2021-03-16 12:25:17,076 - 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: 1.2.6 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 9.0 MMAction2: 0.12.0+2b849fa ------------------------------------------------------------ 2021-03-16 12:25:17,127 - mmaction - INFO - Distributed training: True 2021-03-16 12:25:17,128 - mmaction - INFO - Config: /mnt/lustre/huangbinkun/mmaction2/configs/detection/_base_/models/slowonly_r50_nl.py # model setting model = dict( type='FastRCNN', backbone=dict( type='ResNet3dSlowOnly', depth=50, pretrained=None, pretrained2d=False, lateral=False, num_stages=4, conv1_kernel=(1, 7, 7), conv1_stride_t=1, pool1_stride_t=1, spatial_strides=(1, 2, 2, 1), norm_cfg=dict(type='BN3d', requires_grad=True), non_local=((0, 0, 0), (1, 0, 1, 0), (1, 0, 1, 0, 1, 0), (0, 0, 0)), non_local_cfg=dict( sub_sample=True, use_scale=True, norm_cfg=dict(type='BN3d', requires_grad=True), mode='embedded_gaussian')), 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', in_channels=2048, num_classes=81, multilabel=True, dropout_ratio=0.5)), train_cfg=dict( rcnn=dict( assigner=dict( type='MaxIoUAssignerAVA', pos_iou_thr=0.9, neg_iou_thr=0.9, min_pos_iou=0.9), sampler=dict( type='RandomSampler', num=32, pos_fraction=1, neg_pos_ub=-1, add_gt_as_proposals=True), pos_weight=1.0, debug=False)), test_cfg=dict(rcnn=dict(action_thr=0.00))) /mnt/lustre/huangbinkun/mmaction2/configs/detection/ava/slowonly_nl_kinetics_pretrained_r50_4x16x1_20e_ava_rgb.py _base_ = ['../_base_/models/slowonly_r50_nl.py'] dataset_type = 'AVADataset' data_root = 'data/ava/rawframes' anno_root = 'data/ava/annotations' ann_file_train = f'{anno_root}/ava_train_v2.1.csv' ann_file_val = f'{anno_root}/ava_val_v2.1.csv' exclude_file_train = f'{anno_root}/ava_train_excluded_timestamps_v2.1.csv' exclude_file_val = f'{anno_root}/ava_val_excluded_timestamps_v2.1.csv' label_file = f'{anno_root}/ava_action_list_v2.1_for_activitynet_2018.pbtxt' proposal_file_train = (f'{anno_root}/ava_dense_proposals_train.FAIR.' 'recall_93.9.pkl') proposal_file_val = f'{anno_root}/ava_dense_proposals_val.FAIR.recall_93.9.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=4, frame_interval=16), 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), # Rename is needed to use mmdet detectors 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=4, frame_interval=16), 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), # Rename is needed to use mmdet detectors 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=12, workers_per_gpu=4, # During testing, each video may have different shape 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 = dict( type='SGD', lr=0.3, momentum=0.9, weight_decay=1e-06, nesterov=True) # 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='step', step=[4, 6, 8], warmup='linear', warmup_iters=800, warmup_ratio=0.01) total_epochs = 10 checkpoint_config = dict(interval=1) workflow = [('train', 1)] evaluation = dict(interval=1, save_best='mAP@0.5IOU') log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = ('./work_dirs/ava/' 'slowonly_nl_kinetics_pretrained_r50_4x16x1_20e_ava_rgb') load_from = ( 'https://download.openmmlab.com/mmaction/recognition/slowonly/' 'slowonly_nl_embedded_gaussian_r50_4x16x1_150e_kinetics400_rgb/' 'slowonly_nl_embedded_gaussian_r50_4x16x1_150e_kinetics400_rgb_20210308-0d6e5a69.pth' # noqa: E501 ) resume_from = None find_unused_parameters = False 2021-03-16 12:25:17,128 - mmaction - INFO - Set random seed to 0, deterministic: True 2021-03-16 12:25:54,718 - mmaction - INFO - 184378 out of 184378 frames are valid. 2021-03-16 12:26:07,076 - mmaction - INFO - load checkpoint from https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_nl_embedded_gaussian_r50_4x16x1_150e_kinetics400_rgb/slowonly_nl_embedded_gaussian_r50_4x16x1_150e_kinetics400_rgb_20210308-0d6e5a69.pth 2021-03-16 12:26:07,239 - 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 2021-03-16 12:26:07,254 - mmaction - INFO - Start running, host: huangbinkun@SH-IDC2-172-20-21-22, work_dir: /mnt/lustre/huangbinkun/mmaction2/work_dirs/slowonly_nl_4_ava/20210316_122505 2021-03-16 12:26:07,254 - mmaction - INFO - workflow: [('train', 1)], max: 10 epochs 2021-03-16 12:27:14,582 - mmaction - INFO - Epoch [1][20/1921] lr: 1.005e-02, eta: 17:50:18, time: 3.346, data_time: 2.245, memory: 9057, loss_action_cls: 0.2261, recall@thr=0.5: 0.2254, prec@thr=0.5: 0.2978, recall@top3: 0.3972, prec@top3: 0.3343, recall@top5: 0.5949, prec@top5: 0.3042, loss: 0.2261, grad_norm: 1.1008 2021-03-16 12:27:31,604 - mmaction - INFO - Epoch [1][40/1921] lr: 1.748e-02, eta: 11:10:34, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.1190, recall@thr=0.5: 0.2506, prec@thr=0.5: 0.3949, recall@top3: 0.5217, prec@top3: 0.4401, recall@top5: 0.7602, prec@top5: 0.3864, loss: 0.1190, grad_norm: 0.2182 2021-03-16 12:27:48,630 - mmaction - INFO - Epoch [1][60/1921] lr: 2.490e-02, eta: 8:57:06, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.1081, recall@thr=0.5: 0.2992, prec@thr=0.5: 0.4493, recall@top3: 0.5636, prec@top3: 0.4782, recall@top5: 0.7892, prec@top5: 0.4036, loss: 0.1081, grad_norm: 0.1975 2021-03-16 12:28:05,752 - mmaction - INFO - Epoch [1][80/1921] lr: 3.233e-02, eta: 7:50:38, time: 0.856, data_time: 0.001, memory: 9057, loss_action_cls: 0.1043, recall@thr=0.5: 0.3205, prec@thr=0.5: 0.4732, recall@top3: 0.5844, prec@top3: 0.4891, recall@top5: 0.7975, prec@top5: 0.4029, loss: 0.1043, grad_norm: 0.1919 2021-03-16 12:28:22,728 - mmaction - INFO - Epoch [1][100/1921] lr: 3.975e-02, eta: 7:10:11, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.1012, recall@thr=0.5: 0.3657, prec@thr=0.5: 0.5255, recall@top3: 0.6118, prec@top3: 0.5128, recall@top5: 0.8230, prec@top5: 0.4162, loss: 0.1012, grad_norm: 0.1841 2021-03-16 12:28:39,780 - mmaction - INFO - Epoch [1][120/1921] lr: 4.718e-02, eta: 6:43:20, time: 0.853, data_time: 0.001, memory: 9057, loss_action_cls: 0.1004, recall@thr=0.5: 0.3689, prec@thr=0.5: 0.5150, recall@top3: 0.6070, prec@top3: 0.4994, recall@top5: 0.8149, prec@top5: 0.4069, loss: 0.1004, grad_norm: 0.2244 2021-03-16 12:28:56,862 - mmaction - INFO - Epoch [1][140/1921] lr: 5.460e-02, eta: 6:24:07, time: 0.854, data_time: 0.001, memory: 9057, loss_action_cls: 0.1009, recall@thr=0.5: 0.3833, prec@thr=0.5: 0.5176, recall@top3: 0.6149, prec@top3: 0.5100, recall@top5: 0.8182, prec@top5: 0.4133, loss: 0.1009, grad_norm: 0.2318 2021-03-16 12:29:13,951 - mmaction - INFO - Epoch [1][160/1921] lr: 6.203e-02, eta: 6:09:41, time: 0.855, data_time: 0.001, memory: 9057, loss_action_cls: 0.0988, recall@thr=0.5: 0.4070, prec@thr=0.5: 0.5411, recall@top3: 0.6246, prec@top3: 0.5219, recall@top5: 0.8184, prec@top5: 0.4176, loss: 0.0988, grad_norm: 0.2386 2021-03-16 12:29:31,076 - mmaction - INFO - Epoch [1][180/1921] lr: 6.945e-02, eta: 5:58:25, time: 0.856, data_time: 0.001, memory: 9057, loss_action_cls: 0.0972, recall@thr=0.5: 0.4141, prec@thr=0.5: 0.5424, recall@top3: 0.6243, prec@top3: 0.5198, recall@top5: 0.8294, prec@top5: 0.4198, loss: 0.0972, grad_norm: 0.2523 2021-03-16 12:29:48,158 - mmaction - INFO - Epoch [1][200/1921] lr: 7.688e-02, eta: 5:49:19, time: 0.855, data_time: 0.001, memory: 9057, loss_action_cls: 0.0973, recall@thr=0.5: 0.4160, prec@thr=0.5: 0.5470, recall@top3: 0.6278, prec@top3: 0.5151, recall@top5: 0.8322, prec@top5: 0.4164, loss: 0.0973, grad_norm: 0.2298 2021-03-16 12:30:05,385 - mmaction - INFO - Epoch [1][220/1921] lr: 8.430e-02, eta: 5:41:59, time: 0.861, data_time: 0.001, memory: 9057, loss_action_cls: 0.0948, recall@thr=0.5: 0.4362, prec@thr=0.5: 0.5694, recall@top3: 0.6423, prec@top3: 0.5248, recall@top5: 0.8331, prec@top5: 0.4181, loss: 0.0948, grad_norm: 0.2449 2021-03-16 12:30:22,414 - mmaction - INFO - Epoch [1][240/1921] lr: 9.173e-02, eta: 5:35:36, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0963, recall@thr=0.5: 0.4378, prec@thr=0.5: 0.5587, recall@top3: 0.6301, prec@top3: 0.5177, recall@top5: 0.8232, prec@top5: 0.4145, loss: 0.0963, grad_norm: 0.2790 2021-03-16 12:30:39,554 - mmaction - INFO - Epoch [1][260/1921] lr: 9.915e-02, eta: 5:30:17, time: 0.857, data_time: 0.001, memory: 9057, loss_action_cls: 0.0945, recall@thr=0.5: 0.4368, prec@thr=0.5: 0.5585, recall@top3: 0.6340, prec@top3: 0.5197, recall@top5: 0.8275, prec@top5: 0.4145, loss: 0.0945, grad_norm: 0.2435 2021-03-16 12:30:56,628 - mmaction - INFO - Epoch [1][280/1921] lr: 1.066e-01, eta: 5:25:36, time: 0.854, data_time: 0.001, memory: 9057, loss_action_cls: 0.0955, recall@thr=0.5: 0.4532, prec@thr=0.5: 0.5754, recall@top3: 0.6483, prec@top3: 0.5323, recall@top5: 0.8355, prec@top5: 0.4210, loss: 0.0955, grad_norm: 0.2388 2021-03-16 12:31:13,670 - mmaction - INFO - Epoch [1][300/1921] lr: 1.140e-01, eta: 5:21:29, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0963, recall@thr=0.5: 0.4583, prec@thr=0.5: 0.5730, recall@top3: 0.6441, prec@top3: 0.5325, recall@top5: 0.8397, prec@top5: 0.4232, loss: 0.0963, grad_norm: 0.2574 2021-03-16 12:31:30,745 - mmaction - INFO - Epoch [1][320/1921] lr: 1.214e-01, eta: 5:17:52, time: 0.853, data_time: 0.001, memory: 9057, loss_action_cls: 0.0930, recall@thr=0.5: 0.4618, prec@thr=0.5: 0.5753, recall@top3: 0.6428, prec@top3: 0.5250, recall@top5: 0.8386, prec@top5: 0.4181, loss: 0.0930, grad_norm: 0.2004 2021-03-16 12:31:47,778 - mmaction - INFO - Epoch [1][340/1921] lr: 1.289e-01, eta: 5:14:36, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0910, recall@thr=0.5: 0.4551, prec@thr=0.5: 0.5698, recall@top3: 0.6530, prec@top3: 0.5383, recall@top5: 0.8470, prec@top5: 0.4274, loss: 0.0910, grad_norm: 0.2198 2021-03-16 12:32:04,844 - mmaction - INFO - Epoch [1][360/1921] lr: 1.363e-01, eta: 5:11:42, time: 0.853, data_time: 0.001, memory: 9057, loss_action_cls: 0.0955, recall@thr=0.5: 0.4695, prec@thr=0.5: 0.5824, recall@top3: 0.6600, prec@top3: 0.5435, recall@top5: 0.8491, prec@top5: 0.4289, loss: 0.0955, grad_norm: 0.2134 2021-03-16 12:32:21,943 - mmaction - INFO - Epoch [1][380/1921] lr: 1.437e-01, eta: 5:09:06, time: 0.855, data_time: 0.001, memory: 9057, loss_action_cls: 0.0905, recall@thr=0.5: 0.5009, prec@thr=0.5: 0.5986, recall@top3: 0.6631, prec@top3: 0.5492, recall@top5: 0.8505, prec@top5: 0.4310, loss: 0.0905, grad_norm: 0.1993 2021-03-16 12:32:39,003 - mmaction - INFO - Epoch [1][400/1921] lr: 1.511e-01, eta: 5:06:43, time: 0.853, data_time: 0.001, memory: 9057, loss_action_cls: 0.0917, recall@thr=0.5: 0.4970, prec@thr=0.5: 0.6020, recall@top3: 0.6678, prec@top3: 0.5514, recall@top5: 0.8482, prec@top5: 0.4287, loss: 0.0917, grad_norm: 0.1865 2021-03-16 12:32:56,015 - mmaction - INFO - Epoch [1][420/1921] lr: 1.586e-01, eta: 5:04:29, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0905, recall@thr=0.5: 0.4960, prec@thr=0.5: 0.6093, recall@top3: 0.6685, prec@top3: 0.5562, recall@top5: 0.8537, prec@top5: 0.4343, loss: 0.0905, grad_norm: 0.1749 2021-03-16 12:33:13,049 - mmaction - INFO - Epoch [1][440/1921] lr: 1.660e-01, eta: 5:02:26, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0907, recall@thr=0.5: 0.4966, prec@thr=0.5: 0.6081, recall@top3: 0.6729, prec@top3: 0.5510, recall@top5: 0.8499, prec@top5: 0.4246, loss: 0.0907, grad_norm: 0.1624 2021-03-16 12:33:30,089 - mmaction - INFO - Epoch [1][460/1921] lr: 1.734e-01, eta: 5:00:33, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0909, recall@thr=0.5: 0.4990, prec@thr=0.5: 0.6081, recall@top3: 0.6679, prec@top3: 0.5485, recall@top5: 0.8575, prec@top5: 0.4284, loss: 0.0909, grad_norm: 0.1827 2021-03-16 12:33:47,060 - mmaction - INFO - Epoch [1][480/1921] lr: 1.808e-01, eta: 4:58:46, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0908, recall@thr=0.5: 0.4845, prec@thr=0.5: 0.6009, recall@top3: 0.6677, prec@top3: 0.5503, recall@top5: 0.8476, prec@top5: 0.4265, loss: 0.0908, grad_norm: 0.1670 2021-03-16 12:34:04,059 - mmaction - INFO - Epoch [1][500/1921] lr: 1.883e-01, eta: 4:57:06, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0844, recall@thr=0.5: 0.5074, prec@thr=0.5: 0.6180, recall@top3: 0.6800, prec@top3: 0.5551, recall@top5: 0.8572, prec@top5: 0.4274, loss: 0.0844, grad_norm: 0.1438 2021-03-16 12:34:20,993 - mmaction - INFO - Epoch [1][520/1921] lr: 1.957e-01, eta: 4:55:31, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0816, recall@thr=0.5: 0.5138, prec@thr=0.5: 0.6147, recall@top3: 0.6797, prec@top3: 0.5597, recall@top5: 0.8599, prec@top5: 0.4324, loss: 0.0816, grad_norm: 0.1450 2021-03-16 12:34:37,945 - mmaction - INFO - Epoch [1][540/1921] lr: 2.031e-01, eta: 4:54:02, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0892, recall@thr=0.5: 0.5229, prec@thr=0.5: 0.6240, recall@top3: 0.6858, prec@top3: 0.5670, recall@top5: 0.8672, prec@top5: 0.4395, loss: 0.0892, grad_norm: 0.1293 2021-03-16 12:34:54,895 - mmaction - INFO - Epoch [1][560/1921] lr: 2.105e-01, eta: 4:52:38, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0860, recall@thr=0.5: 0.5030, prec@thr=0.5: 0.6194, recall@top3: 0.6765, prec@top3: 0.5606, recall@top5: 0.8607, prec@top5: 0.4351, loss: 0.0860, grad_norm: 0.1416 2021-03-16 12:35:11,886 - mmaction - INFO - Epoch [1][580/1921] lr: 2.180e-01, eta: 4:51:21, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0830, recall@thr=0.5: 0.5224, prec@thr=0.5: 0.6402, recall@top3: 0.6948, prec@top3: 0.5746, recall@top5: 0.8714, prec@top5: 0.4397, loss: 0.0830, grad_norm: 0.1394 2021-03-16 12:35:28,833 - mmaction - INFO - Epoch [1][600/1921] lr: 2.254e-01, eta: 4:50:05, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0864, recall@thr=0.5: 0.5169, prec@thr=0.5: 0.6165, recall@top3: 0.6794, prec@top3: 0.5607, recall@top5: 0.8585, prec@top5: 0.4333, loss: 0.0864, grad_norm: 0.1382 2021-03-16 12:35:45,790 - mmaction - INFO - Epoch [1][620/1921] lr: 2.328e-01, eta: 4:48:54, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0822, recall@thr=0.5: 0.5421, prec@thr=0.5: 0.6473, recall@top3: 0.6983, prec@top3: 0.5735, recall@top5: 0.8724, prec@top5: 0.4376, loss: 0.0822, grad_norm: 0.1270 2021-03-16 12:36:02,774 - mmaction - INFO - Epoch [1][640/1921] lr: 2.402e-01, eta: 4:47:47, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0833, recall@thr=0.5: 0.5162, prec@thr=0.5: 0.6343, recall@top3: 0.6872, prec@top3: 0.5594, recall@top5: 0.8702, prec@top5: 0.4323, loss: 0.0833, grad_norm: 0.1372 2021-03-16 12:36:19,773 - mmaction - INFO - Epoch [1][660/1921] lr: 2.477e-01, eta: 4:46:44, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0832, recall@thr=0.5: 0.5366, prec@thr=0.5: 0.6377, recall@top3: 0.7013, prec@top3: 0.5748, recall@top5: 0.8681, prec@top5: 0.4362, loss: 0.0832, grad_norm: 0.1082 2021-03-16 12:36:36,736 - mmaction - INFO - Epoch [1][680/1921] lr: 2.551e-01, eta: 4:45:42, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0806, recall@thr=0.5: 0.5283, prec@thr=0.5: 0.6408, recall@top3: 0.6928, prec@top3: 0.5757, recall@top5: 0.8663, prec@top5: 0.4399, loss: 0.0806, grad_norm: 0.1186 2021-03-16 12:36:53,723 - mmaction - INFO - Epoch [1][700/1921] lr: 2.625e-01, eta: 4:44:43, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0823, recall@thr=0.5: 0.5188, prec@thr=0.5: 0.6299, recall@top3: 0.6911, prec@top3: 0.5663, recall@top5: 0.8684, prec@top5: 0.4358, loss: 0.0823, grad_norm: 0.1228 2021-03-16 12:37:10,662 - mmaction - INFO - Epoch [1][720/1921] lr: 2.699e-01, eta: 4:43:46, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0797, recall@thr=0.5: 0.5282, prec@thr=0.5: 0.6383, recall@top3: 0.6909, prec@top3: 0.5664, recall@top5: 0.8627, prec@top5: 0.4332, loss: 0.0797, grad_norm: 0.1122 2021-03-16 12:37:27,577 - mmaction - INFO - Epoch [1][740/1921] lr: 2.774e-01, eta: 4:42:50, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0776, recall@thr=0.5: 0.5499, prec@thr=0.5: 0.6579, recall@top3: 0.7016, prec@top3: 0.5799, recall@top5: 0.8710, prec@top5: 0.4427, loss: 0.0776, grad_norm: 0.1157 2021-03-16 12:37:44,504 - mmaction - INFO - Epoch [1][760/1921] lr: 2.848e-01, eta: 4:41:56, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0798, recall@thr=0.5: 0.5353, prec@thr=0.5: 0.6482, recall@top3: 0.6990, prec@top3: 0.5800, recall@top5: 0.8679, prec@top5: 0.4414, loss: 0.0798, grad_norm: 0.1148 2021-03-16 12:38:01,490 - mmaction - INFO - Epoch [1][780/1921] lr: 2.922e-01, eta: 4:41:06, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0781, recall@thr=0.5: 0.5379, prec@thr=0.5: 0.6400, recall@top3: 0.6970, prec@top3: 0.5716, recall@top5: 0.8678, prec@top5: 0.4354, loss: 0.0781, grad_norm: 0.1180 2021-03-16 12:38:18,442 - mmaction - INFO - Epoch [1][800/1921] lr: 2.996e-01, eta: 4:40:17, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0779, recall@thr=0.5: 0.5522, prec@thr=0.5: 0.6504, recall@top3: 0.7128, prec@top3: 0.5944, recall@top5: 0.8793, prec@top5: 0.4491, loss: 0.0779, grad_norm: 0.1127 2021-03-16 12:38:35,427 - mmaction - INFO - Epoch [1][820/1921] lr: 3.000e-01, eta: 4:39:30, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0809, recall@thr=0.5: 0.5435, prec@thr=0.5: 0.6434, recall@top3: 0.6988, prec@top3: 0.5754, recall@top5: 0.8773, prec@top5: 0.4423, loss: 0.0809, grad_norm: 0.1145 2021-03-16 12:38:52,371 - mmaction - INFO - Epoch [1][840/1921] lr: 3.000e-01, eta: 4:38:43, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0775, recall@thr=0.5: 0.5515, prec@thr=0.5: 0.6500, recall@top3: 0.7054, prec@top3: 0.5864, recall@top5: 0.8732, prec@top5: 0.4439, loss: 0.0775, grad_norm: 0.1085 2021-03-16 12:39:09,339 - mmaction - INFO - Epoch [1][860/1921] lr: 3.000e-01, eta: 4:37:58, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0758, recall@thr=0.5: 0.5245, prec@thr=0.5: 0.6359, recall@top3: 0.7050, prec@top3: 0.5628, recall@top5: 0.8725, prec@top5: 0.4263, loss: 0.0758, grad_norm: 0.1055 2021-03-16 12:39:26,311 - mmaction - INFO - Epoch [1][880/1921] lr: 3.000e-01, eta: 4:37:15, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0744, recall@thr=0.5: 0.5663, prec@thr=0.5: 0.6631, recall@top3: 0.7158, prec@top3: 0.5856, recall@top5: 0.8743, prec@top5: 0.4383, loss: 0.0744, grad_norm: 0.1048 2021-03-16 12:39:43,245 - mmaction - INFO - Epoch [1][900/1921] lr: 3.000e-01, eta: 4:36:32, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0732, recall@thr=0.5: 0.5649, prec@thr=0.5: 0.6542, recall@top3: 0.7143, prec@top3: 0.5886, recall@top5: 0.8835, prec@top5: 0.4458, loss: 0.0732, grad_norm: 0.1099 2021-03-16 12:40:00,235 - mmaction - INFO - Epoch [1][920/1921] lr: 3.000e-01, eta: 4:35:51, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0744, recall@thr=0.5: 0.5370, prec@thr=0.5: 0.6422, recall@top3: 0.6977, prec@top3: 0.5760, recall@top5: 0.8706, prec@top5: 0.4411, loss: 0.0744, grad_norm: 0.1021 2021-03-16 12:40:17,186 - mmaction - INFO - Epoch [1][940/1921] lr: 3.000e-01, eta: 4:35:11, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0770, recall@thr=0.5: 0.5521, prec@thr=0.5: 0.6530, recall@top3: 0.7050, prec@top3: 0.5857, recall@top5: 0.8792, prec@top5: 0.4458, loss: 0.0770, grad_norm: 0.0986 2021-03-16 12:40:34,115 - mmaction - INFO - Epoch [1][960/1921] lr: 3.000e-01, eta: 4:34:31, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0765, recall@thr=0.5: 0.5531, prec@thr=0.5: 0.6607, recall@top3: 0.7125, prec@top3: 0.5844, recall@top5: 0.8806, prec@top5: 0.4423, loss: 0.0765, grad_norm: 0.1040 2021-03-16 12:40:51,076 - mmaction - INFO - Epoch [1][980/1921] lr: 3.000e-01, eta: 4:33:53, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0752, recall@thr=0.5: 0.5381, prec@thr=0.5: 0.6367, recall@top3: 0.6999, prec@top3: 0.5792, recall@top5: 0.8698, prec@top5: 0.4401, loss: 0.0752, grad_norm: 0.0985 2021-03-16 12:41:08,063 - mmaction - INFO - Epoch [1][1000/1921] lr: 3.000e-01, eta: 4:33:16, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0707, recall@thr=0.5: 0.5477, prec@thr=0.5: 0.6549, recall@top3: 0.7130, prec@top3: 0.5910, recall@top5: 0.8796, prec@top5: 0.4460, loss: 0.0707, grad_norm: 0.1013 2021-03-16 12:41:25,029 - mmaction - INFO - Epoch [1][1020/1921] lr: 3.000e-01, eta: 4:32:39, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0711, recall@thr=0.5: 0.5610, prec@thr=0.5: 0.6687, recall@top3: 0.7155, prec@top3: 0.5914, recall@top5: 0.8828, prec@top5: 0.4437, loss: 0.0711, grad_norm: 0.1019 2021-03-16 12:41:41,982 - mmaction - INFO - Epoch [1][1040/1921] lr: 3.000e-01, eta: 4:32:03, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0730, recall@thr=0.5: 0.5637, prec@thr=0.5: 0.6644, recall@top3: 0.7170, prec@top3: 0.5899, recall@top5: 0.8777, prec@top5: 0.4431, loss: 0.0730, grad_norm: 0.0973 2021-03-16 12:41:58,914 - mmaction - INFO - Epoch [1][1060/1921] lr: 3.000e-01, eta: 4:31:28, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0728, recall@thr=0.5: 0.5627, prec@thr=0.5: 0.6673, recall@top3: 0.7236, prec@top3: 0.5936, recall@top5: 0.8828, prec@top5: 0.4435, loss: 0.0728, grad_norm: 0.0965 2021-03-16 12:42:15,851 - mmaction - INFO - Epoch [1][1080/1921] lr: 3.000e-01, eta: 4:30:53, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0746, recall@thr=0.5: 0.5430, prec@thr=0.5: 0.6638, recall@top3: 0.7022, prec@top3: 0.5796, recall@top5: 0.8698, prec@top5: 0.4391, loss: 0.0746, grad_norm: 0.0960 2021-03-16 12:42:32,818 - mmaction - INFO - Epoch [1][1100/1921] lr: 3.000e-01, eta: 4:30:19, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0735, recall@thr=0.5: 0.5539, prec@thr=0.5: 0.6595, recall@top3: 0.7114, prec@top3: 0.5820, recall@top5: 0.8776, prec@top5: 0.4401, loss: 0.0735, grad_norm: 0.0977 2021-03-16 12:42:49,745 - mmaction - INFO - Epoch [1][1120/1921] lr: 3.000e-01, eta: 4:29:45, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0699, recall@thr=0.5: 0.5686, prec@thr=0.5: 0.6676, recall@top3: 0.7189, prec@top3: 0.5831, recall@top5: 0.8818, prec@top5: 0.4396, loss: 0.0699, grad_norm: 0.0933 2021-03-16 12:43:06,681 - mmaction - INFO - Epoch [1][1140/1921] lr: 3.000e-01, eta: 4:29:12, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0713, recall@thr=0.5: 0.5576, prec@thr=0.5: 0.6612, recall@top3: 0.7104, prec@top3: 0.5866, recall@top5: 0.8756, prec@top5: 0.4412, loss: 0.0713, grad_norm: 0.0895 2021-03-16 12:43:23,619 - mmaction - INFO - Epoch [1][1160/1921] lr: 3.000e-01, eta: 4:28:39, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0684, recall@thr=0.5: 0.5725, prec@thr=0.5: 0.6724, recall@top3: 0.7257, prec@top3: 0.5903, recall@top5: 0.8857, prec@top5: 0.4417, loss: 0.0684, grad_norm: 0.0923 2021-03-16 12:43:40,569 - mmaction - INFO - Epoch [1][1180/1921] lr: 3.000e-01, eta: 4:28:08, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0662, recall@thr=0.5: 0.5726, prec@thr=0.5: 0.6718, recall@top3: 0.7239, prec@top3: 0.5958, recall@top5: 0.8835, prec@top5: 0.4450, loss: 0.0662, grad_norm: 0.0912 2021-03-16 12:43:57,537 - mmaction - INFO - Epoch [1][1200/1921] lr: 3.000e-01, eta: 4:27:37, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0692, recall@thr=0.5: 0.5908, prec@thr=0.5: 0.6847, recall@top3: 0.7315, prec@top3: 0.6045, recall@top5: 0.8889, prec@top5: 0.4499, loss: 0.0692, grad_norm: 0.0911 2021-03-16 12:44:14,481 - mmaction - INFO - Epoch [1][1220/1921] lr: 3.000e-01, eta: 4:27:06, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0718, recall@thr=0.5: 0.5703, prec@thr=0.5: 0.6720, recall@top3: 0.7249, prec@top3: 0.5956, recall@top5: 0.8856, prec@top5: 0.4444, loss: 0.0718, grad_norm: 0.0919 2021-03-16 12:44:31,405 - mmaction - INFO - Epoch [1][1240/1921] lr: 3.000e-01, eta: 4:26:35, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0688, recall@thr=0.5: 0.5718, prec@thr=0.5: 0.6734, recall@top3: 0.7224, prec@top3: 0.5950, recall@top5: 0.8828, prec@top5: 0.4463, loss: 0.0688, grad_norm: 0.0949 2021-03-16 12:44:48,320 - mmaction - INFO - Epoch [1][1260/1921] lr: 3.000e-01, eta: 4:26:04, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0689, recall@thr=0.5: 0.5933, prec@thr=0.5: 0.6833, recall@top3: 0.7302, prec@top3: 0.6019, recall@top5: 0.8899, prec@top5: 0.4500, loss: 0.0689, grad_norm: 0.0926 2021-03-16 12:45:05,300 - mmaction - INFO - Epoch [1][1280/1921] lr: 3.000e-01, eta: 4:25:35, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0669, recall@thr=0.5: 0.5838, prec@thr=0.5: 0.6841, recall@top3: 0.7255, prec@top3: 0.5975, recall@top5: 0.8892, prec@top5: 0.4477, loss: 0.0669, grad_norm: 0.0896 2021-03-16 12:45:22,267 - mmaction - INFO - Epoch [1][1300/1921] lr: 3.000e-01, eta: 4:25:06, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0651, recall@thr=0.5: 0.5844, prec@thr=0.5: 0.6789, recall@top3: 0.7430, prec@top3: 0.5986, recall@top5: 0.8967, prec@top5: 0.4432, loss: 0.0651, grad_norm: 0.0883 2021-03-16 12:45:39,186 - mmaction - INFO - Epoch [1][1320/1921] lr: 3.000e-01, eta: 4:24:37, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0660, recall@thr=0.5: 0.5764, prec@thr=0.5: 0.6735, recall@top3: 0.7294, prec@top3: 0.5950, recall@top5: 0.8940, prec@top5: 0.4465, loss: 0.0660, grad_norm: 0.0871 2021-03-16 12:45:56,131 - mmaction - INFO - Epoch [1][1340/1921] lr: 3.000e-01, eta: 4:24:09, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0674, recall@thr=0.5: 0.5823, prec@thr=0.5: 0.6797, recall@top3: 0.7352, prec@top3: 0.5962, recall@top5: 0.8932, prec@top5: 0.4443, loss: 0.0674, grad_norm: 0.0918 2021-03-16 12:46:13,078 - mmaction - INFO - Epoch [1][1360/1921] lr: 3.000e-01, eta: 4:23:41, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0674, recall@thr=0.5: 0.5812, prec@thr=0.5: 0.6822, recall@top3: 0.7200, prec@top3: 0.5940, recall@top5: 0.8854, prec@top5: 0.4481, loss: 0.0674, grad_norm: 0.0904 2021-03-16 12:46:30,059 - mmaction - INFO - Epoch [1][1380/1921] lr: 3.000e-01, eta: 4:23:13, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0689, recall@thr=0.5: 0.5790, prec@thr=0.5: 0.6769, recall@top3: 0.7276, prec@top3: 0.5892, recall@top5: 0.8861, prec@top5: 0.4401, loss: 0.0689, grad_norm: 0.0948 2021-03-16 12:46:47,025 - mmaction - INFO - Epoch [1][1400/1921] lr: 3.000e-01, eta: 4:22:46, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0643, recall@thr=0.5: 0.5792, prec@thr=0.5: 0.6802, recall@top3: 0.7329, prec@top3: 0.6005, recall@top5: 0.8876, prec@top5: 0.4452, loss: 0.0643, grad_norm: 0.0884 2021-03-16 12:47:03,988 - mmaction - INFO - Epoch [1][1420/1921] lr: 3.000e-01, eta: 4:22:19, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0639, recall@thr=0.5: 0.5941, prec@thr=0.5: 0.6880, recall@top3: 0.7336, prec@top3: 0.6047, recall@top5: 0.8878, prec@top5: 0.4484, loss: 0.0639, grad_norm: 0.0945 2021-03-16 12:47:20,936 - mmaction - INFO - Epoch [1][1440/1921] lr: 3.000e-01, eta: 4:21:52, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0657, recall@thr=0.5: 0.5805, prec@thr=0.5: 0.6853, recall@top3: 0.7311, prec@top3: 0.6001, recall@top5: 0.8850, prec@top5: 0.4448, loss: 0.0657, grad_norm: 0.0841 2021-03-16 12:47:37,862 - mmaction - INFO - Epoch [1][1460/1921] lr: 3.000e-01, eta: 4:21:25, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0649, recall@thr=0.5: 0.5767, prec@thr=0.5: 0.6758, recall@top3: 0.7231, prec@top3: 0.5973, recall@top5: 0.8838, prec@top5: 0.4460, loss: 0.0649, grad_norm: 0.0896 2021-03-16 12:47:54,779 - mmaction - INFO - Epoch [1][1480/1921] lr: 3.000e-01, eta: 4:20:58, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0655, recall@thr=0.5: 0.5784, prec@thr=0.5: 0.6868, recall@top3: 0.7298, prec@top3: 0.5992, recall@top5: 0.8822, prec@top5: 0.4434, loss: 0.0655, grad_norm: 0.0895 2021-03-16 12:48:11,705 - mmaction - INFO - Epoch [1][1500/1921] lr: 3.000e-01, eta: 4:20:32, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0645, recall@thr=0.5: 0.5751, prec@thr=0.5: 0.6681, recall@top3: 0.7293, prec@top3: 0.5939, recall@top5: 0.8880, prec@top5: 0.4434, loss: 0.0645, grad_norm: 0.0895 2021-03-16 12:48:28,613 - mmaction - INFO - Epoch [1][1520/1921] lr: 3.000e-01, eta: 4:20:06, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0642, recall@thr=0.5: 0.5852, prec@thr=0.5: 0.6863, recall@top3: 0.7356, prec@top3: 0.6012, recall@top5: 0.8920, prec@top5: 0.4468, loss: 0.0642, grad_norm: 0.0868 2021-03-16 12:48:45,569 - mmaction - INFO - Epoch [1][1540/1921] lr: 3.000e-01, eta: 4:19:40, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0662, recall@thr=0.5: 0.5903, prec@thr=0.5: 0.6877, recall@top3: 0.7302, prec@top3: 0.6068, recall@top5: 0.8863, prec@top5: 0.4522, loss: 0.0662, grad_norm: 0.0896 2021-03-16 12:49:02,519 - mmaction - INFO - Epoch [1][1560/1921] lr: 3.000e-01, eta: 4:19:15, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0646, recall@thr=0.5: 0.5807, prec@thr=0.5: 0.6781, recall@top3: 0.7328, prec@top3: 0.6012, recall@top5: 0.8921, prec@top5: 0.4496, loss: 0.0646, grad_norm: 0.0868 2021-03-16 12:49:19,462 - mmaction - INFO - Epoch [1][1580/1921] lr: 3.000e-01, eta: 4:18:50, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0649, recall@thr=0.5: 0.5802, prec@thr=0.5: 0.6750, recall@top3: 0.7291, prec@top3: 0.5920, recall@top5: 0.8910, prec@top5: 0.4424, loss: 0.0649, grad_norm: 0.0910 2021-03-16 12:49:36,400 - mmaction - INFO - Epoch [1][1600/1921] lr: 3.000e-01, eta: 4:18:24, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0650, recall@thr=0.5: 0.5825, prec@thr=0.5: 0.6800, recall@top3: 0.7322, prec@top3: 0.6006, recall@top5: 0.8910, prec@top5: 0.4484, loss: 0.0650, grad_norm: 0.0899 2021-03-16 12:49:53,351 - mmaction - INFO - Epoch [1][1620/1921] lr: 3.000e-01, eta: 4:18:00, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0626, recall@thr=0.5: 0.5813, prec@thr=0.5: 0.6778, recall@top3: 0.7322, prec@top3: 0.6025, recall@top5: 0.8877, prec@top5: 0.4459, loss: 0.0626, grad_norm: 0.0928 2021-03-16 12:50:10,297 - mmaction - INFO - Epoch [1][1640/1921] lr: 3.000e-01, eta: 4:17:35, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0631, recall@thr=0.5: 0.5855, prec@thr=0.5: 0.6807, recall@top3: 0.7330, prec@top3: 0.6084, recall@top5: 0.8882, prec@top5: 0.4525, loss: 0.0631, grad_norm: 0.0881 2021-03-16 12:50:27,240 - mmaction - INFO - Epoch [1][1660/1921] lr: 3.000e-01, eta: 4:17:11, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0611, recall@thr=0.5: 0.5910, prec@thr=0.5: 0.6966, recall@top3: 0.7334, prec@top3: 0.6067, recall@top5: 0.8850, prec@top5: 0.4484, loss: 0.0611, grad_norm: 0.0864 2021-03-16 12:50:44,181 - mmaction - INFO - Epoch [1][1680/1921] lr: 3.000e-01, eta: 4:16:46, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0607, recall@thr=0.5: 0.6108, prec@thr=0.5: 0.7099, recall@top3: 0.7440, prec@top3: 0.6148, recall@top5: 0.8966, prec@top5: 0.4530, loss: 0.0607, grad_norm: 0.0873 2021-03-16 12:51:01,123 - mmaction - INFO - Epoch [1][1700/1921] lr: 3.000e-01, eta: 4:16:22, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0627, recall@thr=0.5: 0.5965, prec@thr=0.5: 0.6902, recall@top3: 0.7320, prec@top3: 0.6038, recall@top5: 0.8890, prec@top5: 0.4507, loss: 0.0627, grad_norm: 0.0890 2021-03-16 12:51:18,071 - mmaction - INFO - Epoch [1][1720/1921] lr: 3.000e-01, eta: 4:15:58, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0626, recall@thr=0.5: 0.5926, prec@thr=0.5: 0.6993, recall@top3: 0.7398, prec@top3: 0.6125, recall@top5: 0.8928, prec@top5: 0.4522, loss: 0.0626, grad_norm: 0.0876 2021-03-16 12:51:35,073 - mmaction - INFO - Epoch [1][1740/1921] lr: 3.000e-01, eta: 4:15:35, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0617, recall@thr=0.5: 0.6037, prec@thr=0.5: 0.6939, recall@top3: 0.7416, prec@top3: 0.6128, recall@top5: 0.8942, prec@top5: 0.4521, loss: 0.0617, grad_norm: 0.0902 2021-03-16 12:51:51,985 - mmaction - INFO - Epoch [1][1760/1921] lr: 3.000e-01, eta: 4:15:11, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0618, recall@thr=0.5: 0.5875, prec@thr=0.5: 0.6914, recall@top3: 0.7452, prec@top3: 0.6057, recall@top5: 0.8987, prec@top5: 0.4469, loss: 0.0618, grad_norm: 0.0860 2021-03-16 12:52:09,010 - mmaction - INFO - Epoch [1][1780/1921] lr: 3.000e-01, eta: 4:14:48, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0625, recall@thr=0.5: 0.5969, prec@thr=0.5: 0.6884, recall@top3: 0.7366, prec@top3: 0.6040, recall@top5: 0.8917, prec@top5: 0.4469, loss: 0.0625, grad_norm: 0.0866 2021-03-16 12:52:25,930 - mmaction - INFO - Epoch [1][1800/1921] lr: 3.000e-01, eta: 4:14:25, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0603, recall@thr=0.5: 0.5959, prec@thr=0.5: 0.6931, recall@top3: 0.7443, prec@top3: 0.6135, recall@top5: 0.8945, prec@top5: 0.4502, loss: 0.0603, grad_norm: 0.0826 2021-03-16 12:52:42,895 - mmaction - INFO - Epoch [1][1820/1921] lr: 3.000e-01, eta: 4:14:02, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0603, recall@thr=0.5: 0.5989, prec@thr=0.5: 0.6903, recall@top3: 0.7383, prec@top3: 0.6088, recall@top5: 0.8979, prec@top5: 0.4526, loss: 0.0603, grad_norm: 0.0891 2021-03-16 12:52:59,832 - mmaction - INFO - Epoch [1][1840/1921] lr: 3.000e-01, eta: 4:13:39, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0617, recall@thr=0.5: 0.5823, prec@thr=0.5: 0.6924, recall@top3: 0.7263, prec@top3: 0.5994, recall@top5: 0.8889, prec@top5: 0.4502, loss: 0.0617, grad_norm: 0.0852 2021-03-16 12:53:16,763 - mmaction - INFO - Epoch [1][1860/1921] lr: 3.000e-01, eta: 4:13:16, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0605, recall@thr=0.5: 0.5877, prec@thr=0.5: 0.6880, recall@top3: 0.7392, prec@top3: 0.5985, recall@top5: 0.8907, prec@top5: 0.4422, loss: 0.0605, grad_norm: 0.0888 2021-03-16 12:53:33,739 - mmaction - INFO - Epoch [1][1880/1921] lr: 3.000e-01, eta: 4:12:53, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0606, recall@thr=0.5: 0.5964, prec@thr=0.5: 0.6944, recall@top3: 0.7403, prec@top3: 0.6121, recall@top5: 0.8965, prec@top5: 0.4537, loss: 0.0606, grad_norm: 0.0895 2021-03-16 12:53:50,722 - mmaction - INFO - Epoch [1][1900/1921] lr: 3.000e-01, eta: 4:12:31, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0614, recall@thr=0.5: 0.5923, prec@thr=0.5: 0.6872, recall@top3: 0.7394, prec@top3: 0.6042, recall@top5: 0.8950, prec@top5: 0.4481, loss: 0.0614, grad_norm: 0.0857 2021-03-16 12:54:07,631 - mmaction - INFO - Epoch [1][1920/1921] lr: 3.000e-01, eta: 4:12:08, time: 0.845, data_time: 0.001, memory: 9057, loss_action_cls: 0.0620, recall@thr=0.5: 0.5860, prec@thr=0.5: 0.6865, recall@top3: 0.7274, prec@top3: 0.5928, recall@top5: 0.8861, prec@top5: 0.4426, loss: 0.0620, grad_norm: 0.0855 2021-03-16 12:54:11,551 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-03-16 12:59:43,475 - mmaction - INFO - Evaluating mAP ... 2021-03-16 13:08:12,509 - mmaction - INFO - mAP@0.5IOU 0.1883 2021-03-16 13:08:12,986 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_1.pth. 2021-03-16 13:08:12,986 - mmaction - INFO - Best mAP@0.5IOU is 0.1883 at 1 epoch. 2021-03-16 13:08:14,065 - mmaction - INFO - Epoch(val) [1][1921] mAP@0.5IOU: 0.1883 2021-03-16 13:09:20,647 - mmaction - INFO - Epoch [2][20/1921] lr: 3.000e-01, eta: 4:18:58, time: 3.326, data_time: 2.483, memory: 9057, loss_action_cls: 0.0593, recall@thr=0.5: 0.6080, prec@thr=0.5: 0.7124, recall@top3: 0.7442, prec@top3: 0.6117, recall@top5: 0.8966, prec@top5: 0.4531, loss: 0.0593, grad_norm: 0.0901 2021-03-16 13:09:37,599 - mmaction - INFO - Epoch [2][40/1921] lr: 3.000e-01, eta: 4:18:31, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0593, recall@thr=0.5: 0.6097, prec@thr=0.5: 0.7062, recall@top3: 0.7505, prec@top3: 0.6099, recall@top5: 0.8977, prec@top5: 0.4479, loss: 0.0593, grad_norm: 0.0867 2021-03-16 13:09:54,463 - mmaction - INFO - Epoch [2][60/1921] lr: 3.000e-01, eta: 4:18:03, time: 0.843, data_time: 0.001, memory: 9057, loss_action_cls: 0.0578, recall@thr=0.5: 0.6034, prec@thr=0.5: 0.6960, recall@top3: 0.7488, prec@top3: 0.6133, recall@top5: 0.9050, prec@top5: 0.4553, loss: 0.0578, grad_norm: 0.0865 2021-03-16 13:10:11,506 - mmaction - INFO - Epoch [2][80/1921] lr: 3.000e-01, eta: 4:17:37, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0573, recall@thr=0.5: 0.6257, prec@thr=0.5: 0.7151, recall@top3: 0.7571, prec@top3: 0.6132, recall@top5: 0.9032, prec@top5: 0.4495, loss: 0.0573, grad_norm: 0.0869 2021-03-16 13:10:28,542 - mmaction - INFO - Epoch [2][100/1921] lr: 3.000e-01, eta: 4:17:11, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0581, recall@thr=0.5: 0.6080, prec@thr=0.5: 0.7057, recall@top3: 0.7490, prec@top3: 0.6145, recall@top5: 0.8972, prec@top5: 0.4511, loss: 0.0581, grad_norm: 0.0842 2021-03-16 13:10:45,548 - mmaction - INFO - Epoch [2][120/1921] lr: 3.000e-01, eta: 4:16:45, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0576, recall@thr=0.5: 0.6077, prec@thr=0.5: 0.7036, recall@top3: 0.7458, prec@top3: 0.6083, recall@top5: 0.9016, prec@top5: 0.4514, loss: 0.0576, grad_norm: 0.0914 2021-03-16 13:11:02,577 - mmaction - INFO - Epoch [2][140/1921] lr: 3.000e-01, eta: 4:16:20, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0588, recall@thr=0.5: 0.6064, prec@thr=0.5: 0.7049, recall@top3: 0.7431, prec@top3: 0.6200, recall@top5: 0.9034, prec@top5: 0.4618, loss: 0.0588, grad_norm: 0.0860 2021-03-16 13:11:19,592 - mmaction - INFO - Epoch [2][160/1921] lr: 3.000e-01, eta: 4:15:54, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0583, recall@thr=0.5: 0.6103, prec@thr=0.5: 0.7026, recall@top3: 0.7542, prec@top3: 0.6092, recall@top5: 0.8954, prec@top5: 0.4450, loss: 0.0583, grad_norm: 0.0875 2021-03-16 13:11:36,631 - mmaction - INFO - Epoch [2][180/1921] lr: 3.000e-01, eta: 4:15:29, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0572, recall@thr=0.5: 0.6241, prec@thr=0.5: 0.7017, recall@top3: 0.7548, prec@top3: 0.6249, recall@top5: 0.9054, prec@top5: 0.4583, loss: 0.0572, grad_norm: 0.0856 2021-03-16 13:11:53,634 - mmaction - INFO - Epoch [2][200/1921] lr: 3.000e-01, eta: 4:15:04, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0587, recall@thr=0.5: 0.6075, prec@thr=0.5: 0.7007, recall@top3: 0.7448, prec@top3: 0.6061, recall@top5: 0.9004, prec@top5: 0.4481, loss: 0.0587, grad_norm: 0.0866 2021-03-16 13:12:10,606 - mmaction - INFO - Epoch [2][220/1921] lr: 3.000e-01, eta: 4:14:38, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0587, recall@thr=0.5: 0.6024, prec@thr=0.5: 0.6992, recall@top3: 0.7443, prec@top3: 0.6061, recall@top5: 0.8947, prec@top5: 0.4481, loss: 0.0587, grad_norm: 0.0860 2021-03-16 13:12:27,656 - mmaction - INFO - Epoch [2][240/1921] lr: 3.000e-01, eta: 4:14:14, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0578, recall@thr=0.5: 0.6098, prec@thr=0.5: 0.7049, recall@top3: 0.7493, prec@top3: 0.6290, recall@top5: 0.9033, prec@top5: 0.4657, loss: 0.0578, grad_norm: 0.0863 2021-03-16 13:12:44,692 - mmaction - INFO - Epoch [2][260/1921] lr: 3.000e-01, eta: 4:13:49, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0575, recall@thr=0.5: 0.6093, prec@thr=0.5: 0.6986, recall@top3: 0.7454, prec@top3: 0.6173, recall@top5: 0.8944, prec@top5: 0.4529, loss: 0.0575, grad_norm: 0.0883 2021-03-16 13:13:01,662 - mmaction - INFO - Epoch [2][280/1921] lr: 3.000e-01, eta: 4:13:24, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0580, recall@thr=0.5: 0.6156, prec@thr=0.5: 0.7098, recall@top3: 0.7519, prec@top3: 0.6172, recall@top5: 0.9003, prec@top5: 0.4529, loss: 0.0580, grad_norm: 0.0851 2021-03-16 13:13:18,647 - mmaction - INFO - Epoch [2][300/1921] lr: 3.000e-01, eta: 4:12:59, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0579, recall@thr=0.5: 0.6015, prec@thr=0.5: 0.7029, recall@top3: 0.7410, prec@top3: 0.6043, recall@top5: 0.8962, prec@top5: 0.4477, loss: 0.0579, grad_norm: 0.0891 2021-03-16 13:13:35,663 - mmaction - INFO - Epoch [2][320/1921] lr: 3.000e-01, eta: 4:12:35, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0575, recall@thr=0.5: 0.6155, prec@thr=0.5: 0.7117, recall@top3: 0.7502, prec@top3: 0.6123, recall@top5: 0.8975, prec@top5: 0.4491, loss: 0.0575, grad_norm: 0.0848 2021-03-16 13:13:52,690 - mmaction - INFO - Epoch [2][340/1921] lr: 3.000e-01, eta: 4:12:11, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0559, recall@thr=0.5: 0.6127, prec@thr=0.5: 0.7105, recall@top3: 0.7530, prec@top3: 0.6162, recall@top5: 0.8967, prec@top5: 0.4500, loss: 0.0559, grad_norm: 0.0872 2021-03-16 13:14:09,655 - mmaction - INFO - Epoch [2][360/1921] lr: 3.000e-01, eta: 4:11:46, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0570, recall@thr=0.5: 0.6247, prec@thr=0.5: 0.7154, recall@top3: 0.7575, prec@top3: 0.6267, recall@top5: 0.9065, prec@top5: 0.4591, loss: 0.0570, grad_norm: 0.0875 2021-03-16 13:14:26,640 - mmaction - INFO - Epoch [2][380/1921] lr: 3.000e-01, eta: 4:11:22, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0553, recall@thr=0.5: 0.6190, prec@thr=0.5: 0.7096, recall@top3: 0.7530, prec@top3: 0.6209, recall@top5: 0.9033, prec@top5: 0.4559, loss: 0.0553, grad_norm: 0.0898 2021-03-16 13:14:43,634 - mmaction - INFO - Epoch [2][400/1921] lr: 3.000e-01, eta: 4:10:58, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0595, recall@thr=0.5: 0.5970, prec@thr=0.5: 0.7049, recall@top3: 0.7469, prec@top3: 0.6043, recall@top5: 0.8979, prec@top5: 0.4464, loss: 0.0595, grad_norm: 0.0916 2021-03-16 13:15:00,611 - mmaction - INFO - Epoch [2][420/1921] lr: 3.000e-01, eta: 4:10:34, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0567, recall@thr=0.5: 0.6237, prec@thr=0.5: 0.7173, recall@top3: 0.7585, prec@top3: 0.6272, recall@top5: 0.9037, prec@top5: 0.4594, loss: 0.0567, grad_norm: 0.0862 2021-03-16 13:15:17,558 - mmaction - INFO - Epoch [2][440/1921] lr: 3.000e-01, eta: 4:10:10, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0585, recall@thr=0.5: 0.6109, prec@thr=0.5: 0.7027, recall@top3: 0.7456, prec@top3: 0.6146, recall@top5: 0.8995, prec@top5: 0.4534, loss: 0.0585, grad_norm: 0.0873 2021-03-16 13:15:34,512 - mmaction - INFO - Epoch [2][460/1921] lr: 3.000e-01, eta: 4:09:46, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0575, recall@thr=0.5: 0.6084, prec@thr=0.5: 0.7098, recall@top3: 0.7509, prec@top3: 0.6148, recall@top5: 0.8949, prec@top5: 0.4486, loss: 0.0575, grad_norm: 0.0854 2021-03-16 13:15:51,481 - mmaction - INFO - Epoch [2][480/1921] lr: 3.000e-01, eta: 4:09:23, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0561, recall@thr=0.5: 0.6166, prec@thr=0.5: 0.7141, recall@top3: 0.7471, prec@top3: 0.6214, recall@top5: 0.8986, prec@top5: 0.4581, loss: 0.0561, grad_norm: 0.0857 2021-03-16 13:16:08,434 - mmaction - INFO - Epoch [2][500/1921] lr: 3.000e-01, eta: 4:08:59, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0559, recall@thr=0.5: 0.6193, prec@thr=0.5: 0.7084, recall@top3: 0.7474, prec@top3: 0.6137, recall@top5: 0.8993, prec@top5: 0.4523, loss: 0.0559, grad_norm: 0.0893 2021-03-16 13:16:25,413 - mmaction - INFO - Epoch [2][520/1921] lr: 3.000e-01, eta: 4:08:35, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0577, recall@thr=0.5: 0.5976, prec@thr=0.5: 0.6886, recall@top3: 0.7428, prec@top3: 0.6093, recall@top5: 0.8896, prec@top5: 0.4478, loss: 0.0577, grad_norm: 0.0891 2021-03-16 13:16:42,411 - mmaction - INFO - Epoch [2][540/1921] lr: 3.000e-01, eta: 4:08:12, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0552, recall@thr=0.5: 0.6097, prec@thr=0.5: 0.7134, recall@top3: 0.7578, prec@top3: 0.6157, recall@top5: 0.9046, prec@top5: 0.4496, loss: 0.0552, grad_norm: 0.0870 2021-03-16 13:16:59,370 - mmaction - INFO - Epoch [2][560/1921] lr: 3.000e-01, eta: 4:07:49, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0548, recall@thr=0.5: 0.6221, prec@thr=0.5: 0.7160, recall@top3: 0.7613, prec@top3: 0.6201, recall@top5: 0.9029, prec@top5: 0.4503, loss: 0.0548, grad_norm: 0.0880 2021-03-16 13:17:16,336 - mmaction - INFO - Epoch [2][580/1921] lr: 3.000e-01, eta: 4:07:26, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0539, recall@thr=0.5: 0.6172, prec@thr=0.5: 0.7149, recall@top3: 0.7598, prec@top3: 0.6193, recall@top5: 0.9049, prec@top5: 0.4530, loss: 0.0539, grad_norm: 0.0884 2021-03-16 13:17:33,272 - mmaction - INFO - Epoch [2][600/1921] lr: 3.000e-01, eta: 4:07:02, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0554, recall@thr=0.5: 0.6133, prec@thr=0.5: 0.7087, recall@top3: 0.7525, prec@top3: 0.6057, recall@top5: 0.8992, prec@top5: 0.4450, loss: 0.0554, grad_norm: 0.0879 2021-03-16 13:17:50,218 - mmaction - INFO - Epoch [2][620/1921] lr: 3.000e-01, eta: 4:06:39, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0554, recall@thr=0.5: 0.6212, prec@thr=0.5: 0.7183, recall@top3: 0.7564, prec@top3: 0.6173, recall@top5: 0.9023, prec@top5: 0.4516, loss: 0.0554, grad_norm: 0.0866 2021-03-16 13:18:07,203 - mmaction - INFO - Epoch [2][640/1921] lr: 3.000e-01, eta: 4:06:17, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0544, recall@thr=0.5: 0.6237, prec@thr=0.5: 0.7201, recall@top3: 0.7510, prec@top3: 0.6194, recall@top5: 0.9011, prec@top5: 0.4549, loss: 0.0544, grad_norm: 0.0873 2021-03-16 13:18:24,205 - mmaction - INFO - Epoch [2][660/1921] lr: 3.000e-01, eta: 4:05:54, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0550, recall@thr=0.5: 0.6114, prec@thr=0.5: 0.7031, recall@top3: 0.7456, prec@top3: 0.6068, recall@top5: 0.8995, prec@top5: 0.4471, loss: 0.0550, grad_norm: 0.0880 2021-03-16 13:18:41,159 - mmaction - INFO - Epoch [2][680/1921] lr: 3.000e-01, eta: 4:05:31, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0548, recall@thr=0.5: 0.6137, prec@thr=0.5: 0.7147, recall@top3: 0.7528, prec@top3: 0.6068, recall@top5: 0.8996, prec@top5: 0.4453, loss: 0.0548, grad_norm: 0.0859 2021-03-16 13:18:58,115 - mmaction - INFO - Epoch [2][700/1921] lr: 3.000e-01, eta: 4:05:08, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0553, recall@thr=0.5: 0.6228, prec@thr=0.5: 0.7121, recall@top3: 0.7536, prec@top3: 0.6203, recall@top5: 0.9004, prec@top5: 0.4557, loss: 0.0553, grad_norm: 0.0870 2021-03-16 13:19:15,080 - mmaction - INFO - Epoch [2][720/1921] lr: 3.000e-01, eta: 4:04:46, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0559, recall@thr=0.5: 0.6203, prec@thr=0.5: 0.7109, recall@top3: 0.7544, prec@top3: 0.6167, recall@top5: 0.9032, prec@top5: 0.4516, loss: 0.0559, grad_norm: 0.0893 2021-03-16 13:19:32,062 - mmaction - INFO - Epoch [2][740/1921] lr: 3.000e-01, eta: 4:04:24, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0534, recall@thr=0.5: 0.6376, prec@thr=0.5: 0.7257, recall@top3: 0.7631, prec@top3: 0.6257, recall@top5: 0.9065, prec@top5: 0.4561, loss: 0.0534, grad_norm: 0.0902 2021-03-16 13:19:49,019 - mmaction - INFO - Epoch [2][760/1921] lr: 3.000e-01, eta: 4:04:01, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0530, recall@thr=0.5: 0.6201, prec@thr=0.5: 0.7092, recall@top3: 0.7619, prec@top3: 0.6250, recall@top5: 0.9072, prec@top5: 0.4558, loss: 0.0530, grad_norm: 0.0866 2021-03-16 13:20:05,985 - mmaction - INFO - Epoch [2][780/1921] lr: 3.000e-01, eta: 4:03:39, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0560, recall@thr=0.5: 0.6215, prec@thr=0.5: 0.7116, recall@top3: 0.7490, prec@top3: 0.6139, recall@top5: 0.8965, prec@top5: 0.4513, loss: 0.0560, grad_norm: 0.0865 2021-03-16 13:20:22,979 - mmaction - INFO - Epoch [2][800/1921] lr: 3.000e-01, eta: 4:03:17, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0541, recall@thr=0.5: 0.6200, prec@thr=0.5: 0.7096, recall@top3: 0.7554, prec@top3: 0.6206, recall@top5: 0.9063, prec@top5: 0.4566, loss: 0.0541, grad_norm: 0.0873 2021-03-16 13:20:39,927 - mmaction - INFO - Epoch [2][820/1921] lr: 3.000e-01, eta: 4:02:54, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0552, recall@thr=0.5: 0.6196, prec@thr=0.5: 0.7101, recall@top3: 0.7573, prec@top3: 0.6225, recall@top5: 0.8988, prec@top5: 0.4533, loss: 0.0552, grad_norm: 0.0891 2021-03-16 13:20:56,893 - mmaction - INFO - Epoch [2][840/1921] lr: 3.000e-01, eta: 4:02:32, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0552, recall@thr=0.5: 0.6114, prec@thr=0.5: 0.7160, recall@top3: 0.7491, prec@top3: 0.6172, recall@top5: 0.8964, prec@top5: 0.4524, loss: 0.0552, grad_norm: 0.0853 2021-03-16 13:21:13,884 - mmaction - INFO - Epoch [2][860/1921] lr: 3.000e-01, eta: 4:02:11, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0538, recall@thr=0.5: 0.6231, prec@thr=0.5: 0.7112, recall@top3: 0.7571, prec@top3: 0.6127, recall@top5: 0.8993, prec@top5: 0.4481, loss: 0.0538, grad_norm: 0.0820 2021-03-16 13:21:30,840 - mmaction - INFO - Epoch [2][880/1921] lr: 3.000e-01, eta: 4:01:49, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0550, recall@thr=0.5: 0.6140, prec@thr=0.5: 0.7177, recall@top3: 0.7564, prec@top3: 0.6144, recall@top5: 0.9013, prec@top5: 0.4482, loss: 0.0550, grad_norm: 0.0843 2021-03-16 13:21:47,778 - mmaction - INFO - Epoch [2][900/1921] lr: 3.000e-01, eta: 4:01:27, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0548, recall@thr=0.5: 0.6177, prec@thr=0.5: 0.7200, recall@top3: 0.7540, prec@top3: 0.6178, recall@top5: 0.9006, prec@top5: 0.4517, loss: 0.0548, grad_norm: 0.0858 2021-03-16 13:22:04,800 - mmaction - INFO - Epoch [2][920/1921] lr: 3.000e-01, eta: 4:01:05, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0530, recall@thr=0.5: 0.6357, prec@thr=0.5: 0.7199, recall@top3: 0.7618, prec@top3: 0.6225, recall@top5: 0.9069, prec@top5: 0.4535, loss: 0.0530, grad_norm: 0.0826 2021-03-16 13:22:21,747 - mmaction - INFO - Epoch [2][940/1921] lr: 3.000e-01, eta: 4:00:43, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0554, recall@thr=0.5: 0.6139, prec@thr=0.5: 0.7138, recall@top3: 0.7513, prec@top3: 0.6055, recall@top5: 0.8975, prec@top5: 0.4448, loss: 0.0554, grad_norm: 0.0839 2021-03-16 13:22:38,958 - mmaction - INFO - Epoch [2][960/1921] lr: 3.000e-01, eta: 4:00:23, time: 0.861, data_time: 0.001, memory: 9057, loss_action_cls: 0.0549, recall@thr=0.5: 0.6184, prec@thr=0.5: 0.7111, recall@top3: 0.7489, prec@top3: 0.6194, recall@top5: 0.9038, prec@top5: 0.4584, loss: 0.0549, grad_norm: 0.0895 2021-03-16 13:22:55,988 - mmaction - INFO - Epoch [2][980/1921] lr: 3.000e-01, eta: 4:00:02, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0533, recall@thr=0.5: 0.6367, prec@thr=0.5: 0.7323, recall@top3: 0.7639, prec@top3: 0.6298, recall@top5: 0.9100, prec@top5: 0.4601, loss: 0.0533, grad_norm: 0.0873 2021-03-16 13:23:13,328 - mmaction - INFO - Epoch [2][1000/1921] lr: 3.000e-01, eta: 3:59:42, time: 0.867, data_time: 0.001, memory: 9057, loss_action_cls: 0.0529, recall@thr=0.5: 0.6242, prec@thr=0.5: 0.7199, recall@top3: 0.7593, prec@top3: 0.6192, recall@top5: 0.9037, prec@top5: 0.4528, loss: 0.0529, grad_norm: 0.0891 2021-03-16 13:23:30,380 - mmaction - INFO - Epoch [2][1020/1921] lr: 3.000e-01, eta: 3:59:21, time: 0.853, data_time: 0.001, memory: 9057, loss_action_cls: 0.0539, recall@thr=0.5: 0.6365, prec@thr=0.5: 0.7184, recall@top3: 0.7599, prec@top3: 0.6156, recall@top5: 0.9093, prec@top5: 0.4521, loss: 0.0539, grad_norm: 0.0879 2021-03-16 13:23:47,490 - mmaction - INFO - Epoch [2][1040/1921] lr: 3.000e-01, eta: 3:59:01, time: 0.855, data_time: 0.001, memory: 9057, loss_action_cls: 0.0537, recall@thr=0.5: 0.6219, prec@thr=0.5: 0.7216, recall@top3: 0.7564, prec@top3: 0.6209, recall@top5: 0.9031, prec@top5: 0.4541, loss: 0.0537, grad_norm: 0.0841 2021-03-16 13:24:04,574 - mmaction - INFO - Epoch [2][1060/1921] lr: 3.000e-01, eta: 3:58:40, time: 0.854, data_time: 0.001, memory: 9057, loss_action_cls: 0.0540, recall@thr=0.5: 0.6145, prec@thr=0.5: 0.7155, recall@top3: 0.7516, prec@top3: 0.6162, recall@top5: 0.9019, prec@top5: 0.4534, loss: 0.0540, grad_norm: 0.0878 2021-03-16 13:24:21,734 - mmaction - INFO - Epoch [2][1080/1921] lr: 3.000e-01, eta: 3:58:20, time: 0.858, data_time: 0.001, memory: 9057, loss_action_cls: 0.0535, recall@thr=0.5: 0.6166, prec@thr=0.5: 0.7056, recall@top3: 0.7590, prec@top3: 0.6190, recall@top5: 0.8990, prec@top5: 0.4490, loss: 0.0535, grad_norm: 0.0820 2021-03-16 13:24:38,810 - mmaction - INFO - Epoch [2][1100/1921] lr: 3.000e-01, eta: 3:57:59, time: 0.854, data_time: 0.001, memory: 9057, loss_action_cls: 0.0515, recall@thr=0.5: 0.6307, prec@thr=0.5: 0.7232, recall@top3: 0.7597, prec@top3: 0.6222, recall@top5: 0.9073, prec@top5: 0.4560, loss: 0.0515, grad_norm: 0.0883 2021-03-16 13:24:55,806 - mmaction - INFO - Epoch [2][1120/1921] lr: 3.000e-01, eta: 3:57:38, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0531, recall@thr=0.5: 0.6404, prec@thr=0.5: 0.7279, recall@top3: 0.7613, prec@top3: 0.6304, recall@top5: 0.9106, prec@top5: 0.4618, loss: 0.0531, grad_norm: 0.0852 2021-03-16 13:25:12,795 - mmaction - INFO - Epoch [2][1140/1921] lr: 3.000e-01, eta: 3:57:17, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0542, recall@thr=0.5: 0.6237, prec@thr=0.5: 0.7229, recall@top3: 0.7477, prec@top3: 0.6188, recall@top5: 0.8957, prec@top5: 0.4547, loss: 0.0542, grad_norm: 0.0866 2021-03-16 13:25:29,774 - mmaction - INFO - Epoch [2][1160/1921] lr: 3.000e-01, eta: 3:56:56, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0525, recall@thr=0.5: 0.6183, prec@thr=0.5: 0.7176, recall@top3: 0.7529, prec@top3: 0.6082, recall@top5: 0.8992, prec@top5: 0.4439, loss: 0.0525, grad_norm: 0.0847 2021-03-16 13:25:46,724 - mmaction - INFO - Epoch [2][1180/1921] lr: 3.000e-01, eta: 3:56:35, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0517, recall@thr=0.5: 0.6457, prec@thr=0.5: 0.7277, recall@top3: 0.7671, prec@top3: 0.6291, recall@top5: 0.9078, prec@top5: 0.4554, loss: 0.0517, grad_norm: 0.0863 2021-03-16 13:26:03,699 - mmaction - INFO - Epoch [2][1200/1921] lr: 3.000e-01, eta: 3:56:14, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0522, recall@thr=0.5: 0.6324, prec@thr=0.5: 0.7254, recall@top3: 0.7633, prec@top3: 0.6234, recall@top5: 0.9064, prec@top5: 0.4538, loss: 0.0522, grad_norm: 0.0868 2021-03-16 13:26:20,706 - mmaction - INFO - Epoch [2][1220/1921] lr: 3.000e-01, eta: 3:55:53, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0521, recall@thr=0.5: 0.6277, prec@thr=0.5: 0.7156, recall@top3: 0.7514, prec@top3: 0.6278, recall@top5: 0.8986, prec@top5: 0.4614, loss: 0.0521, grad_norm: 0.0860 2021-03-16 13:26:37,685 - mmaction - INFO - Epoch [2][1240/1921] lr: 3.000e-01, eta: 3:55:32, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0518, recall@thr=0.5: 0.6294, prec@thr=0.5: 0.7181, recall@top3: 0.7622, prec@top3: 0.6250, recall@top5: 0.9058, prec@top5: 0.4551, loss: 0.0518, grad_norm: 0.0841 2021-03-16 13:26:55,063 - mmaction - INFO - Epoch [2][1260/1921] lr: 3.000e-01, eta: 3:55:13, time: 0.869, data_time: 0.001, memory: 9057, loss_action_cls: 0.0530, recall@thr=0.5: 0.6349, prec@thr=0.5: 0.7257, recall@top3: 0.7634, prec@top3: 0.6286, recall@top5: 0.9083, prec@top5: 0.4589, loss: 0.0530, grad_norm: 0.0839 2021-03-16 13:27:12,078 - mmaction - INFO - Epoch [2][1280/1921] lr: 3.000e-01, eta: 3:54:53, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0530, recall@thr=0.5: 0.6262, prec@thr=0.5: 0.7236, recall@top3: 0.7596, prec@top3: 0.6264, recall@top5: 0.9024, prec@top5: 0.4556, loss: 0.0530, grad_norm: 0.0866 2021-03-16 13:27:29,034 - mmaction - INFO - Epoch [2][1300/1921] lr: 3.000e-01, eta: 3:54:32, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0525, recall@thr=0.5: 0.6353, prec@thr=0.5: 0.7297, recall@top3: 0.7619, prec@top3: 0.6310, recall@top5: 0.9047, prec@top5: 0.4602, loss: 0.0525, grad_norm: 0.0846 2021-03-16 13:27:45,998 - mmaction - INFO - Epoch [2][1320/1921] lr: 3.000e-01, eta: 3:54:11, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0537, recall@thr=0.5: 0.6222, prec@thr=0.5: 0.7162, recall@top3: 0.7562, prec@top3: 0.6260, recall@top5: 0.9049, prec@top5: 0.4592, loss: 0.0537, grad_norm: 0.0867 2021-03-16 13:28:02,949 - mmaction - INFO - Epoch [2][1340/1921] lr: 3.000e-01, eta: 3:53:50, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0522, recall@thr=0.5: 0.6323, prec@thr=0.5: 0.7242, recall@top3: 0.7655, prec@top3: 0.6212, recall@top5: 0.9127, prec@top5: 0.4542, loss: 0.0522, grad_norm: 0.0863 2021-03-16 13:28:19,946 - mmaction - INFO - Epoch [2][1360/1921] lr: 3.000e-01, eta: 3:53:30, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0503, recall@thr=0.5: 0.6400, prec@thr=0.5: 0.7340, recall@top3: 0.7732, prec@top3: 0.6257, recall@top5: 0.9071, prec@top5: 0.4520, loss: 0.0503, grad_norm: 0.0824 2021-03-16 13:28:36,930 - mmaction - INFO - Epoch [2][1380/1921] lr: 3.000e-01, eta: 3:53:09, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0520, recall@thr=0.5: 0.6325, prec@thr=0.5: 0.7172, recall@top3: 0.7662, prec@top3: 0.6198, recall@top5: 0.9066, prec@top5: 0.4502, loss: 0.0520, grad_norm: 0.0861 2021-03-16 13:28:53,860 - mmaction - INFO - Epoch [2][1400/1921] lr: 3.000e-01, eta: 3:52:49, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0519, recall@thr=0.5: 0.6276, prec@thr=0.5: 0.7283, recall@top3: 0.7650, prec@top3: 0.6220, recall@top5: 0.9059, prec@top5: 0.4530, loss: 0.0519, grad_norm: 0.0873 2021-03-16 13:29:10,779 - mmaction - INFO - Epoch [2][1420/1921] lr: 3.000e-01, eta: 3:52:28, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0525, recall@thr=0.5: 0.6283, prec@thr=0.5: 0.7201, recall@top3: 0.7620, prec@top3: 0.6267, recall@top5: 0.9031, prec@top5: 0.4566, loss: 0.0525, grad_norm: 0.0884 2021-03-16 13:29:27,771 - mmaction - INFO - Epoch [2][1440/1921] lr: 3.000e-01, eta: 3:52:07, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0531, recall@thr=0.5: 0.6297, prec@thr=0.5: 0.7199, recall@top3: 0.7534, prec@top3: 0.6225, recall@top5: 0.9065, prec@top5: 0.4594, loss: 0.0531, grad_norm: 0.0869 2021-03-16 13:29:44,713 - mmaction - INFO - Epoch [2][1460/1921] lr: 3.000e-01, eta: 3:51:47, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0524, recall@thr=0.5: 0.6312, prec@thr=0.5: 0.7201, recall@top3: 0.7588, prec@top3: 0.6214, recall@top5: 0.9004, prec@top5: 0.4538, loss: 0.0524, grad_norm: 0.0857 2021-03-16 13:30:01,760 - mmaction - INFO - Epoch [2][1480/1921] lr: 3.000e-01, eta: 3:51:27, time: 0.853, data_time: 0.001, memory: 9057, loss_action_cls: 0.0507, recall@thr=0.5: 0.6274, prec@thr=0.5: 0.7251, recall@top3: 0.7530, prec@top3: 0.6219, recall@top5: 0.9050, prec@top5: 0.4587, loss: 0.0507, grad_norm: 0.0870 2021-03-16 13:30:18,737 - mmaction - INFO - Epoch [2][1500/1921] lr: 3.000e-01, eta: 3:51:07, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0516, recall@thr=0.5: 0.6204, prec@thr=0.5: 0.7082, recall@top3: 0.7570, prec@top3: 0.6190, recall@top5: 0.8980, prec@top5: 0.4487, loss: 0.0516, grad_norm: 0.0851 2021-03-16 13:30:35,703 - mmaction - INFO - Epoch [2][1520/1921] lr: 3.000e-01, eta: 3:50:46, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0534, recall@thr=0.5: 0.6110, prec@thr=0.5: 0.7033, recall@top3: 0.7501, prec@top3: 0.6132, recall@top5: 0.9021, prec@top5: 0.4524, loss: 0.0534, grad_norm: 0.0870 2021-03-16 13:30:52,606 - mmaction - INFO - Epoch [2][1540/1921] lr: 3.000e-01, eta: 3:50:26, time: 0.845, data_time: 0.001, memory: 9057, loss_action_cls: 0.0511, recall@thr=0.5: 0.6246, prec@thr=0.5: 0.7244, recall@top3: 0.7580, prec@top3: 0.6253, recall@top5: 0.9003, prec@top5: 0.4561, loss: 0.0511, grad_norm: 0.0828 2021-03-16 13:31:09,569 - mmaction - INFO - Epoch [2][1560/1921] lr: 3.000e-01, eta: 3:50:05, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0509, recall@thr=0.5: 0.6481, prec@thr=0.5: 0.7293, recall@top3: 0.7673, prec@top3: 0.6264, recall@top5: 0.9086, prec@top5: 0.4549, loss: 0.0509, grad_norm: 0.0879 2021-03-16 13:31:26,526 - mmaction - INFO - Epoch [2][1580/1921] lr: 3.000e-01, eta: 3:49:45, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0509, recall@thr=0.5: 0.6305, prec@thr=0.5: 0.7251, recall@top3: 0.7670, prec@top3: 0.6280, recall@top5: 0.9032, prec@top5: 0.4544, loss: 0.0509, grad_norm: 0.0850 2021-03-16 13:31:43,481 - mmaction - INFO - Epoch [2][1600/1921] lr: 3.000e-01, eta: 3:49:25, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0516, recall@thr=0.5: 0.6348, prec@thr=0.5: 0.7291, recall@top3: 0.7669, prec@top3: 0.6276, recall@top5: 0.9035, prec@top5: 0.4539, loss: 0.0516, grad_norm: 0.0862 2021-03-16 13:32:00,410 - mmaction - INFO - Epoch [2][1620/1921] lr: 3.000e-01, eta: 3:49:05, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0507, recall@thr=0.5: 0.6257, prec@thr=0.5: 0.7217, recall@top3: 0.7569, prec@top3: 0.6183, recall@top5: 0.8992, prec@top5: 0.4512, loss: 0.0507, grad_norm: 0.0846 2021-03-16 13:32:17,371 - mmaction - INFO - Epoch [2][1640/1921] lr: 3.000e-01, eta: 3:48:45, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0519, recall@thr=0.5: 0.6373, prec@thr=0.5: 0.7176, recall@top3: 0.7618, prec@top3: 0.6303, recall@top5: 0.9076, prec@top5: 0.4598, loss: 0.0519, grad_norm: 0.0832 2021-03-16 13:32:34,276 - mmaction - INFO - Epoch [2][1660/1921] lr: 3.000e-01, eta: 3:48:24, time: 0.845, data_time: 0.001, memory: 9057, loss_action_cls: 0.0512, recall@thr=0.5: 0.6204, prec@thr=0.5: 0.7091, recall@top3: 0.7571, prec@top3: 0.6241, recall@top5: 0.9041, prec@top5: 0.4578, loss: 0.0512, grad_norm: 0.0883 2021-03-16 13:32:51,263 - mmaction - INFO - Epoch [2][1680/1921] lr: 3.000e-01, eta: 3:48:04, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0509, recall@thr=0.5: 0.6411, prec@thr=0.5: 0.7295, recall@top3: 0.7739, prec@top3: 0.6340, recall@top5: 0.9117, prec@top5: 0.4588, loss: 0.0509, grad_norm: 0.0851 2021-03-16 13:33:08,218 - mmaction - INFO - Epoch [2][1700/1921] lr: 3.000e-01, eta: 3:47:44, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0509, recall@thr=0.5: 0.6422, prec@thr=0.5: 0.7330, recall@top3: 0.7570, prec@top3: 0.6313, recall@top5: 0.9049, prec@top5: 0.4619, loss: 0.0509, grad_norm: 0.0824 2021-03-16 13:33:25,116 - mmaction - INFO - Epoch [2][1720/1921] lr: 3.000e-01, eta: 3:47:24, time: 0.845, data_time: 0.001, memory: 9057, loss_action_cls: 0.0515, recall@thr=0.5: 0.6299, prec@thr=0.5: 0.7187, recall@top3: 0.7582, prec@top3: 0.6245, recall@top5: 0.9053, prec@top5: 0.4572, loss: 0.0515, grad_norm: 0.0849 2021-03-16 13:33:42,067 - mmaction - INFO - Epoch [2][1740/1921] lr: 3.000e-01, eta: 3:47:04, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0498, recall@thr=0.5: 0.6428, prec@thr=0.5: 0.7339, recall@top3: 0.7682, prec@top3: 0.6222, recall@top5: 0.9121, prec@top5: 0.4547, loss: 0.0498, grad_norm: 0.0881 2021-03-16 13:33:58,972 - mmaction - INFO - Epoch [2][1760/1921] lr: 3.000e-01, eta: 3:46:44, time: 0.845, data_time: 0.001, memory: 9057, loss_action_cls: 0.0500, recall@thr=0.5: 0.6422, prec@thr=0.5: 0.7295, recall@top3: 0.7789, prec@top3: 0.6321, recall@top5: 0.9136, prec@top5: 0.4548, loss: 0.0500, grad_norm: 0.0876 2021-03-16 13:34:15,892 - mmaction - INFO - Epoch [2][1780/1921] lr: 3.000e-01, eta: 3:46:24, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0510, recall@thr=0.5: 0.6312, prec@thr=0.5: 0.7238, recall@top3: 0.7652, prec@top3: 0.6151, recall@top5: 0.9070, prec@top5: 0.4475, loss: 0.0510, grad_norm: 0.0880 2021-03-16 13:34:32,857 - mmaction - INFO - Epoch [2][1800/1921] lr: 3.000e-01, eta: 3:46:04, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0501, recall@thr=0.5: 0.6263, prec@thr=0.5: 0.7186, recall@top3: 0.7637, prec@top3: 0.6174, recall@top5: 0.9110, prec@top5: 0.4505, loss: 0.0501, grad_norm: 0.0888 2021-03-16 13:34:49,804 - mmaction - INFO - Epoch [2][1820/1921] lr: 3.000e-01, eta: 3:45:44, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0498, recall@thr=0.5: 0.6450, prec@thr=0.5: 0.7328, recall@top3: 0.7663, prec@top3: 0.6357, recall@top5: 0.9086, prec@top5: 0.4618, loss: 0.0498, grad_norm: 0.0813 2021-03-16 13:35:06,749 - mmaction - INFO - Epoch [2][1840/1921] lr: 3.000e-01, eta: 3:45:24, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0499, recall@thr=0.5: 0.6387, prec@thr=0.5: 0.7328, recall@top3: 0.7669, prec@top3: 0.6233, recall@top5: 0.9091, prec@top5: 0.4543, loss: 0.0499, grad_norm: 0.0817 2021-03-16 13:35:23,701 - mmaction - INFO - Epoch [2][1860/1921] lr: 3.000e-01, eta: 3:45:05, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0493, recall@thr=0.5: 0.6466, prec@thr=0.5: 0.7328, recall@top3: 0.7696, prec@top3: 0.6354, recall@top5: 0.9087, prec@top5: 0.4599, loss: 0.0493, grad_norm: 0.0860 2021-03-16 13:35:40,639 - mmaction - INFO - Epoch [2][1880/1921] lr: 3.000e-01, eta: 3:44:45, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0513, recall@thr=0.5: 0.6343, prec@thr=0.5: 0.7267, recall@top3: 0.7615, prec@top3: 0.6258, recall@top5: 0.9041, prec@top5: 0.4561, loss: 0.0513, grad_norm: 0.0850 2021-03-16 13:35:57,587 - mmaction - INFO - Epoch [2][1900/1921] lr: 3.000e-01, eta: 3:44:25, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0498, recall@thr=0.5: 0.6396, prec@thr=0.5: 0.7279, recall@top3: 0.7670, prec@top3: 0.6246, recall@top5: 0.9130, prec@top5: 0.4543, loss: 0.0498, grad_norm: 0.0879 2021-03-16 13:36:14,488 - mmaction - INFO - Epoch [2][1920/1921] lr: 3.000e-01, eta: 3:44:05, time: 0.845, data_time: 0.001, memory: 9057, loss_action_cls: 0.0506, recall@thr=0.5: 0.6363, prec@thr=0.5: 0.7249, recall@top3: 0.7600, prec@top3: 0.6297, recall@top5: 0.9074, prec@top5: 0.4614, loss: 0.0506, grad_norm: 0.0853 2021-03-16 13:36:17,988 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-03-16 13:41:53,743 - mmaction - INFO - Evaluating mAP ... 2021-03-16 13:50:23,307 - mmaction - INFO - mAP@0.5IOU 0.2043 2021-03-16 13:50:25,300 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_2.pth. 2021-03-16 13:50:25,300 - mmaction - INFO - Best mAP@0.5IOU is 0.2043 at 2 epoch. 2021-03-16 13:50:26,363 - mmaction - INFO - Epoch(val) [2][1921] mAP@0.5IOU: 0.2043 2021-03-16 13:51:29,858 - mmaction - INFO - Epoch [3][20/1921] lr: 3.000e-01, eta: 3:46:46, time: 3.174, data_time: 2.328, memory: 9057, loss_action_cls: 0.0488, recall@thr=0.5: 0.6484, prec@thr=0.5: 0.7392, recall@top3: 0.7756, prec@top3: 0.6319, recall@top5: 0.9161, prec@top5: 0.4570, loss: 0.0488, grad_norm: 0.0802 2021-03-16 13:51:46,750 - mmaction - INFO - Epoch [3][40/1921] lr: 3.000e-01, eta: 3:46:25, time: 0.845, data_time: 0.001, memory: 9057, loss_action_cls: 0.0477, recall@thr=0.5: 0.6628, prec@thr=0.5: 0.7427, recall@top3: 0.7815, prec@top3: 0.6396, recall@top5: 0.9188, prec@top5: 0.4613, loss: 0.0477, grad_norm: 0.0873 2021-03-16 13:52:03,727 - mmaction - INFO - Epoch [3][60/1921] lr: 3.000e-01, eta: 3:46:04, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0487, recall@thr=0.5: 0.6536, prec@thr=0.5: 0.7458, recall@top3: 0.7742, prec@top3: 0.6366, recall@top5: 0.9137, prec@top5: 0.4609, loss: 0.0487, grad_norm: 0.0819 2021-03-16 13:52:20,652 - mmaction - INFO - Epoch [3][80/1921] lr: 3.000e-01, eta: 3:45:44, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0499, recall@thr=0.5: 0.6479, prec@thr=0.5: 0.7339, recall@top3: 0.7673, prec@top3: 0.6314, recall@top5: 0.9095, prec@top5: 0.4605, loss: 0.0499, grad_norm: 0.0866 2021-03-16 13:52:37,604 - mmaction - INFO - Epoch [3][100/1921] lr: 3.000e-01, eta: 3:45:23, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0479, recall@thr=0.5: 0.6601, prec@thr=0.5: 0.7471, recall@top3: 0.7772, prec@top3: 0.6399, recall@top5: 0.9160, prec@top5: 0.4629, loss: 0.0479, grad_norm: 0.0854 2021-03-16 13:52:54,544 - mmaction - INFO - Epoch [3][120/1921] lr: 3.000e-01, eta: 3:45:02, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0481, recall@thr=0.5: 0.6565, prec@thr=0.5: 0.7457, recall@top3: 0.7828, prec@top3: 0.6385, recall@top5: 0.9125, prec@top5: 0.4582, loss: 0.0481, grad_norm: 0.0840 2021-03-16 13:53:11,496 - mmaction - INFO - Epoch [3][140/1921] lr: 3.000e-01, eta: 3:44:42, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0479, recall@thr=0.5: 0.6470, prec@thr=0.5: 0.7337, recall@top3: 0.7752, prec@top3: 0.6310, recall@top5: 0.9174, prec@top5: 0.4574, loss: 0.0479, grad_norm: 0.0899 2021-03-16 13:53:28,408 - mmaction - INFO - Epoch [3][160/1921] lr: 3.000e-01, eta: 3:44:21, time: 0.845, data_time: 0.001, memory: 9057, loss_action_cls: 0.0482, recall@thr=0.5: 0.6380, prec@thr=0.5: 0.7331, recall@top3: 0.7711, prec@top3: 0.6231, recall@top5: 0.9158, prec@top5: 0.4535, loss: 0.0482, grad_norm: 0.0913 2021-03-16 13:53:45,369 - mmaction - INFO - Epoch [3][180/1921] lr: 3.000e-01, eta: 3:44:00, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0489, recall@thr=0.5: 0.6460, prec@thr=0.5: 0.7317, recall@top3: 0.7665, prec@top3: 0.6314, recall@top5: 0.9090, prec@top5: 0.4596, loss: 0.0489, grad_norm: 0.0855 2021-03-16 13:54:02,346 - mmaction - INFO - Epoch [3][200/1921] lr: 3.000e-01, eta: 3:43:40, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0494, recall@thr=0.5: 0.6521, prec@thr=0.5: 0.7333, recall@top3: 0.7709, prec@top3: 0.6361, recall@top5: 0.9090, prec@top5: 0.4608, loss: 0.0494, grad_norm: 0.0847 2021-03-16 13:54:19,276 - mmaction - INFO - Epoch [3][220/1921] lr: 3.000e-01, eta: 3:43:19, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0491, recall@thr=0.5: 0.6599, prec@thr=0.5: 0.7404, recall@top3: 0.7723, prec@top3: 0.6460, recall@top5: 0.9156, prec@top5: 0.4685, loss: 0.0491, grad_norm: 0.0873 2021-03-16 13:54:36,204 - mmaction - INFO - Epoch [3][240/1921] lr: 3.000e-01, eta: 3:42:59, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0476, recall@thr=0.5: 0.6469, prec@thr=0.5: 0.7404, recall@top3: 0.7691, prec@top3: 0.6297, recall@top5: 0.9143, prec@top5: 0.4588, loss: 0.0476, grad_norm: 0.0893 2021-03-16 13:54:53,161 - mmaction - INFO - Epoch [3][260/1921] lr: 3.000e-01, eta: 3:42:38, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0486, recall@thr=0.5: 0.6446, prec@thr=0.5: 0.7350, recall@top3: 0.7683, prec@top3: 0.6331, recall@top5: 0.9115, prec@top5: 0.4625, loss: 0.0486, grad_norm: 0.0848 2021-03-16 13:55:10,130 - mmaction - INFO - Epoch [3][280/1921] lr: 3.000e-01, eta: 3:42:18, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0482, recall@thr=0.5: 0.6545, prec@thr=0.5: 0.7423, recall@top3: 0.7801, prec@top3: 0.6347, recall@top5: 0.9165, prec@top5: 0.4576, loss: 0.0482, grad_norm: 0.0860 2021-03-16 13:55:27,071 - mmaction - INFO - Epoch [3][300/1921] lr: 3.000e-01, eta: 3:41:58, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0480, recall@thr=0.5: 0.6354, prec@thr=0.5: 0.7299, recall@top3: 0.7680, prec@top3: 0.6292, recall@top5: 0.9040, prec@top5: 0.4525, loss: 0.0480, grad_norm: 0.0871 2021-03-16 13:55:44,023 - mmaction - INFO - Epoch [3][320/1921] lr: 3.000e-01, eta: 3:41:37, time: 0.849, data_time: 0.002, memory: 9057, loss_action_cls: 0.0476, recall@thr=0.5: 0.6547, prec@thr=0.5: 0.7455, recall@top3: 0.7784, prec@top3: 0.6329, recall@top5: 0.9132, prec@top5: 0.4554, loss: 0.0476, grad_norm: 0.0909 2021-03-16 13:56:00,962 - mmaction - INFO - Epoch [3][340/1921] lr: 3.000e-01, eta: 3:41:17, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0474, recall@thr=0.5: 0.6536, prec@thr=0.5: 0.7332, recall@top3: 0.7735, prec@top3: 0.6292, recall@top5: 0.9121, prec@top5: 0.4555, loss: 0.0474, grad_norm: 0.0856 2021-03-16 13:56:17,938 - mmaction - INFO - Epoch [3][360/1921] lr: 3.000e-01, eta: 3:40:57, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0478, recall@thr=0.5: 0.6544, prec@thr=0.5: 0.7450, recall@top3: 0.7807, prec@top3: 0.6330, recall@top5: 0.9136, prec@top5: 0.4556, loss: 0.0478, grad_norm: 0.0886 2021-03-16 13:56:34,916 - mmaction - INFO - Epoch [3][380/1921] lr: 3.000e-01, eta: 3:40:37, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0474, recall@thr=0.5: 0.6569, prec@thr=0.5: 0.7362, recall@top3: 0.7792, prec@top3: 0.6443, recall@top5: 0.9194, prec@top5: 0.4666, loss: 0.0474, grad_norm: 0.0884 2021-03-16 13:56:51,845 - mmaction - INFO - Epoch [3][400/1921] lr: 3.000e-01, eta: 3:40:17, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0480, recall@thr=0.5: 0.6544, prec@thr=0.5: 0.7455, recall@top3: 0.7807, prec@top3: 0.6449, recall@top5: 0.9090, prec@top5: 0.4603, loss: 0.0480, grad_norm: 0.0877 2021-03-16 13:57:08,795 - mmaction - INFO - Epoch [3][420/1921] lr: 3.000e-01, eta: 3:39:56, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0485, recall@thr=0.5: 0.6454, prec@thr=0.5: 0.7312, recall@top3: 0.7748, prec@top3: 0.6220, recall@top5: 0.9084, prec@top5: 0.4478, loss: 0.0485, grad_norm: 0.0885 2021-03-16 13:57:25,752 - mmaction - INFO - Epoch [3][440/1921] lr: 3.000e-01, eta: 3:39:36, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0487, recall@thr=0.5: 0.6547, prec@thr=0.5: 0.7399, recall@top3: 0.7753, prec@top3: 0.6401, recall@top5: 0.9121, prec@top5: 0.4614, loss: 0.0487, grad_norm: 0.0871 2021-03-16 13:57:42,715 - mmaction - INFO - Epoch [3][460/1921] lr: 3.000e-01, eta: 3:39:16, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0487, recall@thr=0.5: 0.6456, prec@thr=0.5: 0.7341, recall@top3: 0.7740, prec@top3: 0.6322, recall@top5: 0.9119, prec@top5: 0.4562, loss: 0.0487, grad_norm: 0.0855 2021-03-16 13:57:59,643 - mmaction - INFO - Epoch [3][480/1921] lr: 3.000e-01, eta: 3:38:56, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0482, recall@thr=0.5: 0.6400, prec@thr=0.5: 0.7315, recall@top3: 0.7673, prec@top3: 0.6249, recall@top5: 0.9091, prec@top5: 0.4542, loss: 0.0482, grad_norm: 0.0880 2021-03-16 13:58:16,666 - mmaction - INFO - Epoch [3][500/1921] lr: 3.000e-01, eta: 3:38:36, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0476, recall@thr=0.5: 0.6477, prec@thr=0.5: 0.7373, recall@top3: 0.7769, prec@top3: 0.6350, recall@top5: 0.9134, prec@top5: 0.4583, loss: 0.0476, grad_norm: 0.0830 2021-03-16 13:58:33,647 - mmaction - INFO - Epoch [3][520/1921] lr: 3.000e-01, eta: 3:38:17, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0491, recall@thr=0.5: 0.6412, prec@thr=0.5: 0.7353, recall@top3: 0.7673, prec@top3: 0.6371, recall@top5: 0.9095, prec@top5: 0.4632, loss: 0.0491, grad_norm: 0.0856 2021-03-16 13:58:50,567 - mmaction - INFO - Epoch [3][540/1921] lr: 3.000e-01, eta: 3:37:56, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0479, recall@thr=0.5: 0.6520, prec@thr=0.5: 0.7386, recall@top3: 0.7711, prec@top3: 0.6354, recall@top5: 0.9107, prec@top5: 0.4609, loss: 0.0479, grad_norm: 0.0882 2021-03-16 13:59:07,525 - mmaction - INFO - Epoch [3][560/1921] lr: 3.000e-01, eta: 3:37:36, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0484, recall@thr=0.5: 0.6531, prec@thr=0.5: 0.7415, recall@top3: 0.7762, prec@top3: 0.6344, recall@top5: 0.9157, prec@top5: 0.4598, loss: 0.0484, grad_norm: 0.0868 2021-03-16 13:59:24,482 - mmaction - INFO - Epoch [3][580/1921] lr: 3.000e-01, eta: 3:37:17, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0473, recall@thr=0.5: 0.6531, prec@thr=0.5: 0.7382, recall@top3: 0.7769, prec@top3: 0.6407, recall@top5: 0.9176, prec@top5: 0.4642, loss: 0.0473, grad_norm: 0.0869 2021-03-16 13:59:41,444 - mmaction - INFO - Epoch [3][600/1921] lr: 3.000e-01, eta: 3:36:57, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0477, recall@thr=0.5: 0.6517, prec@thr=0.5: 0.7392, recall@top3: 0.7659, prec@top3: 0.6287, recall@top5: 0.9075, prec@top5: 0.4566, loss: 0.0477, grad_norm: 0.0916 2021-03-16 13:59:58,408 - mmaction - INFO - Epoch [3][620/1921] lr: 3.000e-01, eta: 3:36:37, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0476, recall@thr=0.5: 0.6605, prec@thr=0.5: 0.7454, recall@top3: 0.7785, prec@top3: 0.6407, recall@top5: 0.9144, prec@top5: 0.4616, loss: 0.0476, grad_norm: 0.0897 2021-03-16 14:00:15,334 - mmaction - INFO - Epoch [3][640/1921] lr: 3.000e-01, eta: 3:36:17, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0462, recall@thr=0.5: 0.6444, prec@thr=0.5: 0.7335, recall@top3: 0.7799, prec@top3: 0.6357, recall@top5: 0.9151, prec@top5: 0.4590, loss: 0.0462, grad_norm: 0.0861 2021-03-16 14:00:32,248 - mmaction - INFO - Epoch [3][660/1921] lr: 3.000e-01, eta: 3:35:57, time: 0.845, data_time: 0.001, memory: 9057, loss_action_cls: 0.0476, recall@thr=0.5: 0.6439, prec@thr=0.5: 0.7374, recall@top3: 0.7686, prec@top3: 0.6320, recall@top5: 0.9095, prec@top5: 0.4581, loss: 0.0476, grad_norm: 0.0878 2021-03-16 14:00:49,205 - mmaction - INFO - Epoch [3][680/1921] lr: 3.000e-01, eta: 3:35:37, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0482, recall@thr=0.5: 0.6424, prec@thr=0.5: 0.7363, recall@top3: 0.7670, prec@top3: 0.6346, recall@top5: 0.9091, prec@top5: 0.4603, loss: 0.0482, grad_norm: 0.0874 2021-03-16 14:01:06,245 - mmaction - INFO - Epoch [3][700/1921] lr: 3.000e-01, eta: 3:35:18, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0482, recall@thr=0.5: 0.6518, prec@thr=0.5: 0.7319, recall@top3: 0.7780, prec@top3: 0.6339, recall@top5: 0.9138, prec@top5: 0.4573, loss: 0.0482, grad_norm: 0.0875 2021-03-16 14:01:23,213 - mmaction - INFO - Epoch [3][720/1921] lr: 3.000e-01, eta: 3:34:58, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0471, recall@thr=0.5: 0.6650, prec@thr=0.5: 0.7416, recall@top3: 0.7809, prec@top3: 0.6482, recall@top5: 0.9146, prec@top5: 0.4666, loss: 0.0471, grad_norm: 0.0844 2021-03-16 14:01:40,161 - mmaction - INFO - Epoch [3][740/1921] lr: 3.000e-01, eta: 3:34:38, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0468, recall@thr=0.5: 0.6542, prec@thr=0.5: 0.7351, recall@top3: 0.7712, prec@top3: 0.6342, recall@top5: 0.9151, prec@top5: 0.4612, loss: 0.0468, grad_norm: 0.0896 2021-03-16 14:01:57,129 - mmaction - INFO - Epoch [3][760/1921] lr: 3.000e-01, eta: 3:34:19, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0459, recall@thr=0.5: 0.6545, prec@thr=0.5: 0.7379, recall@top3: 0.7853, prec@top3: 0.6331, recall@top5: 0.9190, prec@top5: 0.4544, loss: 0.0459, grad_norm: 0.0874 2021-03-16 14:02:14,073 - mmaction - INFO - Epoch [3][780/1921] lr: 3.000e-01, eta: 3:33:59, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0465, recall@thr=0.5: 0.6619, prec@thr=0.5: 0.7517, recall@top3: 0.7833, prec@top3: 0.6426, recall@top5: 0.9182, prec@top5: 0.4621, loss: 0.0465, grad_norm: 0.0865 2021-03-16 14:02:31,015 - mmaction - INFO - Epoch [3][800/1921] lr: 3.000e-01, eta: 3:33:39, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0469, recall@thr=0.5: 0.6534, prec@thr=0.5: 0.7381, recall@top3: 0.7831, prec@top3: 0.6309, recall@top5: 0.9172, prec@top5: 0.4543, loss: 0.0469, grad_norm: 0.0894 2021-03-16 14:02:48,023 - mmaction - INFO - Epoch [3][820/1921] lr: 3.000e-01, eta: 3:33:20, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0465, recall@thr=0.5: 0.6483, prec@thr=0.5: 0.7431, recall@top3: 0.7789, prec@top3: 0.6387, recall@top5: 0.9148, prec@top5: 0.4608, loss: 0.0465, grad_norm: 0.0863 2021-03-16 14:03:04,966 - mmaction - INFO - Epoch [3][840/1921] lr: 3.000e-01, eta: 3:33:00, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0473, recall@thr=0.5: 0.6462, prec@thr=0.5: 0.7282, recall@top3: 0.7757, prec@top3: 0.6266, recall@top5: 0.9120, prec@top5: 0.4526, loss: 0.0473, grad_norm: 0.0882 2021-03-16 14:03:21,905 - mmaction - INFO - Epoch [3][860/1921] lr: 3.000e-01, eta: 3:32:41, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0470, recall@thr=0.5: 0.6482, prec@thr=0.5: 0.7395, recall@top3: 0.7646, prec@top3: 0.6318, recall@top5: 0.9102, prec@top5: 0.4612, loss: 0.0470, grad_norm: 0.0877 2021-03-16 14:03:38,867 - mmaction - INFO - Epoch [3][880/1921] lr: 3.000e-01, eta: 3:32:21, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0464, recall@thr=0.5: 0.6570, prec@thr=0.5: 0.7484, recall@top3: 0.7808, prec@top3: 0.6330, recall@top5: 0.9172, prec@top5: 0.4569, loss: 0.0464, grad_norm: 0.0891 2021-03-16 14:03:55,821 - mmaction - INFO - Epoch [3][900/1921] lr: 3.000e-01, eta: 3:32:02, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0485, recall@thr=0.5: 0.6399, prec@thr=0.5: 0.7325, recall@top3: 0.7693, prec@top3: 0.6246, recall@top5: 0.9105, prec@top5: 0.4536, loss: 0.0485, grad_norm: 0.0882 2021-03-16 14:04:12,774 - mmaction - INFO - Epoch [3][920/1921] lr: 3.000e-01, eta: 3:31:42, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0477, recall@thr=0.5: 0.6446, prec@thr=0.5: 0.7316, recall@top3: 0.7663, prec@top3: 0.6329, recall@top5: 0.9085, prec@top5: 0.4604, loss: 0.0477, grad_norm: 0.0842 2021-03-16 14:04:29,740 - mmaction - INFO - Epoch [3][940/1921] lr: 3.000e-01, eta: 3:31:23, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0465, recall@thr=0.5: 0.6555, prec@thr=0.5: 0.7370, recall@top3: 0.7766, prec@top3: 0.6386, recall@top5: 0.9162, prec@top5: 0.4626, loss: 0.0465, grad_norm: 0.0844 2021-03-16 14:04:46,680 - mmaction - INFO - Epoch [3][960/1921] lr: 3.000e-01, eta: 3:31:03, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0466, recall@thr=0.5: 0.6591, prec@thr=0.5: 0.7448, recall@top3: 0.7827, prec@top3: 0.6443, recall@top5: 0.9175, prec@top5: 0.4640, loss: 0.0466, grad_norm: 0.0864 2021-03-16 14:05:03,635 - mmaction - INFO - Epoch [3][980/1921] lr: 3.000e-01, eta: 3:30:44, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0462, recall@thr=0.5: 0.6541, prec@thr=0.5: 0.7358, recall@top3: 0.7854, prec@top3: 0.6386, recall@top5: 0.9186, prec@top5: 0.4578, loss: 0.0462, grad_norm: 0.0864 2021-03-16 14:05:20,586 - mmaction - INFO - Epoch [3][1000/1921] lr: 3.000e-01, eta: 3:30:24, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0459, recall@thr=0.5: 0.6635, prec@thr=0.5: 0.7473, recall@top3: 0.7773, prec@top3: 0.6413, recall@top5: 0.9166, prec@top5: 0.4644, loss: 0.0459, grad_norm: 0.0845 2021-03-16 14:05:37,591 - mmaction - INFO - Epoch [3][1020/1921] lr: 3.000e-01, eta: 3:30:05, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0464, recall@thr=0.5: 0.6430, prec@thr=0.5: 0.7313, recall@top3: 0.7759, prec@top3: 0.6292, recall@top5: 0.9138, prec@top5: 0.4564, loss: 0.0464, grad_norm: 0.0884 2021-03-16 14:05:54,592 - mmaction - INFO - Epoch [3][1040/1921] lr: 3.000e-01, eta: 3:29:46, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0468, recall@thr=0.5: 0.6473, prec@thr=0.5: 0.7343, recall@top3: 0.7718, prec@top3: 0.6296, recall@top5: 0.9138, prec@top5: 0.4571, loss: 0.0468, grad_norm: 0.0854 2021-03-16 14:06:11,592 - mmaction - INFO - Epoch [3][1060/1921] lr: 3.000e-01, eta: 3:29:27, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0476, recall@thr=0.5: 0.6555, prec@thr=0.5: 0.7352, recall@top3: 0.7705, prec@top3: 0.6376, recall@top5: 0.9139, prec@top5: 0.4642, loss: 0.0476, grad_norm: 0.0866 2021-03-16 14:06:28,537 - mmaction - INFO - Epoch [3][1080/1921] lr: 3.000e-01, eta: 3:29:07, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0470, recall@thr=0.5: 0.6440, prec@thr=0.5: 0.7401, recall@top3: 0.7710, prec@top3: 0.6373, recall@top5: 0.9122, prec@top5: 0.4599, loss: 0.0470, grad_norm: 0.0837 2021-03-16 14:06:45,515 - mmaction - INFO - Epoch [3][1100/1921] lr: 3.000e-01, eta: 3:28:48, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0465, recall@thr=0.5: 0.6602, prec@thr=0.5: 0.7469, recall@top3: 0.7793, prec@top3: 0.6374, recall@top5: 0.9150, prec@top5: 0.4601, loss: 0.0465, grad_norm: 0.0849 2021-03-16 14:07:02,484 - mmaction - INFO - Epoch [3][1120/1921] lr: 3.000e-01, eta: 3:28:29, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0473, recall@thr=0.5: 0.6511, prec@thr=0.5: 0.7399, recall@top3: 0.7686, prec@top3: 0.6359, recall@top5: 0.9102, prec@top5: 0.4617, loss: 0.0473, grad_norm: 0.0838 2021-03-16 14:07:19,478 - mmaction - INFO - Epoch [3][1140/1921] lr: 3.000e-01, eta: 3:28:09, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0463, recall@thr=0.5: 0.6522, prec@thr=0.5: 0.7404, recall@top3: 0.7795, prec@top3: 0.6384, recall@top5: 0.9171, prec@top5: 0.4599, loss: 0.0463, grad_norm: 0.0865 2021-03-16 14:07:36,426 - mmaction - INFO - Epoch [3][1160/1921] lr: 3.000e-01, eta: 3:27:50, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0472, recall@thr=0.5: 0.6419, prec@thr=0.5: 0.7298, recall@top3: 0.7702, prec@top3: 0.6211, recall@top5: 0.9094, prec@top5: 0.4497, loss: 0.0472, grad_norm: 0.0881 2021-03-16 14:07:53,378 - mmaction - INFO - Epoch [3][1180/1921] lr: 3.000e-01, eta: 3:27:31, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0474, recall@thr=0.5: 0.6438, prec@thr=0.5: 0.7331, recall@top3: 0.7770, prec@top3: 0.6281, recall@top5: 0.9091, prec@top5: 0.4519, loss: 0.0474, grad_norm: 0.0885 2021-03-16 14:08:10,334 - mmaction - INFO - Epoch [3][1200/1921] lr: 3.000e-01, eta: 3:27:12, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0473, recall@thr=0.5: 0.6454, prec@thr=0.5: 0.7394, recall@top3: 0.7690, prec@top3: 0.6204, recall@top5: 0.9136, prec@top5: 0.4527, loss: 0.0473, grad_norm: 0.0870 2021-03-16 14:08:27,307 - mmaction - INFO - Epoch [3][1220/1921] lr: 3.000e-01, eta: 3:26:53, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0473, recall@thr=0.5: 0.6573, prec@thr=0.5: 0.7431, recall@top3: 0.7788, prec@top3: 0.6323, recall@top5: 0.9110, prec@top5: 0.4537, loss: 0.0473, grad_norm: 0.0817 2021-03-16 14:08:44,272 - mmaction - INFO - Epoch [3][1240/1921] lr: 3.000e-01, eta: 3:26:33, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0482, recall@thr=0.5: 0.6426, prec@thr=0.5: 0.7351, recall@top3: 0.7709, prec@top3: 0.6354, recall@top5: 0.9092, prec@top5: 0.4579, loss: 0.0482, grad_norm: 0.0838 2021-03-16 14:09:01,295 - mmaction - INFO - Epoch [3][1260/1921] lr: 3.000e-01, eta: 3:26:14, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0476, recall@thr=0.5: 0.6373, prec@thr=0.5: 0.7267, recall@top3: 0.7602, prec@top3: 0.6274, recall@top5: 0.9091, prec@top5: 0.4588, loss: 0.0476, grad_norm: 0.0877 2021-03-16 14:09:18,256 - mmaction - INFO - Epoch [3][1280/1921] lr: 3.000e-01, eta: 3:25:55, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0455, recall@thr=0.5: 0.6581, prec@thr=0.5: 0.7387, recall@top3: 0.7790, prec@top3: 0.6289, recall@top5: 0.9157, prec@top5: 0.4540, loss: 0.0455, grad_norm: 0.0849 2021-03-16 14:09:35,216 - mmaction - INFO - Epoch [3][1300/1921] lr: 3.000e-01, eta: 3:25:36, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0458, recall@thr=0.5: 0.6547, prec@thr=0.5: 0.7343, recall@top3: 0.7759, prec@top3: 0.6374, recall@top5: 0.9153, prec@top5: 0.4606, loss: 0.0458, grad_norm: 0.0838 2021-03-16 14:09:52,216 - mmaction - INFO - Epoch [3][1320/1921] lr: 3.000e-01, eta: 3:25:17, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0464, recall@thr=0.5: 0.6589, prec@thr=0.5: 0.7481, recall@top3: 0.7778, prec@top3: 0.6401, recall@top5: 0.9144, prec@top5: 0.4631, loss: 0.0464, grad_norm: 0.0888 2021-03-16 14:10:09,183 - mmaction - INFO - Epoch [3][1340/1921] lr: 3.000e-01, eta: 3:24:58, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0461, recall@thr=0.5: 0.6564, prec@thr=0.5: 0.7466, recall@top3: 0.7813, prec@top3: 0.6413, recall@top5: 0.9142, prec@top5: 0.4607, loss: 0.0461, grad_norm: 0.0887 2021-03-16 14:10:26,110 - mmaction - INFO - Epoch [3][1360/1921] lr: 3.000e-01, eta: 3:24:39, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0457, recall@thr=0.5: 0.6586, prec@thr=0.5: 0.7442, recall@top3: 0.7717, prec@top3: 0.6326, recall@top5: 0.9144, prec@top5: 0.4598, loss: 0.0457, grad_norm: 0.0861 2021-03-16 14:10:43,125 - mmaction - INFO - Epoch [3][1380/1921] lr: 3.000e-01, eta: 3:24:20, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0469, recall@thr=0.5: 0.6541, prec@thr=0.5: 0.7397, recall@top3: 0.7700, prec@top3: 0.6364, recall@top5: 0.9085, prec@top5: 0.4608, loss: 0.0469, grad_norm: 0.0863 2021-03-16 14:11:00,134 - mmaction - INFO - Epoch [3][1400/1921] lr: 3.000e-01, eta: 3:24:01, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0466, recall@thr=0.5: 0.6413, prec@thr=0.5: 0.7390, recall@top3: 0.7730, prec@top3: 0.6286, recall@top5: 0.9128, prec@top5: 0.4553, loss: 0.0466, grad_norm: 0.0857 2021-03-16 14:11:17,081 - mmaction - INFO - Epoch [3][1420/1921] lr: 3.000e-01, eta: 3:23:42, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0460, recall@thr=0.5: 0.6666, prec@thr=0.5: 0.7572, recall@top3: 0.7883, prec@top3: 0.6467, recall@top5: 0.9189, prec@top5: 0.4636, loss: 0.0460, grad_norm: 0.0842 2021-03-16 14:11:34,038 - mmaction - INFO - Epoch [3][1440/1921] lr: 3.000e-01, eta: 3:23:23, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0461, recall@thr=0.5: 0.6559, prec@thr=0.5: 0.7461, recall@top3: 0.7744, prec@top3: 0.6400, recall@top5: 0.9181, prec@top5: 0.4638, loss: 0.0461, grad_norm: 0.0872 2021-03-16 14:11:51,025 - mmaction - INFO - Epoch [3][1460/1921] lr: 3.000e-01, eta: 3:23:04, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0458, recall@thr=0.5: 0.6609, prec@thr=0.5: 0.7456, recall@top3: 0.7756, prec@top3: 0.6398, recall@top5: 0.9125, prec@top5: 0.4613, loss: 0.0458, grad_norm: 0.0877 2021-03-16 14:12:08,003 - mmaction - INFO - Epoch [3][1480/1921] lr: 3.000e-01, eta: 3:22:45, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0455, recall@thr=0.5: 0.6573, prec@thr=0.5: 0.7375, recall@top3: 0.7760, prec@top3: 0.6314, recall@top5: 0.9134, prec@top5: 0.4549, loss: 0.0455, grad_norm: 0.0873 2021-03-16 14:12:24,990 - mmaction - INFO - Epoch [3][1500/1921] lr: 3.000e-01, eta: 3:22:26, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0463, recall@thr=0.5: 0.6592, prec@thr=0.5: 0.7468, recall@top3: 0.7840, prec@top3: 0.6344, recall@top5: 0.9137, prec@top5: 0.4546, loss: 0.0463, grad_norm: 0.0824 2021-03-16 14:12:41,943 - mmaction - INFO - Epoch [3][1520/1921] lr: 3.000e-01, eta: 3:22:07, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0460, recall@thr=0.5: 0.6563, prec@thr=0.5: 0.7386, recall@top3: 0.7789, prec@top3: 0.6390, recall@top5: 0.9164, prec@top5: 0.4612, loss: 0.0460, grad_norm: 0.0871 2021-03-16 14:12:58,925 - mmaction - INFO - Epoch [3][1540/1921] lr: 3.000e-01, eta: 3:21:48, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0458, recall@thr=0.5: 0.6529, prec@thr=0.5: 0.7368, recall@top3: 0.7779, prec@top3: 0.6375, recall@top5: 0.9121, prec@top5: 0.4590, loss: 0.0458, grad_norm: 0.0869 2021-03-16 14:13:15,898 - mmaction - INFO - Epoch [3][1560/1921] lr: 3.000e-01, eta: 3:21:29, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0468, recall@thr=0.5: 0.6578, prec@thr=0.5: 0.7427, recall@top3: 0.7765, prec@top3: 0.6349, recall@top5: 0.9095, prec@top5: 0.4568, loss: 0.0468, grad_norm: 0.0821 2021-03-16 14:13:32,872 - mmaction - INFO - Epoch [3][1580/1921] lr: 3.000e-01, eta: 3:21:11, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0458, recall@thr=0.5: 0.6701, prec@thr=0.5: 0.7493, recall@top3: 0.7846, prec@top3: 0.6380, recall@top5: 0.9185, prec@top5: 0.4588, loss: 0.0458, grad_norm: 0.0845 2021-03-16 14:13:49,858 - mmaction - INFO - Epoch [3][1600/1921] lr: 3.000e-01, eta: 3:20:52, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0455, recall@thr=0.5: 0.6544, prec@thr=0.5: 0.7486, recall@top3: 0.7764, prec@top3: 0.6395, recall@top5: 0.9191, prec@top5: 0.4644, loss: 0.0455, grad_norm: 0.0881 2021-03-16 14:14:06,844 - mmaction - INFO - Epoch [3][1620/1921] lr: 3.000e-01, eta: 3:20:33, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0457, recall@thr=0.5: 0.6663, prec@thr=0.5: 0.7523, recall@top3: 0.7768, prec@top3: 0.6404, recall@top5: 0.9168, prec@top5: 0.4637, loss: 0.0457, grad_norm: 0.0836 2021-03-16 14:14:23,840 - mmaction - INFO - Epoch [3][1640/1921] lr: 3.000e-01, eta: 3:20:14, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0457, recall@thr=0.5: 0.6680, prec@thr=0.5: 0.7467, recall@top3: 0.7795, prec@top3: 0.6446, recall@top5: 0.9163, prec@top5: 0.4665, loss: 0.0457, grad_norm: 0.0842 2021-03-16 14:14:40,834 - mmaction - INFO - Epoch [3][1660/1921] lr: 3.000e-01, eta: 3:19:55, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0464, recall@thr=0.5: 0.6571, prec@thr=0.5: 0.7363, recall@top3: 0.7755, prec@top3: 0.6265, recall@top5: 0.9103, prec@top5: 0.4517, loss: 0.0464, grad_norm: 0.0874 2021-03-16 14:14:57,817 - mmaction - INFO - Epoch [3][1680/1921] lr: 3.000e-01, eta: 3:19:37, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0473, recall@thr=0.5: 0.6567, prec@thr=0.5: 0.7525, recall@top3: 0.7762, prec@top3: 0.6367, recall@top5: 0.9171, prec@top5: 0.4614, loss: 0.0473, grad_norm: 0.0846 2021-03-16 14:15:14,805 - mmaction - INFO - Epoch [3][1700/1921] lr: 3.000e-01, eta: 3:19:18, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0462, recall@thr=0.5: 0.6535, prec@thr=0.5: 0.7433, recall@top3: 0.7746, prec@top3: 0.6303, recall@top5: 0.9126, prec@top5: 0.4558, loss: 0.0462, grad_norm: 0.0834 2021-03-16 14:15:31,747 - mmaction - INFO - Epoch [3][1720/1921] lr: 3.000e-01, eta: 3:18:59, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0447, recall@thr=0.5: 0.6652, prec@thr=0.5: 0.7491, recall@top3: 0.7806, prec@top3: 0.6380, recall@top5: 0.9187, prec@top5: 0.4609, loss: 0.0447, grad_norm: 0.0888 2021-03-16 14:15:48,720 - mmaction - INFO - Epoch [3][1740/1921] lr: 3.000e-01, eta: 3:18:40, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0457, recall@thr=0.5: 0.6601, prec@thr=0.5: 0.7506, recall@top3: 0.7800, prec@top3: 0.6410, recall@top5: 0.9175, prec@top5: 0.4621, loss: 0.0457, grad_norm: 0.0858 2021-03-16 14:16:05,697 - mmaction - INFO - Epoch [3][1760/1921] lr: 3.000e-01, eta: 3:18:21, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0457, recall@thr=0.5: 0.6554, prec@thr=0.5: 0.7393, recall@top3: 0.7762, prec@top3: 0.6374, recall@top5: 0.9170, prec@top5: 0.4613, loss: 0.0457, grad_norm: 0.0870 2021-03-16 14:16:22,700 - mmaction - INFO - Epoch [3][1780/1921] lr: 3.000e-01, eta: 3:18:03, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0468, recall@thr=0.5: 0.6529, prec@thr=0.5: 0.7432, recall@top3: 0.7721, prec@top3: 0.6346, recall@top5: 0.9091, prec@top5: 0.4594, loss: 0.0468, grad_norm: 0.0821 2021-03-16 14:16:39,644 - mmaction - INFO - Epoch [3][1800/1921] lr: 3.000e-01, eta: 3:17:44, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0446, recall@thr=0.5: 0.6519, prec@thr=0.5: 0.7441, recall@top3: 0.7759, prec@top3: 0.6291, recall@top5: 0.9131, prec@top5: 0.4540, loss: 0.0446, grad_norm: 0.0858 2021-03-16 14:16:56,648 - mmaction - INFO - Epoch [3][1820/1921] lr: 3.000e-01, eta: 3:17:25, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0454, recall@thr=0.5: 0.6576, prec@thr=0.5: 0.7424, recall@top3: 0.7829, prec@top3: 0.6407, recall@top5: 0.9147, prec@top5: 0.4579, loss: 0.0454, grad_norm: 0.0849 2021-03-16 14:17:13,619 - mmaction - INFO - Epoch [3][1840/1921] lr: 3.000e-01, eta: 3:17:07, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0443, recall@thr=0.5: 0.6576, prec@thr=0.5: 0.7476, recall@top3: 0.7778, prec@top3: 0.6308, recall@top5: 0.9184, prec@top5: 0.4584, loss: 0.0443, grad_norm: 0.0872 2021-03-16 14:17:30,622 - mmaction - INFO - Epoch [3][1860/1921] lr: 3.000e-01, eta: 3:16:48, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0466, recall@thr=0.5: 0.6512, prec@thr=0.5: 0.7318, recall@top3: 0.7729, prec@top3: 0.6314, recall@top5: 0.9123, prec@top5: 0.4577, loss: 0.0466, grad_norm: 0.0903 2021-03-16 14:17:47,598 - mmaction - INFO - Epoch [3][1880/1921] lr: 3.000e-01, eta: 3:16:29, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0458, recall@thr=0.5: 0.6491, prec@thr=0.5: 0.7397, recall@top3: 0.7776, prec@top3: 0.6316, recall@top5: 0.9126, prec@top5: 0.4560, loss: 0.0458, grad_norm: 0.0858 2021-03-16 14:18:04,575 - mmaction - INFO - Epoch [3][1900/1921] lr: 3.000e-01, eta: 3:16:11, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0458, recall@thr=0.5: 0.6606, prec@thr=0.5: 0.7435, recall@top3: 0.7771, prec@top3: 0.6327, recall@top5: 0.9055, prec@top5: 0.4531, loss: 0.0458, grad_norm: 0.0846 2021-03-16 14:18:21,543 - mmaction - INFO - Epoch [3][1920/1921] lr: 3.000e-01, eta: 3:15:52, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0452, recall@thr=0.5: 0.6644, prec@thr=0.5: 0.7507, recall@top3: 0.7839, prec@top3: 0.6321, recall@top5: 0.9210, prec@top5: 0.4558, loss: 0.0452, grad_norm: 0.0854 2021-03-16 14:18:24,801 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-03-16 14:24:03,689 - mmaction - INFO - Evaluating mAP ... 2021-03-16 14:32:20,630 - mmaction - INFO - mAP@0.5IOU 0.2073 2021-03-16 14:32:22,346 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_3.pth. 2021-03-16 14:32:22,347 - mmaction - INFO - Best mAP@0.5IOU is 0.2073 at 3 epoch. 2021-03-16 14:32:23,428 - mmaction - INFO - Epoch(val) [3][1921] mAP@0.5IOU: 0.2073 2021-03-16 14:33:25,527 - mmaction - INFO - Epoch [4][20/1921] lr: 3.000e-01, eta: 3:17:15, time: 3.103, data_time: 2.258, memory: 9057, loss_action_cls: 0.0443, recall@thr=0.5: 0.6748, prec@thr=0.5: 0.7601, recall@top3: 0.7882, prec@top3: 0.6484, recall@top5: 0.9185, prec@top5: 0.4638, loss: 0.0443, grad_norm: 0.0847 2021-03-16 14:33:42,417 - mmaction - INFO - Epoch [4][40/1921] lr: 3.000e-01, eta: 3:16:56, time: 0.844, data_time: 0.001, memory: 9057, loss_action_cls: 0.0443, recall@thr=0.5: 0.6635, prec@thr=0.5: 0.7460, recall@top3: 0.7873, prec@top3: 0.6424, recall@top5: 0.9202, prec@top5: 0.4609, loss: 0.0443, grad_norm: 0.0887 2021-03-16 14:33:59,380 - mmaction - INFO - Epoch [4][60/1921] lr: 3.000e-01, eta: 3:16:37, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0441, recall@thr=0.5: 0.6755, prec@thr=0.5: 0.7637, recall@top3: 0.7889, prec@top3: 0.6488, recall@top5: 0.9140, prec@top5: 0.4607, loss: 0.0441, grad_norm: 0.0884 2021-03-16 14:34:16,372 - mmaction - INFO - Epoch [4][80/1921] lr: 3.000e-01, eta: 3:16:17, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0451, recall@thr=0.5: 0.6748, prec@thr=0.5: 0.7559, recall@top3: 0.7868, prec@top3: 0.6457, recall@top5: 0.9178, prec@top5: 0.4618, loss: 0.0451, grad_norm: 0.0877 2021-03-16 14:34:33,352 - mmaction - INFO - Epoch [4][100/1921] lr: 3.000e-01, eta: 3:15:58, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0448, recall@thr=0.5: 0.6615, prec@thr=0.5: 0.7494, recall@top3: 0.7788, prec@top3: 0.6363, recall@top5: 0.9149, prec@top5: 0.4586, loss: 0.0448, grad_norm: 0.0903 2021-03-16 14:34:50,335 - mmaction - INFO - Epoch [4][120/1921] lr: 3.000e-01, eta: 3:15:39, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0435, recall@thr=0.5: 0.6723, prec@thr=0.5: 0.7543, recall@top3: 0.7896, prec@top3: 0.6466, recall@top5: 0.9221, prec@top5: 0.4634, loss: 0.0435, grad_norm: 0.0877 2021-03-16 14:35:07,272 - mmaction - INFO - Epoch [4][140/1921] lr: 3.000e-01, eta: 3:15:20, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0444, recall@thr=0.5: 0.6762, prec@thr=0.5: 0.7512, recall@top3: 0.7826, prec@top3: 0.6447, recall@top5: 0.9208, prec@top5: 0.4663, loss: 0.0444, grad_norm: 0.0906 2021-03-16 14:35:24,231 - mmaction - INFO - Epoch [4][160/1921] lr: 3.000e-01, eta: 3:15:01, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0434, recall@thr=0.5: 0.6726, prec@thr=0.5: 0.7576, recall@top3: 0.7908, prec@top3: 0.6475, recall@top5: 0.9263, prec@top5: 0.4669, loss: 0.0434, grad_norm: 0.0882 2021-03-16 14:35:41,240 - mmaction - INFO - Epoch [4][180/1921] lr: 3.000e-01, eta: 3:14:42, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0442, recall@thr=0.5: 0.6648, prec@thr=0.5: 0.7479, recall@top3: 0.7849, prec@top3: 0.6371, recall@top5: 0.9211, prec@top5: 0.4586, loss: 0.0442, grad_norm: 0.0919 2021-03-16 14:35:58,268 - mmaction - INFO - Epoch [4][200/1921] lr: 3.000e-01, eta: 3:14:23, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0433, recall@thr=0.5: 0.6774, prec@thr=0.5: 0.7541, recall@top3: 0.7869, prec@top3: 0.6450, recall@top5: 0.9199, prec@top5: 0.4633, loss: 0.0433, grad_norm: 0.0857 2021-03-16 14:36:15,193 - mmaction - INFO - Epoch [4][220/1921] lr: 3.000e-01, eta: 3:14:04, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0443, recall@thr=0.5: 0.6764, prec@thr=0.5: 0.7626, recall@top3: 0.7865, prec@top3: 0.6446, recall@top5: 0.9204, prec@top5: 0.4645, loss: 0.0443, grad_norm: 0.0893 2021-03-16 14:36:32,130 - mmaction - INFO - Epoch [4][240/1921] lr: 3.000e-01, eta: 3:13:45, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0431, recall@thr=0.5: 0.6859, prec@thr=0.5: 0.7599, recall@top3: 0.7911, prec@top3: 0.6478, recall@top5: 0.9247, prec@top5: 0.4644, loss: 0.0431, grad_norm: 0.0874 2021-03-16 14:36:49,066 - mmaction - INFO - Epoch [4][260/1921] lr: 3.000e-01, eta: 3:13:26, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0442, recall@thr=0.5: 0.6619, prec@thr=0.5: 0.7507, recall@top3: 0.7864, prec@top3: 0.6381, recall@top5: 0.9231, prec@top5: 0.4603, loss: 0.0442, grad_norm: 0.0877 2021-03-16 14:37:05,990 - mmaction - INFO - Epoch [4][280/1921] lr: 3.000e-01, eta: 3:13:07, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0441, recall@thr=0.5: 0.6679, prec@thr=0.5: 0.7476, recall@top3: 0.7857, prec@top3: 0.6458, recall@top5: 0.9196, prec@top5: 0.4644, loss: 0.0441, grad_norm: 0.0907 2021-03-16 14:37:22,942 - mmaction - INFO - Epoch [4][300/1921] lr: 3.000e-01, eta: 3:12:48, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0446, recall@thr=0.5: 0.6745, prec@thr=0.5: 0.7459, recall@top3: 0.7867, prec@top3: 0.6505, recall@top5: 0.9163, prec@top5: 0.4650, loss: 0.0446, grad_norm: 0.0861 2021-03-16 14:37:39,945 - mmaction - INFO - Epoch [4][320/1921] lr: 3.000e-01, eta: 3:12:29, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0441, recall@thr=0.5: 0.6698, prec@thr=0.5: 0.7544, recall@top3: 0.7839, prec@top3: 0.6378, recall@top5: 0.9155, prec@top5: 0.4569, loss: 0.0441, grad_norm: 0.0900 2021-03-16 14:37:56,894 - mmaction - INFO - Epoch [4][340/1921] lr: 3.000e-01, eta: 3:12:10, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0435, recall@thr=0.5: 0.6653, prec@thr=0.5: 0.7462, recall@top3: 0.7892, prec@top3: 0.6384, recall@top5: 0.9244, prec@top5: 0.4582, loss: 0.0435, grad_norm: 0.0872 2021-03-16 14:38:13,844 - mmaction - INFO - Epoch [4][360/1921] lr: 3.000e-01, eta: 3:11:51, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0446, recall@thr=0.5: 0.6559, prec@thr=0.5: 0.7412, recall@top3: 0.7824, prec@top3: 0.6274, recall@top5: 0.9154, prec@top5: 0.4502, loss: 0.0446, grad_norm: 0.0884 2021-03-16 14:38:30,773 - mmaction - INFO - Epoch [4][380/1921] lr: 3.000e-01, eta: 3:11:32, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0446, recall@thr=0.5: 0.6622, prec@thr=0.5: 0.7483, recall@top3: 0.7845, prec@top3: 0.6424, recall@top5: 0.9192, prec@top5: 0.4622, loss: 0.0446, grad_norm: 0.0882 2021-03-16 14:38:47,752 - mmaction - INFO - Epoch [4][400/1921] lr: 3.000e-01, eta: 3:11:13, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0431, recall@thr=0.5: 0.6786, prec@thr=0.5: 0.7574, recall@top3: 0.7900, prec@top3: 0.6428, recall@top5: 0.9210, prec@top5: 0.4611, loss: 0.0431, grad_norm: 0.0849 2021-03-16 14:39:04,757 - mmaction - INFO - Epoch [4][420/1921] lr: 3.000e-01, eta: 3:10:54, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0435, recall@thr=0.5: 0.6736, prec@thr=0.5: 0.7634, recall@top3: 0.7863, prec@top3: 0.6410, recall@top5: 0.9169, prec@top5: 0.4599, loss: 0.0435, grad_norm: 0.0845 2021-03-16 14:39:21,734 - mmaction - INFO - Epoch [4][440/1921] lr: 3.000e-01, eta: 3:10:35, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0435, recall@thr=0.5: 0.6807, prec@thr=0.5: 0.7706, recall@top3: 0.7943, prec@top3: 0.6468, recall@top5: 0.9204, prec@top5: 0.4607, loss: 0.0435, grad_norm: 0.0884 2021-03-16 14:39:38,661 - mmaction - INFO - Epoch [4][460/1921] lr: 3.000e-01, eta: 3:10:16, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0436, recall@thr=0.5: 0.6815, prec@thr=0.5: 0.7626, recall@top3: 0.7933, prec@top3: 0.6507, recall@top5: 0.9214, prec@top5: 0.4638, loss: 0.0436, grad_norm: 0.0879 2021-03-16 14:39:55,657 - mmaction - INFO - Epoch [4][480/1921] lr: 3.000e-01, eta: 3:09:58, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0435, recall@thr=0.5: 0.6654, prec@thr=0.5: 0.7498, recall@top3: 0.7890, prec@top3: 0.6411, recall@top5: 0.9228, prec@top5: 0.4609, loss: 0.0435, grad_norm: 0.0877 2021-03-16 14:40:12,638 - mmaction - INFO - Epoch [4][500/1921] lr: 3.000e-01, eta: 3:09:39, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0443, recall@thr=0.5: 0.6577, prec@thr=0.5: 0.7403, recall@top3: 0.7848, prec@top3: 0.6359, recall@top5: 0.9174, prec@top5: 0.4548, loss: 0.0443, grad_norm: 0.0874 2021-03-16 14:40:29,621 - mmaction - INFO - Epoch [4][520/1921] lr: 3.000e-01, eta: 3:09:20, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0443, recall@thr=0.5: 0.6702, prec@thr=0.5: 0.7558, recall@top3: 0.7873, prec@top3: 0.6403, recall@top5: 0.9197, prec@top5: 0.4579, loss: 0.0443, grad_norm: 0.0887 2021-03-16 14:40:46,567 - mmaction - INFO - Epoch [4][540/1921] lr: 3.000e-01, eta: 3:09:01, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0437, recall@thr=0.5: 0.6713, prec@thr=0.5: 0.7523, recall@top3: 0.7858, prec@top3: 0.6464, recall@top5: 0.9219, prec@top5: 0.4656, loss: 0.0437, grad_norm: 0.0883 2021-03-16 14:41:03,526 - mmaction - INFO - Epoch [4][560/1921] lr: 3.000e-01, eta: 3:08:42, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0441, recall@thr=0.5: 0.6608, prec@thr=0.5: 0.7493, recall@top3: 0.7831, prec@top3: 0.6428, recall@top5: 0.9180, prec@top5: 0.4636, loss: 0.0441, grad_norm: 0.0886 2021-03-16 14:41:20,505 - mmaction - INFO - Epoch [4][580/1921] lr: 3.000e-01, eta: 3:08:24, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0436, recall@thr=0.5: 0.6757, prec@thr=0.5: 0.7554, recall@top3: 0.7896, prec@top3: 0.6547, recall@top5: 0.9206, prec@top5: 0.4670, loss: 0.0436, grad_norm: 0.0863 2021-03-16 14:41:37,503 - mmaction - INFO - Epoch [4][600/1921] lr: 3.000e-01, eta: 3:08:05, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0443, recall@thr=0.5: 0.6629, prec@thr=0.5: 0.7452, recall@top3: 0.7771, prec@top3: 0.6373, recall@top5: 0.9157, prec@top5: 0.4593, loss: 0.0443, grad_norm: 0.0871 2021-03-16 14:41:54,469 - mmaction - INFO - Epoch [4][620/1921] lr: 3.000e-01, eta: 3:07:46, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0438, recall@thr=0.5: 0.6735, prec@thr=0.5: 0.7614, recall@top3: 0.7873, prec@top3: 0.6554, recall@top5: 0.9194, prec@top5: 0.4694, loss: 0.0438, grad_norm: 0.0892 2021-03-16 14:42:11,471 - mmaction - INFO - Epoch [4][640/1921] lr: 3.000e-01, eta: 3:07:27, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0432, recall@thr=0.5: 0.6808, prec@thr=0.5: 0.7617, recall@top3: 0.7913, prec@top3: 0.6453, recall@top5: 0.9229, prec@top5: 0.4621, loss: 0.0432, grad_norm: 0.0861 2021-03-16 14:42:28,427 - mmaction - INFO - Epoch [4][660/1921] lr: 3.000e-01, eta: 3:07:09, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0436, recall@thr=0.5: 0.6759, prec@thr=0.5: 0.7509, recall@top3: 0.7812, prec@top3: 0.6348, recall@top5: 0.9170, prec@top5: 0.4583, loss: 0.0436, grad_norm: 0.0909 2021-03-16 14:42:45,409 - mmaction - INFO - Epoch [4][680/1921] lr: 3.000e-01, eta: 3:06:50, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0441, recall@thr=0.5: 0.6701, prec@thr=0.5: 0.7618, recall@top3: 0.7860, prec@top3: 0.6497, recall@top5: 0.9192, prec@top5: 0.4658, loss: 0.0441, grad_norm: 0.0878 2021-03-16 14:43:02,319 - mmaction - INFO - Epoch [4][700/1921] lr: 3.000e-01, eta: 3:06:31, time: 0.845, data_time: 0.001, memory: 9057, loss_action_cls: 0.0433, recall@thr=0.5: 0.6727, prec@thr=0.5: 0.7537, recall@top3: 0.7852, prec@top3: 0.6433, recall@top5: 0.9209, prec@top5: 0.4624, loss: 0.0433, grad_norm: 0.0915 2021-03-16 14:43:19,265 - mmaction - INFO - Epoch [4][720/1921] lr: 3.000e-01, eta: 3:06:12, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0431, recall@thr=0.5: 0.6733, prec@thr=0.5: 0.7584, recall@top3: 0.7883, prec@top3: 0.6418, recall@top5: 0.9250, prec@top5: 0.4632, loss: 0.0431, grad_norm: 0.0866 2021-03-16 14:43:36,260 - mmaction - INFO - Epoch [4][740/1921] lr: 3.000e-01, eta: 3:05:54, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0438, recall@thr=0.5: 0.6828, prec@thr=0.5: 0.7575, recall@top3: 0.7841, prec@top3: 0.6505, recall@top5: 0.9184, prec@top5: 0.4683, loss: 0.0438, grad_norm: 0.0852 2021-03-16 14:43:53,257 - mmaction - INFO - Epoch [4][760/1921] lr: 3.000e-01, eta: 3:05:35, time: 0.850, data_time: 0.002, memory: 9057, loss_action_cls: 0.0429, recall@thr=0.5: 0.6788, prec@thr=0.5: 0.7545, recall@top3: 0.7858, prec@top3: 0.6434, recall@top5: 0.9195, prec@top5: 0.4639, loss: 0.0429, grad_norm: 0.0884 2021-03-16 14:44:10,229 - mmaction - INFO - Epoch [4][780/1921] lr: 3.000e-01, eta: 3:05:16, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0429, recall@thr=0.5: 0.6770, prec@thr=0.5: 0.7592, recall@top3: 0.7903, prec@top3: 0.6456, recall@top5: 0.9259, prec@top5: 0.4652, loss: 0.0429, grad_norm: 0.0877 2021-03-16 14:44:27,186 - mmaction - INFO - Epoch [4][800/1921] lr: 3.000e-01, eta: 3:04:58, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0423, recall@thr=0.5: 0.6857, prec@thr=0.5: 0.7644, recall@top3: 0.7940, prec@top3: 0.6507, recall@top5: 0.9223, prec@top5: 0.4643, loss: 0.0423, grad_norm: 0.0900 2021-03-16 14:44:44,159 - mmaction - INFO - Epoch [4][820/1921] lr: 3.000e-01, eta: 3:04:39, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0428, recall@thr=0.5: 0.6876, prec@thr=0.5: 0.7665, recall@top3: 0.7920, prec@top3: 0.6519, recall@top5: 0.9262, prec@top5: 0.4682, loss: 0.0428, grad_norm: 0.0875 2021-03-16 14:45:01,123 - mmaction - INFO - Epoch [4][840/1921] lr: 3.000e-01, eta: 3:04:20, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0438, recall@thr=0.5: 0.6698, prec@thr=0.5: 0.7544, recall@top3: 0.7824, prec@top3: 0.6420, recall@top5: 0.9185, prec@top5: 0.4632, loss: 0.0438, grad_norm: 0.0882 2021-03-16 14:45:18,074 - mmaction - INFO - Epoch [4][860/1921] lr: 3.000e-01, eta: 3:04:02, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0431, recall@thr=0.5: 0.6684, prec@thr=0.5: 0.7495, recall@top3: 0.7891, prec@top3: 0.6387, recall@top5: 0.9227, prec@top5: 0.4582, loss: 0.0431, grad_norm: 0.0862 2021-03-16 14:45:35,042 - mmaction - INFO - Epoch [4][880/1921] lr: 3.000e-01, eta: 3:03:43, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0422, recall@thr=0.5: 0.6799, prec@thr=0.5: 0.7613, recall@top3: 0.7938, prec@top3: 0.6480, recall@top5: 0.9253, prec@top5: 0.4639, loss: 0.0422, grad_norm: 0.0849 2021-03-16 14:45:52,010 - mmaction - INFO - Epoch [4][900/1921] lr: 3.000e-01, eta: 3:03:24, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0442, recall@thr=0.5: 0.6663, prec@thr=0.5: 0.7467, recall@top3: 0.7845, prec@top3: 0.6364, recall@top5: 0.9185, prec@top5: 0.4577, loss: 0.0442, grad_norm: 0.0903 2021-03-16 14:46:08,968 - mmaction - INFO - Epoch [4][920/1921] lr: 3.000e-01, eta: 3:03:06, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0433, recall@thr=0.5: 0.6798, prec@thr=0.5: 0.7622, recall@top3: 0.7957, prec@top3: 0.6543, recall@top5: 0.9236, prec@top5: 0.4654, loss: 0.0433, grad_norm: 0.0859 2021-03-16 14:46:25,952 - mmaction - INFO - Epoch [4][940/1921] lr: 3.000e-01, eta: 3:02:47, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0436, recall@thr=0.5: 0.6679, prec@thr=0.5: 0.7565, recall@top3: 0.7870, prec@top3: 0.6483, recall@top5: 0.9219, prec@top5: 0.4646, loss: 0.0436, grad_norm: 0.0841 2021-03-16 14:46:42,898 - mmaction - INFO - Epoch [4][960/1921] lr: 3.000e-01, eta: 3:02:28, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0439, recall@thr=0.5: 0.6683, prec@thr=0.5: 0.7500, recall@top3: 0.7836, prec@top3: 0.6437, recall@top5: 0.9202, prec@top5: 0.4632, loss: 0.0439, grad_norm: 0.0897 2021-03-16 14:46:59,851 - mmaction - INFO - Epoch [4][980/1921] lr: 3.000e-01, eta: 3:02:10, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0437, recall@thr=0.5: 0.6672, prec@thr=0.5: 0.7580, recall@top3: 0.7827, prec@top3: 0.6357, recall@top5: 0.9164, prec@top5: 0.4567, loss: 0.0437, grad_norm: 0.0891 2021-03-16 14:47:16,811 - mmaction - INFO - Epoch [4][1000/1921] lr: 3.000e-01, eta: 3:01:51, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0430, recall@thr=0.5: 0.6727, prec@thr=0.5: 0.7604, recall@top3: 0.7961, prec@top3: 0.6476, recall@top5: 0.9273, prec@top5: 0.4638, loss: 0.0430, grad_norm: 0.0880 2021-03-16 14:47:33,863 - mmaction - INFO - Epoch [4][1020/1921] lr: 3.000e-01, eta: 3:01:33, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0435, recall@thr=0.5: 0.6799, prec@thr=0.5: 0.7540, recall@top3: 0.7906, prec@top3: 0.6501, recall@top5: 0.9182, prec@top5: 0.4633, loss: 0.0435, grad_norm: 0.0877 2021-03-16 14:47:50,818 - mmaction - INFO - Epoch [4][1040/1921] lr: 3.000e-01, eta: 3:01:14, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0429, recall@thr=0.5: 0.6872, prec@thr=0.5: 0.7553, recall@top3: 0.7929, prec@top3: 0.6540, recall@top5: 0.9261, prec@top5: 0.4685, loss: 0.0429, grad_norm: 0.0902 2021-03-16 14:48:07,826 - mmaction - INFO - Epoch [4][1060/1921] lr: 3.000e-01, eta: 3:00:56, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0422, recall@thr=0.5: 0.6774, prec@thr=0.5: 0.7600, recall@top3: 0.7904, prec@top3: 0.6421, recall@top5: 0.9231, prec@top5: 0.4609, loss: 0.0422, grad_norm: 0.0864 2021-03-16 14:48:24,809 - mmaction - INFO - Epoch [4][1080/1921] lr: 3.000e-01, eta: 3:00:37, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0422, recall@thr=0.5: 0.6769, prec@thr=0.5: 0.7585, recall@top3: 0.7905, prec@top3: 0.6509, recall@top5: 0.9192, prec@top5: 0.4639, loss: 0.0422, grad_norm: 0.0911 2021-03-16 14:48:41,781 - mmaction - INFO - Epoch [4][1100/1921] lr: 3.000e-01, eta: 3:00:19, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0419, recall@thr=0.5: 0.6744, prec@thr=0.5: 0.7497, recall@top3: 0.7967, prec@top3: 0.6429, recall@top5: 0.9278, prec@top5: 0.4611, loss: 0.0419, grad_norm: 0.0876 2021-03-16 14:48:58,731 - mmaction - INFO - Epoch [4][1120/1921] lr: 3.000e-01, eta: 3:00:00, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0426, recall@thr=0.5: 0.6833, prec@thr=0.5: 0.7611, recall@top3: 0.7993, prec@top3: 0.6530, recall@top5: 0.9233, prec@top5: 0.4627, loss: 0.0426, grad_norm: 0.0888 2021-03-16 14:49:15,692 - mmaction - INFO - Epoch [4][1140/1921] lr: 3.000e-01, eta: 2:59:42, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0435, recall@thr=0.5: 0.6817, prec@thr=0.5: 0.7615, recall@top3: 0.7878, prec@top3: 0.6522, recall@top5: 0.9210, prec@top5: 0.4668, loss: 0.0435, grad_norm: 0.0864 2021-03-16 14:49:32,693 - mmaction - INFO - Epoch [4][1160/1921] lr: 3.000e-01, eta: 2:59:23, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0449, recall@thr=0.5: 0.6638, prec@thr=0.5: 0.7468, recall@top3: 0.7807, prec@top3: 0.6388, recall@top5: 0.9119, prec@top5: 0.4585, loss: 0.0449, grad_norm: 0.0897 2021-03-16 14:49:49,708 - mmaction - INFO - Epoch [4][1180/1921] lr: 3.000e-01, eta: 2:59:05, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0427, recall@thr=0.5: 0.6722, prec@thr=0.5: 0.7565, recall@top3: 0.7888, prec@top3: 0.6420, recall@top5: 0.9244, prec@top5: 0.4627, loss: 0.0427, grad_norm: 0.0868 2021-03-16 14:50:06,658 - mmaction - INFO - Epoch [4][1200/1921] lr: 3.000e-01, eta: 2:58:46, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0425, recall@thr=0.5: 0.6805, prec@thr=0.5: 0.7535, recall@top3: 0.7883, prec@top3: 0.6456, recall@top5: 0.9222, prec@top5: 0.4626, loss: 0.0425, grad_norm: 0.0872 2021-03-16 14:50:23,679 - mmaction - INFO - Epoch [4][1220/1921] lr: 3.000e-01, eta: 2:58:28, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0434, recall@thr=0.5: 0.6625, prec@thr=0.5: 0.7433, recall@top3: 0.7860, prec@top3: 0.6437, recall@top5: 0.9201, prec@top5: 0.4632, loss: 0.0434, grad_norm: 0.0888 2021-03-16 14:50:40,662 - mmaction - INFO - Epoch [4][1240/1921] lr: 3.000e-01, eta: 2:58:09, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0438, recall@thr=0.5: 0.6759, prec@thr=0.5: 0.7504, recall@top3: 0.7830, prec@top3: 0.6387, recall@top5: 0.9197, prec@top5: 0.4605, loss: 0.0438, grad_norm: 0.0881 2021-03-16 14:50:57,609 - mmaction - INFO - Epoch [4][1260/1921] lr: 3.000e-01, eta: 2:57:51, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0439, recall@thr=0.5: 0.6630, prec@thr=0.5: 0.7454, recall@top3: 0.7835, prec@top3: 0.6401, recall@top5: 0.9162, prec@top5: 0.4580, loss: 0.0439, grad_norm: 0.0880 2021-03-16 14:51:14,598 - mmaction - INFO - Epoch [4][1280/1921] lr: 3.000e-01, eta: 2:57:33, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0421, recall@thr=0.5: 0.6766, prec@thr=0.5: 0.7604, recall@top3: 0.7982, prec@top3: 0.6484, recall@top5: 0.9301, prec@top5: 0.4645, loss: 0.0421, grad_norm: 0.0869 2021-03-16 14:51:31,543 - mmaction - INFO - Epoch [4][1300/1921] lr: 3.000e-01, eta: 2:57:14, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0437, recall@thr=0.5: 0.6679, prec@thr=0.5: 0.7541, recall@top3: 0.7838, prec@top3: 0.6355, recall@top5: 0.9135, prec@top5: 0.4544, loss: 0.0437, grad_norm: 0.0876 2021-03-16 14:51:48,549 - mmaction - INFO - Epoch [4][1320/1921] lr: 3.000e-01, eta: 2:56:56, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0431, recall@thr=0.5: 0.6692, prec@thr=0.5: 0.7568, recall@top3: 0.7852, prec@top3: 0.6410, recall@top5: 0.9210, prec@top5: 0.4610, loss: 0.0431, grad_norm: 0.0884 2021-03-16 14:52:05,577 - mmaction - INFO - Epoch [4][1340/1921] lr: 3.000e-01, eta: 2:56:37, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0433, recall@thr=0.5: 0.6829, prec@thr=0.5: 0.7653, recall@top3: 0.7942, prec@top3: 0.6536, recall@top5: 0.9220, prec@top5: 0.4669, loss: 0.0433, grad_norm: 0.0868 2021-03-16 14:52:22,831 - mmaction - INFO - Epoch [4][1360/1921] lr: 3.000e-01, eta: 2:56:19, time: 0.863, data_time: 0.001, memory: 9057, loss_action_cls: 0.0434, recall@thr=0.5: 0.6640, prec@thr=0.5: 0.7467, recall@top3: 0.7841, prec@top3: 0.6427, recall@top5: 0.9233, prec@top5: 0.4653, loss: 0.0434, grad_norm: 0.0888 2021-03-16 14:52:39,795 - mmaction - INFO - Epoch [4][1380/1921] lr: 3.000e-01, eta: 2:56:01, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0429, recall@thr=0.5: 0.6788, prec@thr=0.5: 0.7552, recall@top3: 0.7889, prec@top3: 0.6413, recall@top5: 0.9207, prec@top5: 0.4598, loss: 0.0429, grad_norm: 0.0916 2021-03-16 14:52:56,933 - mmaction - INFO - Epoch [4][1400/1921] lr: 3.000e-01, eta: 2:55:43, time: 0.857, data_time: 0.001, memory: 9057, loss_action_cls: 0.0432, recall@thr=0.5: 0.6611, prec@thr=0.5: 0.7435, recall@top3: 0.7851, prec@top3: 0.6342, recall@top5: 0.9206, prec@top5: 0.4556, loss: 0.0432, grad_norm: 0.0885 2021-03-16 14:53:14,099 - mmaction - INFO - Epoch [4][1420/1921] lr: 3.000e-01, eta: 2:55:25, time: 0.859, data_time: 0.001, memory: 9057, loss_action_cls: 0.0421, recall@thr=0.5: 0.6878, prec@thr=0.5: 0.7645, recall@top3: 0.7944, prec@top3: 0.6557, recall@top5: 0.9212, prec@top5: 0.4675, loss: 0.0421, grad_norm: 0.0886 2021-03-16 14:53:31,145 - mmaction - INFO - Epoch [4][1440/1921] lr: 3.000e-01, eta: 2:55:07, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0431, recall@thr=0.5: 0.6600, prec@thr=0.5: 0.7477, recall@top3: 0.7846, prec@top3: 0.6293, recall@top5: 0.9158, prec@top5: 0.4512, loss: 0.0431, grad_norm: 0.0854 2021-03-16 14:53:48,228 - mmaction - INFO - Epoch [4][1460/1921] lr: 3.000e-01, eta: 2:54:48, time: 0.854, data_time: 0.001, memory: 9057, loss_action_cls: 0.0428, recall@thr=0.5: 0.6817, prec@thr=0.5: 0.7478, recall@top3: 0.7904, prec@top3: 0.6498, recall@top5: 0.9221, prec@top5: 0.4649, loss: 0.0428, grad_norm: 0.0842 2021-03-16 14:54:05,442 - mmaction - INFO - Epoch [4][1480/1921] lr: 3.000e-01, eta: 2:54:30, time: 0.861, data_time: 0.001, memory: 9057, loss_action_cls: 0.0426, recall@thr=0.5: 0.6732, prec@thr=0.5: 0.7565, recall@top3: 0.7922, prec@top3: 0.6430, recall@top5: 0.9244, prec@top5: 0.4601, loss: 0.0426, grad_norm: 0.0882 2021-03-16 14:54:22,433 - mmaction - INFO - Epoch [4][1500/1921] lr: 3.000e-01, eta: 2:54:12, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0430, recall@thr=0.5: 0.6738, prec@thr=0.5: 0.7592, recall@top3: 0.7903, prec@top3: 0.6516, recall@top5: 0.9197, prec@top5: 0.4658, loss: 0.0430, grad_norm: 0.0874 2021-03-16 14:54:39,431 - mmaction - INFO - Epoch [4][1520/1921] lr: 3.000e-01, eta: 2:53:54, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0432, recall@thr=0.5: 0.6756, prec@thr=0.5: 0.7577, recall@top3: 0.7858, prec@top3: 0.6434, recall@top5: 0.9160, prec@top5: 0.4598, loss: 0.0432, grad_norm: 0.0832 2021-03-16 14:54:56,455 - mmaction - INFO - Epoch [4][1540/1921] lr: 3.000e-01, eta: 2:53:35, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0414, recall@thr=0.5: 0.6915, prec@thr=0.5: 0.7688, recall@top3: 0.8019, prec@top3: 0.6563, recall@top5: 0.9251, prec@top5: 0.4657, loss: 0.0414, grad_norm: 0.0876 2021-03-16 14:55:13,411 - mmaction - INFO - Epoch [4][1560/1921] lr: 3.000e-01, eta: 2:53:17, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0429, recall@thr=0.5: 0.6721, prec@thr=0.5: 0.7545, recall@top3: 0.7830, prec@top3: 0.6389, recall@top5: 0.9172, prec@top5: 0.4600, loss: 0.0429, grad_norm: 0.0866 2021-03-16 14:55:30,356 - mmaction - INFO - Epoch [4][1580/1921] lr: 3.000e-01, eta: 2:52:59, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0431, recall@thr=0.5: 0.6719, prec@thr=0.5: 0.7548, recall@top3: 0.7854, prec@top3: 0.6438, recall@top5: 0.9199, prec@top5: 0.4621, loss: 0.0431, grad_norm: 0.0880 2021-03-16 14:55:47,367 - mmaction - INFO - Epoch [4][1600/1921] lr: 3.000e-01, eta: 2:52:40, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0438, recall@thr=0.5: 0.6687, prec@thr=0.5: 0.7524, recall@top3: 0.7786, prec@top3: 0.6443, recall@top5: 0.9202, prec@top5: 0.4669, loss: 0.0438, grad_norm: 0.0871 2021-03-16 14:56:04,342 - mmaction - INFO - Epoch [4][1620/1921] lr: 3.000e-01, eta: 2:52:22, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0430, recall@thr=0.5: 0.6702, prec@thr=0.5: 0.7566, recall@top3: 0.7914, prec@top3: 0.6438, recall@top5: 0.9201, prec@top5: 0.4591, loss: 0.0430, grad_norm: 0.0870 2021-03-16 14:56:21,308 - mmaction - INFO - Epoch [4][1640/1921] lr: 3.000e-01, eta: 2:52:04, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0428, recall@thr=0.5: 0.6745, prec@thr=0.5: 0.7577, recall@top3: 0.7892, prec@top3: 0.6485, recall@top5: 0.9242, prec@top5: 0.4648, loss: 0.0428, grad_norm: 0.0851 2021-03-16 14:56:38,297 - mmaction - INFO - Epoch [4][1660/1921] lr: 3.000e-01, eta: 2:51:45, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0424, recall@thr=0.5: 0.6708, prec@thr=0.5: 0.7535, recall@top3: 0.7917, prec@top3: 0.6461, recall@top5: 0.9200, prec@top5: 0.4609, loss: 0.0424, grad_norm: 0.0867 2021-03-16 14:56:55,254 - mmaction - INFO - Epoch [4][1680/1921] lr: 3.000e-01, eta: 2:51:27, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0427, recall@thr=0.5: 0.6805, prec@thr=0.5: 0.7585, recall@top3: 0.7941, prec@top3: 0.6477, recall@top5: 0.9224, prec@top5: 0.4624, loss: 0.0427, grad_norm: 0.0862 2021-03-16 14:57:12,267 - mmaction - INFO - Epoch [4][1700/1921] lr: 3.000e-01, eta: 2:51:09, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0432, recall@thr=0.5: 0.6649, prec@thr=0.5: 0.7522, recall@top3: 0.7865, prec@top3: 0.6466, recall@top5: 0.9186, prec@top5: 0.4640, loss: 0.0432, grad_norm: 0.0852 2021-03-16 14:57:29,299 - mmaction - INFO - Epoch [4][1720/1921] lr: 3.000e-01, eta: 2:50:51, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0430, recall@thr=0.5: 0.6749, prec@thr=0.5: 0.7557, recall@top3: 0.7841, prec@top3: 0.6399, recall@top5: 0.9205, prec@top5: 0.4609, loss: 0.0430, grad_norm: 0.0855 2021-03-16 14:57:46,279 - mmaction - INFO - Epoch [4][1740/1921] lr: 3.000e-01, eta: 2:50:32, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0421, recall@thr=0.5: 0.6835, prec@thr=0.5: 0.7574, recall@top3: 0.7955, prec@top3: 0.6533, recall@top5: 0.9227, prec@top5: 0.4653, loss: 0.0421, grad_norm: 0.0891 2021-03-16 14:58:03,244 - mmaction - INFO - Epoch [4][1760/1921] lr: 3.000e-01, eta: 2:50:14, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0416, recall@thr=0.5: 0.6869, prec@thr=0.5: 0.7680, recall@top3: 0.7946, prec@top3: 0.6581, recall@top5: 0.9276, prec@top5: 0.4736, loss: 0.0416, grad_norm: 0.0870 2021-03-16 14:58:20,194 - mmaction - INFO - Epoch [4][1780/1921] lr: 3.000e-01, eta: 2:49:56, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0425, recall@thr=0.5: 0.6768, prec@thr=0.5: 0.7549, recall@top3: 0.7980, prec@top3: 0.6530, recall@top5: 0.9234, prec@top5: 0.4641, loss: 0.0425, grad_norm: 0.0889 2021-03-16 14:58:37,150 - mmaction - INFO - Epoch [4][1800/1921] lr: 3.000e-01, eta: 2:49:38, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0417, recall@thr=0.5: 0.6752, prec@thr=0.5: 0.7585, recall@top3: 0.8007, prec@top3: 0.6457, recall@top5: 0.9292, prec@top5: 0.4601, loss: 0.0417, grad_norm: 0.0883 2021-03-16 14:58:54,075 - mmaction - INFO - Epoch [4][1820/1921] lr: 3.000e-01, eta: 2:49:19, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0440, recall@thr=0.5: 0.6579, prec@thr=0.5: 0.7450, recall@top3: 0.7766, prec@top3: 0.6426, recall@top5: 0.9218, prec@top5: 0.4681, loss: 0.0440, grad_norm: 0.0908 2021-03-16 14:59:11,063 - mmaction - INFO - Epoch [4][1840/1921] lr: 3.000e-01, eta: 2:49:01, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0425, recall@thr=0.5: 0.6716, prec@thr=0.5: 0.7515, recall@top3: 0.7911, prec@top3: 0.6374, recall@top5: 0.9208, prec@top5: 0.4568, loss: 0.0425, grad_norm: 0.0890 2021-03-16 14:59:28,037 - mmaction - INFO - Epoch [4][1860/1921] lr: 3.000e-01, eta: 2:48:43, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0426, recall@thr=0.5: 0.6645, prec@thr=0.5: 0.7467, recall@top3: 0.7905, prec@top3: 0.6479, recall@top5: 0.9227, prec@top5: 0.4650, loss: 0.0426, grad_norm: 0.0872 2021-03-16 14:59:44,986 - mmaction - INFO - Epoch [4][1880/1921] lr: 3.000e-01, eta: 2:48:25, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0426, recall@thr=0.5: 0.6672, prec@thr=0.5: 0.7531, recall@top3: 0.7921, prec@top3: 0.6469, recall@top5: 0.9194, prec@top5: 0.4598, loss: 0.0426, grad_norm: 0.0881 2021-03-16 15:00:01,955 - mmaction - INFO - Epoch [4][1900/1921] lr: 3.000e-01, eta: 2:48:06, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0419, recall@thr=0.5: 0.6746, prec@thr=0.5: 0.7545, recall@top3: 0.7923, prec@top3: 0.6408, recall@top5: 0.9208, prec@top5: 0.4574, loss: 0.0419, grad_norm: 0.0887 2021-03-16 15:00:18,923 - mmaction - INFO - Epoch [4][1920/1921] lr: 3.000e-01, eta: 2:47:48, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0428, recall@thr=0.5: 0.6808, prec@thr=0.5: 0.7541, recall@top3: 0.7879, prec@top3: 0.6491, recall@top5: 0.9206, prec@top5: 0.4662, loss: 0.0428, grad_norm: 0.0894 2021-03-16 15:00:22,626 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-03-16 15:05:58,520 - mmaction - INFO - Evaluating mAP ... 2021-03-16 15:14:19,679 - mmaction - INFO - mAP@0.5IOU 0.2117 2021-03-16 15:14:20,061 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_4.pth. 2021-03-16 15:14:20,061 - mmaction - INFO - Best mAP@0.5IOU is 0.2117 at 4 epoch. 2021-03-16 15:14:21,187 - mmaction - INFO - Epoch(val) [4][1921] mAP@0.5IOU: 0.2117 2021-03-16 15:15:35,564 - mmaction - INFO - Epoch [5][20/1921] lr: 3.000e-02, eta: 2:48:53, time: 3.718, data_time: 2.824, memory: 9057, loss_action_cls: 0.0415, recall@thr=0.5: 0.6822, prec@thr=0.5: 0.7655, recall@top3: 0.7988, prec@top3: 0.6633, recall@top5: 0.9275, prec@top5: 0.4720, loss: 0.0415, grad_norm: 0.0824 2021-03-16 15:15:52,367 - mmaction - INFO - Epoch [5][40/1921] lr: 3.000e-02, eta: 2:48:35, time: 0.840, data_time: 0.001, memory: 9057, loss_action_cls: 0.0402, recall@thr=0.5: 0.6898, prec@thr=0.5: 0.7695, recall@top3: 0.8074, prec@top3: 0.6516, recall@top5: 0.9308, prec@top5: 0.4623, loss: 0.0402, grad_norm: 0.0826 2021-03-16 15:16:09,290 - mmaction - INFO - Epoch [5][60/1921] lr: 3.000e-02, eta: 2:48:16, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0406, recall@thr=0.5: 0.6998, prec@thr=0.5: 0.7787, recall@top3: 0.8024, prec@top3: 0.6533, recall@top5: 0.9283, prec@top5: 0.4648, loss: 0.0406, grad_norm: 0.0799 2021-03-16 15:16:26,204 - mmaction - INFO - Epoch [5][80/1921] lr: 3.000e-02, eta: 2:47:57, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0401, recall@thr=0.5: 0.6886, prec@thr=0.5: 0.7728, recall@top3: 0.8077, prec@top3: 0.6570, recall@top5: 0.9309, prec@top5: 0.4649, loss: 0.0401, grad_norm: 0.0818 2021-03-16 15:16:43,154 - mmaction - INFO - Epoch [5][100/1921] lr: 3.000e-02, eta: 2:47:39, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0400, recall@thr=0.5: 0.6917, prec@thr=0.5: 0.7733, recall@top3: 0.8027, prec@top3: 0.6580, recall@top5: 0.9278, prec@top5: 0.4671, loss: 0.0400, grad_norm: 0.0833 2021-03-16 15:17:00,078 - mmaction - INFO - Epoch [5][120/1921] lr: 3.000e-02, eta: 2:47:20, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0401, recall@thr=0.5: 0.6931, prec@thr=0.5: 0.7720, recall@top3: 0.8065, prec@top3: 0.6526, recall@top5: 0.9251, prec@top5: 0.4598, loss: 0.0401, grad_norm: 0.0858 2021-03-16 15:17:17,079 - mmaction - INFO - Epoch [5][140/1921] lr: 3.000e-02, eta: 2:47:02, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0396, recall@thr=0.5: 0.7004, prec@thr=0.5: 0.7692, recall@top3: 0.8039, prec@top3: 0.6604, recall@top5: 0.9296, prec@top5: 0.4688, loss: 0.0396, grad_norm: 0.0838 2021-03-16 15:17:34,058 - mmaction - INFO - Epoch [5][160/1921] lr: 3.000e-02, eta: 2:46:43, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0403, recall@thr=0.5: 0.6973, prec@thr=0.5: 0.7734, recall@top3: 0.8024, prec@top3: 0.6551, recall@top5: 0.9306, prec@top5: 0.4667, loss: 0.0403, grad_norm: 0.0821 2021-03-16 15:17:51,016 - mmaction - INFO - Epoch [5][180/1921] lr: 3.000e-02, eta: 2:46:25, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0403, recall@thr=0.5: 0.6942, prec@thr=0.5: 0.7742, recall@top3: 0.8045, prec@top3: 0.6565, recall@top5: 0.9327, prec@top5: 0.4668, loss: 0.0403, grad_norm: 0.0840 2021-03-16 15:18:07,997 - mmaction - INFO - Epoch [5][200/1921] lr: 3.000e-02, eta: 2:46:06, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0414, recall@thr=0.5: 0.6852, prec@thr=0.5: 0.7687, recall@top3: 0.7998, prec@top3: 0.6541, recall@top5: 0.9243, prec@top5: 0.4650, loss: 0.0414, grad_norm: 0.0864 2021-03-16 15:18:24,978 - mmaction - INFO - Epoch [5][220/1921] lr: 3.000e-02, eta: 2:45:48, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0411, recall@thr=0.5: 0.6842, prec@thr=0.5: 0.7670, recall@top3: 0.8033, prec@top3: 0.6535, recall@top5: 0.9265, prec@top5: 0.4626, loss: 0.0411, grad_norm: 0.0832 2021-03-16 15:18:41,948 - mmaction - INFO - Epoch [5][240/1921] lr: 3.000e-02, eta: 2:45:29, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0394, recall@thr=0.5: 0.7085, prec@thr=0.5: 0.7812, recall@top3: 0.8094, prec@top3: 0.6678, recall@top5: 0.9298, prec@top5: 0.4717, loss: 0.0394, grad_norm: 0.0826 2021-03-16 15:18:58,909 - mmaction - INFO - Epoch [5][260/1921] lr: 3.000e-02, eta: 2:45:11, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0403, recall@thr=0.5: 0.6952, prec@thr=0.5: 0.7746, recall@top3: 0.8020, prec@top3: 0.6574, recall@top5: 0.9290, prec@top5: 0.4672, loss: 0.0403, grad_norm: 0.0853 2021-03-16 15:19:15,956 - mmaction - INFO - Epoch [5][280/1921] lr: 3.000e-02, eta: 2:44:52, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0397, recall@thr=0.5: 0.6942, prec@thr=0.5: 0.7812, recall@top3: 0.8072, prec@top3: 0.6576, recall@top5: 0.9304, prec@top5: 0.4658, loss: 0.0397, grad_norm: 0.0848 2021-03-16 15:19:32,942 - mmaction - INFO - Epoch [5][300/1921] lr: 3.000e-02, eta: 2:44:34, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0402, recall@thr=0.5: 0.7018, prec@thr=0.5: 0.7757, recall@top3: 0.8088, prec@top3: 0.6568, recall@top5: 0.9314, prec@top5: 0.4655, loss: 0.0402, grad_norm: 0.0889 2021-03-16 15:19:49,882 - mmaction - INFO - Epoch [5][320/1921] lr: 3.000e-02, eta: 2:44:15, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0402, recall@thr=0.5: 0.6940, prec@thr=0.5: 0.7695, recall@top3: 0.8064, prec@top3: 0.6508, recall@top5: 0.9322, prec@top5: 0.4616, loss: 0.0402, grad_norm: 0.0881 2021-03-16 15:20:06,889 - mmaction - INFO - Epoch [5][340/1921] lr: 3.000e-02, eta: 2:43:57, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0401, recall@thr=0.5: 0.7024, prec@thr=0.5: 0.7866, recall@top3: 0.8055, prec@top3: 0.6625, recall@top5: 0.9243, prec@top5: 0.4667, loss: 0.0401, grad_norm: 0.0835 2021-03-16 15:20:23,870 - mmaction - INFO - Epoch [5][360/1921] lr: 3.000e-02, eta: 2:43:38, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0399, recall@thr=0.5: 0.7026, prec@thr=0.5: 0.7743, recall@top3: 0.8053, prec@top3: 0.6557, recall@top5: 0.9292, prec@top5: 0.4639, loss: 0.0399, grad_norm: 0.0873 2021-03-16 15:20:40,891 - mmaction - INFO - Epoch [5][380/1921] lr: 3.000e-02, eta: 2:43:20, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0410, recall@thr=0.5: 0.6960, prec@thr=0.5: 0.7737, recall@top3: 0.8013, prec@top3: 0.6603, recall@top5: 0.9286, prec@top5: 0.4705, loss: 0.0410, grad_norm: 0.0880 2021-03-16 15:20:57,852 - mmaction - INFO - Epoch [5][400/1921] lr: 3.000e-02, eta: 2:43:02, time: 0.850, data_time: 0.003, memory: 9057, loss_action_cls: 0.0399, recall@thr=0.5: 0.6952, prec@thr=0.5: 0.7716, recall@top3: 0.8062, prec@top3: 0.6525, recall@top5: 0.9270, prec@top5: 0.4606, loss: 0.0399, grad_norm: 0.0872 2021-03-16 15:21:14,850 - mmaction - INFO - Epoch [5][420/1921] lr: 3.000e-02, eta: 2:42:43, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0397, recall@thr=0.5: 0.7078, prec@thr=0.5: 0.7869, recall@top3: 0.8073, prec@top3: 0.6598, recall@top5: 0.9266, prec@top5: 0.4655, loss: 0.0397, grad_norm: 0.0850 2021-03-16 15:21:31,825 - mmaction - INFO - Epoch [5][440/1921] lr: 3.000e-02, eta: 2:42:25, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0402, recall@thr=0.5: 0.7048, prec@thr=0.5: 0.7817, recall@top3: 0.8088, prec@top3: 0.6615, recall@top5: 0.9321, prec@top5: 0.4692, loss: 0.0402, grad_norm: 0.0900 2021-03-16 15:21:48,791 - mmaction - INFO - Epoch [5][460/1921] lr: 3.000e-02, eta: 2:42:06, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0394, recall@thr=0.5: 0.7063, prec@thr=0.5: 0.7814, recall@top3: 0.8087, prec@top3: 0.6599, recall@top5: 0.9301, prec@top5: 0.4656, loss: 0.0394, grad_norm: 0.0857 2021-03-16 15:22:05,750 - mmaction - INFO - Epoch [5][480/1921] lr: 3.000e-02, eta: 2:41:48, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0398, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7784, recall@top3: 0.8026, prec@top3: 0.6646, recall@top5: 0.9282, prec@top5: 0.4716, loss: 0.0398, grad_norm: 0.0884 2021-03-16 15:22:22,779 - mmaction - INFO - Epoch [5][500/1921] lr: 3.000e-02, eta: 2:41:30, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0396, recall@thr=0.5: 0.6969, prec@thr=0.5: 0.7886, recall@top3: 0.8088, prec@top3: 0.6559, recall@top5: 0.9335, prec@top5: 0.4631, loss: 0.0396, grad_norm: 0.0841 2021-03-16 15:22:39,747 - mmaction - INFO - Epoch [5][520/1921] lr: 3.000e-02, eta: 2:41:11, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0396, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7800, recall@top3: 0.8086, prec@top3: 0.6625, recall@top5: 0.9319, prec@top5: 0.4694, loss: 0.0396, grad_norm: 0.0846 2021-03-16 15:22:57,000 - mmaction - INFO - Epoch [5][540/1921] lr: 3.000e-02, eta: 2:40:53, time: 0.863, data_time: 0.001, memory: 9057, loss_action_cls: 0.0399, recall@thr=0.5: 0.7060, prec@thr=0.5: 0.7803, recall@top3: 0.8072, prec@top3: 0.6578, recall@top5: 0.9295, prec@top5: 0.4654, loss: 0.0399, grad_norm: 0.0864 2021-03-16 15:23:13,994 - mmaction - INFO - Epoch [5][560/1921] lr: 3.000e-02, eta: 2:40:35, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0398, recall@thr=0.5: 0.7040, prec@thr=0.5: 0.7827, recall@top3: 0.8087, prec@top3: 0.6637, recall@top5: 0.9318, prec@top5: 0.4705, loss: 0.0398, grad_norm: 0.0866 2021-03-16 15:23:31,023 - mmaction - INFO - Epoch [5][580/1921] lr: 3.000e-02, eta: 2:40:17, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0412, recall@thr=0.5: 0.6980, prec@thr=0.5: 0.7667, recall@top3: 0.7996, prec@top3: 0.6548, recall@top5: 0.9244, prec@top5: 0.4657, loss: 0.0412, grad_norm: 0.0891 2021-03-16 15:23:48,005 - mmaction - INFO - Epoch [5][600/1921] lr: 3.000e-02, eta: 2:39:58, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0404, recall@thr=0.5: 0.6952, prec@thr=0.5: 0.7817, recall@top3: 0.8035, prec@top3: 0.6567, recall@top5: 0.9283, prec@top5: 0.4655, loss: 0.0404, grad_norm: 0.0853 2021-03-16 15:24:04,993 - mmaction - INFO - Epoch [5][620/1921] lr: 3.000e-02, eta: 2:39:40, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0409, recall@thr=0.5: 0.7041, prec@thr=0.5: 0.7745, recall@top3: 0.8091, prec@top3: 0.6588, recall@top5: 0.9263, prec@top5: 0.4646, loss: 0.0409, grad_norm: 0.0838 2021-03-16 15:24:21,984 - mmaction - INFO - Epoch [5][640/1921] lr: 3.000e-02, eta: 2:39:22, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0388, recall@thr=0.5: 0.7129, prec@thr=0.5: 0.7869, recall@top3: 0.8138, prec@top3: 0.6593, recall@top5: 0.9337, prec@top5: 0.4653, loss: 0.0388, grad_norm: 0.0848 2021-03-16 15:24:39,023 - mmaction - INFO - Epoch [5][660/1921] lr: 3.000e-02, eta: 2:39:03, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0392, recall@thr=0.5: 0.7075, prec@thr=0.5: 0.7833, recall@top3: 0.8123, prec@top3: 0.6609, recall@top5: 0.9350, prec@top5: 0.4671, loss: 0.0392, grad_norm: 0.0868 2021-03-16 15:24:55,974 - mmaction - INFO - Epoch [5][680/1921] lr: 3.000e-02, eta: 2:38:45, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0398, recall@thr=0.5: 0.7074, prec@thr=0.5: 0.7769, recall@top3: 0.8106, prec@top3: 0.6648, recall@top5: 0.9293, prec@top5: 0.4691, loss: 0.0398, grad_norm: 0.0895 2021-03-16 15:25:12,922 - mmaction - INFO - Epoch [5][700/1921] lr: 3.000e-02, eta: 2:38:27, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0387, recall@thr=0.5: 0.7058, prec@thr=0.5: 0.7837, recall@top3: 0.8160, prec@top3: 0.6560, recall@top5: 0.9401, prec@top5: 0.4649, loss: 0.0387, grad_norm: 0.0889 2021-03-16 15:25:29,850 - mmaction - INFO - Epoch [5][720/1921] lr: 3.000e-02, eta: 2:38:08, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0389, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7869, recall@top3: 0.8160, prec@top3: 0.6573, recall@top5: 0.9341, prec@top5: 0.4616, loss: 0.0389, grad_norm: 0.0875 2021-03-16 15:25:46,850 - mmaction - INFO - Epoch [5][740/1921] lr: 3.000e-02, eta: 2:37:50, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0396, recall@thr=0.5: 0.6997, prec@thr=0.5: 0.7771, recall@top3: 0.8032, prec@top3: 0.6489, recall@top5: 0.9289, prec@top5: 0.4620, loss: 0.0396, grad_norm: 0.0881 2021-03-16 15:26:03,863 - mmaction - INFO - Epoch [5][760/1921] lr: 3.000e-02, eta: 2:37:32, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0391, recall@thr=0.5: 0.6997, prec@thr=0.5: 0.7828, recall@top3: 0.8104, prec@top3: 0.6563, recall@top5: 0.9325, prec@top5: 0.4641, loss: 0.0391, grad_norm: 0.0865 2021-03-16 15:26:20,853 - mmaction - INFO - Epoch [5][780/1921] lr: 3.000e-02, eta: 2:37:13, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0399, recall@thr=0.5: 0.7082, prec@thr=0.5: 0.7824, recall@top3: 0.8052, prec@top3: 0.6506, recall@top5: 0.9265, prec@top5: 0.4589, loss: 0.0399, grad_norm: 0.0846 2021-03-16 15:26:37,859 - mmaction - INFO - Epoch [5][800/1921] lr: 3.000e-02, eta: 2:36:55, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0397, recall@thr=0.5: 0.7048, prec@thr=0.5: 0.7778, recall@top3: 0.8004, prec@top3: 0.6600, recall@top5: 0.9283, prec@top5: 0.4701, loss: 0.0397, grad_norm: 0.0885 2021-03-16 15:26:54,796 - mmaction - INFO - Epoch [5][820/1921] lr: 3.000e-02, eta: 2:36:37, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0405, recall@thr=0.5: 0.6914, prec@thr=0.5: 0.7705, recall@top3: 0.8065, prec@top3: 0.6482, recall@top5: 0.9292, prec@top5: 0.4593, loss: 0.0405, grad_norm: 0.0885 2021-03-16 15:27:11,762 - mmaction - INFO - Epoch [5][840/1921] lr: 3.000e-02, eta: 2:36:19, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0407, recall@thr=0.5: 0.6937, prec@thr=0.5: 0.7717, recall@top3: 0.8013, prec@top3: 0.6547, recall@top5: 0.9236, prec@top5: 0.4635, loss: 0.0407, grad_norm: 0.0849 2021-03-16 15:27:28,731 - mmaction - INFO - Epoch [5][860/1921] lr: 3.000e-02, eta: 2:36:00, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0389, recall@thr=0.5: 0.6986, prec@thr=0.5: 0.7770, recall@top3: 0.8090, prec@top3: 0.6589, recall@top5: 0.9333, prec@top5: 0.4660, loss: 0.0389, grad_norm: 0.0881 2021-03-16 15:27:45,697 - mmaction - INFO - Epoch [5][880/1921] lr: 3.000e-02, eta: 2:35:42, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0407, recall@thr=0.5: 0.7042, prec@thr=0.5: 0.7787, recall@top3: 0.8013, prec@top3: 0.6703, recall@top5: 0.9268, prec@top5: 0.4760, loss: 0.0407, grad_norm: 0.0876 2021-03-16 15:28:02,645 - mmaction - INFO - Epoch [5][900/1921] lr: 3.000e-02, eta: 2:35:24, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0394, recall@thr=0.5: 0.6985, prec@thr=0.5: 0.7760, recall@top3: 0.8039, prec@top3: 0.6546, recall@top5: 0.9274, prec@top5: 0.4644, loss: 0.0394, grad_norm: 0.0883 2021-03-16 15:28:19,645 - mmaction - INFO - Epoch [5][920/1921] lr: 3.000e-02, eta: 2:35:05, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0389, recall@thr=0.5: 0.7099, prec@thr=0.5: 0.7904, recall@top3: 0.8116, prec@top3: 0.6677, recall@top5: 0.9308, prec@top5: 0.4714, loss: 0.0389, grad_norm: 0.0846 2021-03-16 15:28:36,647 - mmaction - INFO - Epoch [5][940/1921] lr: 3.000e-02, eta: 2:34:47, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0400, recall@thr=0.5: 0.7092, prec@thr=0.5: 0.7830, recall@top3: 0.8071, prec@top3: 0.6628, recall@top5: 0.9262, prec@top5: 0.4671, loss: 0.0400, grad_norm: 0.0910 2021-03-16 15:28:53,593 - mmaction - INFO - Epoch [5][960/1921] lr: 3.000e-02, eta: 2:34:29, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0407, recall@thr=0.5: 0.7042, prec@thr=0.5: 0.7845, recall@top3: 0.8059, prec@top3: 0.6621, recall@top5: 0.9264, prec@top5: 0.4678, loss: 0.0407, grad_norm: 0.0914 2021-03-16 15:29:10,566 - mmaction - INFO - Epoch [5][980/1921] lr: 3.000e-02, eta: 2:34:11, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0391, recall@thr=0.5: 0.7094, prec@thr=0.5: 0.7835, recall@top3: 0.8124, prec@top3: 0.6640, recall@top5: 0.9286, prec@top5: 0.4666, loss: 0.0391, grad_norm: 0.0863 2021-03-16 15:29:27,576 - mmaction - INFO - Epoch [5][1000/1921] lr: 3.000e-02, eta: 2:33:53, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0388, recall@thr=0.5: 0.7174, prec@thr=0.5: 0.7852, recall@top3: 0.8144, prec@top3: 0.6684, recall@top5: 0.9338, prec@top5: 0.4720, loss: 0.0388, grad_norm: 0.0870 2021-03-16 15:29:44,527 - mmaction - INFO - Epoch [5][1020/1921] lr: 3.000e-02, eta: 2:33:34, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0398, recall@thr=0.5: 0.6920, prec@thr=0.5: 0.7774, recall@top3: 0.8066, prec@top3: 0.6532, recall@top5: 0.9309, prec@top5: 0.4628, loss: 0.0398, grad_norm: 0.0906 2021-03-16 15:30:01,508 - mmaction - INFO - Epoch [5][1040/1921] lr: 3.000e-02, eta: 2:33:16, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0393, recall@thr=0.5: 0.7094, prec@thr=0.5: 0.7794, recall@top3: 0.8115, prec@top3: 0.6619, recall@top5: 0.9375, prec@top5: 0.4706, loss: 0.0393, grad_norm: 0.0898 2021-03-16 15:30:18,478 - mmaction - INFO - Epoch [5][1060/1921] lr: 3.000e-02, eta: 2:32:58, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0394, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7887, recall@top3: 0.8106, prec@top3: 0.6686, recall@top5: 0.9329, prec@top5: 0.4719, loss: 0.0394, grad_norm: 0.0869 2021-03-16 15:30:35,443 - mmaction - INFO - Epoch [5][1080/1921] lr: 3.000e-02, eta: 2:32:40, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0393, recall@thr=0.5: 0.7098, prec@thr=0.5: 0.7859, recall@top3: 0.8056, prec@top3: 0.6713, recall@top5: 0.9326, prec@top5: 0.4774, loss: 0.0393, grad_norm: 0.0855 2021-03-16 15:30:52,454 - mmaction - INFO - Epoch [5][1100/1921] lr: 3.000e-02, eta: 2:32:21, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0397, recall@thr=0.5: 0.7086, prec@thr=0.5: 0.7755, recall@top3: 0.8073, prec@top3: 0.6658, recall@top5: 0.9318, prec@top5: 0.4722, loss: 0.0397, grad_norm: 0.0902 2021-03-16 15:31:09,426 - mmaction - INFO - Epoch [5][1120/1921] lr: 3.000e-02, eta: 2:32:03, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0400, recall@thr=0.5: 0.6994, prec@thr=0.5: 0.7808, recall@top3: 0.7985, prec@top3: 0.6603, recall@top5: 0.9289, prec@top5: 0.4712, loss: 0.0400, grad_norm: 0.0884 2021-03-16 15:31:26,382 - mmaction - INFO - Epoch [5][1140/1921] lr: 3.000e-02, eta: 2:31:45, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0394, recall@thr=0.5: 0.7023, prec@thr=0.5: 0.7758, recall@top3: 0.8165, prec@top3: 0.6589, recall@top5: 0.9340, prec@top5: 0.4629, loss: 0.0394, grad_norm: 0.0904 2021-03-16 15:31:43,365 - mmaction - INFO - Epoch [5][1160/1921] lr: 3.000e-02, eta: 2:31:27, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0406, recall@thr=0.5: 0.6910, prec@thr=0.5: 0.7776, recall@top3: 0.7992, prec@top3: 0.6549, recall@top5: 0.9261, prec@top5: 0.4655, loss: 0.0406, grad_norm: 0.0923 2021-03-16 15:32:00,399 - mmaction - INFO - Epoch [5][1180/1921] lr: 3.000e-02, eta: 2:31:09, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0404, recall@thr=0.5: 0.6979, prec@thr=0.5: 0.7701, recall@top3: 0.7943, prec@top3: 0.6519, recall@top5: 0.9252, prec@top5: 0.4682, loss: 0.0404, grad_norm: 0.0913 2021-03-16 15:32:17,417 - mmaction - INFO - Epoch [5][1200/1921] lr: 3.000e-02, eta: 2:30:51, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0390, recall@thr=0.5: 0.7079, prec@thr=0.5: 0.7845, recall@top3: 0.8088, prec@top3: 0.6679, recall@top5: 0.9316, prec@top5: 0.4707, loss: 0.0390, grad_norm: 0.0899 2021-03-16 15:32:34,390 - mmaction - INFO - Epoch [5][1220/1921] lr: 3.000e-02, eta: 2:30:32, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0397, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.7778, recall@top3: 0.8061, prec@top3: 0.6604, recall@top5: 0.9281, prec@top5: 0.4665, loss: 0.0397, grad_norm: 0.0894 2021-03-16 15:32:51,347 - mmaction - INFO - Epoch [5][1240/1921] lr: 3.000e-02, eta: 2:30:14, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0394, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7831, recall@top3: 0.8110, prec@top3: 0.6552, recall@top5: 0.9327, prec@top5: 0.4644, loss: 0.0394, grad_norm: 0.0893 2021-03-16 15:33:08,351 - mmaction - INFO - Epoch [5][1260/1921] lr: 3.000e-02, eta: 2:29:56, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0406, recall@thr=0.5: 0.6928, prec@thr=0.5: 0.7740, recall@top3: 0.8015, prec@top3: 0.6528, recall@top5: 0.9251, prec@top5: 0.4614, loss: 0.0406, grad_norm: 0.0913 2021-03-16 15:33:25,346 - mmaction - INFO - Epoch [5][1280/1921] lr: 3.000e-02, eta: 2:29:38, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0393, recall@thr=0.5: 0.6984, prec@thr=0.5: 0.7798, recall@top3: 0.8116, prec@top3: 0.6495, recall@top5: 0.9250, prec@top5: 0.4550, loss: 0.0393, grad_norm: 0.0886 2021-03-16 15:33:42,300 - mmaction - INFO - Epoch [5][1300/1921] lr: 3.000e-02, eta: 2:29:20, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0406, recall@thr=0.5: 0.6962, prec@thr=0.5: 0.7807, recall@top3: 0.8043, prec@top3: 0.6528, recall@top5: 0.9304, prec@top5: 0.4631, loss: 0.0406, grad_norm: 0.0885 2021-03-16 15:33:59,345 - mmaction - INFO - Epoch [5][1320/1921] lr: 3.000e-02, eta: 2:29:02, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0377, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.7956, recall@top3: 0.8159, prec@top3: 0.6741, recall@top5: 0.9377, prec@top5: 0.4757, loss: 0.0377, grad_norm: 0.0885 2021-03-16 15:34:16,343 - mmaction - INFO - Epoch [5][1340/1921] lr: 3.000e-02, eta: 2:28:44, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0401, recall@thr=0.5: 0.7027, prec@thr=0.5: 0.7795, recall@top3: 0.8044, prec@top3: 0.6613, recall@top5: 0.9287, prec@top5: 0.4694, loss: 0.0401, grad_norm: 0.0901 2021-03-16 15:34:33,344 - mmaction - INFO - Epoch [5][1360/1921] lr: 3.000e-02, eta: 2:28:26, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0386, recall@thr=0.5: 0.7059, prec@thr=0.5: 0.7819, recall@top3: 0.8147, prec@top3: 0.6677, recall@top5: 0.9370, prec@top5: 0.4717, loss: 0.0386, grad_norm: 0.0893 2021-03-16 15:34:50,327 - mmaction - INFO - Epoch [5][1380/1921] lr: 3.000e-02, eta: 2:28:07, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0387, recall@thr=0.5: 0.7125, prec@thr=0.5: 0.7836, recall@top3: 0.8108, prec@top3: 0.6616, recall@top5: 0.9345, prec@top5: 0.4687, loss: 0.0387, grad_norm: 0.0915 2021-03-16 15:35:07,274 - mmaction - INFO - Epoch [5][1400/1921] lr: 3.000e-02, eta: 2:27:49, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0384, recall@thr=0.5: 0.7132, prec@thr=0.5: 0.7869, recall@top3: 0.8142, prec@top3: 0.6648, recall@top5: 0.9318, prec@top5: 0.4690, loss: 0.0384, grad_norm: 0.0900 2021-03-16 15:35:24,277 - mmaction - INFO - Epoch [5][1420/1921] lr: 3.000e-02, eta: 2:27:31, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0393, recall@thr=0.5: 0.7067, prec@thr=0.5: 0.7832, recall@top3: 0.8122, prec@top3: 0.6560, recall@top5: 0.9285, prec@top5: 0.4615, loss: 0.0393, grad_norm: 0.0868 2021-03-16 15:35:41,238 - mmaction - INFO - Epoch [5][1440/1921] lr: 3.000e-02, eta: 2:27:13, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0406, recall@thr=0.5: 0.7042, prec@thr=0.5: 0.7784, recall@top3: 0.8058, prec@top3: 0.6602, recall@top5: 0.9300, prec@top5: 0.4679, loss: 0.0406, grad_norm: 0.0928 2021-03-16 15:35:58,206 - mmaction - INFO - Epoch [5][1460/1921] lr: 3.000e-02, eta: 2:26:55, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0393, recall@thr=0.5: 0.7066, prec@thr=0.5: 0.7832, recall@top3: 0.8096, prec@top3: 0.6670, recall@top5: 0.9349, prec@top5: 0.4742, loss: 0.0393, grad_norm: 0.0877 2021-03-16 15:36:15,185 - mmaction - INFO - Epoch [5][1480/1921] lr: 3.000e-02, eta: 2:26:37, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0396, recall@thr=0.5: 0.6981, prec@thr=0.5: 0.7802, recall@top3: 0.8044, prec@top3: 0.6633, recall@top5: 0.9269, prec@top5: 0.4701, loss: 0.0396, grad_norm: 0.0882 2021-03-16 15:36:32,170 - mmaction - INFO - Epoch [5][1500/1921] lr: 3.000e-02, eta: 2:26:19, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0392, recall@thr=0.5: 0.7093, prec@thr=0.5: 0.7699, recall@top3: 0.8075, prec@top3: 0.6561, recall@top5: 0.9303, prec@top5: 0.4653, loss: 0.0392, grad_norm: 0.0897 2021-03-16 15:36:49,115 - mmaction - INFO - Epoch [5][1520/1921] lr: 3.000e-02, eta: 2:26:01, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0395, recall@thr=0.5: 0.7130, prec@thr=0.5: 0.7864, recall@top3: 0.8080, prec@top3: 0.6627, recall@top5: 0.9324, prec@top5: 0.4705, loss: 0.0395, grad_norm: 0.0885 2021-03-16 15:37:06,093 - mmaction - INFO - Epoch [5][1540/1921] lr: 3.000e-02, eta: 2:25:42, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0394, recall@thr=0.5: 0.7038, prec@thr=0.5: 0.7824, recall@top3: 0.8039, prec@top3: 0.6586, recall@top5: 0.9328, prec@top5: 0.4690, loss: 0.0394, grad_norm: 0.0899 2021-03-16 15:37:23,057 - mmaction - INFO - Epoch [5][1560/1921] lr: 3.000e-02, eta: 2:25:24, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0397, recall@thr=0.5: 0.6910, prec@thr=0.5: 0.7702, recall@top3: 0.8036, prec@top3: 0.6576, recall@top5: 0.9315, prec@top5: 0.4683, loss: 0.0397, grad_norm: 0.0872 2021-03-16 15:37:40,028 - mmaction - INFO - Epoch [5][1580/1921] lr: 3.000e-02, eta: 2:25:06, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0396, recall@thr=0.5: 0.7002, prec@thr=0.5: 0.7764, recall@top3: 0.8110, prec@top3: 0.6590, recall@top5: 0.9328, prec@top5: 0.4655, loss: 0.0396, grad_norm: 0.0892 2021-03-16 15:37:56,978 - mmaction - INFO - Epoch [5][1600/1921] lr: 3.000e-02, eta: 2:24:48, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0389, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.7911, recall@top3: 0.8105, prec@top3: 0.6709, recall@top5: 0.9333, prec@top5: 0.4754, loss: 0.0389, grad_norm: 0.0864 2021-03-16 15:38:13,939 - mmaction - INFO - Epoch [5][1620/1921] lr: 3.000e-02, eta: 2:24:30, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0385, recall@thr=0.5: 0.7090, prec@thr=0.5: 0.7857, recall@top3: 0.8172, prec@top3: 0.6614, recall@top5: 0.9312, prec@top5: 0.4639, loss: 0.0385, grad_norm: 0.0886 2021-03-16 15:38:30,922 - mmaction - INFO - Epoch [5][1640/1921] lr: 3.000e-02, eta: 2:24:12, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0382, recall@thr=0.5: 0.7237, prec@thr=0.5: 0.8006, recall@top3: 0.8180, prec@top3: 0.6693, recall@top5: 0.9382, prec@top5: 0.4714, loss: 0.0382, grad_norm: 0.0865 2021-03-16 15:38:47,897 - mmaction - INFO - Epoch [5][1660/1921] lr: 3.000e-02, eta: 2:23:54, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0388, recall@thr=0.5: 0.7132, prec@thr=0.5: 0.7878, recall@top3: 0.8121, prec@top3: 0.6631, recall@top5: 0.9339, prec@top5: 0.4685, loss: 0.0388, grad_norm: 0.0906 2021-03-16 15:39:04,888 - mmaction - INFO - Epoch [5][1680/1921] lr: 3.000e-02, eta: 2:23:36, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0400, recall@thr=0.5: 0.7007, prec@thr=0.5: 0.7692, recall@top3: 0.8073, prec@top3: 0.6546, recall@top5: 0.9293, prec@top5: 0.4607, loss: 0.0400, grad_norm: 0.0924 2021-03-16 15:39:21,906 - mmaction - INFO - Epoch [5][1700/1921] lr: 3.000e-02, eta: 2:23:18, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7107, prec@thr=0.5: 0.7979, recall@top3: 0.8158, prec@top3: 0.6644, recall@top5: 0.9319, prec@top5: 0.4658, loss: 0.0381, grad_norm: 0.0894 2021-03-16 15:39:38,903 - mmaction - INFO - Epoch [5][1720/1921] lr: 3.000e-02, eta: 2:23:00, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0392, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.7795, recall@top3: 0.8120, prec@top3: 0.6626, recall@top5: 0.9316, prec@top5: 0.4692, loss: 0.0392, grad_norm: 0.0899 2021-03-16 15:39:55,877 - mmaction - INFO - Epoch [5][1740/1921] lr: 3.000e-02, eta: 2:22:42, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0395, recall@thr=0.5: 0.7066, prec@thr=0.5: 0.7801, recall@top3: 0.8094, prec@top3: 0.6611, recall@top5: 0.9269, prec@top5: 0.4659, loss: 0.0395, grad_norm: 0.0905 2021-03-16 15:40:12,841 - mmaction - INFO - Epoch [5][1760/1921] lr: 3.000e-02, eta: 2:22:24, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0388, recall@thr=0.5: 0.7084, prec@thr=0.5: 0.7891, recall@top3: 0.8091, prec@top3: 0.6716, recall@top5: 0.9315, prec@top5: 0.4751, loss: 0.0388, grad_norm: 0.0931 2021-03-16 15:40:29,809 - mmaction - INFO - Epoch [5][1780/1921] lr: 3.000e-02, eta: 2:22:06, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0395, recall@thr=0.5: 0.7059, prec@thr=0.5: 0.7829, recall@top3: 0.8098, prec@top3: 0.6683, recall@top5: 0.9284, prec@top5: 0.4697, loss: 0.0395, grad_norm: 0.0905 2021-03-16 15:40:46,742 - mmaction - INFO - Epoch [5][1800/1921] lr: 3.000e-02, eta: 2:21:48, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0386, recall@thr=0.5: 0.7196, prec@thr=0.5: 0.7895, recall@top3: 0.8100, prec@top3: 0.6656, recall@top5: 0.9336, prec@top5: 0.4707, loss: 0.0386, grad_norm: 0.0875 2021-03-16 15:41:03,708 - mmaction - INFO - Epoch [5][1820/1921] lr: 3.000e-02, eta: 2:21:30, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0395, recall@thr=0.5: 0.7023, prec@thr=0.5: 0.7810, recall@top3: 0.8083, prec@top3: 0.6591, recall@top5: 0.9282, prec@top5: 0.4647, loss: 0.0395, grad_norm: 0.0899 2021-03-16 15:41:20,679 - mmaction - INFO - Epoch [5][1840/1921] lr: 3.000e-02, eta: 2:21:12, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0395, recall@thr=0.5: 0.7093, prec@thr=0.5: 0.7846, recall@top3: 0.8052, prec@top3: 0.6640, recall@top5: 0.9266, prec@top5: 0.4696, loss: 0.0395, grad_norm: 0.0891 2021-03-16 15:41:37,667 - mmaction - INFO - Epoch [5][1860/1921] lr: 3.000e-02, eta: 2:20:54, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0394, recall@thr=0.5: 0.7085, prec@thr=0.5: 0.7860, recall@top3: 0.8046, prec@top3: 0.6585, recall@top5: 0.9265, prec@top5: 0.4652, loss: 0.0394, grad_norm: 0.0910 2021-03-16 15:41:54,681 - mmaction - INFO - Epoch [5][1880/1921] lr: 3.000e-02, eta: 2:20:36, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0384, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.7901, recall@top3: 0.8189, prec@top3: 0.6750, recall@top5: 0.9386, prec@top5: 0.4743, loss: 0.0384, grad_norm: 0.0877 2021-03-16 15:42:11,700 - mmaction - INFO - Epoch [5][1900/1921] lr: 3.000e-02, eta: 2:20:18, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7308, prec@thr=0.5: 0.7995, recall@top3: 0.8198, prec@top3: 0.6815, recall@top5: 0.9378, prec@top5: 0.4802, loss: 0.0379, grad_norm: 0.0890 2021-03-16 15:42:28,661 - mmaction - INFO - Epoch [5][1920/1921] lr: 3.000e-02, eta: 2:20:00, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0392, recall@thr=0.5: 0.7117, prec@thr=0.5: 0.7784, recall@top3: 0.8056, prec@top3: 0.6591, recall@top5: 0.9304, prec@top5: 0.4672, loss: 0.0392, grad_norm: 0.0895 2021-03-16 15:42:33,260 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-03-16 15:48:14,661 - mmaction - INFO - Evaluating mAP ... 2021-03-16 15:56:37,760 - mmaction - INFO - mAP@0.5IOU 0.2170 2021-03-16 15:56:39,245 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_5.pth. 2021-03-16 15:56:39,245 - mmaction - INFO - Best mAP@0.5IOU is 0.2170 at 5 epoch. 2021-03-16 15:56:40,306 - mmaction - INFO - Epoch(val) [5][1921] mAP@0.5IOU: 0.2170 2021-03-16 15:57:43,461 - mmaction - INFO - Epoch [6][20/1921] lr: 3.000e-02, eta: 2:20:26, time: 3.157, data_time: 2.318, memory: 9057, loss_action_cls: 0.0390, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.7842, recall@top3: 0.8129, prec@top3: 0.6587, recall@top5: 0.9327, prec@top5: 0.4653, loss: 0.0390, grad_norm: 0.0908 2021-03-16 15:58:00,330 - mmaction - INFO - Epoch [6][40/1921] lr: 3.000e-02, eta: 2:20:08, time: 0.843, data_time: 0.001, memory: 9057, loss_action_cls: 0.0396, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7889, recall@top3: 0.8151, prec@top3: 0.6711, recall@top5: 0.9350, prec@top5: 0.4739, loss: 0.0396, grad_norm: 0.0872 2021-03-16 15:58:17,275 - mmaction - INFO - Epoch [6][60/1921] lr: 3.000e-02, eta: 2:19:49, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0394, recall@thr=0.5: 0.6976, prec@thr=0.5: 0.7766, recall@top3: 0.8074, prec@top3: 0.6536, recall@top5: 0.9331, prec@top5: 0.4633, loss: 0.0394, grad_norm: 0.0906 2021-03-16 15:58:34,195 - mmaction - INFO - Epoch [6][80/1921] lr: 3.000e-02, eta: 2:19:31, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0395, recall@thr=0.5: 0.7017, prec@thr=0.5: 0.7760, recall@top3: 0.8091, prec@top3: 0.6553, recall@top5: 0.9297, prec@top5: 0.4621, loss: 0.0395, grad_norm: 0.0910 2021-03-16 15:58:51,100 - mmaction - INFO - Epoch [6][100/1921] lr: 3.000e-02, eta: 2:19:13, time: 0.845, data_time: 0.001, memory: 9057, loss_action_cls: 0.0393, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.7790, recall@top3: 0.8074, prec@top3: 0.6554, recall@top5: 0.9314, prec@top5: 0.4655, loss: 0.0393, grad_norm: 0.0912 2021-03-16 15:59:08,048 - mmaction - INFO - Epoch [6][120/1921] lr: 3.000e-02, eta: 2:18:55, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0390, recall@thr=0.5: 0.7096, prec@thr=0.5: 0.7867, recall@top3: 0.8081, prec@top3: 0.6616, recall@top5: 0.9331, prec@top5: 0.4691, loss: 0.0390, grad_norm: 0.0876 2021-03-16 15:59:25,016 - mmaction - INFO - Epoch [6][140/1921] lr: 3.000e-02, eta: 2:18:37, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0397, recall@thr=0.5: 0.7012, prec@thr=0.5: 0.7814, recall@top3: 0.8090, prec@top3: 0.6524, recall@top5: 0.9297, prec@top5: 0.4615, loss: 0.0397, grad_norm: 0.0929 2021-03-16 15:59:41,931 - mmaction - INFO - Epoch [6][160/1921] lr: 3.000e-02, eta: 2:18:18, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0398, recall@thr=0.5: 0.7029, prec@thr=0.5: 0.7859, recall@top3: 0.8010, prec@top3: 0.6608, recall@top5: 0.9329, prec@top5: 0.4729, loss: 0.0398, grad_norm: 0.0911 2021-03-16 15:59:58,909 - mmaction - INFO - Epoch [6][180/1921] lr: 3.000e-02, eta: 2:18:00, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7172, prec@thr=0.5: 0.7888, recall@top3: 0.8171, prec@top3: 0.6649, recall@top5: 0.9327, prec@top5: 0.4664, loss: 0.0380, grad_norm: 0.0907 2021-03-16 16:00:15,863 - mmaction - INFO - Epoch [6][200/1921] lr: 3.000e-02, eta: 2:17:42, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0387, recall@thr=0.5: 0.7112, prec@thr=0.5: 0.7872, recall@top3: 0.8162, prec@top3: 0.6730, recall@top5: 0.9367, prec@top5: 0.4744, loss: 0.0387, grad_norm: 0.0910 2021-03-16 16:00:32,803 - mmaction - INFO - Epoch [6][220/1921] lr: 3.000e-02, eta: 2:17:24, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0398, recall@thr=0.5: 0.7049, prec@thr=0.5: 0.7790, recall@top3: 0.8044, prec@top3: 0.6632, recall@top5: 0.9276, prec@top5: 0.4684, loss: 0.0398, grad_norm: 0.0909 2021-03-16 16:00:49,768 - mmaction - INFO - Epoch [6][240/1921] lr: 3.000e-02, eta: 2:17:06, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.7963, recall@top3: 0.8156, prec@top3: 0.6705, recall@top5: 0.9355, prec@top5: 0.4727, loss: 0.0379, grad_norm: 0.0878 2021-03-16 16:01:06,771 - mmaction - INFO - Epoch [6][260/1921] lr: 3.000e-02, eta: 2:16:48, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0394, recall@thr=0.5: 0.7058, prec@thr=0.5: 0.7816, recall@top3: 0.8109, prec@top3: 0.6526, recall@top5: 0.9299, prec@top5: 0.4596, loss: 0.0394, grad_norm: 0.0915 2021-03-16 16:01:23,731 - mmaction - INFO - Epoch [6][280/1921] lr: 3.000e-02, eta: 2:16:29, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0386, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7891, recall@top3: 0.8149, prec@top3: 0.6688, recall@top5: 0.9367, prec@top5: 0.4728, loss: 0.0386, grad_norm: 0.0909 2021-03-16 16:01:40,724 - mmaction - INFO - Epoch [6][300/1921] lr: 3.000e-02, eta: 2:16:11, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0388, recall@thr=0.5: 0.7057, prec@thr=0.5: 0.7780, recall@top3: 0.8078, prec@top3: 0.6605, recall@top5: 0.9330, prec@top5: 0.4686, loss: 0.0388, grad_norm: 0.0914 2021-03-16 16:01:57,685 - mmaction - INFO - Epoch [6][320/1921] lr: 3.000e-02, eta: 2:15:53, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0390, recall@thr=0.5: 0.7124, prec@thr=0.5: 0.7820, recall@top3: 0.8133, prec@top3: 0.6566, recall@top5: 0.9313, prec@top5: 0.4625, loss: 0.0390, grad_norm: 0.0915 2021-03-16 16:02:14,649 - mmaction - INFO - Epoch [6][340/1921] lr: 3.000e-02, eta: 2:15:35, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7944, recall@top3: 0.8177, prec@top3: 0.6797, recall@top5: 0.9372, prec@top5: 0.4781, loss: 0.0381, grad_norm: 0.0899 2021-03-16 16:02:31,609 - mmaction - INFO - Epoch [6][360/1921] lr: 3.000e-02, eta: 2:15:17, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.7968, recall@top3: 0.8177, prec@top3: 0.6650, recall@top5: 0.9326, prec@top5: 0.4665, loss: 0.0380, grad_norm: 0.0916 2021-03-16 16:02:48,560 - mmaction - INFO - Epoch [6][380/1921] lr: 3.000e-02, eta: 2:14:59, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0384, recall@thr=0.5: 0.7138, prec@thr=0.5: 0.7892, recall@top3: 0.8148, prec@top3: 0.6727, recall@top5: 0.9401, prec@top5: 0.4777, loss: 0.0384, grad_norm: 0.0906 2021-03-16 16:03:05,507 - mmaction - INFO - Epoch [6][400/1921] lr: 3.000e-02, eta: 2:14:41, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0393, recall@thr=0.5: 0.7115, prec@thr=0.5: 0.7834, recall@top3: 0.8138, prec@top3: 0.6627, recall@top5: 0.9325, prec@top5: 0.4678, loss: 0.0393, grad_norm: 0.0907 2021-03-16 16:03:22,460 - mmaction - INFO - Epoch [6][420/1921] lr: 3.000e-02, eta: 2:14:23, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0382, recall@thr=0.5: 0.7115, prec@thr=0.5: 0.7855, recall@top3: 0.8130, prec@top3: 0.6622, recall@top5: 0.9348, prec@top5: 0.4684, loss: 0.0382, grad_norm: 0.0931 2021-03-16 16:03:39,412 - mmaction - INFO - Epoch [6][440/1921] lr: 3.000e-02, eta: 2:14:05, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0388, recall@thr=0.5: 0.7147, prec@thr=0.5: 0.7904, recall@top3: 0.8185, prec@top3: 0.6709, recall@top5: 0.9307, prec@top5: 0.4681, loss: 0.0388, grad_norm: 0.0900 2021-03-16 16:03:56,355 - mmaction - INFO - Epoch [6][460/1921] lr: 3.000e-02, eta: 2:13:46, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0391, recall@thr=0.5: 0.7105, prec@thr=0.5: 0.7858, recall@top3: 0.8112, prec@top3: 0.6646, recall@top5: 0.9334, prec@top5: 0.4702, loss: 0.0391, grad_norm: 0.0923 2021-03-16 16:04:13,301 - mmaction - INFO - Epoch [6][480/1921] lr: 3.000e-02, eta: 2:13:28, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0401, recall@thr=0.5: 0.7028, prec@thr=0.5: 0.7767, recall@top3: 0.8012, prec@top3: 0.6566, recall@top5: 0.9251, prec@top5: 0.4661, loss: 0.0401, grad_norm: 0.0940 2021-03-16 16:04:30,265 - mmaction - INFO - Epoch [6][500/1921] lr: 3.000e-02, eta: 2:13:10, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7105, prec@thr=0.5: 0.7818, recall@top3: 0.8114, prec@top3: 0.6687, recall@top5: 0.9347, prec@top5: 0.4727, loss: 0.0383, grad_norm: 0.0907 2021-03-16 16:04:47,240 - mmaction - INFO - Epoch [6][520/1921] lr: 3.000e-02, eta: 2:12:52, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7113, prec@thr=0.5: 0.7863, recall@top3: 0.8130, prec@top3: 0.6654, recall@top5: 0.9373, prec@top5: 0.4715, loss: 0.0380, grad_norm: 0.0912 2021-03-16 16:05:04,213 - mmaction - INFO - Epoch [6][540/1921] lr: 3.000e-02, eta: 2:12:34, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7870, recall@top3: 0.8145, prec@top3: 0.6681, recall@top5: 0.9342, prec@top5: 0.4705, loss: 0.0380, grad_norm: 0.0917 2021-03-16 16:05:21,167 - mmaction - INFO - Epoch [6][560/1921] lr: 3.000e-02, eta: 2:12:16, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0404, recall@thr=0.5: 0.6927, prec@thr=0.5: 0.7668, recall@top3: 0.8013, prec@top3: 0.6508, recall@top5: 0.9267, prec@top5: 0.4621, loss: 0.0404, grad_norm: 0.0973 2021-03-16 16:05:38,208 - mmaction - INFO - Epoch [6][580/1921] lr: 3.000e-02, eta: 2:11:58, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0389, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7884, recall@top3: 0.8174, prec@top3: 0.6572, recall@top5: 0.9344, prec@top5: 0.4602, loss: 0.0389, grad_norm: 0.0913 2021-03-16 16:05:55,219 - mmaction - INFO - Epoch [6][600/1921] lr: 3.000e-02, eta: 2:11:40, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0386, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7860, recall@top3: 0.8137, prec@top3: 0.6617, recall@top5: 0.9344, prec@top5: 0.4670, loss: 0.0386, grad_norm: 0.0932 2021-03-16 16:06:12,226 - mmaction - INFO - Epoch [6][620/1921] lr: 3.000e-02, eta: 2:11:22, time: 0.851, data_time: 0.002, memory: 9057, loss_action_cls: 0.0397, recall@thr=0.5: 0.7064, prec@thr=0.5: 0.7821, recall@top3: 0.8077, prec@top3: 0.6571, recall@top5: 0.9318, prec@top5: 0.4671, loss: 0.0397, grad_norm: 0.0944 2021-03-16 16:06:29,179 - mmaction - INFO - Epoch [6][640/1921] lr: 3.000e-02, eta: 2:11:04, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0391, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7910, recall@top3: 0.8131, prec@top3: 0.6679, recall@top5: 0.9317, prec@top5: 0.4692, loss: 0.0391, grad_norm: 0.0907 2021-03-16 16:06:46,147 - mmaction - INFO - Epoch [6][660/1921] lr: 3.000e-02, eta: 2:10:46, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0387, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.7879, recall@top3: 0.8087, prec@top3: 0.6663, recall@top5: 0.9310, prec@top5: 0.4704, loss: 0.0387, grad_norm: 0.0905 2021-03-16 16:07:03,162 - mmaction - INFO - Epoch [6][680/1921] lr: 3.000e-02, eta: 2:10:28, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0394, recall@thr=0.5: 0.7085, prec@thr=0.5: 0.7833, recall@top3: 0.8054, prec@top3: 0.6665, recall@top5: 0.9303, prec@top5: 0.4725, loss: 0.0394, grad_norm: 0.0899 2021-03-16 16:07:20,108 - mmaction - INFO - Epoch [6][700/1921] lr: 3.000e-02, eta: 2:10:10, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7100, prec@thr=0.5: 0.7828, recall@top3: 0.8094, prec@top3: 0.6575, recall@top5: 0.9322, prec@top5: 0.4658, loss: 0.0383, grad_norm: 0.0921 2021-03-16 16:07:37,099 - mmaction - INFO - Epoch [6][720/1921] lr: 3.000e-02, eta: 2:09:52, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0389, recall@thr=0.5: 0.7132, prec@thr=0.5: 0.7852, recall@top3: 0.8143, prec@top3: 0.6644, recall@top5: 0.9335, prec@top5: 0.4687, loss: 0.0389, grad_norm: 0.0915 2021-03-16 16:07:54,058 - mmaction - INFO - Epoch [6][740/1921] lr: 3.000e-02, eta: 2:09:34, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0389, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.7858, recall@top3: 0.8169, prec@top3: 0.6713, recall@top5: 0.9367, prec@top5: 0.4722, loss: 0.0389, grad_norm: 0.0921 2021-03-16 16:08:11,051 - mmaction - INFO - Epoch [6][760/1921] lr: 3.000e-02, eta: 2:09:16, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0394, recall@thr=0.5: 0.7177, prec@thr=0.5: 0.7884, recall@top3: 0.8132, prec@top3: 0.6667, recall@top5: 0.9319, prec@top5: 0.4692, loss: 0.0394, grad_norm: 0.0941 2021-03-16 16:08:28,010 - mmaction - INFO - Epoch [6][780/1921] lr: 3.000e-02, eta: 2:08:58, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0390, recall@thr=0.5: 0.6972, prec@thr=0.5: 0.7767, recall@top3: 0.8057, prec@top3: 0.6553, recall@top5: 0.9329, prec@top5: 0.4657, loss: 0.0390, grad_norm: 0.0963 2021-03-16 16:08:44,997 - mmaction - INFO - Epoch [6][800/1921] lr: 3.000e-02, eta: 2:08:40, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0392, recall@thr=0.5: 0.7050, prec@thr=0.5: 0.7818, recall@top3: 0.8110, prec@top3: 0.6651, recall@top5: 0.9282, prec@top5: 0.4665, loss: 0.0392, grad_norm: 0.0941 2021-03-16 16:09:01,998 - mmaction - INFO - Epoch [6][820/1921] lr: 3.000e-02, eta: 2:08:22, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7194, prec@thr=0.5: 0.7822, recall@top3: 0.8192, prec@top3: 0.6676, recall@top5: 0.9407, prec@top5: 0.4705, loss: 0.0380, grad_norm: 0.0922 2021-03-16 16:09:18,946 - mmaction - INFO - Epoch [6][840/1921] lr: 3.000e-02, eta: 2:08:04, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0393, recall@thr=0.5: 0.7069, prec@thr=0.5: 0.7815, recall@top3: 0.8105, prec@top3: 0.6584, recall@top5: 0.9291, prec@top5: 0.4634, loss: 0.0393, grad_norm: 0.0950 2021-03-16 16:09:35,912 - mmaction - INFO - Epoch [6][860/1921] lr: 3.000e-02, eta: 2:07:46, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0376, recall@thr=0.5: 0.7142, prec@thr=0.5: 0.7838, recall@top3: 0.8121, prec@top3: 0.6668, recall@top5: 0.9318, prec@top5: 0.4712, loss: 0.0376, grad_norm: 0.0911 2021-03-16 16:09:52,928 - mmaction - INFO - Epoch [6][880/1921] lr: 3.000e-02, eta: 2:07:28, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0384, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.7834, recall@top3: 0.8149, prec@top3: 0.6759, recall@top5: 0.9358, prec@top5: 0.4773, loss: 0.0384, grad_norm: 0.0947 2021-03-16 16:10:09,915 - mmaction - INFO - Epoch [6][900/1921] lr: 3.000e-02, eta: 2:07:10, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0378, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7893, recall@top3: 0.8253, prec@top3: 0.6749, recall@top5: 0.9398, prec@top5: 0.4722, loss: 0.0378, grad_norm: 0.0952 2021-03-16 16:10:26,845 - mmaction - INFO - Epoch [6][920/1921] lr: 3.000e-02, eta: 2:06:52, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0397, recall@thr=0.5: 0.7054, prec@thr=0.5: 0.7791, recall@top3: 0.8079, prec@top3: 0.6614, recall@top5: 0.9313, prec@top5: 0.4691, loss: 0.0397, grad_norm: 0.0946 2021-03-16 16:10:43,849 - mmaction - INFO - Epoch [6][940/1921] lr: 3.000e-02, eta: 2:06:34, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7839, recall@top3: 0.8119, prec@top3: 0.6623, recall@top5: 0.9324, prec@top5: 0.4655, loss: 0.0380, grad_norm: 0.0906 2021-03-16 16:11:00,849 - mmaction - INFO - Epoch [6][960/1921] lr: 3.000e-02, eta: 2:06:16, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0374, recall@thr=0.5: 0.7262, prec@thr=0.5: 0.7918, recall@top3: 0.8205, prec@top3: 0.6674, recall@top5: 0.9403, prec@top5: 0.4704, loss: 0.0374, grad_norm: 0.0901 2021-03-16 16:11:17,814 - mmaction - INFO - Epoch [6][980/1921] lr: 3.000e-02, eta: 2:05:58, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0390, recall@thr=0.5: 0.7051, prec@thr=0.5: 0.7847, recall@top3: 0.8146, prec@top3: 0.6640, recall@top5: 0.9297, prec@top5: 0.4641, loss: 0.0390, grad_norm: 0.0958 2021-03-16 16:11:34,802 - mmaction - INFO - Epoch [6][1000/1921] lr: 3.000e-02, eta: 2:05:40, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0390, recall@thr=0.5: 0.7115, prec@thr=0.5: 0.7785, recall@top3: 0.8120, prec@top3: 0.6678, recall@top5: 0.9327, prec@top5: 0.4718, loss: 0.0390, grad_norm: 0.0935 2021-03-16 16:11:51,796 - mmaction - INFO - Epoch [6][1020/1921] lr: 3.000e-02, eta: 2:05:22, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7138, prec@thr=0.5: 0.7861, recall@top3: 0.8135, prec@top3: 0.6624, recall@top5: 0.9409, prec@top5: 0.4700, loss: 0.0383, grad_norm: 0.0900 2021-03-16 16:12:08,801 - mmaction - INFO - Epoch [6][1040/1921] lr: 3.000e-02, eta: 2:05:04, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0391, recall@thr=0.5: 0.7076, prec@thr=0.5: 0.7805, recall@top3: 0.8087, prec@top3: 0.6563, recall@top5: 0.9251, prec@top5: 0.4620, loss: 0.0391, grad_norm: 0.0942 2021-03-16 16:12:25,786 - mmaction - INFO - Epoch [6][1060/1921] lr: 3.000e-02, eta: 2:04:46, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0391, recall@thr=0.5: 0.7021, prec@thr=0.5: 0.7808, recall@top3: 0.8085, prec@top3: 0.6630, recall@top5: 0.9318, prec@top5: 0.4688, loss: 0.0391, grad_norm: 0.0936 2021-03-16 16:12:42,794 - mmaction - INFO - Epoch [6][1080/1921] lr: 3.000e-02, eta: 2:04:28, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0393, recall@thr=0.5: 0.7096, prec@thr=0.5: 0.7828, recall@top3: 0.8093, prec@top3: 0.6654, recall@top5: 0.9303, prec@top5: 0.4692, loss: 0.0393, grad_norm: 0.0897 2021-03-16 16:12:59,813 - mmaction - INFO - Epoch [6][1100/1921] lr: 3.000e-02, eta: 2:04:10, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0397, recall@thr=0.5: 0.6988, prec@thr=0.5: 0.7790, recall@top3: 0.8100, prec@top3: 0.6596, recall@top5: 0.9310, prec@top5: 0.4654, loss: 0.0397, grad_norm: 0.0935 2021-03-16 16:13:16,805 - mmaction - INFO - Epoch [6][1120/1921] lr: 3.000e-02, eta: 2:03:52, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0390, recall@thr=0.5: 0.7186, prec@thr=0.5: 0.7873, recall@top3: 0.8141, prec@top3: 0.6708, recall@top5: 0.9296, prec@top5: 0.4719, loss: 0.0390, grad_norm: 0.0920 2021-03-16 16:13:33,762 - mmaction - INFO - Epoch [6][1140/1921] lr: 3.000e-02, eta: 2:03:34, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0388, recall@thr=0.5: 0.7104, prec@thr=0.5: 0.7901, recall@top3: 0.8116, prec@top3: 0.6643, recall@top5: 0.9318, prec@top5: 0.4684, loss: 0.0388, grad_norm: 0.0911 2021-03-16 16:13:50,742 - mmaction - INFO - Epoch [6][1160/1921] lr: 3.000e-02, eta: 2:03:16, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0388, recall@thr=0.5: 0.7089, prec@thr=0.5: 0.7816, recall@top3: 0.8092, prec@top3: 0.6662, recall@top5: 0.9308, prec@top5: 0.4717, loss: 0.0388, grad_norm: 0.0939 2021-03-16 16:14:07,710 - mmaction - INFO - Epoch [6][1180/1921] lr: 3.000e-02, eta: 2:02:58, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0387, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7909, recall@top3: 0.8181, prec@top3: 0.6665, recall@top5: 0.9338, prec@top5: 0.4690, loss: 0.0387, grad_norm: 0.0921 2021-03-16 16:14:24,742 - mmaction - INFO - Epoch [6][1200/1921] lr: 3.000e-02, eta: 2:02:40, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0387, recall@thr=0.5: 0.7114, prec@thr=0.5: 0.7791, recall@top3: 0.8127, prec@top3: 0.6685, recall@top5: 0.9331, prec@top5: 0.4715, loss: 0.0387, grad_norm: 0.0949 2021-03-16 16:14:41,745 - mmaction - INFO - Epoch [6][1220/1921] lr: 3.000e-02, eta: 2:02:23, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0400, recall@thr=0.5: 0.7069, prec@thr=0.5: 0.7836, recall@top3: 0.8057, prec@top3: 0.6602, recall@top5: 0.9296, prec@top5: 0.4680, loss: 0.0400, grad_norm: 0.0933 2021-03-16 16:14:58,715 - mmaction - INFO - Epoch [6][1240/1921] lr: 3.000e-02, eta: 2:02:05, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0391, recall@thr=0.5: 0.7175, prec@thr=0.5: 0.7913, recall@top3: 0.8163, prec@top3: 0.6738, recall@top5: 0.9323, prec@top5: 0.4725, loss: 0.0391, grad_norm: 0.0937 2021-03-16 16:15:15,701 - mmaction - INFO - Epoch [6][1260/1921] lr: 3.000e-02, eta: 2:01:47, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0390, recall@thr=0.5: 0.7126, prec@thr=0.5: 0.7855, recall@top3: 0.8051, prec@top3: 0.6653, recall@top5: 0.9313, prec@top5: 0.4732, loss: 0.0390, grad_norm: 0.0930 2021-03-16 16:15:32,705 - mmaction - INFO - Epoch [6][1280/1921] lr: 3.000e-02, eta: 2:01:29, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7145, prec@thr=0.5: 0.7931, recall@top3: 0.8212, prec@top3: 0.6639, recall@top5: 0.9335, prec@top5: 0.4639, loss: 0.0383, grad_norm: 0.0896 2021-03-16 16:15:49,736 - mmaction - INFO - Epoch [6][1300/1921] lr: 3.000e-02, eta: 2:01:11, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0389, recall@thr=0.5: 0.7059, prec@thr=0.5: 0.7739, recall@top3: 0.8126, prec@top3: 0.6606, recall@top5: 0.9300, prec@top5: 0.4634, loss: 0.0389, grad_norm: 0.0920 2021-03-16 16:16:06,743 - mmaction - INFO - Epoch [6][1320/1921] lr: 3.000e-02, eta: 2:00:53, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0399, recall@thr=0.5: 0.7093, prec@thr=0.5: 0.7777, recall@top3: 0.8056, prec@top3: 0.6685, recall@top5: 0.9300, prec@top5: 0.4731, loss: 0.0399, grad_norm: 0.0941 2021-03-16 16:16:23,737 - mmaction - INFO - Epoch [6][1340/1921] lr: 3.000e-02, eta: 2:00:35, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0388, recall@thr=0.5: 0.7168, prec@thr=0.5: 0.7922, recall@top3: 0.8157, prec@top3: 0.6615, recall@top5: 0.9350, prec@top5: 0.4678, loss: 0.0388, grad_norm: 0.0920 2021-03-16 16:16:40,726 - mmaction - INFO - Epoch [6][1360/1921] lr: 3.000e-02, eta: 2:00:17, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0375, recall@thr=0.5: 0.7143, prec@thr=0.5: 0.7886, recall@top3: 0.8220, prec@top3: 0.6619, recall@top5: 0.9346, prec@top5: 0.4618, loss: 0.0375, grad_norm: 0.0903 2021-03-16 16:16:57,730 - mmaction - INFO - Epoch [6][1380/1921] lr: 3.000e-02, eta: 1:59:59, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0386, recall@thr=0.5: 0.7102, prec@thr=0.5: 0.7848, recall@top3: 0.8096, prec@top3: 0.6568, recall@top5: 0.9344, prec@top5: 0.4650, loss: 0.0386, grad_norm: 0.0971 2021-03-16 16:17:14,693 - mmaction - INFO - Epoch [6][1400/1921] lr: 3.000e-02, eta: 1:59:41, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0376, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7879, recall@top3: 0.8216, prec@top3: 0.6613, recall@top5: 0.9365, prec@top5: 0.4643, loss: 0.0376, grad_norm: 0.0916 2021-03-16 16:17:31,667 - mmaction - INFO - Epoch [6][1420/1921] lr: 3.000e-02, eta: 1:59:23, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.8004, recall@top3: 0.8156, prec@top3: 0.6783, recall@top5: 0.9327, prec@top5: 0.4757, loss: 0.0380, grad_norm: 0.0930 2021-03-16 16:17:48,677 - mmaction - INFO - Epoch [6][1440/1921] lr: 3.000e-02, eta: 1:59:06, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0373, recall@thr=0.5: 0.7279, prec@thr=0.5: 0.7996, recall@top3: 0.8266, prec@top3: 0.6790, recall@top5: 0.9387, prec@top5: 0.4740, loss: 0.0373, grad_norm: 0.0909 2021-03-16 16:18:05,653 - mmaction - INFO - Epoch [6][1460/1921] lr: 3.000e-02, eta: 1:58:48, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0378, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7881, recall@top3: 0.8127, prec@top3: 0.6602, recall@top5: 0.9363, prec@top5: 0.4664, loss: 0.0378, grad_norm: 0.0927 2021-03-16 16:18:22,619 - mmaction - INFO - Epoch [6][1480/1921] lr: 3.000e-02, eta: 1:58:30, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0387, recall@thr=0.5: 0.7165, prec@thr=0.5: 0.7950, recall@top3: 0.8166, prec@top3: 0.6673, recall@top5: 0.9331, prec@top5: 0.4692, loss: 0.0387, grad_norm: 0.0965 2021-03-16 16:18:39,601 - mmaction - INFO - Epoch [6][1500/1921] lr: 3.000e-02, eta: 1:58:12, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0376, recall@thr=0.5: 0.7311, prec@thr=0.5: 0.7958, recall@top3: 0.8212, prec@top3: 0.6723, recall@top5: 0.9364, prec@top5: 0.4713, loss: 0.0376, grad_norm: 0.0944 2021-03-16 16:18:56,698 - mmaction - INFO - Epoch [6][1520/1921] lr: 3.000e-02, eta: 1:57:54, time: 0.855, data_time: 0.001, memory: 9057, loss_action_cls: 0.0388, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7828, recall@top3: 0.8132, prec@top3: 0.6610, recall@top5: 0.9321, prec@top5: 0.4662, loss: 0.0388, grad_norm: 0.0925 2021-03-16 16:19:13,629 - mmaction - INFO - Epoch [6][1540/1921] lr: 3.000e-02, eta: 1:57:36, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0378, recall@thr=0.5: 0.7191, prec@thr=0.5: 0.7952, recall@top3: 0.8208, prec@top3: 0.6786, recall@top5: 0.9398, prec@top5: 0.4785, loss: 0.0378, grad_norm: 0.0925 2021-03-16 16:19:30,738 - mmaction - INFO - Epoch [6][1560/1921] lr: 3.000e-02, eta: 1:57:18, time: 0.855, data_time: 0.001, memory: 9057, loss_action_cls: 0.0390, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7903, recall@top3: 0.8143, prec@top3: 0.6688, recall@top5: 0.9325, prec@top5: 0.4701, loss: 0.0390, grad_norm: 0.0944 2021-03-16 16:19:47,768 - mmaction - INFO - Epoch [6][1580/1921] lr: 3.000e-02, eta: 1:57:01, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7171, prec@thr=0.5: 0.7902, recall@top3: 0.8094, prec@top3: 0.6611, recall@top5: 0.9343, prec@top5: 0.4688, loss: 0.0380, grad_norm: 0.0913 2021-03-16 16:20:04,742 - mmaction - INFO - Epoch [6][1600/1921] lr: 3.000e-02, eta: 1:56:43, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0390, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.7914, recall@top3: 0.8092, prec@top3: 0.6647, recall@top5: 0.9253, prec@top5: 0.4666, loss: 0.0390, grad_norm: 0.0925 2021-03-16 16:20:22,019 - mmaction - INFO - Epoch [6][1620/1921] lr: 3.000e-02, eta: 1:56:25, time: 0.864, data_time: 0.001, memory: 9057, loss_action_cls: 0.0378, recall@thr=0.5: 0.7137, prec@thr=0.5: 0.7906, recall@top3: 0.8173, prec@top3: 0.6703, recall@top5: 0.9351, prec@top5: 0.4692, loss: 0.0378, grad_norm: 0.0921 2021-03-16 16:20:39,038 - mmaction - INFO - Epoch [6][1640/1921] lr: 3.000e-02, eta: 1:56:07, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0382, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.7942, recall@top3: 0.8133, prec@top3: 0.6700, recall@top5: 0.9335, prec@top5: 0.4721, loss: 0.0382, grad_norm: 0.0912 2021-03-16 16:20:56,096 - mmaction - INFO - Epoch [6][1660/1921] lr: 3.000e-02, eta: 1:55:49, time: 0.853, data_time: 0.001, memory: 9057, loss_action_cls: 0.0390, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7870, recall@top3: 0.8135, prec@top3: 0.6713, recall@top5: 0.9328, prec@top5: 0.4728, loss: 0.0390, grad_norm: 0.0946 2021-03-16 16:21:13,134 - mmaction - INFO - Epoch [6][1680/1921] lr: 3.000e-02, eta: 1:55:32, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0377, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.7885, recall@top3: 0.8185, prec@top3: 0.6649, recall@top5: 0.9383, prec@top5: 0.4676, loss: 0.0377, grad_norm: 0.0925 2021-03-16 16:21:30,124 - mmaction - INFO - Epoch [6][1700/1921] lr: 3.000e-02, eta: 1:55:14, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0387, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7917, recall@top3: 0.8145, prec@top3: 0.6717, recall@top5: 0.9286, prec@top5: 0.4700, loss: 0.0387, grad_norm: 0.0936 2021-03-16 16:21:47,172 - mmaction - INFO - Epoch [6][1720/1921] lr: 3.000e-02, eta: 1:54:56, time: 0.853, data_time: 0.001, memory: 9057, loss_action_cls: 0.0391, recall@thr=0.5: 0.7027, prec@thr=0.5: 0.7775, recall@top3: 0.8069, prec@top3: 0.6566, recall@top5: 0.9288, prec@top5: 0.4636, loss: 0.0391, grad_norm: 0.0934 2021-03-16 16:22:04,205 - mmaction - INFO - Epoch [6][1740/1921] lr: 3.000e-02, eta: 1:54:38, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0394, recall@thr=0.5: 0.6998, prec@thr=0.5: 0.7876, recall@top3: 0.8103, prec@top3: 0.6582, recall@top5: 0.9346, prec@top5: 0.4667, loss: 0.0394, grad_norm: 0.0925 2021-03-16 16:22:21,204 - mmaction - INFO - Epoch [6][1760/1921] lr: 3.000e-02, eta: 1:54:20, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0392, recall@thr=0.5: 0.7091, prec@thr=0.5: 0.7787, recall@top3: 0.8093, prec@top3: 0.6633, recall@top5: 0.9297, prec@top5: 0.4674, loss: 0.0392, grad_norm: 0.0957 2021-03-16 16:22:38,191 - mmaction - INFO - Epoch [6][1780/1921] lr: 3.000e-02, eta: 1:54:03, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.7936, recall@top3: 0.8150, prec@top3: 0.6666, recall@top5: 0.9314, prec@top5: 0.4669, loss: 0.0383, grad_norm: 0.0932 2021-03-16 16:22:55,360 - mmaction - INFO - Epoch [6][1800/1921] lr: 3.000e-02, eta: 1:53:45, time: 0.858, data_time: 0.001, memory: 9057, loss_action_cls: 0.0401, recall@thr=0.5: 0.6996, prec@thr=0.5: 0.7787, recall@top3: 0.8000, prec@top3: 0.6554, recall@top5: 0.9277, prec@top5: 0.4664, loss: 0.0401, grad_norm: 0.0970 2021-03-16 16:23:12,373 - mmaction - INFO - Epoch [6][1820/1921] lr: 3.000e-02, eta: 1:53:27, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0376, recall@thr=0.5: 0.7136, prec@thr=0.5: 0.7892, recall@top3: 0.8227, prec@top3: 0.6630, recall@top5: 0.9415, prec@top5: 0.4658, loss: 0.0376, grad_norm: 0.0925 2021-03-16 16:23:29,444 - mmaction - INFO - Epoch [6][1840/1921] lr: 3.000e-02, eta: 1:53:09, time: 0.854, data_time: 0.001, memory: 9057, loss_action_cls: 0.0391, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.7802, recall@top3: 0.8116, prec@top3: 0.6624, recall@top5: 0.9281, prec@top5: 0.4649, loss: 0.0391, grad_norm: 0.0957 2021-03-16 16:23:46,484 - mmaction - INFO - Epoch [6][1860/1921] lr: 3.000e-02, eta: 1:52:51, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0374, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.7933, recall@top3: 0.8218, prec@top3: 0.6649, recall@top5: 0.9400, prec@top5: 0.4672, loss: 0.0374, grad_norm: 0.0939 2021-03-16 16:24:03,498 - mmaction - INFO - Epoch [6][1880/1921] lr: 3.000e-02, eta: 1:52:34, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0384, recall@thr=0.5: 0.7165, prec@thr=0.5: 0.7932, recall@top3: 0.8133, prec@top3: 0.6707, recall@top5: 0.9341, prec@top5: 0.4734, loss: 0.0384, grad_norm: 0.0955 2021-03-16 16:24:20,505 - mmaction - INFO - Epoch [6][1900/1921] lr: 3.000e-02, eta: 1:52:16, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0388, recall@thr=0.5: 0.7137, prec@thr=0.5: 0.7909, recall@top3: 0.8120, prec@top3: 0.6696, recall@top5: 0.9321, prec@top5: 0.4730, loss: 0.0388, grad_norm: 0.0922 2021-03-16 16:24:37,471 - mmaction - INFO - Epoch [6][1920/1921] lr: 3.000e-02, eta: 1:51:58, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0373, recall@thr=0.5: 0.7167, prec@thr=0.5: 0.7852, recall@top3: 0.8166, prec@top3: 0.6627, recall@top5: 0.9369, prec@top5: 0.4671, loss: 0.0373, grad_norm: 0.0934 2021-03-16 16:24:40,808 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-03-16 16:30:12,829 - mmaction - INFO - Evaluating mAP ... 2021-03-16 16:38:31,229 - mmaction - INFO - mAP@0.5IOU 0.2151 2021-03-16 16:38:32,288 - mmaction - INFO - Epoch(val) [6][1921] mAP@0.5IOU: 0.2151 2021-03-16 16:39:37,740 - mmaction - INFO - Epoch [7][20/1921] lr: 3.000e-03, eta: 1:52:11, time: 3.270, data_time: 2.425, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7080, prec@thr=0.5: 0.7708, recall@top3: 0.8136, prec@top3: 0.6518, recall@top5: 0.9324, prec@top5: 0.4584, loss: 0.0383, grad_norm: 0.0954 2021-03-16 16:39:54,702 - mmaction - INFO - Epoch [7][40/1921] lr: 3.000e-03, eta: 1:51:53, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0376, recall@thr=0.5: 0.7182, prec@thr=0.5: 0.7924, recall@top3: 0.8142, prec@top3: 0.6640, recall@top5: 0.9325, prec@top5: 0.4659, loss: 0.0376, grad_norm: 0.0924 2021-03-16 16:40:11,675 - mmaction - INFO - Epoch [7][60/1921] lr: 3.000e-03, eta: 1:51:35, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0372, recall@thr=0.5: 0.7175, prec@thr=0.5: 0.7927, recall@top3: 0.8188, prec@top3: 0.6679, recall@top5: 0.9373, prec@top5: 0.4708, loss: 0.0372, grad_norm: 0.0924 2021-03-16 16:40:28,664 - mmaction - INFO - Epoch [7][80/1921] lr: 3.000e-03, eta: 1:51:17, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0377, recall@thr=0.5: 0.7161, prec@thr=0.5: 0.7947, recall@top3: 0.8150, prec@top3: 0.6701, recall@top5: 0.9368, prec@top5: 0.4741, loss: 0.0377, grad_norm: 0.0916 2021-03-16 16:40:45,658 - mmaction - INFO - Epoch [7][100/1921] lr: 3.000e-03, eta: 1:50:59, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0385, recall@thr=0.5: 0.7173, prec@thr=0.5: 0.7856, recall@top3: 0.8173, prec@top3: 0.6662, recall@top5: 0.9307, prec@top5: 0.4666, loss: 0.0385, grad_norm: 0.0934 2021-03-16 16:41:02,729 - mmaction - INFO - Epoch [7][120/1921] lr: 3.000e-03, eta: 1:50:41, time: 0.853, data_time: 0.001, memory: 9057, loss_action_cls: 0.0382, recall@thr=0.5: 0.7197, prec@thr=0.5: 0.7923, recall@top3: 0.8207, prec@top3: 0.6641, recall@top5: 0.9336, prec@top5: 0.4638, loss: 0.0382, grad_norm: 0.0936 2021-03-16 16:41:19,765 - mmaction - INFO - Epoch [7][140/1921] lr: 3.000e-03, eta: 1:50:23, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7112, prec@thr=0.5: 0.7827, recall@top3: 0.8149, prec@top3: 0.6558, recall@top5: 0.9333, prec@top5: 0.4631, loss: 0.0380, grad_norm: 0.0901 2021-03-16 16:41:36,801 - mmaction - INFO - Epoch [7][160/1921] lr: 3.000e-03, eta: 1:50:05, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0384, recall@thr=0.5: 0.7192, prec@thr=0.5: 0.7975, recall@top3: 0.8175, prec@top3: 0.6683, recall@top5: 0.9351, prec@top5: 0.4701, loss: 0.0384, grad_norm: 0.0905 2021-03-16 16:41:53,831 - mmaction - INFO - Epoch [7][180/1921] lr: 3.000e-03, eta: 1:49:47, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0370, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7936, recall@top3: 0.8252, prec@top3: 0.6661, recall@top5: 0.9382, prec@top5: 0.4664, loss: 0.0370, grad_norm: 0.0917 2021-03-16 16:42:10,828 - mmaction - INFO - Epoch [7][200/1921] lr: 3.000e-03, eta: 1:49:30, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0376, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.7931, recall@top3: 0.8225, prec@top3: 0.6616, recall@top5: 0.9364, prec@top5: 0.4639, loss: 0.0376, grad_norm: 0.0943 2021-03-16 16:42:27,862 - mmaction - INFO - Epoch [7][220/1921] lr: 3.000e-03, eta: 1:49:12, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0386, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7788, recall@top3: 0.8154, prec@top3: 0.6671, recall@top5: 0.9296, prec@top5: 0.4664, loss: 0.0386, grad_norm: 0.0948 2021-03-16 16:42:44,898 - mmaction - INFO - Epoch [7][240/1921] lr: 3.000e-03, eta: 1:48:54, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0373, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7974, recall@top3: 0.8210, prec@top3: 0.6716, recall@top5: 0.9336, prec@top5: 0.4690, loss: 0.0373, grad_norm: 0.0930 2021-03-16 16:43:01,924 - mmaction - INFO - Epoch [7][260/1921] lr: 3.000e-03, eta: 1:48:36, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0395, recall@thr=0.5: 0.7102, prec@thr=0.5: 0.7820, recall@top3: 0.8056, prec@top3: 0.6686, recall@top5: 0.9260, prec@top5: 0.4735, loss: 0.0395, grad_norm: 0.0939 2021-03-16 16:43:18,946 - mmaction - INFO - Epoch [7][280/1921] lr: 3.000e-03, eta: 1:48:18, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7265, prec@thr=0.5: 0.7929, recall@top3: 0.8136, prec@top3: 0.6632, recall@top5: 0.9323, prec@top5: 0.4670, loss: 0.0380, grad_norm: 0.0921 2021-03-16 16:43:36,022 - mmaction - INFO - Epoch [7][300/1921] lr: 3.000e-03, eta: 1:48:00, time: 0.854, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.7923, recall@top3: 0.8167, prec@top3: 0.6689, recall@top5: 0.9367, prec@top5: 0.4716, loss: 0.0380, grad_norm: 0.0924 2021-03-16 16:43:53,026 - mmaction - INFO - Epoch [7][320/1921] lr: 3.000e-03, eta: 1:47:42, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7224, prec@thr=0.5: 0.7990, recall@top3: 0.8192, prec@top3: 0.6706, recall@top5: 0.9316, prec@top5: 0.4689, loss: 0.0380, grad_norm: 0.0891 2021-03-16 16:44:10,077 - mmaction - INFO - Epoch [7][340/1921] lr: 3.000e-03, eta: 1:47:24, time: 0.853, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.7918, recall@top3: 0.8172, prec@top3: 0.6669, recall@top5: 0.9361, prec@top5: 0.4691, loss: 0.0383, grad_norm: 0.0929 2021-03-16 16:44:27,107 - mmaction - INFO - Epoch [7][360/1921] lr: 3.000e-03, eta: 1:47:07, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7186, prec@thr=0.5: 0.7902, recall@top3: 0.8167, prec@top3: 0.6659, recall@top5: 0.9361, prec@top5: 0.4691, loss: 0.0381, grad_norm: 0.0953 2021-03-16 16:44:44,137 - mmaction - INFO - Epoch [7][380/1921] lr: 3.000e-03, eta: 1:46:49, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0390, recall@thr=0.5: 0.7080, prec@thr=0.5: 0.7792, recall@top3: 0.8126, prec@top3: 0.6697, recall@top5: 0.9350, prec@top5: 0.4732, loss: 0.0390, grad_norm: 0.0946 2021-03-16 16:45:01,147 - mmaction - INFO - Epoch [7][400/1921] lr: 3.000e-03, eta: 1:46:31, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0389, recall@thr=0.5: 0.7109, prec@thr=0.5: 0.7869, recall@top3: 0.8128, prec@top3: 0.6637, recall@top5: 0.9323, prec@top5: 0.4680, loss: 0.0389, grad_norm: 0.0954 2021-03-16 16:45:18,178 - mmaction - INFO - Epoch [7][420/1921] lr: 3.000e-03, eta: 1:46:13, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0377, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.7975, recall@top3: 0.8186, prec@top3: 0.6699, recall@top5: 0.9359, prec@top5: 0.4713, loss: 0.0377, grad_norm: 0.0914 2021-03-16 16:45:35,218 - mmaction - INFO - Epoch [7][440/1921] lr: 3.000e-03, eta: 1:45:55, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.8019, recall@top3: 0.8211, prec@top3: 0.6787, recall@top5: 0.9374, prec@top5: 0.4768, loss: 0.0383, grad_norm: 0.0929 2021-03-16 16:45:52,214 - mmaction - INFO - Epoch [7][460/1921] lr: 3.000e-03, eta: 1:45:37, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0387, recall@thr=0.5: 0.7192, prec@thr=0.5: 0.7902, recall@top3: 0.8142, prec@top3: 0.6698, recall@top5: 0.9292, prec@top5: 0.4706, loss: 0.0387, grad_norm: 0.0944 2021-03-16 16:46:09,214 - mmaction - INFO - Epoch [7][480/1921] lr: 3.000e-03, eta: 1:45:19, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0373, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.7907, recall@top3: 0.8149, prec@top3: 0.6660, recall@top5: 0.9387, prec@top5: 0.4701, loss: 0.0373, grad_norm: 0.0946 2021-03-16 16:46:26,198 - mmaction - INFO - Epoch [7][500/1921] lr: 3.000e-03, eta: 1:45:01, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0382, recall@thr=0.5: 0.7092, prec@thr=0.5: 0.7918, recall@top3: 0.8119, prec@top3: 0.6714, recall@top5: 0.9284, prec@top5: 0.4713, loss: 0.0382, grad_norm: 0.0945 2021-03-16 16:46:43,151 - mmaction - INFO - Epoch [7][520/1921] lr: 3.000e-03, eta: 1:44:44, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0375, recall@thr=0.5: 0.7239, prec@thr=0.5: 0.7991, recall@top3: 0.8184, prec@top3: 0.6759, recall@top5: 0.9370, prec@top5: 0.4752, loss: 0.0375, grad_norm: 0.0953 2021-03-16 16:47:00,169 - mmaction - INFO - Epoch [7][540/1921] lr: 3.000e-03, eta: 1:44:26, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0385, recall@thr=0.5: 0.7225, prec@thr=0.5: 0.7846, recall@top3: 0.8205, prec@top3: 0.6632, recall@top5: 0.9347, prec@top5: 0.4647, loss: 0.0385, grad_norm: 0.0922 2021-03-16 16:47:17,229 - mmaction - INFO - Epoch [7][560/1921] lr: 3.000e-03, eta: 1:44:08, time: 0.853, data_time: 0.001, memory: 9057, loss_action_cls: 0.0387, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.7957, recall@top3: 0.8147, prec@top3: 0.6643, recall@top5: 0.9319, prec@top5: 0.4681, loss: 0.0387, grad_norm: 0.0904 2021-03-16 16:47:34,207 - mmaction - INFO - Epoch [7][580/1921] lr: 3.000e-03, eta: 1:43:50, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0376, recall@thr=0.5: 0.7252, prec@thr=0.5: 0.7968, recall@top3: 0.8206, prec@top3: 0.6713, recall@top5: 0.9326, prec@top5: 0.4695, loss: 0.0376, grad_norm: 0.0924 2021-03-16 16:47:51,204 - mmaction - INFO - Epoch [7][600/1921] lr: 3.000e-03, eta: 1:43:32, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0382, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7876, recall@top3: 0.8169, prec@top3: 0.6586, recall@top5: 0.9355, prec@top5: 0.4634, loss: 0.0382, grad_norm: 0.0931 2021-03-16 16:48:08,208 - mmaction - INFO - Epoch [7][620/1921] lr: 3.000e-03, eta: 1:43:14, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0378, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7906, recall@top3: 0.8216, prec@top3: 0.6633, recall@top5: 0.9344, prec@top5: 0.4630, loss: 0.0378, grad_norm: 0.0926 2021-03-16 16:48:25,218 - mmaction - INFO - Epoch [7][640/1921] lr: 3.000e-03, eta: 1:42:56, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7923, recall@top3: 0.8118, prec@top3: 0.6701, recall@top5: 0.9389, prec@top5: 0.4747, loss: 0.0380, grad_norm: 0.0927 2021-03-16 16:48:42,205 - mmaction - INFO - Epoch [7][660/1921] lr: 3.000e-03, eta: 1:42:39, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.7902, recall@top3: 0.8123, prec@top3: 0.6678, recall@top5: 0.9357, prec@top5: 0.4728, loss: 0.0383, grad_norm: 0.0933 2021-03-16 16:48:59,199 - mmaction - INFO - Epoch [7][680/1921] lr: 3.000e-03, eta: 1:42:21, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7172, prec@thr=0.5: 0.7910, recall@top3: 0.8161, prec@top3: 0.6634, recall@top5: 0.9354, prec@top5: 0.4684, loss: 0.0379, grad_norm: 0.0920 2021-03-16 16:49:16,176 - mmaction - INFO - Epoch [7][700/1921] lr: 3.000e-03, eta: 1:42:03, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0382, recall@thr=0.5: 0.7194, prec@thr=0.5: 0.7880, recall@top3: 0.8127, prec@top3: 0.6686, recall@top5: 0.9318, prec@top5: 0.4697, loss: 0.0382, grad_norm: 0.0925 2021-03-16 16:49:33,150 - mmaction - INFO - Epoch [7][720/1921] lr: 3.000e-03, eta: 1:41:45, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0382, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.7922, recall@top3: 0.8159, prec@top3: 0.6668, recall@top5: 0.9326, prec@top5: 0.4694, loss: 0.0382, grad_norm: 0.0946 2021-03-16 16:49:50,160 - mmaction - INFO - Epoch [7][740/1921] lr: 3.000e-03, eta: 1:41:27, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0386, recall@thr=0.5: 0.7114, prec@thr=0.5: 0.7828, recall@top3: 0.8172, prec@top3: 0.6660, recall@top5: 0.9341, prec@top5: 0.4685, loss: 0.0386, grad_norm: 0.0937 2021-03-16 16:50:07,165 - mmaction - INFO - Epoch [7][760/1921] lr: 3.000e-03, eta: 1:41:09, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0384, recall@thr=0.5: 0.7170, prec@thr=0.5: 0.7832, recall@top3: 0.8176, prec@top3: 0.6680, recall@top5: 0.9390, prec@top5: 0.4725, loss: 0.0384, grad_norm: 0.0926 2021-03-16 16:50:24,160 - mmaction - INFO - Epoch [7][780/1921] lr: 3.000e-03, eta: 1:40:51, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.8010, recall@top3: 0.8117, prec@top3: 0.6758, recall@top5: 0.9355, prec@top5: 0.4798, loss: 0.0379, grad_norm: 0.0934 2021-03-16 16:50:41,165 - mmaction - INFO - Epoch [7][800/1921] lr: 3.000e-03, eta: 1:40:34, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0372, recall@thr=0.5: 0.7270, prec@thr=0.5: 0.7964, recall@top3: 0.8226, prec@top3: 0.6704, recall@top5: 0.9391, prec@top5: 0.4709, loss: 0.0372, grad_norm: 0.0909 2021-03-16 16:50:58,149 - mmaction - INFO - Epoch [7][820/1921] lr: 3.000e-03, eta: 1:40:16, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0386, recall@thr=0.5: 0.7236, prec@thr=0.5: 0.7939, recall@top3: 0.8152, prec@top3: 0.6727, recall@top5: 0.9324, prec@top5: 0.4729, loss: 0.0386, grad_norm: 0.0934 2021-03-16 16:51:15,147 - mmaction - INFO - Epoch [7][840/1921] lr: 3.000e-03, eta: 1:39:58, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0386, recall@thr=0.5: 0.7117, prec@thr=0.5: 0.7812, recall@top3: 0.8120, prec@top3: 0.6587, recall@top5: 0.9309, prec@top5: 0.4643, loss: 0.0386, grad_norm: 0.0963 2021-03-16 16:51:32,106 - mmaction - INFO - Epoch [7][860/1921] lr: 3.000e-03, eta: 1:39:40, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.7876, recall@top3: 0.8172, prec@top3: 0.6667, recall@top5: 0.9372, prec@top5: 0.4689, loss: 0.0379, grad_norm: 0.0918 2021-03-16 16:51:49,101 - mmaction - INFO - Epoch [7][880/1921] lr: 3.000e-03, eta: 1:39:22, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0385, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.7935, recall@top3: 0.8144, prec@top3: 0.6647, recall@top5: 0.9297, prec@top5: 0.4662, loss: 0.0385, grad_norm: 0.0914 2021-03-16 16:52:06,093 - mmaction - INFO - Epoch [7][900/1921] lr: 3.000e-03, eta: 1:39:05, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0382, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7818, recall@top3: 0.8170, prec@top3: 0.6640, recall@top5: 0.9365, prec@top5: 0.4667, loss: 0.0382, grad_norm: 0.0953 2021-03-16 16:52:23,073 - mmaction - INFO - Epoch [7][920/1921] lr: 3.000e-03, eta: 1:38:47, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0367, recall@thr=0.5: 0.7375, prec@thr=0.5: 0.8045, recall@top3: 0.8271, prec@top3: 0.6756, recall@top5: 0.9403, prec@top5: 0.4723, loss: 0.0367, grad_norm: 0.0925 2021-03-16 16:52:40,003 - mmaction - INFO - Epoch [7][940/1921] lr: 3.000e-03, eta: 1:38:29, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0393, recall@thr=0.5: 0.7049, prec@thr=0.5: 0.7742, recall@top3: 0.8065, prec@top3: 0.6540, recall@top5: 0.9322, prec@top5: 0.4651, loss: 0.0393, grad_norm: 0.0989 2021-03-16 16:52:57,045 - mmaction - INFO - Epoch [7][960/1921] lr: 3.000e-03, eta: 1:38:11, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0388, recall@thr=0.5: 0.7107, prec@thr=0.5: 0.7857, recall@top3: 0.8066, prec@top3: 0.6606, recall@top5: 0.9307, prec@top5: 0.4687, loss: 0.0388, grad_norm: 0.0944 2021-03-16 16:53:14,012 - mmaction - INFO - Epoch [7][980/1921] lr: 3.000e-03, eta: 1:37:53, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0388, recall@thr=0.5: 0.7100, prec@thr=0.5: 0.7837, recall@top3: 0.8148, prec@top3: 0.6671, recall@top5: 0.9345, prec@top5: 0.4700, loss: 0.0388, grad_norm: 0.0933 2021-03-16 16:53:31,013 - mmaction - INFO - Epoch [7][1000/1921] lr: 3.000e-03, eta: 1:37:35, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0384, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7888, recall@top3: 0.8182, prec@top3: 0.6614, recall@top5: 0.9317, prec@top5: 0.4636, loss: 0.0384, grad_norm: 0.0926 2021-03-16 16:53:47,997 - mmaction - INFO - Epoch [7][1020/1921] lr: 3.000e-03, eta: 1:37:18, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0375, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7979, recall@top3: 0.8235, prec@top3: 0.6732, recall@top5: 0.9350, prec@top5: 0.4703, loss: 0.0375, grad_norm: 0.0963 2021-03-16 16:54:04,963 - mmaction - INFO - Epoch [7][1040/1921] lr: 3.000e-03, eta: 1:37:00, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0384, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7782, recall@top3: 0.8144, prec@top3: 0.6563, recall@top5: 0.9377, prec@top5: 0.4648, loss: 0.0384, grad_norm: 0.0958 2021-03-16 16:54:21,982 - mmaction - INFO - Epoch [7][1060/1921] lr: 3.000e-03, eta: 1:36:42, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7980, recall@top3: 0.8181, prec@top3: 0.6612, recall@top5: 0.9326, prec@top5: 0.4647, loss: 0.0380, grad_norm: 0.0934 2021-03-16 16:54:38,999 - mmaction - INFO - Epoch [7][1080/1921] lr: 3.000e-03, eta: 1:36:24, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0392, recall@thr=0.5: 0.7005, prec@thr=0.5: 0.7792, recall@top3: 0.8078, prec@top3: 0.6578, recall@top5: 0.9340, prec@top5: 0.4673, loss: 0.0392, grad_norm: 0.0972 2021-03-16 16:54:55,961 - mmaction - INFO - Epoch [7][1100/1921] lr: 3.000e-03, eta: 1:36:06, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7157, prec@thr=0.5: 0.7908, recall@top3: 0.8165, prec@top3: 0.6710, recall@top5: 0.9368, prec@top5: 0.4726, loss: 0.0379, grad_norm: 0.0930 2021-03-16 16:55:12,952 - mmaction - INFO - Epoch [7][1120/1921] lr: 3.000e-03, eta: 1:35:49, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7177, prec@thr=0.5: 0.7890, recall@top3: 0.8148, prec@top3: 0.6639, recall@top5: 0.9370, prec@top5: 0.4698, loss: 0.0381, grad_norm: 0.0931 2021-03-16 16:55:29,915 - mmaction - INFO - Epoch [7][1140/1921] lr: 3.000e-03, eta: 1:35:31, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0377, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.7888, recall@top3: 0.8208, prec@top3: 0.6712, recall@top5: 0.9359, prec@top5: 0.4695, loss: 0.0377, grad_norm: 0.0933 2021-03-16 16:55:46,905 - mmaction - INFO - Epoch [7][1160/1921] lr: 3.000e-03, eta: 1:35:13, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7136, prec@thr=0.5: 0.7892, recall@top3: 0.8194, prec@top3: 0.6693, recall@top5: 0.9333, prec@top5: 0.4685, loss: 0.0383, grad_norm: 0.0922 2021-03-16 16:56:03,905 - mmaction - INFO - Epoch [7][1180/1921] lr: 3.000e-03, eta: 1:34:55, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0389, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7832, recall@top3: 0.8086, prec@top3: 0.6678, recall@top5: 0.9314, prec@top5: 0.4719, loss: 0.0389, grad_norm: 0.0965 2021-03-16 16:56:20,859 - mmaction - INFO - Epoch [7][1200/1921] lr: 3.000e-03, eta: 1:34:37, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0382, recall@thr=0.5: 0.7168, prec@thr=0.5: 0.7895, recall@top3: 0.8193, prec@top3: 0.6670, recall@top5: 0.9357, prec@top5: 0.4675, loss: 0.0382, grad_norm: 0.0917 2021-03-16 16:56:37,837 - mmaction - INFO - Epoch [7][1220/1921] lr: 3.000e-03, eta: 1:34:20, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0378, recall@thr=0.5: 0.7270, prec@thr=0.5: 0.7909, recall@top3: 0.8172, prec@top3: 0.6735, recall@top5: 0.9334, prec@top5: 0.4723, loss: 0.0378, grad_norm: 0.0938 2021-03-16 16:56:54,842 - mmaction - INFO - Epoch [7][1240/1921] lr: 3.000e-03, eta: 1:34:02, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.7954, recall@top3: 0.8180, prec@top3: 0.6728, recall@top5: 0.9369, prec@top5: 0.4739, loss: 0.0380, grad_norm: 0.0941 2021-03-16 16:57:11,839 - mmaction - INFO - Epoch [7][1260/1921] lr: 3.000e-03, eta: 1:33:44, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7925, recall@top3: 0.8200, prec@top3: 0.6718, recall@top5: 0.9351, prec@top5: 0.4708, loss: 0.0380, grad_norm: 0.0894 2021-03-16 16:57:28,827 - mmaction - INFO - Epoch [7][1280/1921] lr: 3.000e-03, eta: 1:33:26, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0398, recall@thr=0.5: 0.7053, prec@thr=0.5: 0.7797, recall@top3: 0.7987, prec@top3: 0.6643, recall@top5: 0.9297, prec@top5: 0.4751, loss: 0.0398, grad_norm: 0.0921 2021-03-16 16:57:45,823 - mmaction - INFO - Epoch [7][1300/1921] lr: 3.000e-03, eta: 1:33:09, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0391, recall@thr=0.5: 0.7097, prec@thr=0.5: 0.7886, recall@top3: 0.8098, prec@top3: 0.6612, recall@top5: 0.9320, prec@top5: 0.4670, loss: 0.0391, grad_norm: 0.0958 2021-03-16 16:58:02,773 - mmaction - INFO - Epoch [7][1320/1921] lr: 3.000e-03, eta: 1:32:51, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.7853, recall@top3: 0.8124, prec@top3: 0.6582, recall@top5: 0.9357, prec@top5: 0.4661, loss: 0.0379, grad_norm: 0.0969 2021-03-16 16:58:19,719 - mmaction - INFO - Epoch [7][1340/1921] lr: 3.000e-03, eta: 1:32:33, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0378, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.7948, recall@top3: 0.8231, prec@top3: 0.6709, recall@top5: 0.9368, prec@top5: 0.4681, loss: 0.0378, grad_norm: 0.0937 2021-03-16 16:58:36,664 - mmaction - INFO - Epoch [7][1360/1921] lr: 3.000e-03, eta: 1:32:15, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0375, recall@thr=0.5: 0.7304, prec@thr=0.5: 0.8015, recall@top3: 0.8242, prec@top3: 0.6762, recall@top5: 0.9385, prec@top5: 0.4738, loss: 0.0375, grad_norm: 0.0911 2021-03-16 16:58:53,639 - mmaction - INFO - Epoch [7][1380/1921] lr: 3.000e-03, eta: 1:31:57, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0386, recall@thr=0.5: 0.7134, prec@thr=0.5: 0.7863, recall@top3: 0.8120, prec@top3: 0.6664, recall@top5: 0.9369, prec@top5: 0.4723, loss: 0.0386, grad_norm: 0.0961 2021-03-16 16:59:10,650 - mmaction - INFO - Epoch [7][1400/1921] lr: 3.000e-03, eta: 1:31:40, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0375, recall@thr=0.5: 0.7250, prec@thr=0.5: 0.7964, recall@top3: 0.8233, prec@top3: 0.6703, recall@top5: 0.9400, prec@top5: 0.4705, loss: 0.0375, grad_norm: 0.0941 2021-03-16 16:59:27,632 - mmaction - INFO - Epoch [7][1420/1921] lr: 3.000e-03, eta: 1:31:22, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0367, recall@thr=0.5: 0.7389, prec@thr=0.5: 0.7998, recall@top3: 0.8278, prec@top3: 0.6741, recall@top5: 0.9397, prec@top5: 0.4718, loss: 0.0367, grad_norm: 0.0912 2021-03-16 16:59:44,617 - mmaction - INFO - Epoch [7][1440/1921] lr: 3.000e-03, eta: 1:31:04, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7192, prec@thr=0.5: 0.7918, recall@top3: 0.8120, prec@top3: 0.6705, recall@top5: 0.9342, prec@top5: 0.4733, loss: 0.0379, grad_norm: 0.0942 2021-03-16 17:00:01,556 - mmaction - INFO - Epoch [7][1460/1921] lr: 3.000e-03, eta: 1:30:46, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7242, prec@thr=0.5: 0.7919, recall@top3: 0.8192, prec@top3: 0.6691, recall@top5: 0.9372, prec@top5: 0.4714, loss: 0.0380, grad_norm: 0.0934 2021-03-16 17:00:18,504 - mmaction - INFO - Epoch [7][1480/1921] lr: 3.000e-03, eta: 1:30:29, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0387, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7908, recall@top3: 0.8148, prec@top3: 0.6651, recall@top5: 0.9359, prec@top5: 0.4687, loss: 0.0387, grad_norm: 0.0949 2021-03-16 17:00:35,535 - mmaction - INFO - Epoch [7][1500/1921] lr: 3.000e-03, eta: 1:30:11, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7204, prec@thr=0.5: 0.7934, recall@top3: 0.8181, prec@top3: 0.6738, recall@top5: 0.9378, prec@top5: 0.4747, loss: 0.0380, grad_norm: 0.0933 2021-03-16 17:00:52,533 - mmaction - INFO - Epoch [7][1520/1921] lr: 3.000e-03, eta: 1:29:53, time: 0.851, data_time: 0.002, memory: 9057, loss_action_cls: 0.0372, recall@thr=0.5: 0.7317, prec@thr=0.5: 0.7959, recall@top3: 0.8227, prec@top3: 0.6697, recall@top5: 0.9402, prec@top5: 0.4706, loss: 0.0372, grad_norm: 0.0925 2021-03-16 17:01:09,536 - mmaction - INFO - Epoch [7][1540/1921] lr: 3.000e-03, eta: 1:29:35, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0382, recall@thr=0.5: 0.7128, prec@thr=0.5: 0.7899, recall@top3: 0.8143, prec@top3: 0.6631, recall@top5: 0.9328, prec@top5: 0.4668, loss: 0.0382, grad_norm: 0.0938 2021-03-16 17:01:26,537 - mmaction - INFO - Epoch [7][1560/1921] lr: 3.000e-03, eta: 1:29:18, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0376, recall@thr=0.5: 0.7244, prec@thr=0.5: 0.7932, recall@top3: 0.8201, prec@top3: 0.6678, recall@top5: 0.9360, prec@top5: 0.4685, loss: 0.0376, grad_norm: 0.0931 2021-03-16 17:01:43,524 - mmaction - INFO - Epoch [7][1580/1921] lr: 3.000e-03, eta: 1:29:00, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7885, recall@top3: 0.8166, prec@top3: 0.6637, recall@top5: 0.9332, prec@top5: 0.4655, loss: 0.0380, grad_norm: 0.0929 2021-03-16 17:02:00,500 - mmaction - INFO - Epoch [7][1600/1921] lr: 3.000e-03, eta: 1:28:42, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0386, recall@thr=0.5: 0.7009, prec@thr=0.5: 0.7800, recall@top3: 0.8106, prec@top3: 0.6647, recall@top5: 0.9339, prec@top5: 0.4693, loss: 0.0386, grad_norm: 0.0920 2021-03-16 17:02:17,462 - mmaction - INFO - Epoch [7][1620/1921] lr: 3.000e-03, eta: 1:28:25, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0384, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7775, recall@top3: 0.8104, prec@top3: 0.6571, recall@top5: 0.9301, prec@top5: 0.4627, loss: 0.0384, grad_norm: 0.0941 2021-03-16 17:02:34,417 - mmaction - INFO - Epoch [7][1640/1921] lr: 3.000e-03, eta: 1:28:07, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0373, recall@thr=0.5: 0.7208, prec@thr=0.5: 0.7971, recall@top3: 0.8208, prec@top3: 0.6733, recall@top5: 0.9375, prec@top5: 0.4732, loss: 0.0373, grad_norm: 0.0940 2021-03-16 17:02:51,411 - mmaction - INFO - Epoch [7][1660/1921] lr: 3.000e-03, eta: 1:27:49, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0390, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7912, recall@top3: 0.8189, prec@top3: 0.6748, recall@top5: 0.9331, prec@top5: 0.4714, loss: 0.0390, grad_norm: 0.0913 2021-03-16 17:03:08,369 - mmaction - INFO - Epoch [7][1680/1921] lr: 3.000e-03, eta: 1:27:31, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0375, recall@thr=0.5: 0.7236, prec@thr=0.5: 0.7924, recall@top3: 0.8198, prec@top3: 0.6716, recall@top5: 0.9373, prec@top5: 0.4732, loss: 0.0375, grad_norm: 0.0938 2021-03-16 17:03:25,392 - mmaction - INFO - Epoch [7][1700/1921] lr: 3.000e-03, eta: 1:27:14, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0385, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7866, recall@top3: 0.8112, prec@top3: 0.6618, recall@top5: 0.9339, prec@top5: 0.4679, loss: 0.0385, grad_norm: 0.0940 2021-03-16 17:03:42,353 - mmaction - INFO - Epoch [7][1720/1921] lr: 3.000e-03, eta: 1:26:56, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.7931, recall@top3: 0.8143, prec@top3: 0.6580, recall@top5: 0.9352, prec@top5: 0.4636, loss: 0.0380, grad_norm: 0.0947 2021-03-16 17:03:59,382 - mmaction - INFO - Epoch [7][1740/1921] lr: 3.000e-03, eta: 1:26:38, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7137, prec@thr=0.5: 0.7851, recall@top3: 0.8102, prec@top3: 0.6700, recall@top5: 0.9334, prec@top5: 0.4747, loss: 0.0381, grad_norm: 0.0935 2021-03-16 17:04:16,374 - mmaction - INFO - Epoch [7][1760/1921] lr: 3.000e-03, eta: 1:26:20, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0388, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7822, recall@top3: 0.8109, prec@top3: 0.6543, recall@top5: 0.9317, prec@top5: 0.4612, loss: 0.0388, grad_norm: 0.0971 2021-03-16 17:04:33,366 - mmaction - INFO - Epoch [7][1780/1921] lr: 3.000e-03, eta: 1:26:03, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0392, recall@thr=0.5: 0.7035, prec@thr=0.5: 0.7841, recall@top3: 0.8113, prec@top3: 0.6665, recall@top5: 0.9326, prec@top5: 0.4703, loss: 0.0392, grad_norm: 0.0948 2021-03-16 17:04:50,373 - mmaction - INFO - Epoch [7][1800/1921] lr: 3.000e-03, eta: 1:25:45, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0376, recall@thr=0.5: 0.7280, prec@thr=0.5: 0.8014, recall@top3: 0.8254, prec@top3: 0.6792, recall@top5: 0.9392, prec@top5: 0.4749, loss: 0.0376, grad_norm: 0.0920 2021-03-16 17:05:07,330 - mmaction - INFO - Epoch [7][1820/1921] lr: 3.000e-03, eta: 1:25:27, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0376, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7922, recall@top3: 0.8257, prec@top3: 0.6664, recall@top5: 0.9393, prec@top5: 0.4650, loss: 0.0376, grad_norm: 0.0922 2021-03-16 17:05:24,338 - mmaction - INFO - Epoch [7][1840/1921] lr: 3.000e-03, eta: 1:25:10, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0389, recall@thr=0.5: 0.7119, prec@thr=0.5: 0.7915, recall@top3: 0.8163, prec@top3: 0.6731, recall@top5: 0.9335, prec@top5: 0.4744, loss: 0.0389, grad_norm: 0.0936 2021-03-16 17:05:41,298 - mmaction - INFO - Epoch [7][1860/1921] lr: 3.000e-03, eta: 1:24:52, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0386, recall@thr=0.5: 0.7182, prec@thr=0.5: 0.7935, recall@top3: 0.8133, prec@top3: 0.6698, recall@top5: 0.9324, prec@top5: 0.4733, loss: 0.0386, grad_norm: 0.0978 2021-03-16 17:05:58,312 - mmaction - INFO - Epoch [7][1880/1921] lr: 3.000e-03, eta: 1:24:34, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0378, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.7895, recall@top3: 0.8172, prec@top3: 0.6651, recall@top5: 0.9377, prec@top5: 0.4696, loss: 0.0378, grad_norm: 0.0951 2021-03-16 17:06:15,308 - mmaction - INFO - Epoch [7][1900/1921] lr: 3.000e-03, eta: 1:24:17, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0382, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.7958, recall@top3: 0.8160, prec@top3: 0.6667, recall@top5: 0.9370, prec@top5: 0.4700, loss: 0.0382, grad_norm: 0.0940 2021-03-16 17:06:32,284 - mmaction - INFO - Epoch [7][1920/1921] lr: 3.000e-03, eta: 1:23:59, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0368, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.7965, recall@top3: 0.8212, prec@top3: 0.6702, recall@top5: 0.9410, prec@top5: 0.4726, loss: 0.0368, grad_norm: 0.0954 2021-03-16 17:06:35,169 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-03-16 17:12:10,001 - mmaction - INFO - Evaluating mAP ... 2021-03-16 17:20:39,996 - mmaction - INFO - mAP@0.5IOU 0.2175 2021-03-16 17:20:41,248 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_7.pth. 2021-03-16 17:20:41,248 - mmaction - INFO - Best mAP@0.5IOU is 0.2175 at 7 epoch. 2021-03-16 17:20:42,528 - mmaction - INFO - Epoch(val) [7][1921] mAP@0.5IOU: 0.2175 2021-03-16 17:21:53,599 - mmaction - INFO - Epoch [8][20/1921] lr: 3.000e-03, eta: 1:24:03, time: 3.545, data_time: 2.705, memory: 9057, loss_action_cls: 0.0366, recall@thr=0.5: 0.7348, prec@thr=0.5: 0.8022, recall@top3: 0.8246, prec@top3: 0.6737, recall@top5: 0.9379, prec@top5: 0.4716, loss: 0.0366, grad_norm: 0.0922 2021-03-16 17:22:10,816 - mmaction - INFO - Epoch [8][40/1921] lr: 3.000e-03, eta: 1:23:45, time: 0.860, data_time: 0.002, memory: 9057, loss_action_cls: 0.0376, recall@thr=0.5: 0.7332, prec@thr=0.5: 0.8021, recall@top3: 0.8190, prec@top3: 0.6790, recall@top5: 0.9376, prec@top5: 0.4784, loss: 0.0376, grad_norm: 0.0951 2021-03-16 17:22:27,758 - mmaction - INFO - Epoch [8][60/1921] lr: 3.000e-03, eta: 1:23:27, time: 0.848, data_time: 0.002, memory: 9057, loss_action_cls: 0.0396, recall@thr=0.5: 0.7081, prec@thr=0.5: 0.7801, recall@top3: 0.8060, prec@top3: 0.6532, recall@top5: 0.9250, prec@top5: 0.4622, loss: 0.0396, grad_norm: 0.0979 2021-03-16 17:22:44,732 - mmaction - INFO - Epoch [8][80/1921] lr: 3.000e-03, eta: 1:23:10, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0367, recall@thr=0.5: 0.7263, prec@thr=0.5: 0.7997, recall@top3: 0.8276, prec@top3: 0.6718, recall@top5: 0.9412, prec@top5: 0.4702, loss: 0.0367, grad_norm: 0.0923 2021-03-16 17:23:01,711 - mmaction - INFO - Epoch [8][100/1921] lr: 3.000e-03, eta: 1:22:52, time: 0.849, data_time: 0.002, memory: 9057, loss_action_cls: 0.0375, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.8013, recall@top3: 0.8229, prec@top3: 0.6724, recall@top5: 0.9392, prec@top5: 0.4726, loss: 0.0375, grad_norm: 0.0921 2021-03-16 17:23:18,698 - mmaction - INFO - Epoch [8][120/1921] lr: 3.000e-03, eta: 1:22:34, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0382, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.7971, recall@top3: 0.8212, prec@top3: 0.6656, recall@top5: 0.9330, prec@top5: 0.4659, loss: 0.0382, grad_norm: 0.0914 2021-03-16 17:23:35,685 - mmaction - INFO - Epoch [8][140/1921] lr: 3.000e-03, eta: 1:22:16, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0388, recall@thr=0.5: 0.7170, prec@thr=0.5: 0.7907, recall@top3: 0.8104, prec@top3: 0.6675, recall@top5: 0.9342, prec@top5: 0.4735, loss: 0.0388, grad_norm: 0.0945 2021-03-16 17:23:52,739 - mmaction - INFO - Epoch [8][160/1921] lr: 3.000e-03, eta: 1:21:58, time: 0.853, data_time: 0.001, memory: 9057, loss_action_cls: 0.0384, recall@thr=0.5: 0.7100, prec@thr=0.5: 0.7916, recall@top3: 0.8127, prec@top3: 0.6627, recall@top5: 0.9343, prec@top5: 0.4668, loss: 0.0384, grad_norm: 0.0952 2021-03-16 17:24:09,714 - mmaction - INFO - Epoch [8][180/1921] lr: 3.000e-03, eta: 1:21:41, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0375, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7906, recall@top3: 0.8144, prec@top3: 0.6680, recall@top5: 0.9364, prec@top5: 0.4715, loss: 0.0375, grad_norm: 0.0968 2021-03-16 17:24:26,721 - mmaction - INFO - Epoch [8][200/1921] lr: 3.000e-03, eta: 1:21:23, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0382, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7860, recall@top3: 0.8162, prec@top3: 0.6691, recall@top5: 0.9330, prec@top5: 0.4704, loss: 0.0382, grad_norm: 0.0953 2021-03-16 17:24:43,711 - mmaction - INFO - Epoch [8][220/1921] lr: 3.000e-03, eta: 1:21:05, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0384, recall@thr=0.5: 0.7243, prec@thr=0.5: 0.7995, recall@top3: 0.8165, prec@top3: 0.6737, recall@top5: 0.9358, prec@top5: 0.4750, loss: 0.0384, grad_norm: 0.0936 2021-03-16 17:25:00,721 - mmaction - INFO - Epoch [8][240/1921] lr: 3.000e-03, eta: 1:20:47, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0373, recall@thr=0.5: 0.7261, prec@thr=0.5: 0.7958, recall@top3: 0.8254, prec@top3: 0.6744, recall@top5: 0.9351, prec@top5: 0.4701, loss: 0.0373, grad_norm: 0.0933 2021-03-16 17:25:17,734 - mmaction - INFO - Epoch [8][260/1921] lr: 3.000e-03, eta: 1:20:29, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7941, recall@top3: 0.8188, prec@top3: 0.6659, recall@top5: 0.9352, prec@top5: 0.4689, loss: 0.0379, grad_norm: 0.0955 2021-03-16 17:25:34,779 - mmaction - INFO - Epoch [8][280/1921] lr: 3.000e-03, eta: 1:20:12, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.7914, recall@top3: 0.8148, prec@top3: 0.6741, recall@top5: 0.9322, prec@top5: 0.4745, loss: 0.0381, grad_norm: 0.0951 2021-03-16 17:25:51,833 - mmaction - INFO - Epoch [8][300/1921] lr: 3.000e-03, eta: 1:19:54, time: 0.853, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7281, prec@thr=0.5: 0.7937, recall@top3: 0.8178, prec@top3: 0.6672, recall@top5: 0.9383, prec@top5: 0.4687, loss: 0.0379, grad_norm: 0.0935 2021-03-16 17:26:08,808 - mmaction - INFO - Epoch [8][320/1921] lr: 3.000e-03, eta: 1:19:36, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0378, recall@thr=0.5: 0.7113, prec@thr=0.5: 0.7868, recall@top3: 0.8130, prec@top3: 0.6636, recall@top5: 0.9318, prec@top5: 0.4662, loss: 0.0378, grad_norm: 0.0942 2021-03-16 17:26:25,802 - mmaction - INFO - Epoch [8][340/1921] lr: 3.000e-03, eta: 1:19:18, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0389, recall@thr=0.5: 0.7189, prec@thr=0.5: 0.7864, recall@top3: 0.8129, prec@top3: 0.6689, recall@top5: 0.9309, prec@top5: 0.4696, loss: 0.0389, grad_norm: 0.0961 2021-03-16 17:26:42,778 - mmaction - INFO - Epoch [8][360/1921] lr: 3.000e-03, eta: 1:19:01, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.7903, recall@top3: 0.8153, prec@top3: 0.6688, recall@top5: 0.9288, prec@top5: 0.4680, loss: 0.0380, grad_norm: 0.0907 2021-03-16 17:26:59,770 - mmaction - INFO - Epoch [8][380/1921] lr: 3.000e-03, eta: 1:18:43, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.7843, recall@top3: 0.8183, prec@top3: 0.6675, recall@top5: 0.9346, prec@top5: 0.4673, loss: 0.0381, grad_norm: 0.0933 2021-03-16 17:27:16,737 - mmaction - INFO - Epoch [8][400/1921] lr: 3.000e-03, eta: 1:18:25, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0394, recall@thr=0.5: 0.7110, prec@thr=0.5: 0.7798, recall@top3: 0.8062, prec@top3: 0.6692, recall@top5: 0.9271, prec@top5: 0.4725, loss: 0.0394, grad_norm: 0.0923 2021-03-16 17:27:33,724 - mmaction - INFO - Epoch [8][420/1921] lr: 3.000e-03, eta: 1:18:07, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7203, prec@thr=0.5: 0.7952, recall@top3: 0.8190, prec@top3: 0.6723, recall@top5: 0.9350, prec@top5: 0.4717, loss: 0.0380, grad_norm: 0.0957 2021-03-16 17:27:50,694 - mmaction - INFO - Epoch [8][440/1921] lr: 3.000e-03, eta: 1:17:50, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0390, recall@thr=0.5: 0.7187, prec@thr=0.5: 0.7897, recall@top3: 0.8124, prec@top3: 0.6731, recall@top5: 0.9315, prec@top5: 0.4740, loss: 0.0390, grad_norm: 0.0932 2021-03-16 17:28:07,673 - mmaction - INFO - Epoch [8][460/1921] lr: 3.000e-03, eta: 1:17:32, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0373, recall@thr=0.5: 0.7214, prec@thr=0.5: 0.7883, recall@top3: 0.8219, prec@top3: 0.6643, recall@top5: 0.9418, prec@top5: 0.4675, loss: 0.0373, grad_norm: 0.0936 2021-03-16 17:28:24,643 - mmaction - INFO - Epoch [8][480/1921] lr: 3.000e-03, eta: 1:17:14, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0382, recall@thr=0.5: 0.7225, prec@thr=0.5: 0.7903, recall@top3: 0.8198, prec@top3: 0.6677, recall@top5: 0.9323, prec@top5: 0.4669, loss: 0.0382, grad_norm: 0.0943 2021-03-16 17:28:41,713 - mmaction - INFO - Epoch [8][500/1921] lr: 3.000e-03, eta: 1:16:56, time: 0.854, data_time: 0.001, memory: 9057, loss_action_cls: 0.0374, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7962, recall@top3: 0.8227, prec@top3: 0.6669, recall@top5: 0.9389, prec@top5: 0.4671, loss: 0.0374, grad_norm: 0.0922 2021-03-16 17:28:58,773 - mmaction - INFO - Epoch [8][520/1921] lr: 3.000e-03, eta: 1:16:39, time: 0.853, data_time: 0.001, memory: 9057, loss_action_cls: 0.0373, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.7980, recall@top3: 0.8254, prec@top3: 0.6690, recall@top5: 0.9423, prec@top5: 0.4704, loss: 0.0373, grad_norm: 0.0934 2021-03-16 17:29:15,768 - mmaction - INFO - Epoch [8][540/1921] lr: 3.000e-03, eta: 1:16:21, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0396, recall@thr=0.5: 0.7049, prec@thr=0.5: 0.7868, recall@top3: 0.8052, prec@top3: 0.6618, recall@top5: 0.9310, prec@top5: 0.4696, loss: 0.0396, grad_norm: 0.0942 2021-03-16 17:29:32,729 - mmaction - INFO - Epoch [8][560/1921] lr: 3.000e-03, eta: 1:16:03, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7927, recall@top3: 0.8160, prec@top3: 0.6683, recall@top5: 0.9316, prec@top5: 0.4687, loss: 0.0381, grad_norm: 0.0943 2021-03-16 17:29:49,712 - mmaction - INFO - Epoch [8][580/1921] lr: 3.000e-03, eta: 1:15:45, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.7954, recall@top3: 0.8197, prec@top3: 0.6697, recall@top5: 0.9325, prec@top5: 0.4677, loss: 0.0379, grad_norm: 0.0913 2021-03-16 17:30:06,691 - mmaction - INFO - Epoch [8][600/1921] lr: 3.000e-03, eta: 1:15:28, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0397, recall@thr=0.5: 0.7103, prec@thr=0.5: 0.7810, recall@top3: 0.8098, prec@top3: 0.6562, recall@top5: 0.9256, prec@top5: 0.4608, loss: 0.0397, grad_norm: 0.0944 2021-03-16 17:30:23,671 - mmaction - INFO - Epoch [8][620/1921] lr: 3.000e-03, eta: 1:15:10, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0394, recall@thr=0.5: 0.7032, prec@thr=0.5: 0.7855, recall@top3: 0.8048, prec@top3: 0.6599, recall@top5: 0.9271, prec@top5: 0.4672, loss: 0.0394, grad_norm: 0.0948 2021-03-16 17:30:40,643 - mmaction - INFO - Epoch [8][640/1921] lr: 3.000e-03, eta: 1:14:52, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7951, recall@top3: 0.8161, prec@top3: 0.6649, recall@top5: 0.9355, prec@top5: 0.4680, loss: 0.0379, grad_norm: 0.0945 2021-03-16 17:30:57,607 - mmaction - INFO - Epoch [8][660/1921] lr: 3.000e-03, eta: 1:14:34, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0390, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7840, recall@top3: 0.8089, prec@top3: 0.6645, recall@top5: 0.9359, prec@top5: 0.4723, loss: 0.0390, grad_norm: 0.0928 2021-03-16 17:31:14,564 - mmaction - INFO - Epoch [8][680/1921] lr: 3.000e-03, eta: 1:14:17, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0384, recall@thr=0.5: 0.7158, prec@thr=0.5: 0.7923, recall@top3: 0.8151, prec@top3: 0.6634, recall@top5: 0.9327, prec@top5: 0.4662, loss: 0.0384, grad_norm: 0.0930 2021-03-16 17:31:31,554 - mmaction - INFO - Epoch [8][700/1921] lr: 3.000e-03, eta: 1:13:59, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0387, recall@thr=0.5: 0.7131, prec@thr=0.5: 0.7833, recall@top3: 0.8171, prec@top3: 0.6749, recall@top5: 0.9332, prec@top5: 0.4726, loss: 0.0387, grad_norm: 0.0957 2021-03-16 17:31:48,535 - mmaction - INFO - Epoch [8][720/1921] lr: 3.000e-03, eta: 1:13:41, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0369, recall@thr=0.5: 0.7284, prec@thr=0.5: 0.7943, recall@top3: 0.8266, prec@top3: 0.6708, recall@top5: 0.9384, prec@top5: 0.4680, loss: 0.0369, grad_norm: 0.0945 2021-03-16 17:32:05,516 - mmaction - INFO - Epoch [8][740/1921] lr: 3.000e-03, eta: 1:13:23, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0390, recall@thr=0.5: 0.7117, prec@thr=0.5: 0.7915, recall@top3: 0.8117, prec@top3: 0.6679, recall@top5: 0.9317, prec@top5: 0.4699, loss: 0.0390, grad_norm: 0.0926 2021-03-16 17:32:22,445 - mmaction - INFO - Epoch [8][760/1921] lr: 3.000e-03, eta: 1:13:06, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0374, recall@thr=0.5: 0.7265, prec@thr=0.5: 0.7880, recall@top3: 0.8232, prec@top3: 0.6661, recall@top5: 0.9350, prec@top5: 0.4651, loss: 0.0374, grad_norm: 0.0936 2021-03-16 17:32:39,430 - mmaction - INFO - Epoch [8][780/1921] lr: 3.000e-03, eta: 1:12:48, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0376, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7996, recall@top3: 0.8207, prec@top3: 0.6702, recall@top5: 0.9344, prec@top5: 0.4690, loss: 0.0376, grad_norm: 0.0951 2021-03-16 17:32:56,386 - mmaction - INFO - Epoch [8][800/1921] lr: 3.000e-03, eta: 1:12:30, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0382, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.7930, recall@top3: 0.8161, prec@top3: 0.6705, recall@top5: 0.9377, prec@top5: 0.4742, loss: 0.0382, grad_norm: 0.0915 2021-03-16 17:33:13,357 - mmaction - INFO - Epoch [8][820/1921] lr: 3.000e-03, eta: 1:12:12, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0385, recall@thr=0.5: 0.7096, prec@thr=0.5: 0.7798, recall@top3: 0.8110, prec@top3: 0.6556, recall@top5: 0.9311, prec@top5: 0.4630, loss: 0.0385, grad_norm: 0.0981 2021-03-16 17:33:30,385 - mmaction - INFO - Epoch [8][840/1921] lr: 3.000e-03, eta: 1:11:55, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0385, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.8028, recall@top3: 0.8139, prec@top3: 0.6710, recall@top5: 0.9321, prec@top5: 0.4713, loss: 0.0385, grad_norm: 0.0966 2021-03-16 17:33:47,357 - mmaction - INFO - Epoch [8][860/1921] lr: 3.000e-03, eta: 1:11:37, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.7905, recall@top3: 0.8210, prec@top3: 0.6697, recall@top5: 0.9359, prec@top5: 0.4696, loss: 0.0381, grad_norm: 0.0935 2021-03-16 17:34:04,369 - mmaction - INFO - Epoch [8][880/1921] lr: 3.000e-03, eta: 1:11:19, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7234, prec@thr=0.5: 0.7970, recall@top3: 0.8218, prec@top3: 0.6706, recall@top5: 0.9385, prec@top5: 0.4697, loss: 0.0379, grad_norm: 0.0952 2021-03-16 17:34:21,347 - mmaction - INFO - Epoch [8][900/1921] lr: 3.000e-03, eta: 1:11:02, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7915, recall@top3: 0.8169, prec@top3: 0.6698, recall@top5: 0.9365, prec@top5: 0.4724, loss: 0.0380, grad_norm: 0.0943 2021-03-16 17:34:38,337 - mmaction - INFO - Epoch [8][920/1921] lr: 3.000e-03, eta: 1:10:44, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0387, recall@thr=0.5: 0.7165, prec@thr=0.5: 0.7876, recall@top3: 0.8098, prec@top3: 0.6705, recall@top5: 0.9299, prec@top5: 0.4720, loss: 0.0387, grad_norm: 0.0979 2021-03-16 17:34:55,392 - mmaction - INFO - Epoch [8][940/1921] lr: 3.000e-03, eta: 1:10:26, time: 0.853, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7884, recall@top3: 0.8187, prec@top3: 0.6675, recall@top5: 0.9392, prec@top5: 0.4708, loss: 0.0381, grad_norm: 0.0931 2021-03-16 17:35:12,413 - mmaction - INFO - Epoch [8][960/1921] lr: 3.000e-03, eta: 1:10:08, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0376, recall@thr=0.5: 0.7236, prec@thr=0.5: 0.8000, recall@top3: 0.8228, prec@top3: 0.6717, recall@top5: 0.9330, prec@top5: 0.4674, loss: 0.0376, grad_norm: 0.0947 2021-03-16 17:35:29,372 - mmaction - INFO - Epoch [8][980/1921] lr: 3.000e-03, eta: 1:09:51, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7143, prec@thr=0.5: 0.7845, recall@top3: 0.8159, prec@top3: 0.6633, recall@top5: 0.9340, prec@top5: 0.4662, loss: 0.0383, grad_norm: 0.0962 2021-03-16 17:35:46,364 - mmaction - INFO - Epoch [8][1000/1921] lr: 3.000e-03, eta: 1:09:33, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7171, prec@thr=0.5: 0.7865, recall@top3: 0.8168, prec@top3: 0.6640, recall@top5: 0.9337, prec@top5: 0.4658, loss: 0.0383, grad_norm: 0.0914 2021-03-16 17:36:03,332 - mmaction - INFO - Epoch [8][1020/1921] lr: 3.000e-03, eta: 1:09:15, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7082, prec@thr=0.5: 0.7880, recall@top3: 0.8118, prec@top3: 0.6607, recall@top5: 0.9370, prec@top5: 0.4695, loss: 0.0381, grad_norm: 0.0961 2021-03-16 17:36:20,268 - mmaction - INFO - Epoch [8][1040/1921] lr: 3.000e-03, eta: 1:08:58, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0376, recall@thr=0.5: 0.7206, prec@thr=0.5: 0.7930, recall@top3: 0.8208, prec@top3: 0.6621, recall@top5: 0.9356, prec@top5: 0.4651, loss: 0.0376, grad_norm: 0.0958 2021-03-16 17:36:37,259 - mmaction - INFO - Epoch [8][1060/1921] lr: 3.000e-03, eta: 1:08:40, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0377, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7950, recall@top3: 0.8207, prec@top3: 0.6639, recall@top5: 0.9387, prec@top5: 0.4666, loss: 0.0377, grad_norm: 0.0944 2021-03-16 17:36:54,227 - mmaction - INFO - Epoch [8][1080/1921] lr: 3.000e-03, eta: 1:08:22, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0391, recall@thr=0.5: 0.7092, prec@thr=0.5: 0.7890, recall@top3: 0.8141, prec@top3: 0.6710, recall@top5: 0.9342, prec@top5: 0.4731, loss: 0.0391, grad_norm: 0.0930 2021-03-16 17:37:11,213 - mmaction - INFO - Epoch [8][1100/1921] lr: 3.000e-03, eta: 1:08:05, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0378, recall@thr=0.5: 0.7217, prec@thr=0.5: 0.7955, recall@top3: 0.8206, prec@top3: 0.6746, recall@top5: 0.9350, prec@top5: 0.4719, loss: 0.0378, grad_norm: 0.0936 2021-03-16 17:37:28,176 - mmaction - INFO - Epoch [8][1120/1921] lr: 3.000e-03, eta: 1:07:47, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7252, prec@thr=0.5: 0.7952, recall@top3: 0.8200, prec@top3: 0.6701, recall@top5: 0.9390, prec@top5: 0.4705, loss: 0.0381, grad_norm: 0.0944 2021-03-16 17:37:45,175 - mmaction - INFO - Epoch [8][1140/1921] lr: 3.000e-03, eta: 1:07:29, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0384, recall@thr=0.5: 0.7110, prec@thr=0.5: 0.7876, recall@top3: 0.8104, prec@top3: 0.6678, recall@top5: 0.9319, prec@top5: 0.4701, loss: 0.0384, grad_norm: 0.0928 2021-03-16 17:38:02,154 - mmaction - INFO - Epoch [8][1160/1921] lr: 3.000e-03, eta: 1:07:11, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0377, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.7871, recall@top3: 0.8208, prec@top3: 0.6610, recall@top5: 0.9377, prec@top5: 0.4657, loss: 0.0377, grad_norm: 0.0929 2021-03-16 17:38:19,127 - mmaction - INFO - Epoch [8][1180/1921] lr: 3.000e-03, eta: 1:06:54, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7967, recall@top3: 0.8207, prec@top3: 0.6662, recall@top5: 0.9380, prec@top5: 0.4673, loss: 0.0379, grad_norm: 0.0978 2021-03-16 17:38:36,156 - mmaction - INFO - Epoch [8][1200/1921] lr: 3.000e-03, eta: 1:06:36, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0378, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.7906, recall@top3: 0.8137, prec@top3: 0.6677, recall@top5: 0.9318, prec@top5: 0.4712, loss: 0.0378, grad_norm: 0.0931 2021-03-16 17:38:53,194 - mmaction - INFO - Epoch [8][1220/1921] lr: 3.000e-03, eta: 1:06:18, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0386, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.7914, recall@top3: 0.8161, prec@top3: 0.6671, recall@top5: 0.9373, prec@top5: 0.4709, loss: 0.0386, grad_norm: 0.0938 2021-03-16 17:39:10,148 - mmaction - INFO - Epoch [8][1240/1921] lr: 3.000e-03, eta: 1:06:01, time: 0.849, data_time: 0.002, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7189, prec@thr=0.5: 0.7907, recall@top3: 0.8195, prec@top3: 0.6633, recall@top5: 0.9325, prec@top5: 0.4632, loss: 0.0379, grad_norm: 0.0922 2021-03-16 17:39:27,153 - mmaction - INFO - Epoch [8][1260/1921] lr: 3.000e-03, eta: 1:05:43, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0372, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.7979, recall@top3: 0.8172, prec@top3: 0.6693, recall@top5: 0.9371, prec@top5: 0.4710, loss: 0.0372, grad_norm: 0.0968 2021-03-16 17:39:44,127 - mmaction - INFO - Epoch [8][1280/1921] lr: 3.000e-03, eta: 1:05:25, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0378, recall@thr=0.5: 0.7166, prec@thr=0.5: 0.7847, recall@top3: 0.8129, prec@top3: 0.6642, recall@top5: 0.9344, prec@top5: 0.4696, loss: 0.0378, grad_norm: 0.0927 2021-03-16 17:40:01,125 - mmaction - INFO - Epoch [8][1300/1921] lr: 3.000e-03, eta: 1:05:08, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0378, recall@thr=0.5: 0.7177, prec@thr=0.5: 0.7921, recall@top3: 0.8223, prec@top3: 0.6682, recall@top5: 0.9341, prec@top5: 0.4658, loss: 0.0378, grad_norm: 0.0920 2021-03-16 17:40:18,114 - mmaction - INFO - Epoch [8][1320/1921] lr: 3.000e-03, eta: 1:04:50, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0384, recall@thr=0.5: 0.7093, prec@thr=0.5: 0.7845, recall@top3: 0.8143, prec@top3: 0.6553, recall@top5: 0.9335, prec@top5: 0.4626, loss: 0.0384, grad_norm: 0.0953 2021-03-16 17:40:35,059 - mmaction - INFO - Epoch [8][1340/1921] lr: 3.000e-03, eta: 1:04:32, time: 0.848, data_time: 0.002, memory: 9057, loss_action_cls: 0.0386, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7922, recall@top3: 0.8147, prec@top3: 0.6675, recall@top5: 0.9361, prec@top5: 0.4703, loss: 0.0386, grad_norm: 0.0947 2021-03-16 17:40:52,117 - mmaction - INFO - Epoch [8][1360/1921] lr: 3.000e-03, eta: 1:04:15, time: 0.853, data_time: 0.001, memory: 9057, loss_action_cls: 0.0374, recall@thr=0.5: 0.7329, prec@thr=0.5: 0.7947, recall@top3: 0.8167, prec@top3: 0.6713, recall@top5: 0.9342, prec@top5: 0.4720, loss: 0.0374, grad_norm: 0.0942 2021-03-16 17:41:09,086 - mmaction - INFO - Epoch [8][1380/1921] lr: 3.000e-03, eta: 1:03:57, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0375, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.7957, recall@top3: 0.8212, prec@top3: 0.6701, recall@top5: 0.9384, prec@top5: 0.4713, loss: 0.0375, grad_norm: 0.0935 2021-03-16 17:41:26,037 - mmaction - INFO - Epoch [8][1400/1921] lr: 3.000e-03, eta: 1:03:39, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0377, recall@thr=0.5: 0.7139, prec@thr=0.5: 0.7947, recall@top3: 0.8146, prec@top3: 0.6759, recall@top5: 0.9354, prec@top5: 0.4758, loss: 0.0377, grad_norm: 0.0950 2021-03-16 17:41:43,005 - mmaction - INFO - Epoch [8][1420/1921] lr: 3.000e-03, eta: 1:03:22, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0389, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7901, recall@top3: 0.8081, prec@top3: 0.6673, recall@top5: 0.9300, prec@top5: 0.4728, loss: 0.0389, grad_norm: 0.0954 2021-03-16 17:41:59,961 - mmaction - INFO - Epoch [8][1440/1921] lr: 3.000e-03, eta: 1:03:04, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0359, recall@thr=0.5: 0.7437, prec@thr=0.5: 0.8048, recall@top3: 0.8308, prec@top3: 0.6770, recall@top5: 0.9411, prec@top5: 0.4714, loss: 0.0359, grad_norm: 0.0921 2021-03-16 17:42:16,935 - mmaction - INFO - Epoch [8][1460/1921] lr: 3.000e-03, eta: 1:02:46, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7258, prec@thr=0.5: 0.7874, recall@top3: 0.8175, prec@top3: 0.6754, recall@top5: 0.9354, prec@top5: 0.4762, loss: 0.0380, grad_norm: 0.0934 2021-03-16 17:42:33,958 - mmaction - INFO - Epoch [8][1480/1921] lr: 3.000e-03, eta: 1:02:29, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0388, recall@thr=0.5: 0.7142, prec@thr=0.5: 0.7859, recall@top3: 0.8157, prec@top3: 0.6673, recall@top5: 0.9368, prec@top5: 0.4710, loss: 0.0388, grad_norm: 0.0975 2021-03-16 17:42:50,913 - mmaction - INFO - Epoch [8][1500/1921] lr: 3.000e-03, eta: 1:02:11, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7904, recall@top3: 0.8203, prec@top3: 0.6672, recall@top5: 0.9358, prec@top5: 0.4682, loss: 0.0379, grad_norm: 0.0963 2021-03-16 17:43:07,863 - mmaction - INFO - Epoch [8][1520/1921] lr: 3.000e-03, eta: 1:01:53, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7826, recall@top3: 0.8183, prec@top3: 0.6600, recall@top5: 0.9330, prec@top5: 0.4618, loss: 0.0381, grad_norm: 0.0935 2021-03-16 17:43:24,858 - mmaction - INFO - Epoch [8][1540/1921] lr: 3.000e-03, eta: 1:01:36, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0377, recall@thr=0.5: 0.7173, prec@thr=0.5: 0.7959, recall@top3: 0.8203, prec@top3: 0.6670, recall@top5: 0.9340, prec@top5: 0.4671, loss: 0.0377, grad_norm: 0.0939 2021-03-16 17:43:41,867 - mmaction - INFO - Epoch [8][1560/1921] lr: 3.000e-03, eta: 1:01:18, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7153, prec@thr=0.5: 0.7931, recall@top3: 0.8222, prec@top3: 0.6728, recall@top5: 0.9399, prec@top5: 0.4737, loss: 0.0381, grad_norm: 0.0963 2021-03-16 17:43:58,805 - mmaction - INFO - Epoch [8][1580/1921] lr: 3.000e-03, eta: 1:01:00, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7114, prec@thr=0.5: 0.7851, recall@top3: 0.8133, prec@top3: 0.6587, recall@top5: 0.9297, prec@top5: 0.4624, loss: 0.0379, grad_norm: 0.0939 2021-03-16 17:44:15,747 - mmaction - INFO - Epoch [8][1600/1921] lr: 3.000e-03, eta: 1:00:43, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0368, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7946, recall@top3: 0.8183, prec@top3: 0.6696, recall@top5: 0.9365, prec@top5: 0.4723, loss: 0.0368, grad_norm: 0.0938 2021-03-16 17:44:32,735 - mmaction - INFO - Epoch [8][1620/1921] lr: 3.000e-03, eta: 1:00:25, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0378, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.7958, recall@top3: 0.8164, prec@top3: 0.6733, recall@top5: 0.9350, prec@top5: 0.4743, loss: 0.0378, grad_norm: 0.0934 2021-03-16 17:44:49,964 - mmaction - INFO - Epoch [8][1640/1921] lr: 3.000e-03, eta: 1:00:08, time: 0.857, data_time: 0.001, memory: 9057, loss_action_cls: 0.0370, recall@thr=0.5: 0.7297, prec@thr=0.5: 0.7958, recall@top3: 0.8237, prec@top3: 0.6705, recall@top5: 0.9401, prec@top5: 0.4704, loss: 0.0370, grad_norm: 0.0931 2021-03-16 17:45:06,969 - mmaction - INFO - Epoch [8][1660/1921] lr: 3.000e-03, eta: 0:59:50, time: 0.855, data_time: 0.005, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7871, recall@top3: 0.8127, prec@top3: 0.6643, recall@top5: 0.9320, prec@top5: 0.4682, loss: 0.0381, grad_norm: 0.0937 2021-03-16 17:45:23,989 - mmaction - INFO - Epoch [8][1680/1921] lr: 3.000e-03, eta: 0:59:32, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0388, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7890, recall@top3: 0.8095, prec@top3: 0.6745, recall@top5: 0.9347, prec@top5: 0.4794, loss: 0.0388, grad_norm: 0.0939 2021-03-16 17:45:41,070 - mmaction - INFO - Epoch [8][1700/1921] lr: 3.000e-03, eta: 0:59:15, time: 0.854, data_time: 0.001, memory: 9057, loss_action_cls: 0.0396, recall@thr=0.5: 0.6991, prec@thr=0.5: 0.7737, recall@top3: 0.8046, prec@top3: 0.6612, recall@top5: 0.9298, prec@top5: 0.4691, loss: 0.0396, grad_norm: 0.0974 2021-03-16 17:45:58,120 - mmaction - INFO - Epoch [8][1720/1921] lr: 3.000e-03, eta: 0:58:57, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7146, prec@thr=0.5: 0.7896, recall@top3: 0.8154, prec@top3: 0.6638, recall@top5: 0.9376, prec@top5: 0.4686, loss: 0.0380, grad_norm: 0.0969 2021-03-16 17:46:15,096 - mmaction - INFO - Epoch [8][1740/1921] lr: 3.000e-03, eta: 0:58:39, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7161, prec@thr=0.5: 0.7860, recall@top3: 0.8179, prec@top3: 0.6704, recall@top5: 0.9367, prec@top5: 0.4711, loss: 0.0381, grad_norm: 0.0931 2021-03-16 17:46:32,104 - mmaction - INFO - Epoch [8][1760/1921] lr: 3.000e-03, eta: 0:58:22, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.7825, recall@top3: 0.8164, prec@top3: 0.6651, recall@top5: 0.9391, prec@top5: 0.4696, loss: 0.0380, grad_norm: 0.0943 2021-03-16 17:46:49,062 - mmaction - INFO - Epoch [8][1780/1921] lr: 3.000e-03, eta: 0:58:04, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7117, prec@thr=0.5: 0.7807, recall@top3: 0.8121, prec@top3: 0.6580, recall@top5: 0.9303, prec@top5: 0.4620, loss: 0.0383, grad_norm: 0.0943 2021-03-16 17:47:06,270 - mmaction - INFO - Epoch [8][1800/1921] lr: 3.000e-03, eta: 0:57:47, time: 0.860, data_time: 0.001, memory: 9057, loss_action_cls: 0.0385, recall@thr=0.5: 0.7041, prec@thr=0.5: 0.7780, recall@top3: 0.8089, prec@top3: 0.6517, recall@top5: 0.9354, prec@top5: 0.4633, loss: 0.0385, grad_norm: 0.0969 2021-03-16 17:47:23,310 - mmaction - INFO - Epoch [8][1820/1921] lr: 3.000e-03, eta: 0:57:29, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0370, recall@thr=0.5: 0.7163, prec@thr=0.5: 0.8003, recall@top3: 0.8203, prec@top3: 0.6636, recall@top5: 0.9355, prec@top5: 0.4639, loss: 0.0370, grad_norm: 0.0920 2021-03-16 17:47:40,352 - mmaction - INFO - Epoch [8][1840/1921] lr: 3.000e-03, eta: 0:57:11, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0376, recall@thr=0.5: 0.7187, prec@thr=0.5: 0.7919, recall@top3: 0.8169, prec@top3: 0.6779, recall@top5: 0.9343, prec@top5: 0.4755, loss: 0.0376, grad_norm: 0.0947 2021-03-16 17:47:57,420 - mmaction - INFO - Epoch [8][1860/1921] lr: 3.000e-03, eta: 0:56:54, time: 0.853, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.7906, recall@top3: 0.8224, prec@top3: 0.6709, recall@top5: 0.9358, prec@top5: 0.4688, loss: 0.0379, grad_norm: 0.0930 2021-03-16 17:48:14,452 - mmaction - INFO - Epoch [8][1880/1921] lr: 3.000e-03, eta: 0:56:36, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0391, recall@thr=0.5: 0.7115, prec@thr=0.5: 0.7841, recall@top3: 0.8071, prec@top3: 0.6638, recall@top5: 0.9349, prec@top5: 0.4711, loss: 0.0391, grad_norm: 0.0930 2021-03-16 17:48:31,467 - mmaction - INFO - Epoch [8][1900/1921] lr: 3.000e-03, eta: 0:56:19, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0377, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7938, recall@top3: 0.8213, prec@top3: 0.6688, recall@top5: 0.9349, prec@top5: 0.4689, loss: 0.0377, grad_norm: 0.0960 2021-03-16 17:48:48,444 - mmaction - INFO - Epoch [8][1920/1921] lr: 3.000e-03, eta: 0:56:01, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7865, recall@top3: 0.8147, prec@top3: 0.6711, recall@top5: 0.9358, prec@top5: 0.4736, loss: 0.0381, grad_norm: 0.0951 2021-03-16 17:48:52,925 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-03-16 17:54:29,302 - mmaction - INFO - Evaluating mAP ... 2021-03-16 18:02:50,483 - mmaction - INFO - mAP@0.5IOU 0.2169 2021-03-16 18:02:51,624 - mmaction - INFO - Epoch(val) [8][1921] mAP@0.5IOU: 0.2169 2021-03-16 18:04:09,125 - mmaction - INFO - Epoch [9][20/1921] lr: 3.000e-04, eta: 0:55:57, time: 3.868, data_time: 3.005, memory: 9057, loss_action_cls: 0.0384, recall@thr=0.5: 0.7146, prec@thr=0.5: 0.7867, recall@top3: 0.8162, prec@top3: 0.6671, recall@top5: 0.9355, prec@top5: 0.4690, loss: 0.0384, grad_norm: 0.0948 2021-03-16 18:04:26,093 - mmaction - INFO - Epoch [9][40/1921] lr: 3.000e-04, eta: 0:55:39, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0388, recall@thr=0.5: 0.7132, prec@thr=0.5: 0.7802, recall@top3: 0.8132, prec@top3: 0.6607, recall@top5: 0.9332, prec@top5: 0.4651, loss: 0.0388, grad_norm: 0.0974 2021-03-16 18:04:43,082 - mmaction - INFO - Epoch [9][60/1921] lr: 3.000e-04, eta: 0:55:22, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0382, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7845, recall@top3: 0.8139, prec@top3: 0.6608, recall@top5: 0.9406, prec@top5: 0.4683, loss: 0.0382, grad_norm: 0.0954 2021-03-16 18:05:00,036 - mmaction - INFO - Epoch [9][80/1921] lr: 3.000e-04, eta: 0:55:04, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0389, recall@thr=0.5: 0.7146, prec@thr=0.5: 0.7861, recall@top3: 0.8123, prec@top3: 0.6599, recall@top5: 0.9348, prec@top5: 0.4669, loss: 0.0389, grad_norm: 0.0966 2021-03-16 18:05:17,062 - mmaction - INFO - Epoch [9][100/1921] lr: 3.000e-04, eta: 0:54:46, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0387, recall@thr=0.5: 0.7124, prec@thr=0.5: 0.7847, recall@top3: 0.8128, prec@top3: 0.6737, recall@top5: 0.9358, prec@top5: 0.4753, loss: 0.0387, grad_norm: 0.0952 2021-03-16 18:05:34,059 - mmaction - INFO - Epoch [9][120/1921] lr: 3.000e-04, eta: 0:54:29, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0371, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.7860, recall@top3: 0.8196, prec@top3: 0.6648, recall@top5: 0.9356, prec@top5: 0.4670, loss: 0.0371, grad_norm: 0.0965 2021-03-16 18:05:51,107 - mmaction - INFO - Epoch [9][140/1921] lr: 3.000e-04, eta: 0:54:11, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0378, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.8006, recall@top3: 0.8145, prec@top3: 0.6762, recall@top5: 0.9316, prec@top5: 0.4764, loss: 0.0378, grad_norm: 0.0947 2021-03-16 18:06:08,144 - mmaction - INFO - Epoch [9][160/1921] lr: 3.000e-04, eta: 0:53:53, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0368, recall@thr=0.5: 0.7303, prec@thr=0.5: 0.7967, recall@top3: 0.8265, prec@top3: 0.6791, recall@top5: 0.9389, prec@top5: 0.4722, loss: 0.0368, grad_norm: 0.0910 2021-03-16 18:06:25,164 - mmaction - INFO - Epoch [9][180/1921] lr: 3.000e-04, eta: 0:53:36, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0388, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7876, recall@top3: 0.8148, prec@top3: 0.6708, recall@top5: 0.9317, prec@top5: 0.4718, loss: 0.0388, grad_norm: 0.0956 2021-03-16 18:06:42,205 - mmaction - INFO - Epoch [9][200/1921] lr: 3.000e-04, eta: 0:53:18, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0375, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7871, recall@top3: 0.8183, prec@top3: 0.6649, recall@top5: 0.9404, prec@top5: 0.4703, loss: 0.0375, grad_norm: 0.0974 2021-03-16 18:06:59,257 - mmaction - INFO - Epoch [9][220/1921] lr: 3.000e-04, eta: 0:53:00, time: 0.853, data_time: 0.001, memory: 9057, loss_action_cls: 0.0376, recall@thr=0.5: 0.7280, prec@thr=0.5: 0.7895, recall@top3: 0.8208, prec@top3: 0.6709, recall@top5: 0.9374, prec@top5: 0.4705, loss: 0.0376, grad_norm: 0.0935 2021-03-16 18:07:16,329 - mmaction - INFO - Epoch [9][240/1921] lr: 3.000e-04, eta: 0:52:43, time: 0.854, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7929, recall@top3: 0.8186, prec@top3: 0.6653, recall@top5: 0.9346, prec@top5: 0.4675, loss: 0.0379, grad_norm: 0.0947 2021-03-16 18:07:33,324 - mmaction - INFO - Epoch [9][260/1921] lr: 3.000e-04, eta: 0:52:25, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0385, recall@thr=0.5: 0.7180, prec@thr=0.5: 0.7858, recall@top3: 0.8154, prec@top3: 0.6624, recall@top5: 0.9316, prec@top5: 0.4651, loss: 0.0385, grad_norm: 0.0952 2021-03-16 18:07:50,319 - mmaction - INFO - Epoch [9][280/1921] lr: 3.000e-04, eta: 0:52:07, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0373, recall@thr=0.5: 0.7166, prec@thr=0.5: 0.7883, recall@top3: 0.8161, prec@top3: 0.6673, recall@top5: 0.9381, prec@top5: 0.4702, loss: 0.0373, grad_norm: 0.0946 2021-03-16 18:08:07,343 - mmaction - INFO - Epoch [9][300/1921] lr: 3.000e-04, eta: 0:51:49, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0366, recall@thr=0.5: 0.7264, prec@thr=0.5: 0.8009, recall@top3: 0.8235, prec@top3: 0.6764, recall@top5: 0.9397, prec@top5: 0.4746, loss: 0.0366, grad_norm: 0.0914 2021-03-16 18:08:24,357 - mmaction - INFO - Epoch [9][320/1921] lr: 3.000e-04, eta: 0:51:32, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.7820, recall@top3: 0.8170, prec@top3: 0.6605, recall@top5: 0.9349, prec@top5: 0.4651, loss: 0.0381, grad_norm: 0.0942 2021-03-16 18:08:41,412 - mmaction - INFO - Epoch [9][340/1921] lr: 3.000e-04, eta: 0:51:14, time: 0.853, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.7931, recall@top3: 0.8192, prec@top3: 0.6683, recall@top5: 0.9358, prec@top5: 0.4703, loss: 0.0380, grad_norm: 0.0954 2021-03-16 18:08:58,465 - mmaction - INFO - Epoch [9][360/1921] lr: 3.000e-04, eta: 0:50:56, time: 0.853, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7981, recall@top3: 0.8140, prec@top3: 0.6725, recall@top5: 0.9313, prec@top5: 0.4753, loss: 0.0381, grad_norm: 0.0922 2021-03-16 18:09:15,435 - mmaction - INFO - Epoch [9][380/1921] lr: 3.000e-04, eta: 0:50:39, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.7815, recall@top3: 0.8177, prec@top3: 0.6694, recall@top5: 0.9370, prec@top5: 0.4705, loss: 0.0383, grad_norm: 0.0970 2021-03-16 18:09:32,425 - mmaction - INFO - Epoch [9][400/1921] lr: 3.000e-04, eta: 0:50:21, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0375, recall@thr=0.5: 0.7266, prec@thr=0.5: 0.7912, recall@top3: 0.8223, prec@top3: 0.6702, recall@top5: 0.9393, prec@top5: 0.4701, loss: 0.0375, grad_norm: 0.0920 2021-03-16 18:09:49,424 - mmaction - INFO - Epoch [9][420/1921] lr: 3.000e-04, eta: 0:50:03, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7244, prec@thr=0.5: 0.7866, recall@top3: 0.8166, prec@top3: 0.6644, recall@top5: 0.9328, prec@top5: 0.4662, loss: 0.0381, grad_norm: 0.0957 2021-03-16 18:10:06,397 - mmaction - INFO - Epoch [9][440/1921] lr: 3.000e-04, eta: 0:49:46, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0389, recall@thr=0.5: 0.7175, prec@thr=0.5: 0.7856, recall@top3: 0.8172, prec@top3: 0.6616, recall@top5: 0.9338, prec@top5: 0.4663, loss: 0.0389, grad_norm: 0.0960 2021-03-16 18:10:23,415 - mmaction - INFO - Epoch [9][460/1921] lr: 3.000e-04, eta: 0:49:28, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0384, recall@thr=0.5: 0.7182, prec@thr=0.5: 0.7917, recall@top3: 0.8146, prec@top3: 0.6666, recall@top5: 0.9343, prec@top5: 0.4694, loss: 0.0384, grad_norm: 0.0944 2021-03-16 18:10:40,425 - mmaction - INFO - Epoch [9][480/1921] lr: 3.000e-04, eta: 0:49:10, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7232, prec@thr=0.5: 0.8006, recall@top3: 0.8169, prec@top3: 0.6667, recall@top5: 0.9338, prec@top5: 0.4682, loss: 0.0383, grad_norm: 0.0931 2021-03-16 18:10:57,477 - mmaction - INFO - Epoch [9][500/1921] lr: 3.000e-04, eta: 0:48:53, time: 0.853, data_time: 0.001, memory: 9057, loss_action_cls: 0.0386, recall@thr=0.5: 0.7172, prec@thr=0.5: 0.7888, recall@top3: 0.8189, prec@top3: 0.6682, recall@top5: 0.9323, prec@top5: 0.4672, loss: 0.0386, grad_norm: 0.0930 2021-03-16 18:11:14,487 - mmaction - INFO - Epoch [9][520/1921] lr: 3.000e-04, eta: 0:48:35, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0361, recall@thr=0.5: 0.7290, prec@thr=0.5: 0.8000, recall@top3: 0.8224, prec@top3: 0.6712, recall@top5: 0.9376, prec@top5: 0.4701, loss: 0.0361, grad_norm: 0.0948 2021-03-16 18:11:31,482 - mmaction - INFO - Epoch [9][540/1921] lr: 3.000e-04, eta: 0:48:17, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7172, prec@thr=0.5: 0.7876, recall@top3: 0.8127, prec@top3: 0.6608, recall@top5: 0.9323, prec@top5: 0.4664, loss: 0.0381, grad_norm: 0.0956 2021-03-16 18:11:48,483 - mmaction - INFO - Epoch [9][560/1921] lr: 3.000e-04, eta: 0:48:00, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0374, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.7944, recall@top3: 0.8204, prec@top3: 0.6832, recall@top5: 0.9397, prec@top5: 0.4802, loss: 0.0374, grad_norm: 0.0937 2021-03-16 18:12:05,484 - mmaction - INFO - Epoch [9][580/1921] lr: 3.000e-04, eta: 0:47:42, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0386, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.7892, recall@top3: 0.8198, prec@top3: 0.6651, recall@top5: 0.9352, prec@top5: 0.4675, loss: 0.0386, grad_norm: 0.0936 2021-03-16 18:12:22,501 - mmaction - INFO - Epoch [9][600/1921] lr: 3.000e-04, eta: 0:47:24, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0378, recall@thr=0.5: 0.7310, prec@thr=0.5: 0.7966, recall@top3: 0.8180, prec@top3: 0.6642, recall@top5: 0.9373, prec@top5: 0.4690, loss: 0.0378, grad_norm: 0.0936 2021-03-16 18:12:39,516 - mmaction - INFO - Epoch [9][620/1921] lr: 3.000e-04, eta: 0:47:07, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7924, recall@top3: 0.8196, prec@top3: 0.6680, recall@top5: 0.9374, prec@top5: 0.4706, loss: 0.0379, grad_norm: 0.0972 2021-03-16 18:12:56,529 - mmaction - INFO - Epoch [9][640/1921] lr: 3.000e-04, eta: 0:46:49, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.7963, recall@top3: 0.8205, prec@top3: 0.6702, recall@top5: 0.9350, prec@top5: 0.4696, loss: 0.0380, grad_norm: 0.0932 2021-03-16 18:13:13,523 - mmaction - INFO - Epoch [9][660/1921] lr: 3.000e-04, eta: 0:46:31, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7130, prec@thr=0.5: 0.7802, recall@top3: 0.8123, prec@top3: 0.6645, recall@top5: 0.9351, prec@top5: 0.4692, loss: 0.0383, grad_norm: 0.0969 2021-03-16 18:13:30,566 - mmaction - INFO - Epoch [9][680/1921] lr: 3.000e-04, eta: 0:46:14, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0375, recall@thr=0.5: 0.7287, prec@thr=0.5: 0.7945, recall@top3: 0.8240, prec@top3: 0.6736, recall@top5: 0.9365, prec@top5: 0.4695, loss: 0.0375, grad_norm: 0.0928 2021-03-16 18:13:47,563 - mmaction - INFO - Epoch [9][700/1921] lr: 3.000e-04, eta: 0:45:56, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0387, recall@thr=0.5: 0.7153, prec@thr=0.5: 0.7911, recall@top3: 0.8152, prec@top3: 0.6652, recall@top5: 0.9334, prec@top5: 0.4676, loss: 0.0387, grad_norm: 0.0957 2021-03-16 18:14:04,544 - mmaction - INFO - Epoch [9][720/1921] lr: 3.000e-04, eta: 0:45:38, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0377, recall@thr=0.5: 0.7204, prec@thr=0.5: 0.7880, recall@top3: 0.8186, prec@top3: 0.6688, recall@top5: 0.9364, prec@top5: 0.4699, loss: 0.0377, grad_norm: 0.0945 2021-03-16 18:14:21,568 - mmaction - INFO - Epoch [9][740/1921] lr: 3.000e-04, eta: 0:45:21, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0384, recall@thr=0.5: 0.7138, prec@thr=0.5: 0.7919, recall@top3: 0.8088, prec@top3: 0.6668, recall@top5: 0.9307, prec@top5: 0.4705, loss: 0.0384, grad_norm: 0.0988 2021-03-16 18:14:38,586 - mmaction - INFO - Epoch [9][760/1921] lr: 3.000e-04, eta: 0:45:03, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7917, recall@top3: 0.8194, prec@top3: 0.6683, recall@top5: 0.9372, prec@top5: 0.4698, loss: 0.0383, grad_norm: 0.0960 2021-03-16 18:14:55,579 - mmaction - INFO - Epoch [9][780/1921] lr: 3.000e-04, eta: 0:44:45, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0378, recall@thr=0.5: 0.7258, prec@thr=0.5: 0.7960, recall@top3: 0.8193, prec@top3: 0.6728, recall@top5: 0.9347, prec@top5: 0.4729, loss: 0.0378, grad_norm: 0.0930 2021-03-16 18:15:12,585 - mmaction - INFO - Epoch [9][800/1921] lr: 3.000e-04, eta: 0:44:28, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0376, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.7866, recall@top3: 0.8143, prec@top3: 0.6622, recall@top5: 0.9354, prec@top5: 0.4667, loss: 0.0376, grad_norm: 0.0943 2021-03-16 18:15:29,635 - mmaction - INFO - Epoch [9][820/1921] lr: 3.000e-04, eta: 0:44:10, time: 0.853, data_time: 0.001, memory: 9057, loss_action_cls: 0.0392, recall@thr=0.5: 0.7103, prec@thr=0.5: 0.7803, recall@top3: 0.8118, prec@top3: 0.6604, recall@top5: 0.9307, prec@top5: 0.4652, loss: 0.0392, grad_norm: 0.0959 2021-03-16 18:15:46,662 - mmaction - INFO - Epoch [9][840/1921] lr: 3.000e-04, eta: 0:43:53, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0377, recall@thr=0.5: 0.7278, prec@thr=0.5: 0.7918, recall@top3: 0.8225, prec@top3: 0.6770, recall@top5: 0.9362, prec@top5: 0.4734, loss: 0.0377, grad_norm: 0.0923 2021-03-16 18:16:03,686 - mmaction - INFO - Epoch [9][860/1921] lr: 3.000e-04, eta: 0:43:35, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0399, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7785, recall@top3: 0.8111, prec@top3: 0.6560, recall@top5: 0.9316, prec@top5: 0.4622, loss: 0.0399, grad_norm: 0.0958 2021-03-16 18:16:20,689 - mmaction - INFO - Epoch [9][880/1921] lr: 3.000e-04, eta: 0:43:17, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0386, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7926, recall@top3: 0.8172, prec@top3: 0.6718, recall@top5: 0.9374, prec@top5: 0.4754, loss: 0.0386, grad_norm: 0.0943 2021-03-16 18:16:37,738 - mmaction - INFO - Epoch [9][900/1921] lr: 3.000e-04, eta: 0:43:00, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0393, recall@thr=0.5: 0.7136, prec@thr=0.5: 0.7873, recall@top3: 0.8165, prec@top3: 0.6643, recall@top5: 0.9334, prec@top5: 0.4663, loss: 0.0393, grad_norm: 0.0961 2021-03-16 18:16:54,738 - mmaction - INFO - Epoch [9][920/1921] lr: 3.000e-04, eta: 0:42:42, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0366, recall@thr=0.5: 0.7282, prec@thr=0.5: 0.8019, recall@top3: 0.8204, prec@top3: 0.6712, recall@top5: 0.9399, prec@top5: 0.4718, loss: 0.0366, grad_norm: 0.0918 2021-03-16 18:17:11,776 - mmaction - INFO - Epoch [9][940/1921] lr: 3.000e-04, eta: 0:42:24, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7239, prec@thr=0.5: 0.7924, recall@top3: 0.8204, prec@top3: 0.6672, recall@top5: 0.9375, prec@top5: 0.4686, loss: 0.0383, grad_norm: 0.0926 2021-03-16 18:17:28,806 - mmaction - INFO - Epoch [9][960/1921] lr: 3.000e-04, eta: 0:42:07, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0382, recall@thr=0.5: 0.7139, prec@thr=0.5: 0.7853, recall@top3: 0.8124, prec@top3: 0.6584, recall@top5: 0.9320, prec@top5: 0.4653, loss: 0.0382, grad_norm: 0.0957 2021-03-16 18:17:45,798 - mmaction - INFO - Epoch [9][980/1921] lr: 3.000e-04, eta: 0:41:49, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.7918, recall@top3: 0.8156, prec@top3: 0.6615, recall@top5: 0.9369, prec@top5: 0.4673, loss: 0.0383, grad_norm: 0.0929 2021-03-16 18:18:02,804 - mmaction - INFO - Epoch [9][1000/1921] lr: 3.000e-04, eta: 0:41:32, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0372, recall@thr=0.5: 0.7313, prec@thr=0.5: 0.7977, recall@top3: 0.8210, prec@top3: 0.6710, recall@top5: 0.9391, prec@top5: 0.4730, loss: 0.0372, grad_norm: 0.0935 2021-03-16 18:18:19,759 - mmaction - INFO - Epoch [9][1020/1921] lr: 3.000e-04, eta: 0:41:14, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7869, recall@top3: 0.8209, prec@top3: 0.6607, recall@top5: 0.9338, prec@top5: 0.4607, loss: 0.0383, grad_norm: 0.0956 2021-03-16 18:18:36,782 - mmaction - INFO - Epoch [9][1040/1921] lr: 3.000e-04, eta: 0:40:56, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0367, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.8048, recall@top3: 0.8209, prec@top3: 0.6834, recall@top5: 0.9417, prec@top5: 0.4804, loss: 0.0367, grad_norm: 0.0929 2021-03-16 18:18:53,808 - mmaction - INFO - Epoch [9][1060/1921] lr: 3.000e-04, eta: 0:40:39, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0385, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7936, recall@top3: 0.8130, prec@top3: 0.6669, recall@top5: 0.9349, prec@top5: 0.4720, loss: 0.0385, grad_norm: 0.0959 2021-03-16 18:19:10,805 - mmaction - INFO - Epoch [9][1080/1921] lr: 3.000e-04, eta: 0:40:21, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0387, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7867, recall@top3: 0.8071, prec@top3: 0.6579, recall@top5: 0.9261, prec@top5: 0.4637, loss: 0.0387, grad_norm: 0.0964 2021-03-16 18:19:27,784 - mmaction - INFO - Epoch [9][1100/1921] lr: 3.000e-04, eta: 0:40:03, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0377, recall@thr=0.5: 0.7299, prec@thr=0.5: 0.7960, recall@top3: 0.8202, prec@top3: 0.6704, recall@top5: 0.9363, prec@top5: 0.4694, loss: 0.0377, grad_norm: 0.0952 2021-03-16 18:19:44,776 - mmaction - INFO - Epoch [9][1120/1921] lr: 3.000e-04, eta: 0:39:46, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7128, prec@thr=0.5: 0.7879, recall@top3: 0.8123, prec@top3: 0.6685, recall@top5: 0.9358, prec@top5: 0.4721, loss: 0.0381, grad_norm: 0.0968 2021-03-16 18:20:01,779 - mmaction - INFO - Epoch [9][1140/1921] lr: 3.000e-04, eta: 0:39:28, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0374, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.7930, recall@top3: 0.8243, prec@top3: 0.6784, recall@top5: 0.9399, prec@top5: 0.4742, loss: 0.0374, grad_norm: 0.0939 2021-03-16 18:20:18,804 - mmaction - INFO - Epoch [9][1160/1921] lr: 3.000e-04, eta: 0:39:11, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0375, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.7875, recall@top3: 0.8149, prec@top3: 0.6679, recall@top5: 0.9365, prec@top5: 0.4724, loss: 0.0375, grad_norm: 0.0960 2021-03-16 18:20:35,874 - mmaction - INFO - Epoch [9][1180/1921] lr: 3.000e-04, eta: 0:38:53, time: 0.853, data_time: 0.001, memory: 9057, loss_action_cls: 0.0371, recall@thr=0.5: 0.7295, prec@thr=0.5: 0.7971, recall@top3: 0.8225, prec@top3: 0.6701, recall@top5: 0.9386, prec@top5: 0.4681, loss: 0.0371, grad_norm: 0.0910 2021-03-16 18:20:52,917 - mmaction - INFO - Epoch [9][1200/1921] lr: 3.000e-04, eta: 0:38:35, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0390, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7927, recall@top3: 0.8088, prec@top3: 0.6669, recall@top5: 0.9311, prec@top5: 0.4724, loss: 0.0390, grad_norm: 0.0955 2021-03-16 18:21:09,886 - mmaction - INFO - Epoch [9][1220/1921] lr: 3.000e-04, eta: 0:38:18, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0385, recall@thr=0.5: 0.7143, prec@thr=0.5: 0.7943, recall@top3: 0.8118, prec@top3: 0.6673, recall@top5: 0.9326, prec@top5: 0.4716, loss: 0.0385, grad_norm: 0.0924 2021-03-16 18:21:26,924 - mmaction - INFO - Epoch [9][1240/1921] lr: 3.000e-04, eta: 0:38:00, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0377, recall@thr=0.5: 0.7121, prec@thr=0.5: 0.7907, recall@top3: 0.8196, prec@top3: 0.6702, recall@top5: 0.9363, prec@top5: 0.4712, loss: 0.0377, grad_norm: 0.0927 2021-03-16 18:21:43,921 - mmaction - INFO - Epoch [9][1260/1921] lr: 3.000e-04, eta: 0:37:42, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0370, recall@thr=0.5: 0.7304, prec@thr=0.5: 0.7975, recall@top3: 0.8226, prec@top3: 0.6687, recall@top5: 0.9367, prec@top5: 0.4682, loss: 0.0370, grad_norm: 0.0940 2021-03-16 18:22:00,887 - mmaction - INFO - Epoch [9][1280/1921] lr: 3.000e-04, eta: 0:37:25, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0384, recall@thr=0.5: 0.7163, prec@thr=0.5: 0.7928, recall@top3: 0.8142, prec@top3: 0.6667, recall@top5: 0.9378, prec@top5: 0.4732, loss: 0.0384, grad_norm: 0.0974 2021-03-16 18:22:17,922 - mmaction - INFO - Epoch [9][1300/1921] lr: 3.000e-04, eta: 0:37:07, time: 0.853, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7135, prec@thr=0.5: 0.7868, recall@top3: 0.8151, prec@top3: 0.6648, recall@top5: 0.9364, prec@top5: 0.4703, loss: 0.0381, grad_norm: 0.0956 2021-03-16 18:22:34,909 - mmaction - INFO - Epoch [9][1320/1921] lr: 3.000e-04, eta: 0:36:50, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0386, recall@thr=0.5: 0.7132, prec@thr=0.5: 0.7901, recall@top3: 0.8162, prec@top3: 0.6661, recall@top5: 0.9347, prec@top5: 0.4681, loss: 0.0386, grad_norm: 0.0933 2021-03-16 18:22:51,892 - mmaction - INFO - Epoch [9][1340/1921] lr: 3.000e-04, eta: 0:36:32, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0373, recall@thr=0.5: 0.7217, prec@thr=0.5: 0.7872, recall@top3: 0.8193, prec@top3: 0.6690, recall@top5: 0.9338, prec@top5: 0.4691, loss: 0.0373, grad_norm: 0.0939 2021-03-16 18:23:08,903 - mmaction - INFO - Epoch [9][1360/1921] lr: 3.000e-04, eta: 0:36:14, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.7974, recall@top3: 0.8231, prec@top3: 0.6692, recall@top5: 0.9379, prec@top5: 0.4695, loss: 0.0379, grad_norm: 0.0960 2021-03-16 18:23:25,922 - mmaction - INFO - Epoch [9][1380/1921] lr: 3.000e-04, eta: 0:35:57, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0384, recall@thr=0.5: 0.7220, prec@thr=0.5: 0.7873, recall@top3: 0.8167, prec@top3: 0.6682, recall@top5: 0.9318, prec@top5: 0.4677, loss: 0.0384, grad_norm: 0.0959 2021-03-16 18:23:42,927 - mmaction - INFO - Epoch [9][1400/1921] lr: 3.000e-04, eta: 0:35:39, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.8018, recall@top3: 0.8177, prec@top3: 0.6817, recall@top5: 0.9378, prec@top5: 0.4802, loss: 0.0380, grad_norm: 0.0942 2021-03-16 18:23:59,961 - mmaction - INFO - Epoch [9][1420/1921] lr: 3.000e-04, eta: 0:35:22, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0373, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.7900, recall@top3: 0.8155, prec@top3: 0.6630, recall@top5: 0.9346, prec@top5: 0.4664, loss: 0.0373, grad_norm: 0.0941 2021-03-16 18:24:16,995 - mmaction - INFO - Epoch [9][1440/1921] lr: 3.000e-04, eta: 0:35:04, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0375, recall@thr=0.5: 0.7236, prec@thr=0.5: 0.7977, recall@top3: 0.8213, prec@top3: 0.6646, recall@top5: 0.9341, prec@top5: 0.4640, loss: 0.0375, grad_norm: 0.0956 2021-03-16 18:24:34,025 - mmaction - INFO - Epoch [9][1460/1921] lr: 3.000e-04, eta: 0:34:46, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0374, recall@thr=0.5: 0.7282, prec@thr=0.5: 0.7931, recall@top3: 0.8219, prec@top3: 0.6664, recall@top5: 0.9344, prec@top5: 0.4674, loss: 0.0374, grad_norm: 0.0928 2021-03-16 18:24:51,053 - mmaction - INFO - Epoch [9][1480/1921] lr: 3.000e-04, eta: 0:34:29, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0376, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.7946, recall@top3: 0.8148, prec@top3: 0.6750, recall@top5: 0.9379, prec@top5: 0.4761, loss: 0.0376, grad_norm: 0.0946 2021-03-16 18:25:08,063 - mmaction - INFO - Epoch [9][1500/1921] lr: 3.000e-04, eta: 0:34:11, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0382, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.7956, recall@top3: 0.8128, prec@top3: 0.6749, recall@top5: 0.9325, prec@top5: 0.4763, loss: 0.0382, grad_norm: 0.0962 2021-03-16 18:25:25,091 - mmaction - INFO - Epoch [9][1520/1921] lr: 3.000e-04, eta: 0:33:54, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0384, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.7930, recall@top3: 0.8188, prec@top3: 0.6682, recall@top5: 0.9354, prec@top5: 0.4690, loss: 0.0384, grad_norm: 0.0943 2021-03-16 18:25:42,061 - mmaction - INFO - Epoch [9][1540/1921] lr: 3.000e-04, eta: 0:33:36, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7196, prec@thr=0.5: 0.7824, recall@top3: 0.8152, prec@top3: 0.6670, recall@top5: 0.9358, prec@top5: 0.4712, loss: 0.0381, grad_norm: 0.0935 2021-03-16 18:25:59,100 - mmaction - INFO - Epoch [9][1560/1921] lr: 3.000e-04, eta: 0:33:18, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7217, prec@thr=0.5: 0.7949, recall@top3: 0.8178, prec@top3: 0.6725, recall@top5: 0.9348, prec@top5: 0.4719, loss: 0.0380, grad_norm: 0.0937 2021-03-16 18:26:16,137 - mmaction - INFO - Epoch [9][1580/1921] lr: 3.000e-04, eta: 0:33:01, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0370, recall@thr=0.5: 0.7241, prec@thr=0.5: 0.7943, recall@top3: 0.8174, prec@top3: 0.6715, recall@top5: 0.9401, prec@top5: 0.4736, loss: 0.0370, grad_norm: 0.0949 2021-03-16 18:26:33,162 - mmaction - INFO - Epoch [9][1600/1921] lr: 3.000e-04, eta: 0:32:43, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7854, recall@top3: 0.8155, prec@top3: 0.6598, recall@top5: 0.9315, prec@top5: 0.4618, loss: 0.0383, grad_norm: 0.0954 2021-03-16 18:26:50,184 - mmaction - INFO - Epoch [9][1620/1921] lr: 3.000e-04, eta: 0:32:26, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0372, recall@thr=0.5: 0.7313, prec@thr=0.5: 0.8040, recall@top3: 0.8226, prec@top3: 0.6734, recall@top5: 0.9412, prec@top5: 0.4744, loss: 0.0372, grad_norm: 0.0941 2021-03-16 18:27:07,274 - mmaction - INFO - Epoch [9][1640/1921] lr: 3.000e-04, eta: 0:32:08, time: 0.854, data_time: 0.001, memory: 9057, loss_action_cls: 0.0378, recall@thr=0.5: 0.7192, prec@thr=0.5: 0.7827, recall@top3: 0.8136, prec@top3: 0.6572, recall@top5: 0.9363, prec@top5: 0.4646, loss: 0.0378, grad_norm: 0.0964 2021-03-16 18:27:24,282 - mmaction - INFO - Epoch [9][1660/1921] lr: 3.000e-04, eta: 0:31:51, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0377, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7910, recall@top3: 0.8194, prec@top3: 0.6693, recall@top5: 0.9330, prec@top5: 0.4690, loss: 0.0377, grad_norm: 0.0970 2021-03-16 18:27:41,301 - mmaction - INFO - Epoch [9][1680/1921] lr: 3.000e-04, eta: 0:31:33, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0385, recall@thr=0.5: 0.7186, prec@thr=0.5: 0.7908, recall@top3: 0.8141, prec@top3: 0.6655, recall@top5: 0.9365, prec@top5: 0.4706, loss: 0.0385, grad_norm: 0.0922 2021-03-16 18:27:58,331 - mmaction - INFO - Epoch [9][1700/1921] lr: 3.000e-04, eta: 0:31:15, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0377, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7939, recall@top3: 0.8210, prec@top3: 0.6673, recall@top5: 0.9372, prec@top5: 0.4678, loss: 0.0377, grad_norm: 0.0918 2021-03-16 18:28:15,344 - mmaction - INFO - Epoch [9][1720/1921] lr: 3.000e-04, eta: 0:30:58, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0395, recall@thr=0.5: 0.7081, prec@thr=0.5: 0.7854, recall@top3: 0.8099, prec@top3: 0.6587, recall@top5: 0.9304, prec@top5: 0.4654, loss: 0.0395, grad_norm: 0.0990 2021-03-16 18:28:32,371 - mmaction - INFO - Epoch [9][1740/1921] lr: 3.000e-04, eta: 0:30:40, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0377, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7932, recall@top3: 0.8181, prec@top3: 0.6694, recall@top5: 0.9358, prec@top5: 0.4699, loss: 0.0377, grad_norm: 0.0944 2021-03-16 18:28:49,371 - mmaction - INFO - Epoch [9][1760/1921] lr: 3.000e-04, eta: 0:30:23, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0384, recall@thr=0.5: 0.7168, prec@thr=0.5: 0.7846, recall@top3: 0.8143, prec@top3: 0.6617, recall@top5: 0.9295, prec@top5: 0.4638, loss: 0.0384, grad_norm: 0.0942 2021-03-16 18:29:06,336 - mmaction - INFO - Epoch [9][1780/1921] lr: 3.000e-04, eta: 0:30:05, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.7876, recall@top3: 0.8159, prec@top3: 0.6646, recall@top5: 0.9360, prec@top5: 0.4685, loss: 0.0383, grad_norm: 0.0958 2021-03-16 18:29:23,347 - mmaction - INFO - Epoch [9][1800/1921] lr: 3.000e-04, eta: 0:29:48, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0374, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7852, recall@top3: 0.8210, prec@top3: 0.6669, recall@top5: 0.9371, prec@top5: 0.4670, loss: 0.0374, grad_norm: 0.0941 2021-03-16 18:29:40,369 - mmaction - INFO - Epoch [9][1820/1921] lr: 3.000e-04, eta: 0:29:30, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0387, recall@thr=0.5: 0.7114, prec@thr=0.5: 0.7904, recall@top3: 0.8177, prec@top3: 0.6681, recall@top5: 0.9305, prec@top5: 0.4670, loss: 0.0387, grad_norm: 0.0959 2021-03-16 18:29:57,364 - mmaction - INFO - Epoch [9][1840/1921] lr: 3.000e-04, eta: 0:29:12, time: 0.851, data_time: 0.002, memory: 9057, loss_action_cls: 0.0375, recall@thr=0.5: 0.7220, prec@thr=0.5: 0.7949, recall@top3: 0.8198, prec@top3: 0.6764, recall@top5: 0.9356, prec@top5: 0.4745, loss: 0.0375, grad_norm: 0.0923 2021-03-16 18:30:14,400 - mmaction - INFO - Epoch [9][1860/1921] lr: 3.000e-04, eta: 0:28:55, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7236, prec@thr=0.5: 0.7927, recall@top3: 0.8187, prec@top3: 0.6590, recall@top5: 0.9388, prec@top5: 0.4646, loss: 0.0379, grad_norm: 0.0944 2021-03-16 18:30:31,344 - mmaction - INFO - Epoch [9][1880/1921] lr: 3.000e-04, eta: 0:28:37, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7214, prec@thr=0.5: 0.7933, recall@top3: 0.8180, prec@top3: 0.6704, recall@top5: 0.9360, prec@top5: 0.4718, loss: 0.0381, grad_norm: 0.0963 2021-03-16 18:30:48,303 - mmaction - INFO - Epoch [9][1900/1921] lr: 3.000e-04, eta: 0:28:20, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0386, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7894, recall@top3: 0.8133, prec@top3: 0.6616, recall@top5: 0.9279, prec@top5: 0.4640, loss: 0.0386, grad_norm: 0.0952 2021-03-16 18:31:05,263 - mmaction - INFO - Epoch [9][1920/1921] lr: 3.000e-04, eta: 0:28:02, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0378, recall@thr=0.5: 0.7298, prec@thr=0.5: 0.8038, recall@top3: 0.8186, prec@top3: 0.6787, recall@top5: 0.9326, prec@top5: 0.4741, loss: 0.0378, grad_norm: 0.0928 2021-03-16 18:31:09,036 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-03-16 18:36:43,808 - mmaction - INFO - Evaluating mAP ... 2021-03-16 18:45:11,522 - mmaction - INFO - mAP@0.5IOU 0.2159 2021-03-16 18:45:12,586 - mmaction - INFO - Epoch(val) [9][1921] mAP@0.5IOU: 0.2159 2021-03-16 18:46:13,783 - mmaction - INFO - Epoch [10][20/1921] lr: 3.000e-04, eta: 0:27:48, time: 3.058, data_time: 2.199, memory: 9057, loss_action_cls: 0.0378, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7906, recall@top3: 0.8138, prec@top3: 0.6667, recall@top5: 0.9369, prec@top5: 0.4714, loss: 0.0378, grad_norm: 0.0929 2021-03-16 18:46:30,695 - mmaction - INFO - Epoch [10][40/1921] lr: 3.000e-04, eta: 0:27:31, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7165, prec@thr=0.5: 0.7899, recall@top3: 0.8122, prec@top3: 0.6673, recall@top5: 0.9379, prec@top5: 0.4725, loss: 0.0380, grad_norm: 0.0950 2021-03-16 18:46:47,549 - mmaction - INFO - Epoch [10][60/1921] lr: 3.000e-04, eta: 0:27:13, time: 0.843, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7173, prec@thr=0.5: 0.7942, recall@top3: 0.8134, prec@top3: 0.6659, recall@top5: 0.9349, prec@top5: 0.4705, loss: 0.0383, grad_norm: 0.0947 2021-03-16 18:47:04,481 - mmaction - INFO - Epoch [10][80/1921] lr: 3.000e-04, eta: 0:26:56, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0390, recall@thr=0.5: 0.7079, prec@thr=0.5: 0.7901, recall@top3: 0.8132, prec@top3: 0.6677, recall@top5: 0.9328, prec@top5: 0.4711, loss: 0.0390, grad_norm: 0.0970 2021-03-16 18:47:21,427 - mmaction - INFO - Epoch [10][100/1921] lr: 3.000e-04, eta: 0:26:38, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0385, recall@thr=0.5: 0.7123, prec@thr=0.5: 0.7914, recall@top3: 0.8101, prec@top3: 0.6716, recall@top5: 0.9316, prec@top5: 0.4733, loss: 0.0385, grad_norm: 0.0958 2021-03-16 18:47:38,410 - mmaction - INFO - Epoch [10][120/1921] lr: 3.000e-04, eta: 0:26:20, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.7904, recall@top3: 0.8197, prec@top3: 0.6712, recall@top5: 0.9355, prec@top5: 0.4703, loss: 0.0379, grad_norm: 0.0942 2021-03-16 18:47:55,358 - mmaction - INFO - Epoch [10][140/1921] lr: 3.000e-04, eta: 0:26:03, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7192, prec@thr=0.5: 0.7901, recall@top3: 0.8123, prec@top3: 0.6674, recall@top5: 0.9286, prec@top5: 0.4687, loss: 0.0383, grad_norm: 0.0973 2021-03-16 18:48:12,331 - mmaction - INFO - Epoch [10][160/1921] lr: 3.000e-04, eta: 0:25:45, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0367, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.7929, recall@top3: 0.8221, prec@top3: 0.6674, recall@top5: 0.9365, prec@top5: 0.4663, loss: 0.0367, grad_norm: 0.0937 2021-03-16 18:48:29,275 - mmaction - INFO - Epoch [10][180/1921] lr: 3.000e-04, eta: 0:25:27, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0382, recall@thr=0.5: 0.7166, prec@thr=0.5: 0.7896, recall@top3: 0.8124, prec@top3: 0.6668, recall@top5: 0.9342, prec@top5: 0.4707, loss: 0.0382, grad_norm: 0.0937 2021-03-16 18:48:46,268 - mmaction - INFO - Epoch [10][200/1921] lr: 3.000e-04, eta: 0:25:10, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0393, recall@thr=0.5: 0.7170, prec@thr=0.5: 0.7869, recall@top3: 0.8095, prec@top3: 0.6654, recall@top5: 0.9292, prec@top5: 0.4676, loss: 0.0393, grad_norm: 0.0960 2021-03-16 18:49:03,287 - mmaction - INFO - Epoch [10][220/1921] lr: 3.000e-04, eta: 0:24:52, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.7897, recall@top3: 0.8163, prec@top3: 0.6656, recall@top5: 0.9329, prec@top5: 0.4678, loss: 0.0380, grad_norm: 0.0950 2021-03-16 18:49:20,253 - mmaction - INFO - Epoch [10][240/1921] lr: 3.000e-04, eta: 0:24:35, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0374, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7965, recall@top3: 0.8208, prec@top3: 0.6736, recall@top5: 0.9370, prec@top5: 0.4726, loss: 0.0374, grad_norm: 0.0921 2021-03-16 18:49:37,220 - mmaction - INFO - Epoch [10][260/1921] lr: 3.000e-04, eta: 0:24:17, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0382, recall@thr=0.5: 0.7180, prec@thr=0.5: 0.7885, recall@top3: 0.8160, prec@top3: 0.6620, recall@top5: 0.9375, prec@top5: 0.4666, loss: 0.0382, grad_norm: 0.0961 2021-03-16 18:49:54,217 - mmaction - INFO - Epoch [10][280/1921] lr: 3.000e-04, eta: 0:23:59, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0375, recall@thr=0.5: 0.7166, prec@thr=0.5: 0.7945, recall@top3: 0.8160, prec@top3: 0.6716, recall@top5: 0.9339, prec@top5: 0.4722, loss: 0.0375, grad_norm: 0.0938 2021-03-16 18:50:11,184 - mmaction - INFO - Epoch [10][300/1921] lr: 3.000e-04, eta: 0:23:42, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7121, prec@thr=0.5: 0.7896, recall@top3: 0.8071, prec@top3: 0.6654, recall@top5: 0.9288, prec@top5: 0.4702, loss: 0.0383, grad_norm: 0.0943 2021-03-16 18:50:28,198 - mmaction - INFO - Epoch [10][320/1921] lr: 3.000e-04, eta: 0:23:24, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7895, recall@top3: 0.8153, prec@top3: 0.6723, recall@top5: 0.9362, prec@top5: 0.4751, loss: 0.0383, grad_norm: 0.0926 2021-03-16 18:50:45,142 - mmaction - INFO - Epoch [10][340/1921] lr: 3.000e-04, eta: 0:23:07, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0378, recall@thr=0.5: 0.7208, prec@thr=0.5: 0.7949, recall@top3: 0.8169, prec@top3: 0.6701, recall@top5: 0.9355, prec@top5: 0.4730, loss: 0.0378, grad_norm: 0.0956 2021-03-16 18:51:02,086 - mmaction - INFO - Epoch [10][360/1921] lr: 3.000e-04, eta: 0:22:49, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0387, recall@thr=0.5: 0.7114, prec@thr=0.5: 0.7821, recall@top3: 0.8085, prec@top3: 0.6625, recall@top5: 0.9322, prec@top5: 0.4704, loss: 0.0387, grad_norm: 0.0934 2021-03-16 18:51:19,025 - mmaction - INFO - Epoch [10][380/1921] lr: 3.000e-04, eta: 0:22:31, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0376, recall@thr=0.5: 0.7221, prec@thr=0.5: 0.7898, recall@top3: 0.8183, prec@top3: 0.6638, recall@top5: 0.9398, prec@top5: 0.4690, loss: 0.0376, grad_norm: 0.0922 2021-03-16 18:51:35,992 - mmaction - INFO - Epoch [10][400/1921] lr: 3.000e-04, eta: 0:22:14, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7217, prec@thr=0.5: 0.7895, recall@top3: 0.8200, prec@top3: 0.6660, recall@top5: 0.9353, prec@top5: 0.4670, loss: 0.0381, grad_norm: 0.0942 2021-03-16 18:51:53,018 - mmaction - INFO - Epoch [10][420/1921] lr: 3.000e-04, eta: 0:21:56, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0395, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.7777, recall@top3: 0.8084, prec@top3: 0.6653, recall@top5: 0.9293, prec@top5: 0.4693, loss: 0.0395, grad_norm: 0.0960 2021-03-16 18:52:09,961 - mmaction - INFO - Epoch [10][440/1921] lr: 3.000e-04, eta: 0:21:39, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0377, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.7990, recall@top3: 0.8180, prec@top3: 0.6680, recall@top5: 0.9369, prec@top5: 0.4707, loss: 0.0377, grad_norm: 0.0941 2021-03-16 18:52:26,887 - mmaction - INFO - Epoch [10][460/1921] lr: 3.000e-04, eta: 0:21:21, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0375, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.7993, recall@top3: 0.8169, prec@top3: 0.6834, recall@top5: 0.9350, prec@top5: 0.4804, loss: 0.0375, grad_norm: 0.0944 2021-03-16 18:52:43,888 - mmaction - INFO - Epoch [10][480/1921] lr: 3.000e-04, eta: 0:21:03, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7244, prec@thr=0.5: 0.7904, recall@top3: 0.8130, prec@top3: 0.6730, recall@top5: 0.9352, prec@top5: 0.4758, loss: 0.0381, grad_norm: 0.0916 2021-03-16 18:53:00,899 - mmaction - INFO - Epoch [10][500/1921] lr: 3.000e-04, eta: 0:20:46, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0388, recall@thr=0.5: 0.7123, prec@thr=0.5: 0.7865, recall@top3: 0.8088, prec@top3: 0.6600, recall@top5: 0.9350, prec@top5: 0.4688, loss: 0.0388, grad_norm: 0.0941 2021-03-16 18:53:17,852 - mmaction - INFO - Epoch [10][520/1921] lr: 3.000e-04, eta: 0:20:28, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7107, prec@thr=0.5: 0.7863, recall@top3: 0.8053, prec@top3: 0.6644, recall@top5: 0.9353, prec@top5: 0.4731, loss: 0.0380, grad_norm: 0.0967 2021-03-16 18:53:34,839 - mmaction - INFO - Epoch [10][540/1921] lr: 3.000e-04, eta: 0:20:11, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7224, prec@thr=0.5: 0.7848, recall@top3: 0.8155, prec@top3: 0.6643, recall@top5: 0.9322, prec@top5: 0.4667, loss: 0.0380, grad_norm: 0.0936 2021-03-16 18:53:51,783 - mmaction - INFO - Epoch [10][560/1921] lr: 3.000e-04, eta: 0:19:53, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0375, recall@thr=0.5: 0.7283, prec@thr=0.5: 0.7957, recall@top3: 0.8225, prec@top3: 0.6819, recall@top5: 0.9336, prec@top5: 0.4754, loss: 0.0375, grad_norm: 0.0928 2021-03-16 18:54:08,750 - mmaction - INFO - Epoch [10][580/1921] lr: 3.000e-04, eta: 0:19:36, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0385, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7922, recall@top3: 0.8105, prec@top3: 0.6629, recall@top5: 0.9282, prec@top5: 0.4659, loss: 0.0385, grad_norm: 0.0938 2021-03-16 18:54:25,769 - mmaction - INFO - Epoch [10][600/1921] lr: 3.000e-04, eta: 0:19:18, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0376, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.7983, recall@top3: 0.8241, prec@top3: 0.6786, recall@top5: 0.9382, prec@top5: 0.4754, loss: 0.0376, grad_norm: 0.0944 2021-03-16 18:54:42,757 - mmaction - INFO - Epoch [10][620/1921] lr: 3.000e-04, eta: 0:19:00, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.7996, recall@top3: 0.8196, prec@top3: 0.6809, recall@top5: 0.9365, prec@top5: 0.4790, loss: 0.0379, grad_norm: 0.0927 2021-03-16 18:54:59,750 - mmaction - INFO - Epoch [10][640/1921] lr: 3.000e-04, eta: 0:18:43, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0387, recall@thr=0.5: 0.7109, prec@thr=0.5: 0.7780, recall@top3: 0.8122, prec@top3: 0.6600, recall@top5: 0.9320, prec@top5: 0.4659, loss: 0.0387, grad_norm: 0.0945 2021-03-16 18:55:16,697 - mmaction - INFO - Epoch [10][660/1921] lr: 3.000e-04, eta: 0:18:25, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0382, recall@thr=0.5: 0.7264, prec@thr=0.5: 0.7924, recall@top3: 0.8170, prec@top3: 0.6625, recall@top5: 0.9344, prec@top5: 0.4660, loss: 0.0382, grad_norm: 0.0959 2021-03-16 18:55:33,695 - mmaction - INFO - Epoch [10][680/1921] lr: 3.000e-04, eta: 0:18:08, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0377, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7995, recall@top3: 0.8225, prec@top3: 0.6786, recall@top5: 0.9350, prec@top5: 0.4731, loss: 0.0377, grad_norm: 0.0915 2021-03-16 18:55:50,643 - mmaction - INFO - Epoch [10][700/1921] lr: 3.000e-04, eta: 0:17:50, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0374, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.7939, recall@top3: 0.8216, prec@top3: 0.6659, recall@top5: 0.9374, prec@top5: 0.4672, loss: 0.0374, grad_norm: 0.0950 2021-03-16 18:56:07,644 - mmaction - INFO - Epoch [10][720/1921] lr: 3.000e-04, eta: 0:17:32, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0375, recall@thr=0.5: 0.7309, prec@thr=0.5: 0.7934, recall@top3: 0.8280, prec@top3: 0.6755, recall@top5: 0.9396, prec@top5: 0.4711, loss: 0.0375, grad_norm: 0.0898 2021-03-16 18:56:24,606 - mmaction - INFO - Epoch [10][740/1921] lr: 3.000e-04, eta: 0:17:15, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7315, prec@thr=0.5: 0.7954, recall@top3: 0.8200, prec@top3: 0.6717, recall@top5: 0.9365, prec@top5: 0.4711, loss: 0.0381, grad_norm: 0.0937 2021-03-16 18:56:41,554 - mmaction - INFO - Epoch [10][760/1921] lr: 3.000e-04, eta: 0:16:57, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0372, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.7945, recall@top3: 0.8177, prec@top3: 0.6648, recall@top5: 0.9396, prec@top5: 0.4696, loss: 0.0372, grad_norm: 0.0945 2021-03-16 18:56:58,537 - mmaction - INFO - Epoch [10][780/1921] lr: 3.000e-04, eta: 0:16:40, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0371, recall@thr=0.5: 0.7222, prec@thr=0.5: 0.7961, recall@top3: 0.8187, prec@top3: 0.6616, recall@top5: 0.9386, prec@top5: 0.4660, loss: 0.0371, grad_norm: 0.0946 2021-03-16 18:57:15,541 - mmaction - INFO - Epoch [10][800/1921] lr: 3.000e-04, eta: 0:16:22, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0390, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7878, recall@top3: 0.8162, prec@top3: 0.6642, recall@top5: 0.9322, prec@top5: 0.4661, loss: 0.0390, grad_norm: 0.0940 2021-03-16 18:57:32,516 - mmaction - INFO - Epoch [10][820/1921] lr: 3.000e-04, eta: 0:16:05, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0377, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.7934, recall@top3: 0.8180, prec@top3: 0.6711, recall@top5: 0.9349, prec@top5: 0.4721, loss: 0.0377, grad_norm: 0.0958 2021-03-16 18:57:49,467 - mmaction - INFO - Epoch [10][840/1921] lr: 3.000e-04, eta: 0:15:47, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.7877, recall@top3: 0.8109, prec@top3: 0.6635, recall@top5: 0.9321, prec@top5: 0.4691, loss: 0.0383, grad_norm: 0.0947 2021-03-16 18:58:06,420 - mmaction - INFO - Epoch [10][860/1921] lr: 3.000e-04, eta: 0:15:30, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0376, recall@thr=0.5: 0.7303, prec@thr=0.5: 0.7945, recall@top3: 0.8236, prec@top3: 0.6683, recall@top5: 0.9375, prec@top5: 0.4675, loss: 0.0376, grad_norm: 0.0922 2021-03-16 18:58:23,372 - mmaction - INFO - Epoch [10][880/1921] lr: 3.000e-04, eta: 0:15:12, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0378, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.7951, recall@top3: 0.8224, prec@top3: 0.6679, recall@top5: 0.9335, prec@top5: 0.4666, loss: 0.0378, grad_norm: 0.0948 2021-03-16 18:58:40,354 - mmaction - INFO - Epoch [10][900/1921] lr: 3.000e-04, eta: 0:14:54, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0390, recall@thr=0.5: 0.7163, prec@thr=0.5: 0.7924, recall@top3: 0.8127, prec@top3: 0.6716, recall@top5: 0.9348, prec@top5: 0.4747, loss: 0.0390, grad_norm: 0.0948 2021-03-16 18:58:57,307 - mmaction - INFO - Epoch [10][920/1921] lr: 3.000e-04, eta: 0:14:37, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0386, recall@thr=0.5: 0.7119, prec@thr=0.5: 0.7872, recall@top3: 0.8129, prec@top3: 0.6650, recall@top5: 0.9341, prec@top5: 0.4693, loss: 0.0386, grad_norm: 0.0949 2021-03-16 18:59:14,340 - mmaction - INFO - Epoch [10][940/1921] lr: 3.000e-04, eta: 0:14:19, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0371, recall@thr=0.5: 0.7310, prec@thr=0.5: 0.7984, recall@top3: 0.8179, prec@top3: 0.6673, recall@top5: 0.9391, prec@top5: 0.4702, loss: 0.0371, grad_norm: 0.0925 2021-03-16 18:59:31,367 - mmaction - INFO - Epoch [10][960/1921] lr: 3.000e-04, eta: 0:14:02, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0372, recall@thr=0.5: 0.7249, prec@thr=0.5: 0.7937, recall@top3: 0.8185, prec@top3: 0.6681, recall@top5: 0.9342, prec@top5: 0.4682, loss: 0.0372, grad_norm: 0.0947 2021-03-16 18:59:48,304 - mmaction - INFO - Epoch [10][980/1921] lr: 3.000e-04, eta: 0:13:44, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7276, prec@thr=0.5: 0.7964, recall@top3: 0.8195, prec@top3: 0.6693, recall@top5: 0.9371, prec@top5: 0.4709, loss: 0.0380, grad_norm: 0.0953 2021-03-16 19:00:05,242 - mmaction - INFO - Epoch [10][1000/1921] lr: 3.000e-04, eta: 0:13:27, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0368, recall@thr=0.5: 0.7273, prec@thr=0.5: 0.7961, recall@top3: 0.8248, prec@top3: 0.6722, recall@top5: 0.9408, prec@top5: 0.4710, loss: 0.0368, grad_norm: 0.0935 2021-03-16 19:00:22,225 - mmaction - INFO - Epoch [10][1020/1921] lr: 3.000e-04, eta: 0:13:09, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0385, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.7861, recall@top3: 0.8139, prec@top3: 0.6652, recall@top5: 0.9318, prec@top5: 0.4664, loss: 0.0385, grad_norm: 0.0957 2021-03-16 19:00:39,144 - mmaction - INFO - Epoch [10][1040/1921] lr: 3.000e-04, eta: 0:12:51, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0375, recall@thr=0.5: 0.7240, prec@thr=0.5: 0.7998, recall@top3: 0.8221, prec@top3: 0.6748, recall@top5: 0.9373, prec@top5: 0.4747, loss: 0.0375, grad_norm: 0.0938 2021-03-16 19:00:56,037 - mmaction - INFO - Epoch [10][1060/1921] lr: 3.000e-04, eta: 0:12:34, time: 0.845, data_time: 0.001, memory: 9057, loss_action_cls: 0.0377, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7873, recall@top3: 0.8217, prec@top3: 0.6624, recall@top5: 0.9376, prec@top5: 0.4642, loss: 0.0377, grad_norm: 0.0950 2021-03-16 19:01:12,972 - mmaction - INFO - Epoch [10][1080/1921] lr: 3.000e-04, eta: 0:12:16, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0393, recall@thr=0.5: 0.7170, prec@thr=0.5: 0.7864, recall@top3: 0.8180, prec@top3: 0.6672, recall@top5: 0.9347, prec@top5: 0.4693, loss: 0.0393, grad_norm: 0.0949 2021-03-16 19:01:29,930 - mmaction - INFO - Epoch [10][1100/1921] lr: 3.000e-04, eta: 0:11:59, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0371, recall@thr=0.5: 0.7258, prec@thr=0.5: 0.7929, recall@top3: 0.8184, prec@top3: 0.6722, recall@top5: 0.9357, prec@top5: 0.4710, loss: 0.0371, grad_norm: 0.0945 2021-03-16 19:01:46,952 - mmaction - INFO - Epoch [10][1120/1921] lr: 3.000e-04, eta: 0:11:41, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0381, recall@thr=0.5: 0.7139, prec@thr=0.5: 0.7860, recall@top3: 0.8147, prec@top3: 0.6631, recall@top5: 0.9358, prec@top5: 0.4679, loss: 0.0381, grad_norm: 0.0935 2021-03-16 19:02:03,923 - mmaction - INFO - Epoch [10][1140/1921] lr: 3.000e-04, eta: 0:11:24, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0372, recall@thr=0.5: 0.7279, prec@thr=0.5: 0.8026, recall@top3: 0.8215, prec@top3: 0.6700, recall@top5: 0.9376, prec@top5: 0.4711, loss: 0.0372, grad_norm: 0.0943 2021-03-16 19:02:20,906 - mmaction - INFO - Epoch [10][1160/1921] lr: 3.000e-04, eta: 0:11:06, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0378, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.7947, recall@top3: 0.8196, prec@top3: 0.6743, recall@top5: 0.9342, prec@top5: 0.4710, loss: 0.0378, grad_norm: 0.0976 2021-03-16 19:02:37,871 - mmaction - INFO - Epoch [10][1180/1921] lr: 3.000e-04, eta: 0:10:49, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0377, recall@thr=0.5: 0.7174, prec@thr=0.5: 0.7890, recall@top3: 0.8186, prec@top3: 0.6672, recall@top5: 0.9358, prec@top5: 0.4698, loss: 0.0377, grad_norm: 0.0924 2021-03-16 19:02:54,815 - mmaction - INFO - Epoch [10][1200/1921] lr: 3.000e-04, eta: 0:10:31, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0368, recall@thr=0.5: 0.7300, prec@thr=0.5: 0.7947, recall@top3: 0.8257, prec@top3: 0.6657, recall@top5: 0.9362, prec@top5: 0.4641, loss: 0.0368, grad_norm: 0.0917 2021-03-16 19:03:11,849 - mmaction - INFO - Epoch [10][1220/1921] lr: 3.000e-04, eta: 0:10:14, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7241, prec@thr=0.5: 0.7946, recall@top3: 0.8175, prec@top3: 0.6716, recall@top5: 0.9368, prec@top5: 0.4728, loss: 0.0379, grad_norm: 0.0965 2021-03-16 19:03:28,797 - mmaction - INFO - Epoch [10][1240/1921] lr: 3.000e-04, eta: 0:09:56, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0375, recall@thr=0.5: 0.7258, prec@thr=0.5: 0.7918, recall@top3: 0.8262, prec@top3: 0.6806, recall@top5: 0.9386, prec@top5: 0.4753, loss: 0.0375, grad_norm: 0.0946 2021-03-16 19:03:45,769 - mmaction - INFO - Epoch [10][1260/1921] lr: 3.000e-04, eta: 0:09:38, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0369, recall@thr=0.5: 0.7222, prec@thr=0.5: 0.8053, recall@top3: 0.8202, prec@top3: 0.6753, recall@top5: 0.9374, prec@top5: 0.4734, loss: 0.0369, grad_norm: 0.0950 2021-03-16 19:04:02,713 - mmaction - INFO - Epoch [10][1280/1921] lr: 3.000e-04, eta: 0:09:21, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0377, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7932, recall@top3: 0.8187, prec@top3: 0.6665, recall@top5: 0.9349, prec@top5: 0.4690, loss: 0.0377, grad_norm: 0.0955 2021-03-16 19:04:19,727 - mmaction - INFO - Epoch [10][1300/1921] lr: 3.000e-04, eta: 0:09:03, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7192, prec@thr=0.5: 0.7852, recall@top3: 0.8187, prec@top3: 0.6608, recall@top5: 0.9372, prec@top5: 0.4657, loss: 0.0383, grad_norm: 0.0944 2021-03-16 19:04:36,658 - mmaction - INFO - Epoch [10][1320/1921] lr: 3.000e-04, eta: 0:08:46, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0371, recall@thr=0.5: 0.7276, prec@thr=0.5: 0.7979, recall@top3: 0.8243, prec@top3: 0.6730, recall@top5: 0.9371, prec@top5: 0.4701, loss: 0.0371, grad_norm: 0.0921 2021-03-16 19:04:53,628 - mmaction - INFO - Epoch [10][1340/1921] lr: 3.000e-04, eta: 0:08:28, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7170, prec@thr=0.5: 0.7906, recall@top3: 0.8091, prec@top3: 0.6626, recall@top5: 0.9363, prec@top5: 0.4713, loss: 0.0379, grad_norm: 0.0961 2021-03-16 19:05:10,664 - mmaction - INFO - Epoch [10][1360/1921] lr: 3.000e-04, eta: 0:08:11, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0382, recall@thr=0.5: 0.7108, prec@thr=0.5: 0.7830, recall@top3: 0.8161, prec@top3: 0.6720, recall@top5: 0.9392, prec@top5: 0.4742, loss: 0.0382, grad_norm: 0.0956 2021-03-16 19:05:27,633 - mmaction - INFO - Epoch [10][1380/1921] lr: 3.000e-04, eta: 0:07:53, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0375, recall@thr=0.5: 0.7255, prec@thr=0.5: 0.8011, recall@top3: 0.8188, prec@top3: 0.6743, recall@top5: 0.9380, prec@top5: 0.4738, loss: 0.0375, grad_norm: 0.0933 2021-03-16 19:05:44,650 - mmaction - INFO - Epoch [10][1400/1921] lr: 3.000e-04, eta: 0:07:36, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0375, recall@thr=0.5: 0.7167, prec@thr=0.5: 0.8027, recall@top3: 0.8149, prec@top3: 0.6754, recall@top5: 0.9311, prec@top5: 0.4731, loss: 0.0375, grad_norm: 0.0944 2021-03-16 19:06:01,649 - mmaction - INFO - Epoch [10][1420/1921] lr: 3.000e-04, eta: 0:07:18, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7180, prec@thr=0.5: 0.7924, recall@top3: 0.8172, prec@top3: 0.6655, recall@top5: 0.9338, prec@top5: 0.4680, loss: 0.0380, grad_norm: 0.0969 2021-03-16 19:06:18,604 - mmaction - INFO - Epoch [10][1440/1921] lr: 3.000e-04, eta: 0:07:01, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7135, prec@thr=0.5: 0.7899, recall@top3: 0.8169, prec@top3: 0.6670, recall@top5: 0.9331, prec@top5: 0.4679, loss: 0.0380, grad_norm: 0.0972 2021-03-16 19:06:35,587 - mmaction - INFO - Epoch [10][1460/1921] lr: 3.000e-04, eta: 0:06:43, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0395, recall@thr=0.5: 0.7061, prec@thr=0.5: 0.7782, recall@top3: 0.8062, prec@top3: 0.6576, recall@top5: 0.9309, prec@top5: 0.4660, loss: 0.0395, grad_norm: 0.0974 2021-03-16 19:06:52,547 - mmaction - INFO - Epoch [10][1480/1921] lr: 3.000e-04, eta: 0:06:26, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0367, recall@thr=0.5: 0.7290, prec@thr=0.5: 0.7924, recall@top3: 0.8241, prec@top3: 0.6671, recall@top5: 0.9430, prec@top5: 0.4699, loss: 0.0367, grad_norm: 0.0942 2021-03-16 19:07:09,592 - mmaction - INFO - Epoch [10][1500/1921] lr: 3.000e-04, eta: 0:06:08, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0365, recall@thr=0.5: 0.7330, prec@thr=0.5: 0.7985, recall@top3: 0.8256, prec@top3: 0.6720, recall@top5: 0.9359, prec@top5: 0.4678, loss: 0.0365, grad_norm: 0.0923 2021-03-16 19:07:26,587 - mmaction - INFO - Epoch [10][1520/1921] lr: 3.000e-04, eta: 0:05:51, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0375, recall@thr=0.5: 0.7208, prec@thr=0.5: 0.7892, recall@top3: 0.8225, prec@top3: 0.6655, recall@top5: 0.9358, prec@top5: 0.4642, loss: 0.0375, grad_norm: 0.0931 2021-03-16 19:07:43,546 - mmaction - INFO - Epoch [10][1540/1921] lr: 3.000e-04, eta: 0:05:33, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0375, recall@thr=0.5: 0.7197, prec@thr=0.5: 0.7884, recall@top3: 0.8177, prec@top3: 0.6619, recall@top5: 0.9368, prec@top5: 0.4651, loss: 0.0375, grad_norm: 0.0958 2021-03-16 19:08:00,549 - mmaction - INFO - Epoch [10][1560/1921] lr: 3.000e-04, eta: 0:05:16, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0371, recall@thr=0.5: 0.7237, prec@thr=0.5: 0.7975, recall@top3: 0.8153, prec@top3: 0.6670, recall@top5: 0.9370, prec@top5: 0.4702, loss: 0.0371, grad_norm: 0.0943 2021-03-16 19:08:17,474 - mmaction - INFO - Epoch [10][1580/1921] lr: 3.000e-04, eta: 0:04:58, time: 0.846, data_time: 0.001, memory: 9057, loss_action_cls: 0.0386, recall@thr=0.5: 0.7119, prec@thr=0.5: 0.7814, recall@top3: 0.8134, prec@top3: 0.6605, recall@top5: 0.9289, prec@top5: 0.4635, loss: 0.0386, grad_norm: 0.0989 2021-03-16 19:08:34,456 - mmaction - INFO - Epoch [10][1600/1921] lr: 3.000e-04, eta: 0:04:41, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0390, recall@thr=0.5: 0.7123, prec@thr=0.5: 0.7913, recall@top3: 0.8101, prec@top3: 0.6679, recall@top5: 0.9303, prec@top5: 0.4703, loss: 0.0390, grad_norm: 0.0936 2021-03-16 19:08:51,402 - mmaction - INFO - Epoch [10][1620/1921] lr: 3.000e-04, eta: 0:04:23, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0380, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.7907, recall@top3: 0.8184, prec@top3: 0.6604, recall@top5: 0.9381, prec@top5: 0.4658, loss: 0.0380, grad_norm: 0.0926 2021-03-16 19:09:08,344 - mmaction - INFO - Epoch [10][1640/1921] lr: 3.000e-04, eta: 0:04:05, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0386, recall@thr=0.5: 0.7220, prec@thr=0.5: 0.7907, recall@top3: 0.8165, prec@top3: 0.6696, recall@top5: 0.9307, prec@top5: 0.4686, loss: 0.0386, grad_norm: 0.0926 2021-03-16 19:09:25,367 - mmaction - INFO - Epoch [10][1660/1921] lr: 3.000e-04, eta: 0:03:48, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0387, recall@thr=0.5: 0.7180, prec@thr=0.5: 0.7838, recall@top3: 0.8168, prec@top3: 0.6676, recall@top5: 0.9357, prec@top5: 0.4695, loss: 0.0387, grad_norm: 0.0954 2021-03-16 19:09:42,445 - mmaction - INFO - Epoch [10][1680/1921] lr: 3.000e-04, eta: 0:03:30, time: 0.854, data_time: 0.001, memory: 9057, loss_action_cls: 0.0385, recall@thr=0.5: 0.7082, prec@thr=0.5: 0.7869, recall@top3: 0.8139, prec@top3: 0.6699, recall@top5: 0.9365, prec@top5: 0.4735, loss: 0.0385, grad_norm: 0.0952 2021-03-16 19:09:59,386 - mmaction - INFO - Epoch [10][1700/1921] lr: 3.000e-04, eta: 0:03:13, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0374, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.7951, recall@top3: 0.8239, prec@top3: 0.6713, recall@top5: 0.9351, prec@top5: 0.4698, loss: 0.0374, grad_norm: 0.0928 2021-03-16 19:10:16,366 - mmaction - INFO - Epoch [10][1720/1921] lr: 3.000e-04, eta: 0:02:55, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0379, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.7927, recall@top3: 0.8186, prec@top3: 0.6691, recall@top5: 0.9346, prec@top5: 0.4694, loss: 0.0379, grad_norm: 0.0948 2021-03-16 19:10:33,330 - mmaction - INFO - Epoch [10][1740/1921] lr: 3.000e-04, eta: 0:02:38, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0367, recall@thr=0.5: 0.7322, prec@thr=0.5: 0.7983, recall@top3: 0.8211, prec@top3: 0.6796, recall@top5: 0.9382, prec@top5: 0.4772, loss: 0.0367, grad_norm: 0.0928 2021-03-16 19:10:50,291 - mmaction - INFO - Epoch [10][1760/1921] lr: 3.000e-04, eta: 0:02:20, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0386, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7846, recall@top3: 0.8151, prec@top3: 0.6579, recall@top5: 0.9329, prec@top5: 0.4625, loss: 0.0386, grad_norm: 0.0957 2021-03-16 19:11:07,340 - mmaction - INFO - Epoch [10][1780/1921] lr: 3.000e-04, eta: 0:02:03, time: 0.852, data_time: 0.001, memory: 9057, loss_action_cls: 0.0382, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.7900, recall@top3: 0.8138, prec@top3: 0.6666, recall@top5: 0.9319, prec@top5: 0.4684, loss: 0.0382, grad_norm: 0.0947 2021-03-16 19:11:24,310 - mmaction - INFO - Epoch [10][1800/1921] lr: 3.000e-04, eta: 0:01:45, time: 0.849, data_time: 0.001, memory: 9057, loss_action_cls: 0.0385, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.7909, recall@top3: 0.8155, prec@top3: 0.6621, recall@top5: 0.9343, prec@top5: 0.4671, loss: 0.0385, grad_norm: 0.0939 2021-03-16 19:11:41,263 - mmaction - INFO - Epoch [10][1820/1921] lr: 3.000e-04, eta: 0:01:28, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0384, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7952, recall@top3: 0.8147, prec@top3: 0.6647, recall@top5: 0.9389, prec@top5: 0.4720, loss: 0.0384, grad_norm: 0.0959 2021-03-16 19:11:58,188 - mmaction - INFO - Epoch [10][1840/1921] lr: 3.000e-04, eta: 0:01:10, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0378, recall@thr=0.5: 0.7173, prec@thr=0.5: 0.7924, recall@top3: 0.8160, prec@top3: 0.6663, recall@top5: 0.9311, prec@top5: 0.4673, loss: 0.0378, grad_norm: 0.0957 2021-03-16 19:12:15,161 - mmaction - INFO - Epoch [10][1860/1921] lr: 3.000e-04, eta: 0:00:53, time: 0.848, data_time: 0.001, memory: 9057, loss_action_cls: 0.0377, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.7787, recall@top3: 0.8186, prec@top3: 0.6574, recall@top5: 0.9372, prec@top5: 0.4616, loss: 0.0377, grad_norm: 0.0960 2021-03-16 19:12:32,147 - mmaction - INFO - Epoch [10][1880/1921] lr: 3.000e-04, eta: 0:00:35, time: 0.850, data_time: 0.001, memory: 9057, loss_action_cls: 0.0383, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7841, recall@top3: 0.8089, prec@top3: 0.6655, recall@top5: 0.9325, prec@top5: 0.4705, loss: 0.0383, grad_norm: 0.0950 2021-03-16 19:12:49,092 - mmaction - INFO - Epoch [10][1900/1921] lr: 3.000e-04, eta: 0:00:18, time: 0.847, data_time: 0.001, memory: 9057, loss_action_cls: 0.0387, recall@thr=0.5: 0.7141, prec@thr=0.5: 0.7890, recall@top3: 0.8162, prec@top3: 0.6676, recall@top5: 0.9336, prec@top5: 0.4688, loss: 0.0387, grad_norm: 0.0958 2021-03-16 19:13:06,106 - mmaction - INFO - Epoch [10][1920/1921] lr: 3.000e-04, eta: 0:00:00, time: 0.851, data_time: 0.001, memory: 9057, loss_action_cls: 0.0366, recall@thr=0.5: 0.7204, prec@thr=0.5: 0.7929, recall@top3: 0.8253, prec@top3: 0.6649, recall@top5: 0.9375, prec@top5: 0.4650, loss: 0.0366, grad_norm: 0.0960 2021-03-16 19:13:09,811 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-03-16 19:18:39,905 - mmaction - INFO - Evaluating mAP ... 2021-03-16 19:26:37,603 - mmaction - INFO - mAP@0.5IOU 0.2161 2021-03-16 19:26:38,668 - mmaction - INFO - Epoch(val) [10][1921] mAP@0.5IOU: 0.2161