.4837, loss: 0.0394, grad_norm: 0.1999 2021-04-10 07:43:44,491 - mmaction - INFO - Epoch [9][680/3842] lr: 5.985e-03, eta: 2:24:51, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0407, recall@thr=0.5: 0.7525, prec@thr=0.5: 0.8202, recall@top3: 0.8312, prec@top3: 0.7039, recall@top5: 0.9397, prec@top5: 0.4907, loss: 0.0407, grad_norm: 0.1996 2021-04-10 07:44:09,056 - mmaction - INFO - Epoch [9][700/3842] lr: 5.952e-03, eta: 2:24:26, time: 1.228, data_time: 0.001, memory: 10189, loss_action_cls: 0.0403, recall@thr=0.5: 0.7500, prec@thr=0.5: 0.8232, recall@top3: 0.8200, prec@top3: 0.6977, recall@top5: 0.9376, prec@top5: 0.4918, loss: 0.0403, grad_norm: 0.1919 2021-04-10 07:44:33,444 - mmaction - INFO - Epoch [9][720/3842] lr: 5.919e-03, eta: 2:24:01, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0386, recall@thr=0.5: 0.7577, prec@thr=0.5: 0.8214, recall@top3: 0.8265, prec@top3: 0.7026, recall@top5: 0.9453, prec@top5: 0.4938, loss: 0.0386, grad_norm: 0.2026 2021-04-10 07:44:57,868 - mmaction - INFO - Epoch [9][740/3842] lr: 5.886e-03, eta: 2:23:36, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0374, recall@thr=0.5: 0.7677, prec@thr=0.5: 0.8251, recall@top3: 0.8451, prec@top3: 0.7000, recall@top5: 0.9512, prec@top5: 0.4863, loss: 0.0374, grad_norm: 0.1996 2021-04-10 07:45:22,307 - mmaction - INFO - Epoch [9][760/3842] lr: 5.853e-03, eta: 2:23:11, time: 1.223, data_time: 0.003, memory: 10189, loss_action_cls: 0.0399, recall@thr=0.5: 0.7480, prec@thr=0.5: 0.8285, recall@top3: 0.8366, prec@top3: 0.7043, recall@top5: 0.9444, prec@top5: 0.4896, loss: 0.0399, grad_norm: 0.1979 2021-04-10 07:45:46,708 - mmaction - INFO - Epoch [9][780/3842] lr: 5.820e-03, eta: 2:22:46, time: 1.220, data_time: 0.002, memory: 10189, loss_action_cls: 0.0382, recall@thr=0.5: 0.7600, prec@thr=0.5: 0.8239, recall@top3: 0.8351, prec@top3: 0.7048, recall@top5: 0.9467, prec@top5: 0.4937, loss: 0.0382, grad_norm: 0.2079 2021-04-10 07:46:10,982 - mmaction - INFO - Epoch [9][800/3842] lr: 5.788e-03, eta: 2:22:21, time: 1.213, data_time: 0.001, memory: 10189, loss_action_cls: 0.0388, recall@thr=0.5: 0.7625, prec@thr=0.5: 0.8317, recall@top3: 0.8372, prec@top3: 0.6911, recall@top5: 0.9470, prec@top5: 0.4811, loss: 0.0388, grad_norm: 0.1970 2021-04-10 07:46:35,483 - mmaction - INFO - Epoch [9][820/3842] lr: 5.755e-03, eta: 2:21:57, time: 1.226, data_time: 0.002, memory: 10189, loss_action_cls: 0.0389, recall@thr=0.5: 0.7548, prec@thr=0.5: 0.8250, recall@top3: 0.8237, prec@top3: 0.6920, recall@top5: 0.9401, prec@top5: 0.4858, loss: 0.0389, grad_norm: 0.2034 2021-04-10 07:46:59,849 - mmaction - INFO - Epoch [9][840/3842] lr: 5.722e-03, eta: 2:21:32, time: 1.218, data_time: 0.001, memory: 10189, loss_action_cls: 0.0401, recall@thr=0.5: 0.7473, prec@thr=0.5: 0.8189, recall@top3: 0.8314, prec@top3: 0.6984, recall@top5: 0.9410, prec@top5: 0.4851, loss: 0.0401, grad_norm: 0.1943 2021-04-10 07:47:24,298 - mmaction - INFO - Epoch [9][860/3842] lr: 5.690e-03, eta: 2:21:07, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0390, recall@thr=0.5: 0.7538, prec@thr=0.5: 0.8209, recall@top3: 0.8283, prec@top3: 0.6868, recall@top5: 0.9399, prec@top5: 0.4815, loss: 0.0390, grad_norm: 0.2032 2021-04-10 07:47:48,736 - mmaction - INFO - Epoch [9][880/3842] lr: 5.657e-03, eta: 2:20:42, time: 1.223, data_time: 0.002, memory: 10189, loss_action_cls: 0.0408, recall@thr=0.5: 0.7422, prec@thr=0.5: 0.8104, recall@top3: 0.8246, prec@top3: 0.6844, recall@top5: 0.9395, prec@top5: 0.4802, loss: 0.0408, grad_norm: 0.2000 2021-04-10 07:48:13,108 - mmaction - INFO - Epoch [9][900/3842] lr: 5.625e-03, eta: 2:20:17, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0420, recall@thr=0.5: 0.7325, prec@thr=0.5: 0.8194, recall@top3: 0.8211, prec@top3: 0.6869, recall@top5: 0.9372, prec@top5: 0.4830, loss: 0.0420, grad_norm: 0.2031 2021-04-10 07:48:37,593 - mmaction - INFO - Epoch [9][920/3842] lr: 5.593e-03, eta: 2:19:52, time: 1.223, data_time: 0.001, memory: 10189, loss_action_cls: 0.0409, recall@thr=0.5: 0.7496, prec@thr=0.5: 0.8130, recall@top3: 0.8299, prec@top3: 0.7008, recall@top5: 0.9416, prec@top5: 0.4878, loss: 0.0409, grad_norm: 0.2029 2021-04-10 07:49:01,993 - mmaction - INFO - Epoch [9][940/3842] lr: 5.560e-03, eta: 2:19:27, time: 1.221, data_time: 0.003, memory: 10189, loss_action_cls: 0.0392, recall@thr=0.5: 0.7416, prec@thr=0.5: 0.8147, recall@top3: 0.8291, prec@top3: 0.6987, recall@top5: 0.9397, prec@top5: 0.4868, loss: 0.0392, grad_norm: 0.2068 2021-04-10 07:49:26,489 - mmaction - INFO - Epoch [9][960/3842] lr: 5.528e-03, eta: 2:19:02, time: 1.225, data_time: 0.002, memory: 10189, loss_action_cls: 0.0404, recall@thr=0.5: 0.7434, prec@thr=0.5: 0.8106, recall@top3: 0.8339, prec@top3: 0.6956, recall@top5: 0.9455, prec@top5: 0.4854, loss: 0.0404, grad_norm: 0.2086 2021-04-10 07:49:50,809 - mmaction - INFO - Epoch [9][980/3842] lr: 5.496e-03, eta: 2:18:37, time: 1.217, data_time: 0.002, memory: 10189, loss_action_cls: 0.0400, recall@thr=0.5: 0.7469, prec@thr=0.5: 0.8196, recall@top3: 0.8395, prec@top3: 0.6974, recall@top5: 0.9384, prec@top5: 0.4794, loss: 0.0400, grad_norm: 0.1995 2021-04-10 07:50:15,183 - mmaction - INFO - Epoch [9][1000/3842] lr: 5.464e-03, eta: 2:18:12, time: 1.218, data_time: 0.001, memory: 10189, loss_action_cls: 0.0401, recall@thr=0.5: 0.7521, prec@thr=0.5: 0.8211, recall@top3: 0.8347, prec@top3: 0.6958, recall@top5: 0.9395, prec@top5: 0.4826, loss: 0.0401, grad_norm: 0.1935 2021-04-10 07:50:39,622 - mmaction - INFO - Epoch [9][1020/3842] lr: 5.433e-03, eta: 2:17:48, time: 1.222, data_time: 0.002, memory: 10189, loss_action_cls: 0.0373, recall@thr=0.5: 0.7559, prec@thr=0.5: 0.8219, recall@top3: 0.8389, prec@top3: 0.6951, recall@top5: 0.9441, prec@top5: 0.4806, loss: 0.0373, grad_norm: 0.2002 2021-04-10 07:51:04,047 - mmaction - INFO - Epoch [9][1040/3842] lr: 5.401e-03, eta: 2:17:23, time: 1.222, data_time: 0.002, memory: 10189, loss_action_cls: 0.0372, recall@thr=0.5: 0.7638, prec@thr=0.5: 0.8269, recall@top3: 0.8358, prec@top3: 0.6943, recall@top5: 0.9414, prec@top5: 0.4810, loss: 0.0372, grad_norm: 0.2034 2021-04-10 07:51:28,452 - mmaction - INFO - Epoch [9][1060/3842] lr: 5.369e-03, eta: 2:16:58, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7405, prec@thr=0.5: 0.8229, recall@top3: 0.8320, prec@top3: 0.6892, recall@top5: 0.9388, prec@top5: 0.4785, loss: 0.0393, grad_norm: 0.2086 2021-04-10 07:51:52,997 - mmaction - INFO - Epoch [9][1080/3842] lr: 5.338e-03, eta: 2:16:33, time: 1.227, data_time: 0.002, memory: 10189, loss_action_cls: 0.0380, recall@thr=0.5: 0.7621, prec@thr=0.5: 0.8220, recall@top3: 0.8340, prec@top3: 0.6925, recall@top5: 0.9474, prec@top5: 0.4859, loss: 0.0380, grad_norm: 0.2033 2021-04-10 07:52:17,387 - mmaction - INFO - Epoch [9][1100/3842] lr: 5.306e-03, eta: 2:16:08, time: 1.221, data_time: 0.002, memory: 10189, loss_action_cls: 0.0387, recall@thr=0.5: 0.7620, prec@thr=0.5: 0.8291, recall@top3: 0.8280, prec@top3: 0.7167, recall@top5: 0.9411, prec@top5: 0.5022, loss: 0.0387, grad_norm: 0.2029 2021-04-10 07:52:41,749 - mmaction - INFO - Epoch [9][1120/3842] lr: 5.275e-03, eta: 2:15:43, time: 1.218, data_time: 0.001, memory: 10189, loss_action_cls: 0.0376, recall@thr=0.5: 0.7742, prec@thr=0.5: 0.8238, recall@top3: 0.8425, prec@top3: 0.7089, recall@top5: 0.9510, prec@top5: 0.4924, loss: 0.0376, grad_norm: 0.2004 2021-04-10 07:53:06,129 - mmaction - INFO - Epoch [9][1140/3842] lr: 5.243e-03, eta: 2:15:18, time: 1.218, data_time: 0.001, memory: 10189, loss_action_cls: 0.0382, recall@thr=0.5: 0.7509, prec@thr=0.5: 0.8208, recall@top3: 0.8388, prec@top3: 0.6938, recall@top5: 0.9425, prec@top5: 0.4808, loss: 0.0382, grad_norm: 0.1968 2021-04-10 07:53:30,605 - mmaction - INFO - Epoch [9][1160/3842] lr: 5.212e-03, eta: 2:14:53, time: 1.225, data_time: 0.002, memory: 10189, loss_action_cls: 0.0409, recall@thr=0.5: 0.7285, prec@thr=0.5: 0.7977, recall@top3: 0.8199, prec@top3: 0.6917, recall@top5: 0.9384, prec@top5: 0.4896, loss: 0.0409, grad_norm: 0.2107 2021-04-10 07:53:54,913 - mmaction - INFO - Epoch [9][1180/3842] lr: 5.181e-03, eta: 2:14:28, time: 1.215, data_time: 0.001, memory: 10189, loss_action_cls: 0.0386, recall@thr=0.5: 0.7578, prec@thr=0.5: 0.8167, recall@top3: 0.8382, prec@top3: 0.6916, recall@top5: 0.9470, prec@top5: 0.4804, loss: 0.0386, grad_norm: 0.1938 2021-04-10 07:54:19,370 - mmaction - INFO - Epoch [9][1200/3842] lr: 5.150e-03, eta: 2:14:03, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0405, recall@thr=0.5: 0.7441, prec@thr=0.5: 0.8207, recall@top3: 0.8213, prec@top3: 0.6922, recall@top5: 0.9328, prec@top5: 0.4860, loss: 0.0405, grad_norm: 0.2023 2021-04-10 07:54:43,950 - mmaction - INFO - Epoch [9][1220/3842] lr: 5.119e-03, eta: 2:13:39, time: 1.227, data_time: 0.001, memory: 10189, loss_action_cls: 0.0385, recall@thr=0.5: 0.7669, prec@thr=0.5: 0.8201, recall@top3: 0.8369, prec@top3: 0.6853, recall@top5: 0.9519, prec@top5: 0.4803, loss: 0.0385, grad_norm: 0.2043 2021-04-10 07:55:08,417 - mmaction - INFO - Epoch [9][1240/3842] lr: 5.088e-03, eta: 2:13:14, time: 1.226, data_time: 0.003, memory: 10189, loss_action_cls: 0.0406, recall@thr=0.5: 0.7539, prec@thr=0.5: 0.8251, recall@top3: 0.8280, prec@top3: 0.6988, recall@top5: 0.9419, prec@top5: 0.4896, loss: 0.0406, grad_norm: 0.2097 2021-04-10 07:55:32,842 - mmaction - INFO - Epoch [9][1260/3842] lr: 5.057e-03, eta: 2:12:49, time: 1.220, data_time: 0.001, memory: 10189, loss_action_cls: 0.0384, recall@thr=0.5: 0.7564, prec@thr=0.5: 0.8244, recall@top3: 0.8283, prec@top3: 0.6910, recall@top5: 0.9459, prec@top5: 0.4872, loss: 0.0384, grad_norm: 0.1993 2021-04-10 07:55:57,253 - mmaction - INFO - Epoch [9][1280/3842] lr: 5.027e-03, eta: 2:12:24, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0394, recall@thr=0.5: 0.7453, prec@thr=0.5: 0.8215, recall@top3: 0.8356, prec@top3: 0.6970, recall@top5: 0.9400, prec@top5: 0.4835, loss: 0.0394, grad_norm: 0.2049 2021-04-10 07:56:21,609 - mmaction - INFO - Epoch [9][1300/3842] lr: 4.996e-03, eta: 2:11:59, time: 1.218, data_time: 0.001, memory: 10189, loss_action_cls: 0.0383, recall@thr=0.5: 0.7583, prec@thr=0.5: 0.8168, recall@top3: 0.8371, prec@top3: 0.6973, recall@top5: 0.9429, prec@top5: 0.4834, loss: 0.0383, grad_norm: 0.2004 2021-04-10 07:56:45,995 - mmaction - INFO - Epoch [9][1320/3842] lr: 4.965e-03, eta: 2:11:34, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0394, recall@thr=0.5: 0.7381, prec@thr=0.5: 0.8130, recall@top3: 0.8302, prec@top3: 0.6954, recall@top5: 0.9417, prec@top5: 0.4847, loss: 0.0394, grad_norm: 0.2063 2021-04-10 07:57:10,411 - mmaction - INFO - Epoch [9][1340/3842] lr: 4.935e-03, eta: 2:11:09, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0389, recall@thr=0.5: 0.7580, prec@thr=0.5: 0.8300, recall@top3: 0.8455, prec@top3: 0.7045, recall@top5: 0.9466, prec@top5: 0.4854, loss: 0.0389, grad_norm: 0.2030 2021-04-10 07:57:34,830 - mmaction - INFO - Epoch [9][1360/3842] lr: 4.905e-03, eta: 2:10:44, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0388, recall@thr=0.5: 0.7553, prec@thr=0.5: 0.8242, recall@top3: 0.8313, prec@top3: 0.6972, recall@top5: 0.9401, prec@top5: 0.4830, loss: 0.0388, grad_norm: 0.1992 2021-04-10 07:57:59,322 - mmaction - INFO - Epoch [9][1380/3842] lr: 4.874e-03, eta: 2:10:19, time: 1.224, data_time: 0.003, memory: 10189, loss_action_cls: 0.0401, recall@thr=0.5: 0.7398, prec@thr=0.5: 0.8205, recall@top3: 0.8273, prec@top3: 0.6972, recall@top5: 0.9417, prec@top5: 0.4879, loss: 0.0401, grad_norm: 0.2034 2021-04-10 07:58:23,813 - mmaction - INFO - Epoch [9][1400/3842] lr: 4.844e-03, eta: 2:09:55, time: 1.224, data_time: 0.001, memory: 10189, loss_action_cls: 0.0402, recall@thr=0.5: 0.7470, prec@thr=0.5: 0.8144, recall@top3: 0.8305, prec@top3: 0.6884, recall@top5: 0.9385, prec@top5: 0.4791, loss: 0.0402, grad_norm: 0.2028 2021-04-10 07:58:48,151 - mmaction - INFO - Epoch [9][1420/3842] lr: 4.814e-03, eta: 2:09:30, time: 1.216, data_time: 0.001, memory: 10189, loss_action_cls: 0.0411, recall@thr=0.5: 0.7447, prec@thr=0.5: 0.8129, recall@top3: 0.8230, prec@top3: 0.6935, recall@top5: 0.9347, prec@top5: 0.4852, loss: 0.0411, grad_norm: 0.2060 2021-04-10 07:59:12,603 - mmaction - INFO - Epoch [9][1440/3842] lr: 4.784e-03, eta: 2:09:05, time: 1.223, data_time: 0.002, memory: 10189, loss_action_cls: 0.0377, recall@thr=0.5: 0.7587, prec@thr=0.5: 0.8192, recall@top3: 0.8384, prec@top3: 0.6923, recall@top5: 0.9498, prec@top5: 0.4809, loss: 0.0377, grad_norm: 0.2054 2021-04-10 07:59:37,096 - mmaction - INFO - Epoch [9][1460/3842] lr: 4.754e-03, eta: 2:08:40, time: 1.225, data_time: 0.001, memory: 10189, loss_action_cls: 0.0383, recall@thr=0.5: 0.7493, prec@thr=0.5: 0.8258, recall@top3: 0.8309, prec@top3: 0.6988, recall@top5: 0.9474, prec@top5: 0.4888, loss: 0.0383, grad_norm: 0.2061 2021-04-10 08:00:01,547 - mmaction - INFO - Epoch [9][1480/3842] lr: 4.724e-03, eta: 2:08:15, time: 1.223, data_time: 0.002, memory: 10189, loss_action_cls: 0.0379, recall@thr=0.5: 0.7466, prec@thr=0.5: 0.8153, recall@top3: 0.8344, prec@top3: 0.6994, recall@top5: 0.9417, prec@top5: 0.4846, loss: 0.0379, grad_norm: 0.1994 2021-04-10 08:00:26,061 - mmaction - INFO - Epoch [9][1500/3842] lr: 4.694e-03, eta: 2:07:50, time: 1.223, data_time: 0.001, memory: 10189, loss_action_cls: 0.0399, recall@thr=0.5: 0.7502, prec@thr=0.5: 0.8271, recall@top3: 0.8378, prec@top3: 0.6988, recall@top5: 0.9451, prec@top5: 0.4855, loss: 0.0399, grad_norm: 0.2065 2021-04-10 08:00:50,291 - mmaction - INFO - Epoch [9][1520/3842] lr: 4.665e-03, eta: 2:07:25, time: 1.213, data_time: 0.003, memory: 10189, loss_action_cls: 0.0399, recall@thr=0.5: 0.7479, prec@thr=0.5: 0.8241, recall@top3: 0.8306, prec@top3: 0.6957, recall@top5: 0.9388, prec@top5: 0.4846, loss: 0.0399, grad_norm: 0.2092 2021-04-10 08:01:14,743 - mmaction - INFO - Epoch [9][1540/3842] lr: 4.635e-03, eta: 2:07:00, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0383, recall@thr=0.5: 0.7658, prec@thr=0.5: 0.8302, recall@top3: 0.8397, prec@top3: 0.7000, recall@top5: 0.9417, prec@top5: 0.4863, loss: 0.0383, grad_norm: 0.1979 2021-04-10 08:01:39,013 - mmaction - INFO - Epoch [9][1560/3842] lr: 4.606e-03, eta: 2:06:36, time: 1.214, data_time: 0.002, memory: 10189, loss_action_cls: 0.0382, recall@thr=0.5: 0.7640, prec@thr=0.5: 0.8233, recall@top3: 0.8365, prec@top3: 0.6988, recall@top5: 0.9481, prec@top5: 0.4889, loss: 0.0382, grad_norm: 0.2066 2021-04-10 08:02:03,541 - mmaction - INFO - Epoch [9][1580/3842] lr: 4.576e-03, eta: 2:06:11, time: 1.226, data_time: 0.001, memory: 10189, loss_action_cls: 0.0407, recall@thr=0.5: 0.7434, prec@thr=0.5: 0.8026, recall@top3: 0.8208, prec@top3: 0.6829, recall@top5: 0.9363, prec@top5: 0.4785, loss: 0.0407, grad_norm: 0.2058 2021-04-10 08:02:28,015 - mmaction - INFO - Epoch [9][1600/3842] lr: 4.547e-03, eta: 2:05:46, time: 1.223, data_time: 0.001, memory: 10189, loss_action_cls: 0.0390, recall@thr=0.5: 0.7458, prec@thr=0.5: 0.8336, recall@top3: 0.8295, prec@top3: 0.6906, recall@top5: 0.9393, prec@top5: 0.4814, loss: 0.0390, grad_norm: 0.2023 2021-04-10 08:02:52,369 - mmaction - INFO - Epoch [9][1620/3842] lr: 4.518e-03, eta: 2:05:21, time: 1.218, data_time: 0.001, memory: 10189, loss_action_cls: 0.0397, recall@thr=0.5: 0.7626, prec@thr=0.5: 0.8157, recall@top3: 0.8306, prec@top3: 0.6966, recall@top5: 0.9420, prec@top5: 0.4867, loss: 0.0397, grad_norm: 0.2027 2021-04-10 08:03:16,860 - mmaction - INFO - Epoch [9][1640/3842] lr: 4.489e-03, eta: 2:04:56, time: 1.224, data_time: 0.004, memory: 10189, loss_action_cls: 0.0396, recall@thr=0.5: 0.7442, prec@thr=0.5: 0.8168, recall@top3: 0.8152, prec@top3: 0.6817, recall@top5: 0.9327, prec@top5: 0.4816, loss: 0.0396, grad_norm: 0.2019 2021-04-10 08:03:41,180 - mmaction - INFO - Epoch [9][1660/3842] lr: 4.460e-03, eta: 2:04:31, time: 1.215, data_time: 0.002, memory: 10189, loss_action_cls: 0.0368, recall@thr=0.5: 0.7748, prec@thr=0.5: 0.8304, recall@top3: 0.8465, prec@top3: 0.7106, recall@top5: 0.9438, prec@top5: 0.4880, loss: 0.0368, grad_norm: 0.1913 2021-04-10 08:04:05,757 - mmaction - INFO - Epoch [9][1680/3842] lr: 4.431e-03, eta: 2:04:06, time: 1.231, data_time: 0.003, memory: 10189, loss_action_cls: 0.0391, recall@thr=0.5: 0.7600, prec@thr=0.5: 0.8266, recall@top3: 0.8378, prec@top3: 0.7049, recall@top5: 0.9459, prec@top5: 0.4893, loss: 0.0391, grad_norm: 0.1934 2021-04-10 08:04:30,189 - mmaction - INFO - Epoch [9][1700/3842] lr: 4.402e-03, eta: 2:03:41, time: 1.220, data_time: 0.001, memory: 10189, loss_action_cls: 0.0399, recall@thr=0.5: 0.7422, prec@thr=0.5: 0.8129, recall@top3: 0.8277, prec@top3: 0.6895, recall@top5: 0.9396, prec@top5: 0.4786, loss: 0.0399, grad_norm: 0.2011 2021-04-10 08:04:54,544 - mmaction - INFO - Epoch [9][1720/3842] lr: 4.373e-03, eta: 2:03:17, time: 1.219, data_time: 0.002, memory: 10189, loss_action_cls: 0.0412, recall@thr=0.5: 0.7449, prec@thr=0.5: 0.8119, recall@top3: 0.8276, prec@top3: 0.6911, recall@top5: 0.9334, prec@top5: 0.4795, loss: 0.0412, grad_norm: 0.2016 2021-04-10 08:05:18,993 - mmaction - INFO - Epoch [9][1740/3842] lr: 4.344e-03, eta: 2:02:52, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0388, recall@thr=0.5: 0.7590, prec@thr=0.5: 0.8327, recall@top3: 0.8408, prec@top3: 0.7074, recall@top5: 0.9476, prec@top5: 0.4911, loss: 0.0388, grad_norm: 0.1918 2021-04-10 08:05:43,455 - mmaction - INFO - Epoch [9][1760/3842] lr: 4.316e-03, eta: 2:02:27, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0414, recall@thr=0.5: 0.7412, prec@thr=0.5: 0.8114, recall@top3: 0.8226, prec@top3: 0.6923, recall@top5: 0.9383, prec@top5: 0.4873, loss: 0.0414, grad_norm: 0.2016 2021-04-10 08:06:07,910 - mmaction - INFO - Epoch [9][1780/3842] lr: 4.287e-03, eta: 2:02:02, time: 1.222, data_time: 0.002, memory: 10189, loss_action_cls: 0.0390, recall@thr=0.5: 0.7513, prec@thr=0.5: 0.8184, recall@top3: 0.8332, prec@top3: 0.6916, recall@top5: 0.9427, prec@top5: 0.4821, loss: 0.0390, grad_norm: 0.2054 2021-04-10 08:06:32,240 - mmaction - INFO - Epoch [9][1800/3842] lr: 4.259e-03, eta: 2:01:37, time: 1.217, data_time: 0.002, memory: 10189, loss_action_cls: 0.0396, recall@thr=0.5: 0.7500, prec@thr=0.5: 0.8303, recall@top3: 0.8331, prec@top3: 0.6956, recall@top5: 0.9399, prec@top5: 0.4836, loss: 0.0396, grad_norm: 0.1988 2021-04-10 08:06:56,584 - mmaction - INFO - Epoch [9][1820/3842] lr: 4.230e-03, eta: 2:01:12, time: 1.219, data_time: 0.002, memory: 10189, loss_action_cls: 0.0383, recall@thr=0.5: 0.7543, prec@thr=0.5: 0.8313, recall@top3: 0.8298, prec@top3: 0.6956, recall@top5: 0.9427, prec@top5: 0.4864, loss: 0.0383, grad_norm: 0.2004 2021-04-10 08:07:20,997 - mmaction - INFO - Epoch [9][1840/3842] lr: 4.202e-03, eta: 2:00:47, time: 1.220, data_time: 0.001, memory: 10189, loss_action_cls: 0.0380, recall@thr=0.5: 0.7571, prec@thr=0.5: 0.8245, recall@top3: 0.8382, prec@top3: 0.7057, recall@top5: 0.9506, prec@top5: 0.4915, loss: 0.0380, grad_norm: 0.1888 2021-04-10 08:07:45,435 - mmaction - INFO - Epoch [9][1860/3842] lr: 4.174e-03, eta: 2:00:22, time: 1.223, data_time: 0.002, memory: 10189, loss_action_cls: 0.0402, recall@thr=0.5: 0.7447, prec@thr=0.5: 0.8141, recall@top3: 0.8266, prec@top3: 0.6922, recall@top5: 0.9374, prec@top5: 0.4836, loss: 0.0402, grad_norm: 0.2014 2021-04-10 08:08:09,913 - mmaction - INFO - Epoch [9][1880/3842] lr: 4.146e-03, eta: 1:59:58, time: 1.224, data_time: 0.001, memory: 10189, loss_action_cls: 0.0394, recall@thr=0.5: 0.7605, prec@thr=0.5: 0.8265, recall@top3: 0.8379, prec@top3: 0.6939, recall@top5: 0.9385, prec@top5: 0.4780, loss: 0.0394, grad_norm: 0.1999 2021-04-10 08:08:34,300 - mmaction - INFO - Epoch [9][1900/3842] lr: 4.118e-03, eta: 1:59:33, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0402, recall@thr=0.5: 0.7568, prec@thr=0.5: 0.8177, recall@top3: 0.8276, prec@top3: 0.7000, recall@top5: 0.9409, prec@top5: 0.4897, loss: 0.0402, grad_norm: 0.2017 2021-04-10 08:08:58,671 - mmaction - INFO - Epoch [9][1920/3842] lr: 4.090e-03, eta: 1:59:08, time: 1.220, data_time: 0.002, memory: 10189, loss_action_cls: 0.0392, recall@thr=0.5: 0.7499, prec@thr=0.5: 0.8153, recall@top3: 0.8354, prec@top3: 0.6825, recall@top5: 0.9352, prec@top5: 0.4710, loss: 0.0392, grad_norm: 0.2074 2021-04-10 08:09:22,959 - mmaction - INFO - Epoch [9][1940/3842] lr: 4.062e-03, eta: 1:58:43, time: 1.214, data_time: 0.001, memory: 10189, loss_action_cls: 0.0388, recall@thr=0.5: 0.7519, prec@thr=0.5: 0.8262, recall@top3: 0.8359, prec@top3: 0.7054, recall@top5: 0.9427, prec@top5: 0.4900, loss: 0.0388, grad_norm: 0.2005 2021-04-10 08:09:47,299 - mmaction - INFO - Epoch [9][1960/3842] lr: 4.035e-03, eta: 1:58:18, time: 1.216, data_time: 0.001, memory: 10189, loss_action_cls: 0.0391, recall@thr=0.5: 0.7530, prec@thr=0.5: 0.8273, recall@top3: 0.8321, prec@top3: 0.6931, recall@top5: 0.9388, prec@top5: 0.4809, loss: 0.0391, grad_norm: 0.1964 2021-04-10 08:10:11,748 - mmaction - INFO - Epoch [9][1980/3842] lr: 4.007e-03, eta: 1:57:53, time: 1.221, data_time: 0.002, memory: 10189, loss_action_cls: 0.0391, recall@thr=0.5: 0.7596, prec@thr=0.5: 0.8200, recall@top3: 0.8364, prec@top3: 0.6945, recall@top5: 0.9456, prec@top5: 0.4846, loss: 0.0391, grad_norm: 0.1933 2021-04-10 08:10:36,306 - mmaction - INFO - Epoch [9][2000/3842] lr: 3.979e-03, eta: 1:57:28, time: 1.229, data_time: 0.009, memory: 10189, loss_action_cls: 0.0372, recall@thr=0.5: 0.7615, prec@thr=0.5: 0.8281, recall@top3: 0.8348, prec@top3: 0.7016, recall@top5: 0.9499, prec@top5: 0.4927, loss: 0.0372, grad_norm: 0.1959 2021-04-10 08:11:00,689 - mmaction - INFO - Epoch [9][2020/3842] lr: 3.952e-03, eta: 1:57:03, time: 1.221, data_time: 0.002, memory: 10189, loss_action_cls: 0.0388, recall@thr=0.5: 0.7444, prec@thr=0.5: 0.8221, recall@top3: 0.8378, prec@top3: 0.6927, recall@top5: 0.9418, prec@top5: 0.4790, loss: 0.0388, grad_norm: 0.2053 2021-04-10 08:11:25,078 - mmaction - INFO - Epoch [9][2040/3842] lr: 3.925e-03, eta: 1:56:39, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0378, recall@thr=0.5: 0.7524, prec@thr=0.5: 0.8337, recall@top3: 0.8335, prec@top3: 0.6881, recall@top5: 0.9395, prec@top5: 0.4761, loss: 0.0378, grad_norm: 0.2014 2021-04-10 08:11:49,483 - mmaction - INFO - Epoch [9][2060/3842] lr: 3.897e-03, eta: 1:56:14, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0399, recall@thr=0.5: 0.7537, prec@thr=0.5: 0.8260, recall@top3: 0.8309, prec@top3: 0.7051, recall@top5: 0.9485, prec@top5: 0.4949, loss: 0.0399, grad_norm: 0.2028 2021-04-10 08:12:13,901 - mmaction - INFO - Epoch [9][2080/3842] lr: 3.870e-03, eta: 1:55:49, time: 1.222, data_time: 0.003, memory: 10189, loss_action_cls: 0.0381, recall@thr=0.5: 0.7742, prec@thr=0.5: 0.8285, recall@top3: 0.8413, prec@top3: 0.7098, recall@top5: 0.9493, prec@top5: 0.4928, loss: 0.0381, grad_norm: 0.1947 2021-04-10 08:12:38,335 - mmaction - INFO - Epoch [9][2100/3842] lr: 3.843e-03, eta: 1:55:24, time: 1.222, data_time: 0.002, memory: 10189, loss_action_cls: 0.0399, recall@thr=0.5: 0.7481, prec@thr=0.5: 0.8278, recall@top3: 0.8297, prec@top3: 0.6957, recall@top5: 0.9423, prec@top5: 0.4863, loss: 0.0399, grad_norm: 0.2146 2021-04-10 08:13:02,866 - mmaction - INFO - Epoch [9][2120/3842] lr: 3.816e-03, eta: 1:54:59, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0392, recall@thr=0.5: 0.7577, prec@thr=0.5: 0.8277, recall@top3: 0.8314, prec@top3: 0.6989, recall@top5: 0.9383, prec@top5: 0.4867, loss: 0.0392, grad_norm: 0.2010 2021-04-10 08:13:27,369 - mmaction - INFO - Epoch [9][2140/3842] lr: 3.789e-03, eta: 1:54:34, time: 1.230, data_time: 0.012, memory: 10189, loss_action_cls: 0.0388, recall@thr=0.5: 0.7608, prec@thr=0.5: 0.8290, recall@top3: 0.8363, prec@top3: 0.6895, recall@top5: 0.9416, prec@top5: 0.4793, loss: 0.0388, grad_norm: 0.2008 2021-04-10 08:13:51,728 - mmaction - INFO - Epoch [9][2160/3842] lr: 3.762e-03, eta: 1:54:09, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0397, recall@thr=0.5: 0.7382, prec@thr=0.5: 0.8093, recall@top3: 0.8167, prec@top3: 0.6835, recall@top5: 0.9340, prec@top5: 0.4817, loss: 0.0397, grad_norm: 0.2128 2021-04-10 08:14:16,104 - mmaction - INFO - Epoch [9][2180/3842] lr: 3.736e-03, eta: 1:53:45, time: 1.220, data_time: 0.001, memory: 10189, loss_action_cls: 0.0375, recall@thr=0.5: 0.7696, prec@thr=0.5: 0.8261, recall@top3: 0.8430, prec@top3: 0.7013, recall@top5: 0.9483, prec@top5: 0.4852, loss: 0.0375, grad_norm: 0.1962 2021-04-10 08:14:40,548 - mmaction - INFO - Epoch [9][2200/3842] lr: 3.709e-03, eta: 1:53:20, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0380, recall@thr=0.5: 0.7578, prec@thr=0.5: 0.8369, recall@top3: 0.8370, prec@top3: 0.6997, recall@top5: 0.9435, prec@top5: 0.4842, loss: 0.0380, grad_norm: 0.2066 2021-04-10 08:15:05,098 - mmaction - INFO - Epoch [9][2220/3842] lr: 3.682e-03, eta: 1:52:55, time: 1.226, data_time: 0.001, memory: 10189, loss_action_cls: 0.0410, recall@thr=0.5: 0.7340, prec@thr=0.5: 0.8112, recall@top3: 0.8211, prec@top3: 0.6935, recall@top5: 0.9414, prec@top5: 0.4888, loss: 0.0410, grad_norm: 0.2070 2021-04-10 08:15:29,501 - mmaction - INFO - Epoch [9][2240/3842] lr: 3.656e-03, eta: 1:52:30, time: 1.221, data_time: 0.003, memory: 10189, loss_action_cls: 0.0375, recall@thr=0.5: 0.7647, prec@thr=0.5: 0.8219, recall@top3: 0.8331, prec@top3: 0.6957, recall@top5: 0.9441, prec@top5: 0.4856, loss: 0.0375, grad_norm: 0.2022 2021-04-10 08:15:53,881 - mmaction - INFO - Epoch [9][2260/3842] lr: 3.630e-03, eta: 1:52:05, time: 1.218, data_time: 0.002, memory: 10189, loss_action_cls: 0.0377, recall@thr=0.5: 0.7493, prec@thr=0.5: 0.8274, recall@top3: 0.8353, prec@top3: 0.7019, recall@top5: 0.9448, prec@top5: 0.4890, loss: 0.0377, grad_norm: 0.2027 2021-04-10 08:16:18,269 - mmaction - INFO - Epoch [9][2280/3842] lr: 3.603e-03, eta: 1:51:40, time: 1.221, data_time: 0.002, memory: 10189, loss_action_cls: 0.0392, recall@thr=0.5: 0.7637, prec@thr=0.5: 0.8151, recall@top3: 0.8375, prec@top3: 0.7040, recall@top5: 0.9465, prec@top5: 0.4891, loss: 0.0392, grad_norm: 0.1980 2021-04-10 08:16:42,661 - mmaction - INFO - Epoch [9][2300/3842] lr: 3.577e-03, eta: 1:51:15, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0377, recall@thr=0.5: 0.7564, prec@thr=0.5: 0.8345, recall@top3: 0.8334, prec@top3: 0.6996, recall@top5: 0.9468, prec@top5: 0.4892, loss: 0.0377, grad_norm: 0.2024 2021-04-10 08:17:07,178 - mmaction - INFO - Epoch [9][2320/3842] lr: 3.551e-03, eta: 1:50:50, time: 1.226, data_time: 0.002, memory: 10189, loss_action_cls: 0.0382, recall@thr=0.5: 0.7510, prec@thr=0.5: 0.8291, recall@top3: 0.8301, prec@top3: 0.7001, recall@top5: 0.9403, prec@top5: 0.4875, loss: 0.0382, grad_norm: 0.2062 2021-04-10 08:17:31,720 - mmaction - INFO - Epoch [9][2340/3842] lr: 3.525e-03, eta: 1:50:26, time: 1.226, data_time: 0.002, memory: 10189, loss_action_cls: 0.0375, recall@thr=0.5: 0.7645, prec@thr=0.5: 0.8305, recall@top3: 0.8410, prec@top3: 0.7053, recall@top5: 0.9492, prec@top5: 0.4900, loss: 0.0375, grad_norm: 0.1944 2021-04-10 08:17:56,144 - mmaction - INFO - Epoch [9][2360/3842] lr: 3.499e-03, eta: 1:50:01, time: 1.223, data_time: 0.002, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7579, prec@thr=0.5: 0.8154, recall@top3: 0.8276, prec@top3: 0.6889, recall@top5: 0.9415, prec@top5: 0.4834, loss: 0.0393, grad_norm: 0.2034 2021-04-10 08:18:20,680 - mmaction - INFO - Epoch [9][2380/3842] lr: 3.473e-03, eta: 1:49:36, time: 1.224, data_time: 0.001, memory: 10189, loss_action_cls: 0.0409, recall@thr=0.5: 0.7424, prec@thr=0.5: 0.8182, recall@top3: 0.8223, prec@top3: 0.6890, recall@top5: 0.9354, prec@top5: 0.4840, loss: 0.0409, grad_norm: 0.2108 2021-04-10 08:18:45,037 - mmaction - INFO - Epoch [9][2400/3842] lr: 3.448e-03, eta: 1:49:11, time: 1.219, data_time: 0.003, memory: 10189, loss_action_cls: 0.0396, recall@thr=0.5: 0.7564, prec@thr=0.5: 0.8210, recall@top3: 0.8248, prec@top3: 0.6979, recall@top5: 0.9405, prec@top5: 0.4885, loss: 0.0396, grad_norm: 0.2023 2021-04-10 08:19:09,575 - mmaction - INFO - Epoch [9][2420/3842] lr: 3.422e-03, eta: 1:48:46, time: 1.228, data_time: 0.002, memory: 10189, loss_action_cls: 0.0410, recall@thr=0.5: 0.7493, prec@thr=0.5: 0.8118, recall@top3: 0.8335, prec@top3: 0.6909, recall@top5: 0.9371, prec@top5: 0.4776, loss: 0.0410, grad_norm: 0.1994 2021-04-10 08:19:34,013 - mmaction - INFO - Epoch [9][2440/3842] lr: 3.396e-03, eta: 1:48:21, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0385, recall@thr=0.5: 0.7372, prec@thr=0.5: 0.8285, recall@top3: 0.8232, prec@top3: 0.7010, recall@top5: 0.9396, prec@top5: 0.4924, loss: 0.0385, grad_norm: 0.1987 2021-04-10 08:19:58,446 - mmaction - INFO - Epoch [9][2460/3842] lr: 3.371e-03, eta: 1:47:57, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0378, recall@thr=0.5: 0.7670, prec@thr=0.5: 0.8255, recall@top3: 0.8478, prec@top3: 0.6990, recall@top5: 0.9476, prec@top5: 0.4820, loss: 0.0378, grad_norm: 0.1995 2021-04-10 08:20:22,723 - mmaction - INFO - Epoch [9][2480/3842] lr: 3.346e-03, eta: 1:47:32, time: 1.215, data_time: 0.002, memory: 10189, loss_action_cls: 0.0390, recall@thr=0.5: 0.7592, prec@thr=0.5: 0.8207, recall@top3: 0.8278, prec@top3: 0.6992, recall@top5: 0.9437, prec@top5: 0.4892, loss: 0.0390, grad_norm: 0.1999 2021-04-10 08:20:47,026 - mmaction - INFO - Epoch [9][2500/3842] lr: 3.320e-03, eta: 1:47:07, time: 1.212, data_time: 0.001, memory: 10189, loss_action_cls: 0.0369, recall@thr=0.5: 0.7726, prec@thr=0.5: 0.8252, recall@top3: 0.8418, prec@top3: 0.6988, recall@top5: 0.9496, prec@top5: 0.4842, loss: 0.0369, grad_norm: 0.2022 2021-04-10 08:21:11,384 - mmaction - INFO - Epoch [9][2520/3842] lr: 3.295e-03, eta: 1:46:42, time: 1.221, data_time: 0.004, memory: 10189, loss_action_cls: 0.0379, recall@thr=0.5: 0.7615, prec@thr=0.5: 0.8235, recall@top3: 0.8397, prec@top3: 0.7003, recall@top5: 0.9493, prec@top5: 0.4868, loss: 0.0379, grad_norm: 0.2075 2021-04-10 08:21:35,660 - mmaction - INFO - Epoch [9][2540/3842] lr: 3.270e-03, eta: 1:46:17, time: 1.214, data_time: 0.001, memory: 10189, loss_action_cls: 0.0383, recall@thr=0.5: 0.7612, prec@thr=0.5: 0.8347, recall@top3: 0.8304, prec@top3: 0.7074, recall@top5: 0.9410, prec@top5: 0.4941, loss: 0.0383, grad_norm: 0.2038 2021-04-10 08:22:00,038 - mmaction - INFO - Epoch [9][2560/3842] lr: 3.245e-03, eta: 1:45:52, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0388, recall@thr=0.5: 0.7569, prec@thr=0.5: 0.8141, recall@top3: 0.8369, prec@top3: 0.6899, recall@top5: 0.9450, prec@top5: 0.4805, loss: 0.0388, grad_norm: 0.2106 2021-04-10 08:22:24,388 - mmaction - INFO - Epoch [9][2580/3842] lr: 3.220e-03, eta: 1:45:27, time: 1.218, data_time: 0.002, memory: 10189, loss_action_cls: 0.0409, recall@thr=0.5: 0.7414, prec@thr=0.5: 0.8190, recall@top3: 0.8310, prec@top3: 0.6984, recall@top5: 0.9366, prec@top5: 0.4852, loss: 0.0409, grad_norm: 0.2056 2021-04-10 08:22:48,956 - mmaction - INFO - Epoch [9][2600/3842] lr: 3.195e-03, eta: 1:45:02, time: 1.229, data_time: 0.002, memory: 10189, loss_action_cls: 0.0389, recall@thr=0.5: 0.7616, prec@thr=0.5: 0.8259, recall@top3: 0.8312, prec@top3: 0.6946, recall@top5: 0.9439, prec@top5: 0.4848, loss: 0.0389, grad_norm: 0.2019 2021-04-10 08:23:13,402 - mmaction - INFO - Epoch [9][2620/3842] lr: 3.171e-03, eta: 1:44:38, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0413, recall@thr=0.5: 0.7454, prec@thr=0.5: 0.8137, recall@top3: 0.8232, prec@top3: 0.6913, recall@top5: 0.9355, prec@top5: 0.4832, loss: 0.0413, grad_norm: 0.2047 2021-04-10 08:23:37,877 - mmaction - INFO - Epoch [9][2640/3842] lr: 3.146e-03, eta: 1:44:13, time: 1.223, data_time: 0.001, memory: 10189, loss_action_cls: 0.0391, recall@thr=0.5: 0.7419, prec@thr=0.5: 0.8133, recall@top3: 0.8235, prec@top3: 0.6809, recall@top5: 0.9403, prec@top5: 0.4778, loss: 0.0391, grad_norm: 0.2024 2021-04-10 08:24:02,262 - mmaction - INFO - Epoch [9][2660/3842] lr: 3.121e-03, eta: 1:43:48, time: 1.220, data_time: 0.002, memory: 10189, loss_action_cls: 0.0387, recall@thr=0.5: 0.7468, prec@thr=0.5: 0.8176, recall@top3: 0.8263, prec@top3: 0.6959, recall@top5: 0.9410, prec@top5: 0.4897, loss: 0.0387, grad_norm: 0.2059 2021-04-10 08:24:26,582 - mmaction - INFO - Epoch [9][2680/3842] lr: 3.097e-03, eta: 1:43:23, time: 1.216, data_time: 0.001, memory: 10189, loss_action_cls: 0.0385, recall@thr=0.5: 0.7550, prec@thr=0.5: 0.8117, recall@top3: 0.8285, prec@top3: 0.6937, recall@top5: 0.9351, prec@top5: 0.4820, loss: 0.0385, grad_norm: 0.2022 2021-04-10 08:24:50,981 - mmaction - INFO - Epoch [9][2700/3842] lr: 3.073e-03, eta: 1:42:58, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0388, recall@thr=0.5: 0.7564, prec@thr=0.5: 0.8201, recall@top3: 0.8330, prec@top3: 0.6884, recall@top5: 0.9446, prec@top5: 0.4818, loss: 0.0388, grad_norm: 0.1973 2021-04-10 08:25:15,533 - mmaction - INFO - Epoch [9][2720/3842] lr: 3.048e-03, eta: 1:42:33, time: 1.229, data_time: 0.003, memory: 10189, loss_action_cls: 0.0395, recall@thr=0.5: 0.7543, prec@thr=0.5: 0.8242, recall@top3: 0.8347, prec@top3: 0.7002, recall@top5: 0.9411, prec@top5: 0.4861, loss: 0.0395, grad_norm: 0.2012 2021-04-10 08:25:39,925 - mmaction - INFO - Epoch [9][2740/3842] lr: 3.024e-03, eta: 1:42:09, time: 1.218, data_time: 0.001, memory: 10189, loss_action_cls: 0.0382, recall@thr=0.5: 0.7510, prec@thr=0.5: 0.8156, recall@top3: 0.8308, prec@top3: 0.6855, recall@top5: 0.9427, prec@top5: 0.4776, loss: 0.0382, grad_norm: 0.1975 2021-04-10 08:26:04,321 - mmaction - INFO - Epoch [9][2760/3842] lr: 3.000e-03, eta: 1:41:44, time: 1.221, data_time: 0.003, memory: 10189, loss_action_cls: 0.0390, recall@thr=0.5: 0.7433, prec@thr=0.5: 0.8212, recall@top3: 0.8332, prec@top3: 0.7008, recall@top5: 0.9396, prec@top5: 0.4849, loss: 0.0390, grad_norm: 0.2044 2021-04-10 08:26:28,903 - mmaction - INFO - Epoch [9][2780/3842] lr: 2.976e-03, eta: 1:41:19, time: 1.228, data_time: 0.002, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7508, prec@thr=0.5: 0.8248, recall@top3: 0.8337, prec@top3: 0.7205, recall@top5: 0.9465, prec@top5: 0.5035, loss: 0.0393, grad_norm: 0.2015 2021-04-10 08:26:53,275 - mmaction - INFO - Epoch [9][2800/3842] lr: 2.952e-03, eta: 1:40:54, time: 1.219, data_time: 0.003, memory: 10189, loss_action_cls: 0.0379, recall@thr=0.5: 0.7592, prec@thr=0.5: 0.8229, recall@top3: 0.8338, prec@top3: 0.7040, recall@top5: 0.9416, prec@top5: 0.4888, loss: 0.0379, grad_norm: 0.2054 2021-04-10 08:27:17,728 - mmaction - INFO - Epoch [9][2820/3842] lr: 2.928e-03, eta: 1:40:29, time: 1.223, data_time: 0.002, memory: 10189, loss_action_cls: 0.0398, recall@thr=0.5: 0.7545, prec@thr=0.5: 0.8085, recall@top3: 0.8286, prec@top3: 0.6860, recall@top5: 0.9360, prec@top5: 0.4778, loss: 0.0398, grad_norm: 0.2024 2021-04-10 08:27:42,124 - mmaction - INFO - Epoch [9][2840/3842] lr: 2.905e-03, eta: 1:40:04, time: 1.220, data_time: 0.001, memory: 10189, loss_action_cls: 0.0407, recall@thr=0.5: 0.7337, prec@thr=0.5: 0.8158, recall@top3: 0.8255, prec@top3: 0.6836, recall@top5: 0.9358, prec@top5: 0.4768, loss: 0.0407, grad_norm: 0.2017 2021-04-10 08:28:06,555 - mmaction - INFO - Epoch [9][2860/3842] lr: 2.881e-03, eta: 1:39:39, time: 1.222, data_time: 0.002, memory: 10189, loss_action_cls: 0.0381, recall@thr=0.5: 0.7558, prec@thr=0.5: 0.8207, recall@top3: 0.8416, prec@top3: 0.6971, recall@top5: 0.9510, prec@top5: 0.4848, loss: 0.0381, grad_norm: 0.1997 2021-04-10 08:28:31,047 - mmaction - INFO - Epoch [9][2880/3842] lr: 2.857e-03, eta: 1:39:15, time: 1.224, data_time: 0.001, memory: 10189, loss_action_cls: 0.0383, recall@thr=0.5: 0.7553, prec@thr=0.5: 0.8204, recall@top3: 0.8312, prec@top3: 0.6902, recall@top5: 0.9362, prec@top5: 0.4781, loss: 0.0383, grad_norm: 0.2125 2021-04-10 08:28:55,543 - mmaction - INFO - Epoch [9][2900/3842] lr: 2.834e-03, eta: 1:38:50, time: 1.225, data_time: 0.002, memory: 10189, loss_action_cls: 0.0381, recall@thr=0.5: 0.7527, prec@thr=0.5: 0.8164, recall@top3: 0.8351, prec@top3: 0.6927, recall@top5: 0.9435, prec@top5: 0.4822, loss: 0.0381, grad_norm: 0.2003 2021-04-10 08:29:20,093 - mmaction - INFO - Epoch [9][2920/3842] lr: 2.811e-03, eta: 1:38:25, time: 1.227, data_time: 0.001, memory: 10189, loss_action_cls: 0.0391, recall@thr=0.5: 0.7427, prec@thr=0.5: 0.8192, recall@top3: 0.8310, prec@top3: 0.6907, recall@top5: 0.9381, prec@top5: 0.4797, loss: 0.0391, grad_norm: 0.2053 2021-04-10 08:29:44,567 - mmaction - INFO - Epoch [9][2940/3842] lr: 2.787e-03, eta: 1:38:00, time: 1.224, data_time: 0.001, memory: 10189, loss_action_cls: 0.0392, recall@thr=0.5: 0.7448, prec@thr=0.5: 0.8187, recall@top3: 0.8371, prec@top3: 0.6981, recall@top5: 0.9400, prec@top5: 0.4834, loss: 0.0392, grad_norm: 0.2011 2021-04-10 08:30:08,910 - mmaction - INFO - Epoch [9][2960/3842] lr: 2.764e-03, eta: 1:37:35, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0376, recall@thr=0.5: 0.7621, prec@thr=0.5: 0.8293, recall@top3: 0.8382, prec@top3: 0.7111, recall@top5: 0.9443, prec@top5: 0.4923, loss: 0.0376, grad_norm: 0.2003 2021-04-10 08:30:33,436 - mmaction - INFO - Epoch [9][2980/3842] lr: 2.741e-03, eta: 1:37:10, time: 1.225, data_time: 0.001, memory: 10189, loss_action_cls: 0.0390, recall@thr=0.5: 0.7608, prec@thr=0.5: 0.8248, recall@top3: 0.8333, prec@top3: 0.7100, recall@top5: 0.9434, prec@top5: 0.4940, loss: 0.0390, grad_norm: 0.1974 2021-04-10 08:30:58,001 - mmaction - INFO - Epoch [9][3000/3842] lr: 2.718e-03, eta: 1:36:46, time: 1.229, data_time: 0.002, memory: 10189, loss_action_cls: 0.0384, recall@thr=0.5: 0.7651, prec@thr=0.5: 0.8190, recall@top3: 0.8361, prec@top3: 0.7000, recall@top5: 0.9476, prec@top5: 0.4894, loss: 0.0384, grad_norm: 0.2035 2021-04-10 08:31:22,389 - mmaction - INFO - Epoch [9][3020/3842] lr: 2.695e-03, eta: 1:36:21, time: 1.219, data_time: 0.002, memory: 10189, loss_action_cls: 0.0388, recall@thr=0.5: 0.7493, prec@thr=0.5: 0.8213, recall@top3: 0.8287, prec@top3: 0.6964, recall@top5: 0.9411, prec@top5: 0.4868, loss: 0.0388, grad_norm: 0.2056 2021-04-10 08:31:46,800 - mmaction - INFO - Epoch [9][3040/3842] lr: 2.673e-03, eta: 1:35:56, time: 1.221, data_time: 0.002, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7598, prec@thr=0.5: 0.8188, recall@top3: 0.8370, prec@top3: 0.7056, recall@top5: 0.9416, prec@top5: 0.4875, loss: 0.0393, grad_norm: 0.1956 2021-04-10 08:32:11,171 - mmaction - INFO - Epoch [9][3060/3842] lr: 2.650e-03, eta: 1:35:31, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0400, recall@thr=0.5: 0.7449, prec@thr=0.5: 0.8226, recall@top3: 0.8264, prec@top3: 0.7006, recall@top5: 0.9399, prec@top5: 0.4922, loss: 0.0400, grad_norm: 0.2061 2021-04-10 08:32:35,525 - mmaction - INFO - Epoch [9][3080/3842] lr: 2.627e-03, eta: 1:35:06, time: 1.218, data_time: 0.002, memory: 10189, loss_action_cls: 0.0399, recall@thr=0.5: 0.7534, prec@thr=0.5: 0.8195, recall@top3: 0.8361, prec@top3: 0.7022, recall@top5: 0.9383, prec@top5: 0.4842, loss: 0.0399, grad_norm: 0.2052 2021-04-10 08:32:59,934 - mmaction - INFO - Epoch [9][3100/3842] lr: 2.605e-03, eta: 1:34:41, time: 1.221, data_time: 0.002, memory: 10189, loss_action_cls: 0.0395, recall@thr=0.5: 0.7471, prec@thr=0.5: 0.8235, recall@top3: 0.8286, prec@top3: 0.6980, recall@top5: 0.9351, prec@top5: 0.4820, loss: 0.0395, grad_norm: 0.2092 2021-04-10 08:33:24,414 - mmaction - INFO - Epoch [9][3120/3842] lr: 2.582e-03, eta: 1:34:17, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0402, recall@thr=0.5: 0.7577, prec@thr=0.5: 0.8256, recall@top3: 0.8241, prec@top3: 0.6962, recall@top5: 0.9427, prec@top5: 0.4911, loss: 0.0402, grad_norm: 0.1979 2021-04-10 08:33:48,903 - mmaction - INFO - Epoch [9][3140/3842] lr: 2.560e-03, eta: 1:33:52, time: 1.226, data_time: 0.003, memory: 10189, loss_action_cls: 0.0378, recall@thr=0.5: 0.7686, prec@thr=0.5: 0.8315, recall@top3: 0.8380, prec@top3: 0.7019, recall@top5: 0.9407, prec@top5: 0.4846, loss: 0.0378, grad_norm: 0.1952 2021-04-10 08:34:13,263 - mmaction - INFO - Epoch [9][3160/3842] lr: 2.538e-03, eta: 1:33:27, time: 1.218, data_time: 0.001, memory: 10189, loss_action_cls: 0.0377, recall@thr=0.5: 0.7624, prec@thr=0.5: 0.8259, recall@top3: 0.8433, prec@top3: 0.7096, recall@top5: 0.9492, prec@top5: 0.4917, loss: 0.0377, grad_norm: 0.1978 2021-04-10 08:34:37,668 - mmaction - INFO - Epoch [9][3180/3842] lr: 2.516e-03, eta: 1:33:02, time: 1.220, data_time: 0.001, memory: 10189, loss_action_cls: 0.0382, recall@thr=0.5: 0.7619, prec@thr=0.5: 0.8218, recall@top3: 0.8345, prec@top3: 0.6903, recall@top5: 0.9394, prec@top5: 0.4776, loss: 0.0382, grad_norm: 0.1994 2021-04-10 08:35:02,298 - mmaction - INFO - Epoch [9][3200/3842] lr: 2.494e-03, eta: 1:32:37, time: 1.231, data_time: 0.003, memory: 10189, loss_action_cls: 0.0410, recall@thr=0.5: 0.7480, prec@thr=0.5: 0.8189, recall@top3: 0.8365, prec@top3: 0.6940, recall@top5: 0.9432, prec@top5: 0.4802, loss: 0.0410, grad_norm: 0.1985 2021-04-10 08:35:26,721 - mmaction - INFO - Epoch [9][3220/3842] lr: 2.472e-03, eta: 1:32:12, time: 1.220, data_time: 0.002, memory: 10189, loss_action_cls: 0.0381, recall@thr=0.5: 0.7617, prec@thr=0.5: 0.8307, recall@top3: 0.8369, prec@top3: 0.6987, recall@top5: 0.9473, prec@top5: 0.4868, loss: 0.0381, grad_norm: 0.1965 2021-04-10 08:35:51,244 - mmaction - INFO - Epoch [9][3240/3842] lr: 2.450e-03, eta: 1:31:48, time: 1.228, data_time: 0.003, memory: 10189, loss_action_cls: 0.0402, recall@thr=0.5: 0.7539, prec@thr=0.5: 0.8277, recall@top3: 0.8295, prec@top3: 0.6918, recall@top5: 0.9428, prec@top5: 0.4847, loss: 0.0402, grad_norm: 0.1992 2021-04-10 08:36:15,696 - mmaction - INFO - Epoch [9][3260/3842] lr: 2.428e-03, eta: 1:31:23, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0390, recall@thr=0.5: 0.7497, prec@thr=0.5: 0.8150, recall@top3: 0.8299, prec@top3: 0.6864, recall@top5: 0.9424, prec@top5: 0.4792, loss: 0.0390, grad_norm: 0.2078 2021-04-10 08:36:40,223 - mmaction - INFO - Epoch [9][3280/3842] lr: 2.406e-03, eta: 1:30:58, time: 1.227, data_time: 0.003, memory: 10189, loss_action_cls: 0.0391, recall@thr=0.5: 0.7555, prec@thr=0.5: 0.8217, recall@top3: 0.8343, prec@top3: 0.6899, recall@top5: 0.9471, prec@top5: 0.4817, loss: 0.0391, grad_norm: 0.2002 2021-04-10 08:37:04,672 - mmaction - INFO - Epoch [9][3300/3842] lr: 2.385e-03, eta: 1:30:33, time: 1.222, data_time: 0.002, memory: 10189, loss_action_cls: 0.0402, recall@thr=0.5: 0.7458, prec@thr=0.5: 0.8264, recall@top3: 0.8268, prec@top3: 0.7037, recall@top5: 0.9393, prec@top5: 0.4917, loss: 0.0402, grad_norm: 0.2140 2021-04-10 08:37:28,971 - mmaction - INFO - Epoch [9][3320/3842] lr: 2.363e-03, eta: 1:30:08, time: 1.216, data_time: 0.002, memory: 10189, loss_action_cls: 0.0376, recall@thr=0.5: 0.7640, prec@thr=0.5: 0.8272, recall@top3: 0.8391, prec@top3: 0.6952, recall@top5: 0.9414, prec@top5: 0.4792, loss: 0.0376, grad_norm: 0.2043 2021-04-10 08:37:53,461 - mmaction - INFO - Epoch [9][3340/3842] lr: 2.342e-03, eta: 1:29:43, time: 1.224, data_time: 0.001, memory: 10189, loss_action_cls: 0.0391, recall@thr=0.5: 0.7572, prec@thr=0.5: 0.8222, recall@top3: 0.8366, prec@top3: 0.7050, recall@top5: 0.9443, prec@top5: 0.4895, loss: 0.0391, grad_norm: 0.1997 2021-04-10 08:38:17,889 - mmaction - INFO - Epoch [9][3360/3842] lr: 2.321e-03, eta: 1:29:19, time: 1.222, data_time: 0.002, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7497, prec@thr=0.5: 0.8225, recall@top3: 0.8350, prec@top3: 0.6942, recall@top5: 0.9488, prec@top5: 0.4872, loss: 0.0393, grad_norm: 0.1995 2021-04-10 08:38:42,288 - mmaction - INFO - Epoch [9][3380/3842] lr: 2.300e-03, eta: 1:28:54, time: 1.218, data_time: 0.001, memory: 10189, loss_action_cls: 0.0378, recall@thr=0.5: 0.7602, prec@thr=0.5: 0.8375, recall@top3: 0.8419, prec@top3: 0.7019, recall@top5: 0.9465, prec@top5: 0.4862, loss: 0.0378, grad_norm: 0.2021 2021-04-10 08:39:06,669 - mmaction - INFO - Epoch [9][3400/3842] lr: 2.278e-03, eta: 1:28:29, time: 1.221, data_time: 0.003, memory: 10189, loss_action_cls: 0.0389, recall@thr=0.5: 0.7521, prec@thr=0.5: 0.8190, recall@top3: 0.8379, prec@top3: 0.6957, recall@top5: 0.9488, prec@top5: 0.4840, loss: 0.0389, grad_norm: 0.2017 2021-04-10 08:39:30,978 - mmaction - INFO - Epoch [9][3420/3842] lr: 2.257e-03, eta: 1:28:04, time: 1.216, data_time: 0.001, memory: 10189, loss_action_cls: 0.0407, recall@thr=0.5: 0.7520, prec@thr=0.5: 0.8244, recall@top3: 0.8242, prec@top3: 0.6900, recall@top5: 0.9335, prec@top5: 0.4811, loss: 0.0407, grad_norm: 0.1972 2021-04-10 08:39:55,361 - mmaction - INFO - Epoch [9][3440/3842] lr: 2.237e-03, eta: 1:27:39, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0383, recall@thr=0.5: 0.7558, prec@thr=0.5: 0.8278, recall@top3: 0.8366, prec@top3: 0.6965, recall@top5: 0.9445, prec@top5: 0.4852, loss: 0.0383, grad_norm: 0.2034 2021-04-10 08:40:19,852 - mmaction - INFO - Epoch [9][3460/3842] lr: 2.216e-03, eta: 1:27:14, time: 1.224, data_time: 0.001, memory: 10189, loss_action_cls: 0.0396, recall@thr=0.5: 0.7486, prec@thr=0.5: 0.8157, recall@top3: 0.8312, prec@top3: 0.6959, recall@top5: 0.9392, prec@top5: 0.4848, loss: 0.0396, grad_norm: 0.2079 2021-04-10 08:40:44,325 - mmaction - INFO - Epoch [9][3480/3842] lr: 2.195e-03, eta: 1:26:50, time: 1.225, data_time: 0.002, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7591, prec@thr=0.5: 0.8273, recall@top3: 0.8408, prec@top3: 0.7039, recall@top5: 0.9445, prec@top5: 0.4843, loss: 0.0393, grad_norm: 0.2021 2021-04-10 08:41:08,840 - mmaction - INFO - Epoch [9][3500/3842] lr: 2.174e-03, eta: 1:26:25, time: 1.226, data_time: 0.001, memory: 10189, loss_action_cls: 0.0401, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8072, recall@top3: 0.8274, prec@top3: 0.6887, recall@top5: 0.9351, prec@top5: 0.4787, loss: 0.0401, grad_norm: 0.2053 2021-04-10 08:41:33,265 - mmaction - INFO - Epoch [9][3520/3842] lr: 2.154e-03, eta: 1:26:00, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0391, recall@thr=0.5: 0.7385, prec@thr=0.5: 0.8136, recall@top3: 0.8241, prec@top3: 0.6837, recall@top5: 0.9406, prec@top5: 0.4776, loss: 0.0391, grad_norm: 0.2062 2021-04-10 08:41:57,677 - mmaction - INFO - Epoch [9][3540/3842] lr: 2.133e-03, eta: 1:25:35, time: 1.220, data_time: 0.001, memory: 10189, loss_action_cls: 0.0398, recall@thr=0.5: 0.7479, prec@thr=0.5: 0.8151, recall@top3: 0.8278, prec@top3: 0.6951, recall@top5: 0.9466, prec@top5: 0.4886, loss: 0.0398, grad_norm: 0.2049 2021-04-10 08:42:21,955 - mmaction - INFO - Epoch [9][3560/3842] lr: 2.113e-03, eta: 1:25:10, time: 1.215, data_time: 0.004, memory: 10189, loss_action_cls: 0.0402, recall@thr=0.5: 0.7546, prec@thr=0.5: 0.8145, recall@top3: 0.8265, prec@top3: 0.6845, recall@top5: 0.9384, prec@top5: 0.4781, loss: 0.0402, grad_norm: 0.2084 2021-04-10 08:42:46,297 - mmaction - INFO - Epoch [9][3580/3842] lr: 2.093e-03, eta: 1:24:45, time: 1.216, data_time: 0.001, memory: 10189, loss_action_cls: 0.0379, recall@thr=0.5: 0.7541, prec@thr=0.5: 0.8192, recall@top3: 0.8418, prec@top3: 0.6903, recall@top5: 0.9445, prec@top5: 0.4762, loss: 0.0379, grad_norm: 0.2045 2021-04-10 08:43:10,710 - mmaction - INFO - Epoch [9][3600/3842] lr: 2.073e-03, eta: 1:24:21, time: 1.222, data_time: 0.002, memory: 10189, loss_action_cls: 0.0391, recall@thr=0.5: 0.7610, prec@thr=0.5: 0.8220, recall@top3: 0.8296, prec@top3: 0.6965, recall@top5: 0.9405, prec@top5: 0.4863, loss: 0.0391, grad_norm: 0.2000 2021-04-10 08:43:35,156 - mmaction - INFO - Epoch [9][3620/3842] lr: 2.053e-03, eta: 1:23:56, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0402, recall@thr=0.5: 0.7473, prec@thr=0.5: 0.8265, recall@top3: 0.8354, prec@top3: 0.6972, recall@top5: 0.9411, prec@top5: 0.4835, loss: 0.0402, grad_norm: 0.2016 2021-04-10 08:43:59,449 - mmaction - INFO - Epoch [9][3640/3842] lr: 2.033e-03, eta: 1:23:31, time: 1.216, data_time: 0.002, memory: 10189, loss_action_cls: 0.0384, recall@thr=0.5: 0.7621, prec@thr=0.5: 0.8272, recall@top3: 0.8338, prec@top3: 0.6991, recall@top5: 0.9445, prec@top5: 0.4887, loss: 0.0384, grad_norm: 0.2071 2021-04-10 08:44:23,811 - mmaction - INFO - Epoch [9][3660/3842] lr: 2.013e-03, eta: 1:23:06, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0375, recall@thr=0.5: 0.7661, prec@thr=0.5: 0.8260, recall@top3: 0.8356, prec@top3: 0.7156, recall@top5: 0.9458, prec@top5: 0.4980, loss: 0.0375, grad_norm: 0.1854 2021-04-10 08:44:48,314 - mmaction - INFO - Epoch [9][3680/3842] lr: 1.993e-03, eta: 1:22:41, time: 1.224, data_time: 0.001, memory: 10189, loss_action_cls: 0.0397, recall@thr=0.5: 0.7549, prec@thr=0.5: 0.8235, recall@top3: 0.8303, prec@top3: 0.6959, recall@top5: 0.9400, prec@top5: 0.4841, loss: 0.0397, grad_norm: 0.2095 2021-04-10 08:45:12,643 - mmaction - INFO - Epoch [9][3700/3842] lr: 1.973e-03, eta: 1:22:16, time: 1.217, data_time: 0.002, memory: 10189, loss_action_cls: 0.0381, recall@thr=0.5: 0.7711, prec@thr=0.5: 0.8263, recall@top3: 0.8431, prec@top3: 0.6933, recall@top5: 0.9499, prec@top5: 0.4822, loss: 0.0381, grad_norm: 0.1979 2021-04-10 08:45:37,208 - mmaction - INFO - Epoch [9][3720/3842] lr: 1.954e-03, eta: 1:21:52, time: 1.226, data_time: 0.009, memory: 10189, loss_action_cls: 0.0403, recall@thr=0.5: 0.7465, prec@thr=0.5: 0.8247, recall@top3: 0.8353, prec@top3: 0.6856, recall@top5: 0.9411, prec@top5: 0.4745, loss: 0.0403, grad_norm: 0.1967 2021-04-10 08:46:01,756 - mmaction - INFO - Epoch [9][3740/3842] lr: 1.934e-03, eta: 1:21:27, time: 1.228, data_time: 0.003, memory: 10189, loss_action_cls: 0.0383, recall@thr=0.5: 0.7566, prec@thr=0.5: 0.8225, recall@top3: 0.8293, prec@top3: 0.6915, recall@top5: 0.9428, prec@top5: 0.4832, loss: 0.0383, grad_norm: 0.2056 2021-04-10 08:46:26,183 - mmaction - INFO - Epoch [9][3760/3842] lr: 1.915e-03, eta: 1:21:02, time: 1.222, data_time: 0.002, memory: 10189, loss_action_cls: 0.0382, recall@thr=0.5: 0.7577, prec@thr=0.5: 0.8300, recall@top3: 0.8354, prec@top3: 0.7056, recall@top5: 0.9460, prec@top5: 0.4913, loss: 0.0382, grad_norm: 0.1994 2021-04-10 08:46:50,694 - mmaction - INFO - Epoch [9][3780/3842] lr: 1.896e-03, eta: 1:20:37, time: 1.226, data_time: 0.002, memory: 10189, loss_action_cls: 0.0396, recall@thr=0.5: 0.7394, prec@thr=0.5: 0.8063, recall@top3: 0.8260, prec@top3: 0.6847, recall@top5: 0.9390, prec@top5: 0.4795, loss: 0.0396, grad_norm: 0.2185 2021-04-10 08:47:15,112 - mmaction - INFO - Epoch [9][3800/3842] lr: 1.876e-03, eta: 1:20:12, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0388, recall@thr=0.5: 0.7545, prec@thr=0.5: 0.8170, recall@top3: 0.8331, prec@top3: 0.6956, recall@top5: 0.9362, prec@top5: 0.4807, loss: 0.0388, grad_norm: 0.1975 2021-04-10 08:47:39,527 - mmaction - INFO - Epoch [9][3820/3842] lr: 1.857e-03, eta: 1:19:48, time: 1.222, data_time: 0.002, memory: 10189, loss_action_cls: 0.0391, recall@thr=0.5: 0.7546, prec@thr=0.5: 0.8234, recall@top3: 0.8287, prec@top3: 0.7029, recall@top5: 0.9435, prec@top5: 0.4932, loss: 0.0391, grad_norm: 0.1991 2021-04-10 08:48:03,987 - mmaction - INFO - Epoch [9][3840/3842] lr: 1.838e-03, eta: 1:19:23, time: 1.224, data_time: 0.002, memory: 10189, loss_action_cls: 0.0397, recall@thr=0.5: 0.7659, prec@thr=0.5: 0.8366, recall@top3: 0.8350, prec@top3: 0.6993, recall@top5: 0.9403, prec@top5: 0.4851, loss: 0.0397, grad_norm: 0.1986 2021-04-10 08:48:21,201 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-04-10 09:06:14,908 - mmaction - INFO - Evaluating mAP ... 2021-04-10 09:11:07,437 - mmaction - INFO - mAP@0.5IOU 0.2605 2021-04-10 09:11:08,594 - mmaction - INFO - Epoch(val) [9][3842] mAP@0.5IOU: 0.2605 2021-04-10 09:12:24,295 - mmaction - INFO - Epoch [10][20/3842] lr: 1.817e-03, eta: 1:19:01, time: 3.784, data_time: 2.589, memory: 10189, loss_action_cls: 0.0386, recall@thr=0.5: 0.7541, prec@thr=0.5: 0.8329, recall@top3: 0.8391, prec@top3: 0.7120, recall@top5: 0.9508, prec@top5: 0.4953, loss: 0.0386, grad_norm: 0.1933 2021-04-10 09:12:48,387 - mmaction - INFO - Epoch [10][40/3842] lr: 1.799e-03, eta: 1:18:36, time: 1.205, data_time: 0.001, memory: 10189, loss_action_cls: 0.0380, recall@thr=0.5: 0.7666, prec@thr=0.5: 0.8316, recall@top3: 0.8415, prec@top3: 0.7018, recall@top5: 0.9493, prec@top5: 0.4893, loss: 0.0380, grad_norm: 0.1954 2021-04-10 09:13:12,618 - mmaction - INFO - Epoch [10][60/3842] lr: 1.780e-03, eta: 1:18:11, time: 1.212, data_time: 0.001, memory: 10189, loss_action_cls: 0.0383, recall@thr=0.5: 0.7629, prec@thr=0.5: 0.8292, recall@top3: 0.8334, prec@top3: 0.6992, recall@top5: 0.9417, prec@top5: 0.4869, loss: 0.0383, grad_norm: 0.1947 2021-04-10 09:13:36,887 - mmaction - INFO - Epoch [10][80/3842] lr: 1.761e-03, eta: 1:17:46, time: 1.212, data_time: 0.001, memory: 10189, loss_action_cls: 0.0391, recall@thr=0.5: 0.7567, prec@thr=0.5: 0.8266, recall@top3: 0.8308, prec@top3: 0.7017, recall@top5: 0.9409, prec@top5: 0.4891, loss: 0.0391, grad_norm: 0.2025 2021-04-10 09:14:01,180 - mmaction - INFO - Epoch [10][100/3842] lr: 1.743e-03, eta: 1:17:21, time: 1.216, data_time: 0.002, memory: 10189, loss_action_cls: 0.0413, recall@thr=0.5: 0.7464, prec@thr=0.5: 0.8079, recall@top3: 0.8233, prec@top3: 0.6993, recall@top5: 0.9397, prec@top5: 0.4907, loss: 0.0413, grad_norm: 0.2158 2021-04-10 09:14:25,460 - mmaction - INFO - Epoch [10][120/3842] lr: 1.724e-03, eta: 1:16:56, time: 1.212, data_time: 0.001, memory: 10189, loss_action_cls: 0.0405, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8147, recall@top3: 0.8238, prec@top3: 0.6770, recall@top5: 0.9389, prec@top5: 0.4749, loss: 0.0405, grad_norm: 0.2028 2021-04-10 09:14:49,673 - mmaction - INFO - Epoch [10][140/3842] lr: 1.706e-03, eta: 1:16:32, time: 1.213, data_time: 0.003, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7493, prec@thr=0.5: 0.8215, recall@top3: 0.8332, prec@top3: 0.7051, recall@top5: 0.9423, prec@top5: 0.4902, loss: 0.0393, grad_norm: 0.1983 2021-04-10 09:15:14,064 - mmaction - INFO - Epoch [10][160/3842] lr: 1.688e-03, eta: 1:16:07, time: 1.218, data_time: 0.001, memory: 10189, loss_action_cls: 0.0395, recall@thr=0.5: 0.7485, prec@thr=0.5: 0.8159, recall@top3: 0.8292, prec@top3: 0.6926, recall@top5: 0.9446, prec@top5: 0.4864, loss: 0.0395, grad_norm: 0.2002 2021-04-10 09:15:38,313 - mmaction - INFO - Epoch [10][180/3842] lr: 1.670e-03, eta: 1:15:42, time: 1.213, data_time: 0.002, memory: 10189, loss_action_cls: 0.0384, recall@thr=0.5: 0.7549, prec@thr=0.5: 0.8291, recall@top3: 0.8289, prec@top3: 0.7001, recall@top5: 0.9399, prec@top5: 0.4870, loss: 0.0384, grad_norm: 0.2023 2021-04-10 09:16:02,504 - mmaction - INFO - Epoch [10][200/3842] lr: 1.652e-03, eta: 1:15:17, time: 1.209, data_time: 0.002, memory: 10189, loss_action_cls: 0.0404, recall@thr=0.5: 0.7413, prec@thr=0.5: 0.8095, recall@top3: 0.8215, prec@top3: 0.6941, recall@top5: 0.9419, prec@top5: 0.4886, loss: 0.0404, grad_norm: 0.2072 2021-04-10 09:16:26,983 - mmaction - INFO - Epoch [10][220/3842] lr: 1.634e-03, eta: 1:14:52, time: 1.224, data_time: 0.002, memory: 10189, loss_action_cls: 0.0395, recall@thr=0.5: 0.7469, prec@thr=0.5: 0.8115, recall@top3: 0.8311, prec@top3: 0.6885, recall@top5: 0.9393, prec@top5: 0.4798, loss: 0.0395, grad_norm: 0.2022 2021-04-10 09:16:51,323 - mmaction - INFO - Epoch [10][240/3842] lr: 1.616e-03, eta: 1:14:27, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0387, recall@thr=0.5: 0.7445, prec@thr=0.5: 0.8237, recall@top3: 0.8353, prec@top3: 0.7090, recall@top5: 0.9459, prec@top5: 0.4923, loss: 0.0387, grad_norm: 0.1995 2021-04-10 09:17:15,664 - mmaction - INFO - Epoch [10][260/3842] lr: 1.598e-03, eta: 1:14:02, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0392, recall@thr=0.5: 0.7593, prec@thr=0.5: 0.8218, recall@top3: 0.8319, prec@top3: 0.6893, recall@top5: 0.9332, prec@top5: 0.4751, loss: 0.0392, grad_norm: 0.2089 2021-04-10 09:17:39,993 - mmaction - INFO - Epoch [10][280/3842] lr: 1.580e-03, eta: 1:13:38, time: 1.216, data_time: 0.001, memory: 10189, loss_action_cls: 0.0383, recall@thr=0.5: 0.7543, prec@thr=0.5: 0.8261, recall@top3: 0.8354, prec@top3: 0.7101, recall@top5: 0.9433, prec@top5: 0.4956, loss: 0.0383, grad_norm: 0.2035 2021-04-10 09:18:04,435 - mmaction - INFO - Epoch [10][300/3842] lr: 1.563e-03, eta: 1:13:13, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0371, recall@thr=0.5: 0.7664, prec@thr=0.5: 0.8369, recall@top3: 0.8405, prec@top3: 0.7071, recall@top5: 0.9421, prec@top5: 0.4874, loss: 0.0371, grad_norm: 0.2071 2021-04-10 09:18:28,732 - mmaction - INFO - Epoch [10][320/3842] lr: 1.545e-03, eta: 1:12:48, time: 1.216, data_time: 0.002, memory: 10189, loss_action_cls: 0.0362, recall@thr=0.5: 0.7656, prec@thr=0.5: 0.8240, recall@top3: 0.8416, prec@top3: 0.6888, recall@top5: 0.9532, prec@top5: 0.4819, loss: 0.0362, grad_norm: 0.2049 2021-04-10 09:18:52,929 - mmaction - INFO - Epoch [10][340/3842] lr: 1.528e-03, eta: 1:12:23, time: 1.209, data_time: 0.001, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7446, prec@thr=0.5: 0.8199, recall@top3: 0.8217, prec@top3: 0.6926, recall@top5: 0.9372, prec@top5: 0.4862, loss: 0.0393, grad_norm: 0.2067 2021-04-10 09:19:17,412 - mmaction - INFO - Epoch [10][360/3842] lr: 1.511e-03, eta: 1:11:58, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0387, recall@thr=0.5: 0.7581, prec@thr=0.5: 0.8240, recall@top3: 0.8388, prec@top3: 0.7030, recall@top5: 0.9442, prec@top5: 0.4885, loss: 0.0387, grad_norm: 0.1992 2021-04-10 09:19:41,754 - mmaction - INFO - Epoch [10][380/3842] lr: 1.493e-03, eta: 1:11:33, time: 1.219, data_time: 0.004, memory: 10189, loss_action_cls: 0.0399, recall@thr=0.5: 0.7513, prec@thr=0.5: 0.8124, recall@top3: 0.8272, prec@top3: 0.6995, recall@top5: 0.9396, prec@top5: 0.4863, loss: 0.0399, grad_norm: 0.2055 2021-04-10 09:20:06,103 - mmaction - INFO - Epoch [10][400/3842] lr: 1.476e-03, eta: 1:11:08, time: 1.218, data_time: 0.002, memory: 10189, loss_action_cls: 0.0392, recall@thr=0.5: 0.7532, prec@thr=0.5: 0.8260, recall@top3: 0.8281, prec@top3: 0.7018, recall@top5: 0.9387, prec@top5: 0.4886, loss: 0.0392, grad_norm: 0.2003 2021-04-10 09:20:30,422 - mmaction - INFO - Epoch [10][420/3842] lr: 1.459e-03, eta: 1:10:44, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0386, recall@thr=0.5: 0.7585, prec@thr=0.5: 0.8342, recall@top3: 0.8371, prec@top3: 0.7003, recall@top5: 0.9374, prec@top5: 0.4818, loss: 0.0386, grad_norm: 0.2068 2021-04-10 09:20:54,907 - mmaction - INFO - Epoch [10][440/3842] lr: 1.442e-03, eta: 1:10:19, time: 1.224, data_time: 0.001, memory: 10189, loss_action_cls: 0.0390, recall@thr=0.5: 0.7566, prec@thr=0.5: 0.8125, recall@top3: 0.8296, prec@top3: 0.7012, recall@top5: 0.9450, prec@top5: 0.4911, loss: 0.0390, grad_norm: 0.2042 2021-04-10 09:21:19,299 - mmaction - INFO - Epoch [10][460/3842] lr: 1.426e-03, eta: 1:09:54, time: 1.220, data_time: 0.001, memory: 10189, loss_action_cls: 0.0380, recall@thr=0.5: 0.7558, prec@thr=0.5: 0.8138, recall@top3: 0.8383, prec@top3: 0.6974, recall@top5: 0.9397, prec@top5: 0.4804, loss: 0.0380, grad_norm: 0.1978 2021-04-10 09:21:43,777 - mmaction - INFO - Epoch [10][480/3842] lr: 1.409e-03, eta: 1:09:29, time: 1.224, data_time: 0.001, memory: 10189, loss_action_cls: 0.0389, recall@thr=0.5: 0.7671, prec@thr=0.5: 0.8251, recall@top3: 0.8371, prec@top3: 0.7057, recall@top5: 0.9493, prec@top5: 0.4931, loss: 0.0389, grad_norm: 0.1903 2021-04-10 09:22:08,137 - mmaction - INFO - Epoch [10][500/3842] lr: 1.392e-03, eta: 1:09:04, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0388, recall@thr=0.5: 0.7576, prec@thr=0.5: 0.8197, recall@top3: 0.8342, prec@top3: 0.6949, recall@top5: 0.9427, prec@top5: 0.4834, loss: 0.0388, grad_norm: 0.2047 2021-04-10 09:22:32,469 - mmaction - INFO - Epoch [10][520/3842] lr: 1.376e-03, eta: 1:08:39, time: 1.217, data_time: 0.002, memory: 10189, loss_action_cls: 0.0392, recall@thr=0.5: 0.7499, prec@thr=0.5: 0.8262, recall@top3: 0.8358, prec@top3: 0.6921, recall@top5: 0.9435, prec@top5: 0.4803, loss: 0.0392, grad_norm: 0.2050 2021-04-10 09:22:56,891 - mmaction - INFO - Epoch [10][540/3842] lr: 1.359e-03, eta: 1:08:15, time: 1.220, data_time: 0.001, memory: 10189, loss_action_cls: 0.0367, recall@thr=0.5: 0.7540, prec@thr=0.5: 0.8314, recall@top3: 0.8468, prec@top3: 0.7073, recall@top5: 0.9504, prec@top5: 0.4881, loss: 0.0367, grad_norm: 0.2032 2021-04-10 09:23:21,379 - mmaction - INFO - Epoch [10][560/3842] lr: 1.343e-03, eta: 1:07:50, time: 1.223, data_time: 0.001, memory: 10189, loss_action_cls: 0.0405, recall@thr=0.5: 0.7501, prec@thr=0.5: 0.8194, recall@top3: 0.8263, prec@top3: 0.6968, recall@top5: 0.9407, prec@top5: 0.4878, loss: 0.0405, grad_norm: 0.1949 2021-04-10 09:23:45,773 - mmaction - INFO - Epoch [10][580/3842] lr: 1.327e-03, eta: 1:07:25, time: 1.221, data_time: 0.003, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7530, prec@thr=0.5: 0.8212, recall@top3: 0.8312, prec@top3: 0.6915, recall@top5: 0.9385, prec@top5: 0.4815, loss: 0.0393, grad_norm: 0.1923 2021-04-10 09:24:10,374 - mmaction - INFO - Epoch [10][600/3842] lr: 1.311e-03, eta: 1:07:00, time: 1.230, data_time: 0.002, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7536, prec@thr=0.5: 0.8158, recall@top3: 0.8253, prec@top3: 0.7032, recall@top5: 0.9411, prec@top5: 0.4940, loss: 0.0393, grad_norm: 0.2094 2021-04-10 09:24:34,947 - mmaction - INFO - Epoch [10][620/3842] lr: 1.295e-03, eta: 1:06:35, time: 1.227, data_time: 0.002, memory: 10189, loss_action_cls: 0.0372, recall@thr=0.5: 0.7543, prec@thr=0.5: 0.8202, recall@top3: 0.8365, prec@top3: 0.7084, recall@top5: 0.9459, prec@top5: 0.4921, loss: 0.0372, grad_norm: 0.2053 2021-04-10 09:24:59,383 - mmaction - INFO - Epoch [10][640/3842] lr: 1.279e-03, eta: 1:06:10, time: 1.225, data_time: 0.006, memory: 10189, loss_action_cls: 0.0375, recall@thr=0.5: 0.7650, prec@thr=0.5: 0.8299, recall@top3: 0.8399, prec@top3: 0.7064, recall@top5: 0.9467, prec@top5: 0.4904, loss: 0.0375, grad_norm: 0.1877 2021-04-10 09:25:23,841 - mmaction - INFO - Epoch [10][660/3842] lr: 1.263e-03, eta: 1:05:46, time: 1.223, data_time: 0.001, memory: 10189, loss_action_cls: 0.0374, recall@thr=0.5: 0.7656, prec@thr=0.5: 0.8256, recall@top3: 0.8372, prec@top3: 0.7042, recall@top5: 0.9498, prec@top5: 0.4898, loss: 0.0374, grad_norm: 0.1993 2021-04-10 09:25:48,379 - mmaction - INFO - Epoch [10][680/3842] lr: 1.247e-03, eta: 1:05:21, time: 1.227, data_time: 0.001, memory: 10189, loss_action_cls: 0.0400, recall@thr=0.5: 0.7565, prec@thr=0.5: 0.8189, recall@top3: 0.8276, prec@top3: 0.6959, recall@top5: 0.9459, prec@top5: 0.4905, loss: 0.0400, grad_norm: 0.2043 2021-04-10 09:26:12,857 - mmaction - INFO - Epoch [10][700/3842] lr: 1.232e-03, eta: 1:04:56, time: 1.223, data_time: 0.001, memory: 10189, loss_action_cls: 0.0400, recall@thr=0.5: 0.7507, prec@thr=0.5: 0.8193, recall@top3: 0.8274, prec@top3: 0.7015, recall@top5: 0.9422, prec@top5: 0.4919, loss: 0.0400, grad_norm: 0.2008 2021-04-10 09:26:37,375 - mmaction - INFO - Epoch [10][720/3842] lr: 1.216e-03, eta: 1:04:31, time: 1.225, data_time: 0.001, memory: 10189, loss_action_cls: 0.0398, recall@thr=0.5: 0.7437, prec@thr=0.5: 0.8170, recall@top3: 0.8270, prec@top3: 0.6872, recall@top5: 0.9386, prec@top5: 0.4806, loss: 0.0398, grad_norm: 0.2036 2021-04-10 09:27:01,942 - mmaction - INFO - Epoch [10][740/3842] lr: 1.201e-03, eta: 1:04:06, time: 1.230, data_time: 0.003, memory: 10189, loss_action_cls: 0.0402, recall@thr=0.5: 0.7508, prec@thr=0.5: 0.8181, recall@top3: 0.8304, prec@top3: 0.6890, recall@top5: 0.9396, prec@top5: 0.4808, loss: 0.0402, grad_norm: 0.2007 2021-04-10 09:27:26,455 - mmaction - INFO - Epoch [10][760/3842] lr: 1.185e-03, eta: 1:03:41, time: 1.226, data_time: 0.001, memory: 10189, loss_action_cls: 0.0368, recall@thr=0.5: 0.7703, prec@thr=0.5: 0.8312, recall@top3: 0.8429, prec@top3: 0.7004, recall@top5: 0.9481, prec@top5: 0.4838, loss: 0.0368, grad_norm: 0.1984 2021-04-10 09:27:51,051 - mmaction - INFO - Epoch [10][780/3842] lr: 1.170e-03, eta: 1:03:17, time: 1.229, data_time: 0.001, memory: 10189, loss_action_cls: 0.0384, recall@thr=0.5: 0.7556, prec@thr=0.5: 0.8371, recall@top3: 0.8390, prec@top3: 0.6937, recall@top5: 0.9419, prec@top5: 0.4798, loss: 0.0384, grad_norm: 0.2090 2021-04-10 09:28:15,577 - mmaction - INFO - Epoch [10][800/3842] lr: 1.155e-03, eta: 1:02:52, time: 1.228, data_time: 0.002, memory: 10189, loss_action_cls: 0.0372, recall@thr=0.5: 0.7619, prec@thr=0.5: 0.8270, recall@top3: 0.8441, prec@top3: 0.7053, recall@top5: 0.9492, prec@top5: 0.4890, loss: 0.0372, grad_norm: 0.1980 2021-04-10 09:28:40,036 - mmaction - INFO - Epoch [10][820/3842] lr: 1.140e-03, eta: 1:02:27, time: 1.223, data_time: 0.001, memory: 10189, loss_action_cls: 0.0399, recall@thr=0.5: 0.7519, prec@thr=0.5: 0.8170, recall@top3: 0.8297, prec@top3: 0.7008, recall@top5: 0.9440, prec@top5: 0.4895, loss: 0.0399, grad_norm: 0.2002 2021-04-10 09:29:04,580 - mmaction - INFO - Epoch [10][840/3842] lr: 1.125e-03, eta: 1:02:02, time: 1.226, data_time: 0.003, memory: 10189, loss_action_cls: 0.0399, recall@thr=0.5: 0.7401, prec@thr=0.5: 0.8159, recall@top3: 0.8261, prec@top3: 0.6960, recall@top5: 0.9384, prec@top5: 0.4860, loss: 0.0399, grad_norm: 0.2059 2021-04-10 09:29:29,073 - mmaction - INFO - Epoch [10][860/3842] lr: 1.110e-03, eta: 1:01:37, time: 1.225, data_time: 0.004, memory: 10189, loss_action_cls: 0.0377, recall@thr=0.5: 0.7692, prec@thr=0.5: 0.8380, recall@top3: 0.8392, prec@top3: 0.7041, recall@top5: 0.9464, prec@top5: 0.4902, loss: 0.0377, grad_norm: 0.1980 2021-04-10 09:29:53,551 - mmaction - INFO - Epoch [10][880/3842] lr: 1.095e-03, eta: 1:01:12, time: 1.224, data_time: 0.001, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7473, prec@thr=0.5: 0.8190, recall@top3: 0.8258, prec@top3: 0.6836, recall@top5: 0.9399, prec@top5: 0.4803, loss: 0.0393, grad_norm: 0.2035 2021-04-10 09:30:18,136 - mmaction - INFO - Epoch [10][900/3842] lr: 1.081e-03, eta: 1:00:48, time: 1.229, data_time: 0.001, memory: 10189, loss_action_cls: 0.0399, recall@thr=0.5: 0.7431, prec@thr=0.5: 0.8154, recall@top3: 0.8290, prec@top3: 0.7074, recall@top5: 0.9427, prec@top5: 0.4933, loss: 0.0399, grad_norm: 0.2063 2021-04-10 09:30:42,547 - mmaction - INFO - Epoch [10][920/3842] lr: 1.066e-03, eta: 1:00:23, time: 1.221, data_time: 0.002, memory: 10189, loss_action_cls: 0.0386, recall@thr=0.5: 0.7644, prec@thr=0.5: 0.8217, recall@top3: 0.8358, prec@top3: 0.7114, recall@top5: 0.9421, prec@top5: 0.4939, loss: 0.0386, grad_norm: 0.1996 2021-04-10 09:31:07,240 - mmaction - INFO - Epoch [10][940/3842] lr: 1.052e-03, eta: 0:59:58, time: 1.234, data_time: 0.001, memory: 10189, loss_action_cls: 0.0378, recall@thr=0.5: 0.7585, prec@thr=0.5: 0.8212, recall@top3: 0.8298, prec@top3: 0.7067, recall@top5: 0.9477, prec@top5: 0.4968, loss: 0.0378, grad_norm: 0.2049 2021-04-10 09:31:31,688 - mmaction - INFO - Epoch [10][960/3842] lr: 1.037e-03, eta: 0:59:33, time: 1.223, data_time: 0.001, memory: 10189, loss_action_cls: 0.0389, recall@thr=0.5: 0.7587, prec@thr=0.5: 0.8267, recall@top3: 0.8409, prec@top3: 0.7119, recall@top5: 0.9489, prec@top5: 0.4937, loss: 0.0389, grad_norm: 0.2031 2021-04-10 09:31:56,083 - mmaction - INFO - Epoch [10][980/3842] lr: 1.023e-03, eta: 0:59:08, time: 1.220, data_time: 0.001, memory: 10189, loss_action_cls: 0.0399, recall@thr=0.5: 0.7599, prec@thr=0.5: 0.8177, recall@top3: 0.8293, prec@top3: 0.6935, recall@top5: 0.9393, prec@top5: 0.4835, loss: 0.0399, grad_norm: 0.1957 2021-04-10 09:32:20,585 - mmaction - INFO - Epoch [10][1000/3842] lr: 1.009e-03, eta: 0:58:44, time: 1.225, data_time: 0.001, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7598, prec@thr=0.5: 0.8297, recall@top3: 0.8413, prec@top3: 0.6992, recall@top5: 0.9480, prec@top5: 0.4844, loss: 0.0393, grad_norm: 0.1937 2021-04-10 09:32:45,092 - mmaction - INFO - Epoch [10][1020/3842] lr: 9.947e-04, eta: 0:58:19, time: 1.225, data_time: 0.001, memory: 10189, loss_action_cls: 0.0385, recall@thr=0.5: 0.7594, prec@thr=0.5: 0.8323, recall@top3: 0.8360, prec@top3: 0.7089, recall@top5: 0.9472, prec@top5: 0.4949, loss: 0.0385, grad_norm: 0.2028 2021-04-10 09:33:09,587 - mmaction - INFO - Epoch [10][1040/3842] lr: 9.807e-04, eta: 0:57:54, time: 1.225, data_time: 0.001, memory: 10189, loss_action_cls: 0.0400, recall@thr=0.5: 0.7551, prec@thr=0.5: 0.8238, recall@top3: 0.8312, prec@top3: 0.6978, recall@top5: 0.9389, prec@top5: 0.4874, loss: 0.0400, grad_norm: 0.2114 2021-04-10 09:33:34,028 - mmaction - INFO - Epoch [10][1060/3842] lr: 9.668e-04, eta: 0:57:29, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0388, recall@thr=0.5: 0.7555, prec@thr=0.5: 0.8183, recall@top3: 0.8364, prec@top3: 0.6962, recall@top5: 0.9426, prec@top5: 0.4828, loss: 0.0388, grad_norm: 0.2076 2021-04-10 09:33:58,569 - mmaction - INFO - Epoch [10][1080/3842] lr: 9.530e-04, eta: 0:57:04, time: 1.227, data_time: 0.001, memory: 10189, loss_action_cls: 0.0390, recall@thr=0.5: 0.7542, prec@thr=0.5: 0.8251, recall@top3: 0.8359, prec@top3: 0.6983, recall@top5: 0.9462, prec@top5: 0.4852, loss: 0.0390, grad_norm: 0.2021 2021-04-10 09:34:23,000 - mmaction - INFO - Epoch [10][1100/3842] lr: 9.393e-04, eta: 0:56:39, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0387, recall@thr=0.5: 0.7650, prec@thr=0.5: 0.8316, recall@top3: 0.8358, prec@top3: 0.7109, recall@top5: 0.9431, prec@top5: 0.4957, loss: 0.0387, grad_norm: 0.2019 2021-04-10 09:34:47,432 - mmaction - INFO - Epoch [10][1120/3842] lr: 9.257e-04, eta: 0:56:15, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0387, recall@thr=0.5: 0.7635, prec@thr=0.5: 0.8299, recall@top3: 0.8385, prec@top3: 0.7048, recall@top5: 0.9447, prec@top5: 0.4883, loss: 0.0387, grad_norm: 0.2053 2021-04-10 09:35:11,974 - mmaction - INFO - Epoch [10][1140/3842] lr: 9.122e-04, eta: 0:55:50, time: 1.228, data_time: 0.001, memory: 10189, loss_action_cls: 0.0368, recall@thr=0.5: 0.7639, prec@thr=0.5: 0.8311, recall@top3: 0.8390, prec@top3: 0.7020, recall@top5: 0.9474, prec@top5: 0.4876, loss: 0.0368, grad_norm: 0.1983 2021-04-10 09:35:36,649 - mmaction - INFO - Epoch [10][1160/3842] lr: 8.988e-04, eta: 0:55:25, time: 1.233, data_time: 0.011, memory: 10189, loss_action_cls: 0.0398, recall@thr=0.5: 0.7504, prec@thr=0.5: 0.8260, recall@top3: 0.8272, prec@top3: 0.6960, recall@top5: 0.9348, prec@top5: 0.4845, loss: 0.0398, grad_norm: 0.2105 2021-04-10 09:36:01,084 - mmaction - INFO - Epoch [10][1180/3842] lr: 8.855e-04, eta: 0:55:00, time: 1.222, data_time: 0.002, memory: 10189, loss_action_cls: 0.0394, recall@thr=0.5: 0.7656, prec@thr=0.5: 0.8256, recall@top3: 0.8309, prec@top3: 0.6984, recall@top5: 0.9384, prec@top5: 0.4863, loss: 0.0394, grad_norm: 0.2008 2021-04-10 09:36:25,416 - mmaction - INFO - Epoch [10][1200/3842] lr: 8.723e-04, eta: 0:54:35, time: 1.216, data_time: 0.001, memory: 10189, loss_action_cls: 0.0379, recall@thr=0.5: 0.7612, prec@thr=0.5: 0.8349, recall@top3: 0.8437, prec@top3: 0.7109, recall@top5: 0.9467, prec@top5: 0.4913, loss: 0.0379, grad_norm: 0.2008 2021-04-10 09:36:49,826 - mmaction - INFO - Epoch [10][1220/3842] lr: 8.592e-04, eta: 0:54:10, time: 1.220, data_time: 0.001, memory: 10189, loss_action_cls: 0.0401, recall@thr=0.5: 0.7587, prec@thr=0.5: 0.8174, recall@top3: 0.8223, prec@top3: 0.7058, recall@top5: 0.9385, prec@top5: 0.4956, loss: 0.0401, grad_norm: 0.2022 2021-04-10 09:37:14,129 - mmaction - INFO - Epoch [10][1240/3842] lr: 8.462e-04, eta: 0:53:46, time: 1.216, data_time: 0.002, memory: 10189, loss_action_cls: 0.0381, recall@thr=0.5: 0.7581, prec@thr=0.5: 0.8217, recall@top3: 0.8338, prec@top3: 0.7000, recall@top5: 0.9465, prec@top5: 0.4892, loss: 0.0381, grad_norm: 0.1965 2021-04-10 09:37:38,474 - mmaction - INFO - Epoch [10][1260/3842] lr: 8.333e-04, eta: 0:53:21, time: 1.218, data_time: 0.002, memory: 10189, loss_action_cls: 0.0402, recall@thr=0.5: 0.7480, prec@thr=0.5: 0.8162, recall@top3: 0.8237, prec@top3: 0.6949, recall@top5: 0.9391, prec@top5: 0.4884, loss: 0.0402, grad_norm: 0.1999 2021-04-10 09:38:03,022 - mmaction - INFO - Epoch [10][1280/3842] lr: 8.205e-04, eta: 0:52:56, time: 1.227, data_time: 0.001, memory: 10189, loss_action_cls: 0.0386, recall@thr=0.5: 0.7569, prec@thr=0.5: 0.8193, recall@top3: 0.8413, prec@top3: 0.6937, recall@top5: 0.9414, prec@top5: 0.4790, loss: 0.0386, grad_norm: 0.2043 2021-04-10 09:38:27,493 - mmaction - INFO - Epoch [10][1300/3842] lr: 8.078e-04, eta: 0:52:31, time: 1.223, data_time: 0.001, memory: 10189, loss_action_cls: 0.0396, recall@thr=0.5: 0.7594, prec@thr=0.5: 0.8174, recall@top3: 0.8342, prec@top3: 0.6842, recall@top5: 0.9387, prec@top5: 0.4732, loss: 0.0396, grad_norm: 0.2003 2021-04-10 09:38:51,873 - mmaction - INFO - Epoch [10][1320/3842] lr: 7.952e-04, eta: 0:52:06, time: 1.218, data_time: 0.002, memory: 10189, loss_action_cls: 0.0389, recall@thr=0.5: 0.7487, prec@thr=0.5: 0.8274, recall@top3: 0.8252, prec@top3: 0.6995, recall@top5: 0.9399, prec@top5: 0.4915, loss: 0.0389, grad_norm: 0.2031 2021-04-10 09:39:16,314 - mmaction - INFO - Epoch [10][1340/3842] lr: 7.827e-04, eta: 0:51:42, time: 1.223, data_time: 0.002, memory: 10189, loss_action_cls: 0.0370, recall@thr=0.5: 0.7590, prec@thr=0.5: 0.8363, recall@top3: 0.8417, prec@top3: 0.7012, recall@top5: 0.9491, prec@top5: 0.4859, loss: 0.0370, grad_norm: 0.2037 2021-04-10 09:39:40,819 - mmaction - INFO - Epoch [10][1360/3842] lr: 7.703e-04, eta: 0:51:17, time: 1.225, data_time: 0.001, memory: 10189, loss_action_cls: 0.0385, recall@thr=0.5: 0.7622, prec@thr=0.5: 0.8234, recall@top3: 0.8273, prec@top3: 0.6982, recall@top5: 0.9423, prec@top5: 0.4896, loss: 0.0385, grad_norm: 0.1983 2021-04-10 09:40:05,538 - mmaction - INFO - Epoch [10][1380/3842] lr: 7.580e-04, eta: 0:50:52, time: 1.235, data_time: 0.001, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7550, prec@thr=0.5: 0.8229, recall@top3: 0.8336, prec@top3: 0.6982, recall@top5: 0.9428, prec@top5: 0.4871, loss: 0.0393, grad_norm: 0.2010 2021-04-10 09:40:29,936 - mmaction - INFO - Epoch [10][1400/3842] lr: 7.457e-04, eta: 0:50:27, time: 1.221, data_time: 0.002, memory: 10189, loss_action_cls: 0.0385, recall@thr=0.5: 0.7515, prec@thr=0.5: 0.8251, recall@top3: 0.8323, prec@top3: 0.6848, recall@top5: 0.9461, prec@top5: 0.4776, loss: 0.0385, grad_norm: 0.2021 2021-04-10 09:40:54,300 - mmaction - INFO - Epoch [10][1420/3842] lr: 7.336e-04, eta: 0:50:02, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0396, recall@thr=0.5: 0.7563, prec@thr=0.5: 0.8198, recall@top3: 0.8332, prec@top3: 0.7000, recall@top5: 0.9420, prec@top5: 0.4869, loss: 0.0396, grad_norm: 0.1944 2021-04-10 09:41:18,720 - mmaction - INFO - Epoch [10][1440/3842] lr: 7.216e-04, eta: 0:49:37, time: 1.222, data_time: 0.002, memory: 10189, loss_action_cls: 0.0381, recall@thr=0.5: 0.7556, prec@thr=0.5: 0.8226, recall@top3: 0.8392, prec@top3: 0.7002, recall@top5: 0.9459, prec@top5: 0.4855, loss: 0.0381, grad_norm: 0.2045 2021-04-10 09:41:43,206 - mmaction - INFO - Epoch [10][1460/3842] lr: 7.097e-04, eta: 0:49:13, time: 1.224, data_time: 0.001, memory: 10189, loss_action_cls: 0.0399, recall@thr=0.5: 0.7504, prec@thr=0.5: 0.8231, recall@top3: 0.8269, prec@top3: 0.7023, recall@top5: 0.9399, prec@top5: 0.4902, loss: 0.0399, grad_norm: 0.2134 2021-04-10 09:42:07,572 - mmaction - INFO - Epoch [10][1480/3842] lr: 6.979e-04, eta: 0:48:48, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0379, recall@thr=0.5: 0.7690, prec@thr=0.5: 0.8372, recall@top3: 0.8481, prec@top3: 0.7110, recall@top5: 0.9467, prec@top5: 0.4887, loss: 0.0379, grad_norm: 0.1981 2021-04-10 09:42:32,071 - mmaction - INFO - Epoch [10][1500/3842] lr: 6.861e-04, eta: 0:48:23, time: 1.225, data_time: 0.001, memory: 10189, loss_action_cls: 0.0388, recall@thr=0.5: 0.7612, prec@thr=0.5: 0.8304, recall@top3: 0.8357, prec@top3: 0.6997, recall@top5: 0.9450, prec@top5: 0.4874, loss: 0.0388, grad_norm: 0.1994 2021-04-10 09:42:56,466 - mmaction - INFO - Epoch [10][1520/3842] lr: 6.745e-04, eta: 0:47:58, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0382, recall@thr=0.5: 0.7569, prec@thr=0.5: 0.8380, recall@top3: 0.8422, prec@top3: 0.7005, recall@top5: 0.9471, prec@top5: 0.4848, loss: 0.0382, grad_norm: 0.1968 2021-04-10 09:43:20,941 - mmaction - INFO - Epoch [10][1540/3842] lr: 6.630e-04, eta: 0:47:33, time: 1.224, data_time: 0.001, memory: 10189, loss_action_cls: 0.0364, recall@thr=0.5: 0.7613, prec@thr=0.5: 0.8235, recall@top3: 0.8399, prec@top3: 0.6900, recall@top5: 0.9502, prec@top5: 0.4817, loss: 0.0364, grad_norm: 0.2027 2021-04-10 09:43:45,494 - mmaction - INFO - Epoch [10][1560/3842] lr: 6.515e-04, eta: 0:47:09, time: 1.228, data_time: 0.001, memory: 10189, loss_action_cls: 0.0398, recall@thr=0.5: 0.7578, prec@thr=0.5: 0.8239, recall@top3: 0.8275, prec@top3: 0.6836, recall@top5: 0.9429, prec@top5: 0.4807, loss: 0.0398, grad_norm: 0.2044 2021-04-10 09:44:09,989 - mmaction - INFO - Epoch [10][1580/3842] lr: 6.402e-04, eta: 0:46:44, time: 1.224, data_time: 0.001, memory: 10189, loss_action_cls: 0.0374, recall@thr=0.5: 0.7579, prec@thr=0.5: 0.8257, recall@top3: 0.8408, prec@top3: 0.6968, recall@top5: 0.9472, prec@top5: 0.4834, loss: 0.0374, grad_norm: 0.2011 2021-04-10 09:44:34,369 - mmaction - INFO - Epoch [10][1600/3842] lr: 6.290e-04, eta: 0:46:19, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0388, recall@thr=0.5: 0.7394, prec@thr=0.5: 0.8173, recall@top3: 0.8340, prec@top3: 0.6928, recall@top5: 0.9425, prec@top5: 0.4812, loss: 0.0388, grad_norm: 0.2038 2021-04-10 09:44:59,051 - mmaction - INFO - Epoch [10][1620/3842] lr: 6.178e-04, eta: 0:45:54, time: 1.232, data_time: 0.019, memory: 10189, loss_action_cls: 0.0373, recall@thr=0.5: 0.7599, prec@thr=0.5: 0.8358, recall@top3: 0.8395, prec@top3: 0.7069, recall@top5: 0.9439, prec@top5: 0.4900, loss: 0.0373, grad_norm: 0.2005 2021-04-10 09:45:23,455 - mmaction - INFO - Epoch [10][1640/3842] lr: 6.068e-04, eta: 0:45:29, time: 1.222, data_time: 0.003, memory: 10189, loss_action_cls: 0.0378, recall@thr=0.5: 0.7598, prec@thr=0.5: 0.8322, recall@top3: 0.8411, prec@top3: 0.7085, recall@top5: 0.9467, prec@top5: 0.4895, loss: 0.0378, grad_norm: 0.2012 2021-04-10 09:45:47,929 - mmaction - INFO - Epoch [10][1660/3842] lr: 5.959e-04, eta: 0:45:04, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0397, recall@thr=0.5: 0.7600, prec@thr=0.5: 0.8219, recall@top3: 0.8255, prec@top3: 0.7005, recall@top5: 0.9359, prec@top5: 0.4890, loss: 0.0397, grad_norm: 0.2051 2021-04-10 09:46:12,375 - mmaction - INFO - Epoch [10][1680/3842] lr: 5.850e-04, eta: 0:44:40, time: 1.224, data_time: 0.003, memory: 10189, loss_action_cls: 0.0390, recall@thr=0.5: 0.7598, prec@thr=0.5: 0.8170, recall@top3: 0.8325, prec@top3: 0.6874, recall@top5: 0.9421, prec@top5: 0.4806, loss: 0.0390, grad_norm: 0.2043 2021-04-10 09:46:36,809 - mmaction - INFO - Epoch [10][1700/3842] lr: 5.743e-04, eta: 0:44:15, time: 1.222, data_time: 0.002, memory: 10189, loss_action_cls: 0.0391, recall@thr=0.5: 0.7531, prec@thr=0.5: 0.8158, recall@top3: 0.8364, prec@top3: 0.7034, recall@top5: 0.9455, prec@top5: 0.4876, loss: 0.0391, grad_norm: 0.2077 2021-04-10 09:47:01,223 - mmaction - INFO - Epoch [10][1720/3842] lr: 5.636e-04, eta: 0:43:50, time: 1.220, data_time: 0.001, memory: 10189, loss_action_cls: 0.0386, recall@thr=0.5: 0.7735, prec@thr=0.5: 0.8207, recall@top3: 0.8384, prec@top3: 0.6878, recall@top5: 0.9462, prec@top5: 0.4783, loss: 0.0386, grad_norm: 0.2004 2021-04-10 09:47:25,592 - mmaction - INFO - Epoch [10][1740/3842] lr: 5.531e-04, eta: 0:43:25, time: 1.219, data_time: 0.002, memory: 10189, loss_action_cls: 0.0376, recall@thr=0.5: 0.7620, prec@thr=0.5: 0.8308, recall@top3: 0.8411, prec@top3: 0.6907, recall@top5: 0.9430, prec@top5: 0.4762, loss: 0.0376, grad_norm: 0.2080 2021-04-10 09:47:50,100 - mmaction - INFO - Epoch [10][1760/3842] lr: 5.426e-04, eta: 0:43:00, time: 1.224, data_time: 0.002, memory: 10189, loss_action_cls: 0.0386, recall@thr=0.5: 0.7523, prec@thr=0.5: 0.8257, recall@top3: 0.8308, prec@top3: 0.6922, recall@top5: 0.9433, prec@top5: 0.4859, loss: 0.0386, grad_norm: 0.2053 2021-04-10 09:48:14,518 - mmaction - INFO - Epoch [10][1780/3842] lr: 5.323e-04, eta: 0:42:36, time: 1.222, data_time: 0.002, memory: 10189, loss_action_cls: 0.0405, recall@thr=0.5: 0.7470, prec@thr=0.5: 0.8277, recall@top3: 0.8198, prec@top3: 0.6990, recall@top5: 0.9386, prec@top5: 0.4918, loss: 0.0405, grad_norm: 0.2045 2021-04-10 09:48:38,856 - mmaction - INFO - Epoch [10][1800/3842] lr: 5.221e-04, eta: 0:42:11, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0392, recall@thr=0.5: 0.7703, prec@thr=0.5: 0.8279, recall@top3: 0.8394, prec@top3: 0.7027, recall@top5: 0.9435, prec@top5: 0.4872, loss: 0.0392, grad_norm: 0.2026 2021-04-10 09:49:03,333 - mmaction - INFO - Epoch [10][1820/3842] lr: 5.119e-04, eta: 0:41:46, time: 1.224, data_time: 0.001, memory: 10189, loss_action_cls: 0.0397, recall@thr=0.5: 0.7518, prec@thr=0.5: 0.8196, recall@top3: 0.8265, prec@top3: 0.6911, recall@top5: 0.9360, prec@top5: 0.4836, loss: 0.0397, grad_norm: 0.1956 2021-04-10 09:49:27,773 - mmaction - INFO - Epoch [10][1840/3842] lr: 5.019e-04, eta: 0:41:21, time: 1.221, data_time: 0.002, memory: 10189, loss_action_cls: 0.0385, recall@thr=0.5: 0.7525, prec@thr=0.5: 0.8274, recall@top3: 0.8316, prec@top3: 0.6981, recall@top5: 0.9449, prec@top5: 0.4865, loss: 0.0385, grad_norm: 0.2068 2021-04-10 09:49:52,246 - mmaction - INFO - Epoch [10][1860/3842] lr: 4.919e-04, eta: 0:40:56, time: 1.225, data_time: 0.002, memory: 10189, loss_action_cls: 0.0374, recall@thr=0.5: 0.7713, prec@thr=0.5: 0.8326, recall@top3: 0.8374, prec@top3: 0.7074, recall@top5: 0.9463, prec@top5: 0.4924, loss: 0.0374, grad_norm: 0.2007 2021-04-10 09:50:16,590 - mmaction - INFO - Epoch [10][1880/3842] lr: 4.821e-04, eta: 0:40:32, time: 1.216, data_time: 0.001, memory: 10189, loss_action_cls: 0.0374, recall@thr=0.5: 0.7616, prec@thr=0.5: 0.8190, recall@top3: 0.8392, prec@top3: 0.6906, recall@top5: 0.9453, prec@top5: 0.4790, loss: 0.0374, grad_norm: 0.2012 2021-04-10 09:50:40,929 - mmaction - INFO - Epoch [10][1900/3842] lr: 4.723e-04, eta: 0:40:07, time: 1.218, data_time: 0.002, memory: 10189, loss_action_cls: 0.0389, recall@thr=0.5: 0.7593, prec@thr=0.5: 0.8278, recall@top3: 0.8397, prec@top3: 0.7063, recall@top5: 0.9376, prec@top5: 0.4863, loss: 0.0389, grad_norm: 0.2028 2021-04-10 09:51:05,326 - mmaction - INFO - Epoch [10][1920/3842] lr: 4.626e-04, eta: 0:39:42, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0394, recall@thr=0.5: 0.7548, prec@thr=0.5: 0.8266, recall@top3: 0.8364, prec@top3: 0.6925, recall@top5: 0.9454, prec@top5: 0.4822, loss: 0.0394, grad_norm: 0.1989 2021-04-10 09:51:29,784 - mmaction - INFO - Epoch [10][1940/3842] lr: 4.531e-04, eta: 0:39:17, time: 1.224, data_time: 0.001, memory: 10189, loss_action_cls: 0.0374, recall@thr=0.5: 0.7653, prec@thr=0.5: 0.8346, recall@top3: 0.8416, prec@top3: 0.7046, recall@top5: 0.9454, prec@top5: 0.4883, loss: 0.0374, grad_norm: 0.2045 2021-04-10 09:51:54,190 - mmaction - INFO - Epoch [10][1960/3842] lr: 4.436e-04, eta: 0:38:52, time: 1.220, data_time: 0.001, memory: 10189, loss_action_cls: 0.0389, recall@thr=0.5: 0.7750, prec@thr=0.5: 0.8327, recall@top3: 0.8424, prec@top3: 0.6990, recall@top5: 0.9448, prec@top5: 0.4826, loss: 0.0389, grad_norm: 0.2019 2021-04-10 09:52:18,551 - mmaction - INFO - Epoch [10][1980/3842] lr: 4.343e-04, eta: 0:38:27, time: 1.218, data_time: 0.002, memory: 10189, loss_action_cls: 0.0382, recall@thr=0.5: 0.7614, prec@thr=0.5: 0.8196, recall@top3: 0.8407, prec@top3: 0.6932, recall@top5: 0.9492, prec@top5: 0.4821, loss: 0.0382, grad_norm: 0.2050 2021-04-10 09:52:43,003 - mmaction - INFO - Epoch [10][2000/3842] lr: 4.250e-04, eta: 0:38:03, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0371, recall@thr=0.5: 0.7553, prec@thr=0.5: 0.8374, recall@top3: 0.8425, prec@top3: 0.7060, recall@top5: 0.9479, prec@top5: 0.4903, loss: 0.0371, grad_norm: 0.2012 2021-04-10 09:53:07,367 - mmaction - INFO - Epoch [10][2020/3842] lr: 4.159e-04, eta: 0:37:38, time: 1.219, data_time: 0.002, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7540, prec@thr=0.5: 0.8201, recall@top3: 0.8323, prec@top3: 0.6952, recall@top5: 0.9429, prec@top5: 0.4839, loss: 0.0393, grad_norm: 0.2007 2021-04-10 09:53:31,661 - mmaction - INFO - Epoch [10][2040/3842] lr: 4.068e-04, eta: 0:37:13, time: 1.214, data_time: 0.001, memory: 10189, loss_action_cls: 0.0400, recall@thr=0.5: 0.7441, prec@thr=0.5: 0.8200, recall@top3: 0.8312, prec@top3: 0.6916, recall@top5: 0.9399, prec@top5: 0.4807, loss: 0.0400, grad_norm: 0.1999 2021-04-10 09:53:56,183 - mmaction - INFO - Epoch [10][2060/3842] lr: 3.979e-04, eta: 0:36:48, time: 1.226, data_time: 0.002, memory: 10189, loss_action_cls: 0.0376, recall@thr=0.5: 0.7628, prec@thr=0.5: 0.8292, recall@top3: 0.8400, prec@top3: 0.6998, recall@top5: 0.9471, prec@top5: 0.4882, loss: 0.0376, grad_norm: 0.1961 2021-04-10 09:54:20,656 - mmaction - INFO - Epoch [10][2080/3842] lr: 3.890e-04, eta: 0:36:23, time: 1.224, data_time: 0.001, memory: 10189, loss_action_cls: 0.0365, recall@thr=0.5: 0.7731, prec@thr=0.5: 0.8407, recall@top3: 0.8479, prec@top3: 0.7160, recall@top5: 0.9469, prec@top5: 0.4933, loss: 0.0365, grad_norm: 0.1950 2021-04-10 09:54:45,061 - mmaction - INFO - Epoch [10][2100/3842] lr: 3.802e-04, eta: 0:35:59, time: 1.220, data_time: 0.001, memory: 10189, loss_action_cls: 0.0374, recall@thr=0.5: 0.7527, prec@thr=0.5: 0.8217, recall@top3: 0.8389, prec@top3: 0.6879, recall@top5: 0.9413, prec@top5: 0.4746, loss: 0.0374, grad_norm: 0.2039 2021-04-10 09:55:09,496 - mmaction - INFO - Epoch [10][2120/3842] lr: 3.716e-04, eta: 0:35:34, time: 1.222, data_time: 0.002, memory: 10189, loss_action_cls: 0.0379, recall@thr=0.5: 0.7589, prec@thr=0.5: 0.8270, recall@top3: 0.8313, prec@top3: 0.6861, recall@top5: 0.9431, prec@top5: 0.4795, loss: 0.0379, grad_norm: 0.2038 2021-04-10 09:55:33,949 - mmaction - INFO - Epoch [10][2140/3842] lr: 3.630e-04, eta: 0:35:09, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0397, recall@thr=0.5: 0.7580, prec@thr=0.5: 0.8287, recall@top3: 0.8360, prec@top3: 0.7014, recall@top5: 0.9431, prec@top5: 0.4869, loss: 0.0397, grad_norm: 0.2030 2021-04-10 09:55:58,493 - mmaction - INFO - Epoch [10][2160/3842] lr: 3.545e-04, eta: 0:34:44, time: 1.228, data_time: 0.003, memory: 10189, loss_action_cls: 0.0397, recall@thr=0.5: 0.7465, prec@thr=0.5: 0.8196, recall@top3: 0.8337, prec@top3: 0.6951, recall@top5: 0.9428, prec@top5: 0.4861, loss: 0.0397, grad_norm: 0.2006 2021-04-10 09:56:22,912 - mmaction - INFO - Epoch [10][2180/3842] lr: 3.462e-04, eta: 0:34:19, time: 1.221, data_time: 0.003, memory: 10189, loss_action_cls: 0.0387, recall@thr=0.5: 0.7567, prec@thr=0.5: 0.8264, recall@top3: 0.8323, prec@top3: 0.7035, recall@top5: 0.9472, prec@top5: 0.4924, loss: 0.0387, grad_norm: 0.2054 2021-04-10 09:56:47,345 - mmaction - INFO - Epoch [10][2200/3842] lr: 3.379e-04, eta: 0:33:55, time: 1.223, data_time: 0.003, memory: 10189, loss_action_cls: 0.0387, recall@thr=0.5: 0.7593, prec@thr=0.5: 0.8262, recall@top3: 0.8312, prec@top3: 0.6857, recall@top5: 0.9377, prec@top5: 0.4771, loss: 0.0387, grad_norm: 0.2040 2021-04-10 09:57:11,606 - mmaction - INFO - Epoch [10][2220/3842] lr: 3.298e-04, eta: 0:33:30, time: 1.213, data_time: 0.004, memory: 10189, loss_action_cls: 0.0385, recall@thr=0.5: 0.7502, prec@thr=0.5: 0.8155, recall@top3: 0.8291, prec@top3: 0.6939, recall@top5: 0.9417, prec@top5: 0.4855, loss: 0.0385, grad_norm: 0.1981 2021-04-10 09:57:35,955 - mmaction - INFO - Epoch [10][2240/3842] lr: 3.217e-04, eta: 0:33:05, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0390, recall@thr=0.5: 0.7522, prec@thr=0.5: 0.8144, recall@top3: 0.8251, prec@top3: 0.6854, recall@top5: 0.9389, prec@top5: 0.4807, loss: 0.0390, grad_norm: 0.1995 2021-04-10 09:58:00,288 - mmaction - INFO - Epoch [10][2260/3842] lr: 3.137e-04, eta: 0:32:40, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0381, recall@thr=0.5: 0.7425, prec@thr=0.5: 0.8244, recall@top3: 0.8351, prec@top3: 0.6936, recall@top5: 0.9391, prec@top5: 0.4797, loss: 0.0381, grad_norm: 0.2030 2021-04-10 09:58:24,842 - mmaction - INFO - Epoch [10][2280/3842] lr: 3.059e-04, eta: 0:32:15, time: 1.228, data_time: 0.002, memory: 10189, loss_action_cls: 0.0380, recall@thr=0.5: 0.7623, prec@thr=0.5: 0.8284, recall@top3: 0.8341, prec@top3: 0.7012, recall@top5: 0.9397, prec@top5: 0.4875, loss: 0.0380, grad_norm: 0.1997 2021-04-10 09:58:49,156 - mmaction - INFO - Epoch [10][2300/3842] lr: 2.981e-04, eta: 0:31:51, time: 1.216, data_time: 0.001, memory: 10189, loss_action_cls: 0.0372, recall@thr=0.5: 0.7533, prec@thr=0.5: 0.8269, recall@top3: 0.8396, prec@top3: 0.7045, recall@top5: 0.9409, prec@top5: 0.4853, loss: 0.0372, grad_norm: 0.2103 2021-04-10 09:59:13,495 - mmaction - INFO - Epoch [10][2320/3842] lr: 2.904e-04, eta: 0:31:26, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0392, recall@thr=0.5: 0.7479, prec@thr=0.5: 0.8230, recall@top3: 0.8334, prec@top3: 0.7042, recall@top5: 0.9416, prec@top5: 0.4902, loss: 0.0392, grad_norm: 0.2060 2021-04-10 09:59:37,782 - mmaction - INFO - Epoch [10][2340/3842] lr: 2.829e-04, eta: 0:31:01, time: 1.214, data_time: 0.001, memory: 10189, loss_action_cls: 0.0384, recall@thr=0.5: 0.7574, prec@thr=0.5: 0.8121, recall@top3: 0.8295, prec@top3: 0.6889, recall@top5: 0.9476, prec@top5: 0.4844, loss: 0.0384, grad_norm: 0.2070 2021-04-10 10:00:02,140 - mmaction - INFO - Epoch [10][2360/3842] lr: 2.754e-04, eta: 0:30:36, time: 1.218, data_time: 0.001, memory: 10189, loss_action_cls: 0.0388, recall@thr=0.5: 0.7540, prec@thr=0.5: 0.8182, recall@top3: 0.8303, prec@top3: 0.6964, recall@top5: 0.9412, prec@top5: 0.4856, loss: 0.0388, grad_norm: 0.2057 2021-04-10 10:00:26,678 - mmaction - INFO - Epoch [10][2380/3842] lr: 2.680e-04, eta: 0:30:11, time: 1.227, data_time: 0.001, memory: 10189, loss_action_cls: 0.0385, recall@thr=0.5: 0.7584, prec@thr=0.5: 0.8188, recall@top3: 0.8322, prec@top3: 0.6896, recall@top5: 0.9412, prec@top5: 0.4795, loss: 0.0385, grad_norm: 0.2013 2021-04-10 10:00:50,987 - mmaction - INFO - Epoch [10][2400/3842] lr: 2.607e-04, eta: 0:29:47, time: 1.214, data_time: 0.001, memory: 10189, loss_action_cls: 0.0373, recall@thr=0.5: 0.7640, prec@thr=0.5: 0.8305, recall@top3: 0.8418, prec@top3: 0.6981, recall@top5: 0.9494, prec@top5: 0.4837, loss: 0.0373, grad_norm: 0.2003 2021-04-10 10:01:15,414 - mmaction - INFO - Epoch [10][2420/3842] lr: 2.536e-04, eta: 0:29:22, time: 1.221, data_time: 0.002, memory: 10189, loss_action_cls: 0.0391, recall@thr=0.5: 0.7604, prec@thr=0.5: 0.8210, recall@top3: 0.8336, prec@top3: 0.7051, recall@top5: 0.9439, prec@top5: 0.4913, loss: 0.0391, grad_norm: 0.2021 2021-04-10 10:01:39,864 - mmaction - INFO - Epoch [10][2440/3842] lr: 2.465e-04, eta: 0:28:57, time: 1.224, data_time: 0.003, memory: 10189, loss_action_cls: 0.0388, recall@thr=0.5: 0.7459, prec@thr=0.5: 0.8250, recall@top3: 0.8327, prec@top3: 0.7006, recall@top5: 0.9448, prec@top5: 0.4891, loss: 0.0388, grad_norm: 0.1986 2021-04-10 10:02:04,224 - mmaction - INFO - Epoch [10][2460/3842] lr: 2.395e-04, eta: 0:28:32, time: 1.218, data_time: 0.001, memory: 10189, loss_action_cls: 0.0382, recall@thr=0.5: 0.7638, prec@thr=0.5: 0.8217, recall@top3: 0.8411, prec@top3: 0.7088, recall@top5: 0.9432, prec@top5: 0.4881, loss: 0.0382, grad_norm: 0.1969 2021-04-10 10:02:28,602 - mmaction - INFO - Epoch [10][2480/3842] lr: 2.327e-04, eta: 0:28:07, time: 1.218, data_time: 0.001, memory: 10189, loss_action_cls: 0.0391, recall@thr=0.5: 0.7513, prec@thr=0.5: 0.8221, recall@top3: 0.8245, prec@top3: 0.6984, recall@top5: 0.9446, prec@top5: 0.4933, loss: 0.0391, grad_norm: 0.2053 2021-04-10 10:02:52,980 - mmaction - INFO - Epoch [10][2500/3842] lr: 2.259e-04, eta: 0:27:43, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0367, recall@thr=0.5: 0.7665, prec@thr=0.5: 0.8295, recall@top3: 0.8412, prec@top3: 0.6931, recall@top5: 0.9461, prec@top5: 0.4795, loss: 0.0367, grad_norm: 0.2064 2021-04-10 10:03:17,464 - mmaction - INFO - Epoch [10][2520/3842] lr: 2.192e-04, eta: 0:27:18, time: 1.225, data_time: 0.001, memory: 10189, loss_action_cls: 0.0381, recall@thr=0.5: 0.7496, prec@thr=0.5: 0.8317, recall@top3: 0.8311, prec@top3: 0.7108, recall@top5: 0.9479, prec@top5: 0.4976, loss: 0.0381, grad_norm: 0.2037 2021-04-10 10:03:41,795 - mmaction - INFO - Epoch [10][2540/3842] lr: 2.126e-04, eta: 0:26:53, time: 1.216, data_time: 0.001, memory: 10189, loss_action_cls: 0.0366, recall@thr=0.5: 0.7687, prec@thr=0.5: 0.8274, recall@top3: 0.8433, prec@top3: 0.7003, recall@top5: 0.9481, prec@top5: 0.4841, loss: 0.0366, grad_norm: 0.1952 2021-04-10 10:04:06,267 - mmaction - INFO - Epoch [10][2560/3842] lr: 2.062e-04, eta: 0:26:28, time: 1.223, data_time: 0.001, memory: 10189, loss_action_cls: 0.0385, recall@thr=0.5: 0.7537, prec@thr=0.5: 0.8257, recall@top3: 0.8304, prec@top3: 0.7074, recall@top5: 0.9408, prec@top5: 0.4937, loss: 0.0385, grad_norm: 0.1973 2021-04-10 10:04:30,816 - mmaction - INFO - Epoch [10][2580/3842] lr: 1.998e-04, eta: 0:26:03, time: 1.228, data_time: 0.002, memory: 10189, loss_action_cls: 0.0405, recall@thr=0.5: 0.7510, prec@thr=0.5: 0.8175, recall@top3: 0.8294, prec@top3: 0.6876, recall@top5: 0.9392, prec@top5: 0.4800, loss: 0.0405, grad_norm: 0.2081 2021-04-10 10:04:55,285 - mmaction - INFO - Epoch [10][2600/3842] lr: 1.935e-04, eta: 0:25:39, time: 1.224, data_time: 0.002, memory: 10189, loss_action_cls: 0.0401, recall@thr=0.5: 0.7565, prec@thr=0.5: 0.8132, recall@top3: 0.8398, prec@top3: 0.6888, recall@top5: 0.9499, prec@top5: 0.4791, loss: 0.0401, grad_norm: 0.1976 2021-04-10 10:05:19,643 - mmaction - INFO - Epoch [10][2620/3842] lr: 1.874e-04, eta: 0:25:14, time: 1.218, data_time: 0.002, memory: 10189, loss_action_cls: 0.0355, recall@thr=0.5: 0.7750, prec@thr=0.5: 0.8376, recall@top3: 0.8544, prec@top3: 0.7069, recall@top5: 0.9487, prec@top5: 0.4839, loss: 0.0355, grad_norm: 0.2027 2021-04-10 10:05:44,061 - mmaction - INFO - Epoch [10][2640/3842] lr: 1.813e-04, eta: 0:24:49, time: 1.221, data_time: 0.002, memory: 10189, loss_action_cls: 0.0379, recall@thr=0.5: 0.7561, prec@thr=0.5: 0.8292, recall@top3: 0.8338, prec@top3: 0.7087, recall@top5: 0.9460, prec@top5: 0.4950, loss: 0.0379, grad_norm: 0.2003 2021-04-10 10:06:08,474 - mmaction - INFO - Epoch [10][2660/3842] lr: 1.753e-04, eta: 0:24:24, time: 1.222, data_time: 0.002, memory: 10189, loss_action_cls: 0.0389, recall@thr=0.5: 0.7603, prec@thr=0.5: 0.8196, recall@top3: 0.8323, prec@top3: 0.7092, recall@top5: 0.9450, prec@top5: 0.4961, loss: 0.0389, grad_norm: 0.2038 2021-04-10 10:06:32,685 - mmaction - INFO - Epoch [10][2680/3842] lr: 1.694e-04, eta: 0:23:59, time: 1.210, data_time: 0.001, memory: 10189, loss_action_cls: 0.0385, recall@thr=0.5: 0.7681, prec@thr=0.5: 0.8294, recall@top3: 0.8355, prec@top3: 0.6889, recall@top5: 0.9455, prec@top5: 0.4823, loss: 0.0385, grad_norm: 0.2105 2021-04-10 10:06:57,088 - mmaction - INFO - Epoch [10][2700/3842] lr: 1.637e-04, eta: 0:23:35, time: 1.218, data_time: 0.001, memory: 10189, loss_action_cls: 0.0400, recall@thr=0.5: 0.7443, prec@thr=0.5: 0.8245, recall@top3: 0.8244, prec@top3: 0.6869, recall@top5: 0.9402, prec@top5: 0.4818, loss: 0.0400, grad_norm: 0.2115 2021-04-10 10:07:21,378 - mmaction - INFO - Epoch [10][2720/3842] lr: 1.580e-04, eta: 0:23:10, time: 1.216, data_time: 0.003, memory: 10189, loss_action_cls: 0.0394, recall@thr=0.5: 0.7476, prec@thr=0.5: 0.8105, recall@top3: 0.8281, prec@top3: 0.7071, recall@top5: 0.9466, prec@top5: 0.4973, loss: 0.0394, grad_norm: 0.2025 2021-04-10 10:07:45,867 - mmaction - INFO - Epoch [10][2740/3842] lr: 1.524e-04, eta: 0:22:45, time: 1.225, data_time: 0.001, memory: 10189, loss_action_cls: 0.0390, recall@thr=0.5: 0.7597, prec@thr=0.5: 0.8224, recall@top3: 0.8378, prec@top3: 0.7027, recall@top5: 0.9426, prec@top5: 0.4871, loss: 0.0390, grad_norm: 0.2050 2021-04-10 10:08:10,391 - mmaction - INFO - Epoch [10][2760/3842] lr: 1.469e-04, eta: 0:22:20, time: 1.226, data_time: 0.001, memory: 10189, loss_action_cls: 0.0380, recall@thr=0.5: 0.7654, prec@thr=0.5: 0.8351, recall@top3: 0.8413, prec@top3: 0.7053, recall@top5: 0.9487, prec@top5: 0.4897, loss: 0.0380, grad_norm: 0.2011 2021-04-10 10:08:34,816 - mmaction - INFO - Epoch [10][2780/3842] lr: 1.416e-04, eta: 0:21:55, time: 1.222, data_time: 0.002, memory: 10189, loss_action_cls: 0.0409, recall@thr=0.5: 0.7454, prec@thr=0.5: 0.8119, recall@top3: 0.8250, prec@top3: 0.6962, recall@top5: 0.9357, prec@top5: 0.4850, loss: 0.0409, grad_norm: 0.2064 2021-04-10 10:08:59,208 - mmaction - INFO - Epoch [10][2800/3842] lr: 1.363e-04, eta: 0:21:31, time: 1.220, data_time: 0.002, memory: 10189, loss_action_cls: 0.0389, recall@thr=0.5: 0.7521, prec@thr=0.5: 0.8200, recall@top3: 0.8323, prec@top3: 0.7035, recall@top5: 0.9449, prec@top5: 0.4921, loss: 0.0389, grad_norm: 0.2019 2021-04-10 10:09:23,731 - mmaction - INFO - Epoch [10][2820/3842] lr: 1.311e-04, eta: 0:21:06, time: 1.225, data_time: 0.001, memory: 10189, loss_action_cls: 0.0385, recall@thr=0.5: 0.7488, prec@thr=0.5: 0.8214, recall@top3: 0.8349, prec@top3: 0.6927, recall@top5: 0.9390, prec@top5: 0.4784, loss: 0.0385, grad_norm: 0.2019 2021-04-10 10:09:48,339 - mmaction - INFO - Epoch [10][2840/3842] lr: 1.261e-04, eta: 0:20:41, time: 1.232, data_time: 0.002, memory: 10189, loss_action_cls: 0.0380, recall@thr=0.5: 0.7603, prec@thr=0.5: 0.8376, recall@top3: 0.8372, prec@top3: 0.7030, recall@top5: 0.9457, prec@top5: 0.4887, loss: 0.0380, grad_norm: 0.1959 2021-04-10 10:10:12,781 - mmaction - INFO - Epoch [10][2860/3842] lr: 1.211e-04, eta: 0:20:16, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0388, recall@thr=0.5: 0.7573, prec@thr=0.5: 0.8268, recall@top3: 0.8350, prec@top3: 0.7056, recall@top5: 0.9463, prec@top5: 0.4931, loss: 0.0388, grad_norm: 0.1990 2021-04-10 10:10:37,517 - mmaction - INFO - Epoch [10][2880/3842] lr: 1.162e-04, eta: 0:19:51, time: 1.237, data_time: 0.011, memory: 10189, loss_action_cls: 0.0391, recall@thr=0.5: 0.7497, prec@thr=0.5: 0.8190, recall@top3: 0.8266, prec@top3: 0.6878, recall@top5: 0.9371, prec@top5: 0.4792, loss: 0.0391, grad_norm: 0.2130 2021-04-10 10:11:02,057 - mmaction - INFO - Epoch [10][2900/3842] lr: 1.114e-04, eta: 0:19:27, time: 1.227, data_time: 0.001, memory: 10189, loss_action_cls: 0.0386, recall@thr=0.5: 0.7568, prec@thr=0.5: 0.8098, recall@top3: 0.8323, prec@top3: 0.6990, recall@top5: 0.9443, prec@top5: 0.4874, loss: 0.0386, grad_norm: 0.2041 2021-04-10 10:11:26,349 - mmaction - INFO - Epoch [10][2920/3842] lr: 1.068e-04, eta: 0:19:02, time: 1.215, data_time: 0.001, memory: 10189, loss_action_cls: 0.0398, recall@thr=0.5: 0.7472, prec@thr=0.5: 0.8208, recall@top3: 0.8320, prec@top3: 0.6883, recall@top5: 0.9387, prec@top5: 0.4799, loss: 0.0398, grad_norm: 0.2059 2021-04-10 10:11:50,822 - mmaction - INFO - Epoch [10][2940/3842] lr: 1.022e-04, eta: 0:18:37, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0382, recall@thr=0.5: 0.7541, prec@thr=0.5: 0.8253, recall@top3: 0.8379, prec@top3: 0.6984, recall@top5: 0.9469, prec@top5: 0.4862, loss: 0.0382, grad_norm: 0.2047 2021-04-10 10:12:15,359 - mmaction - INFO - Epoch [10][2960/3842] lr: 9.771e-05, eta: 0:18:12, time: 1.228, data_time: 0.003, memory: 10189, loss_action_cls: 0.0379, recall@thr=0.5: 0.7665, prec@thr=0.5: 0.8235, recall@top3: 0.8425, prec@top3: 0.6974, recall@top5: 0.9413, prec@top5: 0.4806, loss: 0.0379, grad_norm: 0.1999 2021-04-10 10:12:39,769 - mmaction - INFO - Epoch [10][2980/3842] lr: 9.333e-05, eta: 0:17:48, time: 1.222, data_time: 0.002, memory: 10189, loss_action_cls: 0.0382, recall@thr=0.5: 0.7608, prec@thr=0.5: 0.8288, recall@top3: 0.8362, prec@top3: 0.6854, recall@top5: 0.9440, prec@top5: 0.4776, loss: 0.0382, grad_norm: 0.2006 2021-04-10 10:13:04,212 - mmaction - INFO - Epoch [10][3000/3842] lr: 8.906e-05, eta: 0:17:23, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7596, prec@thr=0.5: 0.8278, recall@top3: 0.8330, prec@top3: 0.7013, recall@top5: 0.9365, prec@top5: 0.4858, loss: 0.0393, grad_norm: 0.2036 2021-04-10 10:13:28,630 - mmaction - INFO - Epoch [10][3020/3842] lr: 8.488e-05, eta: 0:16:58, time: 1.222, data_time: 0.002, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7568, prec@thr=0.5: 0.8251, recall@top3: 0.8399, prec@top3: 0.6963, recall@top5: 0.9498, prec@top5: 0.4847, loss: 0.0393, grad_norm: 0.2022 2021-04-10 10:13:52,939 - mmaction - INFO - Epoch [10][3040/3842] lr: 8.081e-05, eta: 0:16:33, time: 1.215, data_time: 0.001, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7603, prec@thr=0.5: 0.8234, recall@top3: 0.8359, prec@top3: 0.6961, recall@top5: 0.9377, prec@top5: 0.4798, loss: 0.0393, grad_norm: 0.2053 2021-04-10 10:14:17,271 - mmaction - INFO - Epoch [10][3060/3842] lr: 7.684e-05, eta: 0:16:08, time: 1.218, data_time: 0.005, memory: 10189, loss_action_cls: 0.0361, recall@thr=0.5: 0.7596, prec@thr=0.5: 0.8324, recall@top3: 0.8419, prec@top3: 0.7046, recall@top5: 0.9453, prec@top5: 0.4884, loss: 0.0361, grad_norm: 0.1996 2021-04-10 10:14:41,689 - mmaction - INFO - Epoch [10][3080/3842] lr: 7.296e-05, eta: 0:15:44, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0378, recall@thr=0.5: 0.7558, prec@thr=0.5: 0.8204, recall@top3: 0.8391, prec@top3: 0.6905, recall@top5: 0.9464, prec@top5: 0.4773, loss: 0.0378, grad_norm: 0.1994 2021-04-10 10:15:06,157 - mmaction - INFO - Epoch [10][3100/3842] lr: 6.919e-05, eta: 0:15:19, time: 1.226, data_time: 0.004, memory: 10189, loss_action_cls: 0.0374, recall@thr=0.5: 0.7630, prec@thr=0.5: 0.8272, recall@top3: 0.8365, prec@top3: 0.6945, recall@top5: 0.9417, prec@top5: 0.4826, loss: 0.0374, grad_norm: 0.2007 2021-04-10 10:15:30,681 - mmaction - INFO - Epoch [10][3120/3842] lr: 6.551e-05, eta: 0:14:54, time: 1.226, data_time: 0.002, memory: 10189, loss_action_cls: 0.0400, recall@thr=0.5: 0.7522, prec@thr=0.5: 0.8162, recall@top3: 0.8210, prec@top3: 0.6928, recall@top5: 0.9377, prec@top5: 0.4883, loss: 0.0400, grad_norm: 0.2002 2021-04-10 10:15:55,163 - mmaction - INFO - Epoch [10][3140/3842] lr: 6.194e-05, eta: 0:14:29, time: 1.225, data_time: 0.002, memory: 10189, loss_action_cls: 0.0383, recall@thr=0.5: 0.7562, prec@thr=0.5: 0.8315, recall@top3: 0.8323, prec@top3: 0.7024, recall@top5: 0.9454, prec@top5: 0.4904, loss: 0.0383, grad_norm: 0.2028 2021-04-10 10:16:19,674 - mmaction - INFO - Epoch [10][3160/3842] lr: 5.847e-05, eta: 0:14:04, time: 1.225, data_time: 0.001, memory: 10189, loss_action_cls: 0.0387, recall@thr=0.5: 0.7346, prec@thr=0.5: 0.8213, recall@top3: 0.8250, prec@top3: 0.6860, recall@top5: 0.9343, prec@top5: 0.4784, loss: 0.0387, grad_norm: 0.2090 2021-04-10 10:16:44,001 - mmaction - INFO - Epoch [10][3180/3842] lr: 5.509e-05, eta: 0:13:40, time: 1.217, data_time: 0.002, memory: 10189, loss_action_cls: 0.0382, recall@thr=0.5: 0.7591, prec@thr=0.5: 0.8278, recall@top3: 0.8380, prec@top3: 0.6995, recall@top5: 0.9425, prec@top5: 0.4828, loss: 0.0382, grad_norm: 0.1983 2021-04-10 10:17:08,444 - mmaction - INFO - Epoch [10][3200/3842] lr: 5.182e-05, eta: 0:13:15, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0397, recall@thr=0.5: 0.7421, prec@thr=0.5: 0.8222, recall@top3: 0.8300, prec@top3: 0.7065, recall@top5: 0.9399, prec@top5: 0.4901, loss: 0.0397, grad_norm: 0.2026 2021-04-10 10:17:32,735 - mmaction - INFO - Epoch [10][3220/3842] lr: 4.865e-05, eta: 0:12:50, time: 1.213, data_time: 0.001, memory: 10189, loss_action_cls: 0.0401, recall@thr=0.5: 0.7471, prec@thr=0.5: 0.8177, recall@top3: 0.8272, prec@top3: 0.6942, recall@top5: 0.9457, prec@top5: 0.4874, loss: 0.0401, grad_norm: 0.2083 2021-04-10 10:17:57,311 - mmaction - INFO - Epoch [10][3240/3842] lr: 4.558e-05, eta: 0:12:25, time: 1.231, data_time: 0.002, memory: 10189, loss_action_cls: 0.0384, recall@thr=0.5: 0.7560, prec@thr=0.5: 0.8210, recall@top3: 0.8386, prec@top3: 0.6793, recall@top5: 0.9445, prec@top5: 0.4734, loss: 0.0384, grad_norm: 0.1993 2021-04-10 10:18:21,615 - mmaction - INFO - Epoch [10][3260/3842] lr: 4.260e-05, eta: 0:12:01, time: 1.215, data_time: 0.001, memory: 10189, loss_action_cls: 0.0394, recall@thr=0.5: 0.7543, prec@thr=0.5: 0.8230, recall@top3: 0.8350, prec@top3: 0.7025, recall@top5: 0.9397, prec@top5: 0.4861, loss: 0.0394, grad_norm: 0.2045 2021-04-10 10:18:45,949 - mmaction - INFO - Epoch [10][3280/3842] lr: 3.973e-05, eta: 0:11:36, time: 1.216, data_time: 0.001, memory: 10189, loss_action_cls: 0.0399, recall@thr=0.5: 0.7465, prec@thr=0.5: 0.8158, recall@top3: 0.8274, prec@top3: 0.6926, recall@top5: 0.9332, prec@top5: 0.4800, loss: 0.0399, grad_norm: 0.2015 2021-04-10 10:19:10,453 - mmaction - INFO - Epoch [10][3300/3842] lr: 3.696e-05, eta: 0:11:11, time: 1.226, data_time: 0.001, memory: 10189, loss_action_cls: 0.0396, recall@thr=0.5: 0.7473, prec@thr=0.5: 0.8129, recall@top3: 0.8257, prec@top3: 0.6955, recall@top5: 0.9408, prec@top5: 0.4870, loss: 0.0396, grad_norm: 0.2112 2021-04-10 10:19:34,919 - mmaction - INFO - Epoch [10][3320/3842] lr: 3.429e-05, eta: 0:10:46, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0405, recall@thr=0.5: 0.7525, prec@thr=0.5: 0.8210, recall@top3: 0.8268, prec@top3: 0.6994, recall@top5: 0.9389, prec@top5: 0.4881, loss: 0.0405, grad_norm: 0.2016 2021-04-10 10:19:59,345 - mmaction - INFO - Epoch [10][3340/3842] lr: 3.171e-05, eta: 0:10:21, time: 1.223, data_time: 0.003, memory: 10189, loss_action_cls: 0.0394, recall@thr=0.5: 0.7526, prec@thr=0.5: 0.8312, recall@top3: 0.8345, prec@top3: 0.6950, recall@top5: 0.9449, prec@top5: 0.4851, loss: 0.0394, grad_norm: 0.2026 2021-04-10 10:20:23,793 - mmaction - INFO - Epoch [10][3360/3842] lr: 2.924e-05, eta: 0:09:57, time: 1.222, data_time: 0.001, memory: 10189, loss_action_cls: 0.0388, recall@thr=0.5: 0.7509, prec@thr=0.5: 0.8218, recall@top3: 0.8411, prec@top3: 0.7108, recall@top5: 0.9468, prec@top5: 0.4932, loss: 0.0388, grad_norm: 0.2077 2021-04-10 10:20:48,176 - mmaction - INFO - Epoch [10][3380/3842] lr: 2.687e-05, eta: 0:09:32, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0384, recall@thr=0.5: 0.7674, prec@thr=0.5: 0.8218, recall@top3: 0.8449, prec@top3: 0.6967, recall@top5: 0.9449, prec@top5: 0.4794, loss: 0.0384, grad_norm: 0.1992 2021-04-10 10:21:12,643 - mmaction - INFO - Epoch [10][3400/3842] lr: 2.460e-05, eta: 0:09:07, time: 1.225, data_time: 0.007, memory: 10189, loss_action_cls: 0.0395, recall@thr=0.5: 0.7569, prec@thr=0.5: 0.8313, recall@top3: 0.8361, prec@top3: 0.7046, recall@top5: 0.9419, prec@top5: 0.4893, loss: 0.0395, grad_norm: 0.2029 2021-04-10 10:21:36,949 - mmaction - INFO - Epoch [10][3420/3842] lr: 2.243e-05, eta: 0:08:42, time: 1.216, data_time: 0.001, memory: 10189, loss_action_cls: 0.0391, recall@thr=0.5: 0.7577, prec@thr=0.5: 0.8278, recall@top3: 0.8395, prec@top3: 0.7016, recall@top5: 0.9439, prec@top5: 0.4867, loss: 0.0391, grad_norm: 0.2023 2021-04-10 10:22:01,480 - mmaction - INFO - Epoch [10][3440/3842] lr: 2.036e-05, eta: 0:08:17, time: 1.224, data_time: 0.001, memory: 10189, loss_action_cls: 0.0392, recall@thr=0.5: 0.7566, prec@thr=0.5: 0.8195, recall@top3: 0.8382, prec@top3: 0.7006, recall@top5: 0.9434, prec@top5: 0.4848, loss: 0.0392, grad_norm: 0.2077 2021-04-10 10:22:25,994 - mmaction - INFO - Epoch [10][3460/3842] lr: 1.839e-05, eta: 0:07:53, time: 1.228, data_time: 0.003, memory: 10189, loss_action_cls: 0.0381, recall@thr=0.5: 0.7560, prec@thr=0.5: 0.8239, recall@top3: 0.8308, prec@top3: 0.7028, recall@top5: 0.9429, prec@top5: 0.4924, loss: 0.0381, grad_norm: 0.2041 2021-04-10 10:22:51,680 - mmaction - INFO - Epoch [10][3480/3842] lr: 1.652e-05, eta: 0:07:28, time: 1.283, data_time: 0.001, memory: 10189, loss_action_cls: 0.0387, recall@thr=0.5: 0.7641, prec@thr=0.5: 0.8290, recall@top3: 0.8354, prec@top3: 0.7110, recall@top5: 0.9455, prec@top5: 0.4958, loss: 0.0387, grad_norm: 0.2076 2021-04-10 10:23:16,145 - mmaction - INFO - Epoch [10][3500/3842] lr: 1.475e-05, eta: 0:07:03, time: 1.224, data_time: 0.002, memory: 10189, loss_action_cls: 0.0396, recall@thr=0.5: 0.7582, prec@thr=0.5: 0.8154, recall@top3: 0.8334, prec@top3: 0.6926, recall@top5: 0.9381, prec@top5: 0.4810, loss: 0.0396, grad_norm: 0.2030 2021-04-10 10:23:40,552 - mmaction - INFO - Epoch [10][3520/3842] lr: 1.308e-05, eta: 0:06:38, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0401, recall@thr=0.5: 0.7447, prec@thr=0.5: 0.8112, recall@top3: 0.8217, prec@top3: 0.6795, recall@top5: 0.9328, prec@top5: 0.4733, loss: 0.0401, grad_norm: 0.2115 2021-04-10 10:24:05,111 - mmaction - INFO - Epoch [10][3540/3842] lr: 1.151e-05, eta: 0:06:14, time: 1.226, data_time: 0.002, memory: 10189, loss_action_cls: 0.0389, recall@thr=0.5: 0.7573, prec@thr=0.5: 0.8242, recall@top3: 0.8334, prec@top3: 0.7005, recall@top5: 0.9442, prec@top5: 0.4878, loss: 0.0389, grad_norm: 0.2040 2021-04-10 10:24:29,639 - mmaction - INFO - Epoch [10][3560/3842] lr: 1.004e-05, eta: 0:05:49, time: 1.229, data_time: 0.004, memory: 10189, loss_action_cls: 0.0378, recall@thr=0.5: 0.7570, prec@thr=0.5: 0.8326, recall@top3: 0.8397, prec@top3: 0.6996, recall@top5: 0.9449, prec@top5: 0.4836, loss: 0.0378, grad_norm: 0.1956 2021-04-10 10:24:54,122 - mmaction - INFO - Epoch [10][3580/3842] lr: 8.671e-06, eta: 0:05:24, time: 1.223, data_time: 0.001, memory: 10189, loss_action_cls: 0.0397, recall@thr=0.5: 0.7516, prec@thr=0.5: 0.8106, recall@top3: 0.8219, prec@top3: 0.6824, recall@top5: 0.9394, prec@top5: 0.4817, loss: 0.0397, grad_norm: 0.2039 2021-04-10 10:25:18,521 - mmaction - INFO - Epoch [10][3600/3842] lr: 7.403e-06, eta: 0:04:59, time: 1.221, data_time: 0.002, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7464, prec@thr=0.5: 0.8237, recall@top3: 0.8351, prec@top3: 0.6890, recall@top5: 0.9427, prec@top5: 0.4786, loss: 0.0393, grad_norm: 0.2008 2021-04-10 10:25:42,943 - mmaction - INFO - Epoch [10][3620/3842] lr: 6.234e-06, eta: 0:04:35, time: 1.220, data_time: 0.001, memory: 10189, loss_action_cls: 0.0395, recall@thr=0.5: 0.7504, prec@thr=0.5: 0.8292, recall@top3: 0.8302, prec@top3: 0.6885, recall@top5: 0.9375, prec@top5: 0.4804, loss: 0.0395, grad_norm: 0.2006 2021-04-10 10:26:07,205 - mmaction - INFO - Epoch [10][3640/3842] lr: 5.166e-06, eta: 0:04:10, time: 1.214, data_time: 0.001, memory: 10189, loss_action_cls: 0.0404, recall@thr=0.5: 0.7584, prec@thr=0.5: 0.8315, recall@top3: 0.8279, prec@top3: 0.6955, recall@top5: 0.9453, prec@top5: 0.4892, loss: 0.0404, grad_norm: 0.2088 2021-04-10 10:26:31,580 - mmaction - INFO - Epoch [10][3660/3842] lr: 4.198e-06, eta: 0:03:45, time: 1.219, data_time: 0.001, memory: 10189, loss_action_cls: 0.0383, recall@thr=0.5: 0.7583, prec@thr=0.5: 0.8296, recall@top3: 0.8366, prec@top3: 0.7004, recall@top5: 0.9408, prec@top5: 0.4830, loss: 0.0383, grad_norm: 0.1978 2021-04-10 10:26:56,002 - mmaction - INFO - Epoch [10][3680/3842] lr: 3.331e-06, eta: 0:03:20, time: 1.218, data_time: 0.001, memory: 10189, loss_action_cls: 0.0393, recall@thr=0.5: 0.7532, prec@thr=0.5: 0.8229, recall@top3: 0.8277, prec@top3: 0.6927, recall@top5: 0.9406, prec@top5: 0.4856, loss: 0.0393, grad_norm: 0.2093 2021-04-10 10:27:20,617 - mmaction - INFO - Epoch [10][3700/3842] lr: 2.564e-06, eta: 0:02:55, time: 1.233, data_time: 0.003, memory: 10189, loss_action_cls: 0.0388, recall@thr=0.5: 0.7521, prec@thr=0.5: 0.8128, recall@top3: 0.8354, prec@top3: 0.6798, recall@top5: 0.9412, prec@top5: 0.4705, loss: 0.0388, grad_norm: 0.2032 2021-04-10 10:27:45,075 - mmaction - INFO - Epoch [10][3720/3842] lr: 1.897e-06, eta: 0:02:31, time: 1.221, data_time: 0.001, memory: 10189, loss_action_cls: 0.0374, recall@thr=0.5: 0.7532, prec@thr=0.5: 0.8199, recall@top3: 0.8336, prec@top3: 0.6944, recall@top5: 0.9524, prec@top5: 0.4893, loss: 0.0374, grad_norm: 0.2073 2021-04-10 10:28:09,391 - mmaction - INFO - Epoch [10][3740/3842] lr: 1.330e-06, eta: 0:02:06, time: 1.217, data_time: 0.002, memory: 10189, loss_action_cls: 0.0379, recall@thr=0.5: 0.7542, prec@thr=0.5: 0.8273, recall@top3: 0.8307, prec@top3: 0.7060, recall@top5: 0.9405, prec@top5: 0.4905, loss: 0.0379, grad_norm: 0.2023 2021-04-10 10:28:33,615 - mmaction - INFO - Epoch [10][3760/3842] lr: 8.637e-07, eta: 0:01:41, time: 1.211, data_time: 0.001, memory: 10189, loss_action_cls: 0.0403, recall@thr=0.5: 0.7554, prec@thr=0.5: 0.8185, recall@top3: 0.8235, prec@top3: 0.6830, recall@top5: 0.9373, prec@top5: 0.4780, loss: 0.0403, grad_norm: 0.2056 2021-04-10 10:28:58,026 - mmaction - INFO - Epoch [10][3780/3842] lr: 4.976e-07, eta: 0:01:16, time: 1.220, data_time: 0.001, memory: 10189, loss_action_cls: 0.0407, recall@thr=0.5: 0.7463, prec@thr=0.5: 0.8236, recall@top3: 0.8217, prec@top3: 0.6868, recall@top5: 0.9409, prec@top5: 0.4838, loss: 0.0407, grad_norm: 0.2077 2021-04-10 10:29:22,455 - mmaction - INFO - Epoch [10][3800/3842] lr: 2.318e-07, eta: 0:00:52, time: 1.222, data_time: 0.002, memory: 10189, loss_action_cls: 0.0376, recall@thr=0.5: 0.7681, prec@thr=0.5: 0.8312, recall@top3: 0.8383, prec@top3: 0.7063, recall@top5: 0.9444, prec@top5: 0.4922, loss: 0.0376, grad_norm: 0.2084 2021-04-10 10:29:46,813 - mmaction - INFO - Epoch [10][3820/3842] lr: 6.632e-08, eta: 0:00:27, time: 1.217, data_time: 0.001, memory: 10189, loss_action_cls: 0.0360, recall@thr=0.5: 0.7665, prec@thr=0.5: 0.8415, recall@top3: 0.8427, prec@top3: 0.7070, recall@top5: 0.9490, prec@top5: 0.4907, loss: 0.0360, grad_norm: 0.2040 2021-04-10 10:30:11,094 - mmaction - INFO - Epoch [10][3840/3842] lr: 1.128e-09, eta: 0:00:02, time: 1.215, data_time: 0.005, memory: 10189, loss_action_cls: 0.0364, recall@thr=0.5: 0.7768, prec@thr=0.5: 0.8300, recall@top3: 0.8455, prec@top3: 0.6922, recall@top5: 0.9434, prec@top5: 0.4759, loss: 0.0364, grad_norm: 0.2091 2021-04-10 10:30:30,823 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-04-10 10:48:16,850 - mmaction - INFO - Evaluating mAP ... 2021-04-10 10:52:49,321 - mmaction - INFO - mAP@0.5IOU 0.2600 2021-04-10 10:52:50,412 - mmaction - INFO - Epoch(val) [10][3842] mAP@0.5IOU: 0.2600