2021-03-01 12:48:12,932 - 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: 0.11.0+7d79233 ------------------------------------------------------------ 2021-03-01 12:48:12,934 - mmaction - INFO - Distributed training: True 2021-03-01 12:48:12,934 - mmaction - INFO - Config: /mnt/lustre/huangbinkun/mmaction2/configs/detection/_base_/models/slowonly_r50.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)), 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/lfb/lfb_avg_kinetics_pretrained_slowonly_r50_4x16x1_20e_ava_rgb.py _base_ = ['../_base_/models/slowonly_r50.py'] # model settings lfb_prefix_path = 'data/ava/lfb_half' max_num_sampled_feat = 5 window_size = 60 lfb_channels = 2048 dataset_modes = ('train', 'val') model = dict( roi_head=dict( shared_head=dict( type='FBOHead', lfb_cfg=dict( lfb_prefix_path=lfb_prefix_path, max_num_sampled_feat=max_num_sampled_feat, window_size=window_size, lfb_channels=lfb_channels, dataset_modes=dataset_modes, device='gpu'), fbo_cfg=dict(type='avg')), bbox_head=dict(in_channels=4096))) 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' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_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', 'img_key']) ] # 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', 'img_key'], nested=True) ] data = dict( videos_per_gpu=12, workers_per_gpu=4, val_dataloader=dict(videos_per_gpu=1), test_dataloader=dict(videos_per_gpu=1), train=dict( type=dataset_type, ann_file=ann_file_train, exclude_file=exclude_file_train, pipeline=train_pipeline, label_file=label_file, proposal_file=proposal_file_train, person_det_score_thr=0.9, data_prefix=data_root), val=dict( type=dataset_type, ann_file=ann_file_val, exclude_file=exclude_file_val, pipeline=val_pipeline, label_file=label_file, proposal_file=proposal_file_val, person_det_score_thr=0.9, data_prefix=data_root)) data['test'] = data['val'] evaluation = dict(interval=1, save_best='mAP@0.5IOU') optimizer = dict(type='SGD', lr=0.15, momentum=0.9, weight_decay=1e-05) # 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=[10, 15], warmup='linear', warmup_by_epoch=True, warmup_iters=5, warmup_ratio=0.1) total_epochs = 20 checkpoint_config = dict(interval=1) workflow = [('train', 1)] log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/lfb/lfb_slowonly_nl_gpu' load_from = ('https://download.openmmlab.com/mmaction/recognition/slowonly/' 'slowonly_r50_4x16x1_256e_kinetics400_rgb/' 'slowonly_r50_4x16x1_256e_kinetics400_rgb_20200704-a69556c6.pth') resume_from = None find_unused_parameters = False 2021-03-01 12:48:12,934 - mmaction - INFO - Set random seed to 0, deterministic: True 2021-03-01 12:49:17,097 - mmaction - INFO - 184378 out of 184378 frames are valid. 2021-03-01 12:49:31,716 - mmaction - INFO - load checkpoint from https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_4x16x1_256e_kinetics400_rgb/slowonly_r50_4x16x1_256e_kinetics400_rgb_20200704-a69556c6.pth 2021-03-01 12:49:31,911 - 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 2021-03-01 12:49:31,923 - mmaction - INFO - Start running, host: huangbinkun@SH-IDC2-172-20-21-34, work_dir: /mnt/lustre/huangbinkun/mmaction2/work_dirs/lfb_slowonly_avg/20210301_124642 2021-03-01 12:49:31,923 - mmaction - INFO - workflow: [('train', 1)], max: 20 epochs 2021-03-01 12:51:09,279 - mmaction - INFO - Epoch [1][20/1921] lr: 1.527e-02, eta: 2 days, 3:53:50, time: 4.865, data_time: 2.535, memory: 8211, loss_action_cls: 0.2126, recall@thr=0.5: 0.2694, prec@thr=0.5: 0.2638, recall@top3: 0.3805, prec@top3: 0.3210, recall@top5: 0.5746, prec@top5: 0.2931, loss: 0.2126, grad_norm: 0.6429 2021-03-01 12:51:52,399 - mmaction - INFO - Epoch [1][40/1921] lr: 1.555e-02, eta: 1 day, 13:25:36, time: 2.156, data_time: 0.001, memory: 8211, loss_action_cls: 0.1160, recall@thr=0.5: 0.2626, prec@thr=0.5: 0.3531, recall@top3: 0.4716, prec@top3: 0.4008, recall@top5: 0.7027, prec@top5: 0.3594, loss: 0.1160, grad_norm: 0.1707 2021-03-01 12:52:35,501 - mmaction - INFO - Epoch [1][60/1921] lr: 1.583e-02, eta: 1 day, 8:35:35, time: 2.155, data_time: 0.001, memory: 8211, loss_action_cls: 0.1076, recall@thr=0.5: 0.2776, prec@thr=0.5: 0.3732, recall@top3: 0.5132, prec@top3: 0.4364, recall@top5: 0.7338, prec@top5: 0.3789, loss: 0.1076, grad_norm: 0.1644 2021-03-01 12:53:18,820 - mmaction - INFO - Epoch [1][80/1921] lr: 1.611e-02, eta: 1 day, 6:11:54, time: 2.166, data_time: 0.001, memory: 8211, loss_action_cls: 0.1056, recall@thr=0.5: 0.2914, prec@thr=0.5: 0.4079, recall@top3: 0.5217, prec@top3: 0.4431, recall@top5: 0.7438, prec@top5: 0.3800, loss: 0.1056, grad_norm: 0.1444 2021-03-01 12:54:02,244 - mmaction - INFO - Epoch [1][100/1921] lr: 1.639e-02, eta: 1 day, 4:46:07, time: 2.171, data_time: 0.001, memory: 8211, loss_action_cls: 0.1026, recall@thr=0.5: 0.3026, prec@thr=0.5: 0.4219, recall@top3: 0.5432, prec@top3: 0.4604, recall@top5: 0.7706, prec@top5: 0.3936, loss: 0.1026, grad_norm: 0.1355 2021-03-01 12:54:44,711 - mmaction - INFO - Epoch [1][120/1921] lr: 1.667e-02, eta: 1 day, 3:43:35, time: 2.123, data_time: 0.001, memory: 8211, loss_action_cls: 0.1009, recall@thr=0.5: 0.3118, prec@thr=0.5: 0.4279, recall@top3: 0.5521, prec@top3: 0.4591, recall@top5: 0.7706, prec@top5: 0.3864, loss: 0.1009, grad_norm: 0.1395 2021-03-01 12:55:28,259 - mmaction - INFO - Epoch [1][140/1921] lr: 1.695e-02, eta: 1 day, 3:03:38, time: 2.177, data_time: 0.001, memory: 8211, loss_action_cls: 0.1004, recall@thr=0.5: 0.3300, prec@thr=0.5: 0.4471, recall@top3: 0.5643, prec@top3: 0.4734, recall@top5: 0.7744, prec@top5: 0.3921, loss: 0.1004, grad_norm: 0.1398 2021-03-01 12:56:11,766 - mmaction - INFO - Epoch [1][160/1921] lr: 1.723e-02, eta: 1 day, 2:33:19, time: 2.175, data_time: 0.001, memory: 8211, loss_action_cls: 0.0974, recall@thr=0.5: 0.3524, prec@thr=0.5: 0.4713, recall@top3: 0.5683, prec@top3: 0.4817, recall@top5: 0.7863, prec@top5: 0.4025, loss: 0.0974, grad_norm: 0.1255 2021-03-01 12:56:54,240 - mmaction - INFO - Epoch [1][180/1921] lr: 1.752e-02, eta: 1 day, 2:05:56, time: 2.124, data_time: 0.001, memory: 8211, loss_action_cls: 0.0955, recall@thr=0.5: 0.3548, prec@thr=0.5: 0.4767, recall@top3: 0.5756, prec@top3: 0.4836, recall@top5: 0.7878, prec@top5: 0.4016, loss: 0.0955, grad_norm: 0.1343 2021-03-01 12:57:37,302 - mmaction - INFO - Epoch [1][200/1921] lr: 1.780e-02, eta: 1 day, 1:45:46, time: 2.153, data_time: 0.001, memory: 8211, loss_action_cls: 0.0954, recall@thr=0.5: 0.3475, prec@thr=0.5: 0.4802, recall@top3: 0.5812, prec@top3: 0.4798, recall@top5: 0.7883, prec@top5: 0.3955, loss: 0.0954, grad_norm: 0.1301 2021-03-01 12:58:20,216 - mmaction - INFO - Epoch [1][220/1921] lr: 1.808e-02, eta: 1 day, 1:28:41, time: 2.146, data_time: 0.001, memory: 8211, loss_action_cls: 0.0919, recall@thr=0.5: 0.3729, prec@thr=0.5: 0.4907, recall@top3: 0.5939, prec@top3: 0.4954, recall@top5: 0.8013, prec@top5: 0.4041, loss: 0.0919, grad_norm: 0.1276 2021-03-01 12:59:03,598 - mmaction - INFO - Epoch [1][240/1921] lr: 1.836e-02, eta: 1 day, 1:15:35, time: 2.169, data_time: 0.001, memory: 8211, loss_action_cls: 0.0927, recall@thr=0.5: 0.3622, prec@thr=0.5: 0.4862, recall@top3: 0.5910, prec@top3: 0.4943, recall@top5: 0.7924, prec@top5: 0.4029, loss: 0.0927, grad_norm: 0.1238 2021-03-01 12:59:46,612 - mmaction - INFO - Epoch [1][260/1921] lr: 1.864e-02, eta: 1 day, 1:03:29, time: 2.151, data_time: 0.001, memory: 8211, loss_action_cls: 0.0906, recall@thr=0.5: 0.3757, prec@thr=0.5: 0.4980, recall@top3: 0.5973, prec@top3: 0.4951, recall@top5: 0.7981, prec@top5: 0.4023, loss: 0.0906, grad_norm: 0.1215 2021-03-01 13:00:30,250 - mmaction - INFO - Epoch [1][280/1921] lr: 1.892e-02, eta: 1 day, 0:54:26, time: 2.182, data_time: 0.002, memory: 8211, loss_action_cls: 0.0904, recall@thr=0.5: 0.3996, prec@thr=0.5: 0.5138, recall@top3: 0.6066, prec@top3: 0.5056, recall@top5: 0.8067, prec@top5: 0.4081, loss: 0.0904, grad_norm: 0.1299 2021-03-01 13:01:13,115 - mmaction - INFO - Epoch [1][300/1921] lr: 1.920e-02, eta: 1 day, 0:44:51, time: 2.143, data_time: 0.001, memory: 8211, loss_action_cls: 0.0904, recall@thr=0.5: 0.3936, prec@thr=0.5: 0.5152, recall@top3: 0.6106, prec@top3: 0.5081, recall@top5: 0.8063, prec@top5: 0.4076, loss: 0.0904, grad_norm: 0.1256 2021-03-01 13:01:55,836 - mmaction - INFO - Epoch [1][320/1921] lr: 1.948e-02, eta: 1 day, 0:36:06, time: 2.136, data_time: 0.001, memory: 8211, loss_action_cls: 0.0887, recall@thr=0.5: 0.3828, prec@thr=0.5: 0.5016, recall@top3: 0.6024, prec@top3: 0.4999, recall@top5: 0.8063, prec@top5: 0.4063, loss: 0.0887, grad_norm: 0.1241 2021-03-01 13:02:39,419 - mmaction - INFO - Epoch [1][340/1921] lr: 1.976e-02, eta: 1 day, 0:29:53, time: 2.179, data_time: 0.001, memory: 8211, loss_action_cls: 0.0854, recall@thr=0.5: 0.3999, prec@thr=0.5: 0.5120, recall@top3: 0.6148, prec@top3: 0.5147, recall@top5: 0.8175, prec@top5: 0.4148, loss: 0.0854, grad_norm: 0.1213 2021-03-01 13:03:22,469 - mmaction - INFO - Epoch [1][360/1921] lr: 2.005e-02, eta: 1 day, 0:23:21, time: 2.152, data_time: 0.001, memory: 8211, loss_action_cls: 0.0882, recall@thr=0.5: 0.4137, prec@thr=0.5: 0.5319, recall@top3: 0.6233, prec@top3: 0.5192, recall@top5: 0.8194, prec@top5: 0.4158, loss: 0.0882, grad_norm: 0.1338 2021-03-01 13:04:06,169 - mmaction - INFO - Epoch [1][380/1921] lr: 2.033e-02, eta: 1 day, 0:18:31, time: 2.185, data_time: 0.001, memory: 8211, loss_action_cls: 0.0843, recall@thr=0.5: 0.4332, prec@thr=0.5: 0.5370, recall@top3: 0.6266, prec@top3: 0.5231, recall@top5: 0.8262, prec@top5: 0.4186, loss: 0.0843, grad_norm: 0.1255 2021-03-01 13:04:49,206 - mmaction - INFO - Epoch [1][400/1921] lr: 2.061e-02, eta: 1 day, 0:13:02, time: 2.152, data_time: 0.001, memory: 8211, loss_action_cls: 0.0849, recall@thr=0.5: 0.4276, prec@thr=0.5: 0.5404, recall@top3: 0.6260, prec@top3: 0.5215, recall@top5: 0.8156, prec@top5: 0.4148, loss: 0.0849, grad_norm: 0.1292 2021-03-01 13:05:32,359 - mmaction - INFO - Epoch [1][420/1921] lr: 2.089e-02, eta: 1 day, 0:08:12, time: 2.158, data_time: 0.001, memory: 8211, loss_action_cls: 0.0847, recall@thr=0.5: 0.4230, prec@thr=0.5: 0.5428, recall@top3: 0.6237, prec@top3: 0.5230, recall@top5: 0.8254, prec@top5: 0.4214, loss: 0.0847, grad_norm: 0.1280 2021-03-01 13:06:15,363 - mmaction - INFO - Epoch [1][440/1921] lr: 2.117e-02, eta: 1 day, 0:03:30, time: 2.150, data_time: 0.001, memory: 8211, loss_action_cls: 0.0838, recall@thr=0.5: 0.4369, prec@thr=0.5: 0.5382, recall@top3: 0.6270, prec@top3: 0.5183, recall@top5: 0.8159, prec@top5: 0.4104, loss: 0.0838, grad_norm: 0.1326 2021-03-01 13:06:58,443 - mmaction - INFO - Epoch [1][460/1921] lr: 2.145e-02, eta: 23:59:16, time: 2.154, data_time: 0.001, memory: 8211, loss_action_cls: 0.0831, recall@thr=0.5: 0.4293, prec@thr=0.5: 0.5447, recall@top3: 0.6253, prec@top3: 0.5181, recall@top5: 0.8206, prec@top5: 0.4130, loss: 0.0831, grad_norm: 0.1276 2021-03-01 13:07:41,823 - mmaction - INFO - Epoch [1][480/1921] lr: 2.173e-02, eta: 23:55:43, time: 2.169, data_time: 0.001, memory: 8211, loss_action_cls: 0.0828, recall@thr=0.5: 0.4221, prec@thr=0.5: 0.5343, recall@top3: 0.6163, prec@top3: 0.5152, recall@top5: 0.8156, prec@top5: 0.4126, loss: 0.0828, grad_norm: 0.1211 2021-03-01 13:08:24,283 - mmaction - INFO - Epoch [1][500/1921] lr: 2.201e-02, eta: 23:51:14, time: 2.123, data_time: 0.001, memory: 8211, loss_action_cls: 0.0794, recall@thr=0.5: 0.4256, prec@thr=0.5: 0.5514, recall@top3: 0.6358, prec@top3: 0.5222, recall@top5: 0.8219, prec@top5: 0.4118, loss: 0.0794, grad_norm: 0.1311 2021-03-01 13:09:06,641 - mmaction - INFO - Epoch [1][520/1921] lr: 2.229e-02, eta: 23:46:55, time: 2.118, data_time: 0.002, memory: 8211, loss_action_cls: 0.0782, recall@thr=0.5: 0.4284, prec@thr=0.5: 0.5451, recall@top3: 0.6313, prec@top3: 0.5255, recall@top5: 0.8231, prec@top5: 0.4160, loss: 0.0782, grad_norm: 0.1381 2021-03-01 13:09:50,047 - mmaction - INFO - Epoch [1][540/1921] lr: 2.258e-02, eta: 23:44:05, time: 2.170, data_time: 0.001, memory: 8211, loss_action_cls: 0.0825, recall@thr=0.5: 0.4477, prec@thr=0.5: 0.5632, recall@top3: 0.6324, prec@top3: 0.5296, recall@top5: 0.8221, prec@top5: 0.4196, loss: 0.0825, grad_norm: 0.1256 2021-03-01 13:10:32,674 - mmaction - INFO - Epoch [1][560/1921] lr: 2.286e-02, eta: 23:40:32, time: 2.131, data_time: 0.001, memory: 8211, loss_action_cls: 0.0807, recall@thr=0.5: 0.4347, prec@thr=0.5: 0.5445, recall@top3: 0.6308, prec@top3: 0.5256, recall@top5: 0.8265, prec@top5: 0.4195, loss: 0.0807, grad_norm: 0.1337 2021-03-01 13:11:16,566 - mmaction - INFO - Epoch [1][580/1921] lr: 2.314e-02, eta: 23:38:33, time: 2.195, data_time: 0.001, memory: 8211, loss_action_cls: 0.0771, recall@thr=0.5: 0.4458, prec@thr=0.5: 0.5712, recall@top3: 0.6338, prec@top3: 0.5309, recall@top5: 0.8268, prec@top5: 0.4213, loss: 0.0771, grad_norm: 0.1305 2021-03-01 13:11:59,746 - mmaction - INFO - Epoch [1][600/1921] lr: 2.342e-02, eta: 23:35:54, time: 2.159, data_time: 0.001, memory: 8229, loss_action_cls: 0.0795, recall@thr=0.5: 0.4400, prec@thr=0.5: 0.5574, recall@top3: 0.6386, prec@top3: 0.5281, recall@top5: 0.8264, prec@top5: 0.4178, loss: 0.0795, grad_norm: 0.1271 2021-03-01 13:12:43,091 - mmaction - INFO - Epoch [1][620/1921] lr: 2.370e-02, eta: 23:33:33, time: 2.167, data_time: 0.001, memory: 8229, loss_action_cls: 0.0766, recall@thr=0.5: 0.4469, prec@thr=0.5: 0.5669, recall@top3: 0.6343, prec@top3: 0.5274, recall@top5: 0.8290, prec@top5: 0.4193, loss: 0.0766, grad_norm: 0.1200 2021-03-01 13:13:26,133 - mmaction - INFO - Epoch [1][640/1921] lr: 2.398e-02, eta: 23:31:00, time: 2.152, data_time: 0.001, memory: 8229, loss_action_cls: 0.0765, recall@thr=0.5: 0.4355, prec@thr=0.5: 0.5612, recall@top3: 0.6421, prec@top3: 0.5283, recall@top5: 0.8246, prec@top5: 0.4131, loss: 0.0765, grad_norm: 0.1284 2021-03-01 13:14:09,325 - mmaction - INFO - Epoch [1][660/1921] lr: 2.426e-02, eta: 23:28:42, time: 2.160, data_time: 0.001, memory: 8229, loss_action_cls: 0.0774, recall@thr=0.5: 0.4547, prec@thr=0.5: 0.5704, recall@top3: 0.6436, prec@top3: 0.5341, recall@top5: 0.8340, prec@top5: 0.4202, loss: 0.0774, grad_norm: 0.1164 2021-03-01 13:14:52,912 - mmaction - INFO - Epoch [1][680/1921] lr: 2.454e-02, eta: 23:26:51, time: 2.179, data_time: 0.001, memory: 8229, loss_action_cls: 0.0751, recall@thr=0.5: 0.4564, prec@thr=0.5: 0.5752, recall@top3: 0.6390, prec@top3: 0.5354, recall@top5: 0.8303, prec@top5: 0.4234, loss: 0.0751, grad_norm: 0.1253 2021-03-01 13:15:36,003 - mmaction - INFO - Epoch [1][700/1921] lr: 2.482e-02, eta: 23:24:38, time: 2.155, data_time: 0.001, memory: 8237, loss_action_cls: 0.0760, recall@thr=0.5: 0.4492, prec@thr=0.5: 0.5602, recall@top3: 0.6378, prec@top3: 0.5278, recall@top5: 0.8305, prec@top5: 0.4195, loss: 0.0760, grad_norm: 0.1348 2021-03-01 13:16:19,196 - mmaction - INFO - Epoch [1][720/1921] lr: 2.511e-02, eta: 23:22:35, time: 2.160, data_time: 0.001, memory: 8237, loss_action_cls: 0.0747, recall@thr=0.5: 0.4406, prec@thr=0.5: 0.5720, recall@top3: 0.6433, prec@top3: 0.5300, recall@top5: 0.8244, prec@top5: 0.4164, loss: 0.0747, grad_norm: 0.1230 2021-03-01 13:17:01,623 - mmaction - INFO - Epoch [1][740/1921] lr: 2.539e-02, eta: 23:19:58, time: 2.121, data_time: 0.001, memory: 8237, loss_action_cls: 0.0734, recall@thr=0.5: 0.4609, prec@thr=0.5: 0.5705, recall@top3: 0.6435, prec@top3: 0.5376, recall@top5: 0.8332, prec@top5: 0.4248, loss: 0.0734, grad_norm: 0.1200 2021-03-01 13:17:44,418 - mmaction - INFO - Epoch [1][760/1921] lr: 2.567e-02, eta: 23:17:44, time: 2.140, data_time: 0.001, memory: 8237, loss_action_cls: 0.0751, recall@thr=0.5: 0.4586, prec@thr=0.5: 0.5749, recall@top3: 0.6485, prec@top3: 0.5430, recall@top5: 0.8316, prec@top5: 0.4255, loss: 0.0751, grad_norm: 0.1221 2021-03-01 13:18:27,363 - mmaction - INFO - Epoch [1][780/1921] lr: 2.595e-02, eta: 23:15:43, time: 2.147, data_time: 0.001, memory: 8237, loss_action_cls: 0.0737, recall@thr=0.5: 0.4468, prec@thr=0.5: 0.5742, recall@top3: 0.6446, prec@top3: 0.5338, recall@top5: 0.8280, prec@top5: 0.4179, loss: 0.0737, grad_norm: 0.1241 2021-03-01 13:19:10,152 - mmaction - INFO - Epoch [1][800/1921] lr: 2.623e-02, eta: 23:13:38, time: 2.140, data_time: 0.001, memory: 8237, loss_action_cls: 0.0724, recall@thr=0.5: 0.4772, prec@thr=0.5: 0.5946, recall@top3: 0.6610, prec@top3: 0.5561, recall@top5: 0.8420, prec@top5: 0.4320, loss: 0.0724, grad_norm: 0.1219 2021-03-01 13:19:53,557 - mmaction - INFO - Epoch [1][820/1921] lr: 2.651e-02, eta: 23:12:06, time: 2.170, data_time: 0.001, memory: 8237, loss_action_cls: 0.0754, recall@thr=0.5: 0.4642, prec@thr=0.5: 0.5725, recall@top3: 0.6532, prec@top3: 0.5419, recall@top5: 0.8359, prec@top5: 0.4239, loss: 0.0754, grad_norm: 0.1215 2021-03-01 13:20:36,668 - mmaction - INFO - Epoch [1][840/1921] lr: 2.679e-02, eta: 23:10:22, time: 2.156, data_time: 0.001, memory: 8237, loss_action_cls: 0.0728, recall@thr=0.5: 0.4535, prec@thr=0.5: 0.5847, recall@top3: 0.6509, prec@top3: 0.5442, recall@top5: 0.8309, prec@top5: 0.4247, loss: 0.0728, grad_norm: 0.1276 2021-03-01 13:21:19,169 - mmaction - INFO - Epoch [1][860/1921] lr: 2.707e-02, eta: 23:08:15, time: 2.125, data_time: 0.001, memory: 8237, loss_action_cls: 0.0717, recall@thr=0.5: 0.4413, prec@thr=0.5: 0.5678, recall@top3: 0.6471, prec@top3: 0.5218, recall@top5: 0.8325, prec@top5: 0.4103, loss: 0.0717, grad_norm: 0.1388 2021-03-01 13:22:01,871 - mmaction - INFO - Epoch [1][880/1921] lr: 2.735e-02, eta: 23:06:20, time: 2.135, data_time: 0.001, memory: 8237, loss_action_cls: 0.0708, recall@thr=0.5: 0.4622, prec@thr=0.5: 0.5788, recall@top3: 0.6602, prec@top3: 0.5422, recall@top5: 0.8404, prec@top5: 0.4227, loss: 0.0708, grad_norm: 0.1285 2021-03-01 13:22:44,196 - mmaction - INFO - Epoch [1][900/1921] lr: 2.764e-02, eta: 23:04:13, time: 2.116, data_time: 0.001, memory: 8237, loss_action_cls: 0.0691, recall@thr=0.5: 0.4709, prec@thr=0.5: 0.5935, recall@top3: 0.6667, prec@top3: 0.5519, recall@top5: 0.8483, prec@top5: 0.4303, loss: 0.0691, grad_norm: 0.1198 2021-03-01 13:23:26,670 - mmaction - INFO - Epoch [1][920/1921] lr: 2.792e-02, eta: 23:02:15, time: 2.124, data_time: 0.001, memory: 8237, loss_action_cls: 0.0708, recall@thr=0.5: 0.4729, prec@thr=0.5: 0.5811, recall@top3: 0.6515, prec@top3: 0.5417, recall@top5: 0.8354, prec@top5: 0.4247, loss: 0.0708, grad_norm: 0.1303 2021-03-01 13:24:09,917 - mmaction - INFO - Epoch [1][940/1921] lr: 2.820e-02, eta: 23:00:52, time: 2.162, data_time: 0.001, memory: 8237, loss_action_cls: 0.0714, recall@thr=0.5: 0.4659, prec@thr=0.5: 0.5894, recall@top3: 0.6537, prec@top3: 0.5490, recall@top5: 0.8401, prec@top5: 0.4283, loss: 0.0714, grad_norm: 0.1237 2021-03-01 13:24:53,025 - mmaction - INFO - Epoch [1][960/1921] lr: 2.848e-02, eta: 22:59:25, time: 2.155, data_time: 0.001, memory: 8237, loss_action_cls: 0.0710, recall@thr=0.5: 0.4780, prec@thr=0.5: 0.5963, recall@top3: 0.6620, prec@top3: 0.5498, recall@top5: 0.8386, prec@top5: 0.4250, loss: 0.0710, grad_norm: 0.1210 2021-03-01 13:25:36,157 - mmaction - INFO - Epoch [1][980/1921] lr: 2.876e-02, eta: 22:58:00, time: 2.157, data_time: 0.001, memory: 8237, loss_action_cls: 0.0713, recall@thr=0.5: 0.4520, prec@thr=0.5: 0.5791, recall@top3: 0.6456, prec@top3: 0.5386, recall@top5: 0.8263, prec@top5: 0.4204, loss: 0.0713, grad_norm: 0.1196 2021-03-01 13:26:19,200 - mmaction - INFO - Epoch [1][1000/1921] lr: 2.904e-02, eta: 22:56:34, time: 2.152, data_time: 0.001, memory: 8237, loss_action_cls: 0.0680, recall@thr=0.5: 0.4801, prec@thr=0.5: 0.5947, recall@top3: 0.6595, prec@top3: 0.5502, recall@top5: 0.8399, prec@top5: 0.4284, loss: 0.0680, grad_norm: 0.1229 2021-03-01 13:27:02,087 - mmaction - INFO - Epoch [1][1020/1921] lr: 2.932e-02, eta: 22:55:04, time: 2.144, data_time: 0.002, memory: 8237, loss_action_cls: 0.0687, recall@thr=0.5: 0.4716, prec@thr=0.5: 0.6036, recall@top3: 0.6626, prec@top3: 0.5479, recall@top5: 0.8393, prec@top5: 0.4242, loss: 0.0687, grad_norm: 0.1225 2021-03-01 13:27:44,834 - mmaction - INFO - Epoch [1][1040/1921] lr: 2.960e-02, eta: 22:53:30, time: 2.137, data_time: 0.001, memory: 8237, loss_action_cls: 0.0690, recall@thr=0.5: 0.4809, prec@thr=0.5: 0.5991, recall@top3: 0.6624, prec@top3: 0.5473, recall@top5: 0.8410, prec@top5: 0.4259, loss: 0.0690, grad_norm: 0.1184 2021-03-01 13:28:28,239 - mmaction - INFO - Epoch [1][1060/1921] lr: 2.988e-02, eta: 22:52:22, time: 2.170, data_time: 0.001, memory: 8237, loss_action_cls: 0.0680, recall@thr=0.5: 0.4854, prec@thr=0.5: 0.6041, recall@top3: 0.6723, prec@top3: 0.5555, recall@top5: 0.8514, prec@top5: 0.4296, loss: 0.0680, grad_norm: 0.1245 2021-03-01 13:29:11,421 - mmaction - INFO - Epoch [1][1080/1921] lr: 3.017e-02, eta: 22:51:06, time: 2.159, data_time: 0.001, memory: 8237, loss_action_cls: 0.0717, recall@thr=0.5: 0.4599, prec@thr=0.5: 0.5805, recall@top3: 0.6479, prec@top3: 0.5377, recall@top5: 0.8322, prec@top5: 0.4224, loss: 0.0717, grad_norm: 0.1341 2021-03-01 13:29:54,883 - mmaction - INFO - Epoch [1][1100/1921] lr: 3.045e-02, eta: 22:50:02, time: 2.173, data_time: 0.001, memory: 8237, loss_action_cls: 0.0690, recall@thr=0.5: 0.4648, prec@thr=0.5: 0.5851, recall@top3: 0.6609, prec@top3: 0.5419, recall@top5: 0.8396, prec@top5: 0.4222, loss: 0.0690, grad_norm: 0.1171 2021-03-01 13:30:38,310 - mmaction - INFO - Epoch [1][1120/1921] lr: 3.073e-02, eta: 22:48:57, time: 2.171, data_time: 0.001, memory: 8237, loss_action_cls: 0.0664, recall@thr=0.5: 0.4888, prec@thr=0.5: 0.5979, recall@top3: 0.6745, prec@top3: 0.5522, recall@top5: 0.8510, prec@top5: 0.4254, loss: 0.0664, grad_norm: 0.1189 2021-03-01 13:31:20,831 - mmaction - INFO - Epoch [1][1140/1921] lr: 3.101e-02, eta: 22:47:23, time: 2.126, data_time: 0.001, memory: 8237, loss_action_cls: 0.0684, recall@thr=0.5: 0.4703, prec@thr=0.5: 0.5884, recall@top3: 0.6622, prec@top3: 0.5502, recall@top5: 0.8419, prec@top5: 0.4256, loss: 0.0684, grad_norm: 0.1181 2021-03-01 13:32:03,908 - mmaction - INFO - Epoch [1][1160/1921] lr: 3.129e-02, eta: 22:46:09, time: 2.154, data_time: 0.001, memory: 8237, loss_action_cls: 0.0660, recall@thr=0.5: 0.4910, prec@thr=0.5: 0.5986, recall@top3: 0.6696, prec@top3: 0.5487, recall@top5: 0.8479, prec@top5: 0.4259, loss: 0.0660, grad_norm: 0.1241 2021-03-01 13:32:46,993 - mmaction - INFO - Epoch [1][1180/1921] lr: 3.157e-02, eta: 22:44:56, time: 2.154, data_time: 0.001, memory: 8237, loss_action_cls: 0.0649, recall@thr=0.5: 0.4919, prec@thr=0.5: 0.6050, recall@top3: 0.6712, prec@top3: 0.5574, recall@top5: 0.8448, prec@top5: 0.4275, loss: 0.0649, grad_norm: 0.1160 2021-03-01 13:33:30,561 - mmaction - INFO - Epoch [1][1200/1921] lr: 3.185e-02, eta: 22:44:00, time: 2.178, data_time: 0.001, memory: 8237, loss_action_cls: 0.0663, recall@thr=0.5: 0.4952, prec@thr=0.5: 0.6139, recall@top3: 0.6786, prec@top3: 0.5636, recall@top5: 0.8563, prec@top5: 0.4346, loss: 0.0663, grad_norm: 0.1228 2021-03-01 13:34:15,233 - mmaction - INFO - Epoch [1][1220/1921] lr: 3.213e-02, eta: 22:43:37, time: 2.234, data_time: 0.001, memory: 8237, loss_action_cls: 0.0670, recall@thr=0.5: 0.4986, prec@thr=0.5: 0.6087, recall@top3: 0.6725, prec@top3: 0.5565, recall@top5: 0.8503, prec@top5: 0.4289, loss: 0.0670, grad_norm: 0.1160 2021-03-01 13:34:58,105 - mmaction - INFO - Epoch [1][1240/1921] lr: 3.241e-02, eta: 22:42:19, time: 2.143, data_time: 0.001, memory: 8237, loss_action_cls: 0.0661, recall@thr=0.5: 0.4725, prec@thr=0.5: 0.5971, recall@top3: 0.6647, prec@top3: 0.5505, recall@top5: 0.8473, prec@top5: 0.4298, loss: 0.0661, grad_norm: 0.1283 2021-03-01 13:35:41,427 - mmaction - INFO - Epoch [1][1260/1921] lr: 3.270e-02, eta: 22:41:16, time: 2.166, data_time: 0.001, memory: 8237, loss_action_cls: 0.0655, recall@thr=0.5: 0.4987, prec@thr=0.5: 0.6049, recall@top3: 0.6719, prec@top3: 0.5607, recall@top5: 0.8541, prec@top5: 0.4347, loss: 0.0655, grad_norm: 0.1170 2021-03-01 13:36:24,772 - mmaction - INFO - Epoch [1][1280/1921] lr: 3.298e-02, eta: 22:40:14, time: 2.167, data_time: 0.001, memory: 8237, loss_action_cls: 0.0643, recall@thr=0.5: 0.4934, prec@thr=0.5: 0.6141, recall@top3: 0.6734, prec@top3: 0.5586, recall@top5: 0.8507, prec@top5: 0.4304, loss: 0.0643, grad_norm: 0.1168 2021-03-01 13:37:08,137 - mmaction - INFO - Epoch [1][1300/1921] lr: 3.326e-02, eta: 22:39:14, time: 2.168, data_time: 0.001, memory: 8237, loss_action_cls: 0.0632, recall@thr=0.5: 0.5032, prec@thr=0.5: 0.6129, recall@top3: 0.6899, prec@top3: 0.5604, recall@top5: 0.8586, prec@top5: 0.4270, loss: 0.0632, grad_norm: 0.1151 2021-03-01 13:37:50,994 - mmaction - INFO - Epoch [1][1320/1921] lr: 3.354e-02, eta: 22:37:59, time: 2.143, data_time: 0.001, memory: 8237, loss_action_cls: 0.0649, recall@thr=0.5: 0.4871, prec@thr=0.5: 0.5994, recall@top3: 0.6793, prec@top3: 0.5554, recall@top5: 0.8565, prec@top5: 0.4290, loss: 0.0649, grad_norm: 0.1158 2021-03-01 13:38:34,653 - mmaction - INFO - Epoch [1][1340/1921] lr: 3.382e-02, eta: 22:37:08, time: 2.183, data_time: 0.001, memory: 8237, loss_action_cls: 0.0636, recall@thr=0.5: 0.5117, prec@thr=0.5: 0.6207, recall@top3: 0.6951, prec@top3: 0.5651, recall@top5: 0.8610, prec@top5: 0.4283, loss: 0.0636, grad_norm: 0.1183 2021-03-01 13:39:17,879 - mmaction - INFO - Epoch [1][1360/1921] lr: 3.410e-02, eta: 22:36:05, time: 2.162, data_time: 0.001, memory: 8237, loss_action_cls: 0.0642, recall@thr=0.5: 0.5040, prec@thr=0.5: 0.6125, recall@top3: 0.6768, prec@top3: 0.5618, recall@top5: 0.8566, prec@top5: 0.4344, loss: 0.0642, grad_norm: 0.1223 2021-03-01 13:40:01,139 - mmaction - INFO - Epoch [1][1380/1921] lr: 3.438e-02, eta: 22:35:04, time: 2.163, data_time: 0.001, memory: 8237, loss_action_cls: 0.0651, recall@thr=0.5: 0.4914, prec@thr=0.5: 0.6042, recall@top3: 0.6757, prec@top3: 0.5520, recall@top5: 0.8506, prec@top5: 0.4251, loss: 0.0651, grad_norm: 0.1298 2021-03-01 13:40:45,302 - mmaction - INFO - Epoch [1][1400/1921] lr: 3.466e-02, eta: 22:34:27, time: 2.208, data_time: 0.001, memory: 8237, loss_action_cls: 0.0640, recall@thr=0.5: 0.4908, prec@thr=0.5: 0.6046, recall@top3: 0.6717, prec@top3: 0.5517, recall@top5: 0.8519, prec@top5: 0.4271, loss: 0.0640, grad_norm: 0.1249 2021-03-01 13:41:28,413 - mmaction - INFO - Epoch [1][1420/1921] lr: 3.494e-02, eta: 22:33:22, time: 2.156, data_time: 0.001, memory: 8237, loss_action_cls: 0.0629, recall@thr=0.5: 0.5027, prec@thr=0.5: 0.6237, recall@top3: 0.6810, prec@top3: 0.5646, recall@top5: 0.8546, prec@top5: 0.4322, loss: 0.0629, grad_norm: 0.1157 2021-03-01 13:42:11,209 - mmaction - INFO - Epoch [1][1440/1921] lr: 3.523e-02, eta: 22:32:10, time: 2.140, data_time: 0.001, memory: 8237, loss_action_cls: 0.0632, recall@thr=0.5: 0.5029, prec@thr=0.5: 0.6214, recall@top3: 0.6840, prec@top3: 0.5636, recall@top5: 0.8574, prec@top5: 0.4322, loss: 0.0632, grad_norm: 0.1159 2021-03-01 13:42:53,629 - mmaction - INFO - Epoch [1][1460/1921] lr: 3.551e-02, eta: 22:30:49, time: 2.121, data_time: 0.002, memory: 8237, loss_action_cls: 0.0638, recall@thr=0.5: 0.4987, prec@thr=0.5: 0.6161, recall@top3: 0.6753, prec@top3: 0.5605, recall@top5: 0.8505, prec@top5: 0.4307, loss: 0.0638, grad_norm: 0.1215 2021-03-01 13:43:36,486 - mmaction - INFO - Epoch [1][1480/1921] lr: 3.579e-02, eta: 22:29:41, time: 2.143, data_time: 0.001, memory: 8237, loss_action_cls: 0.0644, recall@thr=0.5: 0.4965, prec@thr=0.5: 0.6122, recall@top3: 0.6752, prec@top3: 0.5551, recall@top5: 0.8504, prec@top5: 0.4290, loss: 0.0644, grad_norm: 0.1306 2021-03-01 13:44:19,318 - mmaction - INFO - Epoch [1][1500/1921] lr: 3.607e-02, eta: 22:28:32, time: 2.142, data_time: 0.001, memory: 8237, loss_action_cls: 0.0643, recall@thr=0.5: 0.4975, prec@thr=0.5: 0.6122, recall@top3: 0.6724, prec@top3: 0.5537, recall@top5: 0.8416, prec@top5: 0.4230, loss: 0.0643, grad_norm: 0.1298 2021-03-01 13:45:02,800 - mmaction - INFO - Epoch [1][1520/1921] lr: 3.635e-02, eta: 22:27:40, time: 2.174, data_time: 0.001, memory: 8237, loss_action_cls: 0.0625, recall@thr=0.5: 0.4961, prec@thr=0.5: 0.6180, recall@top3: 0.6797, prec@top3: 0.5592, recall@top5: 0.8547, prec@top5: 0.4301, loss: 0.0625, grad_norm: 0.1121 2021-03-01 13:45:46,008 - mmaction - INFO - Epoch [1][1540/1921] lr: 3.663e-02, eta: 22:26:41, time: 2.160, data_time: 0.001, memory: 8237, loss_action_cls: 0.0641, recall@thr=0.5: 0.5041, prec@thr=0.5: 0.6171, recall@top3: 0.6808, prec@top3: 0.5689, recall@top5: 0.8529, prec@top5: 0.4361, loss: 0.0641, grad_norm: 0.1165 2021-03-01 13:46:29,536 - mmaction - INFO - Epoch [1][1560/1921] lr: 3.691e-02, eta: 22:25:50, time: 2.177, data_time: 0.001, memory: 8237, loss_action_cls: 0.0629, recall@thr=0.5: 0.5090, prec@thr=0.5: 0.6288, recall@top3: 0.6868, prec@top3: 0.5661, recall@top5: 0.8592, prec@top5: 0.4336, loss: 0.0629, grad_norm: 0.1188 2021-03-01 13:47:12,669 - mmaction - INFO - Epoch [1][1580/1921] lr: 3.719e-02, eta: 22:24:51, time: 2.157, data_time: 0.001, memory: 8237, loss_action_cls: 0.0628, recall@thr=0.5: 0.4951, prec@thr=0.5: 0.6077, recall@top3: 0.6797, prec@top3: 0.5539, recall@top5: 0.8539, prec@top5: 0.4272, loss: 0.0628, grad_norm: 0.1204 2021-03-01 13:47:56,076 - mmaction - INFO - Epoch [1][1600/1921] lr: 3.747e-02, eta: 22:23:58, time: 2.170, data_time: 0.001, memory: 8237, loss_action_cls: 0.0625, recall@thr=0.5: 0.5068, prec@thr=0.5: 0.6173, recall@top3: 0.6796, prec@top3: 0.5624, recall@top5: 0.8594, prec@top5: 0.4341, loss: 0.0625, grad_norm: 0.1212 2021-03-01 13:48:39,103 - mmaction - INFO - Epoch [1][1620/1921] lr: 3.776e-02, eta: 22:22:56, time: 2.151, data_time: 0.001, memory: 8237, loss_action_cls: 0.0621, recall@thr=0.5: 0.4945, prec@thr=0.5: 0.6138, recall@top3: 0.6823, prec@top3: 0.5645, recall@top5: 0.8539, prec@top5: 0.4307, loss: 0.0621, grad_norm: 0.1205 2021-03-01 13:49:22,246 - mmaction - INFO - Epoch [1][1640/1921] lr: 3.804e-02, eta: 22:21:58, time: 2.157, data_time: 0.001, memory: 8237, loss_action_cls: 0.0616, recall@thr=0.5: 0.5100, prec@thr=0.5: 0.6223, recall@top3: 0.6871, prec@top3: 0.5753, recall@top5: 0.8603, prec@top5: 0.4394, loss: 0.0616, grad_norm: 0.1196 2021-03-01 13:50:05,467 - mmaction - INFO - Epoch [1][1660/1921] lr: 3.832e-02, eta: 22:21:01, time: 2.161, data_time: 0.001, memory: 8237, loss_action_cls: 0.0613, recall@thr=0.5: 0.5116, prec@thr=0.5: 0.6191, recall@top3: 0.6791, prec@top3: 0.5643, recall@top5: 0.8498, prec@top5: 0.4322, loss: 0.0613, grad_norm: 0.1151 2021-03-01 13:50:48,134 - mmaction - INFO - Epoch [1][1680/1921] lr: 3.860e-02, eta: 22:19:53, time: 2.134, data_time: 0.002, memory: 8237, loss_action_cls: 0.0599, recall@thr=0.5: 0.5188, prec@thr=0.5: 0.6377, recall@top3: 0.6927, prec@top3: 0.5746, recall@top5: 0.8637, prec@top5: 0.4384, loss: 0.0599, grad_norm: 0.1164 2021-03-01 13:51:30,954 - mmaction - INFO - Epoch [1][1700/1921] lr: 3.888e-02, eta: 22:18:49, time: 2.141, data_time: 0.001, memory: 8237, loss_action_cls: 0.0618, recall@thr=0.5: 0.5121, prec@thr=0.5: 0.6220, recall@top3: 0.6832, prec@top3: 0.5652, recall@top5: 0.8589, prec@top5: 0.4363, loss: 0.0618, grad_norm: 0.1277 2021-03-01 13:52:14,935 - mmaction - INFO - Epoch [1][1720/1921] lr: 3.916e-02, eta: 22:18:10, time: 2.199, data_time: 0.001, memory: 8237, loss_action_cls: 0.0613, recall@thr=0.5: 0.5185, prec@thr=0.5: 0.6291, recall@top3: 0.6862, prec@top3: 0.5707, recall@top5: 0.8594, prec@top5: 0.4361, loss: 0.0613, grad_norm: 0.1237 2021-03-01 13:52:58,081 - mmaction - INFO - Epoch [1][1740/1921] lr: 3.944e-02, eta: 22:17:14, time: 2.157, data_time: 0.001, memory: 8237, loss_action_cls: 0.0614, recall@thr=0.5: 0.5168, prec@thr=0.5: 0.6320, recall@top3: 0.6876, prec@top3: 0.5751, recall@top5: 0.8572, prec@top5: 0.4357, loss: 0.0614, grad_norm: 0.1168 2021-03-01 13:53:41,764 - mmaction - INFO - Epoch [1][1760/1921] lr: 3.972e-02, eta: 22:16:29, time: 2.184, data_time: 0.001, memory: 8237, loss_action_cls: 0.0594, recall@thr=0.5: 0.5169, prec@thr=0.5: 0.6305, recall@top3: 0.7003, prec@top3: 0.5702, recall@top5: 0.8688, prec@top5: 0.4330, loss: 0.0594, grad_norm: 0.1147 2021-03-01 13:54:24,185 - mmaction - INFO - Epoch [1][1780/1921] lr: 4.000e-02, eta: 22:15:18, time: 2.121, data_time: 0.001, memory: 8237, loss_action_cls: 0.0622, recall@thr=0.5: 0.5055, prec@thr=0.5: 0.6204, recall@top3: 0.6885, prec@top3: 0.5658, recall@top5: 0.8596, prec@top5: 0.4319, loss: 0.0622, grad_norm: 0.1215 2021-03-01 13:55:07,208 - mmaction - INFO - Epoch [1][1800/1921] lr: 4.029e-02, eta: 22:14:19, time: 2.151, data_time: 0.001, memory: 8237, loss_action_cls: 0.0600, recall@thr=0.5: 0.5226, prec@thr=0.5: 0.6276, recall@top3: 0.6966, prec@top3: 0.5754, recall@top5: 0.8646, prec@top5: 0.4356, loss: 0.0600, grad_norm: 0.1157 2021-03-01 13:55:50,493 - mmaction - INFO - Epoch [1][1820/1921] lr: 4.057e-02, eta: 22:13:27, time: 2.164, data_time: 0.001, memory: 8237, loss_action_cls: 0.0587, recall@thr=0.5: 0.5284, prec@thr=0.5: 0.6440, recall@top3: 0.6957, prec@top3: 0.5761, recall@top5: 0.8670, prec@top5: 0.4382, loss: 0.0587, grad_norm: 0.1214 2021-03-01 13:56:34,127 - mmaction - INFO - Epoch [1][1840/1921] lr: 4.085e-02, eta: 22:12:42, time: 2.182, data_time: 0.001, memory: 8237, loss_action_cls: 0.0615, recall@thr=0.5: 0.5217, prec@thr=0.5: 0.6283, recall@top3: 0.6920, prec@top3: 0.5737, recall@top5: 0.8576, prec@top5: 0.4339, loss: 0.0615, grad_norm: 0.1151 2021-03-01 13:57:16,596 - mmaction - INFO - Epoch [1][1860/1921] lr: 4.113e-02, eta: 22:11:33, time: 2.123, data_time: 0.001, memory: 8237, loss_action_cls: 0.0603, recall@thr=0.5: 0.4959, prec@thr=0.5: 0.6234, recall@top3: 0.6913, prec@top3: 0.5624, recall@top5: 0.8601, prec@top5: 0.4290, loss: 0.0603, grad_norm: 0.1265 2021-03-01 13:57:59,695 - mmaction - INFO - Epoch [1][1880/1921] lr: 4.141e-02, eta: 22:10:38, time: 2.155, data_time: 0.001, memory: 8237, loss_action_cls: 0.0594, recall@thr=0.5: 0.5215, prec@thr=0.5: 0.6202, recall@top3: 0.6827, prec@top3: 0.5690, recall@top5: 0.8614, prec@top5: 0.4378, loss: 0.0594, grad_norm: 0.1246 2021-03-01 13:58:42,736 - mmaction - INFO - Epoch [1][1900/1921] lr: 4.169e-02, eta: 22:09:41, time: 2.152, data_time: 0.001, memory: 8237, loss_action_cls: 0.0610, recall@thr=0.5: 0.5194, prec@thr=0.5: 0.6256, recall@top3: 0.6917, prec@top3: 0.5656, recall@top5: 0.8603, prec@top5: 0.4315, loss: 0.0610, grad_norm: 0.1236 2021-03-01 13:59:24,686 - mmaction - INFO - Epoch [1][1920/1921] lr: 4.197e-02, eta: 22:08:25, time: 2.098, data_time: 0.001, memory: 8237, loss_action_cls: 0.0608, recall@thr=0.5: 0.5004, prec@thr=0.5: 0.6239, recall@top3: 0.6810, prec@top3: 0.5573, recall@top5: 0.8529, prec@top5: 0.4273, loss: 0.0608, grad_norm: 0.1217 2021-03-01 13:59:29,478 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-03-01 14:10:20,649 - mmaction - INFO - Evaluating mAP ... 2021-03-01 14:18:42,216 - mmaction - INFO - mAP@0.5IOU 0.1286 2021-03-01 14:18:43,038 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_1.pth. 2021-03-01 14:18:43,038 - mmaction - INFO - Best mAP@0.5IOU is 0.1286 at 1 epoch. 2021-03-01 14:18:44,201 - mmaction - INFO - Epoch(val) [1][1921] mAP@0.5IOU: 0.1286 2021-03-01 14:20:17,571 - mmaction - INFO - Epoch [2][20/1921] lr: 4.227e-02, eta: 22:22:09, time: 4.607, data_time: 2.481, memory: 8237, loss_action_cls: 0.0591, recall@thr=0.5: 0.5226, prec@thr=0.5: 0.6369, recall@top3: 0.6942, prec@top3: 0.5744, recall@top5: 0.8625, prec@top5: 0.4370, loss: 0.0591, grad_norm: 0.1141 2021-03-01 14:20:59,911 - mmaction - INFO - Epoch [2][40/1921] lr: 4.255e-02, eta: 22:20:51, time: 2.117, data_time: 0.001, memory: 8237, loss_action_cls: 0.0589, recall@thr=0.5: 0.5181, prec@thr=0.5: 0.6305, recall@top3: 0.6932, prec@top3: 0.5688, recall@top5: 0.8607, prec@top5: 0.4323, loss: 0.0589, grad_norm: 0.1194 2021-03-01 14:21:42,572 - mmaction - INFO - Epoch [2][60/1921] lr: 4.283e-02, eta: 22:19:40, time: 2.133, data_time: 0.001, memory: 8237, loss_action_cls: 0.0581, recall@thr=0.5: 0.5156, prec@thr=0.5: 0.6312, recall@top3: 0.6973, prec@top3: 0.5771, recall@top5: 0.8748, prec@top5: 0.4412, loss: 0.0581, grad_norm: 0.1145 2021-03-01 14:22:25,593 - mmaction - INFO - Epoch [2][80/1921] lr: 4.311e-02, eta: 22:18:35, time: 2.151, data_time: 0.001, memory: 8237, loss_action_cls: 0.0577, recall@thr=0.5: 0.5264, prec@thr=0.5: 0.6376, recall@top3: 0.7037, prec@top3: 0.5754, recall@top5: 0.8665, prec@top5: 0.4343, loss: 0.0577, grad_norm: 0.1189 2021-03-01 14:23:08,659 - mmaction - INFO - Epoch [2][100/1921] lr: 4.339e-02, eta: 22:17:33, time: 2.153, data_time: 0.001, memory: 8237, loss_action_cls: 0.0583, recall@thr=0.5: 0.5328, prec@thr=0.5: 0.6395, recall@top3: 0.7041, prec@top3: 0.5773, recall@top5: 0.8700, prec@top5: 0.4373, loss: 0.0583, grad_norm: 0.1136 2021-03-01 14:23:51,048 - mmaction - INFO - Epoch [2][120/1921] lr: 4.367e-02, eta: 22:16:18, time: 2.119, data_time: 0.001, memory: 8237, loss_action_cls: 0.0588, recall@thr=0.5: 0.5181, prec@thr=0.5: 0.6369, recall@top3: 0.7037, prec@top3: 0.5752, recall@top5: 0.8720, prec@top5: 0.4371, loss: 0.0588, grad_norm: 0.1171 2021-03-01 14:24:34,498 - mmaction - INFO - Epoch [2][140/1921] lr: 4.395e-02, eta: 22:15:23, time: 2.173, data_time: 0.001, memory: 8237, loss_action_cls: 0.0585, recall@thr=0.5: 0.5368, prec@thr=0.5: 0.6438, recall@top3: 0.6922, prec@top3: 0.5820, recall@top5: 0.8655, prec@top5: 0.4448, loss: 0.0585, grad_norm: 0.1108 2021-03-01 14:25:17,940 - mmaction - INFO - Epoch [2][160/1921] lr: 4.423e-02, eta: 22:14:28, time: 2.172, data_time: 0.001, memory: 8237, loss_action_cls: 0.0591, recall@thr=0.5: 0.5322, prec@thr=0.5: 0.6370, recall@top3: 0.6973, prec@top3: 0.5670, recall@top5: 0.8646, prec@top5: 0.4308, loss: 0.0591, grad_norm: 0.1267 2021-03-01 14:26:01,601 - mmaction - INFO - Epoch [2][180/1921] lr: 4.452e-02, eta: 22:13:37, time: 2.183, data_time: 0.001, memory: 8237, loss_action_cls: 0.0581, recall@thr=0.5: 0.5325, prec@thr=0.5: 0.6366, recall@top3: 0.6984, prec@top3: 0.5827, recall@top5: 0.8673, prec@top5: 0.4407, loss: 0.0581, grad_norm: 0.1252 2021-03-01 14:26:44,500 - mmaction - INFO - Epoch [2][200/1921] lr: 4.480e-02, eta: 22:12:33, time: 2.145, data_time: 0.001, memory: 8237, loss_action_cls: 0.0583, recall@thr=0.5: 0.5275, prec@thr=0.5: 0.6321, recall@top3: 0.6927, prec@top3: 0.5657, recall@top5: 0.8697, prec@top5: 0.4345, loss: 0.0583, grad_norm: 0.1170 2021-03-01 14:27:27,070 - mmaction - INFO - Epoch [2][220/1921] lr: 4.508e-02, eta: 22:11:24, time: 2.129, data_time: 0.001, memory: 8237, loss_action_cls: 0.0589, recall@thr=0.5: 0.5171, prec@thr=0.5: 0.6272, recall@top3: 0.6939, prec@top3: 0.5701, recall@top5: 0.8651, prec@top5: 0.4344, loss: 0.0589, grad_norm: 0.1102 2021-03-01 14:28:09,918 - mmaction - INFO - Epoch [2][240/1921] lr: 4.536e-02, eta: 22:10:20, time: 2.142, data_time: 0.001, memory: 8237, loss_action_cls: 0.0585, recall@thr=0.5: 0.5419, prec@thr=0.5: 0.6442, recall@top3: 0.6967, prec@top3: 0.5885, recall@top5: 0.8657, prec@top5: 0.4472, loss: 0.0585, grad_norm: 0.1145 2021-03-01 14:28:52,692 - mmaction - INFO - Epoch [2][260/1921] lr: 4.564e-02, eta: 22:09:15, time: 2.139, data_time: 0.001, memory: 8237, loss_action_cls: 0.0589, recall@thr=0.5: 0.5188, prec@thr=0.5: 0.6255, recall@top3: 0.6905, prec@top3: 0.5757, recall@top5: 0.8627, prec@top5: 0.4385, loss: 0.0589, grad_norm: 0.1246 2021-03-01 14:29:35,494 - mmaction - INFO - Epoch [2][280/1921] lr: 4.592e-02, eta: 22:08:11, time: 2.140, data_time: 0.001, memory: 8237, loss_action_cls: 0.0582, recall@thr=0.5: 0.5262, prec@thr=0.5: 0.6374, recall@top3: 0.6982, prec@top3: 0.5745, recall@top5: 0.8678, prec@top5: 0.4374, loss: 0.0582, grad_norm: 0.1117 2021-03-01 14:30:18,016 - mmaction - INFO - Epoch [2][300/1921] lr: 4.620e-02, eta: 22:07:02, time: 2.126, data_time: 0.001, memory: 8237, loss_action_cls: 0.0589, recall@thr=0.5: 0.5127, prec@thr=0.5: 0.6221, recall@top3: 0.6896, prec@top3: 0.5652, recall@top5: 0.8643, prec@top5: 0.4335, loss: 0.0589, grad_norm: 0.1163 2021-03-01 14:31:01,037 - mmaction - INFO - Epoch [2][320/1921] lr: 4.648e-02, eta: 22:06:03, time: 2.151, data_time: 0.001, memory: 8237, loss_action_cls: 0.0582, recall@thr=0.5: 0.5214, prec@thr=0.5: 0.6265, recall@top3: 0.7004, prec@top3: 0.5739, recall@top5: 0.8698, prec@top5: 0.4356, loss: 0.0582, grad_norm: 0.1192 2021-03-01 14:31:43,982 - mmaction - INFO - Epoch [2][340/1921] lr: 4.676e-02, eta: 22:05:02, time: 2.147, data_time: 0.001, memory: 8237, loss_action_cls: 0.0562, recall@thr=0.5: 0.5296, prec@thr=0.5: 0.6434, recall@top3: 0.7027, prec@top3: 0.5769, recall@top5: 0.8724, prec@top5: 0.4374, loss: 0.0562, grad_norm: 0.1143 2021-03-01 14:32:27,209 - mmaction - INFO - Epoch [2][360/1921] lr: 4.705e-02, eta: 22:04:06, time: 2.162, data_time: 0.001, memory: 8237, loss_action_cls: 0.0570, recall@thr=0.5: 0.5459, prec@thr=0.5: 0.6508, recall@top3: 0.7054, prec@top3: 0.5861, recall@top5: 0.8727, prec@top5: 0.4437, loss: 0.0570, grad_norm: 0.1161 2021-03-01 14:33:08,563 - mmaction - INFO - Epoch [2][380/1921] lr: 4.733e-02, eta: 22:02:41, time: 2.068, data_time: 0.001, memory: 8237, loss_action_cls: 0.0572, recall@thr=0.5: 0.5323, prec@thr=0.5: 0.6490, recall@top3: 0.7059, prec@top3: 0.5823, recall@top5: 0.8736, prec@top5: 0.4401, loss: 0.0572, grad_norm: 0.1142 2021-03-01 14:33:52,566 - mmaction - INFO - Epoch [2][400/1921] lr: 4.761e-02, eta: 22:01:58, time: 2.200, data_time: 0.001, memory: 8237, loss_action_cls: 0.0589, recall@thr=0.5: 0.5229, prec@thr=0.5: 0.6339, recall@top3: 0.6972, prec@top3: 0.5696, recall@top5: 0.8628, prec@top5: 0.4310, loss: 0.0589, grad_norm: 0.1156 2021-03-01 14:34:35,650 - mmaction - INFO - Epoch [2][420/1921] lr: 4.789e-02, eta: 22:01:01, time: 2.154, data_time: 0.001, memory: 8237, loss_action_cls: 0.0577, recall@thr=0.5: 0.5443, prec@thr=0.5: 0.6502, recall@top3: 0.7035, prec@top3: 0.5847, recall@top5: 0.8707, prec@top5: 0.4438, loss: 0.0577, grad_norm: 0.1182 2021-03-01 14:35:19,147 - mmaction - INFO - Epoch [2][440/1921] lr: 4.817e-02, eta: 22:00:10, time: 2.175, data_time: 0.001, memory: 8237, loss_action_cls: 0.0579, recall@thr=0.5: 0.5383, prec@thr=0.5: 0.6494, recall@top3: 0.7044, prec@top3: 0.5830, recall@top5: 0.8708, prec@top5: 0.4399, loss: 0.0579, grad_norm: 0.1182 2021-03-01 14:36:02,079 - mmaction - INFO - Epoch [2][460/1921] lr: 4.845e-02, eta: 21:59:11, time: 2.147, data_time: 0.001, memory: 8237, loss_action_cls: 0.0573, recall@thr=0.5: 0.5339, prec@thr=0.5: 0.6468, recall@top3: 0.7067, prec@top3: 0.5805, recall@top5: 0.8675, prec@top5: 0.4357, loss: 0.0573, grad_norm: 0.1112 2021-03-01 14:36:44,568 - mmaction - INFO - Epoch [2][480/1921] lr: 4.873e-02, eta: 21:58:06, time: 2.124, data_time: 0.001, memory: 8237, loss_action_cls: 0.0579, recall@thr=0.5: 0.5342, prec@thr=0.5: 0.6537, recall@top3: 0.7015, prec@top3: 0.5864, recall@top5: 0.8711, prec@top5: 0.4452, loss: 0.0579, grad_norm: 0.1238 2021-03-01 14:37:27,217 - mmaction - INFO - Epoch [2][500/1921] lr: 4.901e-02, eta: 21:57:03, time: 2.133, data_time: 0.001, memory: 8237, loss_action_cls: 0.0568, recall@thr=0.5: 0.5432, prec@thr=0.5: 0.6426, recall@top3: 0.7006, prec@top3: 0.5770, recall@top5: 0.8701, prec@top5: 0.4386, loss: 0.0568, grad_norm: 0.1236 2021-03-01 14:38:10,259 - mmaction - INFO - Epoch [2][520/1921] lr: 4.929e-02, eta: 21:56:06, time: 2.152, data_time: 0.001, memory: 8237, loss_action_cls: 0.0585, recall@thr=0.5: 0.5296, prec@thr=0.5: 0.6323, recall@top3: 0.6953, prec@top3: 0.5726, recall@top5: 0.8602, prec@top5: 0.4339, loss: 0.0585, grad_norm: 0.1216 2021-03-01 14:38:52,832 - mmaction - INFO - Epoch [2][540/1921] lr: 4.958e-02, eta: 21:55:03, time: 2.129, data_time: 0.001, memory: 8237, loss_action_cls: 0.0571, recall@thr=0.5: 0.5342, prec@thr=0.5: 0.6468, recall@top3: 0.7089, prec@top3: 0.5749, recall@top5: 0.8743, prec@top5: 0.4349, loss: 0.0571, grad_norm: 0.1131 2021-03-01 14:39:35,551 - mmaction - INFO - Epoch [2][560/1921] lr: 4.986e-02, eta: 21:54:03, time: 2.136, data_time: 0.001, memory: 8237, loss_action_cls: 0.0558, recall@thr=0.5: 0.5419, prec@thr=0.5: 0.6522, recall@top3: 0.7115, prec@top3: 0.5817, recall@top5: 0.8768, prec@top5: 0.4384, loss: 0.0558, grad_norm: 0.1137 2021-03-01 14:40:18,650 - mmaction - INFO - Epoch [2][580/1921] lr: 5.014e-02, eta: 21:53:08, time: 2.155, data_time: 0.001, memory: 8237, loss_action_cls: 0.0552, recall@thr=0.5: 0.5472, prec@thr=0.5: 0.6508, recall@top3: 0.7107, prec@top3: 0.5800, recall@top5: 0.8782, prec@top5: 0.4393, loss: 0.0552, grad_norm: 0.1090 2021-03-01 14:41:02,458 - mmaction - INFO - Epoch [2][600/1921] lr: 5.042e-02, eta: 21:52:23, time: 2.190, data_time: 0.001, memory: 8237, loss_action_cls: 0.0574, recall@thr=0.5: 0.5184, prec@thr=0.5: 0.6350, recall@top3: 0.6958, prec@top3: 0.5644, recall@top5: 0.8680, prec@top5: 0.4305, loss: 0.0574, grad_norm: 0.1230 2021-03-01 14:41:45,153 - mmaction - INFO - Epoch [2][620/1921] lr: 5.070e-02, eta: 21:51:22, time: 2.135, data_time: 0.001, memory: 8237, loss_action_cls: 0.0562, recall@thr=0.5: 0.5544, prec@thr=0.5: 0.6624, recall@top3: 0.7126, prec@top3: 0.5831, recall@top5: 0.8756, prec@top5: 0.4389, loss: 0.0562, grad_norm: 0.1167 2021-03-01 14:42:28,001 - mmaction - INFO - Epoch [2][640/1921] lr: 5.098e-02, eta: 21:50:24, time: 2.142, data_time: 0.001, memory: 8237, loss_action_cls: 0.0557, recall@thr=0.5: 0.5416, prec@thr=0.5: 0.6588, recall@top3: 0.7087, prec@top3: 0.5858, recall@top5: 0.8763, prec@top5: 0.4432, loss: 0.0557, grad_norm: 0.1126 2021-03-01 14:43:10,933 - mmaction - INFO - Epoch [2][660/1921] lr: 5.126e-02, eta: 21:49:28, time: 2.147, data_time: 0.001, memory: 8237, loss_action_cls: 0.0565, recall@thr=0.5: 0.5285, prec@thr=0.5: 0.6422, recall@top3: 0.7008, prec@top3: 0.5692, recall@top5: 0.8705, prec@top5: 0.4337, loss: 0.0565, grad_norm: 0.1090 2021-03-01 14:43:53,706 - mmaction - INFO - Epoch [2][680/1921] lr: 5.154e-02, eta: 21:48:29, time: 2.139, data_time: 0.001, memory: 8237, loss_action_cls: 0.0553, recall@thr=0.5: 0.5335, prec@thr=0.5: 0.6472, recall@top3: 0.7093, prec@top3: 0.5755, recall@top5: 0.8756, prec@top5: 0.4353, loss: 0.0553, grad_norm: 0.1094 2021-03-01 14:44:36,942 - mmaction - INFO - Epoch [2][700/1921] lr: 5.182e-02, eta: 21:47:37, time: 2.162, data_time: 0.001, memory: 8237, loss_action_cls: 0.0570, recall@thr=0.5: 0.5322, prec@thr=0.5: 0.6481, recall@top3: 0.7031, prec@top3: 0.5815, recall@top5: 0.8695, prec@top5: 0.4410, loss: 0.0570, grad_norm: 0.1176 2021-03-01 14:45:20,013 - mmaction - INFO - Epoch [2][720/1921] lr: 5.211e-02, eta: 21:46:43, time: 2.154, data_time: 0.001, memory: 8237, loss_action_cls: 0.0561, recall@thr=0.5: 0.5447, prec@thr=0.5: 0.6496, recall@top3: 0.7085, prec@top3: 0.5812, recall@top5: 0.8801, prec@top5: 0.4403, loss: 0.0561, grad_norm: 0.1143 2021-03-01 14:46:02,771 - mmaction - INFO - Epoch [2][740/1921] lr: 5.239e-02, eta: 21:45:45, time: 2.138, data_time: 0.001, memory: 8237, loss_action_cls: 0.0545, recall@thr=0.5: 0.5559, prec@thr=0.5: 0.6708, recall@top3: 0.7182, prec@top3: 0.5899, recall@top5: 0.8823, prec@top5: 0.4443, loss: 0.0545, grad_norm: 0.1072 2021-03-01 14:46:45,520 - mmaction - INFO - Epoch [2][760/1921] lr: 5.267e-02, eta: 21:44:47, time: 2.137, data_time: 0.001, memory: 8237, loss_action_cls: 0.0547, recall@thr=0.5: 0.5535, prec@thr=0.5: 0.6557, recall@top3: 0.7125, prec@top3: 0.5868, recall@top5: 0.8790, prec@top5: 0.4425, loss: 0.0547, grad_norm: 0.1177 2021-03-01 14:47:29,100 - mmaction - INFO - Epoch [2][780/1921] lr: 5.295e-02, eta: 21:44:00, time: 2.179, data_time: 0.001, memory: 8237, loss_action_cls: 0.0561, recall@thr=0.5: 0.5404, prec@thr=0.5: 0.6502, recall@top3: 0.7031, prec@top3: 0.5786, recall@top5: 0.8728, prec@top5: 0.4391, loss: 0.0561, grad_norm: 0.1072 2021-03-01 14:48:11,983 - mmaction - INFO - Epoch [2][800/1921] lr: 5.323e-02, eta: 21:43:04, time: 2.144, data_time: 0.001, memory: 8237, loss_action_cls: 0.0550, recall@thr=0.5: 0.5467, prec@thr=0.5: 0.6464, recall@top3: 0.7080, prec@top3: 0.5840, recall@top5: 0.8806, prec@top5: 0.4442, loss: 0.0550, grad_norm: 0.1126 2021-03-01 14:48:54,716 - mmaction - INFO - Epoch [2][820/1921] lr: 5.351e-02, eta: 21:42:06, time: 2.136, data_time: 0.001, memory: 8237, loss_action_cls: 0.0565, recall@thr=0.5: 0.5515, prec@thr=0.5: 0.6569, recall@top3: 0.7107, prec@top3: 0.5839, recall@top5: 0.8740, prec@top5: 0.4418, loss: 0.0565, grad_norm: 0.1242 2021-03-01 14:49:37,578 - mmaction - INFO - Epoch [2][840/1921] lr: 5.379e-02, eta: 21:41:10, time: 2.143, data_time: 0.001, memory: 8237, loss_action_cls: 0.0554, recall@thr=0.5: 0.5485, prec@thr=0.5: 0.6576, recall@top3: 0.7083, prec@top3: 0.5861, recall@top5: 0.8754, prec@top5: 0.4418, loss: 0.0554, grad_norm: 0.1135 2021-03-01 14:50:20,478 - mmaction - INFO - Epoch [2][860/1921] lr: 5.407e-02, eta: 21:40:15, time: 2.145, data_time: 0.002, memory: 8237, loss_action_cls: 0.0549, recall@thr=0.5: 0.5453, prec@thr=0.5: 0.6546, recall@top3: 0.7141, prec@top3: 0.5818, recall@top5: 0.8693, prec@top5: 0.4350, loss: 0.0549, grad_norm: 0.1069 2021-03-01 14:51:04,019 - mmaction - INFO - Epoch [2][880/1921] lr: 5.435e-02, eta: 21:39:28, time: 2.177, data_time: 0.001, memory: 8237, loss_action_cls: 0.0557, recall@thr=0.5: 0.5379, prec@thr=0.5: 0.6536, recall@top3: 0.7121, prec@top3: 0.5793, recall@top5: 0.8779, prec@top5: 0.4369, loss: 0.0557, grad_norm: 0.1104 2021-03-01 14:51:46,785 - mmaction - INFO - Epoch [2][900/1921] lr: 5.464e-02, eta: 21:38:32, time: 2.138, data_time: 0.001, memory: 8237, loss_action_cls: 0.0554, recall@thr=0.5: 0.5501, prec@thr=0.5: 0.6560, recall@top3: 0.7117, prec@top3: 0.5848, recall@top5: 0.8774, prec@top5: 0.4394, loss: 0.0554, grad_norm: 0.1067 2021-03-01 14:52:29,207 - mmaction - INFO - Epoch [2][920/1921] lr: 5.492e-02, eta: 21:37:31, time: 2.121, data_time: 0.001, memory: 8237, loss_action_cls: 0.0546, recall@thr=0.5: 0.5540, prec@thr=0.5: 0.6584, recall@top3: 0.7163, prec@top3: 0.5885, recall@top5: 0.8789, prec@top5: 0.4404, loss: 0.0546, grad_norm: 0.1050 2021-03-01 14:53:12,405 - mmaction - INFO - Epoch [2][940/1921] lr: 5.520e-02, eta: 21:36:40, time: 2.160, data_time: 0.001, memory: 8237, loss_action_cls: 0.0559, recall@thr=0.5: 0.5395, prec@thr=0.5: 0.6559, recall@top3: 0.7124, prec@top3: 0.5760, recall@top5: 0.8741, prec@top5: 0.4333, loss: 0.0559, grad_norm: 0.1065 2021-03-01 14:53:55,859 - mmaction - INFO - Epoch [2][960/1921] lr: 5.548e-02, eta: 21:35:53, time: 2.172, data_time: 0.001, memory: 8237, loss_action_cls: 0.0559, recall@thr=0.5: 0.5393, prec@thr=0.5: 0.6481, recall@top3: 0.7040, prec@top3: 0.5858, recall@top5: 0.8727, prec@top5: 0.4438, loss: 0.0559, grad_norm: 0.1142 2021-03-01 14:54:38,316 - mmaction - INFO - Epoch [2][980/1921] lr: 5.576e-02, eta: 21:34:53, time: 2.123, data_time: 0.001, memory: 8237, loss_action_cls: 0.0545, recall@thr=0.5: 0.5551, prec@thr=0.5: 0.6698, recall@top3: 0.7189, prec@top3: 0.5935, recall@top5: 0.8821, prec@top5: 0.4470, loss: 0.0545, grad_norm: 0.1175 2021-03-01 14:55:20,658 - mmaction - INFO - Epoch [2][1000/1921] lr: 5.604e-02, eta: 21:33:52, time: 2.117, data_time: 0.001, memory: 8237, loss_action_cls: 0.0547, recall@thr=0.5: 0.5383, prec@thr=0.5: 0.6575, recall@top3: 0.7080, prec@top3: 0.5824, recall@top5: 0.8736, prec@top5: 0.4386, loss: 0.0547, grad_norm: 0.1084 2021-03-01 14:56:02,638 - mmaction - INFO - Epoch [2][1020/1921] lr: 5.632e-02, eta: 21:32:47, time: 2.099, data_time: 0.001, memory: 8237, loss_action_cls: 0.0543, recall@thr=0.5: 0.5528, prec@thr=0.5: 0.6588, recall@top3: 0.7188, prec@top3: 0.5846, recall@top5: 0.8863, prec@top5: 0.4402, loss: 0.0543, grad_norm: 0.1068 2021-03-01 14:56:45,946 - mmaction - INFO - Epoch [2][1040/1921] lr: 5.660e-02, eta: 21:31:58, time: 2.166, data_time: 0.001, memory: 8237, loss_action_cls: 0.0556, recall@thr=0.5: 0.5412, prec@thr=0.5: 0.6585, recall@top3: 0.7153, prec@top3: 0.5883, recall@top5: 0.8759, prec@top5: 0.4405, loss: 0.0556, grad_norm: 0.1098 2021-03-01 14:57:28,680 - mmaction - INFO - Epoch [2][1060/1921] lr: 5.688e-02, eta: 21:31:03, time: 2.137, data_time: 0.001, memory: 8237, loss_action_cls: 0.0556, recall@thr=0.5: 0.5401, prec@thr=0.5: 0.6451, recall@top3: 0.7054, prec@top3: 0.5792, recall@top5: 0.8701, prec@top5: 0.4379, loss: 0.0556, grad_norm: 0.1105 2021-03-01 14:58:11,892 - mmaction - INFO - Epoch [2][1080/1921] lr: 5.717e-02, eta: 21:30:13, time: 2.161, data_time: 0.001, memory: 8237, loss_action_cls: 0.0556, recall@thr=0.5: 0.5421, prec@thr=0.5: 0.6556, recall@top3: 0.7071, prec@top3: 0.5794, recall@top5: 0.8704, prec@top5: 0.4361, loss: 0.0556, grad_norm: 0.1112 2021-03-01 14:58:53,961 - mmaction - INFO - Epoch [2][1100/1921] lr: 5.745e-02, eta: 21:29:10, time: 2.103, data_time: 0.001, memory: 8237, loss_action_cls: 0.0544, recall@thr=0.5: 0.5368, prec@thr=0.5: 0.6542, recall@top3: 0.7117, prec@top3: 0.5850, recall@top5: 0.8781, prec@top5: 0.4425, loss: 0.0544, grad_norm: 0.1081 2021-03-01 14:59:37,053 - mmaction - INFO - Epoch [2][1120/1921] lr: 5.773e-02, eta: 21:28:20, time: 2.155, data_time: 0.001, memory: 8237, loss_action_cls: 0.0548, recall@thr=0.5: 0.5609, prec@thr=0.5: 0.6653, recall@top3: 0.7152, prec@top3: 0.5927, recall@top5: 0.8795, prec@top5: 0.4469, loss: 0.0548, grad_norm: 0.1097 2021-03-01 15:00:20,417 - mmaction - INFO - Epoch [2][1140/1921] lr: 5.801e-02, eta: 21:27:32, time: 2.168, data_time: 0.001, memory: 8237, loss_action_cls: 0.0559, recall@thr=0.5: 0.5389, prec@thr=0.5: 0.6646, recall@top3: 0.7068, prec@top3: 0.5865, recall@top5: 0.8745, prec@top5: 0.4442, loss: 0.0559, grad_norm: 0.1098 2021-03-01 15:01:03,346 - mmaction - INFO - Epoch [2][1160/1921] lr: 5.829e-02, eta: 21:26:39, time: 2.147, data_time: 0.001, memory: 8237, loss_action_cls: 0.0547, recall@thr=0.5: 0.5460, prec@thr=0.5: 0.6624, recall@top3: 0.7113, prec@top3: 0.5751, recall@top5: 0.8764, prec@top5: 0.4332, loss: 0.0547, grad_norm: 0.1070 2021-03-01 15:01:46,280 - mmaction - INFO - Epoch [2][1180/1921] lr: 5.857e-02, eta: 21:25:47, time: 2.147, data_time: 0.001, memory: 8237, loss_action_cls: 0.0527, recall@thr=0.5: 0.5649, prec@thr=0.5: 0.6684, recall@top3: 0.7255, prec@top3: 0.5961, recall@top5: 0.8843, prec@top5: 0.4440, loss: 0.0527, grad_norm: 0.1083 2021-03-01 15:02:29,615 - mmaction - INFO - Epoch [2][1200/1921] lr: 5.885e-02, eta: 21:25:00, time: 2.167, data_time: 0.001, memory: 8237, loss_action_cls: 0.0537, recall@thr=0.5: 0.5626, prec@thr=0.5: 0.6674, recall@top3: 0.7216, prec@top3: 0.5909, recall@top5: 0.8802, prec@top5: 0.4414, loss: 0.0537, grad_norm: 0.1083 2021-03-01 15:03:12,400 - mmaction - INFO - Epoch [2][1220/1921] lr: 5.913e-02, eta: 21:24:06, time: 2.139, data_time: 0.001, memory: 8237, loss_action_cls: 0.0549, recall@thr=0.5: 0.5502, prec@thr=0.5: 0.6574, recall@top3: 0.7071, prec@top3: 0.5926, recall@top5: 0.8718, prec@top5: 0.4471, loss: 0.0549, grad_norm: 0.1126 2021-03-01 15:03:54,764 - mmaction - INFO - Epoch [2][1240/1921] lr: 5.941e-02, eta: 21:23:07, time: 2.118, data_time: 0.001, memory: 8237, loss_action_cls: 0.0529, recall@thr=0.5: 0.5588, prec@thr=0.5: 0.6611, recall@top3: 0.7221, prec@top3: 0.5931, recall@top5: 0.8794, prec@top5: 0.4424, loss: 0.0529, grad_norm: 0.1034 2021-03-01 15:04:38,362 - mmaction - INFO - Epoch [2][1260/1921] lr: 5.970e-02, eta: 21:22:23, time: 2.180, data_time: 0.001, memory: 8237, loss_action_cls: 0.0538, recall@thr=0.5: 0.5669, prec@thr=0.5: 0.6704, recall@top3: 0.7198, prec@top3: 0.5951, recall@top5: 0.8861, prec@top5: 0.4477, loss: 0.0538, grad_norm: 0.1032 2021-03-01 15:05:22,069 - mmaction - INFO - Epoch [2][1280/1921] lr: 5.998e-02, eta: 21:21:40, time: 2.185, data_time: 0.001, memory: 8237, loss_action_cls: 0.0547, recall@thr=0.5: 0.5562, prec@thr=0.5: 0.6709, recall@top3: 0.7147, prec@top3: 0.5916, recall@top5: 0.8770, prec@top5: 0.4418, loss: 0.0547, grad_norm: 0.1060 2021-03-01 15:06:05,601 - mmaction - INFO - Epoch [2][1300/1921] lr: 6.026e-02, eta: 21:20:54, time: 2.177, data_time: 0.001, memory: 8237, loss_action_cls: 0.0537, recall@thr=0.5: 0.5670, prec@thr=0.5: 0.6702, recall@top3: 0.7173, prec@top3: 0.5962, recall@top5: 0.8797, prec@top5: 0.4474, loss: 0.0537, grad_norm: 0.1008 2021-03-01 15:06:49,203 - mmaction - INFO - Epoch [2][1320/1921] lr: 6.054e-02, eta: 21:20:10, time: 2.180, data_time: 0.001, memory: 8243, loss_action_cls: 0.0547, recall@thr=0.5: 0.5613, prec@thr=0.5: 0.6628, recall@top3: 0.7166, prec@top3: 0.5957, recall@top5: 0.8800, prec@top5: 0.4469, loss: 0.0547, grad_norm: 0.1052 2021-03-01 15:07:32,281 - mmaction - INFO - Epoch [2][1340/1921] lr: 6.082e-02, eta: 21:19:20, time: 2.154, data_time: 0.001, memory: 8243, loss_action_cls: 0.0538, recall@thr=0.5: 0.5471, prec@thr=0.5: 0.6665, recall@top3: 0.7172, prec@top3: 0.5839, recall@top5: 0.8828, prec@top5: 0.4404, loss: 0.0538, grad_norm: 0.1043 2021-03-01 15:08:14,521 - mmaction - INFO - Epoch [2][1360/1921] lr: 6.110e-02, eta: 21:18:21, time: 2.112, data_time: 0.001, memory: 8243, loss_action_cls: 0.0528, recall@thr=0.5: 0.5631, prec@thr=0.5: 0.6828, recall@top3: 0.7296, prec@top3: 0.5942, recall@top5: 0.8875, prec@top5: 0.4421, loss: 0.0528, grad_norm: 0.1067 2021-03-01 15:08:57,240 - mmaction - INFO - Epoch [2][1380/1921] lr: 6.138e-02, eta: 21:17:28, time: 2.136, data_time: 0.001, memory: 8243, loss_action_cls: 0.0530, recall@thr=0.5: 0.5547, prec@thr=0.5: 0.6629, recall@top3: 0.7233, prec@top3: 0.5877, recall@top5: 0.8853, prec@top5: 0.4400, loss: 0.0530, grad_norm: 0.1036 2021-03-01 15:09:39,379 - mmaction - INFO - Epoch [2][1400/1921] lr: 6.166e-02, eta: 21:16:28, time: 2.107, data_time: 0.001, memory: 8243, loss_action_cls: 0.0538, recall@thr=0.5: 0.5550, prec@thr=0.5: 0.6648, recall@top3: 0.7156, prec@top3: 0.5840, recall@top5: 0.8772, prec@top5: 0.4392, loss: 0.0538, grad_norm: 0.1120 2021-03-01 15:10:22,121 - mmaction - INFO - Epoch [2][1420/1921] lr: 6.194e-02, eta: 21:15:35, time: 2.137, data_time: 0.001, memory: 8243, loss_action_cls: 0.0546, recall@thr=0.5: 0.5621, prec@thr=0.5: 0.6657, recall@top3: 0.7189, prec@top3: 0.5929, recall@top5: 0.8840, prec@top5: 0.4459, loss: 0.0546, grad_norm: 0.1053 2021-03-01 15:11:05,384 - mmaction - INFO - Epoch [2][1440/1921] lr: 6.223e-02, eta: 21:14:47, time: 2.163, data_time: 0.001, memory: 8243, loss_action_cls: 0.0537, recall@thr=0.5: 0.5634, prec@thr=0.5: 0.6691, recall@top3: 0.7212, prec@top3: 0.5950, recall@top5: 0.8813, prec@top5: 0.4474, loss: 0.0537, grad_norm: 0.0991 2021-03-01 15:11:48,248 - mmaction - INFO - Epoch [2][1460/1921] lr: 6.251e-02, eta: 21:13:56, time: 2.143, data_time: 0.001, memory: 8243, loss_action_cls: 0.0537, recall@thr=0.5: 0.5554, prec@thr=0.5: 0.6631, recall@top3: 0.7185, prec@top3: 0.5909, recall@top5: 0.8807, prec@top5: 0.4448, loss: 0.0537, grad_norm: 0.1040 2021-03-01 15:12:30,187 - mmaction - INFO - Epoch [2][1480/1921] lr: 6.279e-02, eta: 21:12:55, time: 2.097, data_time: 0.001, memory: 8243, loss_action_cls: 0.0527, recall@thr=0.5: 0.5578, prec@thr=0.5: 0.6684, recall@top3: 0.7222, prec@top3: 0.5971, recall@top5: 0.8783, prec@top5: 0.4450, loss: 0.0527, grad_norm: 0.1118 2021-03-01 15:13:13,488 - mmaction - INFO - Epoch [2][1500/1921] lr: 6.307e-02, eta: 21:12:08, time: 2.165, data_time: 0.001, memory: 8243, loss_action_cls: 0.0535, recall@thr=0.5: 0.5559, prec@thr=0.5: 0.6650, recall@top3: 0.7167, prec@top3: 0.5861, recall@top5: 0.8742, prec@top5: 0.4369, loss: 0.0535, grad_norm: 0.1013 2021-03-01 15:13:56,210 - mmaction - INFO - Epoch [2][1520/1921] lr: 6.335e-02, eta: 21:11:15, time: 2.136, data_time: 0.001, memory: 8243, loss_action_cls: 0.0546, recall@thr=0.5: 0.5466, prec@thr=0.5: 0.6567, recall@top3: 0.7092, prec@top3: 0.5826, recall@top5: 0.8719, prec@top5: 0.4396, loss: 0.0546, grad_norm: 0.1054 2021-03-01 15:14:39,319 - mmaction - INFO - Epoch [2][1540/1921] lr: 6.363e-02, eta: 21:10:26, time: 2.155, data_time: 0.001, memory: 8243, loss_action_cls: 0.0535, recall@thr=0.5: 0.5540, prec@thr=0.5: 0.6682, recall@top3: 0.7150, prec@top3: 0.5884, recall@top5: 0.8779, prec@top5: 0.4444, loss: 0.0535, grad_norm: 0.1050 2021-03-01 15:15:22,353 - mmaction - INFO - Epoch [2][1560/1921] lr: 6.391e-02, eta: 21:09:37, time: 2.152, data_time: 0.001, memory: 8243, loss_action_cls: 0.0529, recall@thr=0.5: 0.5661, prec@thr=0.5: 0.6718, recall@top3: 0.7237, prec@top3: 0.5940, recall@top5: 0.8854, prec@top5: 0.4436, loss: 0.0529, grad_norm: 0.1060 2021-03-01 15:16:05,099 - mmaction - INFO - Epoch [2][1580/1921] lr: 6.419e-02, eta: 21:08:45, time: 2.137, data_time: 0.001, memory: 8243, loss_action_cls: 0.0528, recall@thr=0.5: 0.5642, prec@thr=0.5: 0.6714, recall@top3: 0.7244, prec@top3: 0.5936, recall@top5: 0.8838, prec@top5: 0.4440, loss: 0.0528, grad_norm: 0.1054 2021-03-01 15:16:48,715 - mmaction - INFO - Epoch [2][1600/1921] lr: 6.447e-02, eta: 21:08:01, time: 2.181, data_time: 0.001, memory: 8243, loss_action_cls: 0.0531, recall@thr=0.5: 0.5641, prec@thr=0.5: 0.6690, recall@top3: 0.7209, prec@top3: 0.5926, recall@top5: 0.8812, prec@top5: 0.4432, loss: 0.0531, grad_norm: 0.1071 2021-03-01 15:17:31,263 - mmaction - INFO - Epoch [2][1620/1921] lr: 6.476e-02, eta: 21:07:07, time: 2.127, data_time: 0.001, memory: 8243, loss_action_cls: 0.0540, recall@thr=0.5: 0.5457, prec@thr=0.5: 0.6649, recall@top3: 0.7132, prec@top3: 0.5830, recall@top5: 0.8730, prec@top5: 0.4388, loss: 0.0540, grad_norm: 0.1055 2021-03-01 15:18:15,423 - mmaction - INFO - Epoch [2][1640/1921] lr: 6.504e-02, eta: 21:06:29, time: 2.208, data_time: 0.001, memory: 8243, loss_action_cls: 0.0533, recall@thr=0.5: 0.5646, prec@thr=0.5: 0.6627, recall@top3: 0.7231, prec@top3: 0.6007, recall@top5: 0.8831, prec@top5: 0.4484, loss: 0.0533, grad_norm: 0.1048 2021-03-01 15:18:58,244 - mmaction - INFO - Epoch [2][1660/1921] lr: 6.532e-02, eta: 21:05:38, time: 2.141, data_time: 0.001, memory: 8243, loss_action_cls: 0.0530, recall@thr=0.5: 0.5567, prec@thr=0.5: 0.6770, recall@top3: 0.7146, prec@top3: 0.5921, recall@top5: 0.8800, prec@top5: 0.4460, loss: 0.0530, grad_norm: 0.1051 2021-03-01 15:19:41,884 - mmaction - INFO - Epoch [2][1680/1921] lr: 6.560e-02, eta: 21:04:55, time: 2.182, data_time: 0.001, memory: 8260, loss_action_cls: 0.0525, recall@thr=0.5: 0.5720, prec@thr=0.5: 0.6691, recall@top3: 0.7302, prec@top3: 0.5993, recall@top5: 0.8940, prec@top5: 0.4498, loss: 0.0525, grad_norm: 0.1157 2021-03-01 15:20:25,223 - mmaction - INFO - Epoch [2][1700/1921] lr: 6.588e-02, eta: 21:04:09, time: 2.167, data_time: 0.001, memory: 8260, loss_action_cls: 0.0533, recall@thr=0.5: 0.5595, prec@thr=0.5: 0.6733, recall@top3: 0.7155, prec@top3: 0.5968, recall@top5: 0.8838, prec@top5: 0.4510, loss: 0.0533, grad_norm: 0.1057 2021-03-01 15:21:08,544 - mmaction - INFO - Epoch [2][1720/1921] lr: 6.616e-02, eta: 21:03:23, time: 2.166, data_time: 0.001, memory: 8260, loss_action_cls: 0.0542, recall@thr=0.5: 0.5547, prec@thr=0.5: 0.6589, recall@top3: 0.7112, prec@top3: 0.5880, recall@top5: 0.8778, prec@top5: 0.4432, loss: 0.0542, grad_norm: 0.1114 2021-03-01 15:21:51,434 - mmaction - INFO - Epoch [2][1740/1921] lr: 6.644e-02, eta: 21:02:32, time: 2.144, data_time: 0.002, memory: 8260, loss_action_cls: 0.0520, recall@thr=0.5: 0.5727, prec@thr=0.5: 0.6783, recall@top3: 0.7305, prec@top3: 0.5939, recall@top5: 0.8874, prec@top5: 0.4428, loss: 0.0520, grad_norm: 0.1061 2021-03-01 15:22:33,960 - mmaction - INFO - Epoch [2][1760/1921] lr: 6.672e-02, eta: 21:01:39, time: 2.127, data_time: 0.001, memory: 8260, loss_action_cls: 0.0525, recall@thr=0.5: 0.5654, prec@thr=0.5: 0.6626, recall@top3: 0.7244, prec@top3: 0.5882, recall@top5: 0.8897, prec@top5: 0.4429, loss: 0.0525, grad_norm: 0.1070 2021-03-01 15:23:16,430 - mmaction - INFO - Epoch [2][1780/1921] lr: 6.700e-02, eta: 21:00:45, time: 2.123, data_time: 0.001, memory: 8260, loss_action_cls: 0.0530, recall@thr=0.5: 0.5494, prec@thr=0.5: 0.6694, recall@top3: 0.7228, prec@top3: 0.5822, recall@top5: 0.8819, prec@top5: 0.4351, loss: 0.0530, grad_norm: 0.1072 2021-03-01 15:23:58,719 - mmaction - INFO - Epoch [2][1800/1921] lr: 6.729e-02, eta: 20:59:49, time: 2.115, data_time: 0.001, memory: 8260, loss_action_cls: 0.0521, recall@thr=0.5: 0.5611, prec@thr=0.5: 0.6738, recall@top3: 0.7252, prec@top3: 0.5860, recall@top5: 0.8855, prec@top5: 0.4390, loss: 0.0521, grad_norm: 0.1080 2021-03-01 15:24:42,309 - mmaction - INFO - Epoch [2][1820/1921] lr: 6.757e-02, eta: 20:59:06, time: 2.180, data_time: 0.001, memory: 8260, loss_action_cls: 0.0520, recall@thr=0.5: 0.5662, prec@thr=0.5: 0.6692, recall@top3: 0.7215, prec@top3: 0.5998, recall@top5: 0.8841, prec@top5: 0.4495, loss: 0.0520, grad_norm: 0.0969 2021-03-01 15:25:25,241 - mmaction - INFO - Epoch [2][1840/1921] lr: 6.785e-02, eta: 20:58:16, time: 2.147, data_time: 0.001, memory: 8260, loss_action_cls: 0.0518, recall@thr=0.5: 0.5734, prec@thr=0.5: 0.6806, recall@top3: 0.7315, prec@top3: 0.5963, recall@top5: 0.8931, prec@top5: 0.4466, loss: 0.0518, grad_norm: 0.0976 2021-03-01 15:26:08,595 - mmaction - INFO - Epoch [2][1860/1921] lr: 6.813e-02, eta: 20:57:31, time: 2.168, data_time: 0.001, memory: 8260, loss_action_cls: 0.0520, recall@thr=0.5: 0.5782, prec@thr=0.5: 0.6808, recall@top3: 0.7299, prec@top3: 0.6035, recall@top5: 0.8878, prec@top5: 0.4495, loss: 0.0520, grad_norm: 0.1014 2021-03-01 15:26:52,581 - mmaction - INFO - Epoch [2][1880/1921] lr: 6.841e-02, eta: 20:56:51, time: 2.199, data_time: 0.001, memory: 8260, loss_action_cls: 0.0532, recall@thr=0.5: 0.5552, prec@thr=0.5: 0.6672, recall@top3: 0.7215, prec@top3: 0.5949, recall@top5: 0.8837, prec@top5: 0.4462, loss: 0.0532, grad_norm: 0.1029 2021-03-01 15:27:36,362 - mmaction - INFO - Epoch [2][1900/1921] lr: 6.869e-02, eta: 20:56:10, time: 2.189, data_time: 0.001, memory: 8260, loss_action_cls: 0.0521, recall@thr=0.5: 0.5697, prec@thr=0.5: 0.6735, recall@top3: 0.7264, prec@top3: 0.5919, recall@top5: 0.8898, prec@top5: 0.4425, loss: 0.0521, grad_norm: 0.1054 2021-03-01 15:28:17,898 - mmaction - INFO - Epoch [2][1920/1921] lr: 6.897e-02, eta: 20:55:08, time: 2.077, data_time: 0.001, memory: 8260, loss_action_cls: 0.0532, recall@thr=0.5: 0.5573, prec@thr=0.5: 0.6659, recall@top3: 0.7143, prec@top3: 0.5937, recall@top5: 0.8822, prec@top5: 0.4481, loss: 0.0532, grad_norm: 0.1044 2021-03-01 15:28:22,560 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-03-01 15:39:31,035 - mmaction - INFO - Evaluating mAP ... 2021-03-01 15:47:57,557 - mmaction - INFO - mAP@0.5IOU 0.1619 2021-03-01 15:47:58,146 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_2.pth. 2021-03-01 15:47:58,146 - mmaction - INFO - Best mAP@0.5IOU is 0.1619 at 2 epoch. 2021-03-01 15:47:59,384 - mmaction - INFO - Epoch(val) [2][1921] mAP@0.5IOU: 0.1619 2021-03-01 15:49:30,948 - mmaction - INFO - Epoch [3][20/1921] lr: 6.927e-02, eta: 21:01:12, time: 4.578, data_time: 2.435, memory: 8260, loss_action_cls: 0.0509, recall@thr=0.5: 0.5736, prec@thr=0.5: 0.6762, recall@top3: 0.7336, prec@top3: 0.6004, recall@top5: 0.8908, prec@top5: 0.4465, loss: 0.0509, grad_norm: 0.0971 2021-03-01 15:50:13,429 - mmaction - INFO - Epoch [3][40/1921] lr: 6.955e-02, eta: 21:00:17, time: 2.124, data_time: 0.001, memory: 8260, loss_action_cls: 0.0511, recall@thr=0.5: 0.5798, prec@thr=0.5: 0.6794, recall@top3: 0.7353, prec@top3: 0.6055, recall@top5: 0.8923, prec@top5: 0.4492, loss: 0.0511, grad_norm: 0.1046 2021-03-01 15:50:56,743 - mmaction - INFO - Epoch [3][60/1921] lr: 6.983e-02, eta: 20:59:29, time: 2.166, data_time: 0.001, memory: 8260, loss_action_cls: 0.0518, recall@thr=0.5: 0.5691, prec@thr=0.5: 0.6855, recall@top3: 0.7295, prec@top3: 0.6009, recall@top5: 0.8851, prec@top5: 0.4467, loss: 0.0518, grad_norm: 0.1013 2021-03-01 15:51:39,545 - mmaction - INFO - Epoch [3][80/1921] lr: 7.011e-02, eta: 20:58:36, time: 2.140, data_time: 0.001, memory: 8260, loss_action_cls: 0.0519, recall@thr=0.5: 0.5750, prec@thr=0.5: 0.6786, recall@top3: 0.7234, prec@top3: 0.5965, recall@top5: 0.8870, prec@top5: 0.4490, loss: 0.0519, grad_norm: 0.1051 2021-03-01 15:52:23,064 - mmaction - INFO - Epoch [3][100/1921] lr: 7.039e-02, eta: 20:57:50, time: 2.176, data_time: 0.001, memory: 8260, loss_action_cls: 0.0506, recall@thr=0.5: 0.5746, prec@thr=0.5: 0.6872, recall@top3: 0.7341, prec@top3: 0.6058, recall@top5: 0.8928, prec@top5: 0.4510, loss: 0.0506, grad_norm: 0.1090 2021-03-01 15:53:06,601 - mmaction - INFO - Epoch [3][120/1921] lr: 7.067e-02, eta: 20:57:04, time: 2.177, data_time: 0.001, memory: 8260, loss_action_cls: 0.0522, recall@thr=0.5: 0.5781, prec@thr=0.5: 0.6774, recall@top3: 0.7316, prec@top3: 0.5988, recall@top5: 0.8892, prec@top5: 0.4462, loss: 0.0522, grad_norm: 0.1110 2021-03-01 15:53:49,784 - mmaction - INFO - Epoch [3][140/1921] lr: 7.095e-02, eta: 20:56:15, time: 2.159, data_time: 0.001, memory: 8260, loss_action_cls: 0.0512, recall@thr=0.5: 0.5686, prec@thr=0.5: 0.6661, recall@top3: 0.7298, prec@top3: 0.5971, recall@top5: 0.8893, prec@top5: 0.4441, loss: 0.0512, grad_norm: 0.1083 2021-03-01 15:54:32,239 - mmaction - INFO - Epoch [3][160/1921] lr: 7.123e-02, eta: 20:55:20, time: 2.123, data_time: 0.001, memory: 8260, loss_action_cls: 0.0517, recall@thr=0.5: 0.5566, prec@thr=0.5: 0.6723, recall@top3: 0.7303, prec@top3: 0.5894, recall@top5: 0.8865, prec@top5: 0.4389, loss: 0.0517, grad_norm: 0.1076 2021-03-01 15:55:15,528 - mmaction - INFO - Epoch [3][180/1921] lr: 7.152e-02, eta: 20:54:32, time: 2.165, data_time: 0.001, memory: 8260, loss_action_cls: 0.0518, recall@thr=0.5: 0.5684, prec@thr=0.5: 0.6771, recall@top3: 0.7270, prec@top3: 0.5993, recall@top5: 0.8845, prec@top5: 0.4467, loss: 0.0518, grad_norm: 0.0981 2021-03-01 15:55:59,469 - mmaction - INFO - Epoch [3][200/1921] lr: 7.180e-02, eta: 20:53:50, time: 2.197, data_time: 0.001, memory: 8260, loss_action_cls: 0.0518, recall@thr=0.5: 0.5800, prec@thr=0.5: 0.6843, recall@top3: 0.7293, prec@top3: 0.6037, recall@top5: 0.8826, prec@top5: 0.4482, loss: 0.0518, grad_norm: 0.1012 2021-03-01 15:56:42,451 - mmaction - INFO - Epoch [3][220/1921] lr: 7.208e-02, eta: 20:53:00, time: 2.149, data_time: 0.001, memory: 8260, loss_action_cls: 0.0518, recall@thr=0.5: 0.5786, prec@thr=0.5: 0.6872, recall@top3: 0.7308, prec@top3: 0.6113, recall@top5: 0.8914, prec@top5: 0.4557, loss: 0.0518, grad_norm: 0.1031 2021-03-01 15:57:25,020 - mmaction - INFO - Epoch [3][240/1921] lr: 7.236e-02, eta: 20:52:06, time: 2.129, data_time: 0.001, memory: 8260, loss_action_cls: 0.0507, recall@thr=0.5: 0.5741, prec@thr=0.5: 0.6840, recall@top3: 0.7223, prec@top3: 0.5928, recall@top5: 0.8866, prec@top5: 0.4456, loss: 0.0507, grad_norm: 0.1033 2021-03-01 15:58:08,006 - mmaction - INFO - Epoch [3][260/1921] lr: 7.264e-02, eta: 20:51:16, time: 2.149, data_time: 0.001, memory: 8260, loss_action_cls: 0.0512, recall@thr=0.5: 0.5741, prec@thr=0.5: 0.6861, recall@top3: 0.7273, prec@top3: 0.6006, recall@top5: 0.8885, prec@top5: 0.4497, loss: 0.0512, grad_norm: 0.1026 2021-03-01 15:58:50,412 - mmaction - INFO - Epoch [3][280/1921] lr: 7.292e-02, eta: 20:50:21, time: 2.121, data_time: 0.001, memory: 8260, loss_action_cls: 0.0515, recall@thr=0.5: 0.5754, prec@thr=0.5: 0.6846, recall@top3: 0.7305, prec@top3: 0.5962, recall@top5: 0.8921, prec@top5: 0.4459, loss: 0.0515, grad_norm: 0.1001 2021-03-01 15:59:33,279 - mmaction - INFO - Epoch [3][300/1921] lr: 7.320e-02, eta: 20:49:30, time: 2.143, data_time: 0.001, memory: 8260, loss_action_cls: 0.0508, recall@thr=0.5: 0.5715, prec@thr=0.5: 0.6840, recall@top3: 0.7268, prec@top3: 0.5931, recall@top5: 0.8895, prec@top5: 0.4442, loss: 0.0508, grad_norm: 0.0992 2021-03-01 16:00:16,331 - mmaction - INFO - Epoch [3][320/1921] lr: 7.348e-02, eta: 20:48:40, time: 2.153, data_time: 0.001, memory: 8260, loss_action_cls: 0.0516, recall@thr=0.5: 0.5640, prec@thr=0.5: 0.6671, recall@top3: 0.7310, prec@top3: 0.5948, recall@top5: 0.8915, prec@top5: 0.4445, loss: 0.0516, grad_norm: 0.1057 2021-03-01 16:00:58,452 - mmaction - INFO - Epoch [3][340/1921] lr: 7.376e-02, eta: 20:47:43, time: 2.106, data_time: 0.001, memory: 8260, loss_action_cls: 0.0504, recall@thr=0.5: 0.5822, prec@thr=0.5: 0.6874, recall@top3: 0.7350, prec@top3: 0.6000, recall@top5: 0.8893, prec@top5: 0.4437, loss: 0.0504, grad_norm: 0.1002 2021-03-01 16:01:41,247 - mmaction - INFO - Epoch [3][360/1921] lr: 7.405e-02, eta: 20:46:52, time: 2.140, data_time: 0.001, memory: 8260, loss_action_cls: 0.0509, recall@thr=0.5: 0.5782, prec@thr=0.5: 0.6824, recall@top3: 0.7380, prec@top3: 0.6014, recall@top5: 0.8898, prec@top5: 0.4442, loss: 0.0509, grad_norm: 0.1017 2021-03-01 16:02:24,324 - mmaction - INFO - Epoch [3][380/1921] lr: 7.433e-02, eta: 20:46:03, time: 2.154, data_time: 0.001, memory: 8260, loss_action_cls: 0.0505, recall@thr=0.5: 0.5820, prec@thr=0.5: 0.6860, recall@top3: 0.7295, prec@top3: 0.6060, recall@top5: 0.8913, prec@top5: 0.4521, loss: 0.0505, grad_norm: 0.1048 2021-03-01 16:03:07,435 - mmaction - INFO - Epoch [3][400/1921] lr: 7.461e-02, eta: 20:45:14, time: 2.155, data_time: 0.001, memory: 8260, loss_action_cls: 0.0507, recall@thr=0.5: 0.5890, prec@thr=0.5: 0.6925, recall@top3: 0.7370, prec@top3: 0.6102, recall@top5: 0.8895, prec@top5: 0.4504, loss: 0.0507, grad_norm: 0.1005 2021-03-01 16:03:49,964 - mmaction - INFO - Epoch [3][420/1921] lr: 7.489e-02, eta: 20:44:21, time: 2.127, data_time: 0.001, memory: 8260, loss_action_cls: 0.0514, recall@thr=0.5: 0.5692, prec@thr=0.5: 0.6758, recall@top3: 0.7277, prec@top3: 0.5879, recall@top5: 0.8811, prec@top5: 0.4350, loss: 0.0514, grad_norm: 0.1031 2021-03-01 16:04:33,984 - mmaction - INFO - Epoch [3][440/1921] lr: 7.517e-02, eta: 20:43:40, time: 2.201, data_time: 0.001, memory: 8260, loss_action_cls: 0.0510, recall@thr=0.5: 0.5720, prec@thr=0.5: 0.6790, recall@top3: 0.7292, prec@top3: 0.6036, recall@top5: 0.8858, prec@top5: 0.4495, loss: 0.0510, grad_norm: 0.0971 2021-03-01 16:05:16,683 - mmaction - INFO - Epoch [3][460/1921] lr: 7.545e-02, eta: 20:42:48, time: 2.135, data_time: 0.001, memory: 8260, loss_action_cls: 0.0512, recall@thr=0.5: 0.5719, prec@thr=0.5: 0.6847, recall@top3: 0.7309, prec@top3: 0.5992, recall@top5: 0.8875, prec@top5: 0.4449, loss: 0.0512, grad_norm: 0.1030 2021-03-01 16:05:59,504 - mmaction - INFO - Epoch [3][480/1921] lr: 7.573e-02, eta: 20:41:57, time: 2.141, data_time: 0.001, memory: 8260, loss_action_cls: 0.0514, recall@thr=0.5: 0.5680, prec@thr=0.5: 0.6663, recall@top3: 0.7205, prec@top3: 0.5879, recall@top5: 0.8841, prec@top5: 0.4423, loss: 0.0514, grad_norm: 0.1029 2021-03-01 16:06:42,910 - mmaction - INFO - Epoch [3][500/1921] lr: 7.601e-02, eta: 20:41:11, time: 2.170, data_time: 0.001, memory: 8260, loss_action_cls: 0.0510, recall@thr=0.5: 0.5706, prec@thr=0.5: 0.6780, recall@top3: 0.7346, prec@top3: 0.5998, recall@top5: 0.8929, prec@top5: 0.4473, loss: 0.0510, grad_norm: 0.1064 2021-03-01 16:07:26,332 - mmaction - INFO - Epoch [3][520/1921] lr: 7.629e-02, eta: 20:40:25, time: 2.171, data_time: 0.001, memory: 8260, loss_action_cls: 0.0521, recall@thr=0.5: 0.5794, prec@thr=0.5: 0.6869, recall@top3: 0.7284, prec@top3: 0.6058, recall@top5: 0.8870, prec@top5: 0.4522, loss: 0.0521, grad_norm: 0.1099 2021-03-01 16:08:08,994 - mmaction - INFO - Epoch [3][540/1921] lr: 7.658e-02, eta: 20:39:33, time: 2.133, data_time: 0.001, memory: 8260, loss_action_cls: 0.0519, recall@thr=0.5: 0.5746, prec@thr=0.5: 0.6742, recall@top3: 0.7233, prec@top3: 0.5979, recall@top5: 0.8856, prec@top5: 0.4484, loss: 0.0519, grad_norm: 0.1038 2021-03-01 16:08:52,194 - mmaction - INFO - Epoch [3][560/1921] lr: 7.686e-02, eta: 20:38:46, time: 2.160, data_time: 0.001, memory: 8260, loss_action_cls: 0.0513, recall@thr=0.5: 0.5711, prec@thr=0.5: 0.6832, recall@top3: 0.7332, prec@top3: 0.6010, recall@top5: 0.8912, prec@top5: 0.4475, loss: 0.0513, grad_norm: 0.1081 2021-03-01 16:09:35,054 - mmaction - INFO - Epoch [3][580/1921] lr: 7.714e-02, eta: 20:37:56, time: 2.143, data_time: 0.001, memory: 8260, loss_action_cls: 0.0502, recall@thr=0.5: 0.5824, prec@thr=0.5: 0.6845, recall@top3: 0.7305, prec@top3: 0.6047, recall@top5: 0.8917, prec@top5: 0.4517, loss: 0.0502, grad_norm: 0.1029 2021-03-01 16:10:18,083 - mmaction - INFO - Epoch [3][600/1921] lr: 7.742e-02, eta: 20:37:07, time: 2.151, data_time: 0.001, memory: 8260, loss_action_cls: 0.0509, recall@thr=0.5: 0.5676, prec@thr=0.5: 0.6720, recall@top3: 0.7261, prec@top3: 0.5964, recall@top5: 0.8885, prec@top5: 0.4475, loss: 0.0509, grad_norm: 0.1046 2021-03-01 16:11:00,928 - mmaction - INFO - Epoch [3][620/1921] lr: 7.770e-02, eta: 20:36:17, time: 2.142, data_time: 0.001, memory: 8260, loss_action_cls: 0.0510, recall@thr=0.5: 0.5919, prec@thr=0.5: 0.6894, recall@top3: 0.7356, prec@top3: 0.6057, recall@top5: 0.8894, prec@top5: 0.4498, loss: 0.0510, grad_norm: 0.0999 2021-03-01 16:11:43,288 - mmaction - INFO - Epoch [3][640/1921] lr: 7.798e-02, eta: 20:35:23, time: 2.118, data_time: 0.001, memory: 8260, loss_action_cls: 0.0497, recall@thr=0.5: 0.5783, prec@thr=0.5: 0.6799, recall@top3: 0.7393, prec@top3: 0.6052, recall@top5: 0.8954, prec@top5: 0.4492, loss: 0.0497, grad_norm: 0.1026 2021-03-01 16:12:26,194 - mmaction - INFO - Epoch [3][660/1921] lr: 7.826e-02, eta: 20:34:33, time: 2.145, data_time: 0.001, memory: 8260, loss_action_cls: 0.0508, recall@thr=0.5: 0.5860, prec@thr=0.5: 0.6858, recall@top3: 0.7317, prec@top3: 0.6016, recall@top5: 0.8890, prec@top5: 0.4483, loss: 0.0508, grad_norm: 0.1022 2021-03-01 16:13:09,498 - mmaction - INFO - Epoch [3][680/1921] lr: 7.854e-02, eta: 20:33:47, time: 2.165, data_time: 0.001, memory: 8260, loss_action_cls: 0.0509, recall@thr=0.5: 0.5638, prec@thr=0.5: 0.6824, recall@top3: 0.7306, prec@top3: 0.6043, recall@top5: 0.8882, prec@top5: 0.4490, loss: 0.0509, grad_norm: 0.0999 2021-03-01 16:13:52,898 - mmaction - INFO - Epoch [3][700/1921] lr: 7.882e-02, eta: 20:33:01, time: 2.170, data_time: 0.001, memory: 8260, loss_action_cls: 0.0507, recall@thr=0.5: 0.5759, prec@thr=0.5: 0.6806, recall@top3: 0.7347, prec@top3: 0.6014, recall@top5: 0.8880, prec@top5: 0.4458, loss: 0.0507, grad_norm: 0.0980 2021-03-01 16:14:35,506 - mmaction - INFO - Epoch [3][720/1921] lr: 7.911e-02, eta: 20:32:10, time: 2.130, data_time: 0.001, memory: 8260, loss_action_cls: 0.0496, recall@thr=0.5: 0.5994, prec@thr=0.5: 0.6893, recall@top3: 0.7398, prec@top3: 0.6156, recall@top5: 0.8958, prec@top5: 0.4573, loss: 0.0496, grad_norm: 0.0995 2021-03-01 16:15:18,524 - mmaction - INFO - Epoch [3][740/1921] lr: 7.939e-02, eta: 20:31:21, time: 2.151, data_time: 0.001, memory: 8260, loss_action_cls: 0.0500, recall@thr=0.5: 0.5748, prec@thr=0.5: 0.6799, recall@top3: 0.7291, prec@top3: 0.6007, recall@top5: 0.8963, prec@top5: 0.4524, loss: 0.0500, grad_norm: 0.1025 2021-03-01 16:16:02,064 - mmaction - INFO - Epoch [3][760/1921] lr: 7.967e-02, eta: 20:30:36, time: 2.177, data_time: 0.001, memory: 8260, loss_action_cls: 0.0488, recall@thr=0.5: 0.5824, prec@thr=0.5: 0.6924, recall@top3: 0.7408, prec@top3: 0.5983, recall@top5: 0.8986, prec@top5: 0.4444, loss: 0.0488, grad_norm: 0.0995 2021-03-01 16:16:45,209 - mmaction - INFO - Epoch [3][780/1921] lr: 7.995e-02, eta: 20:29:49, time: 2.157, data_time: 0.001, memory: 8260, loss_action_cls: 0.0497, recall@thr=0.5: 0.5829, prec@thr=0.5: 0.6945, recall@top3: 0.7374, prec@top3: 0.6086, recall@top5: 0.8999, prec@top5: 0.4528, loss: 0.0497, grad_norm: 0.1009 2021-03-01 16:17:28,394 - mmaction - INFO - Epoch [3][800/1921] lr: 8.023e-02, eta: 20:29:02, time: 2.159, data_time: 0.001, memory: 8260, loss_action_cls: 0.0505, recall@thr=0.5: 0.5827, prec@thr=0.5: 0.6899, recall@top3: 0.7369, prec@top3: 0.5972, recall@top5: 0.8923, prec@top5: 0.4417, loss: 0.0505, grad_norm: 0.1009 2021-03-01 16:18:11,279 - mmaction - INFO - Epoch [3][820/1921] lr: 8.051e-02, eta: 20:28:12, time: 2.144, data_time: 0.001, memory: 8260, loss_action_cls: 0.0497, recall@thr=0.5: 0.5797, prec@thr=0.5: 0.6894, recall@top3: 0.7402, prec@top3: 0.6074, recall@top5: 0.8936, prec@top5: 0.4487, loss: 0.0497, grad_norm: 0.0984 2021-03-01 16:18:55,015 - mmaction - INFO - Epoch [3][840/1921] lr: 8.079e-02, eta: 20:27:29, time: 2.187, data_time: 0.001, memory: 8260, loss_action_cls: 0.0510, recall@thr=0.5: 0.5723, prec@thr=0.5: 0.6733, recall@top3: 0.7325, prec@top3: 0.5933, recall@top5: 0.8865, prec@top5: 0.4401, loss: 0.0510, grad_norm: 0.0986 2021-03-01 16:19:37,691 - mmaction - INFO - Epoch [3][860/1921] lr: 8.107e-02, eta: 20:26:39, time: 2.134, data_time: 0.001, memory: 8260, loss_action_cls: 0.0508, recall@thr=0.5: 0.5797, prec@thr=0.5: 0.6893, recall@top3: 0.7302, prec@top3: 0.6041, recall@top5: 0.8889, prec@top5: 0.4505, loss: 0.0508, grad_norm: 0.1041 2021-03-01 16:20:21,372 - mmaction - INFO - Epoch [3][880/1921] lr: 8.135e-02, eta: 20:25:55, time: 2.184, data_time: 0.001, memory: 8260, loss_action_cls: 0.0498, recall@thr=0.5: 0.5682, prec@thr=0.5: 0.6765, recall@top3: 0.7329, prec@top3: 0.5955, recall@top5: 0.8958, prec@top5: 0.4458, loss: 0.0498, grad_norm: 0.1032 2021-03-01 16:21:04,130 - mmaction - INFO - Epoch [3][900/1921] lr: 8.164e-02, eta: 20:25:05, time: 2.138, data_time: 0.001, memory: 8260, loss_action_cls: 0.0514, recall@thr=0.5: 0.5688, prec@thr=0.5: 0.6832, recall@top3: 0.7295, prec@top3: 0.5916, recall@top5: 0.8882, prec@top5: 0.4420, loss: 0.0514, grad_norm: 0.1064 2021-03-01 16:21:48,220 - mmaction - INFO - Epoch [3][920/1921] lr: 8.192e-02, eta: 20:24:25, time: 2.204, data_time: 0.001, memory: 8260, loss_action_cls: 0.0506, recall@thr=0.5: 0.5741, prec@thr=0.5: 0.6846, recall@top3: 0.7296, prec@top3: 0.6032, recall@top5: 0.8848, prec@top5: 0.4486, loss: 0.0506, grad_norm: 0.0957 2021-03-01 16:22:31,090 - mmaction - INFO - Epoch [3][940/1921] lr: 8.220e-02, eta: 20:23:35, time: 2.144, data_time: 0.001, memory: 8260, loss_action_cls: 0.0507, recall@thr=0.5: 0.5808, prec@thr=0.5: 0.6867, recall@top3: 0.7304, prec@top3: 0.6020, recall@top5: 0.8933, prec@top5: 0.4507, loss: 0.0507, grad_norm: 0.0983 2021-03-01 16:23:14,548 - mmaction - INFO - Epoch [3][960/1921] lr: 8.248e-02, eta: 20:22:50, time: 2.173, data_time: 0.001, memory: 8260, loss_action_cls: 0.0492, recall@thr=0.5: 0.5915, prec@thr=0.5: 0.6938, recall@top3: 0.7387, prec@top3: 0.6114, recall@top5: 0.8951, prec@top5: 0.4532, loss: 0.0492, grad_norm: 0.0947 2021-03-01 16:23:57,369 - mmaction - INFO - Epoch [3][980/1921] lr: 8.276e-02, eta: 20:22:01, time: 2.141, data_time: 0.001, memory: 8260, loss_action_cls: 0.0497, recall@thr=0.5: 0.5810, prec@thr=0.5: 0.6874, recall@top3: 0.7387, prec@top3: 0.6012, recall@top5: 0.8937, prec@top5: 0.4465, loss: 0.0497, grad_norm: 0.1035 2021-03-01 16:24:40,592 - mmaction - INFO - Epoch [3][1000/1921] lr: 8.304e-02, eta: 20:21:14, time: 2.161, data_time: 0.001, memory: 8260, loss_action_cls: 0.0493, recall@thr=0.5: 0.5894, prec@thr=0.5: 0.6948, recall@top3: 0.7360, prec@top3: 0.6103, recall@top5: 0.8953, prec@top5: 0.4545, loss: 0.0493, grad_norm: 0.0999 2021-03-01 16:25:23,106 - mmaction - INFO - Epoch [3][1020/1921] lr: 8.332e-02, eta: 20:20:23, time: 2.126, data_time: 0.001, memory: 8260, loss_action_cls: 0.0496, recall@thr=0.5: 0.5800, prec@thr=0.5: 0.6780, recall@top3: 0.7317, prec@top3: 0.5982, recall@top5: 0.8930, prec@top5: 0.4465, loss: 0.0496, grad_norm: 0.1073 2021-03-01 16:26:06,750 - mmaction - INFO - Epoch [3][1040/1921] lr: 8.360e-02, eta: 20:19:39, time: 2.182, data_time: 0.001, memory: 8260, loss_action_cls: 0.0496, recall@thr=0.5: 0.5785, prec@thr=0.5: 0.6897, recall@top3: 0.7380, prec@top3: 0.6044, recall@top5: 0.8914, prec@top5: 0.4475, loss: 0.0496, grad_norm: 0.0993 2021-03-01 16:26:49,697 - mmaction - INFO - Epoch [3][1060/1921] lr: 8.388e-02, eta: 20:18:51, time: 2.147, data_time: 0.001, memory: 8260, loss_action_cls: 0.0501, recall@thr=0.5: 0.5816, prec@thr=0.5: 0.6854, recall@top3: 0.7327, prec@top3: 0.6078, recall@top5: 0.8921, prec@top5: 0.4534, loss: 0.0501, grad_norm: 0.1016 2021-03-01 16:27:32,889 - mmaction - INFO - Epoch [3][1080/1921] lr: 8.417e-02, eta: 20:18:04, time: 2.160, data_time: 0.001, memory: 8260, loss_action_cls: 0.0505, recall@thr=0.5: 0.5839, prec@thr=0.5: 0.6826, recall@top3: 0.7317, prec@top3: 0.6053, recall@top5: 0.8840, prec@top5: 0.4473, loss: 0.0505, grad_norm: 0.1028 2021-03-01 16:28:15,908 - mmaction - INFO - Epoch [3][1100/1921] lr: 8.445e-02, eta: 20:17:16, time: 2.151, data_time: 0.001, memory: 8260, loss_action_cls: 0.0496, recall@thr=0.5: 0.5899, prec@thr=0.5: 0.6913, recall@top3: 0.7370, prec@top3: 0.6027, recall@top5: 0.8954, prec@top5: 0.4493, loss: 0.0496, grad_norm: 0.0984 2021-03-01 16:28:59,553 - mmaction - INFO - Epoch [3][1120/1921] lr: 8.473e-02, eta: 20:16:33, time: 2.182, data_time: 0.001, memory: 8260, loss_action_cls: 0.0502, recall@thr=0.5: 0.5789, prec@thr=0.5: 0.6915, recall@top3: 0.7364, prec@top3: 0.6104, recall@top5: 0.8886, prec@top5: 0.4515, loss: 0.0502, grad_norm: 0.0995 2021-03-01 16:29:42,345 - mmaction - INFO - Epoch [3][1140/1921] lr: 8.501e-02, eta: 20:15:44, time: 2.139, data_time: 0.001, memory: 8260, loss_action_cls: 0.0497, recall@thr=0.5: 0.5805, prec@thr=0.5: 0.6857, recall@top3: 0.7336, prec@top3: 0.6033, recall@top5: 0.8924, prec@top5: 0.4489, loss: 0.0497, grad_norm: 0.0996 2021-03-01 16:30:24,916 - mmaction - INFO - Epoch [3][1160/1921] lr: 8.529e-02, eta: 20:14:53, time: 2.129, data_time: 0.001, memory: 8260, loss_action_cls: 0.0502, recall@thr=0.5: 0.5719, prec@thr=0.5: 0.6759, recall@top3: 0.7330, prec@top3: 0.5912, recall@top5: 0.8901, prec@top5: 0.4403, loss: 0.0502, grad_norm: 0.1000 2021-03-01 16:31:07,838 - mmaction - INFO - Epoch [3][1180/1921] lr: 8.557e-02, eta: 20:14:05, time: 2.146, data_time: 0.001, memory: 8260, loss_action_cls: 0.0504, recall@thr=0.5: 0.5710, prec@thr=0.5: 0.6732, recall@top3: 0.7298, prec@top3: 0.5906, recall@top5: 0.8880, prec@top5: 0.4411, loss: 0.0504, grad_norm: 0.1034 2021-03-01 16:31:50,250 - mmaction - INFO - Epoch [3][1200/1921] lr: 8.585e-02, eta: 20:13:13, time: 2.121, data_time: 0.001, memory: 8260, loss_action_cls: 0.0510, recall@thr=0.5: 0.5635, prec@thr=0.5: 0.6849, recall@top3: 0.7387, prec@top3: 0.5945, recall@top5: 0.8894, prec@top5: 0.4405, loss: 0.0510, grad_norm: 0.1025 2021-03-01 16:32:34,039 - mmaction - INFO - Epoch [3][1220/1921] lr: 8.613e-02, eta: 20:12:31, time: 2.189, data_time: 0.001, memory: 8260, loss_action_cls: 0.0502, recall@thr=0.5: 0.5921, prec@thr=0.5: 0.6949, recall@top3: 0.7426, prec@top3: 0.6052, recall@top5: 0.8908, prec@top5: 0.4440, loss: 0.0502, grad_norm: 0.0955 2021-03-01 16:33:17,698 - mmaction - INFO - Epoch [3][1240/1921] lr: 8.641e-02, eta: 20:11:47, time: 2.183, data_time: 0.001, memory: 8260, loss_action_cls: 0.0505, recall@thr=0.5: 0.5692, prec@thr=0.5: 0.6805, recall@top3: 0.7337, prec@top3: 0.6035, recall@top5: 0.8911, prec@top5: 0.4484, loss: 0.0505, grad_norm: 0.0984 2021-03-01 16:34:00,906 - mmaction - INFO - Epoch [3][1260/1921] lr: 8.670e-02, eta: 20:11:01, time: 2.160, data_time: 0.001, memory: 8260, loss_action_cls: 0.0505, recall@thr=0.5: 0.5743, prec@thr=0.5: 0.6742, recall@top3: 0.7247, prec@top3: 0.6004, recall@top5: 0.8864, prec@top5: 0.4485, loss: 0.0505, grad_norm: 0.1069 2021-03-01 16:34:43,838 - mmaction - INFO - Epoch [3][1280/1921] lr: 8.698e-02, eta: 20:10:13, time: 2.147, data_time: 0.001, memory: 8260, loss_action_cls: 0.0482, recall@thr=0.5: 0.5844, prec@thr=0.5: 0.6980, recall@top3: 0.7479, prec@top3: 0.6031, recall@top5: 0.9000, prec@top5: 0.4457, loss: 0.0482, grad_norm: 0.1006 2021-03-01 16:35:27,009 - mmaction - INFO - Epoch [3][1300/1921] lr: 8.726e-02, eta: 20:09:26, time: 2.158, data_time: 0.001, memory: 8260, loss_action_cls: 0.0492, recall@thr=0.5: 0.5700, prec@thr=0.5: 0.6796, recall@top3: 0.7311, prec@top3: 0.6029, recall@top5: 0.8956, prec@top5: 0.4512, loss: 0.0492, grad_norm: 0.0949 2021-03-01 16:36:09,759 - mmaction - INFO - Epoch [3][1320/1921] lr: 8.754e-02, eta: 20:08:37, time: 2.138, data_time: 0.001, memory: 8260, loss_action_cls: 0.0512, recall@thr=0.5: 0.5843, prec@thr=0.5: 0.6865, recall@top3: 0.7325, prec@top3: 0.6042, recall@top5: 0.8890, prec@top5: 0.4506, loss: 0.0512, grad_norm: 0.0966 2021-03-01 16:36:52,809 - mmaction - INFO - Epoch [3][1340/1921] lr: 8.782e-02, eta: 20:07:50, time: 2.152, data_time: 0.001, memory: 8260, loss_action_cls: 0.0496, recall@thr=0.5: 0.5808, prec@thr=0.5: 0.7003, recall@top3: 0.7326, prec@top3: 0.6024, recall@top5: 0.8867, prec@top5: 0.4469, loss: 0.0496, grad_norm: 0.1000 2021-03-01 16:37:36,065 - mmaction - INFO - Epoch [3][1360/1921] lr: 8.810e-02, eta: 20:07:04, time: 2.163, data_time: 0.001, memory: 8260, loss_action_cls: 0.0484, recall@thr=0.5: 0.5979, prec@thr=0.5: 0.6998, recall@top3: 0.7429, prec@top3: 0.6097, recall@top5: 0.8942, prec@top5: 0.4488, loss: 0.0484, grad_norm: 0.0967 2021-03-01 16:38:19,549 - mmaction - INFO - Epoch [3][1380/1921] lr: 8.838e-02, eta: 20:06:20, time: 2.174, data_time: 0.001, memory: 8260, loss_action_cls: 0.0497, recall@thr=0.5: 0.5931, prec@thr=0.5: 0.6867, recall@top3: 0.7357, prec@top3: 0.6103, recall@top5: 0.8868, prec@top5: 0.4500, loss: 0.0497, grad_norm: 0.1022 2021-03-01 16:39:02,271 - mmaction - INFO - Epoch [3][1400/1921] lr: 8.866e-02, eta: 20:05:31, time: 2.136, data_time: 0.001, memory: 8260, loss_action_cls: 0.0500, recall@thr=0.5: 0.5732, prec@thr=0.5: 0.6835, recall@top3: 0.7294, prec@top3: 0.5952, recall@top5: 0.8871, prec@top5: 0.4430, loss: 0.0500, grad_norm: 0.0996 2021-03-01 16:39:46,608 - mmaction - INFO - Epoch [3][1420/1921] lr: 8.894e-02, eta: 20:04:52, time: 2.217, data_time: 0.001, memory: 8260, loss_action_cls: 0.0497, recall@thr=0.5: 0.5972, prec@thr=0.5: 0.6997, recall@top3: 0.7458, prec@top3: 0.6121, recall@top5: 0.8940, prec@top5: 0.4510, loss: 0.0497, grad_norm: 0.1002 2021-03-01 16:40:29,476 - mmaction - INFO - Epoch [3][1440/1921] lr: 8.923e-02, eta: 20:04:03, time: 2.143, data_time: 0.001, memory: 8260, loss_action_cls: 0.0493, recall@thr=0.5: 0.5796, prec@thr=0.5: 0.6947, recall@top3: 0.7417, prec@top3: 0.6129, recall@top5: 0.8947, prec@top5: 0.4525, loss: 0.0493, grad_norm: 0.0946 2021-03-01 16:41:12,326 - mmaction - INFO - Epoch [3][1460/1921] lr: 8.951e-02, eta: 20:03:15, time: 2.143, data_time: 0.001, memory: 8260, loss_action_cls: 0.0492, recall@thr=0.5: 0.5849, prec@thr=0.5: 0.6932, recall@top3: 0.7331, prec@top3: 0.6077, recall@top5: 0.8905, prec@top5: 0.4509, loss: 0.0492, grad_norm: 0.0985 2021-03-01 16:41:54,566 - mmaction - INFO - Epoch [3][1480/1921] lr: 8.979e-02, eta: 20:02:23, time: 2.112, data_time: 0.001, memory: 8260, loss_action_cls: 0.0499, recall@thr=0.5: 0.5787, prec@thr=0.5: 0.6797, recall@top3: 0.7290, prec@top3: 0.5955, recall@top5: 0.8907, prec@top5: 0.4440, loss: 0.0499, grad_norm: 0.1002 2021-03-01 16:42:37,000 - mmaction - INFO - Epoch [3][1500/1921] lr: 9.007e-02, eta: 20:01:32, time: 2.122, data_time: 0.001, memory: 8260, loss_action_cls: 0.0496, recall@thr=0.5: 0.5845, prec@thr=0.5: 0.6954, recall@top3: 0.7413, prec@top3: 0.6004, recall@top5: 0.8941, prec@top5: 0.4447, loss: 0.0496, grad_norm: 0.0969 2021-03-01 16:43:19,684 - mmaction - INFO - Epoch [3][1520/1921] lr: 9.035e-02, eta: 20:00:43, time: 2.134, data_time: 0.001, memory: 8260, loss_action_cls: 0.0494, recall@thr=0.5: 0.5874, prec@thr=0.5: 0.6882, recall@top3: 0.7400, prec@top3: 0.6082, recall@top5: 0.8996, prec@top5: 0.4525, loss: 0.0494, grad_norm: 0.0988 2021-03-01 16:44:01,652 - mmaction - INFO - Epoch [3][1540/1921] lr: 9.063e-02, eta: 19:59:50, time: 2.098, data_time: 0.001, memory: 8260, loss_action_cls: 0.0494, recall@thr=0.5: 0.5868, prec@thr=0.5: 0.6952, recall@top3: 0.7408, prec@top3: 0.6094, recall@top5: 0.8935, prec@top5: 0.4497, loss: 0.0494, grad_norm: 0.1037 2021-03-01 16:44:45,368 - mmaction - INFO - Epoch [3][1560/1921] lr: 9.091e-02, eta: 19:59:07, time: 2.186, data_time: 0.001, memory: 8260, loss_action_cls: 0.0498, recall@thr=0.5: 0.5912, prec@thr=0.5: 0.6841, recall@top3: 0.7383, prec@top3: 0.6049, recall@top5: 0.8943, prec@top5: 0.4498, loss: 0.0498, grad_norm: 0.0988 2021-03-01 16:45:28,860 - mmaction - INFO - Epoch [3][1580/1921] lr: 9.119e-02, eta: 19:58:23, time: 2.175, data_time: 0.001, memory: 8260, loss_action_cls: 0.0486, recall@thr=0.5: 0.5969, prec@thr=0.5: 0.6981, recall@top3: 0.7395, prec@top3: 0.6041, recall@top5: 0.8937, prec@top5: 0.4482, loss: 0.0486, grad_norm: 0.0949 2021-03-01 16:46:11,674 - mmaction - INFO - Epoch [3][1600/1921] lr: 9.147e-02, eta: 19:57:34, time: 2.141, data_time: 0.001, memory: 8260, loss_action_cls: 0.0489, recall@thr=0.5: 0.5867, prec@thr=0.5: 0.7005, recall@top3: 0.7422, prec@top3: 0.6121, recall@top5: 0.8975, prec@top5: 0.4538, loss: 0.0489, grad_norm: 0.0977 2021-03-01 16:46:54,639 - mmaction - INFO - Epoch [3][1620/1921] lr: 9.176e-02, eta: 19:56:47, time: 2.148, data_time: 0.001, memory: 8260, loss_action_cls: 0.0494, recall@thr=0.5: 0.5934, prec@thr=0.5: 0.6899, recall@top3: 0.7392, prec@top3: 0.6094, recall@top5: 0.8942, prec@top5: 0.4516, loss: 0.0494, grad_norm: 0.0966 2021-03-01 16:47:37,655 - mmaction - INFO - Epoch [3][1640/1921] lr: 9.204e-02, eta: 19:56:00, time: 2.151, data_time: 0.001, memory: 8260, loss_action_cls: 0.0492, recall@thr=0.5: 0.5939, prec@thr=0.5: 0.6898, recall@top3: 0.7376, prec@top3: 0.6141, recall@top5: 0.8942, prec@top5: 0.4568, loss: 0.0492, grad_norm: 0.0958 2021-03-01 16:48:21,270 - mmaction - INFO - Epoch [3][1660/1921] lr: 9.232e-02, eta: 19:55:17, time: 2.181, data_time: 0.001, memory: 8260, loss_action_cls: 0.0492, recall@thr=0.5: 0.5923, prec@thr=0.5: 0.6933, recall@top3: 0.7412, prec@top3: 0.5998, recall@top5: 0.8928, prec@top5: 0.4424, loss: 0.0492, grad_norm: 0.0937 2021-03-01 16:49:04,698 - mmaction - INFO - Epoch [3][1680/1921] lr: 9.260e-02, eta: 19:54:32, time: 2.171, data_time: 0.001, memory: 8260, loss_action_cls: 0.0501, recall@thr=0.5: 0.5867, prec@thr=0.5: 0.7007, recall@top3: 0.7443, prec@top3: 0.6106, recall@top5: 0.8982, prec@top5: 0.4516, loss: 0.0501, grad_norm: 0.0994 2021-03-01 16:49:47,948 - mmaction - INFO - Epoch [3][1700/1921] lr: 9.288e-02, eta: 19:53:47, time: 2.163, data_time: 0.001, memory: 8260, loss_action_cls: 0.0490, recall@thr=0.5: 0.5895, prec@thr=0.5: 0.7047, recall@top3: 0.7482, prec@top3: 0.6087, recall@top5: 0.8989, prec@top5: 0.4482, loss: 0.0490, grad_norm: 0.0942 2021-03-01 16:50:30,880 - mmaction - INFO - Epoch [3][1720/1921] lr: 9.316e-02, eta: 19:53:00, time: 2.147, data_time: 0.001, memory: 8260, loss_action_cls: 0.0475, recall@thr=0.5: 0.6072, prec@thr=0.5: 0.7100, recall@top3: 0.7515, prec@top3: 0.6149, recall@top5: 0.8971, prec@top5: 0.4499, loss: 0.0475, grad_norm: 0.0977 2021-03-01 16:51:14,416 - mmaction - INFO - Epoch [3][1740/1921] lr: 9.344e-02, eta: 19:52:16, time: 2.177, data_time: 0.001, memory: 8260, loss_action_cls: 0.0490, recall@thr=0.5: 0.5964, prec@thr=0.5: 0.6977, recall@top3: 0.7430, prec@top3: 0.6137, recall@top5: 0.8953, prec@top5: 0.4515, loss: 0.0490, grad_norm: 0.0963 2021-03-01 16:51:57,089 - mmaction - INFO - Epoch [3][1760/1921] lr: 9.372e-02, eta: 19:51:27, time: 2.134, data_time: 0.002, memory: 8260, loss_action_cls: 0.0489, recall@thr=0.5: 0.5894, prec@thr=0.5: 0.6882, recall@top3: 0.7359, prec@top3: 0.6071, recall@top5: 0.8936, prec@top5: 0.4500, loss: 0.0489, grad_norm: 0.0951 2021-03-01 16:52:40,977 - mmaction - INFO - Epoch [3][1780/1921] lr: 9.400e-02, eta: 19:50:45, time: 2.194, data_time: 0.001, memory: 8260, loss_action_cls: 0.0501, recall@thr=0.5: 0.5823, prec@thr=0.5: 0.6930, recall@top3: 0.7373, prec@top3: 0.6092, recall@top5: 0.8891, prec@top5: 0.4485, loss: 0.0501, grad_norm: 0.0949 2021-03-01 16:53:23,818 - mmaction - INFO - Epoch [3][1800/1921] lr: 9.429e-02, eta: 19:49:58, time: 2.142, data_time: 0.001, memory: 8260, loss_action_cls: 0.0489, recall@thr=0.5: 0.5789, prec@thr=0.5: 0.6899, recall@top3: 0.7382, prec@top3: 0.5998, recall@top5: 0.8912, prec@top5: 0.4428, loss: 0.0489, grad_norm: 0.0969 2021-03-01 16:54:06,735 - mmaction - INFO - Epoch [3][1820/1921] lr: 9.457e-02, eta: 19:49:10, time: 2.146, data_time: 0.001, memory: 8260, loss_action_cls: 0.0486, recall@thr=0.5: 0.5823, prec@thr=0.5: 0.6979, recall@top3: 0.7439, prec@top3: 0.6080, recall@top5: 0.8946, prec@top5: 0.4487, loss: 0.0486, grad_norm: 0.0979 2021-03-01 16:54:49,611 - mmaction - INFO - Epoch [3][1840/1921] lr: 9.485e-02, eta: 19:48:23, time: 2.144, data_time: 0.001, memory: 8260, loss_action_cls: 0.0485, recall@thr=0.5: 0.5971, prec@thr=0.5: 0.6910, recall@top3: 0.7425, prec@top3: 0.6033, recall@top5: 0.8970, prec@top5: 0.4473, loss: 0.0485, grad_norm: 0.0998 2021-03-01 16:55:32,997 - mmaction - INFO - Epoch [3][1860/1921] lr: 9.513e-02, eta: 19:47:38, time: 2.169, data_time: 0.001, memory: 8260, loss_action_cls: 0.0499, recall@thr=0.5: 0.5754, prec@thr=0.5: 0.6847, recall@top3: 0.7354, prec@top3: 0.6005, recall@top5: 0.8910, prec@top5: 0.4465, loss: 0.0499, grad_norm: 0.1061 2021-03-01 16:56:15,545 - mmaction - INFO - Epoch [3][1880/1921] lr: 9.541e-02, eta: 19:46:49, time: 2.128, data_time: 0.001, memory: 8260, loss_action_cls: 0.0491, recall@thr=0.5: 0.5773, prec@thr=0.5: 0.6853, recall@top3: 0.7402, prec@top3: 0.6028, recall@top5: 0.8938, prec@top5: 0.4468, loss: 0.0491, grad_norm: 0.0989 2021-03-01 16:56:57,930 - mmaction - INFO - Epoch [3][1900/1921] lr: 9.569e-02, eta: 19:45:59, time: 2.119, data_time: 0.001, memory: 8260, loss_action_cls: 0.0493, recall@thr=0.5: 0.5876, prec@thr=0.5: 0.6842, recall@top3: 0.7379, prec@top3: 0.6014, recall@top5: 0.8911, prec@top5: 0.4458, loss: 0.0493, grad_norm: 0.0987 2021-03-01 16:57:39,519 - mmaction - INFO - Epoch [3][1920/1921] lr: 9.597e-02, eta: 19:45:04, time: 2.080, data_time: 0.001, memory: 8260, loss_action_cls: 0.0489, recall@thr=0.5: 0.5921, prec@thr=0.5: 0.6927, recall@top3: 0.7464, prec@top3: 0.6020, recall@top5: 0.8998, prec@top5: 0.4440, loss: 0.0489, grad_norm: 0.0990 2021-03-01 16:57:43,371 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-03-01 17:08:39,365 - mmaction - INFO - Evaluating mAP ... 2021-03-01 17:17:06,744 - mmaction - INFO - mAP@0.5IOU 0.1791 2021-03-01 17:17:07,840 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_3.pth. 2021-03-01 17:17:07,841 - mmaction - INFO - Best mAP@0.5IOU is 0.1791 at 3 epoch. 2021-03-01 17:17:09,135 - mmaction - INFO - Epoch(val) [3][1921] mAP@0.5IOU: 0.1791 2021-03-01 17:18:45,338 - mmaction - INFO - Epoch [4][20/1921] lr: 9.627e-02, eta: 19:49:03, time: 4.810, data_time: 2.675, memory: 8260, loss_action_cls: 0.0488, recall@thr=0.5: 0.5884, prec@thr=0.5: 0.6960, recall@top3: 0.7460, prec@top3: 0.6142, recall@top5: 0.9017, prec@top5: 0.4549, loss: 0.0488, grad_norm: 0.0972 2021-03-01 17:19:27,888 - mmaction - INFO - Epoch [4][40/1921] lr: 9.655e-02, eta: 19:48:13, time: 2.127, data_time: 0.001, memory: 8260, loss_action_cls: 0.0488, recall@thr=0.5: 0.5812, prec@thr=0.5: 0.6892, recall@top3: 0.7346, prec@top3: 0.6032, recall@top5: 0.8918, prec@top5: 0.4483, loss: 0.0488, grad_norm: 0.1014 2021-03-01 17:20:10,954 - mmaction - INFO - Epoch [4][60/1921] lr: 9.683e-02, eta: 19:47:25, time: 2.153, data_time: 0.001, memory: 8260, loss_action_cls: 0.0496, recall@thr=0.5: 0.5880, prec@thr=0.5: 0.6947, recall@top3: 0.7352, prec@top3: 0.6064, recall@top5: 0.8902, prec@top5: 0.4486, loss: 0.0496, grad_norm: 0.1040 2021-03-01 17:20:54,354 - mmaction - INFO - Epoch [4][80/1921] lr: 9.711e-02, eta: 19:46:40, time: 2.170, data_time: 0.001, memory: 8260, loss_action_cls: 0.0486, recall@thr=0.5: 0.6033, prec@thr=0.5: 0.7058, recall@top3: 0.7496, prec@top3: 0.6155, recall@top5: 0.8994, prec@top5: 0.4528, loss: 0.0486, grad_norm: 0.0974 2021-03-01 17:21:36,574 - mmaction - INFO - Epoch [4][100/1921] lr: 9.739e-02, eta: 19:45:48, time: 2.111, data_time: 0.001, memory: 8260, loss_action_cls: 0.0490, recall@thr=0.5: 0.5868, prec@thr=0.5: 0.6927, recall@top3: 0.7337, prec@top3: 0.6010, recall@top5: 0.8917, prec@top5: 0.4465, loss: 0.0490, grad_norm: 0.1011 2021-03-01 17:22:19,625 - mmaction - INFO - Epoch [4][120/1921] lr: 9.767e-02, eta: 19:45:01, time: 2.153, data_time: 0.001, memory: 8260, loss_action_cls: 0.0477, recall@thr=0.5: 0.5865, prec@thr=0.5: 0.7038, recall@top3: 0.7418, prec@top3: 0.6081, recall@top5: 0.8948, prec@top5: 0.4492, loss: 0.0477, grad_norm: 0.0939 2021-03-01 17:23:02,916 - mmaction - INFO - Epoch [4][140/1921] lr: 9.795e-02, eta: 19:44:15, time: 2.165, data_time: 0.001, memory: 8260, loss_action_cls: 0.0484, recall@thr=0.5: 0.6067, prec@thr=0.5: 0.7040, recall@top3: 0.7464, prec@top3: 0.6164, recall@top5: 0.9021, prec@top5: 0.4569, loss: 0.0484, grad_norm: 0.0959 2021-03-01 17:23:45,601 - mmaction - INFO - Epoch [4][160/1921] lr: 9.823e-02, eta: 19:43:25, time: 2.134, data_time: 0.001, memory: 8260, loss_action_cls: 0.0476, recall@thr=0.5: 0.6058, prec@thr=0.5: 0.7032, recall@top3: 0.7514, prec@top3: 0.6159, recall@top5: 0.9006, prec@top5: 0.4539, loss: 0.0476, grad_norm: 0.0948 2021-03-01 17:24:28,503 - mmaction - INFO - Epoch [4][180/1921] lr: 9.852e-02, eta: 19:42:37, time: 2.146, data_time: 0.001, memory: 8260, loss_action_cls: 0.0478, recall@thr=0.5: 0.5931, prec@thr=0.5: 0.6958, recall@top3: 0.7484, prec@top3: 0.6089, recall@top5: 0.8993, prec@top5: 0.4481, loss: 0.0478, grad_norm: 0.1032 2021-03-01 17:25:11,637 - mmaction - INFO - Epoch [4][200/1921] lr: 9.880e-02, eta: 19:41:51, time: 2.157, data_time: 0.001, memory: 8260, loss_action_cls: 0.0483, recall@thr=0.5: 0.5975, prec@thr=0.5: 0.6958, recall@top3: 0.7414, prec@top3: 0.6077, recall@top5: 0.8948, prec@top5: 0.4508, loss: 0.0483, grad_norm: 0.1028 2021-03-01 17:25:54,627 - mmaction - INFO - Epoch [4][220/1921] lr: 9.908e-02, eta: 19:41:03, time: 2.150, data_time: 0.001, memory: 8260, loss_action_cls: 0.0488, recall@thr=0.5: 0.5939, prec@thr=0.5: 0.7033, recall@top3: 0.7483, prec@top3: 0.6162, recall@top5: 0.9026, prec@top5: 0.4552, loss: 0.0488, grad_norm: 0.1005 2021-03-01 17:26:37,237 - mmaction - INFO - Epoch [4][240/1921] lr: 9.936e-02, eta: 19:40:13, time: 2.130, data_time: 0.001, memory: 8260, loss_action_cls: 0.0470, recall@thr=0.5: 0.6074, prec@thr=0.5: 0.7117, recall@top3: 0.7483, prec@top3: 0.6115, recall@top5: 0.9033, prec@top5: 0.4533, loss: 0.0470, grad_norm: 0.0994 2021-03-01 17:27:20,076 - mmaction - INFO - Epoch [4][260/1921] lr: 9.964e-02, eta: 19:39:25, time: 2.142, data_time: 0.001, memory: 8260, loss_action_cls: 0.0482, recall@thr=0.5: 0.5955, prec@thr=0.5: 0.7055, recall@top3: 0.7502, prec@top3: 0.6106, recall@top5: 0.8974, prec@top5: 0.4477, loss: 0.0482, grad_norm: 0.0978 2021-03-01 17:28:02,797 - mmaction - INFO - Epoch [4][280/1921] lr: 9.992e-02, eta: 19:38:36, time: 2.136, data_time: 0.001, memory: 8260, loss_action_cls: 0.0489, recall@thr=0.5: 0.5918, prec@thr=0.5: 0.6919, recall@top3: 0.7377, prec@top3: 0.6107, recall@top5: 0.8896, prec@top5: 0.4513, loss: 0.0489, grad_norm: 0.1040 2021-03-01 17:28:46,228 - mmaction - INFO - Epoch [4][300/1921] lr: 1.002e-01, eta: 19:37:51, time: 2.172, data_time: 0.001, memory: 8260, loss_action_cls: 0.0488, recall@thr=0.5: 0.6046, prec@thr=0.5: 0.6975, recall@top3: 0.7409, prec@top3: 0.6164, recall@top5: 0.8978, prec@top5: 0.4560, loss: 0.0488, grad_norm: 0.1028 2021-03-01 17:29:29,573 - mmaction - INFO - Epoch [4][320/1921] lr: 1.005e-01, eta: 19:37:06, time: 2.167, data_time: 0.001, memory: 8260, loss_action_cls: 0.0483, recall@thr=0.5: 0.5865, prec@thr=0.5: 0.7020, recall@top3: 0.7441, prec@top3: 0.6054, recall@top5: 0.8950, prec@top5: 0.4471, loss: 0.0483, grad_norm: 0.1008 2021-03-01 17:30:12,351 - mmaction - INFO - Epoch [4][340/1921] lr: 1.008e-01, eta: 19:36:17, time: 2.139, data_time: 0.001, memory: 8260, loss_action_cls: 0.0472, recall@thr=0.5: 0.6014, prec@thr=0.5: 0.7026, recall@top3: 0.7536, prec@top3: 0.6099, recall@top5: 0.9026, prec@top5: 0.4484, loss: 0.0472, grad_norm: 0.0949 2021-03-01 17:30:55,070 - mmaction - INFO - Epoch [4][360/1921] lr: 1.010e-01, eta: 19:35:29, time: 2.136, data_time: 0.001, memory: 8260, loss_action_cls: 0.0492, recall@thr=0.5: 0.5784, prec@thr=0.5: 0.6815, recall@top3: 0.7366, prec@top3: 0.5918, recall@top5: 0.8920, prec@top5: 0.4383, loss: 0.0492, grad_norm: 0.1006 2021-03-01 17:31:38,103 - mmaction - INFO - Epoch [4][380/1921] lr: 1.013e-01, eta: 19:34:42, time: 2.152, data_time: 0.001, memory: 8260, loss_action_cls: 0.0488, recall@thr=0.5: 0.5860, prec@thr=0.5: 0.6890, recall@top3: 0.7386, prec@top3: 0.6069, recall@top5: 0.8963, prec@top5: 0.4510, loss: 0.0488, grad_norm: 0.0978 2021-03-01 17:32:21,217 - mmaction - INFO - Epoch [4][400/1921] lr: 1.016e-01, eta: 19:33:55, time: 2.156, data_time: 0.001, memory: 8260, loss_action_cls: 0.0469, recall@thr=0.5: 0.5996, prec@thr=0.5: 0.7053, recall@top3: 0.7503, prec@top3: 0.6126, recall@top5: 0.8986, prec@top5: 0.4510, loss: 0.0469, grad_norm: 0.0940 2021-03-01 17:33:04,186 - mmaction - INFO - Epoch [4][420/1921] lr: 1.019e-01, eta: 19:33:08, time: 2.148, data_time: 0.001, memory: 8260, loss_action_cls: 0.0477, recall@thr=0.5: 0.6079, prec@thr=0.5: 0.7009, recall@top3: 0.7457, prec@top3: 0.6075, recall@top5: 0.8975, prec@top5: 0.4491, loss: 0.0477, grad_norm: 0.1017 2021-03-01 17:33:46,975 - mmaction - INFO - Epoch [4][440/1921] lr: 1.022e-01, eta: 19:32:19, time: 2.139, data_time: 0.001, memory: 8260, loss_action_cls: 0.0480, recall@thr=0.5: 0.6068, prec@thr=0.5: 0.7101, recall@top3: 0.7513, prec@top3: 0.6124, recall@top5: 0.8973, prec@top5: 0.4489, loss: 0.0480, grad_norm: 0.0999 2021-03-01 17:34:30,036 - mmaction - INFO - Epoch [4][460/1921] lr: 1.025e-01, eta: 19:31:33, time: 2.153, data_time: 0.001, memory: 8260, loss_action_cls: 0.0480, recall@thr=0.5: 0.6020, prec@thr=0.5: 0.7062, recall@top3: 0.7516, prec@top3: 0.6160, recall@top5: 0.9014, prec@top5: 0.4536, loss: 0.0480, grad_norm: 0.0989 2021-03-01 17:35:12,410 - mmaction - INFO - Epoch [4][480/1921] lr: 1.027e-01, eta: 19:30:42, time: 2.119, data_time: 0.001, memory: 8260, loss_action_cls: 0.0473, recall@thr=0.5: 0.6013, prec@thr=0.5: 0.7063, recall@top3: 0.7490, prec@top3: 0.6100, recall@top5: 0.8987, prec@top5: 0.4490, loss: 0.0473, grad_norm: 0.0949 2021-03-01 17:35:56,017 - mmaction - INFO - Epoch [4][500/1921] lr: 1.030e-01, eta: 19:29:58, time: 2.180, data_time: 0.001, memory: 8260, loss_action_cls: 0.0481, recall@thr=0.5: 0.5892, prec@thr=0.5: 0.6940, recall@top3: 0.7449, prec@top3: 0.6026, recall@top5: 0.8984, prec@top5: 0.4451, loss: 0.0481, grad_norm: 0.1002 2021-03-01 17:36:39,343 - mmaction - INFO - Epoch [4][520/1921] lr: 1.033e-01, eta: 19:29:13, time: 2.166, data_time: 0.001, memory: 8260, loss_action_cls: 0.0480, recall@thr=0.5: 0.5941, prec@thr=0.5: 0.7006, recall@top3: 0.7464, prec@top3: 0.6083, recall@top5: 0.8941, prec@top5: 0.4466, loss: 0.0480, grad_norm: 0.0970 2021-03-01 17:37:22,778 - mmaction - INFO - Epoch [4][540/1921] lr: 1.036e-01, eta: 19:28:28, time: 2.172, data_time: 0.001, memory: 8260, loss_action_cls: 0.0476, recall@thr=0.5: 0.6029, prec@thr=0.5: 0.7013, recall@top3: 0.7467, prec@top3: 0.6145, recall@top5: 0.9022, prec@top5: 0.4551, loss: 0.0476, grad_norm: 0.0970 2021-03-01 17:38:05,732 - mmaction - INFO - Epoch [4][560/1921] lr: 1.039e-01, eta: 19:27:41, time: 2.148, data_time: 0.001, memory: 8260, loss_action_cls: 0.0481, recall@thr=0.5: 0.5916, prec@thr=0.5: 0.7014, recall@top3: 0.7459, prec@top3: 0.6117, recall@top5: 0.8984, prec@top5: 0.4531, loss: 0.0481, grad_norm: 0.0979 2021-03-01 17:38:49,180 - mmaction - INFO - Epoch [4][580/1921] lr: 1.041e-01, eta: 19:26:56, time: 2.173, data_time: 0.001, memory: 8260, loss_action_cls: 0.0473, recall@thr=0.5: 0.6076, prec@thr=0.5: 0.7010, recall@top3: 0.7458, prec@top3: 0.6201, recall@top5: 0.8984, prec@top5: 0.4553, loss: 0.0473, grad_norm: 0.0983 2021-03-01 17:39:32,481 - mmaction - INFO - Epoch [4][600/1921] lr: 1.044e-01, eta: 19:26:11, time: 2.165, data_time: 0.001, memory: 8260, loss_action_cls: 0.0476, recall@thr=0.5: 0.5952, prec@thr=0.5: 0.6973, recall@top3: 0.7432, prec@top3: 0.6090, recall@top5: 0.8963, prec@top5: 0.4491, loss: 0.0476, grad_norm: 0.0973 2021-03-01 17:40:15,808 - mmaction - INFO - Epoch [4][620/1921] lr: 1.047e-01, eta: 19:25:26, time: 2.166, data_time: 0.001, memory: 8260, loss_action_cls: 0.0481, recall@thr=0.5: 0.6076, prec@thr=0.5: 0.7072, recall@top3: 0.7470, prec@top3: 0.6226, recall@top5: 0.8966, prec@top5: 0.4586, loss: 0.0481, grad_norm: 0.1026 2021-03-01 17:40:59,084 - mmaction - INFO - Epoch [4][640/1921] lr: 1.050e-01, eta: 19:24:40, time: 2.164, data_time: 0.001, memory: 8260, loss_action_cls: 0.0478, recall@thr=0.5: 0.6074, prec@thr=0.5: 0.7046, recall@top3: 0.7507, prec@top3: 0.6142, recall@top5: 0.8981, prec@top5: 0.4503, loss: 0.0478, grad_norm: 0.0970 2021-03-01 17:41:42,367 - mmaction - INFO - Epoch [4][660/1921] lr: 1.053e-01, eta: 19:23:54, time: 2.164, data_time: 0.001, memory: 8260, loss_action_cls: 0.0474, recall@thr=0.5: 0.6015, prec@thr=0.5: 0.7036, recall@top3: 0.7475, prec@top3: 0.6093, recall@top5: 0.8976, prec@top5: 0.4493, loss: 0.0474, grad_norm: 0.0958 2021-03-01 17:42:25,541 - mmaction - INFO - Epoch [4][680/1921] lr: 1.055e-01, eta: 19:23:08, time: 2.159, data_time: 0.001, memory: 8260, loss_action_cls: 0.0481, recall@thr=0.5: 0.6024, prec@thr=0.5: 0.7101, recall@top3: 0.7435, prec@top3: 0.6172, recall@top5: 0.8949, prec@top5: 0.4541, loss: 0.0481, grad_norm: 0.0966 2021-03-01 17:43:08,659 - mmaction - INFO - Epoch [4][700/1921] lr: 1.058e-01, eta: 19:22:22, time: 2.156, data_time: 0.001, memory: 8260, loss_action_cls: 0.0478, recall@thr=0.5: 0.6042, prec@thr=0.5: 0.7045, recall@top3: 0.7489, prec@top3: 0.6131, recall@top5: 0.9003, prec@top5: 0.4524, loss: 0.0478, grad_norm: 0.0988 2021-03-01 17:43:51,083 - mmaction - INFO - Epoch [4][720/1921] lr: 1.061e-01, eta: 19:21:33, time: 2.121, data_time: 0.001, memory: 8260, loss_action_cls: 0.0470, recall@thr=0.5: 0.5990, prec@thr=0.5: 0.7062, recall@top3: 0.7515, prec@top3: 0.6139, recall@top5: 0.9037, prec@top5: 0.4526, loss: 0.0470, grad_norm: 0.0973 2021-03-01 17:44:34,977 - mmaction - INFO - Epoch [4][740/1921] lr: 1.064e-01, eta: 19:20:50, time: 2.194, data_time: 0.001, memory: 8260, loss_action_cls: 0.0487, recall@thr=0.5: 0.5953, prec@thr=0.5: 0.7021, recall@top3: 0.7405, prec@top3: 0.6163, recall@top5: 0.8951, prec@top5: 0.4576, loss: 0.0487, grad_norm: 0.0980 2021-03-01 17:45:17,509 - mmaction - INFO - Epoch [4][760/1921] lr: 1.067e-01, eta: 19:20:01, time: 2.127, data_time: 0.001, memory: 8260, loss_action_cls: 0.0472, recall@thr=0.5: 0.6066, prec@thr=0.5: 0.7048, recall@top3: 0.7490, prec@top3: 0.6167, recall@top5: 0.9021, prec@top5: 0.4545, loss: 0.0472, grad_norm: 0.0994 2021-03-01 17:46:00,090 - mmaction - INFO - Epoch [4][780/1921] lr: 1.069e-01, eta: 19:19:12, time: 2.129, data_time: 0.001, memory: 8260, loss_action_cls: 0.0470, recall@thr=0.5: 0.6073, prec@thr=0.5: 0.7121, recall@top3: 0.7554, prec@top3: 0.6189, recall@top5: 0.9084, prec@top5: 0.4563, loss: 0.0470, grad_norm: 0.0974 2021-03-01 17:46:43,355 - mmaction - INFO - Epoch [4][800/1921] lr: 1.072e-01, eta: 19:18:27, time: 2.163, data_time: 0.001, memory: 8260, loss_action_cls: 0.0460, recall@thr=0.5: 0.6163, prec@thr=0.5: 0.7086, recall@top3: 0.7561, prec@top3: 0.6206, recall@top5: 0.9051, prec@top5: 0.4560, loss: 0.0460, grad_norm: 0.0964 2021-03-01 17:47:26,939 - mmaction - INFO - Epoch [4][820/1921] lr: 1.075e-01, eta: 19:17:43, time: 2.179, data_time: 0.001, memory: 8260, loss_action_cls: 0.0469, recall@thr=0.5: 0.6234, prec@thr=0.5: 0.7206, recall@top3: 0.7553, prec@top3: 0.6212, recall@top5: 0.9013, prec@top5: 0.4560, loss: 0.0469, grad_norm: 0.1006 2021-03-01 17:48:09,907 - mmaction - INFO - Epoch [4][840/1921] lr: 1.078e-01, eta: 19:16:56, time: 2.148, data_time: 0.001, memory: 8260, loss_action_cls: 0.0470, recall@thr=0.5: 0.6111, prec@thr=0.5: 0.7067, recall@top3: 0.7494, prec@top3: 0.6176, recall@top5: 0.8995, prec@top5: 0.4540, loss: 0.0470, grad_norm: 0.0981 2021-03-01 17:48:52,637 - mmaction - INFO - Epoch [4][860/1921] lr: 1.081e-01, eta: 19:16:08, time: 2.136, data_time: 0.001, memory: 8260, loss_action_cls: 0.0466, recall@thr=0.5: 0.5929, prec@thr=0.5: 0.7056, recall@top3: 0.7514, prec@top3: 0.6097, recall@top5: 0.9039, prec@top5: 0.4495, loss: 0.0466, grad_norm: 0.1012 2021-03-01 17:49:35,541 - mmaction - INFO - Epoch [4][880/1921] lr: 1.084e-01, eta: 19:15:21, time: 2.145, data_time: 0.001, memory: 8260, loss_action_cls: 0.0468, recall@thr=0.5: 0.6176, prec@thr=0.5: 0.7083, recall@top3: 0.7552, prec@top3: 0.6162, recall@top5: 0.9019, prec@top5: 0.4524, loss: 0.0468, grad_norm: 0.0963 2021-03-01 17:50:19,099 - mmaction - INFO - Epoch [4][900/1921] lr: 1.086e-01, eta: 19:14:37, time: 2.178, data_time: 0.001, memory: 8260, loss_action_cls: 0.0483, recall@thr=0.5: 0.5961, prec@thr=0.5: 0.7011, recall@top3: 0.7450, prec@top3: 0.6071, recall@top5: 0.8956, prec@top5: 0.4461, loss: 0.0483, grad_norm: 0.0954 2021-03-01 17:51:02,503 - mmaction - INFO - Epoch [4][920/1921] lr: 1.089e-01, eta: 19:13:52, time: 2.170, data_time: 0.001, memory: 8260, loss_action_cls: 0.0468, recall@thr=0.5: 0.6201, prec@thr=0.5: 0.7201, recall@top3: 0.7625, prec@top3: 0.6282, recall@top5: 0.9068, prec@top5: 0.4573, loss: 0.0468, grad_norm: 0.0933 2021-03-01 17:51:45,548 - mmaction - INFO - Epoch [4][940/1921] lr: 1.092e-01, eta: 19:13:06, time: 2.152, data_time: 0.001, memory: 8260, loss_action_cls: 0.0473, recall@thr=0.5: 0.6043, prec@thr=0.5: 0.7127, recall@top3: 0.7606, prec@top3: 0.6258, recall@top5: 0.9032, prec@top5: 0.4555, loss: 0.0473, grad_norm: 0.0954 2021-03-01 17:52:27,810 - mmaction - INFO - Epoch [4][960/1921] lr: 1.095e-01, eta: 19:12:16, time: 2.113, data_time: 0.001, memory: 8260, loss_action_cls: 0.0474, recall@thr=0.5: 0.6082, prec@thr=0.5: 0.7051, recall@top3: 0.7511, prec@top3: 0.6181, recall@top5: 0.9034, prec@top5: 0.4546, loss: 0.0474, grad_norm: 0.0994 2021-03-01 17:53:10,738 - mmaction - INFO - Epoch [4][980/1921] lr: 1.098e-01, eta: 19:11:29, time: 2.146, data_time: 0.001, memory: 8260, loss_action_cls: 0.0478, recall@thr=0.5: 0.5954, prec@thr=0.5: 0.7021, recall@top3: 0.7489, prec@top3: 0.6089, recall@top5: 0.8985, prec@top5: 0.4473, loss: 0.0478, grad_norm: 0.0971 2021-03-01 17:53:54,024 - mmaction - INFO - Epoch [4][1000/1921] lr: 1.100e-01, eta: 19:10:44, time: 2.164, data_time: 0.001, memory: 8260, loss_action_cls: 0.0471, recall@thr=0.5: 0.6061, prec@thr=0.5: 0.7151, recall@top3: 0.7614, prec@top3: 0.6219, recall@top5: 0.9066, prec@top5: 0.4528, loss: 0.0471, grad_norm: 0.1018 2021-03-01 17:54:37,800 - mmaction - INFO - Epoch [4][1020/1921] lr: 1.103e-01, eta: 19:10:01, time: 2.189, data_time: 0.001, memory: 8260, loss_action_cls: 0.0475, recall@thr=0.5: 0.6129, prec@thr=0.5: 0.7056, recall@top3: 0.7527, prec@top3: 0.6215, recall@top5: 0.9032, prec@top5: 0.4555, loss: 0.0475, grad_norm: 0.1000 2021-03-01 17:55:20,603 - mmaction - INFO - Epoch [4][1040/1921] lr: 1.106e-01, eta: 19:09:13, time: 2.140, data_time: 0.001, memory: 8260, loss_action_cls: 0.0464, recall@thr=0.5: 0.6169, prec@thr=0.5: 0.7083, recall@top3: 0.7553, prec@top3: 0.6230, recall@top5: 0.9027, prec@top5: 0.4563, loss: 0.0464, grad_norm: 0.1022 2021-03-01 17:56:03,575 - mmaction - INFO - Epoch [4][1060/1921] lr: 1.109e-01, eta: 19:08:27, time: 2.149, data_time: 0.001, memory: 8260, loss_action_cls: 0.0467, recall@thr=0.5: 0.6085, prec@thr=0.5: 0.7104, recall@top3: 0.7549, prec@top3: 0.6151, recall@top5: 0.9013, prec@top5: 0.4493, loss: 0.0467, grad_norm: 0.0976 2021-03-01 17:56:46,448 - mmaction - INFO - Epoch [4][1080/1921] lr: 1.112e-01, eta: 19:07:40, time: 2.144, data_time: 0.001, memory: 8260, loss_action_cls: 0.0461, recall@thr=0.5: 0.6001, prec@thr=0.5: 0.7132, recall@top3: 0.7460, prec@top3: 0.6155, recall@top5: 0.9011, prec@top5: 0.4555, loss: 0.0461, grad_norm: 0.0971 2021-03-01 17:57:28,479 - mmaction - INFO - Epoch [4][1100/1921] lr: 1.114e-01, eta: 19:06:49, time: 2.101, data_time: 0.002, memory: 8260, loss_action_cls: 0.0461, recall@thr=0.5: 0.6132, prec@thr=0.5: 0.7079, recall@top3: 0.7540, prec@top3: 0.6112, recall@top5: 0.9035, prec@top5: 0.4492, loss: 0.0461, grad_norm: 0.0999 2021-03-01 17:58:10,827 - mmaction - INFO - Epoch [4][1120/1921] lr: 1.117e-01, eta: 19:05:59, time: 2.117, data_time: 0.001, memory: 8260, loss_action_cls: 0.0461, recall@thr=0.5: 0.6173, prec@thr=0.5: 0.7103, recall@top3: 0.7643, prec@top3: 0.6256, recall@top5: 0.9109, prec@top5: 0.4561, loss: 0.0461, grad_norm: 0.0994 2021-03-01 17:58:54,094 - mmaction - INFO - Epoch [4][1140/1921] lr: 1.120e-01, eta: 19:05:14, time: 2.164, data_time: 0.001, memory: 8260, loss_action_cls: 0.0471, recall@thr=0.5: 0.6182, prec@thr=0.5: 0.7134, recall@top3: 0.7564, prec@top3: 0.6245, recall@top5: 0.9045, prec@top5: 0.4585, loss: 0.0471, grad_norm: 0.0962 2021-03-01 17:59:37,016 - mmaction - INFO - Epoch [4][1160/1921] lr: 1.123e-01, eta: 19:04:28, time: 2.146, data_time: 0.001, memory: 8260, loss_action_cls: 0.0486, recall@thr=0.5: 0.5957, prec@thr=0.5: 0.6992, recall@top3: 0.7456, prec@top3: 0.6106, recall@top5: 0.8953, prec@top5: 0.4500, loss: 0.0486, grad_norm: 0.0975 2021-03-01 18:00:20,584 - mmaction - INFO - Epoch [4][1180/1921] lr: 1.126e-01, eta: 19:03:43, time: 2.172, data_time: 0.001, memory: 8260, loss_action_cls: 0.0470, recall@thr=0.5: 0.6059, prec@thr=0.5: 0.7073, recall@top3: 0.7469, prec@top3: 0.6105, recall@top5: 0.8999, prec@top5: 0.4503, loss: 0.0470, grad_norm: 0.0990 2021-03-01 18:01:03,514 - mmaction - INFO - Epoch [4][1200/1921] lr: 1.129e-01, eta: 19:02:57, time: 2.153, data_time: 0.010, memory: 8260, loss_action_cls: 0.0459, recall@thr=0.5: 0.6216, prec@thr=0.5: 0.7162, recall@top3: 0.7604, prec@top3: 0.6222, recall@top5: 0.9062, prec@top5: 0.4544, loss: 0.0459, grad_norm: 0.0983 2021-03-01 18:01:46,455 - mmaction - INFO - Epoch [4][1220/1921] lr: 1.131e-01, eta: 19:02:11, time: 2.147, data_time: 0.001, memory: 8260, loss_action_cls: 0.0480, recall@thr=0.5: 0.5869, prec@thr=0.5: 0.6944, recall@top3: 0.7465, prec@top3: 0.6133, recall@top5: 0.8983, prec@top5: 0.4525, loss: 0.0480, grad_norm: 0.1025 2021-03-01 18:02:30,474 - mmaction - INFO - Epoch [4][1240/1921] lr: 1.134e-01, eta: 19:01:29, time: 2.200, data_time: 0.001, memory: 8260, loss_action_cls: 0.0473, recall@thr=0.5: 0.6150, prec@thr=0.5: 0.7027, recall@top3: 0.7526, prec@top3: 0.6127, recall@top5: 0.9034, prec@top5: 0.4521, loss: 0.0473, grad_norm: 0.0961 2021-03-01 18:03:13,776 - mmaction - INFO - Epoch [4][1260/1921] lr: 1.137e-01, eta: 19:00:44, time: 2.166, data_time: 0.013, memory: 8260, loss_action_cls: 0.0473, recall@thr=0.5: 0.6003, prec@thr=0.5: 0.7031, recall@top3: 0.7556, prec@top3: 0.6167, recall@top5: 0.9003, prec@top5: 0.4503, loss: 0.0473, grad_norm: 0.0967 2021-03-01 18:03:57,379 - mmaction - INFO - Epoch [4][1280/1921] lr: 1.140e-01, eta: 19:00:00, time: 2.180, data_time: 0.001, memory: 8260, loss_action_cls: 0.0464, recall@thr=0.5: 0.6109, prec@thr=0.5: 0.7156, recall@top3: 0.7640, prec@top3: 0.6206, recall@top5: 0.9129, prec@top5: 0.4556, loss: 0.0464, grad_norm: 0.1005 2021-03-01 18:04:40,108 - mmaction - INFO - Epoch [4][1300/1921] lr: 1.143e-01, eta: 18:59:13, time: 2.137, data_time: 0.001, memory: 8260, loss_action_cls: 0.0478, recall@thr=0.5: 0.5858, prec@thr=0.5: 0.6997, recall@top3: 0.7440, prec@top3: 0.6043, recall@top5: 0.8946, prec@top5: 0.4454, loss: 0.0478, grad_norm: 0.0942 2021-03-01 18:05:23,183 - mmaction - INFO - Epoch [4][1320/1921] lr: 1.145e-01, eta: 18:58:27, time: 2.154, data_time: 0.001, memory: 8260, loss_action_cls: 0.0476, recall@thr=0.5: 0.5999, prec@thr=0.5: 0.7042, recall@top3: 0.7491, prec@top3: 0.6099, recall@top5: 0.8988, prec@top5: 0.4495, loss: 0.0476, grad_norm: 0.0976 2021-03-01 18:06:07,116 - mmaction - INFO - Epoch [4][1340/1921] lr: 1.148e-01, eta: 18:57:45, time: 2.197, data_time: 0.001, memory: 8260, loss_action_cls: 0.0464, recall@thr=0.5: 0.6243, prec@thr=0.5: 0.7184, recall@top3: 0.7609, prec@top3: 0.6252, recall@top5: 0.9070, prec@top5: 0.4590, loss: 0.0464, grad_norm: 0.0905 2021-03-01 18:06:50,528 - mmaction - INFO - Epoch [4][1360/1921] lr: 1.151e-01, eta: 18:57:00, time: 2.171, data_time: 0.001, memory: 8260, loss_action_cls: 0.0479, recall@thr=0.5: 0.5930, prec@thr=0.5: 0.7000, recall@top3: 0.7421, prec@top3: 0.6109, recall@top5: 0.8973, prec@top5: 0.4529, loss: 0.0479, grad_norm: 0.0994 2021-03-01 18:07:33,213 - mmaction - INFO - Epoch [4][1380/1921] lr: 1.154e-01, eta: 18:56:13, time: 2.134, data_time: 0.001, memory: 8260, loss_action_cls: 0.0473, recall@thr=0.5: 0.6020, prec@thr=0.5: 0.7007, recall@top3: 0.7524, prec@top3: 0.6117, recall@top5: 0.8974, prec@top5: 0.4479, loss: 0.0473, grad_norm: 0.1028 2021-03-01 18:08:16,015 - mmaction - INFO - Epoch [4][1400/1921] lr: 1.157e-01, eta: 18:55:26, time: 2.140, data_time: 0.001, memory: 8260, loss_action_cls: 0.0473, recall@thr=0.5: 0.5966, prec@thr=0.5: 0.6984, recall@top3: 0.7507, prec@top3: 0.6072, recall@top5: 0.8995, prec@top5: 0.4449, loss: 0.0473, grad_norm: 0.1021 2021-03-01 18:08:59,116 - mmaction - INFO - Epoch [4][1420/1921] lr: 1.159e-01, eta: 18:54:40, time: 2.155, data_time: 0.001, memory: 8260, loss_action_cls: 0.0458, recall@thr=0.5: 0.6266, prec@thr=0.5: 0.7199, recall@top3: 0.7584, prec@top3: 0.6267, recall@top5: 0.9083, prec@top5: 0.4602, loss: 0.0458, grad_norm: 0.0918 2021-03-01 18:09:42,027 - mmaction - INFO - Epoch [4][1440/1921] lr: 1.162e-01, eta: 18:53:54, time: 2.146, data_time: 0.001, memory: 8260, loss_action_cls: 0.0474, recall@thr=0.5: 0.6017, prec@thr=0.5: 0.7006, recall@top3: 0.7505, prec@top3: 0.6005, recall@top5: 0.8985, prec@top5: 0.4420, loss: 0.0474, grad_norm: 0.1013 2021-03-01 18:10:25,455 - mmaction - INFO - Epoch [4][1460/1921] lr: 1.165e-01, eta: 18:53:09, time: 2.171, data_time: 0.001, memory: 8260, loss_action_cls: 0.0459, recall@thr=0.5: 0.6187, prec@thr=0.5: 0.7108, recall@top3: 0.7593, prec@top3: 0.6232, recall@top5: 0.9092, prec@top5: 0.4578, loss: 0.0459, grad_norm: 0.0961 2021-03-01 18:11:08,070 - mmaction - INFO - Epoch [4][1480/1921] lr: 1.168e-01, eta: 18:52:22, time: 2.131, data_time: 0.001, memory: 8260, loss_action_cls: 0.0465, recall@thr=0.5: 0.5950, prec@thr=0.5: 0.7040, recall@top3: 0.7470, prec@top3: 0.6078, recall@top5: 0.8991, prec@top5: 0.4473, loss: 0.0465, grad_norm: 0.0970 2021-03-01 18:11:51,393 - mmaction - INFO - Epoch [4][1500/1921] lr: 1.171e-01, eta: 18:51:37, time: 2.166, data_time: 0.001, memory: 8260, loss_action_cls: 0.0468, recall@thr=0.5: 0.6163, prec@thr=0.5: 0.7146, recall@top3: 0.7566, prec@top3: 0.6259, recall@top5: 0.9060, prec@top5: 0.4587, loss: 0.0468, grad_norm: 0.0927 2021-03-01 18:12:34,814 - mmaction - INFO - Epoch [4][1520/1921] lr: 1.173e-01, eta: 18:50:53, time: 2.171, data_time: 0.001, memory: 8260, loss_action_cls: 0.0469, recall@thr=0.5: 0.6047, prec@thr=0.5: 0.7122, recall@top3: 0.7534, prec@top3: 0.6152, recall@top5: 0.8991, prec@top5: 0.4513, loss: 0.0469, grad_norm: 0.0940 2021-03-01 18:13:17,482 - mmaction - INFO - Epoch [4][1540/1921] lr: 1.176e-01, eta: 18:50:05, time: 2.133, data_time: 0.001, memory: 8260, loss_action_cls: 0.0464, recall@thr=0.5: 0.6195, prec@thr=0.5: 0.7133, recall@top3: 0.7627, prec@top3: 0.6225, recall@top5: 0.9082, prec@top5: 0.4561, loss: 0.0464, grad_norm: 0.0981 2021-03-01 18:14:00,881 - mmaction - INFO - Epoch [4][1560/1921] lr: 1.179e-01, eta: 18:49:21, time: 2.170, data_time: 0.001, memory: 8260, loss_action_cls: 0.0473, recall@thr=0.5: 0.6014, prec@thr=0.5: 0.7062, recall@top3: 0.7479, prec@top3: 0.6094, recall@top5: 0.8990, prec@top5: 0.4506, loss: 0.0473, grad_norm: 0.0989 2021-03-01 18:14:44,470 - mmaction - INFO - Epoch [4][1580/1921] lr: 1.182e-01, eta: 18:48:37, time: 2.179, data_time: 0.001, memory: 8260, loss_action_cls: 0.0476, recall@thr=0.5: 0.5984, prec@thr=0.5: 0.7085, recall@top3: 0.7474, prec@top3: 0.6135, recall@top5: 0.8967, prec@top5: 0.4513, loss: 0.0476, grad_norm: 0.0948 2021-03-01 18:15:28,228 - mmaction - INFO - Epoch [4][1600/1921] lr: 1.185e-01, eta: 18:47:54, time: 2.187, data_time: 0.001, memory: 8260, loss_action_cls: 0.0474, recall@thr=0.5: 0.6095, prec@thr=0.5: 0.7152, recall@top3: 0.7468, prec@top3: 0.6180, recall@top5: 0.9018, prec@top5: 0.4578, loss: 0.0474, grad_norm: 0.0962 2021-03-01 18:16:12,389 - mmaction - INFO - Epoch [4][1620/1921] lr: 1.188e-01, eta: 18:47:13, time: 2.209, data_time: 0.001, memory: 8260, loss_action_cls: 0.0466, recall@thr=0.5: 0.6093, prec@thr=0.5: 0.7037, recall@top3: 0.7513, prec@top3: 0.6131, recall@top5: 0.9025, prec@top5: 0.4501, loss: 0.0466, grad_norm: 0.0964 2021-03-01 18:16:55,497 - mmaction - INFO - Epoch [4][1640/1921] lr: 1.190e-01, eta: 18:46:28, time: 2.155, data_time: 0.001, memory: 8260, loss_action_cls: 0.0468, recall@thr=0.5: 0.6108, prec@thr=0.5: 0.7122, recall@top3: 0.7533, prec@top3: 0.6205, recall@top5: 0.9025, prec@top5: 0.4539, loss: 0.0468, grad_norm: 0.0966 2021-03-01 18:17:38,870 - mmaction - INFO - Epoch [4][1660/1921] lr: 1.193e-01, eta: 18:45:43, time: 2.169, data_time: 0.001, memory: 8260, loss_action_cls: 0.0465, recall@thr=0.5: 0.6007, prec@thr=0.5: 0.7053, recall@top3: 0.7550, prec@top3: 0.6190, recall@top5: 0.8947, prec@top5: 0.4493, loss: 0.0465, grad_norm: 0.0985 2021-03-01 18:18:22,312 - mmaction - INFO - Epoch [4][1680/1921] lr: 1.196e-01, eta: 18:44:59, time: 2.172, data_time: 0.001, memory: 8260, loss_action_cls: 0.0474, recall@thr=0.5: 0.6158, prec@thr=0.5: 0.7121, recall@top3: 0.7527, prec@top3: 0.6167, recall@top5: 0.9008, prec@top5: 0.4519, loss: 0.0474, grad_norm: 0.1006 2021-03-01 18:19:05,961 - mmaction - INFO - Epoch [4][1700/1921] lr: 1.199e-01, eta: 18:44:16, time: 2.183, data_time: 0.001, memory: 8260, loss_action_cls: 0.0474, recall@thr=0.5: 0.5942, prec@thr=0.5: 0.7087, recall@top3: 0.7508, prec@top3: 0.6193, recall@top5: 0.9007, prec@top5: 0.4551, loss: 0.0474, grad_norm: 0.0978 2021-03-01 18:19:49,086 - mmaction - INFO - Epoch [4][1720/1921] lr: 1.202e-01, eta: 18:43:30, time: 2.156, data_time: 0.001, memory: 8260, loss_action_cls: 0.0473, recall@thr=0.5: 0.6123, prec@thr=0.5: 0.7036, recall@top3: 0.7491, prec@top3: 0.6119, recall@top5: 0.8981, prec@top5: 0.4499, loss: 0.0473, grad_norm: 0.0956 2021-03-01 18:20:31,880 - mmaction - INFO - Epoch [4][1740/1921] lr: 1.204e-01, eta: 18:42:43, time: 2.140, data_time: 0.001, memory: 8260, loss_action_cls: 0.0461, recall@thr=0.5: 0.6132, prec@thr=0.5: 0.7132, recall@top3: 0.7534, prec@top3: 0.6224, recall@top5: 0.9040, prec@top5: 0.4570, loss: 0.0461, grad_norm: 0.0970 2021-03-01 18:21:15,022 - mmaction - INFO - Epoch [4][1760/1921] lr: 1.207e-01, eta: 18:41:58, time: 2.157, data_time: 0.001, memory: 8260, loss_action_cls: 0.0461, recall@thr=0.5: 0.6283, prec@thr=0.5: 0.7177, recall@top3: 0.7562, prec@top3: 0.6289, recall@top5: 0.9077, prec@top5: 0.4634, loss: 0.0461, grad_norm: 0.1006 2021-03-01 18:21:59,068 - mmaction - INFO - Epoch [4][1780/1921] lr: 1.210e-01, eta: 18:41:16, time: 2.202, data_time: 0.001, memory: 8260, loss_action_cls: 0.0465, recall@thr=0.5: 0.6151, prec@thr=0.5: 0.7110, recall@top3: 0.7559, prec@top3: 0.6208, recall@top5: 0.9038, prec@top5: 0.4542, loss: 0.0465, grad_norm: 0.0953 2021-03-01 18:22:41,899 - mmaction - INFO - Epoch [4][1800/1921] lr: 1.213e-01, eta: 18:40:30, time: 2.141, data_time: 0.001, memory: 8260, loss_action_cls: 0.0466, recall@thr=0.5: 0.6001, prec@thr=0.5: 0.6998, recall@top3: 0.7569, prec@top3: 0.6106, recall@top5: 0.9047, prec@top5: 0.4475, loss: 0.0466, grad_norm: 0.1015 2021-03-01 18:23:24,865 - mmaction - INFO - Epoch [4][1820/1921] lr: 1.216e-01, eta: 18:39:44, time: 2.148, data_time: 0.001, memory: 8260, loss_action_cls: 0.0477, recall@thr=0.5: 0.5960, prec@thr=0.5: 0.7074, recall@top3: 0.7381, prec@top3: 0.6133, recall@top5: 0.8982, prec@top5: 0.4572, loss: 0.0477, grad_norm: 0.1007 2021-03-01 18:24:08,212 - mmaction - INFO - Epoch [4][1840/1921] lr: 1.218e-01, eta: 18:38:59, time: 2.167, data_time: 0.001, memory: 8260, loss_action_cls: 0.0466, recall@thr=0.5: 0.6046, prec@thr=0.5: 0.7087, recall@top3: 0.7525, prec@top3: 0.6085, recall@top5: 0.9033, prec@top5: 0.4472, loss: 0.0466, grad_norm: 0.0947 2021-03-01 18:24:51,353 - mmaction - INFO - Epoch [4][1860/1921] lr: 1.221e-01, eta: 18:38:14, time: 2.157, data_time: 0.001, memory: 8260, loss_action_cls: 0.0463, recall@thr=0.5: 0.6114, prec@thr=0.5: 0.7136, recall@top3: 0.7537, prec@top3: 0.6202, recall@top5: 0.8991, prec@top5: 0.4547, loss: 0.0463, grad_norm: 0.0938 2021-03-01 18:25:34,800 - mmaction - INFO - Epoch [4][1880/1921] lr: 1.224e-01, eta: 18:37:30, time: 2.172, data_time: 0.001, memory: 8260, loss_action_cls: 0.0469, recall@thr=0.5: 0.6020, prec@thr=0.5: 0.7058, recall@top3: 0.7502, prec@top3: 0.6142, recall@top5: 0.8996, prec@top5: 0.4492, loss: 0.0469, grad_norm: 0.0984 2021-03-01 18:26:17,621 - mmaction - INFO - Epoch [4][1900/1921] lr: 1.227e-01, eta: 18:36:43, time: 2.141, data_time: 0.001, memory: 8260, loss_action_cls: 0.0460, recall@thr=0.5: 0.6024, prec@thr=0.5: 0.7018, recall@top3: 0.7491, prec@top3: 0.6078, recall@top5: 0.9023, prec@top5: 0.4489, loss: 0.0460, grad_norm: 0.0982 2021-03-01 18:26:59,179 - mmaction - INFO - Epoch [4][1920/1921] lr: 1.230e-01, eta: 18:35:52, time: 2.078, data_time: 0.001, memory: 8260, loss_action_cls: 0.0465, recall@thr=0.5: 0.6221, prec@thr=0.5: 0.7069, recall@top3: 0.7568, prec@top3: 0.6228, recall@top5: 0.9074, prec@top5: 0.4586, loss: 0.0465, grad_norm: 0.1034 2021-03-01 18:27:04,850 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-03-01 18:39:22,099 - mmaction - INFO - Evaluating mAP ... 2021-03-01 18:47:46,417 - mmaction - INFO - mAP@0.5IOU 0.1893 2021-03-01 18:47:46,733 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_4.pth. 2021-03-01 18:47:46,733 - mmaction - INFO - Best mAP@0.5IOU is 0.1893 at 4 epoch. 2021-03-01 18:47:47,979 - mmaction - INFO - Epoch(val) [4][1921] mAP@0.5IOU: 0.1893 2021-03-01 18:49:25,370 - mmaction - INFO - Epoch [5][20/1921] lr: 1.233e-01, eta: 18:38:31, time: 4.857, data_time: 2.707, memory: 8260, loss_action_cls: 0.0458, recall@thr=0.5: 0.6204, prec@thr=0.5: 0.7242, recall@top3: 0.7570, prec@top3: 0.6290, recall@top5: 0.9088, prec@top5: 0.4627, loss: 0.0458, grad_norm: 0.0996 2021-03-01 18:50:08,338 - mmaction - INFO - Epoch [5][40/1921] lr: 1.235e-01, eta: 18:37:44, time: 2.148, data_time: 0.002, memory: 8260, loss_action_cls: 0.0453, recall@thr=0.5: 0.6147, prec@thr=0.5: 0.7123, recall@top3: 0.7604, prec@top3: 0.6165, recall@top5: 0.9085, prec@top5: 0.4513, loss: 0.0453, grad_norm: 0.0976 2021-03-01 18:50:52,094 - mmaction - INFO - Epoch [5][60/1921] lr: 1.238e-01, eta: 18:37:01, time: 2.188, data_time: 0.001, memory: 8260, loss_action_cls: 0.0455, recall@thr=0.5: 0.6214, prec@thr=0.5: 0.7224, recall@top3: 0.7622, prec@top3: 0.6203, recall@top5: 0.9068, prec@top5: 0.4538, loss: 0.0455, grad_norm: 0.0983 2021-03-01 18:51:35,747 - mmaction - INFO - Epoch [5][80/1921] lr: 1.241e-01, eta: 18:36:17, time: 2.182, data_time: 0.001, memory: 8260, loss_action_cls: 0.0461, recall@thr=0.5: 0.6173, prec@thr=0.5: 0.7059, recall@top3: 0.7656, prec@top3: 0.6188, recall@top5: 0.9123, prec@top5: 0.4533, loss: 0.0461, grad_norm: 0.0998 2021-03-01 18:52:19,100 - mmaction - INFO - Epoch [5][100/1921] lr: 1.244e-01, eta: 18:35:32, time: 2.167, data_time: 0.001, memory: 8260, loss_action_cls: 0.0459, recall@thr=0.5: 0.6102, prec@thr=0.5: 0.7141, recall@top3: 0.7501, prec@top3: 0.6165, recall@top5: 0.9007, prec@top5: 0.4538, loss: 0.0459, grad_norm: 0.1025 2021-03-01 18:53:02,133 - mmaction - INFO - Epoch [5][120/1921] lr: 1.247e-01, eta: 18:34:45, time: 2.152, data_time: 0.001, memory: 8260, loss_action_cls: 0.0461, recall@thr=0.5: 0.6002, prec@thr=0.5: 0.7081, recall@top3: 0.7587, prec@top3: 0.6142, recall@top5: 0.9037, prec@top5: 0.4483, loss: 0.0461, grad_norm: 0.0968 2021-03-01 18:53:45,941 - mmaction - INFO - Epoch [5][140/1921] lr: 1.250e-01, eta: 18:34:02, time: 2.190, data_time: 0.001, memory: 8260, loss_action_cls: 0.0455, recall@thr=0.5: 0.6212, prec@thr=0.5: 0.7196, recall@top3: 0.7601, prec@top3: 0.6261, recall@top5: 0.9041, prec@top5: 0.4561, loss: 0.0455, grad_norm: 0.0998 2021-03-01 18:54:30,028 - mmaction - INFO - Epoch [5][160/1921] lr: 1.252e-01, eta: 18:33:20, time: 2.204, data_time: 0.001, memory: 8260, loss_action_cls: 0.0459, recall@thr=0.5: 0.6101, prec@thr=0.5: 0.7060, recall@top3: 0.7595, prec@top3: 0.6209, recall@top5: 0.9052, prec@top5: 0.4541, loss: 0.0459, grad_norm: 0.0971 2021-03-01 18:55:14,319 - mmaction - INFO - Epoch [5][180/1921] lr: 1.255e-01, eta: 18:32:39, time: 2.215, data_time: 0.001, memory: 8260, loss_action_cls: 0.0459, recall@thr=0.5: 0.6125, prec@thr=0.5: 0.7170, recall@top3: 0.7593, prec@top3: 0.6212, recall@top5: 0.9069, prec@top5: 0.4540, loss: 0.0459, grad_norm: 0.0977 2021-03-01 18:55:57,925 - mmaction - INFO - Epoch [5][200/1921] lr: 1.258e-01, eta: 18:31:55, time: 2.180, data_time: 0.001, memory: 8260, loss_action_cls: 0.0467, recall@thr=0.5: 0.6176, prec@thr=0.5: 0.7113, recall@top3: 0.7575, prec@top3: 0.6207, recall@top5: 0.9015, prec@top5: 0.4531, loss: 0.0467, grad_norm: 0.0949 2021-03-01 18:56:41,431 - mmaction - INFO - Epoch [5][220/1921] lr: 1.261e-01, eta: 18:31:10, time: 2.175, data_time: 0.001, memory: 8260, loss_action_cls: 0.0467, recall@thr=0.5: 0.6081, prec@thr=0.5: 0.7069, recall@top3: 0.7512, prec@top3: 0.6152, recall@top5: 0.9007, prec@top5: 0.4505, loss: 0.0467, grad_norm: 0.0973 2021-03-01 18:57:25,216 - mmaction - INFO - Epoch [5][240/1921] lr: 1.264e-01, eta: 18:30:27, time: 2.189, data_time: 0.001, memory: 8260, loss_action_cls: 0.0453, recall@thr=0.5: 0.6145, prec@thr=0.5: 0.7307, recall@top3: 0.7667, prec@top3: 0.6327, recall@top5: 0.9105, prec@top5: 0.4610, loss: 0.0453, grad_norm: 0.0982 2021-03-01 18:58:08,665 - mmaction - INFO - Epoch [5][260/1921] lr: 1.266e-01, eta: 18:29:42, time: 2.173, data_time: 0.001, memory: 8260, loss_action_cls: 0.0460, recall@thr=0.5: 0.6221, prec@thr=0.5: 0.7068, recall@top3: 0.7562, prec@top3: 0.6215, recall@top5: 0.9018, prec@top5: 0.4550, loss: 0.0460, grad_norm: 0.0999 2021-03-01 18:58:51,104 - mmaction - INFO - Epoch [5][280/1921] lr: 1.269e-01, eta: 18:28:54, time: 2.122, data_time: 0.001, memory: 8260, loss_action_cls: 0.0460, recall@thr=0.5: 0.6085, prec@thr=0.5: 0.7165, recall@top3: 0.7640, prec@top3: 0.6212, recall@top5: 0.9079, prec@top5: 0.4545, loss: 0.0460, grad_norm: 0.0992 2021-03-01 18:59:33,652 - mmaction - INFO - Epoch [5][300/1921] lr: 1.272e-01, eta: 18:28:06, time: 2.127, data_time: 0.001, memory: 8260, loss_action_cls: 0.0456, recall@thr=0.5: 0.6238, prec@thr=0.5: 0.7179, recall@top3: 0.7604, prec@top3: 0.6185, recall@top5: 0.9066, prec@top5: 0.4539, loss: 0.0456, grad_norm: 0.1025 2021-03-01 19:00:16,852 - mmaction - INFO - Epoch [5][320/1921] lr: 1.275e-01, eta: 18:27:20, time: 2.160, data_time: 0.001, memory: 8260, loss_action_cls: 0.0463, recall@thr=0.5: 0.6109, prec@thr=0.5: 0.7072, recall@top3: 0.7610, prec@top3: 0.6143, recall@top5: 0.9088, prec@top5: 0.4492, loss: 0.0463, grad_norm: 0.0992 2021-03-01 19:01:00,741 - mmaction - INFO - Epoch [5][340/1921] lr: 1.278e-01, eta: 18:26:37, time: 2.194, data_time: 0.001, memory: 8260, loss_action_cls: 0.0462, recall@thr=0.5: 0.6071, prec@thr=0.5: 0.7112, recall@top3: 0.7598, prec@top3: 0.6263, recall@top5: 0.9036, prec@top5: 0.4562, loss: 0.0462, grad_norm: 0.0978 2021-03-01 19:01:44,025 - mmaction - INFO - Epoch [5][360/1921] lr: 1.280e-01, eta: 18:25:52, time: 2.164, data_time: 0.001, memory: 8260, loss_action_cls: 0.0454, recall@thr=0.5: 0.6232, prec@thr=0.5: 0.7135, recall@top3: 0.7587, prec@top3: 0.6186, recall@top5: 0.9055, prec@top5: 0.4523, loss: 0.0454, grad_norm: 0.0992 2021-03-01 19:02:27,235 - mmaction - INFO - Epoch [5][380/1921] lr: 1.283e-01, eta: 18:25:06, time: 2.161, data_time: 0.001, memory: 8260, loss_action_cls: 0.0467, recall@thr=0.5: 0.6025, prec@thr=0.5: 0.7178, recall@top3: 0.7519, prec@top3: 0.6201, recall@top5: 0.9053, prec@top5: 0.4582, loss: 0.0467, grad_norm: 0.1004 2021-03-01 19:03:10,322 - mmaction - INFO - Epoch [5][400/1921] lr: 1.286e-01, eta: 18:24:21, time: 2.154, data_time: 0.001, memory: 8260, loss_action_cls: 0.0461, recall@thr=0.5: 0.6172, prec@thr=0.5: 0.7144, recall@top3: 0.7619, prec@top3: 0.6171, recall@top5: 0.9033, prec@top5: 0.4487, loss: 0.0461, grad_norm: 0.1004 2021-03-01 19:03:53,878 - mmaction - INFO - Epoch [5][420/1921] lr: 1.289e-01, eta: 18:23:36, time: 2.178, data_time: 0.001, memory: 8260, loss_action_cls: 0.0455, recall@thr=0.5: 0.6285, prec@thr=0.5: 0.7201, recall@top3: 0.7584, prec@top3: 0.6207, recall@top5: 0.9038, prec@top5: 0.4542, loss: 0.0455, grad_norm: 0.0960 2021-03-01 19:04:36,999 - mmaction - INFO - Epoch [5][440/1921] lr: 1.292e-01, eta: 18:22:51, time: 2.156, data_time: 0.001, memory: 8260, loss_action_cls: 0.0452, recall@thr=0.5: 0.6176, prec@thr=0.5: 0.7247, recall@top3: 0.7636, prec@top3: 0.6256, recall@top5: 0.9088, prec@top5: 0.4569, loss: 0.0452, grad_norm: 0.0997 2021-03-01 19:05:20,568 - mmaction - INFO - Epoch [5][460/1921] lr: 1.295e-01, eta: 18:22:06, time: 2.178, data_time: 0.001, memory: 8260, loss_action_cls: 0.0457, recall@thr=0.5: 0.6157, prec@thr=0.5: 0.7136, recall@top3: 0.7614, prec@top3: 0.6224, recall@top5: 0.9095, prec@top5: 0.4543, loss: 0.0457, grad_norm: 0.1052 2021-03-01 19:06:02,716 - mmaction - INFO - Epoch [5][480/1921] lr: 1.297e-01, eta: 18:21:17, time: 2.107, data_time: 0.001, memory: 8260, loss_action_cls: 0.0449, recall@thr=0.5: 0.6233, prec@thr=0.5: 0.7226, recall@top3: 0.7620, prec@top3: 0.6306, recall@top5: 0.9100, prec@top5: 0.4611, loss: 0.0449, grad_norm: 0.0994 2021-03-01 19:06:46,639 - mmaction - INFO - Epoch [5][500/1921] lr: 1.300e-01, eta: 18:20:34, time: 2.196, data_time: 0.001, memory: 8260, loss_action_cls: 0.0449, recall@thr=0.5: 0.6225, prec@thr=0.5: 0.7220, recall@top3: 0.7628, prec@top3: 0.6184, recall@top5: 0.9053, prec@top5: 0.4495, loss: 0.0449, grad_norm: 0.0987 2021-03-01 19:07:30,564 - mmaction - INFO - Epoch [5][520/1921] lr: 1.303e-01, eta: 18:19:52, time: 2.196, data_time: 0.001, memory: 8260, loss_action_cls: 0.0457, recall@thr=0.5: 0.6230, prec@thr=0.5: 0.7212, recall@top3: 0.7600, prec@top3: 0.6239, recall@top5: 0.9056, prec@top5: 0.4561, loss: 0.0457, grad_norm: 0.0998 2021-03-01 19:08:13,596 - mmaction - INFO - Epoch [5][540/1921] lr: 1.306e-01, eta: 18:19:06, time: 2.152, data_time: 0.001, memory: 8260, loss_action_cls: 0.0461, recall@thr=0.5: 0.6130, prec@thr=0.5: 0.7111, recall@top3: 0.7557, prec@top3: 0.6170, recall@top5: 0.9036, prec@top5: 0.4525, loss: 0.0461, grad_norm: 0.1003 2021-03-01 19:08:57,164 - mmaction - INFO - Epoch [5][560/1921] lr: 1.309e-01, eta: 18:18:21, time: 2.178, data_time: 0.001, memory: 8260, loss_action_cls: 0.0453, recall@thr=0.5: 0.6212, prec@thr=0.5: 0.7174, recall@top3: 0.7635, prec@top3: 0.6281, recall@top5: 0.9081, prec@top5: 0.4590, loss: 0.0453, grad_norm: 0.0952 2021-03-01 19:09:40,932 - mmaction - INFO - Epoch [5][580/1921] lr: 1.311e-01, eta: 18:17:38, time: 2.188, data_time: 0.001, memory: 8260, loss_action_cls: 0.0463, recall@thr=0.5: 0.6213, prec@thr=0.5: 0.7100, recall@top3: 0.7629, prec@top3: 0.6223, recall@top5: 0.9066, prec@top5: 0.4554, loss: 0.0463, grad_norm: 0.0991 2021-03-01 19:10:24,350 - mmaction - INFO - Epoch [5][600/1921] lr: 1.314e-01, eta: 18:16:53, time: 2.171, data_time: 0.001, memory: 8260, loss_action_cls: 0.0464, recall@thr=0.5: 0.6085, prec@thr=0.5: 0.7174, recall@top3: 0.7557, prec@top3: 0.6176, recall@top5: 0.9076, prec@top5: 0.4538, loss: 0.0464, grad_norm: 0.0976 2021-03-01 19:11:08,308 - mmaction - INFO - Epoch [5][620/1921] lr: 1.317e-01, eta: 18:16:11, time: 2.198, data_time: 0.001, memory: 8260, loss_action_cls: 0.0461, recall@thr=0.5: 0.6179, prec@thr=0.5: 0.7167, recall@top3: 0.7609, prec@top3: 0.6213, recall@top5: 0.9045, prec@top5: 0.4522, loss: 0.0461, grad_norm: 0.0941 2021-03-01 19:11:51,516 - mmaction - INFO - Epoch [5][640/1921] lr: 1.320e-01, eta: 18:15:25, time: 2.161, data_time: 0.001, memory: 8260, loss_action_cls: 0.0446, recall@thr=0.5: 0.6224, prec@thr=0.5: 0.7242, recall@top3: 0.7627, prec@top3: 0.6185, recall@top5: 0.9104, prec@top5: 0.4542, loss: 0.0446, grad_norm: 0.0950 2021-03-01 19:12:35,323 - mmaction - INFO - Epoch [5][660/1921] lr: 1.323e-01, eta: 18:14:42, time: 2.190, data_time: 0.001, memory: 8260, loss_action_cls: 0.0450, recall@thr=0.5: 0.6192, prec@thr=0.5: 0.7145, recall@top3: 0.7660, prec@top3: 0.6245, recall@top5: 0.9118, prec@top5: 0.4554, loss: 0.0450, grad_norm: 0.0991 2021-03-01 19:13:19,188 - mmaction - INFO - Epoch [5][680/1921] lr: 1.325e-01, eta: 18:13:59, time: 2.193, data_time: 0.001, memory: 8260, loss_action_cls: 0.0457, recall@thr=0.5: 0.6299, prec@thr=0.5: 0.7167, recall@top3: 0.7594, prec@top3: 0.6238, recall@top5: 0.9065, prec@top5: 0.4566, loss: 0.0457, grad_norm: 0.0999 2021-03-01 19:14:02,014 - mmaction - INFO - Epoch [5][700/1921] lr: 1.328e-01, eta: 18:13:12, time: 2.141, data_time: 0.001, memory: 8260, loss_action_cls: 0.0442, recall@thr=0.5: 0.6183, prec@thr=0.5: 0.7206, recall@top3: 0.7722, prec@top3: 0.6217, recall@top5: 0.9165, prec@top5: 0.4529, loss: 0.0442, grad_norm: 0.0979 2021-03-01 19:14:44,495 - mmaction - INFO - Epoch [5][720/1921] lr: 1.331e-01, eta: 18:12:24, time: 2.124, data_time: 0.001, memory: 8260, loss_action_cls: 0.0453, recall@thr=0.5: 0.6247, prec@thr=0.5: 0.7197, recall@top3: 0.7666, prec@top3: 0.6180, recall@top5: 0.9085, prec@top5: 0.4486, loss: 0.0453, grad_norm: 0.1019 2021-03-01 19:15:27,828 - mmaction - INFO - Epoch [5][740/1921] lr: 1.334e-01, eta: 18:11:40, time: 2.167, data_time: 0.001, memory: 8260, loss_action_cls: 0.0463, recall@thr=0.5: 0.6099, prec@thr=0.5: 0.7044, recall@top3: 0.7589, prec@top3: 0.6138, recall@top5: 0.9011, prec@top5: 0.4477, loss: 0.0463, grad_norm: 0.1017 2021-03-01 19:16:10,804 - mmaction - INFO - Epoch [5][760/1921] lr: 1.337e-01, eta: 18:10:53, time: 2.149, data_time: 0.001, memory: 8260, loss_action_cls: 0.0456, recall@thr=0.5: 0.6258, prec@thr=0.5: 0.7173, recall@top3: 0.7627, prec@top3: 0.6173, recall@top5: 0.9089, prec@top5: 0.4524, loss: 0.0456, grad_norm: 0.1028 2021-03-01 19:16:54,474 - mmaction - INFO - Epoch [5][780/1921] lr: 1.339e-01, eta: 18:10:10, time: 2.183, data_time: 0.002, memory: 8260, loss_action_cls: 0.0455, recall@thr=0.5: 0.6103, prec@thr=0.5: 0.7196, recall@top3: 0.7601, prec@top3: 0.6140, recall@top5: 0.9040, prec@top5: 0.4477, loss: 0.0455, grad_norm: 0.0935 2021-03-01 19:17:37,767 - mmaction - INFO - Epoch [5][800/1921] lr: 1.342e-01, eta: 18:09:25, time: 2.165, data_time: 0.001, memory: 8260, loss_action_cls: 0.0460, recall@thr=0.5: 0.6248, prec@thr=0.5: 0.7193, recall@top3: 0.7587, prec@top3: 0.6270, recall@top5: 0.9062, prec@top5: 0.4591, loss: 0.0460, grad_norm: 0.0987 2021-03-01 19:18:20,974 - mmaction - INFO - Epoch [5][820/1921] lr: 1.345e-01, eta: 18:08:39, time: 2.160, data_time: 0.001, memory: 8260, loss_action_cls: 0.0456, recall@thr=0.5: 0.6112, prec@thr=0.5: 0.7084, recall@top3: 0.7643, prec@top3: 0.6143, recall@top5: 0.9100, prec@top5: 0.4485, loss: 0.0456, grad_norm: 0.0993 2021-03-01 19:19:05,122 - mmaction - INFO - Epoch [5][840/1921] lr: 1.348e-01, eta: 18:07:57, time: 2.207, data_time: 0.001, memory: 8260, loss_action_cls: 0.0470, recall@thr=0.5: 0.6106, prec@thr=0.5: 0.7072, recall@top3: 0.7477, prec@top3: 0.6122, recall@top5: 0.8930, prec@top5: 0.4487, loss: 0.0470, grad_norm: 0.1008 2021-03-01 19:19:48,169 - mmaction - INFO - Epoch [5][860/1921] lr: 1.351e-01, eta: 18:07:12, time: 2.152, data_time: 0.001, memory: 8260, loss_action_cls: 0.0456, recall@thr=0.5: 0.6122, prec@thr=0.5: 0.7077, recall@top3: 0.7582, prec@top3: 0.6188, recall@top5: 0.9088, prec@top5: 0.4536, loss: 0.0456, grad_norm: 0.1003 2021-03-01 19:20:32,368 - mmaction - INFO - Epoch [5][880/1921] lr: 1.354e-01, eta: 18:06:30, time: 2.210, data_time: 0.001, memory: 8260, loss_action_cls: 0.0463, recall@thr=0.5: 0.6221, prec@thr=0.5: 0.7216, recall@top3: 0.7529, prec@top3: 0.6312, recall@top5: 0.9010, prec@top5: 0.4622, loss: 0.0463, grad_norm: 0.0974 2021-03-01 19:21:15,597 - mmaction - INFO - Epoch [5][900/1921] lr: 1.356e-01, eta: 18:05:45, time: 2.161, data_time: 0.001, memory: 8260, loss_action_cls: 0.0454, recall@thr=0.5: 0.6154, prec@thr=0.5: 0.7054, recall@top3: 0.7608, prec@top3: 0.6187, recall@top5: 0.9047, prec@top5: 0.4516, loss: 0.0454, grad_norm: 0.0985 2021-03-01 19:21:59,323 - mmaction - INFO - Epoch [5][920/1921] lr: 1.359e-01, eta: 18:05:01, time: 2.186, data_time: 0.001, memory: 8260, loss_action_cls: 0.0450, recall@thr=0.5: 0.6163, prec@thr=0.5: 0.7204, recall@top3: 0.7612, prec@top3: 0.6280, recall@top5: 0.9095, prec@top5: 0.4586, loss: 0.0450, grad_norm: 0.0986 2021-03-01 19:22:42,551 - mmaction - INFO - Epoch [5][940/1921] lr: 1.362e-01, eta: 18:04:16, time: 2.162, data_time: 0.001, memory: 8260, loss_action_cls: 0.0457, recall@thr=0.5: 0.6208, prec@thr=0.5: 0.7185, recall@top3: 0.7606, prec@top3: 0.6254, recall@top5: 0.9069, prec@top5: 0.4564, loss: 0.0457, grad_norm: 0.0976 2021-03-01 19:23:26,487 - mmaction - INFO - Epoch [5][960/1921] lr: 1.365e-01, eta: 18:03:33, time: 2.197, data_time: 0.001, memory: 8260, loss_action_cls: 0.0467, recall@thr=0.5: 0.6117, prec@thr=0.5: 0.7181, recall@top3: 0.7592, prec@top3: 0.6232, recall@top5: 0.9038, prec@top5: 0.4563, loss: 0.0467, grad_norm: 0.1020 2021-03-01 19:24:09,415 - mmaction - INFO - Epoch [5][980/1921] lr: 1.368e-01, eta: 18:02:47, time: 2.146, data_time: 0.001, memory: 8260, loss_action_cls: 0.0459, recall@thr=0.5: 0.6196, prec@thr=0.5: 0.7140, recall@top3: 0.7592, prec@top3: 0.6228, recall@top5: 0.9040, prec@top5: 0.4545, loss: 0.0459, grad_norm: 0.0999 2021-03-01 19:24:52,898 - mmaction - INFO - Epoch [5][1000/1921] lr: 1.370e-01, eta: 18:02:03, time: 2.174, data_time: 0.001, memory: 8260, loss_action_cls: 0.0444, recall@thr=0.5: 0.6327, prec@thr=0.5: 0.7228, recall@top3: 0.7649, prec@top3: 0.6290, recall@top5: 0.9117, prec@top5: 0.4606, loss: 0.0444, grad_norm: 0.0952 2021-03-01 19:25:36,625 - mmaction - INFO - Epoch [5][1020/1921] lr: 1.373e-01, eta: 18:01:19, time: 2.186, data_time: 0.001, memory: 8260, loss_action_cls: 0.0452, recall@thr=0.5: 0.6122, prec@thr=0.5: 0.7150, recall@top3: 0.7602, prec@top3: 0.6172, recall@top5: 0.9076, prec@top5: 0.4505, loss: 0.0452, grad_norm: 0.1011 2021-03-01 19:26:19,782 - mmaction - INFO - Epoch [5][1040/1921] lr: 1.376e-01, eta: 18:00:34, time: 2.158, data_time: 0.001, memory: 8260, loss_action_cls: 0.0453, recall@thr=0.5: 0.6242, prec@thr=0.5: 0.7135, recall@top3: 0.7598, prec@top3: 0.6223, recall@top5: 0.9083, prec@top5: 0.4571, loss: 0.0453, grad_norm: 0.0998 2021-03-01 19:27:03,490 - mmaction - INFO - Epoch [5][1060/1921] lr: 1.379e-01, eta: 17:59:50, time: 2.185, data_time: 0.001, memory: 8260, loss_action_cls: 0.0460, recall@thr=0.5: 0.6201, prec@thr=0.5: 0.7161, recall@top3: 0.7544, prec@top3: 0.6221, recall@top5: 0.9056, prec@top5: 0.4587, loss: 0.0460, grad_norm: 0.0993 2021-03-01 19:27:47,249 - mmaction - INFO - Epoch [5][1080/1921] lr: 1.382e-01, eta: 17:59:07, time: 2.188, data_time: 0.001, memory: 8260, loss_action_cls: 0.0448, recall@thr=0.5: 0.6368, prec@thr=0.5: 0.7236, recall@top3: 0.7633, prec@top3: 0.6347, recall@top5: 0.9104, prec@top5: 0.4650, loss: 0.0448, grad_norm: 0.0941 2021-03-01 19:28:30,826 - mmaction - INFO - Epoch [5][1100/1921] lr: 1.384e-01, eta: 17:58:23, time: 2.179, data_time: 0.001, memory: 8260, loss_action_cls: 0.0454, recall@thr=0.5: 0.6217, prec@thr=0.5: 0.7100, recall@top3: 0.7587, prec@top3: 0.6268, recall@top5: 0.9058, prec@top5: 0.4603, loss: 0.0454, grad_norm: 0.0964 2021-03-01 19:29:13,652 - mmaction - INFO - Epoch [5][1120/1921] lr: 1.387e-01, eta: 17:57:37, time: 2.141, data_time: 0.002, memory: 8260, loss_action_cls: 0.0466, recall@thr=0.5: 0.6149, prec@thr=0.5: 0.7144, recall@top3: 0.7485, prec@top3: 0.6180, recall@top5: 0.9015, prec@top5: 0.4568, loss: 0.0466, grad_norm: 0.1014 2021-03-01 19:29:57,026 - mmaction - INFO - Epoch [5][1140/1921] lr: 1.390e-01, eta: 17:56:52, time: 2.168, data_time: 0.001, memory: 8260, loss_action_cls: 0.0453, recall@thr=0.5: 0.6132, prec@thr=0.5: 0.7224, recall@top3: 0.7699, prec@top3: 0.6188, recall@top5: 0.9136, prec@top5: 0.4523, loss: 0.0453, grad_norm: 0.1021 2021-03-01 19:30:40,550 - mmaction - INFO - Epoch [5][1160/1921] lr: 1.393e-01, eta: 17:56:08, time: 2.176, data_time: 0.001, memory: 8260, loss_action_cls: 0.0472, recall@thr=0.5: 0.6126, prec@thr=0.5: 0.7106, recall@top3: 0.7503, prec@top3: 0.6158, recall@top5: 0.9026, prec@top5: 0.4527, loss: 0.0472, grad_norm: 0.1063 2021-03-01 19:31:23,643 - mmaction - INFO - Epoch [5][1180/1921] lr: 1.396e-01, eta: 17:55:22, time: 2.155, data_time: 0.001, memory: 8260, loss_action_cls: 0.0471, recall@thr=0.5: 0.6046, prec@thr=0.5: 0.7047, recall@top3: 0.7464, prec@top3: 0.6143, recall@top5: 0.8987, prec@top5: 0.4547, loss: 0.0471, grad_norm: 0.1028 2021-03-01 19:32:07,081 - mmaction - INFO - Epoch [5][1200/1921] lr: 1.399e-01, eta: 17:54:38, time: 2.172, data_time: 0.001, memory: 8260, loss_action_cls: 0.0450, recall@thr=0.5: 0.6210, prec@thr=0.5: 0.7291, recall@top3: 0.7654, prec@top3: 0.6304, recall@top5: 0.9084, prec@top5: 0.4591, loss: 0.0450, grad_norm: 0.0997 2021-03-01 19:32:50,616 - mmaction - INFO - Epoch [5][1220/1921] lr: 1.401e-01, eta: 17:53:54, time: 2.177, data_time: 0.001, memory: 8260, loss_action_cls: 0.0450, recall@thr=0.5: 0.6259, prec@thr=0.5: 0.7219, recall@top3: 0.7635, prec@top3: 0.6256, recall@top5: 0.9062, prec@top5: 0.4558, loss: 0.0450, grad_norm: 0.0977 2021-03-01 19:33:33,629 - mmaction - INFO - Epoch [5][1240/1921] lr: 1.404e-01, eta: 17:53:08, time: 2.151, data_time: 0.001, memory: 8260, loss_action_cls: 0.0451, recall@thr=0.5: 0.6276, prec@thr=0.5: 0.7339, recall@top3: 0.7670, prec@top3: 0.6195, recall@top5: 0.9063, prec@top5: 0.4511, loss: 0.0451, grad_norm: 0.0971 2021-03-01 19:34:17,084 - mmaction - INFO - Epoch [5][1260/1921] lr: 1.407e-01, eta: 17:52:24, time: 2.173, data_time: 0.001, memory: 8260, loss_action_cls: 0.0461, recall@thr=0.5: 0.6058, prec@thr=0.5: 0.7135, recall@top3: 0.7551, prec@top3: 0.6155, recall@top5: 0.9001, prec@top5: 0.4488, loss: 0.0461, grad_norm: 0.0978 2021-03-01 19:34:59,789 - mmaction - INFO - Epoch [5][1280/1921] lr: 1.410e-01, eta: 17:51:37, time: 2.135, data_time: 0.001, memory: 8260, loss_action_cls: 0.0452, recall@thr=0.5: 0.6129, prec@thr=0.5: 0.7129, recall@top3: 0.7659, prec@top3: 0.6141, recall@top5: 0.9064, prec@top5: 0.4451, loss: 0.0452, grad_norm: 0.0986 2021-03-01 19:35:43,489 - mmaction - INFO - Epoch [5][1300/1921] lr: 1.413e-01, eta: 17:50:53, time: 2.185, data_time: 0.001, memory: 8260, loss_action_cls: 0.0459, recall@thr=0.5: 0.6160, prec@thr=0.5: 0.7187, recall@top3: 0.7545, prec@top3: 0.6138, recall@top5: 0.9038, prec@top5: 0.4511, loss: 0.0459, grad_norm: 0.0967 2021-03-01 19:36:26,438 - mmaction - INFO - Epoch [5][1320/1921] lr: 1.415e-01, eta: 17:50:07, time: 2.148, data_time: 0.001, memory: 8260, loss_action_cls: 0.0442, recall@thr=0.5: 0.6289, prec@thr=0.5: 0.7304, recall@top3: 0.7653, prec@top3: 0.6332, recall@top5: 0.9156, prec@top5: 0.4638, loss: 0.0442, grad_norm: 0.0955 2021-03-01 19:37:09,949 - mmaction - INFO - Epoch [5][1340/1921] lr: 1.418e-01, eta: 17:49:23, time: 2.176, data_time: 0.001, memory: 8260, loss_action_cls: 0.0455, recall@thr=0.5: 0.6335, prec@thr=0.5: 0.7211, recall@top3: 0.7622, prec@top3: 0.6268, recall@top5: 0.9040, prec@top5: 0.4573, loss: 0.0455, grad_norm: 0.1004 2021-03-01 19:37:52,918 - mmaction - INFO - Epoch [5][1360/1921] lr: 1.421e-01, eta: 17:48:37, time: 2.148, data_time: 0.001, memory: 8260, loss_action_cls: 0.0446, recall@thr=0.5: 0.6187, prec@thr=0.5: 0.7213, recall@top3: 0.7646, prec@top3: 0.6288, recall@top5: 0.9118, prec@top5: 0.4590, loss: 0.0446, grad_norm: 0.1006 2021-03-01 19:38:35,442 - mmaction - INFO - Epoch [5][1380/1921] lr: 1.424e-01, eta: 17:47:50, time: 2.126, data_time: 0.001, memory: 8260, loss_action_cls: 0.0444, recall@thr=0.5: 0.6339, prec@thr=0.5: 0.7293, recall@top3: 0.7667, prec@top3: 0.6256, recall@top5: 0.9104, prec@top5: 0.4568, loss: 0.0444, grad_norm: 0.0998 2021-03-01 19:39:18,892 - mmaction - INFO - Epoch [5][1400/1921] lr: 1.427e-01, eta: 17:47:06, time: 2.173, data_time: 0.001, memory: 8260, loss_action_cls: 0.0450, recall@thr=0.5: 0.6357, prec@thr=0.5: 0.7237, recall@top3: 0.7662, prec@top3: 0.6260, recall@top5: 0.9078, prec@top5: 0.4562, loss: 0.0450, grad_norm: 0.0995 2021-03-01 19:40:01,845 - mmaction - INFO - Epoch [5][1420/1921] lr: 1.429e-01, eta: 17:46:20, time: 2.148, data_time: 0.001, memory: 8260, loss_action_cls: 0.0448, recall@thr=0.5: 0.6165, prec@thr=0.5: 0.7245, recall@top3: 0.7663, prec@top3: 0.6187, recall@top5: 0.9092, prec@top5: 0.4513, loss: 0.0448, grad_norm: 0.0953 2021-03-01 19:40:44,633 - mmaction - INFO - Epoch [5][1440/1921] lr: 1.432e-01, eta: 17:45:33, time: 2.139, data_time: 0.001, memory: 8260, loss_action_cls: 0.0462, recall@thr=0.5: 0.6270, prec@thr=0.5: 0.7237, recall@top3: 0.7633, prec@top3: 0.6253, recall@top5: 0.9031, prec@top5: 0.4550, loss: 0.0462, grad_norm: 0.0971 2021-03-01 19:41:27,719 - mmaction - INFO - Epoch [5][1460/1921] lr: 1.435e-01, eta: 17:44:48, time: 2.154, data_time: 0.001, memory: 8260, loss_action_cls: 0.0458, recall@thr=0.5: 0.6239, prec@thr=0.5: 0.7148, recall@top3: 0.7559, prec@top3: 0.6243, recall@top5: 0.9075, prec@top5: 0.4591, loss: 0.0458, grad_norm: 0.0961 2021-03-01 19:42:10,832 - mmaction - INFO - Epoch [5][1480/1921] lr: 1.438e-01, eta: 17:44:03, time: 2.156, data_time: 0.001, memory: 8260, loss_action_cls: 0.0457, recall@thr=0.5: 0.6140, prec@thr=0.5: 0.7167, recall@top3: 0.7550, prec@top3: 0.6235, recall@top5: 0.9042, prec@top5: 0.4578, loss: 0.0457, grad_norm: 0.0972 2021-03-01 19:42:54,275 - mmaction - INFO - Epoch [5][1500/1921] lr: 1.441e-01, eta: 17:43:18, time: 2.172, data_time: 0.001, memory: 8260, loss_action_cls: 0.0450, recall@thr=0.5: 0.6208, prec@thr=0.5: 0.7090, recall@top3: 0.7579, prec@top3: 0.6171, recall@top5: 0.9041, prec@top5: 0.4518, loss: 0.0450, grad_norm: 0.0955 2021-03-01 19:43:37,949 - mmaction - INFO - Epoch [5][1520/1921] lr: 1.443e-01, eta: 17:42:35, time: 2.183, data_time: 0.001, memory: 8260, loss_action_cls: 0.0453, recall@thr=0.5: 0.6304, prec@thr=0.5: 0.7254, recall@top3: 0.7636, prec@top3: 0.6259, recall@top5: 0.9087, prec@top5: 0.4581, loss: 0.0453, grad_norm: 0.0939 2021-03-01 19:44:21,118 - mmaction - INFO - Epoch [5][1540/1921] lr: 1.446e-01, eta: 17:41:50, time: 2.159, data_time: 0.001, memory: 8260, loss_action_cls: 0.0454, recall@thr=0.5: 0.6182, prec@thr=0.5: 0.7202, recall@top3: 0.7586, prec@top3: 0.6209, recall@top5: 0.9072, prec@top5: 0.4558, loss: 0.0454, grad_norm: 0.0987 2021-03-01 19:45:05,240 - mmaction - INFO - Epoch [5][1560/1921] lr: 1.449e-01, eta: 17:41:07, time: 2.206, data_time: 0.002, memory: 8260, loss_action_cls: 0.0450, recall@thr=0.5: 0.6220, prec@thr=0.5: 0.7212, recall@top3: 0.7597, prec@top3: 0.6217, recall@top5: 0.9093, prec@top5: 0.4564, loss: 0.0450, grad_norm: 0.0924 2021-03-01 19:45:48,084 - mmaction - INFO - Epoch [5][1580/1921] lr: 1.452e-01, eta: 17:40:21, time: 2.142, data_time: 0.001, memory: 8260, loss_action_cls: 0.0452, recall@thr=0.5: 0.6222, prec@thr=0.5: 0.7280, recall@top3: 0.7678, prec@top3: 0.6251, recall@top5: 0.9080, prec@top5: 0.4535, loss: 0.0452, grad_norm: 0.0936 2021-03-01 19:46:30,715 - mmaction - INFO - Epoch [5][1600/1921] lr: 1.455e-01, eta: 17:39:35, time: 2.132, data_time: 0.001, memory: 8260, loss_action_cls: 0.0452, recall@thr=0.5: 0.6325, prec@thr=0.5: 0.7277, recall@top3: 0.7619, prec@top3: 0.6329, recall@top5: 0.9095, prec@top5: 0.4629, loss: 0.0452, grad_norm: 0.0987 2021-03-01 19:47:13,294 - mmaction - INFO - Epoch [5][1620/1921] lr: 1.458e-01, eta: 17:38:48, time: 2.129, data_time: 0.001, memory: 8260, loss_action_cls: 0.0445, recall@thr=0.5: 0.6253, prec@thr=0.5: 0.7185, recall@top3: 0.7655, prec@top3: 0.6204, recall@top5: 0.9090, prec@top5: 0.4520, loss: 0.0445, grad_norm: 0.1011 2021-03-01 19:47:56,126 - mmaction - INFO - Epoch [5][1640/1921] lr: 1.460e-01, eta: 17:38:01, time: 2.142, data_time: 0.001, memory: 8260, loss_action_cls: 0.0439, recall@thr=0.5: 0.6345, prec@thr=0.5: 0.7249, recall@top3: 0.7688, prec@top3: 0.6305, recall@top5: 0.9172, prec@top5: 0.4609, loss: 0.0439, grad_norm: 0.0965 2021-03-01 19:48:39,275 - mmaction - INFO - Epoch [5][1660/1921] lr: 1.463e-01, eta: 17:37:16, time: 2.157, data_time: 0.001, memory: 8260, loss_action_cls: 0.0447, recall@thr=0.5: 0.6262, prec@thr=0.5: 0.7296, recall@top3: 0.7653, prec@top3: 0.6271, recall@top5: 0.9078, prec@top5: 0.4552, loss: 0.0447, grad_norm: 0.1005 2021-03-01 19:49:21,627 - mmaction - INFO - Epoch [5][1680/1921] lr: 1.466e-01, eta: 17:36:29, time: 2.117, data_time: 0.001, memory: 8260, loss_action_cls: 0.0459, recall@thr=0.5: 0.6144, prec@thr=0.5: 0.7085, recall@top3: 0.7598, prec@top3: 0.6162, recall@top5: 0.9113, prec@top5: 0.4520, loss: 0.0459, grad_norm: 0.1025 2021-03-01 19:50:04,825 - mmaction - INFO - Epoch [5][1700/1921] lr: 1.469e-01, eta: 17:35:44, time: 2.160, data_time: 0.001, memory: 8260, loss_action_cls: 0.0443, recall@thr=0.5: 0.6369, prec@thr=0.5: 0.7352, recall@top3: 0.7676, prec@top3: 0.6254, recall@top5: 0.9132, prec@top5: 0.4558, loss: 0.0443, grad_norm: 0.0966 2021-03-01 19:50:48,777 - mmaction - INFO - Epoch [5][1720/1921] lr: 1.472e-01, eta: 17:35:01, time: 2.198, data_time: 0.001, memory: 8260, loss_action_cls: 0.0446, recall@thr=0.5: 0.6247, prec@thr=0.5: 0.7190, recall@top3: 0.7614, prec@top3: 0.6218, recall@top5: 0.9108, prec@top5: 0.4576, loss: 0.0446, grad_norm: 0.0987 2021-03-01 19:51:32,004 - mmaction - INFO - Epoch [5][1740/1921] lr: 1.474e-01, eta: 17:34:16, time: 2.162, data_time: 0.001, memory: 8260, loss_action_cls: 0.0454, recall@thr=0.5: 0.6189, prec@thr=0.5: 0.7169, recall@top3: 0.7659, prec@top3: 0.6269, recall@top5: 0.9077, prec@top5: 0.4554, loss: 0.0454, grad_norm: 0.0986 2021-03-01 19:52:15,466 - mmaction - INFO - Epoch [5][1760/1921] lr: 1.477e-01, eta: 17:33:32, time: 2.173, data_time: 0.001, memory: 8260, loss_action_cls: 0.0450, recall@thr=0.5: 0.6216, prec@thr=0.5: 0.7192, recall@top3: 0.7606, prec@top3: 0.6322, recall@top5: 0.9101, prec@top5: 0.4636, loss: 0.0450, grad_norm: 0.0978 2021-03-01 19:52:59,846 - mmaction - INFO - Epoch [5][1780/1921] lr: 1.480e-01, eta: 17:32:51, time: 2.219, data_time: 0.001, memory: 8260, loss_action_cls: 0.0448, recall@thr=0.5: 0.6325, prec@thr=0.5: 0.7267, recall@top3: 0.7690, prec@top3: 0.6345, recall@top5: 0.9110, prec@top5: 0.4598, loss: 0.0448, grad_norm: 0.0937 2021-03-01 19:53:43,095 - mmaction - INFO - Epoch [5][1800/1921] lr: 1.483e-01, eta: 17:32:06, time: 2.162, data_time: 0.001, memory: 8260, loss_action_cls: 0.0446, recall@thr=0.5: 0.6243, prec@thr=0.5: 0.7237, recall@top3: 0.7646, prec@top3: 0.6282, recall@top5: 0.9123, prec@top5: 0.4595, loss: 0.0446, grad_norm: 0.0949 2021-03-01 19:54:26,335 - mmaction - INFO - Epoch [5][1820/1921] lr: 1.486e-01, eta: 17:31:21, time: 2.162, data_time: 0.001, memory: 8260, loss_action_cls: 0.0448, recall@thr=0.5: 0.6301, prec@thr=0.5: 0.7209, recall@top3: 0.7656, prec@top3: 0.6239, recall@top5: 0.9077, prec@top5: 0.4539, loss: 0.0448, grad_norm: 0.0985 2021-03-01 19:55:09,795 - mmaction - INFO - Epoch [5][1840/1921] lr: 1.488e-01, eta: 17:30:37, time: 2.173, data_time: 0.001, memory: 8260, loss_action_cls: 0.0446, recall@thr=0.5: 0.6316, prec@thr=0.5: 0.7202, recall@top3: 0.7633, prec@top3: 0.6299, recall@top5: 0.9088, prec@top5: 0.4607, loss: 0.0446, grad_norm: 0.0964 2021-03-01 19:55:53,266 - mmaction - INFO - Epoch [5][1860/1921] lr: 1.491e-01, eta: 17:29:53, time: 2.174, data_time: 0.001, memory: 8260, loss_action_cls: 0.0446, recall@thr=0.5: 0.6256, prec@thr=0.5: 0.7298, recall@top3: 0.7620, prec@top3: 0.6249, recall@top5: 0.9058, prec@top5: 0.4547, loss: 0.0446, grad_norm: 0.0965 2021-03-01 19:56:35,408 - mmaction - INFO - Epoch [5][1880/1921] lr: 1.494e-01, eta: 17:29:05, time: 2.107, data_time: 0.001, memory: 8260, loss_action_cls: 0.0447, recall@thr=0.5: 0.6292, prec@thr=0.5: 0.7290, recall@top3: 0.7661, prec@top3: 0.6308, recall@top5: 0.9116, prec@top5: 0.4596, loss: 0.0447, grad_norm: 0.0959 2021-03-01 19:57:19,265 - mmaction - INFO - Epoch [5][1900/1921] lr: 1.497e-01, eta: 17:28:22, time: 2.193, data_time: 0.001, memory: 8260, loss_action_cls: 0.0436, recall@thr=0.5: 0.6454, prec@thr=0.5: 0.7418, recall@top3: 0.7723, prec@top3: 0.6431, recall@top5: 0.9203, prec@top5: 0.4705, loss: 0.0436, grad_norm: 0.0959 2021-03-01 19:58:01,623 - mmaction - INFO - Epoch [5][1920/1921] lr: 1.500e-01, eta: 17:27:34, time: 2.118, data_time: 0.001, memory: 8260, loss_action_cls: 0.0450, recall@thr=0.5: 0.6338, prec@thr=0.5: 0.7202, recall@top3: 0.7609, prec@top3: 0.6225, recall@top5: 0.9082, prec@top5: 0.4567, loss: 0.0450, grad_norm: 0.0984 2021-03-01 19:58:06,057 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-03-01 20:09:14,751 - mmaction - INFO - Evaluating mAP ... 2021-03-01 20:17:49,090 - mmaction - INFO - mAP@0.5IOU 0.1954 2021-03-01 20:17:49,597 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_5.pth. 2021-03-01 20:17:49,597 - mmaction - INFO - Best mAP@0.5IOU is 0.1954 at 5 epoch. 2021-03-01 20:17:50,862 - mmaction - INFO - Epoch(val) [5][1921] mAP@0.5IOU: 0.1954 2021-03-01 20:19:20,221 - mmaction - INFO - Epoch [6][20/1921] lr: 1.500e-01, eta: 17:28:57, time: 4.435, data_time: 2.325, memory: 8260, loss_action_cls: 0.0448, recall@thr=0.5: 0.6267, prec@thr=0.5: 0.7306, recall@top3: 0.7688, prec@top3: 0.6227, recall@top5: 0.9139, prec@top5: 0.4549, loss: 0.0448, grad_norm: 0.1015 2021-03-01 20:20:04,264 - mmaction - INFO - Epoch [6][40/1921] lr: 1.500e-01, eta: 17:28:14, time: 2.202, data_time: 0.001, memory: 8260, loss_action_cls: 0.0445, recall@thr=0.5: 0.6352, prec@thr=0.5: 0.7275, recall@top3: 0.7696, prec@top3: 0.6341, recall@top5: 0.9125, prec@top5: 0.4628, loss: 0.0445, grad_norm: 0.0978 2021-03-01 20:20:47,689 - mmaction - INFO - Epoch [6][60/1921] lr: 1.500e-01, eta: 17:27:29, time: 2.171, data_time: 0.001, memory: 8260, loss_action_cls: 0.0447, recall@thr=0.5: 0.6270, prec@thr=0.5: 0.7241, recall@top3: 0.7659, prec@top3: 0.6197, recall@top5: 0.9095, prec@top5: 0.4510, loss: 0.0447, grad_norm: 0.1010 2021-03-01 20:21:30,500 - mmaction - INFO - Epoch [6][80/1921] lr: 1.500e-01, eta: 17:26:43, time: 2.141, data_time: 0.001, memory: 8260, loss_action_cls: 0.0447, recall@thr=0.5: 0.6299, prec@thr=0.5: 0.7292, recall@top3: 0.7692, prec@top3: 0.6228, recall@top5: 0.9095, prec@top5: 0.4517, loss: 0.0447, grad_norm: 0.1008 2021-03-01 20:22:13,775 - mmaction - INFO - Epoch [6][100/1921] lr: 1.500e-01, eta: 17:25:58, time: 2.164, data_time: 0.001, memory: 8260, loss_action_cls: 0.0447, recall@thr=0.5: 0.6322, prec@thr=0.5: 0.7226, recall@top3: 0.7635, prec@top3: 0.6199, recall@top5: 0.9064, prec@top5: 0.4529, loss: 0.0447, grad_norm: 0.1000 2021-03-01 20:22:57,344 - mmaction - INFO - Epoch [6][120/1921] lr: 1.500e-01, eta: 17:25:14, time: 2.179, data_time: 0.001, memory: 8260, loss_action_cls: 0.0441, recall@thr=0.5: 0.6360, prec@thr=0.5: 0.7314, recall@top3: 0.7687, prec@top3: 0.6279, recall@top5: 0.9111, prec@top5: 0.4582, loss: 0.0441, grad_norm: 0.0974 2021-03-01 20:23:40,088 - mmaction - INFO - Epoch [6][140/1921] lr: 1.500e-01, eta: 17:24:27, time: 2.137, data_time: 0.002, memory: 8260, loss_action_cls: 0.0449, recall@thr=0.5: 0.6197, prec@thr=0.5: 0.7258, recall@top3: 0.7639, prec@top3: 0.6157, recall@top5: 0.9085, prec@top5: 0.4501, loss: 0.0449, grad_norm: 0.0997 2021-03-01 20:24:23,225 - mmaction - INFO - Epoch [6][160/1921] lr: 1.500e-01, eta: 17:23:42, time: 2.157, data_time: 0.001, memory: 8260, loss_action_cls: 0.0450, recall@thr=0.5: 0.6232, prec@thr=0.5: 0.7267, recall@top3: 0.7594, prec@top3: 0.6278, recall@top5: 0.9065, prec@top5: 0.4604, loss: 0.0450, grad_norm: 0.0984 2021-03-01 20:25:06,848 - mmaction - INFO - Epoch [6][180/1921] lr: 1.500e-01, eta: 17:22:58, time: 2.181, data_time: 0.001, memory: 8260, loss_action_cls: 0.0436, recall@thr=0.5: 0.6373, prec@thr=0.5: 0.7277, recall@top3: 0.7695, prec@top3: 0.6270, recall@top5: 0.9142, prec@top5: 0.4568, loss: 0.0436, grad_norm: 0.1044 2021-03-01 20:25:50,193 - mmaction - INFO - Epoch [6][200/1921] lr: 1.500e-01, eta: 17:22:13, time: 2.167, data_time: 0.001, memory: 8260, loss_action_cls: 0.0447, recall@thr=0.5: 0.6333, prec@thr=0.5: 0.7308, recall@top3: 0.7645, prec@top3: 0.6328, recall@top5: 0.9082, prec@top5: 0.4613, loss: 0.0447, grad_norm: 0.1017 2021-03-01 20:26:33,994 - mmaction - INFO - Epoch [6][220/1921] lr: 1.500e-01, eta: 17:21:30, time: 2.190, data_time: 0.001, memory: 8260, loss_action_cls: 0.0452, recall@thr=0.5: 0.6254, prec@thr=0.5: 0.7260, recall@top3: 0.7598, prec@top3: 0.6265, recall@top5: 0.9044, prec@top5: 0.4566, loss: 0.0452, grad_norm: 0.0980 2021-03-01 20:27:17,304 - mmaction - INFO - Epoch [6][240/1921] lr: 1.500e-01, eta: 17:20:45, time: 2.166, data_time: 0.001, memory: 8260, loss_action_cls: 0.0433, recall@thr=0.5: 0.6426, prec@thr=0.5: 0.7356, recall@top3: 0.7736, prec@top3: 0.6358, recall@top5: 0.9154, prec@top5: 0.4623, loss: 0.0433, grad_norm: 0.0963 2021-03-01 20:28:00,398 - mmaction - INFO - Epoch [6][260/1921] lr: 1.500e-01, eta: 17:19:59, time: 2.155, data_time: 0.001, memory: 8260, loss_action_cls: 0.0443, recall@thr=0.5: 0.6255, prec@thr=0.5: 0.7256, recall@top3: 0.7719, prec@top3: 0.6211, recall@top5: 0.9119, prec@top5: 0.4498, loss: 0.0443, grad_norm: 0.1027 2021-03-01 20:28:43,922 - mmaction - INFO - Epoch [6][280/1921] lr: 1.500e-01, eta: 17:19:15, time: 2.176, data_time: 0.001, memory: 8260, loss_action_cls: 0.0441, recall@thr=0.5: 0.6364, prec@thr=0.5: 0.7322, recall@top3: 0.7713, prec@top3: 0.6337, recall@top5: 0.9094, prec@top5: 0.4586, loss: 0.0441, grad_norm: 0.1016 2021-03-01 20:29:27,142 - mmaction - INFO - Epoch [6][300/1921] lr: 1.500e-01, eta: 17:18:30, time: 2.161, data_time: 0.001, memory: 8260, loss_action_cls: 0.0441, recall@thr=0.5: 0.6361, prec@thr=0.5: 0.7268, recall@top3: 0.7759, prec@top3: 0.6325, recall@top5: 0.9123, prec@top5: 0.4577, loss: 0.0441, grad_norm: 0.0993 2021-03-01 20:30:10,261 - mmaction - INFO - Epoch [6][320/1921] lr: 1.500e-01, eta: 17:17:45, time: 2.156, data_time: 0.001, memory: 8260, loss_action_cls: 0.0440, recall@thr=0.5: 0.6288, prec@thr=0.5: 0.7216, recall@top3: 0.7666, prec@top3: 0.6196, recall@top5: 0.9129, prec@top5: 0.4530, loss: 0.0440, grad_norm: 0.1006 2021-03-01 20:30:53,294 - mmaction - INFO - Epoch [6][340/1921] lr: 1.500e-01, eta: 17:16:59, time: 2.152, data_time: 0.001, memory: 8260, loss_action_cls: 0.0426, recall@thr=0.5: 0.6516, prec@thr=0.5: 0.7492, recall@top3: 0.7808, prec@top3: 0.6494, recall@top5: 0.9196, prec@top5: 0.4690, loss: 0.0426, grad_norm: 0.0960 2021-03-01 20:31:36,143 - mmaction - INFO - Epoch [6][360/1921] lr: 1.500e-01, eta: 17:16:13, time: 2.142, data_time: 0.001, memory: 8260, loss_action_cls: 0.0435, recall@thr=0.5: 0.6463, prec@thr=0.5: 0.7395, recall@top3: 0.7763, prec@top3: 0.6319, recall@top5: 0.9136, prec@top5: 0.4565, loss: 0.0435, grad_norm: 0.1023 2021-03-01 20:32:20,146 - mmaction - INFO - Epoch [6][380/1921] lr: 1.500e-01, eta: 17:15:30, time: 2.200, data_time: 0.001, memory: 8260, loss_action_cls: 0.0434, recall@thr=0.5: 0.6409, prec@thr=0.5: 0.7307, recall@top3: 0.7728, prec@top3: 0.6408, recall@top5: 0.9176, prec@top5: 0.4672, loss: 0.0434, grad_norm: 0.1048 2021-03-01 20:33:04,011 - mmaction - INFO - Epoch [6][400/1921] lr: 1.500e-01, eta: 17:14:47, time: 2.193, data_time: 0.001, memory: 8260, loss_action_cls: 0.0449, recall@thr=0.5: 0.6278, prec@thr=0.5: 0.7152, recall@top3: 0.7659, prec@top3: 0.6239, recall@top5: 0.9092, prec@top5: 0.4556, loss: 0.0449, grad_norm: 0.1046 2021-03-01 20:33:47,623 - mmaction - INFO - Epoch [6][420/1921] lr: 1.500e-01, eta: 17:14:03, time: 2.181, data_time: 0.001, memory: 8260, loss_action_cls: 0.0438, recall@thr=0.5: 0.6497, prec@thr=0.5: 0.7317, recall@top3: 0.7722, prec@top3: 0.6311, recall@top5: 0.9122, prec@top5: 0.4572, loss: 0.0438, grad_norm: 0.0984 2021-03-01 20:34:31,293 - mmaction - INFO - Epoch [6][440/1921] lr: 1.500e-01, eta: 17:13:19, time: 2.184, data_time: 0.001, memory: 8260, loss_action_cls: 0.0440, recall@thr=0.5: 0.6350, prec@thr=0.5: 0.7341, recall@top3: 0.7705, prec@top3: 0.6306, recall@top5: 0.9099, prec@top5: 0.4575, loss: 0.0440, grad_norm: 0.0970 2021-03-01 20:35:15,555 - mmaction - INFO - Epoch [6][460/1921] lr: 1.500e-01, eta: 17:12:37, time: 2.213, data_time: 0.001, memory: 8260, loss_action_cls: 0.0446, recall@thr=0.5: 0.6297, prec@thr=0.5: 0.7271, recall@top3: 0.7649, prec@top3: 0.6269, recall@top5: 0.9103, prec@top5: 0.4581, loss: 0.0446, grad_norm: 0.1012 2021-03-01 20:35:58,503 - mmaction - INFO - Epoch [6][480/1921] lr: 1.500e-01, eta: 17:11:51, time: 2.148, data_time: 0.001, memory: 8260, loss_action_cls: 0.0462, recall@thr=0.5: 0.6116, prec@thr=0.5: 0.7169, recall@top3: 0.7562, prec@top3: 0.6203, recall@top5: 0.9032, prec@top5: 0.4545, loss: 0.0462, grad_norm: 0.1035 2021-03-01 20:36:41,468 - mmaction - INFO - Epoch [6][500/1921] lr: 1.500e-01, eta: 17:11:05, time: 2.148, data_time: 0.001, memory: 8260, loss_action_cls: 0.0440, recall@thr=0.5: 0.6390, prec@thr=0.5: 0.7334, recall@top3: 0.7648, prec@top3: 0.6302, recall@top5: 0.9117, prec@top5: 0.4602, loss: 0.0440, grad_norm: 0.0960 2021-03-01 20:37:24,929 - mmaction - INFO - Epoch [6][520/1921] lr: 1.500e-01, eta: 17:10:21, time: 2.173, data_time: 0.001, memory: 8260, loss_action_cls: 0.0438, recall@thr=0.5: 0.6336, prec@thr=0.5: 0.7403, recall@top3: 0.7696, prec@top3: 0.6307, recall@top5: 0.9153, prec@top5: 0.4598, loss: 0.0438, grad_norm: 0.0980 2021-03-01 20:38:08,697 - mmaction - INFO - Epoch [6][540/1921] lr: 1.500e-01, eta: 17:09:38, time: 2.188, data_time: 0.002, memory: 8260, loss_action_cls: 0.0426, recall@thr=0.5: 0.6491, prec@thr=0.5: 0.7312, recall@top3: 0.7729, prec@top3: 0.6350, recall@top5: 0.9160, prec@top5: 0.4613, loss: 0.0426, grad_norm: 0.1035 2021-03-01 20:38:52,179 - mmaction - INFO - Epoch [6][560/1921] lr: 1.500e-01, eta: 17:08:53, time: 2.174, data_time: 0.001, memory: 8260, loss_action_cls: 0.0451, recall@thr=0.5: 0.6148, prec@thr=0.5: 0.7117, recall@top3: 0.7550, prec@top3: 0.6135, recall@top5: 0.9054, prec@top5: 0.4511, loss: 0.0451, grad_norm: 0.1049 2021-03-01 20:39:35,262 - mmaction - INFO - Epoch [6][580/1921] lr: 1.500e-01, eta: 17:08:08, time: 2.154, data_time: 0.001, memory: 8260, loss_action_cls: 0.0450, recall@thr=0.5: 0.6160, prec@thr=0.5: 0.7186, recall@top3: 0.7711, prec@top3: 0.6176, recall@top5: 0.9110, prec@top5: 0.4476, loss: 0.0450, grad_norm: 0.1021 2021-03-01 20:40:19,571 - mmaction - INFO - Epoch [6][600/1921] lr: 1.500e-01, eta: 17:07:26, time: 2.216, data_time: 0.001, memory: 8260, loss_action_cls: 0.0436, recall@thr=0.5: 0.6389, prec@thr=0.5: 0.7333, recall@top3: 0.7768, prec@top3: 0.6330, recall@top5: 0.9172, prec@top5: 0.4583, loss: 0.0436, grad_norm: 0.0984 2021-03-01 20:41:02,936 - mmaction - INFO - Epoch [6][620/1921] lr: 1.500e-01, eta: 17:06:41, time: 2.168, data_time: 0.001, memory: 8260, loss_action_cls: 0.0445, recall@thr=0.5: 0.6332, prec@thr=0.5: 0.7254, recall@top3: 0.7697, prec@top3: 0.6282, recall@top5: 0.9119, prec@top5: 0.4568, loss: 0.0445, grad_norm: 0.1042 2021-03-01 20:41:46,839 - mmaction - INFO - Epoch [6][640/1921] lr: 1.500e-01, eta: 17:05:58, time: 2.195, data_time: 0.001, memory: 8260, loss_action_cls: 0.0438, recall@thr=0.5: 0.6387, prec@thr=0.5: 0.7285, recall@top3: 0.7690, prec@top3: 0.6325, recall@top5: 0.9150, prec@top5: 0.4601, loss: 0.0438, grad_norm: 0.0981 2021-03-01 20:42:30,146 - mmaction - INFO - Epoch [6][660/1921] lr: 1.500e-01, eta: 17:05:13, time: 2.165, data_time: 0.001, memory: 8260, loss_action_cls: 0.0428, recall@thr=0.5: 0.6532, prec@thr=0.5: 0.7454, recall@top3: 0.7763, prec@top3: 0.6406, recall@top5: 0.9147, prec@top5: 0.4625, loss: 0.0428, grad_norm: 0.0977 2021-03-01 20:43:14,275 - mmaction - INFO - Epoch [6][680/1921] lr: 1.500e-01, eta: 17:04:31, time: 2.206, data_time: 0.001, memory: 8260, loss_action_cls: 0.0444, recall@thr=0.5: 0.6383, prec@thr=0.5: 0.7292, recall@top3: 0.7678, prec@top3: 0.6361, recall@top5: 0.9079, prec@top5: 0.4612, loss: 0.0444, grad_norm: 0.0981 2021-03-01 20:43:57,565 - mmaction - INFO - Epoch [6][700/1921] lr: 1.500e-01, eta: 17:03:46, time: 2.164, data_time: 0.001, memory: 8260, loss_action_cls: 0.0433, recall@thr=0.5: 0.6407, prec@thr=0.5: 0.7342, recall@top3: 0.7710, prec@top3: 0.6270, recall@top5: 0.9123, prec@top5: 0.4558, loss: 0.0433, grad_norm: 0.0995 2021-03-01 20:44:40,586 - mmaction - INFO - Epoch [6][720/1921] lr: 1.500e-01, eta: 17:03:01, time: 2.151, data_time: 0.001, memory: 8260, loss_action_cls: 0.0437, recall@thr=0.5: 0.6358, prec@thr=0.5: 0.7331, recall@top3: 0.7768, prec@top3: 0.6348, recall@top5: 0.9160, prec@top5: 0.4604, loss: 0.0437, grad_norm: 0.1021 2021-03-01 20:45:23,616 - mmaction - INFO - Epoch [6][740/1921] lr: 1.500e-01, eta: 17:02:15, time: 2.151, data_time: 0.001, memory: 8260, loss_action_cls: 0.0439, recall@thr=0.5: 0.6359, prec@thr=0.5: 0.7347, recall@top3: 0.7731, prec@top3: 0.6357, recall@top5: 0.9164, prec@top5: 0.4613, loss: 0.0439, grad_norm: 0.1045 2021-03-01 20:46:06,643 - mmaction - INFO - Epoch [6][760/1921] lr: 1.500e-01, eta: 17:01:30, time: 2.152, data_time: 0.001, memory: 8260, loss_action_cls: 0.0441, recall@thr=0.5: 0.6418, prec@thr=0.5: 0.7329, recall@top3: 0.7689, prec@top3: 0.6301, recall@top5: 0.9121, prec@top5: 0.4595, loss: 0.0441, grad_norm: 0.0973 2021-03-01 20:46:49,305 - mmaction - INFO - Epoch [6][780/1921] lr: 1.500e-01, eta: 17:00:43, time: 2.133, data_time: 0.001, memory: 8260, loss_action_cls: 0.0443, recall@thr=0.5: 0.6296, prec@thr=0.5: 0.7232, recall@top3: 0.7670, prec@top3: 0.6235, recall@top5: 0.9110, prec@top5: 0.4553, loss: 0.0443, grad_norm: 0.1045 2021-03-01 20:47:32,504 - mmaction - INFO - Epoch [6][800/1921] lr: 1.500e-01, eta: 16:59:58, time: 2.160, data_time: 0.001, memory: 8260, loss_action_cls: 0.0446, recall@thr=0.5: 0.6277, prec@thr=0.5: 0.7291, recall@top3: 0.7689, prec@top3: 0.6306, recall@top5: 0.9075, prec@top5: 0.4557, loss: 0.0446, grad_norm: 0.0991 2021-03-01 20:48:15,445 - mmaction - INFO - Epoch [6][820/1921] lr: 1.500e-01, eta: 16:59:12, time: 2.147, data_time: 0.001, memory: 8260, loss_action_cls: 0.0429, recall@thr=0.5: 0.6388, prec@thr=0.5: 0.7289, recall@top3: 0.7778, prec@top3: 0.6349, recall@top5: 0.9180, prec@top5: 0.4594, loss: 0.0429, grad_norm: 0.0978 2021-03-01 20:48:58,844 - mmaction - INFO - Epoch [6][840/1921] lr: 1.500e-01, eta: 16:58:28, time: 2.170, data_time: 0.001, memory: 8260, loss_action_cls: 0.0452, recall@thr=0.5: 0.6246, prec@thr=0.5: 0.7178, recall@top3: 0.7657, prec@top3: 0.6224, recall@top5: 0.9056, prec@top5: 0.4523, loss: 0.0452, grad_norm: 0.1030 2021-03-01 20:49:41,689 - mmaction - INFO - Epoch [6][860/1921] lr: 1.500e-01, eta: 16:57:42, time: 2.142, data_time: 0.001, memory: 8260, loss_action_cls: 0.0434, recall@thr=0.5: 0.6335, prec@thr=0.5: 0.7251, recall@top3: 0.7641, prec@top3: 0.6291, recall@top5: 0.9137, prec@top5: 0.4616, loss: 0.0434, grad_norm: 0.0998 2021-03-01 20:50:24,986 - mmaction - INFO - Epoch [6][880/1921] lr: 1.500e-01, eta: 16:56:57, time: 2.165, data_time: 0.001, memory: 8260, loss_action_cls: 0.0432, recall@thr=0.5: 0.6452, prec@thr=0.5: 0.7266, recall@top3: 0.7734, prec@top3: 0.6420, recall@top5: 0.9172, prec@top5: 0.4674, loss: 0.0432, grad_norm: 0.0989 2021-03-01 20:51:08,356 - mmaction - INFO - Epoch [6][900/1921] lr: 1.500e-01, eta: 16:56:13, time: 2.168, data_time: 0.001, memory: 8260, loss_action_cls: 0.0429, recall@thr=0.5: 0.6455, prec@thr=0.5: 0.7369, recall@top3: 0.7827, prec@top3: 0.6420, recall@top5: 0.9213, prec@top5: 0.4633, loss: 0.0429, grad_norm: 0.1005 2021-03-01 20:51:51,423 - mmaction - INFO - Epoch [6][920/1921] lr: 1.500e-01, eta: 16:55:27, time: 2.153, data_time: 0.001, memory: 8260, loss_action_cls: 0.0450, recall@thr=0.5: 0.6306, prec@thr=0.5: 0.7238, recall@top3: 0.7615, prec@top3: 0.6251, recall@top5: 0.9128, prec@top5: 0.4594, loss: 0.0450, grad_norm: 0.0996 2021-03-01 20:52:35,101 - mmaction - INFO - Epoch [6][940/1921] lr: 1.500e-01, eta: 16:54:44, time: 2.184, data_time: 0.001, memory: 8260, loss_action_cls: 0.0435, recall@thr=0.5: 0.6357, prec@thr=0.5: 0.7249, recall@top3: 0.7749, prec@top3: 0.6291, recall@top5: 0.9098, prec@top5: 0.4532, loss: 0.0435, grad_norm: 0.0974 2021-03-01 20:53:18,415 - mmaction - INFO - Epoch [6][960/1921] lr: 1.500e-01, eta: 16:53:59, time: 2.166, data_time: 0.001, memory: 8260, loss_action_cls: 0.0422, recall@thr=0.5: 0.6522, prec@thr=0.5: 0.7448, recall@top3: 0.7819, prec@top3: 0.6356, recall@top5: 0.9197, prec@top5: 0.4598, loss: 0.0422, grad_norm: 0.0962 2021-03-01 20:54:02,032 - mmaction - INFO - Epoch [6][980/1921] lr: 1.500e-01, eta: 16:53:15, time: 2.181, data_time: 0.001, memory: 8260, loss_action_cls: 0.0445, recall@thr=0.5: 0.6339, prec@thr=0.5: 0.7214, recall@top3: 0.7724, prec@top3: 0.6289, recall@top5: 0.9117, prec@top5: 0.4539, loss: 0.0445, grad_norm: 0.1034 2021-03-01 20:54:44,377 - mmaction - INFO - Epoch [6][1000/1921] lr: 1.500e-01, eta: 16:52:28, time: 2.117, data_time: 0.001, memory: 8260, loss_action_cls: 0.0442, recall@thr=0.5: 0.6439, prec@thr=0.5: 0.7412, recall@top3: 0.7716, prec@top3: 0.6348, recall@top5: 0.9153, prec@top5: 0.4623, loss: 0.0442, grad_norm: 0.0984 2021-03-01 20:55:28,271 - mmaction - INFO - Epoch [6][1020/1921] lr: 1.500e-01, eta: 16:51:45, time: 2.195, data_time: 0.001, memory: 8260, loss_action_cls: 0.0433, recall@thr=0.5: 0.6376, prec@thr=0.5: 0.7359, recall@top3: 0.7761, prec@top3: 0.6320, recall@top5: 0.9192, prec@top5: 0.4592, loss: 0.0433, grad_norm: 0.0980 2021-03-01 20:56:11,785 - mmaction - INFO - Epoch [6][1040/1921] lr: 1.500e-01, eta: 16:51:01, time: 2.176, data_time: 0.001, memory: 8260, loss_action_cls: 0.0438, recall@thr=0.5: 0.6408, prec@thr=0.5: 0.7264, recall@top3: 0.7641, prec@top3: 0.6211, recall@top5: 0.9076, prec@top5: 0.4522, loss: 0.0438, grad_norm: 0.1009 2021-03-01 20:56:54,534 - mmaction - INFO - Epoch [6][1060/1921] lr: 1.500e-01, eta: 16:50:15, time: 2.137, data_time: 0.001, memory: 8260, loss_action_cls: 0.0437, recall@thr=0.5: 0.6203, prec@thr=0.5: 0.7343, recall@top3: 0.7712, prec@top3: 0.6306, recall@top5: 0.9126, prec@top5: 0.4585, loss: 0.0437, grad_norm: 0.0987 2021-03-01 20:57:38,607 - mmaction - INFO - Epoch [6][1080/1921] lr: 1.500e-01, eta: 16:49:32, time: 2.204, data_time: 0.001, memory: 8260, loss_action_cls: 0.0441, recall@thr=0.5: 0.6369, prec@thr=0.5: 0.7302, recall@top3: 0.7689, prec@top3: 0.6321, recall@top5: 0.9080, prec@top5: 0.4586, loss: 0.0441, grad_norm: 0.0966 2021-03-01 20:58:22,072 - mmaction - INFO - Epoch [6][1100/1921] lr: 1.500e-01, eta: 16:48:48, time: 2.173, data_time: 0.001, memory: 8260, loss_action_cls: 0.0445, recall@thr=0.5: 0.6250, prec@thr=0.5: 0.7186, recall@top3: 0.7659, prec@top3: 0.6243, recall@top5: 0.9110, prec@top5: 0.4553, loss: 0.0445, grad_norm: 0.1008 2021-03-01 20:59:04,396 - mmaction - INFO - Epoch [6][1120/1921] lr: 1.500e-01, eta: 16:48:01, time: 2.116, data_time: 0.001, memory: 8260, loss_action_cls: 0.0442, recall@thr=0.5: 0.6344, prec@thr=0.5: 0.7311, recall@top3: 0.7693, prec@top3: 0.6348, recall@top5: 0.9091, prec@top5: 0.4617, loss: 0.0442, grad_norm: 0.0977 2021-03-01 20:59:47,040 - mmaction - INFO - Epoch [6][1140/1921] lr: 1.500e-01, eta: 16:47:14, time: 2.132, data_time: 0.001, memory: 8260, loss_action_cls: 0.0442, recall@thr=0.5: 0.6424, prec@thr=0.5: 0.7308, recall@top3: 0.7703, prec@top3: 0.6303, recall@top5: 0.9078, prec@top5: 0.4567, loss: 0.0442, grad_norm: 0.1000 2021-03-01 21:00:29,915 - mmaction - INFO - Epoch [6][1160/1921] lr: 1.500e-01, eta: 16:46:29, time: 2.144, data_time: 0.001, memory: 8260, loss_action_cls: 0.0439, recall@thr=0.5: 0.6305, prec@thr=0.5: 0.7241, recall@top3: 0.7652, prec@top3: 0.6290, recall@top5: 0.9117, prec@top5: 0.4614, loss: 0.0439, grad_norm: 0.1008 2021-03-01 21:01:12,981 - mmaction - INFO - Epoch [6][1180/1921] lr: 1.500e-01, eta: 16:45:43, time: 2.153, data_time: 0.002, memory: 8260, loss_action_cls: 0.0437, recall@thr=0.5: 0.6388, prec@thr=0.5: 0.7373, recall@top3: 0.7744, prec@top3: 0.6323, recall@top5: 0.9200, prec@top5: 0.4610, loss: 0.0437, grad_norm: 0.0996 2021-03-01 21:01:56,348 - mmaction - INFO - Epoch [6][1200/1921] lr: 1.500e-01, eta: 16:44:59, time: 2.168, data_time: 0.001, memory: 8260, loss_action_cls: 0.0443, recall@thr=0.5: 0.6372, prec@thr=0.5: 0.7251, recall@top3: 0.7686, prec@top3: 0.6333, recall@top5: 0.9104, prec@top5: 0.4589, loss: 0.0443, grad_norm: 0.1026 2021-03-01 21:02:40,263 - mmaction - INFO - Epoch [6][1220/1921] lr: 1.500e-01, eta: 16:44:16, time: 2.196, data_time: 0.001, memory: 8260, loss_action_cls: 0.0446, recall@thr=0.5: 0.6316, prec@thr=0.5: 0.7319, recall@top3: 0.7666, prec@top3: 0.6286, recall@top5: 0.9102, prec@top5: 0.4578, loss: 0.0446, grad_norm: 0.0957 2021-03-01 21:03:23,382 - mmaction - INFO - Epoch [6][1240/1921] lr: 1.500e-01, eta: 16:43:31, time: 2.156, data_time: 0.001, memory: 8260, loss_action_cls: 0.0439, recall@thr=0.5: 0.6391, prec@thr=0.5: 0.7312, recall@top3: 0.7739, prec@top3: 0.6386, recall@top5: 0.9146, prec@top5: 0.4631, loss: 0.0439, grad_norm: 0.1020 2021-03-01 21:04:06,420 - mmaction - INFO - Epoch [6][1260/1921] lr: 1.500e-01, eta: 16:42:45, time: 2.152, data_time: 0.001, memory: 8260, loss_action_cls: 0.0437, recall@thr=0.5: 0.6376, prec@thr=0.5: 0.7295, recall@top3: 0.7672, prec@top3: 0.6347, recall@top5: 0.9138, prec@top5: 0.4635, loss: 0.0437, grad_norm: 0.0983 2021-03-01 21:04:49,723 - mmaction - INFO - Epoch [6][1280/1921] lr: 1.500e-01, eta: 16:42:01, time: 2.165, data_time: 0.001, memory: 8260, loss_action_cls: 0.0434, recall@thr=0.5: 0.6408, prec@thr=0.5: 0.7352, recall@top3: 0.7746, prec@top3: 0.6276, recall@top5: 0.9111, prec@top5: 0.4528, loss: 0.0434, grad_norm: 0.0995 2021-03-01 21:05:33,249 - mmaction - INFO - Epoch [6][1300/1921] lr: 1.500e-01, eta: 16:41:17, time: 2.176, data_time: 0.001, memory: 8260, loss_action_cls: 0.0436, recall@thr=0.5: 0.6316, prec@thr=0.5: 0.7226, recall@top3: 0.7722, prec@top3: 0.6255, recall@top5: 0.9144, prec@top5: 0.4540, loss: 0.0436, grad_norm: 0.1047 2021-03-01 21:06:17,394 - mmaction - INFO - Epoch [6][1320/1921] lr: 1.500e-01, eta: 16:40:34, time: 2.207, data_time: 0.001, memory: 8260, loss_action_cls: 0.0445, recall@thr=0.5: 0.6395, prec@thr=0.5: 0.7382, recall@top3: 0.7700, prec@top3: 0.6367, recall@top5: 0.9120, prec@top5: 0.4625, loss: 0.0445, grad_norm: 0.0977 2021-03-01 21:07:00,644 - mmaction - INFO - Epoch [6][1340/1921] lr: 1.500e-01, eta: 16:39:50, time: 2.162, data_time: 0.003, memory: 8260, loss_action_cls: 0.0440, recall@thr=0.5: 0.6469, prec@thr=0.5: 0.7346, recall@top3: 0.7762, prec@top3: 0.6304, recall@top5: 0.9176, prec@top5: 0.4589, loss: 0.0440, grad_norm: 0.0995 2021-03-01 21:07:43,589 - mmaction - INFO - Epoch [6][1360/1921] lr: 1.500e-01, eta: 16:39:04, time: 2.148, data_time: 0.001, memory: 8260, loss_action_cls: 0.0423, recall@thr=0.5: 0.6400, prec@thr=0.5: 0.7293, recall@top3: 0.7810, prec@top3: 0.6298, recall@top5: 0.9166, prec@top5: 0.4535, loss: 0.0423, grad_norm: 0.0971 2021-03-01 21:08:26,474 - mmaction - INFO - Epoch [6][1380/1921] lr: 1.500e-01, eta: 16:38:18, time: 2.144, data_time: 0.001, memory: 8260, loss_action_cls: 0.0429, recall@thr=0.5: 0.6375, prec@thr=0.5: 0.7357, recall@top3: 0.7767, prec@top3: 0.6292, recall@top5: 0.9165, prec@top5: 0.4559, loss: 0.0429, grad_norm: 0.0984 2021-03-01 21:09:09,987 - mmaction - INFO - Epoch [6][1400/1921] lr: 1.500e-01, eta: 16:37:34, time: 2.176, data_time: 0.001, memory: 8260, loss_action_cls: 0.0425, recall@thr=0.5: 0.6453, prec@thr=0.5: 0.7387, recall@top3: 0.7808, prec@top3: 0.6289, recall@top5: 0.9175, prec@top5: 0.4534, loss: 0.0425, grad_norm: 0.0970 2021-03-01 21:09:53,043 - mmaction - INFO - Epoch [6][1420/1921] lr: 1.500e-01, eta: 16:36:49, time: 2.153, data_time: 0.001, memory: 8260, loss_action_cls: 0.0430, recall@thr=0.5: 0.6481, prec@thr=0.5: 0.7360, recall@top3: 0.7779, prec@top3: 0.6478, recall@top5: 0.9171, prec@top5: 0.4681, loss: 0.0430, grad_norm: 0.1005 2021-03-01 21:10:36,717 - mmaction - INFO - Epoch [6][1440/1921] lr: 1.500e-01, eta: 16:36:06, time: 2.184, data_time: 0.001, memory: 8260, loss_action_cls: 0.0426, recall@thr=0.5: 0.6543, prec@thr=0.5: 0.7432, recall@top3: 0.7799, prec@top3: 0.6415, recall@top5: 0.9201, prec@top5: 0.4646, loss: 0.0426, grad_norm: 0.0987 2021-03-01 21:11:20,288 - mmaction - INFO - Epoch [6][1460/1921] lr: 1.500e-01, eta: 16:35:22, time: 2.179, data_time: 0.001, memory: 8260, loss_action_cls: 0.0424, recall@thr=0.5: 0.6472, prec@thr=0.5: 0.7385, recall@top3: 0.7785, prec@top3: 0.6325, recall@top5: 0.9183, prec@top5: 0.4580, loss: 0.0424, grad_norm: 0.0972 2021-03-01 21:12:03,069 - mmaction - INFO - Epoch [6][1480/1921] lr: 1.500e-01, eta: 16:34:36, time: 2.139, data_time: 0.001, memory: 8260, loss_action_cls: 0.0435, recall@thr=0.5: 0.6440, prec@thr=0.5: 0.7372, recall@top3: 0.7766, prec@top3: 0.6351, recall@top5: 0.9088, prec@top5: 0.4579, loss: 0.0435, grad_norm: 0.1020 2021-03-01 21:12:45,922 - mmaction - INFO - Epoch [6][1500/1921] lr: 1.500e-01, eta: 16:33:50, time: 2.143, data_time: 0.001, memory: 8260, loss_action_cls: 0.0426, recall@thr=0.5: 0.6600, prec@thr=0.5: 0.7475, recall@top3: 0.7795, prec@top3: 0.6388, recall@top5: 0.9155, prec@top5: 0.4608, loss: 0.0426, grad_norm: 0.1050 2021-03-01 21:13:29,296 - mmaction - INFO - Epoch [6][1520/1921] lr: 1.500e-01, eta: 16:33:06, time: 2.169, data_time: 0.001, memory: 8260, loss_action_cls: 0.0443, recall@thr=0.5: 0.6299, prec@thr=0.5: 0.7235, recall@top3: 0.7671, prec@top3: 0.6233, recall@top5: 0.9106, prec@top5: 0.4542, loss: 0.0443, grad_norm: 0.1017 2021-03-01 21:14:12,785 - mmaction - INFO - Epoch [6][1540/1921] lr: 1.500e-01, eta: 16:32:22, time: 2.174, data_time: 0.001, memory: 8260, loss_action_cls: 0.0433, recall@thr=0.5: 0.6465, prec@thr=0.5: 0.7423, recall@top3: 0.7731, prec@top3: 0.6397, recall@top5: 0.9160, prec@top5: 0.4656, loss: 0.0433, grad_norm: 0.0973 2021-03-01 21:14:55,958 - mmaction - INFO - Epoch [6][1560/1921] lr: 1.500e-01, eta: 16:31:37, time: 2.159, data_time: 0.001, memory: 8260, loss_action_cls: 0.0441, recall@thr=0.5: 0.6398, prec@thr=0.5: 0.7340, recall@top3: 0.7739, prec@top3: 0.6350, recall@top5: 0.9142, prec@top5: 0.4600, loss: 0.0441, grad_norm: 0.1029 2021-03-01 21:15:39,463 - mmaction - INFO - Epoch [6][1580/1921] lr: 1.500e-01, eta: 16:30:53, time: 2.176, data_time: 0.001, memory: 8260, loss_action_cls: 0.0438, recall@thr=0.5: 0.6413, prec@thr=0.5: 0.7342, recall@top3: 0.7672, prec@top3: 0.6269, recall@top5: 0.9113, prec@top5: 0.4572, loss: 0.0438, grad_norm: 0.0993 2021-03-01 21:16:22,873 - mmaction - INFO - Epoch [6][1600/1921] lr: 1.500e-01, eta: 16:30:09, time: 2.170, data_time: 0.001, memory: 8260, loss_action_cls: 0.0441, recall@thr=0.5: 0.6331, prec@thr=0.5: 0.7333, recall@top3: 0.7696, prec@top3: 0.6317, recall@top5: 0.9114, prec@top5: 0.4585, loss: 0.0441, grad_norm: 0.0978 2021-03-01 21:17:05,491 - mmaction - INFO - Epoch [6][1620/1921] lr: 1.500e-01, eta: 16:29:22, time: 2.131, data_time: 0.002, memory: 8260, loss_action_cls: 0.0429, recall@thr=0.5: 0.6451, prec@thr=0.5: 0.7354, recall@top3: 0.7681, prec@top3: 0.6327, recall@top5: 0.9113, prec@top5: 0.4582, loss: 0.0429, grad_norm: 0.0984 2021-03-01 21:17:49,047 - mmaction - INFO - Epoch [6][1640/1921] lr: 1.500e-01, eta: 16:28:39, time: 2.178, data_time: 0.001, memory: 8260, loss_action_cls: 0.0430, recall@thr=0.5: 0.6418, prec@thr=0.5: 0.7489, recall@top3: 0.7723, prec@top3: 0.6368, recall@top5: 0.9144, prec@top5: 0.4629, loss: 0.0430, grad_norm: 0.0978 2021-03-01 21:18:32,518 - mmaction - INFO - Epoch [6][1660/1921] lr: 1.500e-01, eta: 16:27:54, time: 2.174, data_time: 0.001, memory: 8260, loss_action_cls: 0.0439, recall@thr=0.5: 0.6463, prec@thr=0.5: 0.7315, recall@top3: 0.7722, prec@top3: 0.6393, recall@top5: 0.9135, prec@top5: 0.4632, loss: 0.0439, grad_norm: 0.1009 2021-03-01 21:19:15,200 - mmaction - INFO - Epoch [6][1680/1921] lr: 1.500e-01, eta: 16:27:08, time: 2.134, data_time: 0.001, memory: 8260, loss_action_cls: 0.0426, recall@thr=0.5: 0.6379, prec@thr=0.5: 0.7344, recall@top3: 0.7781, prec@top3: 0.6303, recall@top5: 0.9192, prec@top5: 0.4570, loss: 0.0426, grad_norm: 0.0957 2021-03-01 21:19:58,460 - mmaction - INFO - Epoch [6][1700/1921] lr: 1.500e-01, eta: 16:26:24, time: 2.163, data_time: 0.001, memory: 8260, loss_action_cls: 0.0434, recall@thr=0.5: 0.6471, prec@thr=0.5: 0.7380, recall@top3: 0.7695, prec@top3: 0.6366, recall@top5: 0.9089, prec@top5: 0.4597, loss: 0.0434, grad_norm: 0.1014 2021-03-01 21:20:41,465 - mmaction - INFO - Epoch [6][1720/1921] lr: 1.500e-01, eta: 16:25:39, time: 2.150, data_time: 0.001, memory: 8260, loss_action_cls: 0.0430, recall@thr=0.5: 0.6276, prec@thr=0.5: 0.7276, recall@top3: 0.7669, prec@top3: 0.6256, recall@top5: 0.9091, prec@top5: 0.4545, loss: 0.0430, grad_norm: 0.0968 2021-03-01 21:21:25,076 - mmaction - INFO - Epoch [6][1740/1921] lr: 1.500e-01, eta: 16:24:55, time: 2.181, data_time: 0.001, memory: 8260, loss_action_cls: 0.0442, recall@thr=0.5: 0.6253, prec@thr=0.5: 0.7246, recall@top3: 0.7694, prec@top3: 0.6250, recall@top5: 0.9134, prec@top5: 0.4569, loss: 0.0442, grad_norm: 0.0994 2021-03-01 21:22:08,425 - mmaction - INFO - Epoch [6][1760/1921] lr: 1.500e-01, eta: 16:24:10, time: 2.167, data_time: 0.001, memory: 8260, loss_action_cls: 0.0440, recall@thr=0.5: 0.6393, prec@thr=0.5: 0.7253, recall@top3: 0.7685, prec@top3: 0.6288, recall@top5: 0.9090, prec@top5: 0.4570, loss: 0.0440, grad_norm: 0.0988 2021-03-01 21:22:51,392 - mmaction - INFO - Epoch [6][1780/1921] lr: 1.500e-01, eta: 16:23:25, time: 2.149, data_time: 0.001, memory: 8260, loss_action_cls: 0.0433, recall@thr=0.5: 0.6345, prec@thr=0.5: 0.7317, recall@top3: 0.7774, prec@top3: 0.6350, recall@top5: 0.9149, prec@top5: 0.4571, loss: 0.0433, grad_norm: 0.0975 2021-03-01 21:23:34,995 - mmaction - INFO - Epoch [6][1800/1921] lr: 1.500e-01, eta: 16:22:41, time: 2.180, data_time: 0.001, memory: 8260, loss_action_cls: 0.0444, recall@thr=0.5: 0.6377, prec@thr=0.5: 0.7331, recall@top3: 0.7647, prec@top3: 0.6252, recall@top5: 0.9129, prec@top5: 0.4575, loss: 0.0444, grad_norm: 0.1018 2021-03-01 21:24:18,166 - mmaction - INFO - Epoch [6][1820/1921] lr: 1.500e-01, eta: 16:21:57, time: 2.159, data_time: 0.001, memory: 8260, loss_action_cls: 0.0426, recall@thr=0.5: 0.6505, prec@thr=0.5: 0.7415, recall@top3: 0.7853, prec@top3: 0.6333, recall@top5: 0.9155, prec@top5: 0.4528, loss: 0.0426, grad_norm: 0.0991 2021-03-01 21:25:01,882 - mmaction - INFO - Epoch [6][1840/1921] lr: 1.500e-01, eta: 16:21:13, time: 2.186, data_time: 0.001, memory: 8260, loss_action_cls: 0.0439, recall@thr=0.5: 0.6323, prec@thr=0.5: 0.7298, recall@top3: 0.7703, prec@top3: 0.6278, recall@top5: 0.9125, prec@top5: 0.4557, loss: 0.0439, grad_norm: 0.0981 2021-03-01 21:25:45,289 - mmaction - INFO - Epoch [6][1860/1921] lr: 1.500e-01, eta: 16:20:29, time: 2.170, data_time: 0.001, memory: 8260, loss_action_cls: 0.0418, recall@thr=0.5: 0.6496, prec@thr=0.5: 0.7409, recall@top3: 0.7887, prec@top3: 0.6375, recall@top5: 0.9225, prec@top5: 0.4579, loss: 0.0418, grad_norm: 0.0953 2021-03-01 21:26:28,565 - mmaction - INFO - Epoch [6][1880/1921] lr: 1.500e-01, eta: 16:19:44, time: 2.164, data_time: 0.001, memory: 8260, loss_action_cls: 0.0430, recall@thr=0.5: 0.6456, prec@thr=0.5: 0.7446, recall@top3: 0.7723, prec@top3: 0.6386, recall@top5: 0.9160, prec@top5: 0.4654, loss: 0.0430, grad_norm: 0.1024 2021-03-01 21:27:11,976 - mmaction - INFO - Epoch [6][1900/1921] lr: 1.500e-01, eta: 16:19:00, time: 2.171, data_time: 0.001, memory: 8260, loss_action_cls: 0.0433, recall@thr=0.5: 0.6415, prec@thr=0.5: 0.7318, recall@top3: 0.7707, prec@top3: 0.6370, recall@top5: 0.9128, prec@top5: 0.4634, loss: 0.0433, grad_norm: 0.0962 2021-03-01 21:27:53,805 - mmaction - INFO - Epoch [6][1920/1921] lr: 1.500e-01, eta: 16:18:12, time: 2.091, data_time: 0.001, memory: 8260, loss_action_cls: 0.0425, recall@thr=0.5: 0.6446, prec@thr=0.5: 0.7352, recall@top3: 0.7765, prec@top3: 0.6306, recall@top5: 0.9183, prec@top5: 0.4576, loss: 0.0425, grad_norm: 0.0982 2021-03-01 21:27:58,144 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-03-01 21:39:05,283 - mmaction - INFO - Evaluating mAP ... 2021-03-01 21:47:30,277 - mmaction - INFO - mAP@0.5IOU 0.1976 2021-03-01 21:47:31,270 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_6.pth. 2021-03-01 21:47:31,270 - mmaction - INFO - Best mAP@0.5IOU is 0.1976 at 6 epoch. 2021-03-01 21:47:32,412 - mmaction - INFO - Epoch(val) [6][1921] mAP@0.5IOU: 0.1976 2021-03-01 21:49:02,962 - mmaction - INFO - Epoch [7][20/1921] lr: 1.500e-01, eta: 16:19:10, time: 4.526, data_time: 2.446, memory: 8260, loss_action_cls: 0.0424, recall@thr=0.5: 0.6397, prec@thr=0.5: 0.7331, recall@top3: 0.7768, prec@top3: 0.6222, recall@top5: 0.9133, prec@top5: 0.4486, loss: 0.0424, grad_norm: 0.0990 2021-03-01 21:49:45,982 - mmaction - INFO - Epoch [7][40/1921] lr: 1.500e-01, eta: 16:18:25, time: 2.151, data_time: 0.001, memory: 8260, loss_action_cls: 0.0426, recall@thr=0.5: 0.6400, prec@thr=0.5: 0.7277, recall@top3: 0.7721, prec@top3: 0.6314, recall@top5: 0.9143, prec@top5: 0.4565, loss: 0.0426, grad_norm: 0.0982 2021-03-01 21:50:30,010 - mmaction - INFO - Epoch [7][60/1921] lr: 1.500e-01, eta: 16:17:42, time: 2.201, data_time: 0.001, memory: 8260, loss_action_cls: 0.0418, recall@thr=0.5: 0.6522, prec@thr=0.5: 0.7418, recall@top3: 0.7809, prec@top3: 0.6383, recall@top5: 0.9178, prec@top5: 0.4603, loss: 0.0418, grad_norm: 0.0955 2021-03-01 21:51:13,896 - mmaction - INFO - Epoch [7][80/1921] lr: 1.500e-01, eta: 16:16:59, time: 2.194, data_time: 0.001, memory: 8260, loss_action_cls: 0.0427, recall@thr=0.5: 0.6498, prec@thr=0.5: 0.7409, recall@top3: 0.7776, prec@top3: 0.6416, recall@top5: 0.9149, prec@top5: 0.4638, loss: 0.0427, grad_norm: 0.1001 2021-03-01 21:51:56,940 - mmaction - INFO - Epoch [7][100/1921] lr: 1.500e-01, eta: 16:16:13, time: 2.152, data_time: 0.001, memory: 8260, loss_action_cls: 0.0423, recall@thr=0.5: 0.6445, prec@thr=0.5: 0.7329, recall@top3: 0.7858, prec@top3: 0.6394, recall@top5: 0.9218, prec@top5: 0.4610, loss: 0.0423, grad_norm: 0.0961 2021-03-01 21:52:39,368 - mmaction - INFO - Epoch [7][120/1921] lr: 1.500e-01, eta: 16:15:27, time: 2.121, data_time: 0.001, memory: 8260, loss_action_cls: 0.0428, recall@thr=0.5: 0.6542, prec@thr=0.5: 0.7381, recall@top3: 0.7811, prec@top3: 0.6308, recall@top5: 0.9189, prec@top5: 0.4559, loss: 0.0428, grad_norm: 0.1081 2021-03-01 21:53:22,787 - mmaction - INFO - Epoch [7][140/1921] lr: 1.500e-01, eta: 16:14:42, time: 2.171, data_time: 0.001, memory: 8260, loss_action_cls: 0.0424, recall@thr=0.5: 0.6323, prec@thr=0.5: 0.7432, recall@top3: 0.7772, prec@top3: 0.6280, recall@top5: 0.9167, prec@top5: 0.4542, loss: 0.0424, grad_norm: 0.1025 2021-03-01 21:54:05,874 - mmaction - INFO - Epoch [7][160/1921] lr: 1.500e-01, eta: 16:13:57, time: 2.154, data_time: 0.001, memory: 8260, loss_action_cls: 0.0428, recall@thr=0.5: 0.6533, prec@thr=0.5: 0.7382, recall@top3: 0.7831, prec@top3: 0.6406, recall@top5: 0.9179, prec@top5: 0.4604, loss: 0.0428, grad_norm: 0.1019 2021-03-01 21:54:48,207 - mmaction - INFO - Epoch [7][180/1921] lr: 1.500e-01, eta: 16:13:10, time: 2.116, data_time: 0.001, memory: 8260, loss_action_cls: 0.0421, recall@thr=0.5: 0.6614, prec@thr=0.5: 0.7464, recall@top3: 0.7823, prec@top3: 0.6314, recall@top5: 0.9164, prec@top5: 0.4552, loss: 0.0421, grad_norm: 0.1068 2021-03-01 21:55:31,015 - mmaction - INFO - Epoch [7][200/1921] lr: 1.500e-01, eta: 16:12:25, time: 2.141, data_time: 0.001, memory: 8260, loss_action_cls: 0.0415, recall@thr=0.5: 0.6508, prec@thr=0.5: 0.7410, recall@top3: 0.7887, prec@top3: 0.6344, recall@top5: 0.9257, prec@top5: 0.4579, loss: 0.0415, grad_norm: 0.1034 2021-03-01 21:56:14,312 - mmaction - INFO - Epoch [7][220/1921] lr: 1.500e-01, eta: 16:11:40, time: 2.165, data_time: 0.001, memory: 8260, loss_action_cls: 0.0430, recall@thr=0.5: 0.6438, prec@thr=0.5: 0.7350, recall@top3: 0.7748, prec@top3: 0.6356, recall@top5: 0.9136, prec@top5: 0.4578, loss: 0.0430, grad_norm: 0.1035 2021-03-01 21:56:57,631 - mmaction - INFO - Epoch [7][240/1921] lr: 1.500e-01, eta: 16:10:55, time: 2.166, data_time: 0.001, memory: 8260, loss_action_cls: 0.0422, recall@thr=0.5: 0.6482, prec@thr=0.5: 0.7371, recall@top3: 0.7802, prec@top3: 0.6391, recall@top5: 0.9147, prec@top5: 0.4597, loss: 0.0422, grad_norm: 0.1014 2021-03-01 21:57:41,274 - mmaction - INFO - Epoch [7][260/1921] lr: 1.500e-01, eta: 16:10:11, time: 2.182, data_time: 0.001, memory: 8260, loss_action_cls: 0.0438, recall@thr=0.5: 0.6445, prec@thr=0.5: 0.7308, recall@top3: 0.7656, prec@top3: 0.6362, recall@top5: 0.9101, prec@top5: 0.4648, loss: 0.0438, grad_norm: 0.1050 2021-03-01 21:58:24,159 - mmaction - INFO - Epoch [7][280/1921] lr: 1.500e-01, eta: 16:09:26, time: 2.144, data_time: 0.001, memory: 8260, loss_action_cls: 0.0430, recall@thr=0.5: 0.6452, prec@thr=0.5: 0.7438, recall@top3: 0.7779, prec@top3: 0.6318, recall@top5: 0.9152, prec@top5: 0.4569, loss: 0.0430, grad_norm: 0.1066 2021-03-01 21:59:07,459 - mmaction - INFO - Epoch [7][300/1921] lr: 1.500e-01, eta: 16:08:41, time: 2.165, data_time: 0.001, memory: 8260, loss_action_cls: 0.0421, recall@thr=0.5: 0.6590, prec@thr=0.5: 0.7547, recall@top3: 0.7830, prec@top3: 0.6404, recall@top5: 0.9183, prec@top5: 0.4623, loss: 0.0421, grad_norm: 0.1035 2021-03-01 21:59:51,645 - mmaction - INFO - Epoch [7][320/1921] lr: 1.500e-01, eta: 16:07:59, time: 2.209, data_time: 0.001, memory: 8260, loss_action_cls: 0.0421, recall@thr=0.5: 0.6503, prec@thr=0.5: 0.7445, recall@top3: 0.7774, prec@top3: 0.6368, recall@top5: 0.9182, prec@top5: 0.4607, loss: 0.0421, grad_norm: 0.0976 2021-03-01 22:00:35,449 - mmaction - INFO - Epoch [7][340/1921] lr: 1.500e-01, eta: 16:07:15, time: 2.190, data_time: 0.001, memory: 8260, loss_action_cls: 0.0421, recall@thr=0.5: 0.6599, prec@thr=0.5: 0.7413, recall@top3: 0.7831, prec@top3: 0.6386, recall@top5: 0.9191, prec@top5: 0.4597, loss: 0.0421, grad_norm: 0.1023 2021-03-01 22:01:18,288 - mmaction - INFO - Epoch [7][360/1921] lr: 1.500e-01, eta: 16:06:29, time: 2.142, data_time: 0.001, memory: 8260, loss_action_cls: 0.0422, recall@thr=0.5: 0.6483, prec@thr=0.5: 0.7447, recall@top3: 0.7832, prec@top3: 0.6389, recall@top5: 0.9205, prec@top5: 0.4612, loss: 0.0422, grad_norm: 0.1023 2021-03-01 22:02:02,160 - mmaction - INFO - Epoch [7][380/1921] lr: 1.500e-01, eta: 16:05:46, time: 2.194, data_time: 0.001, memory: 8260, loss_action_cls: 0.0435, recall@thr=0.5: 0.6466, prec@thr=0.5: 0.7372, recall@top3: 0.7772, prec@top3: 0.6410, recall@top5: 0.9119, prec@top5: 0.4619, loss: 0.0435, grad_norm: 0.1080 2021-03-01 22:02:45,110 - mmaction - INFO - Epoch [7][400/1921] lr: 1.500e-01, eta: 16:05:01, time: 2.148, data_time: 0.001, memory: 8260, loss_action_cls: 0.0439, recall@thr=0.5: 0.6351, prec@thr=0.5: 0.7315, recall@top3: 0.7697, prec@top3: 0.6297, recall@top5: 0.9111, prec@top5: 0.4571, loss: 0.0439, grad_norm: 0.1094 2021-03-01 22:03:28,694 - mmaction - INFO - Epoch [7][420/1921] lr: 1.500e-01, eta: 16:04:17, time: 2.179, data_time: 0.001, memory: 8260, loss_action_cls: 0.0419, recall@thr=0.5: 0.6528, prec@thr=0.5: 0.7501, recall@top3: 0.7831, prec@top3: 0.6397, recall@top5: 0.9206, prec@top5: 0.4624, loss: 0.0419, grad_norm: 0.1009 2021-03-01 22:04:12,492 - mmaction - INFO - Epoch [7][440/1921] lr: 1.500e-01, eta: 16:03:33, time: 2.190, data_time: 0.001, memory: 8260, loss_action_cls: 0.0432, recall@thr=0.5: 0.6507, prec@thr=0.5: 0.7437, recall@top3: 0.7735, prec@top3: 0.6420, recall@top5: 0.9177, prec@top5: 0.4669, loss: 0.0432, grad_norm: 0.1017 2021-03-01 22:04:55,557 - mmaction - INFO - Epoch [7][460/1921] lr: 1.500e-01, eta: 16:02:48, time: 2.153, data_time: 0.001, memory: 8260, loss_action_cls: 0.0435, recall@thr=0.5: 0.6493, prec@thr=0.5: 0.7392, recall@top3: 0.7706, prec@top3: 0.6340, recall@top5: 0.9133, prec@top5: 0.4618, loss: 0.0435, grad_norm: 0.1039 2021-03-01 22:05:38,695 - mmaction - INFO - Epoch [7][480/1921] lr: 1.500e-01, eta: 16:02:03, time: 2.157, data_time: 0.001, memory: 8260, loss_action_cls: 0.0424, recall@thr=0.5: 0.6482, prec@thr=0.5: 0.7454, recall@top3: 0.7797, prec@top3: 0.6356, recall@top5: 0.9218, prec@top5: 0.4612, loss: 0.0424, grad_norm: 0.1041 2021-03-01 22:06:21,800 - mmaction - INFO - Epoch [7][500/1921] lr: 1.500e-01, eta: 16:01:18, time: 2.155, data_time: 0.001, memory: 8260, loss_action_cls: 0.0429, recall@thr=0.5: 0.6557, prec@thr=0.5: 0.7495, recall@top3: 0.7750, prec@top3: 0.6411, recall@top5: 0.9108, prec@top5: 0.4618, loss: 0.0429, grad_norm: 0.1048 2021-03-01 22:07:04,713 - mmaction - INFO - Epoch [7][520/1921] lr: 1.500e-01, eta: 16:00:33, time: 2.146, data_time: 0.001, memory: 8260, loss_action_cls: 0.0424, recall@thr=0.5: 0.6511, prec@thr=0.5: 0.7504, recall@top3: 0.7756, prec@top3: 0.6405, recall@top5: 0.9145, prec@top5: 0.4634, loss: 0.0424, grad_norm: 0.1040 2021-03-01 22:07:48,914 - mmaction - INFO - Epoch [7][540/1921] lr: 1.500e-01, eta: 15:59:50, time: 2.210, data_time: 0.001, memory: 8260, loss_action_cls: 0.0425, recall@thr=0.5: 0.6531, prec@thr=0.5: 0.7392, recall@top3: 0.7813, prec@top3: 0.6313, recall@top5: 0.9174, prec@top5: 0.4558, loss: 0.0425, grad_norm: 0.1014 2021-03-01 22:08:32,728 - mmaction - INFO - Epoch [7][560/1921] lr: 1.500e-01, eta: 15:59:06, time: 2.191, data_time: 0.001, memory: 8260, loss_action_cls: 0.0428, recall@thr=0.5: 0.6436, prec@thr=0.5: 0.7374, recall@top3: 0.7786, prec@top3: 0.6356, recall@top5: 0.9196, prec@top5: 0.4613, loss: 0.0428, grad_norm: 0.1039 2021-03-01 22:09:15,578 - mmaction - INFO - Epoch [7][580/1921] lr: 1.500e-01, eta: 15:58:21, time: 2.143, data_time: 0.001, memory: 8260, loss_action_cls: 0.0418, recall@thr=0.5: 0.6518, prec@thr=0.5: 0.7538, recall@top3: 0.7832, prec@top3: 0.6414, recall@top5: 0.9203, prec@top5: 0.4627, loss: 0.0418, grad_norm: 0.1037 2021-03-01 22:09:59,977 - mmaction - INFO - Epoch [7][600/1921] lr: 1.500e-01, eta: 15:57:39, time: 2.220, data_time: 0.001, memory: 8260, loss_action_cls: 0.0415, recall@thr=0.5: 0.6513, prec@thr=0.5: 0.7343, recall@top3: 0.7834, prec@top3: 0.6302, recall@top5: 0.9202, prec@top5: 0.4555, loss: 0.0415, grad_norm: 0.1071 2021-03-01 22:10:44,234 - mmaction - INFO - Epoch [7][620/1921] lr: 1.500e-01, eta: 15:56:56, time: 2.213, data_time: 0.001, memory: 8260, loss_action_cls: 0.0428, recall@thr=0.5: 0.6433, prec@thr=0.5: 0.7404, recall@top3: 0.7781, prec@top3: 0.6286, recall@top5: 0.9170, prec@top5: 0.4536, loss: 0.0428, grad_norm: 0.1034 2021-03-01 22:11:27,507 - mmaction - INFO - Epoch [7][640/1921] lr: 1.500e-01, eta: 15:56:12, time: 2.164, data_time: 0.001, memory: 8260, loss_action_cls: 0.0423, recall@thr=0.5: 0.6536, prec@thr=0.5: 0.7407, recall@top3: 0.7756, prec@top3: 0.6415, recall@top5: 0.9230, prec@top5: 0.4670, loss: 0.0423, grad_norm: 0.1014 2021-03-01 22:12:10,693 - mmaction - INFO - Epoch [7][660/1921] lr: 1.500e-01, eta: 15:55:27, time: 2.159, data_time: 0.001, memory: 8260, loss_action_cls: 0.0431, recall@thr=0.5: 0.6368, prec@thr=0.5: 0.7341, recall@top3: 0.7713, prec@top3: 0.6352, recall@top5: 0.9204, prec@top5: 0.4643, loss: 0.0431, grad_norm: 0.1032 2021-03-01 22:12:54,261 - mmaction - INFO - Epoch [7][680/1921] lr: 1.500e-01, eta: 15:54:43, time: 2.179, data_time: 0.001, memory: 8260, loss_action_cls: 0.0423, recall@thr=0.5: 0.6464, prec@thr=0.5: 0.7320, recall@top3: 0.7772, prec@top3: 0.6333, recall@top5: 0.9164, prec@top5: 0.4583, loss: 0.0423, grad_norm: 0.1035 2021-03-01 22:13:37,867 - mmaction - INFO - Epoch [7][700/1921] lr: 1.500e-01, eta: 15:53:59, time: 2.180, data_time: 0.002, memory: 8260, loss_action_cls: 0.0434, recall@thr=0.5: 0.6453, prec@thr=0.5: 0.7301, recall@top3: 0.7715, prec@top3: 0.6331, recall@top5: 0.9120, prec@top5: 0.4586, loss: 0.0434, grad_norm: 0.1074 2021-03-01 22:14:20,724 - mmaction - INFO - Epoch [7][720/1921] lr: 1.500e-01, eta: 15:53:13, time: 2.143, data_time: 0.001, memory: 8260, loss_action_cls: 0.0432, recall@thr=0.5: 0.6372, prec@thr=0.5: 0.7383, recall@top3: 0.7764, prec@top3: 0.6366, recall@top5: 0.9136, prec@top5: 0.4592, loss: 0.0432, grad_norm: 0.1000 2021-03-01 22:15:05,031 - mmaction - INFO - Epoch [7][740/1921] lr: 1.500e-01, eta: 15:52:31, time: 2.215, data_time: 0.001, memory: 8260, loss_action_cls: 0.0424, recall@thr=0.5: 0.6488, prec@thr=0.5: 0.7353, recall@top3: 0.7824, prec@top3: 0.6383, recall@top5: 0.9200, prec@top5: 0.4605, loss: 0.0424, grad_norm: 0.1012 2021-03-01 22:15:48,692 - mmaction - INFO - Epoch [7][760/1921] lr: 1.500e-01, eta: 15:51:47, time: 2.183, data_time: 0.001, memory: 8260, loss_action_cls: 0.0421, recall@thr=0.5: 0.6550, prec@thr=0.5: 0.7505, recall@top3: 0.7841, prec@top3: 0.6414, recall@top5: 0.9245, prec@top5: 0.4637, loss: 0.0421, grad_norm: 0.1001 2021-03-01 22:16:32,229 - mmaction - INFO - Epoch [7][780/1921] lr: 1.500e-01, eta: 15:51:03, time: 2.177, data_time: 0.001, memory: 8260, loss_action_cls: 0.0424, recall@thr=0.5: 0.6511, prec@thr=0.5: 0.7431, recall@top3: 0.7784, prec@top3: 0.6480, recall@top5: 0.9224, prec@top5: 0.4730, loss: 0.0424, grad_norm: 0.1059 2021-03-01 22:17:15,519 - mmaction - INFO - Epoch [7][800/1921] lr: 1.500e-01, eta: 15:50:18, time: 2.165, data_time: 0.001, memory: 8260, loss_action_cls: 0.0420, recall@thr=0.5: 0.6570, prec@thr=0.5: 0.7426, recall@top3: 0.7818, prec@top3: 0.6389, recall@top5: 0.9201, prec@top5: 0.4609, loss: 0.0420, grad_norm: 0.1019 2021-03-01 22:17:59,205 - mmaction - INFO - Epoch [7][820/1921] lr: 1.500e-01, eta: 15:49:35, time: 2.184, data_time: 0.001, memory: 8260, loss_action_cls: 0.0431, recall@thr=0.5: 0.6509, prec@thr=0.5: 0.7386, recall@top3: 0.7744, prec@top3: 0.6398, recall@top5: 0.9166, prec@top5: 0.4653, loss: 0.0431, grad_norm: 0.1046 2021-03-01 22:18:41,876 - mmaction - INFO - Epoch [7][840/1921] lr: 1.500e-01, eta: 15:48:49, time: 2.133, data_time: 0.001, memory: 8260, loss_action_cls: 0.0428, recall@thr=0.5: 0.6432, prec@thr=0.5: 0.7413, recall@top3: 0.7784, prec@top3: 0.6319, recall@top5: 0.9149, prec@top5: 0.4553, loss: 0.0428, grad_norm: 0.1042 2021-03-01 22:19:25,137 - mmaction - INFO - Epoch [7][860/1921] lr: 1.500e-01, eta: 15:48:04, time: 2.163, data_time: 0.001, memory: 8260, loss_action_cls: 0.0420, recall@thr=0.5: 0.6485, prec@thr=0.5: 0.7420, recall@top3: 0.7790, prec@top3: 0.6354, recall@top5: 0.9192, prec@top5: 0.4598, loss: 0.0420, grad_norm: 0.1005 2021-03-01 22:20:08,820 - mmaction - INFO - Epoch [7][880/1921] lr: 1.500e-01, eta: 15:47:21, time: 2.184, data_time: 0.001, memory: 8260, loss_action_cls: 0.0428, recall@thr=0.5: 0.6475, prec@thr=0.5: 0.7345, recall@top3: 0.7766, prec@top3: 0.6330, recall@top5: 0.9136, prec@top5: 0.4576, loss: 0.0428, grad_norm: 0.1049 2021-03-01 22:20:52,325 - mmaction - INFO - Epoch [7][900/1921] lr: 1.500e-01, eta: 15:46:36, time: 2.175, data_time: 0.001, memory: 8260, loss_action_cls: 0.0429, recall@thr=0.5: 0.6422, prec@thr=0.5: 0.7331, recall@top3: 0.7742, prec@top3: 0.6292, recall@top5: 0.9148, prec@top5: 0.4553, loss: 0.0429, grad_norm: 0.1010 2021-03-01 22:21:35,326 - mmaction - INFO - Epoch [7][920/1921] lr: 1.500e-01, eta: 15:45:51, time: 2.150, data_time: 0.020, memory: 8260, loss_action_cls: 0.0420, recall@thr=0.5: 0.6479, prec@thr=0.5: 0.7397, recall@top3: 0.7828, prec@top3: 0.6388, recall@top5: 0.9209, prec@top5: 0.4614, loss: 0.0420, grad_norm: 0.1004 2021-03-01 22:22:17,959 - mmaction - INFO - Epoch [7][940/1921] lr: 1.500e-01, eta: 15:45:05, time: 2.132, data_time: 0.001, memory: 8260, loss_action_cls: 0.0445, recall@thr=0.5: 0.6305, prec@thr=0.5: 0.7264, recall@top3: 0.7674, prec@top3: 0.6209, recall@top5: 0.9105, prec@top5: 0.4534, loss: 0.0445, grad_norm: 0.1086 2021-03-01 22:23:00,834 - mmaction - INFO - Epoch [7][960/1921] lr: 1.500e-01, eta: 15:44:20, time: 2.144, data_time: 0.001, memory: 8260, loss_action_cls: 0.0433, recall@thr=0.5: 0.6377, prec@thr=0.5: 0.7315, recall@top3: 0.7729, prec@top3: 0.6348, recall@top5: 0.9098, prec@top5: 0.4580, loss: 0.0433, grad_norm: 0.1035 2021-03-01 22:23:44,327 - mmaction - INFO - Epoch [7][980/1921] lr: 1.500e-01, eta: 15:43:36, time: 2.175, data_time: 0.002, memory: 8260, loss_action_cls: 0.0425, recall@thr=0.5: 0.6505, prec@thr=0.5: 0.7417, recall@top3: 0.7840, prec@top3: 0.6433, recall@top5: 0.9199, prec@top5: 0.4626, loss: 0.0425, grad_norm: 0.1006 2021-03-01 22:24:27,819 - mmaction - INFO - Epoch [7][1000/1921] lr: 1.500e-01, eta: 15:42:52, time: 2.175, data_time: 0.001, memory: 8260, loss_action_cls: 0.0425, recall@thr=0.5: 0.6457, prec@thr=0.5: 0.7412, recall@top3: 0.7785, prec@top3: 0.6299, recall@top5: 0.9154, prec@top5: 0.4553, loss: 0.0425, grad_norm: 0.1008 2021-03-01 22:25:10,552 - mmaction - INFO - Epoch [7][1020/1921] lr: 1.500e-01, eta: 15:42:06, time: 2.137, data_time: 0.001, memory: 8260, loss_action_cls: 0.0424, recall@thr=0.5: 0.6509, prec@thr=0.5: 0.7494, recall@top3: 0.7777, prec@top3: 0.6387, recall@top5: 0.9143, prec@top5: 0.4611, loss: 0.0424, grad_norm: 0.1054 2021-03-01 22:25:54,533 - mmaction - INFO - Epoch [7][1040/1921] lr: 1.500e-01, eta: 15:41:23, time: 2.199, data_time: 0.001, memory: 8260, loss_action_cls: 0.0418, recall@thr=0.5: 0.6471, prec@thr=0.5: 0.7331, recall@top3: 0.7765, prec@top3: 0.6282, recall@top5: 0.9213, prec@top5: 0.4562, loss: 0.0418, grad_norm: 0.1033 2021-03-01 22:26:37,418 - mmaction - INFO - Epoch [7][1060/1921] lr: 1.500e-01, eta: 15:40:38, time: 2.144, data_time: 0.001, memory: 8260, loss_action_cls: 0.0425, recall@thr=0.5: 0.6498, prec@thr=0.5: 0.7510, recall@top3: 0.7817, prec@top3: 0.6332, recall@top5: 0.9166, prec@top5: 0.4562, loss: 0.0425, grad_norm: 0.1018 2021-03-01 22:27:20,594 - mmaction - INFO - Epoch [7][1080/1921] lr: 1.500e-01, eta: 15:39:53, time: 2.159, data_time: 0.001, memory: 8260, loss_action_cls: 0.0427, recall@thr=0.5: 0.6401, prec@thr=0.5: 0.7391, recall@top3: 0.7751, prec@top3: 0.6311, recall@top5: 0.9174, prec@top5: 0.4579, loss: 0.0427, grad_norm: 0.1039 2021-03-01 22:28:04,583 - mmaction - INFO - Epoch [7][1100/1921] lr: 1.500e-01, eta: 15:39:10, time: 2.199, data_time: 0.001, memory: 8260, loss_action_cls: 0.0428, recall@thr=0.5: 0.6364, prec@thr=0.5: 0.7308, recall@top3: 0.7719, prec@top3: 0.6360, recall@top5: 0.9192, prec@top5: 0.4640, loss: 0.0428, grad_norm: 0.1044 2021-03-01 22:28:47,944 - mmaction - INFO - Epoch [7][1120/1921] lr: 1.500e-01, eta: 15:38:25, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0426, recall@thr=0.5: 0.6463, prec@thr=0.5: 0.7354, recall@top3: 0.7764, prec@top3: 0.6320, recall@top5: 0.9150, prec@top5: 0.4587, loss: 0.0426, grad_norm: 0.1015 2021-03-01 22:29:30,738 - mmaction - INFO - Epoch [7][1140/1921] lr: 1.500e-01, eta: 15:37:40, time: 2.140, data_time: 0.001, memory: 8270, loss_action_cls: 0.0417, recall@thr=0.5: 0.6564, prec@thr=0.5: 0.7434, recall@top3: 0.7899, prec@top3: 0.6445, recall@top5: 0.9195, prec@top5: 0.4604, loss: 0.0417, grad_norm: 0.1047 2021-03-01 22:30:14,410 - mmaction - INFO - Epoch [7][1160/1921] lr: 1.500e-01, eta: 15:36:56, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0422, recall@thr=0.5: 0.6469, prec@thr=0.5: 0.7381, recall@top3: 0.7783, prec@top3: 0.6365, recall@top5: 0.9173, prec@top5: 0.4601, loss: 0.0422, grad_norm: 0.1008 2021-03-01 22:30:57,387 - mmaction - INFO - Epoch [7][1180/1921] lr: 1.500e-01, eta: 15:36:11, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0436, recall@thr=0.5: 0.6408, prec@thr=0.5: 0.7317, recall@top3: 0.7736, prec@top3: 0.6384, recall@top5: 0.9118, prec@top5: 0.4621, loss: 0.0436, grad_norm: 0.1095 2021-03-01 22:31:40,804 - mmaction - INFO - Epoch [7][1200/1921] lr: 1.500e-01, eta: 15:35:27, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0421, recall@thr=0.5: 0.6542, prec@thr=0.5: 0.7445, recall@top3: 0.7809, prec@top3: 0.6345, recall@top5: 0.9188, prec@top5: 0.4588, loss: 0.0421, grad_norm: 0.1010 2021-03-01 22:32:24,094 - mmaction - INFO - Epoch [7][1220/1921] lr: 1.500e-01, eta: 15:34:42, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0411, recall@thr=0.5: 0.6665, prec@thr=0.5: 0.7590, recall@top3: 0.7908, prec@top3: 0.6509, recall@top5: 0.9199, prec@top5: 0.4655, loss: 0.0411, grad_norm: 0.1040 2021-03-01 22:33:07,072 - mmaction - INFO - Epoch [7][1240/1921] lr: 1.500e-01, eta: 15:33:57, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0423, recall@thr=0.5: 0.6637, prec@thr=0.5: 0.7505, recall@top3: 0.7840, prec@top3: 0.6436, recall@top5: 0.9214, prec@top5: 0.4651, loss: 0.0423, grad_norm: 0.1083 2021-03-01 22:33:50,742 - mmaction - INFO - Epoch [7][1260/1921] lr: 1.500e-01, eta: 15:33:13, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0423, recall@thr=0.5: 0.6465, prec@thr=0.5: 0.7402, recall@top3: 0.7817, prec@top3: 0.6390, recall@top5: 0.9197, prec@top5: 0.4614, loss: 0.0423, grad_norm: 0.1012 2021-03-01 22:34:34,866 - mmaction - INFO - Epoch [7][1280/1921] lr: 1.500e-01, eta: 15:32:31, time: 2.206, data_time: 0.002, memory: 8270, loss_action_cls: 0.0432, recall@thr=0.5: 0.6429, prec@thr=0.5: 0.7424, recall@top3: 0.7738, prec@top3: 0.6428, recall@top5: 0.9134, prec@top5: 0.4666, loss: 0.0432, grad_norm: 0.0997 2021-03-01 22:35:18,120 - mmaction - INFO - Epoch [7][1300/1921] lr: 1.500e-01, eta: 15:31:46, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0434, recall@thr=0.5: 0.6473, prec@thr=0.5: 0.7372, recall@top3: 0.7691, prec@top3: 0.6294, recall@top5: 0.9091, prec@top5: 0.4564, loss: 0.0434, grad_norm: 0.1080 2021-03-01 22:36:00,126 - mmaction - INFO - Epoch [7][1320/1921] lr: 1.500e-01, eta: 15:30:59, time: 2.100, data_time: 0.001, memory: 8270, loss_action_cls: 0.0421, recall@thr=0.5: 0.6473, prec@thr=0.5: 0.7323, recall@top3: 0.7798, prec@top3: 0.6328, recall@top5: 0.9165, prec@top5: 0.4568, loss: 0.0421, grad_norm: 0.1047 2021-03-01 22:36:42,507 - mmaction - INFO - Epoch [7][1340/1921] lr: 1.500e-01, eta: 15:30:13, time: 2.119, data_time: 0.001, memory: 8270, loss_action_cls: 0.0429, recall@thr=0.5: 0.6353, prec@thr=0.5: 0.7311, recall@top3: 0.7773, prec@top3: 0.6345, recall@top5: 0.9141, prec@top5: 0.4568, loss: 0.0429, grad_norm: 0.1031 2021-03-01 22:37:25,438 - mmaction - INFO - Epoch [7][1360/1921] lr: 1.500e-01, eta: 15:29:28, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0413, recall@thr=0.5: 0.6730, prec@thr=0.5: 0.7577, recall@top3: 0.7883, prec@top3: 0.6466, recall@top5: 0.9264, prec@top5: 0.4662, loss: 0.0413, grad_norm: 0.0992 2021-03-01 22:38:08,654 - mmaction - INFO - Epoch [7][1380/1921] lr: 1.500e-01, eta: 15:28:43, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0423, recall@thr=0.5: 0.6627, prec@thr=0.5: 0.7447, recall@top3: 0.7831, prec@top3: 0.6429, recall@top5: 0.9200, prec@top5: 0.4638, loss: 0.0423, grad_norm: 0.1037 2021-03-01 22:38:52,041 - mmaction - INFO - Epoch [7][1400/1921] lr: 1.500e-01, eta: 15:27:59, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0416, recall@thr=0.5: 0.6591, prec@thr=0.5: 0.7459, recall@top3: 0.7848, prec@top3: 0.6405, recall@top5: 0.9175, prec@top5: 0.4606, loss: 0.0416, grad_norm: 0.1048 2021-03-01 22:39:34,759 - mmaction - INFO - Epoch [7][1420/1921] lr: 1.500e-01, eta: 15:27:13, time: 2.136, data_time: 0.001, memory: 8270, loss_action_cls: 0.0414, recall@thr=0.5: 0.6628, prec@thr=0.5: 0.7522, recall@top3: 0.7869, prec@top3: 0.6437, recall@top5: 0.9193, prec@top5: 0.4616, loss: 0.0414, grad_norm: 0.1015 2021-03-01 22:40:18,242 - mmaction - INFO - Epoch [7][1440/1921] lr: 1.500e-01, eta: 15:26:29, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0423, recall@thr=0.5: 0.6627, prec@thr=0.5: 0.7333, recall@top3: 0.7810, prec@top3: 0.6421, recall@top5: 0.9175, prec@top5: 0.4638, loss: 0.0423, grad_norm: 0.1040 2021-03-01 22:41:01,232 - mmaction - INFO - Epoch [7][1460/1921] lr: 1.500e-01, eta: 15:25:44, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0419, recall@thr=0.5: 0.6525, prec@thr=0.5: 0.7510, recall@top3: 0.7838, prec@top3: 0.6407, recall@top5: 0.9228, prec@top5: 0.4634, loss: 0.0419, grad_norm: 0.1023 2021-03-01 22:41:44,804 - mmaction - INFO - Epoch [7][1480/1921] lr: 1.500e-01, eta: 15:25:00, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0427, recall@thr=0.5: 0.6486, prec@thr=0.5: 0.7343, recall@top3: 0.7790, prec@top3: 0.6367, recall@top5: 0.9175, prec@top5: 0.4597, loss: 0.0427, grad_norm: 0.1034 2021-03-01 22:42:28,429 - mmaction - INFO - Epoch [7][1500/1921] lr: 1.500e-01, eta: 15:24:16, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0425, recall@thr=0.5: 0.6547, prec@thr=0.5: 0.7435, recall@top3: 0.7785, prec@top3: 0.6410, recall@top5: 0.9161, prec@top5: 0.4635, loss: 0.0425, grad_norm: 0.1043 2021-03-01 22:43:11,515 - mmaction - INFO - Epoch [7][1520/1921] lr: 1.500e-01, eta: 15:23:32, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0417, recall@thr=0.5: 0.6596, prec@thr=0.5: 0.7506, recall@top3: 0.7893, prec@top3: 0.6438, recall@top5: 0.9240, prec@top5: 0.4627, loss: 0.0417, grad_norm: 0.1059 2021-03-01 22:43:54,126 - mmaction - INFO - Epoch [7][1540/1921] lr: 1.500e-01, eta: 15:22:46, time: 2.131, data_time: 0.001, memory: 8270, loss_action_cls: 0.0427, recall@thr=0.5: 0.6427, prec@thr=0.5: 0.7355, recall@top3: 0.7696, prec@top3: 0.6286, recall@top5: 0.9152, prec@top5: 0.4578, loss: 0.0427, grad_norm: 0.1020 2021-03-01 22:44:37,310 - mmaction - INFO - Epoch [7][1560/1921] lr: 1.500e-01, eta: 15:22:01, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0420, recall@thr=0.5: 0.6596, prec@thr=0.5: 0.7427, recall@top3: 0.7827, prec@top3: 0.6377, recall@top5: 0.9183, prec@top5: 0.4591, loss: 0.0420, grad_norm: 0.1017 2021-03-01 22:45:21,146 - mmaction - INFO - Epoch [7][1580/1921] lr: 1.500e-01, eta: 15:21:18, time: 2.192, data_time: 0.001, memory: 8270, loss_action_cls: 0.0416, recall@thr=0.5: 0.6521, prec@thr=0.5: 0.7475, recall@top3: 0.7828, prec@top3: 0.6363, recall@top5: 0.9199, prec@top5: 0.4587, loss: 0.0416, grad_norm: 0.0987 2021-03-01 22:46:04,560 - mmaction - INFO - Epoch [7][1600/1921] lr: 1.500e-01, eta: 15:20:34, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0419, recall@thr=0.5: 0.6563, prec@thr=0.5: 0.7449, recall@top3: 0.7764, prec@top3: 0.6375, recall@top5: 0.9159, prec@top5: 0.4601, loss: 0.0419, grad_norm: 0.1024 2021-03-01 22:46:47,048 - mmaction - INFO - Epoch [7][1620/1921] lr: 1.500e-01, eta: 15:19:48, time: 2.125, data_time: 0.001, memory: 8270, loss_action_cls: 0.0428, recall@thr=0.5: 0.6508, prec@thr=0.5: 0.7420, recall@top3: 0.7793, prec@top3: 0.6299, recall@top5: 0.9128, prec@top5: 0.4538, loss: 0.0428, grad_norm: 0.0999 2021-03-01 22:47:29,633 - mmaction - INFO - Epoch [7][1640/1921] lr: 1.500e-01, eta: 15:19:02, time: 2.129, data_time: 0.001, memory: 8270, loss_action_cls: 0.0417, recall@thr=0.5: 0.6598, prec@thr=0.5: 0.7499, recall@top3: 0.7917, prec@top3: 0.6503, recall@top5: 0.9221, prec@top5: 0.4649, loss: 0.0417, grad_norm: 0.1063 2021-03-01 22:48:13,920 - mmaction - INFO - Epoch [7][1660/1921] lr: 1.500e-01, eta: 15:18:19, time: 2.214, data_time: 0.001, memory: 8270, loss_action_cls: 0.0424, recall@thr=0.5: 0.6519, prec@thr=0.5: 0.7424, recall@top3: 0.7823, prec@top3: 0.6434, recall@top5: 0.9177, prec@top5: 0.4630, loss: 0.0424, grad_norm: 0.1025 2021-03-01 22:48:57,493 - mmaction - INFO - Epoch [7][1680/1921] lr: 1.500e-01, eta: 15:17:36, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0414, recall@thr=0.5: 0.6630, prec@thr=0.5: 0.7468, recall@top3: 0.7849, prec@top3: 0.6442, recall@top5: 0.9235, prec@top5: 0.4646, loss: 0.0414, grad_norm: 0.1032 2021-03-01 22:49:41,661 - mmaction - INFO - Epoch [7][1700/1921] lr: 1.500e-01, eta: 15:16:53, time: 2.208, data_time: 0.001, memory: 8270, loss_action_cls: 0.0426, recall@thr=0.5: 0.6435, prec@thr=0.5: 0.7392, recall@top3: 0.7808, prec@top3: 0.6358, recall@top5: 0.9184, prec@top5: 0.4602, loss: 0.0426, grad_norm: 0.1019 2021-03-01 22:50:24,977 - mmaction - INFO - Epoch [7][1720/1921] lr: 1.500e-01, eta: 15:16:08, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0419, recall@thr=0.5: 0.6528, prec@thr=0.5: 0.7430, recall@top3: 0.7800, prec@top3: 0.6290, recall@top5: 0.9164, prec@top5: 0.4543, loss: 0.0419, grad_norm: 0.1071 2021-03-01 22:51:08,244 - mmaction - INFO - Epoch [7][1740/1921] lr: 1.500e-01, eta: 15:15:24, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0417, recall@thr=0.5: 0.6551, prec@thr=0.5: 0.7405, recall@top3: 0.7773, prec@top3: 0.6431, recall@top5: 0.9178, prec@top5: 0.4667, loss: 0.0417, grad_norm: 0.1046 2021-03-01 22:51:51,760 - mmaction - INFO - Epoch [7][1760/1921] lr: 1.500e-01, eta: 15:14:40, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0429, recall@thr=0.5: 0.6436, prec@thr=0.5: 0.7349, recall@top3: 0.7749, prec@top3: 0.6230, recall@top5: 0.9154, prec@top5: 0.4521, loss: 0.0429, grad_norm: 0.1019 2021-03-01 22:52:34,966 - mmaction - INFO - Epoch [7][1780/1921] lr: 1.500e-01, eta: 15:13:56, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0427, recall@thr=0.5: 0.6448, prec@thr=0.5: 0.7449, recall@top3: 0.7782, prec@top3: 0.6401, recall@top5: 0.9163, prec@top5: 0.4625, loss: 0.0427, grad_norm: 0.1020 2021-03-01 22:53:18,117 - mmaction - INFO - Epoch [7][1800/1921] lr: 1.500e-01, eta: 15:13:11, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0417, recall@thr=0.5: 0.6633, prec@thr=0.5: 0.7516, recall@top3: 0.7848, prec@top3: 0.6466, recall@top5: 0.9220, prec@top5: 0.4660, loss: 0.0417, grad_norm: 0.1030 2021-03-01 22:54:00,697 - mmaction - INFO - Epoch [7][1820/1921] lr: 1.500e-01, eta: 15:12:25, time: 2.129, data_time: 0.001, memory: 8270, loss_action_cls: 0.0417, recall@thr=0.5: 0.6471, prec@thr=0.5: 0.7412, recall@top3: 0.7887, prec@top3: 0.6356, recall@top5: 0.9206, prec@top5: 0.4558, loss: 0.0417, grad_norm: 0.1034 2021-03-01 22:54:44,623 - mmaction - INFO - Epoch [7][1840/1921] lr: 1.500e-01, eta: 15:11:42, time: 2.196, data_time: 0.001, memory: 8270, loss_action_cls: 0.0434, recall@thr=0.5: 0.6563, prec@thr=0.5: 0.7479, recall@top3: 0.7768, prec@top3: 0.6410, recall@top5: 0.9122, prec@top5: 0.4637, loss: 0.0434, grad_norm: 0.1059 2021-03-01 22:55:27,164 - mmaction - INFO - Epoch [7][1860/1921] lr: 1.500e-01, eta: 15:10:56, time: 2.127, data_time: 0.001, memory: 8270, loss_action_cls: 0.0428, recall@thr=0.5: 0.6436, prec@thr=0.5: 0.7423, recall@top3: 0.7698, prec@top3: 0.6355, recall@top5: 0.9127, prec@top5: 0.4638, loss: 0.0428, grad_norm: 0.1086 2021-03-01 22:56:09,938 - mmaction - INFO - Epoch [7][1880/1921] lr: 1.500e-01, eta: 15:10:11, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0425, recall@thr=0.5: 0.6512, prec@thr=0.5: 0.7365, recall@top3: 0.7807, prec@top3: 0.6367, recall@top5: 0.9173, prec@top5: 0.4598, loss: 0.0425, grad_norm: 0.1060 2021-03-01 22:56:53,459 - mmaction - INFO - Epoch [7][1900/1921] lr: 1.500e-01, eta: 15:09:27, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0418, recall@thr=0.5: 0.6595, prec@thr=0.5: 0.7460, recall@top3: 0.7811, prec@top3: 0.6387, recall@top5: 0.9238, prec@top5: 0.4627, loss: 0.0418, grad_norm: 0.1026 2021-03-01 22:57:35,300 - mmaction - INFO - Epoch [7][1920/1921] lr: 1.500e-01, eta: 15:08:40, time: 2.092, data_time: 0.001, memory: 8270, loss_action_cls: 0.0415, recall@thr=0.5: 0.6543, prec@thr=0.5: 0.7478, recall@top3: 0.7787, prec@top3: 0.6385, recall@top5: 0.9167, prec@top5: 0.4608, loss: 0.0415, grad_norm: 0.1055 2021-03-01 22:57:39,348 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-03-01 23:08:42,182 - mmaction - INFO - Evaluating mAP ... 2021-03-01 23:17:26,389 - mmaction - INFO - mAP@0.5IOU 0.1939 2021-03-01 23:17:27,711 - mmaction - INFO - Epoch(val) [7][1921] mAP@0.5IOU: 0.1939 2021-03-01 23:19:13,121 - mmaction - INFO - Epoch [8][20/1921] lr: 1.500e-01, eta: 15:09:44, time: 5.254, data_time: 3.130, memory: 8270, loss_action_cls: 0.0404, recall@thr=0.5: 0.6685, prec@thr=0.5: 0.7628, recall@top3: 0.7960, prec@top3: 0.6477, recall@top5: 0.9261, prec@top5: 0.4645, loss: 0.0404, grad_norm: 0.1052 2021-03-01 23:19:55,976 - mmaction - INFO - Epoch [8][40/1921] lr: 1.500e-01, eta: 15:08:58, time: 2.143, data_time: 0.001, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6774, prec@thr=0.5: 0.7605, recall@top3: 0.7940, prec@top3: 0.6601, recall@top5: 0.9269, prec@top5: 0.4728, loss: 0.0408, grad_norm: 0.1037 2021-03-01 23:20:39,063 - mmaction - INFO - Epoch [8][60/1921] lr: 1.500e-01, eta: 15:08:13, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0432, recall@thr=0.5: 0.6414, prec@thr=0.5: 0.7312, recall@top3: 0.7758, prec@top3: 0.6284, recall@top5: 0.9131, prec@top5: 0.4556, loss: 0.0432, grad_norm: 0.1085 2021-03-01 23:21:22,548 - mmaction - INFO - Epoch [8][80/1921] lr: 1.500e-01, eta: 15:07:29, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6633, prec@thr=0.5: 0.7471, recall@top3: 0.7910, prec@top3: 0.6428, recall@top5: 0.9255, prec@top5: 0.4622, loss: 0.0402, grad_norm: 0.1035 2021-03-01 23:22:05,697 - mmaction - INFO - Epoch [8][100/1921] lr: 1.500e-01, eta: 15:06:44, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0404, recall@thr=0.5: 0.6803, prec@thr=0.5: 0.7622, recall@top3: 0.7902, prec@top3: 0.6479, recall@top5: 0.9229, prec@top5: 0.4650, loss: 0.0404, grad_norm: 0.1099 2021-03-01 23:22:49,211 - mmaction - INFO - Epoch [8][120/1921] lr: 1.500e-01, eta: 15:06:00, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6679, prec@thr=0.5: 0.7581, recall@top3: 0.7895, prec@top3: 0.6400, recall@top5: 0.9183, prec@top5: 0.4580, loss: 0.0412, grad_norm: 0.1033 2021-03-01 23:23:32,733 - mmaction - INFO - Epoch [8][140/1921] lr: 1.500e-01, eta: 15:05:16, time: 2.176, data_time: 0.002, memory: 8270, loss_action_cls: 0.0421, recall@thr=0.5: 0.6540, prec@thr=0.5: 0.7456, recall@top3: 0.7776, prec@top3: 0.6416, recall@top5: 0.9184, prec@top5: 0.4648, loss: 0.0421, grad_norm: 0.1071 2021-03-01 23:24:15,968 - mmaction - INFO - Epoch [8][160/1921] lr: 1.500e-01, eta: 15:04:31, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0414, recall@thr=0.5: 0.6549, prec@thr=0.5: 0.7484, recall@top3: 0.7846, prec@top3: 0.6388, recall@top5: 0.9190, prec@top5: 0.4589, loss: 0.0414, grad_norm: 0.1055 2021-03-01 23:24:58,273 - mmaction - INFO - Epoch [8][180/1921] lr: 1.500e-01, eta: 15:03:45, time: 2.115, data_time: 0.001, memory: 8270, loss_action_cls: 0.0413, recall@thr=0.5: 0.6641, prec@thr=0.5: 0.7512, recall@top3: 0.7840, prec@top3: 0.6415, recall@top5: 0.9223, prec@top5: 0.4643, loss: 0.0413, grad_norm: 0.1125 2021-03-01 23:25:41,728 - mmaction - INFO - Epoch [8][200/1921] lr: 1.500e-01, eta: 15:03:01, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6569, prec@thr=0.5: 0.7411, recall@top3: 0.7830, prec@top3: 0.6430, recall@top5: 0.9210, prec@top5: 0.4632, loss: 0.0412, grad_norm: 0.1048 2021-03-01 23:26:24,519 - mmaction - INFO - Epoch [8][220/1921] lr: 1.500e-01, eta: 15:02:15, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0409, recall@thr=0.5: 0.6684, prec@thr=0.5: 0.7581, recall@top3: 0.7910, prec@top3: 0.6524, recall@top5: 0.9247, prec@top5: 0.4684, loss: 0.0409, grad_norm: 0.1039 2021-03-01 23:27:07,965 - mmaction - INFO - Epoch [8][240/1921] lr: 1.500e-01, eta: 15:01:31, time: 2.172, data_time: 0.002, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6632, prec@thr=0.5: 0.7475, recall@top3: 0.7904, prec@top3: 0.6463, recall@top5: 0.9234, prec@top5: 0.4634, loss: 0.0408, grad_norm: 0.1077 2021-03-01 23:27:50,912 - mmaction - INFO - Epoch [8][260/1921] lr: 1.500e-01, eta: 15:00:46, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0415, recall@thr=0.5: 0.6562, prec@thr=0.5: 0.7470, recall@top3: 0.7859, prec@top3: 0.6405, recall@top5: 0.9237, prec@top5: 0.4625, loss: 0.0415, grad_norm: 0.1087 2021-03-01 23:28:34,478 - mmaction - INFO - Epoch [8][280/1921] lr: 1.500e-01, eta: 15:00:02, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0414, recall@thr=0.5: 0.6676, prec@thr=0.5: 0.7504, recall@top3: 0.7829, prec@top3: 0.6474, recall@top5: 0.9210, prec@top5: 0.4679, loss: 0.0414, grad_norm: 0.1047 2021-03-01 23:29:17,280 - mmaction - INFO - Epoch [8][300/1921] lr: 1.500e-01, eta: 14:59:16, time: 2.140, data_time: 0.001, memory: 8270, loss_action_cls: 0.0415, recall@thr=0.5: 0.6614, prec@thr=0.5: 0.7540, recall@top3: 0.7872, prec@top3: 0.6405, recall@top5: 0.9196, prec@top5: 0.4600, loss: 0.0415, grad_norm: 0.1037 2021-03-01 23:30:00,443 - mmaction - INFO - Epoch [8][320/1921] lr: 1.500e-01, eta: 14:58:32, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0415, recall@thr=0.5: 0.6575, prec@thr=0.5: 0.7445, recall@top3: 0.7824, prec@top3: 0.6369, recall@top5: 0.9217, prec@top5: 0.4591, loss: 0.0415, grad_norm: 0.1034 2021-03-01 23:30:44,183 - mmaction - INFO - Epoch [8][340/1921] lr: 1.500e-01, eta: 14:57:48, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0415, recall@thr=0.5: 0.6539, prec@thr=0.5: 0.7437, recall@top3: 0.7795, prec@top3: 0.6396, recall@top5: 0.9194, prec@top5: 0.4630, loss: 0.0415, grad_norm: 0.1042 2021-03-01 23:31:28,335 - mmaction - INFO - Epoch [8][360/1921] lr: 1.500e-01, eta: 14:57:05, time: 2.208, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6613, prec@thr=0.5: 0.7503, recall@top3: 0.7854, prec@top3: 0.6432, recall@top5: 0.9198, prec@top5: 0.4621, loss: 0.0412, grad_norm: 0.1030 2021-03-01 23:32:11,302 - mmaction - INFO - Epoch [8][380/1921] lr: 1.500e-01, eta: 14:56:20, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0410, recall@thr=0.5: 0.6658, prec@thr=0.5: 0.7451, recall@top3: 0.7867, prec@top3: 0.6423, recall@top5: 0.9206, prec@top5: 0.4598, loss: 0.0410, grad_norm: 0.1077 2021-03-01 23:32:54,749 - mmaction - INFO - Epoch [8][400/1921] lr: 1.500e-01, eta: 14:55:35, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0425, recall@thr=0.5: 0.6510, prec@thr=0.5: 0.7444, recall@top3: 0.7826, prec@top3: 0.6484, recall@top5: 0.9142, prec@top5: 0.4649, loss: 0.0425, grad_norm: 0.1072 2021-03-01 23:33:37,064 - mmaction - INFO - Epoch [8][420/1921] lr: 1.500e-01, eta: 14:54:49, time: 2.116, data_time: 0.001, memory: 8270, loss_action_cls: 0.0413, recall@thr=0.5: 0.6670, prec@thr=0.5: 0.7472, recall@top3: 0.7946, prec@top3: 0.6490, recall@top5: 0.9242, prec@top5: 0.4651, loss: 0.0413, grad_norm: 0.1086 2021-03-01 23:34:21,549 - mmaction - INFO - Epoch [8][440/1921] lr: 1.500e-01, eta: 14:54:07, time: 2.224, data_time: 0.001, memory: 8270, loss_action_cls: 0.0423, recall@thr=0.5: 0.6578, prec@thr=0.5: 0.7527, recall@top3: 0.7827, prec@top3: 0.6486, recall@top5: 0.9181, prec@top5: 0.4671, loss: 0.0423, grad_norm: 0.1060 2021-03-01 23:35:04,917 - mmaction - INFO - Epoch [8][460/1921] lr: 1.500e-01, eta: 14:53:22, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0407, recall@thr=0.5: 0.6628, prec@thr=0.5: 0.7459, recall@top3: 0.7918, prec@top3: 0.6411, recall@top5: 0.9225, prec@top5: 0.4595, loss: 0.0407, grad_norm: 0.1037 2021-03-01 23:35:47,673 - mmaction - INFO - Epoch [8][480/1921] lr: 1.500e-01, eta: 14:52:37, time: 2.138, data_time: 0.001, memory: 8270, loss_action_cls: 0.0415, recall@thr=0.5: 0.6620, prec@thr=0.5: 0.7441, recall@top3: 0.7891, prec@top3: 0.6414, recall@top5: 0.9251, prec@top5: 0.4611, loss: 0.0415, grad_norm: 0.1095 2021-03-01 23:36:31,376 - mmaction - INFO - Epoch [8][500/1921] lr: 1.500e-01, eta: 14:51:53, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0409, recall@thr=0.5: 0.6550, prec@thr=0.5: 0.7545, recall@top3: 0.7893, prec@top3: 0.6407, recall@top5: 0.9229, prec@top5: 0.4582, loss: 0.0409, grad_norm: 0.1083 2021-03-01 23:37:14,476 - mmaction - INFO - Epoch [8][520/1921] lr: 1.500e-01, eta: 14:51:08, time: 2.155, data_time: 0.002, memory: 8270, loss_action_cls: 0.0403, recall@thr=0.5: 0.6681, prec@thr=0.5: 0.7479, recall@top3: 0.7918, prec@top3: 0.6425, recall@top5: 0.9289, prec@top5: 0.4632, loss: 0.0403, grad_norm: 0.1053 2021-03-01 23:37:59,053 - mmaction - INFO - Epoch [8][540/1921] lr: 1.500e-01, eta: 14:50:26, time: 2.229, data_time: 0.001, memory: 8270, loss_action_cls: 0.0425, recall@thr=0.5: 0.6522, prec@thr=0.5: 0.7384, recall@top3: 0.7756, prec@top3: 0.6367, recall@top5: 0.9160, prec@top5: 0.4614, loss: 0.0425, grad_norm: 0.1080 2021-03-01 23:38:41,941 - mmaction - INFO - Epoch [8][560/1921] lr: 1.500e-01, eta: 14:49:41, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0417, recall@thr=0.5: 0.6591, prec@thr=0.5: 0.7472, recall@top3: 0.7835, prec@top3: 0.6430, recall@top5: 0.9136, prec@top5: 0.4606, loss: 0.0417, grad_norm: 0.1029 2021-03-01 23:39:25,177 - mmaction - INFO - Epoch [8][580/1921] lr: 1.500e-01, eta: 14:48:56, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6628, prec@thr=0.5: 0.7578, recall@top3: 0.7964, prec@top3: 0.6503, recall@top5: 0.9264, prec@top5: 0.4636, loss: 0.0408, grad_norm: 0.1039 2021-03-01 23:40:09,200 - mmaction - INFO - Epoch [8][600/1921] lr: 1.500e-01, eta: 14:48:13, time: 2.201, data_time: 0.001, memory: 8270, loss_action_cls: 0.0427, recall@thr=0.5: 0.6474, prec@thr=0.5: 0.7400, recall@top3: 0.7765, prec@top3: 0.6286, recall@top5: 0.9088, prec@top5: 0.4512, loss: 0.0427, grad_norm: 0.1075 2021-03-01 23:40:52,649 - mmaction - INFO - Epoch [8][620/1921] lr: 1.500e-01, eta: 14:47:29, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0426, recall@thr=0.5: 0.6482, prec@thr=0.5: 0.7428, recall@top3: 0.7734, prec@top3: 0.6368, recall@top5: 0.9108, prec@top5: 0.4594, loss: 0.0426, grad_norm: 0.1083 2021-03-01 23:41:36,584 - mmaction - INFO - Epoch [8][640/1921] lr: 1.500e-01, eta: 14:46:45, time: 2.197, data_time: 0.001, memory: 8270, loss_action_cls: 0.0420, recall@thr=0.5: 0.6594, prec@thr=0.5: 0.7441, recall@top3: 0.7865, prec@top3: 0.6396, recall@top5: 0.9208, prec@top5: 0.4591, loss: 0.0420, grad_norm: 0.1096 2021-03-01 23:42:20,989 - mmaction - INFO - Epoch [8][660/1921] lr: 1.500e-01, eta: 14:46:03, time: 2.220, data_time: 0.001, memory: 8270, loss_action_cls: 0.0417, recall@thr=0.5: 0.6552, prec@thr=0.5: 0.7383, recall@top3: 0.7813, prec@top3: 0.6413, recall@top5: 0.9245, prec@top5: 0.4656, loss: 0.0417, grad_norm: 0.1069 2021-03-01 23:43:04,446 - mmaction - INFO - Epoch [8][680/1921] lr: 1.500e-01, eta: 14:45:19, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0416, recall@thr=0.5: 0.6558, prec@thr=0.5: 0.7470, recall@top3: 0.7847, prec@top3: 0.6380, recall@top5: 0.9193, prec@top5: 0.4587, loss: 0.0416, grad_norm: 0.1051 2021-03-01 23:43:48,125 - mmaction - INFO - Epoch [8][700/1921] lr: 1.500e-01, eta: 14:44:35, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0416, recall@thr=0.5: 0.6591, prec@thr=0.5: 0.7463, recall@top3: 0.7861, prec@top3: 0.6498, recall@top5: 0.9195, prec@top5: 0.4652, loss: 0.0416, grad_norm: 0.1108 2021-03-01 23:44:31,581 - mmaction - INFO - Epoch [8][720/1921] lr: 1.500e-01, eta: 14:43:51, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6755, prec@thr=0.5: 0.7496, recall@top3: 0.7975, prec@top3: 0.6479, recall@top5: 0.9235, prec@top5: 0.4604, loss: 0.0408, grad_norm: 0.1093 2021-03-01 23:45:15,089 - mmaction - INFO - Epoch [8][740/1921] lr: 1.500e-01, eta: 14:43:07, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0421, recall@thr=0.5: 0.6642, prec@thr=0.5: 0.7518, recall@top3: 0.7863, prec@top3: 0.6441, recall@top5: 0.9196, prec@top5: 0.4630, loss: 0.0421, grad_norm: 0.1059 2021-03-01 23:45:57,937 - mmaction - INFO - Epoch [8][760/1921] lr: 1.500e-01, eta: 14:42:21, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0426, recall@thr=0.5: 0.6394, prec@thr=0.5: 0.7381, recall@top3: 0.7780, prec@top3: 0.6313, recall@top5: 0.9155, prec@top5: 0.4553, loss: 0.0426, grad_norm: 0.1061 2021-03-01 23:46:40,921 - mmaction - INFO - Epoch [8][780/1921] lr: 1.500e-01, eta: 14:41:36, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0413, recall@thr=0.5: 0.6594, prec@thr=0.5: 0.7649, recall@top3: 0.7860, prec@top3: 0.6425, recall@top5: 0.9182, prec@top5: 0.4608, loss: 0.0413, grad_norm: 0.1049 2021-03-01 23:47:24,653 - mmaction - INFO - Epoch [8][800/1921] lr: 1.500e-01, eta: 14:40:53, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0413, recall@thr=0.5: 0.6695, prec@thr=0.5: 0.7481, recall@top3: 0.7859, prec@top3: 0.6454, recall@top5: 0.9226, prec@top5: 0.4661, loss: 0.0413, grad_norm: 0.1054 2021-03-01 23:48:07,835 - mmaction - INFO - Epoch [8][820/1921] lr: 1.500e-01, eta: 14:40:08, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0424, recall@thr=0.5: 0.6403, prec@thr=0.5: 0.7411, recall@top3: 0.7756, prec@top3: 0.6287, recall@top5: 0.9163, prec@top5: 0.4560, loss: 0.0424, grad_norm: 0.1065 2021-03-01 23:48:51,438 - mmaction - INFO - Epoch [8][840/1921] lr: 1.500e-01, eta: 14:39:24, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0414, recall@thr=0.5: 0.6593, prec@thr=0.5: 0.7571, recall@top3: 0.7886, prec@top3: 0.6490, recall@top5: 0.9234, prec@top5: 0.4659, loss: 0.0414, grad_norm: 0.1056 2021-03-01 23:49:34,965 - mmaction - INFO - Epoch [8][860/1921] lr: 1.500e-01, eta: 14:38:40, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6659, prec@thr=0.5: 0.7471, recall@top3: 0.7857, prec@top3: 0.6431, recall@top5: 0.9269, prec@top5: 0.4648, loss: 0.0412, grad_norm: 0.1046 2021-03-01 23:50:17,623 - mmaction - INFO - Epoch [8][880/1921] lr: 1.500e-01, eta: 14:37:54, time: 2.133, data_time: 0.001, memory: 8270, loss_action_cls: 0.0415, recall@thr=0.5: 0.6637, prec@thr=0.5: 0.7507, recall@top3: 0.7920, prec@top3: 0.6433, recall@top5: 0.9261, prec@top5: 0.4628, loss: 0.0415, grad_norm: 0.1117 2021-03-01 23:51:00,640 - mmaction - INFO - Epoch [8][900/1921] lr: 1.500e-01, eta: 14:37:09, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0418, recall@thr=0.5: 0.6701, prec@thr=0.5: 0.7488, recall@top3: 0.7809, prec@top3: 0.6406, recall@top5: 0.9189, prec@top5: 0.4626, loss: 0.0418, grad_norm: 0.1134 2021-03-01 23:51:43,502 - mmaction - INFO - Epoch [8][920/1921] lr: 1.500e-01, eta: 14:36:24, time: 2.143, data_time: 0.001, memory: 8270, loss_action_cls: 0.0419, recall@thr=0.5: 0.6549, prec@thr=0.5: 0.7452, recall@top3: 0.7787, prec@top3: 0.6447, recall@top5: 0.9192, prec@top5: 0.4665, loss: 0.0419, grad_norm: 0.1089 2021-03-01 23:52:27,574 - mmaction - INFO - Epoch [8][940/1921] lr: 1.500e-01, eta: 14:35:41, time: 2.203, data_time: 0.001, memory: 8270, loss_action_cls: 0.0414, recall@thr=0.5: 0.6529, prec@thr=0.5: 0.7471, recall@top3: 0.7857, prec@top3: 0.6414, recall@top5: 0.9233, prec@top5: 0.4628, loss: 0.0414, grad_norm: 0.1074 2021-03-01 23:53:10,257 - mmaction - INFO - Epoch [8][960/1921] lr: 1.500e-01, eta: 14:34:56, time: 2.134, data_time: 0.001, memory: 8270, loss_action_cls: 0.0407, recall@thr=0.5: 0.6642, prec@thr=0.5: 0.7541, recall@top3: 0.7869, prec@top3: 0.6422, recall@top5: 0.9202, prec@top5: 0.4610, loss: 0.0407, grad_norm: 0.1095 2021-03-01 23:53:53,141 - mmaction - INFO - Epoch [8][980/1921] lr: 1.500e-01, eta: 14:34:11, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0414, recall@thr=0.5: 0.6587, prec@thr=0.5: 0.7490, recall@top3: 0.7852, prec@top3: 0.6370, recall@top5: 0.9215, prec@top5: 0.4589, loss: 0.0414, grad_norm: 0.1107 2021-03-01 23:54:36,895 - mmaction - INFO - Epoch [8][1000/1921] lr: 1.500e-01, eta: 14:33:27, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0417, recall@thr=0.5: 0.6555, prec@thr=0.5: 0.7389, recall@top3: 0.7867, prec@top3: 0.6400, recall@top5: 0.9179, prec@top5: 0.4574, loss: 0.0417, grad_norm: 0.1077 2021-03-01 23:55:19,491 - mmaction - INFO - Epoch [8][1020/1921] lr: 1.500e-01, eta: 14:32:41, time: 2.130, data_time: 0.001, memory: 8270, loss_action_cls: 0.0415, recall@thr=0.5: 0.6503, prec@thr=0.5: 0.7452, recall@top3: 0.7890, prec@top3: 0.6432, recall@top5: 0.9217, prec@top5: 0.4614, loss: 0.0415, grad_norm: 0.1094 2021-03-01 23:56:01,679 - mmaction - INFO - Epoch [8][1040/1921] lr: 1.500e-01, eta: 14:31:55, time: 2.109, data_time: 0.001, memory: 8270, loss_action_cls: 0.0405, recall@thr=0.5: 0.6652, prec@thr=0.5: 0.7521, recall@top3: 0.7907, prec@top3: 0.6396, recall@top5: 0.9220, prec@top5: 0.4582, loss: 0.0405, grad_norm: 0.1082 2021-03-01 23:56:44,668 - mmaction - INFO - Epoch [8][1060/1921] lr: 1.500e-01, eta: 14:31:10, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0414, recall@thr=0.5: 0.6615, prec@thr=0.5: 0.7527, recall@top3: 0.7874, prec@top3: 0.6367, recall@top5: 0.9218, prec@top5: 0.4589, loss: 0.0414, grad_norm: 0.1120 2021-03-01 23:57:28,271 - mmaction - INFO - Epoch [8][1080/1921] lr: 1.500e-01, eta: 14:30:26, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0431, recall@thr=0.5: 0.6407, prec@thr=0.5: 0.7358, recall@top3: 0.7729, prec@top3: 0.6399, recall@top5: 0.9151, prec@top5: 0.4636, loss: 0.0431, grad_norm: 0.1044 2021-03-01 23:58:10,680 - mmaction - INFO - Epoch [8][1100/1921] lr: 1.500e-01, eta: 14:29:40, time: 2.120, data_time: 0.001, memory: 8270, loss_action_cls: 0.0406, recall@thr=0.5: 0.6649, prec@thr=0.5: 0.7479, recall@top3: 0.7898, prec@top3: 0.6502, recall@top5: 0.9255, prec@top5: 0.4663, loss: 0.0406, grad_norm: 0.1078 2021-03-01 23:58:53,327 - mmaction - INFO - Epoch [8][1120/1921] lr: 1.500e-01, eta: 14:28:55, time: 2.132, data_time: 0.001, memory: 8270, loss_action_cls: 0.0415, recall@thr=0.5: 0.6658, prec@thr=0.5: 0.7441, recall@top3: 0.7855, prec@top3: 0.6424, recall@top5: 0.9214, prec@top5: 0.4617, loss: 0.0415, grad_norm: 0.1100 2021-03-01 23:59:36,115 - mmaction - INFO - Epoch [8][1140/1921] lr: 1.500e-01, eta: 14:28:10, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6612, prec@thr=0.5: 0.7488, recall@top3: 0.7812, prec@top3: 0.6421, recall@top5: 0.9208, prec@top5: 0.4638, loss: 0.0412, grad_norm: 0.1035 2021-03-02 00:00:21,111 - mmaction - INFO - Epoch [8][1160/1921] lr: 1.500e-01, eta: 14:27:28, time: 2.245, data_time: 0.001, memory: 8270, loss_action_cls: 0.0413, recall@thr=0.5: 0.6535, prec@thr=0.5: 0.7371, recall@top3: 0.7859, prec@top3: 0.6357, recall@top5: 0.9202, prec@top5: 0.4571, loss: 0.0413, grad_norm: 0.1090 2021-03-02 00:01:05,398 - mmaction - INFO - Epoch [8][1180/1921] lr: 1.500e-01, eta: 14:26:45, time: 2.220, data_time: 0.008, memory: 8270, loss_action_cls: 0.0409, recall@thr=0.5: 0.6673, prec@thr=0.5: 0.7498, recall@top3: 0.7916, prec@top3: 0.6422, recall@top5: 0.9251, prec@top5: 0.4602, loss: 0.0409, grad_norm: 0.1079 2021-03-02 00:01:48,564 - mmaction - INFO - Epoch [8][1200/1921] lr: 1.500e-01, eta: 14:26:01, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6574, prec@thr=0.5: 0.7521, recall@top3: 0.7797, prec@top3: 0.6397, recall@top5: 0.9176, prec@top5: 0.4628, loss: 0.0412, grad_norm: 0.1068 2021-03-02 00:02:31,682 - mmaction - INFO - Epoch [8][1220/1921] lr: 1.500e-01, eta: 14:25:16, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6655, prec@thr=0.5: 0.7508, recall@top3: 0.7886, prec@top3: 0.6455, recall@top5: 0.9237, prec@top5: 0.4642, loss: 0.0412, grad_norm: 0.1070 2021-03-02 00:03:15,777 - mmaction - INFO - Epoch [8][1240/1921] lr: 1.500e-01, eta: 14:24:33, time: 2.205, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6716, prec@thr=0.5: 0.7619, recall@top3: 0.7962, prec@top3: 0.6439, recall@top5: 0.9230, prec@top5: 0.4578, loss: 0.0402, grad_norm: 0.1053 2021-03-02 00:03:58,699 - mmaction - INFO - Epoch [8][1260/1921] lr: 1.500e-01, eta: 14:23:48, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6597, prec@thr=0.5: 0.7485, recall@top3: 0.7845, prec@top3: 0.6429, recall@top5: 0.9192, prec@top5: 0.4614, loss: 0.0412, grad_norm: 0.1123 2021-03-02 00:04:42,597 - mmaction - INFO - Epoch [8][1280/1921] lr: 1.500e-01, eta: 14:23:05, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6608, prec@thr=0.5: 0.7478, recall@top3: 0.7847, prec@top3: 0.6399, recall@top5: 0.9216, prec@top5: 0.4619, loss: 0.0412, grad_norm: 0.1010 2021-03-02 00:05:26,064 - mmaction - INFO - Epoch [8][1300/1921] lr: 1.500e-01, eta: 14:22:20, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0414, recall@thr=0.5: 0.6553, prec@thr=0.5: 0.7445, recall@top3: 0.7859, prec@top3: 0.6384, recall@top5: 0.9201, prec@top5: 0.4591, loss: 0.0414, grad_norm: 0.1090 2021-03-02 00:06:08,820 - mmaction - INFO - Epoch [8][1320/1921] lr: 1.500e-01, eta: 14:21:35, time: 2.138, data_time: 0.001, memory: 8270, loss_action_cls: 0.0415, recall@thr=0.5: 0.6653, prec@thr=0.5: 0.7555, recall@top3: 0.7907, prec@top3: 0.6353, recall@top5: 0.9188, prec@top5: 0.4546, loss: 0.0415, grad_norm: 0.1114 2021-03-02 00:06:52,044 - mmaction - INFO - Epoch [8][1340/1921] lr: 1.500e-01, eta: 14:20:51, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0415, recall@thr=0.5: 0.6591, prec@thr=0.5: 0.7521, recall@top3: 0.7813, prec@top3: 0.6424, recall@top5: 0.9158, prec@top5: 0.4615, loss: 0.0415, grad_norm: 0.1052 2021-03-02 00:07:35,378 - mmaction - INFO - Epoch [8][1360/1921] lr: 1.500e-01, eta: 14:20:06, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0407, recall@thr=0.5: 0.6741, prec@thr=0.5: 0.7585, recall@top3: 0.7885, prec@top3: 0.6483, recall@top5: 0.9224, prec@top5: 0.4657, loss: 0.0407, grad_norm: 0.1102 2021-03-02 00:08:19,412 - mmaction - INFO - Epoch [8][1380/1921] lr: 1.500e-01, eta: 14:19:23, time: 2.202, data_time: 0.001, memory: 8270, loss_action_cls: 0.0403, recall@thr=0.5: 0.6699, prec@thr=0.5: 0.7566, recall@top3: 0.7979, prec@top3: 0.6511, recall@top5: 0.9256, prec@top5: 0.4645, loss: 0.0403, grad_norm: 0.1071 2021-03-02 00:09:02,836 - mmaction - INFO - Epoch [8][1400/1921] lr: 1.500e-01, eta: 14:18:39, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6608, prec@thr=0.5: 0.7478, recall@top3: 0.7810, prec@top3: 0.6495, recall@top5: 0.9203, prec@top5: 0.4677, loss: 0.0412, grad_norm: 0.1057 2021-03-02 00:09:45,497 - mmaction - INFO - Epoch [8][1420/1921] lr: 1.500e-01, eta: 14:17:54, time: 2.133, data_time: 0.001, memory: 8270, loss_action_cls: 0.0419, recall@thr=0.5: 0.6615, prec@thr=0.5: 0.7475, recall@top3: 0.7841, prec@top3: 0.6463, recall@top5: 0.9199, prec@top5: 0.4669, loss: 0.0419, grad_norm: 0.1080 2021-03-02 00:10:28,030 - mmaction - INFO - Epoch [8][1440/1921] lr: 1.500e-01, eta: 14:17:08, time: 2.127, data_time: 0.001, memory: 8270, loss_action_cls: 0.0394, recall@thr=0.5: 0.6735, prec@thr=0.5: 0.7622, recall@top3: 0.7981, prec@top3: 0.6509, recall@top5: 0.9294, prec@top5: 0.4650, loss: 0.0394, grad_norm: 0.1106 2021-03-02 00:11:10,628 - mmaction - INFO - Epoch [8][1460/1921] lr: 1.500e-01, eta: 14:16:23, time: 2.130, data_time: 0.001, memory: 8270, loss_action_cls: 0.0413, recall@thr=0.5: 0.6677, prec@thr=0.5: 0.7455, recall@top3: 0.7885, prec@top3: 0.6536, recall@top5: 0.9217, prec@top5: 0.4690, loss: 0.0413, grad_norm: 0.1087 2021-03-02 00:11:54,364 - mmaction - INFO - Epoch [8][1480/1921] lr: 1.500e-01, eta: 14:15:39, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0415, recall@thr=0.5: 0.6628, prec@thr=0.5: 0.7511, recall@top3: 0.7854, prec@top3: 0.6430, recall@top5: 0.9217, prec@top5: 0.4627, loss: 0.0415, grad_norm: 0.1093 2021-03-02 00:12:36,926 - mmaction - INFO - Epoch [8][1500/1921] lr: 1.500e-01, eta: 14:14:53, time: 2.128, data_time: 0.001, memory: 8270, loss_action_cls: 0.0407, recall@thr=0.5: 0.6617, prec@thr=0.5: 0.7457, recall@top3: 0.7891, prec@top3: 0.6418, recall@top5: 0.9234, prec@top5: 0.4613, loss: 0.0407, grad_norm: 0.1080 2021-03-02 00:13:20,500 - mmaction - INFO - Epoch [8][1520/1921] lr: 1.500e-01, eta: 14:14:10, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0407, recall@thr=0.5: 0.6671, prec@thr=0.5: 0.7587, recall@top3: 0.7882, prec@top3: 0.6359, recall@top5: 0.9203, prec@top5: 0.4553, loss: 0.0407, grad_norm: 0.1069 2021-03-02 00:14:03,790 - mmaction - INFO - Epoch [8][1540/1921] lr: 1.500e-01, eta: 14:13:25, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0410, recall@thr=0.5: 0.6621, prec@thr=0.5: 0.7567, recall@top3: 0.7861, prec@top3: 0.6406, recall@top5: 0.9195, prec@top5: 0.4590, loss: 0.0410, grad_norm: 0.1060 2021-03-02 00:14:46,993 - mmaction - INFO - Epoch [8][1560/1921] lr: 1.500e-01, eta: 14:12:41, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0411, recall@thr=0.5: 0.6731, prec@thr=0.5: 0.7583, recall@top3: 0.7930, prec@top3: 0.6503, recall@top5: 0.9251, prec@top5: 0.4658, loss: 0.0411, grad_norm: 0.1082 2021-03-02 00:15:29,686 - mmaction - INFO - Epoch [8][1580/1921] lr: 1.500e-01, eta: 14:11:55, time: 2.135, data_time: 0.001, memory: 8270, loss_action_cls: 0.0411, recall@thr=0.5: 0.6640, prec@thr=0.5: 0.7490, recall@top3: 0.7901, prec@top3: 0.6392, recall@top5: 0.9207, prec@top5: 0.4565, loss: 0.0411, grad_norm: 0.1088 2021-03-02 00:16:12,484 - mmaction - INFO - Epoch [8][1600/1921] lr: 1.500e-01, eta: 14:11:10, time: 2.140, data_time: 0.001, memory: 8270, loss_action_cls: 0.0398, recall@thr=0.5: 0.6743, prec@thr=0.5: 0.7527, recall@top3: 0.7902, prec@top3: 0.6460, recall@top5: 0.9226, prec@top5: 0.4645, loss: 0.0398, grad_norm: 0.1111 2021-03-02 00:16:55,429 - mmaction - INFO - Epoch [8][1620/1921] lr: 1.500e-01, eta: 14:10:25, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0410, recall@thr=0.5: 0.6632, prec@thr=0.5: 0.7499, recall@top3: 0.7867, prec@top3: 0.6502, recall@top5: 0.9228, prec@top5: 0.4681, loss: 0.0410, grad_norm: 0.1054 2021-03-02 00:17:38,047 - mmaction - INFO - Epoch [8][1640/1921] lr: 1.500e-01, eta: 14:09:40, time: 2.131, data_time: 0.001, memory: 8270, loss_action_cls: 0.0406, recall@thr=0.5: 0.6681, prec@thr=0.5: 0.7507, recall@top3: 0.7897, prec@top3: 0.6437, recall@top5: 0.9241, prec@top5: 0.4619, loss: 0.0406, grad_norm: 0.1068 2021-03-02 00:18:21,761 - mmaction - INFO - Epoch [8][1660/1921] lr: 1.500e-01, eta: 14:08:56, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0413, recall@thr=0.5: 0.6588, prec@thr=0.5: 0.7503, recall@top3: 0.7827, prec@top3: 0.6399, recall@top5: 0.9213, prec@top5: 0.4623, loss: 0.0413, grad_norm: 0.1051 2021-03-02 00:19:05,021 - mmaction - INFO - Epoch [8][1680/1921] lr: 1.500e-01, eta: 14:08:12, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0420, recall@thr=0.5: 0.6563, prec@thr=0.5: 0.7409, recall@top3: 0.7806, prec@top3: 0.6522, recall@top5: 0.9208, prec@top5: 0.4727, loss: 0.0420, grad_norm: 0.1063 2021-03-02 00:19:48,207 - mmaction - INFO - Epoch [8][1700/1921] lr: 1.500e-01, eta: 14:07:28, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0416, recall@thr=0.5: 0.6545, prec@thr=0.5: 0.7423, recall@top3: 0.7825, prec@top3: 0.6434, recall@top5: 0.9199, prec@top5: 0.4643, loss: 0.0416, grad_norm: 0.1049 2021-03-02 00:20:30,914 - mmaction - INFO - Epoch [8][1720/1921] lr: 1.500e-01, eta: 14:06:42, time: 2.135, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6579, prec@thr=0.5: 0.7481, recall@top3: 0.7830, prec@top3: 0.6365, recall@top5: 0.9224, prec@top5: 0.4604, loss: 0.0412, grad_norm: 0.1071 2021-03-02 00:21:14,510 - mmaction - INFO - Epoch [8][1740/1921] lr: 1.500e-01, eta: 14:05:58, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0413, recall@thr=0.5: 0.6708, prec@thr=0.5: 0.7493, recall@top3: 0.7841, prec@top3: 0.6426, recall@top5: 0.9200, prec@top5: 0.4622, loss: 0.0413, grad_norm: 0.1091 2021-03-02 00:21:57,526 - mmaction - INFO - Epoch [8][1760/1921] lr: 1.500e-01, eta: 14:05:14, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0409, recall@thr=0.5: 0.6617, prec@thr=0.5: 0.7547, recall@top3: 0.7875, prec@top3: 0.6434, recall@top5: 0.9259, prec@top5: 0.4627, loss: 0.0409, grad_norm: 0.1056 2021-03-02 00:22:41,552 - mmaction - INFO - Epoch [8][1780/1921] lr: 1.500e-01, eta: 14:04:31, time: 2.202, data_time: 0.001, memory: 8270, loss_action_cls: 0.0411, recall@thr=0.5: 0.6620, prec@thr=0.5: 0.7495, recall@top3: 0.7892, prec@top3: 0.6364, recall@top5: 0.9259, prec@top5: 0.4577, loss: 0.0411, grad_norm: 0.1110 2021-03-02 00:23:24,985 - mmaction - INFO - Epoch [8][1800/1921] lr: 1.500e-01, eta: 14:03:46, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0415, recall@thr=0.5: 0.6433, prec@thr=0.5: 0.7347, recall@top3: 0.7791, prec@top3: 0.6302, recall@top5: 0.9165, prec@top5: 0.4543, loss: 0.0415, grad_norm: 0.1051 2021-03-02 00:24:08,199 - mmaction - INFO - Epoch [8][1820/1921] lr: 1.500e-01, eta: 14:03:02, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6680, prec@thr=0.5: 0.7548, recall@top3: 0.7955, prec@top3: 0.6402, recall@top5: 0.9248, prec@top5: 0.4568, loss: 0.0402, grad_norm: 0.1090 2021-03-02 00:24:50,611 - mmaction - INFO - Epoch [8][1840/1921] lr: 1.500e-01, eta: 14:02:16, time: 2.121, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6673, prec@thr=0.5: 0.7553, recall@top3: 0.7923, prec@top3: 0.6552, recall@top5: 0.9233, prec@top5: 0.4686, loss: 0.0412, grad_norm: 0.1068 2021-03-02 00:25:33,879 - mmaction - INFO - Epoch [8][1860/1921] lr: 1.500e-01, eta: 14:01:32, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0406, recall@thr=0.5: 0.6719, prec@thr=0.5: 0.7536, recall@top3: 0.7959, prec@top3: 0.6497, recall@top5: 0.9225, prec@top5: 0.4610, loss: 0.0406, grad_norm: 0.1067 2021-03-02 00:26:18,623 - mmaction - INFO - Epoch [8][1880/1921] lr: 1.500e-01, eta: 14:00:50, time: 2.237, data_time: 0.002, memory: 8270, loss_action_cls: 0.0416, recall@thr=0.5: 0.6591, prec@thr=0.5: 0.7486, recall@top3: 0.7854, prec@top3: 0.6453, recall@top5: 0.9214, prec@top5: 0.4643, loss: 0.0416, grad_norm: 0.1046 2021-03-02 00:27:01,223 - mmaction - INFO - Epoch [8][1900/1921] lr: 1.500e-01, eta: 14:00:05, time: 2.130, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6667, prec@thr=0.5: 0.7592, recall@top3: 0.7909, prec@top3: 0.6452, recall@top5: 0.9222, prec@top5: 0.4628, loss: 0.0412, grad_norm: 0.1087 2021-03-02 00:27:43,235 - mmaction - INFO - Epoch [8][1920/1921] lr: 1.500e-01, eta: 13:59:18, time: 2.101, data_time: 0.001, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6743, prec@thr=0.5: 0.7469, recall@top3: 0.7849, prec@top3: 0.6460, recall@top5: 0.9207, prec@top5: 0.4659, loss: 0.0408, grad_norm: 0.1088 2021-03-02 00:27:48,000 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-03-02 00:38:54,656 - mmaction - INFO - Evaluating mAP ... 2021-03-02 00:47:18,647 - mmaction - INFO - mAP@0.5IOU 0.1946 2021-03-02 00:47:20,264 - mmaction - INFO - Epoch(val) [8][1921] mAP@0.5IOU: 0.1946 2021-03-02 00:48:53,352 - mmaction - INFO - Epoch [9][20/1921] lr: 1.500e-01, eta: 13:59:43, time: 4.651, data_time: 2.523, memory: 8270, loss_action_cls: 0.0403, recall@thr=0.5: 0.6654, prec@thr=0.5: 0.7574, recall@top3: 0.7931, prec@top3: 0.6485, recall@top5: 0.9276, prec@top5: 0.4652, loss: 0.0403, grad_norm: 0.1074 2021-03-02 00:49:36,366 - mmaction - INFO - Epoch [9][40/1921] lr: 1.500e-01, eta: 13:58:58, time: 2.151, data_time: 0.002, memory: 8270, loss_action_cls: 0.0404, recall@thr=0.5: 0.6648, prec@thr=0.5: 0.7488, recall@top3: 0.7946, prec@top3: 0.6448, recall@top5: 0.9268, prec@top5: 0.4614, loss: 0.0404, grad_norm: 0.1146 2021-03-02 00:50:20,099 - mmaction - INFO - Epoch [9][60/1921] lr: 1.500e-01, eta: 13:58:14, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0400, recall@thr=0.5: 0.6653, prec@thr=0.5: 0.7531, recall@top3: 0.7960, prec@top3: 0.6463, recall@top5: 0.9257, prec@top5: 0.4611, loss: 0.0400, grad_norm: 0.1063 2021-03-02 00:51:02,731 - mmaction - INFO - Epoch [9][80/1921] lr: 1.500e-01, eta: 13:57:29, time: 2.132, data_time: 0.001, memory: 8270, loss_action_cls: 0.0410, recall@thr=0.5: 0.6643, prec@thr=0.5: 0.7517, recall@top3: 0.7886, prec@top3: 0.6406, recall@top5: 0.9232, prec@top5: 0.4604, loss: 0.0410, grad_norm: 0.1143 2021-03-02 00:51:46,071 - mmaction - INFO - Epoch [9][100/1921] lr: 1.500e-01, eta: 13:56:45, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0405, recall@thr=0.5: 0.6731, prec@thr=0.5: 0.7567, recall@top3: 0.7869, prec@top3: 0.6507, recall@top5: 0.9283, prec@top5: 0.4700, loss: 0.0405, grad_norm: 0.1099 2021-03-02 00:52:28,343 - mmaction - INFO - Epoch [9][120/1921] lr: 1.500e-01, eta: 13:55:59, time: 2.114, data_time: 0.001, memory: 8270, loss_action_cls: 0.0401, recall@thr=0.5: 0.6643, prec@thr=0.5: 0.7532, recall@top3: 0.7914, prec@top3: 0.6403, recall@top5: 0.9275, prec@top5: 0.4619, loss: 0.0401, grad_norm: 0.1150 2021-03-02 00:53:11,841 - mmaction - INFO - Epoch [9][140/1921] lr: 1.500e-01, eta: 13:55:15, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0406, recall@thr=0.5: 0.6780, prec@thr=0.5: 0.7608, recall@top3: 0.7830, prec@top3: 0.6518, recall@top5: 0.9225, prec@top5: 0.4713, loss: 0.0406, grad_norm: 0.1121 2021-03-02 00:53:54,430 - mmaction - INFO - Epoch [9][160/1921] lr: 1.500e-01, eta: 13:54:29, time: 2.129, data_time: 0.001, memory: 8270, loss_action_cls: 0.0393, recall@thr=0.5: 0.6762, prec@thr=0.5: 0.7616, recall@top3: 0.7976, prec@top3: 0.6552, recall@top5: 0.9290, prec@top5: 0.4673, loss: 0.0393, grad_norm: 0.1101 2021-03-02 00:54:37,628 - mmaction - INFO - Epoch [9][180/1921] lr: 1.500e-01, eta: 13:53:45, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0409, recall@thr=0.5: 0.6730, prec@thr=0.5: 0.7531, recall@top3: 0.7876, prec@top3: 0.6489, recall@top5: 0.9216, prec@top5: 0.4673, loss: 0.0409, grad_norm: 0.1118 2021-03-02 00:55:20,078 - mmaction - INFO - Epoch [9][200/1921] lr: 1.500e-01, eta: 13:52:59, time: 2.122, data_time: 0.001, memory: 8270, loss_action_cls: 0.0400, recall@thr=0.5: 0.6732, prec@thr=0.5: 0.7586, recall@top3: 0.7933, prec@top3: 0.6455, recall@top5: 0.9243, prec@top5: 0.4621, loss: 0.0400, grad_norm: 0.1150 2021-03-02 00:56:03,975 - mmaction - INFO - Epoch [9][220/1921] lr: 1.500e-01, eta: 13:52:15, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0396, recall@thr=0.5: 0.6743, prec@thr=0.5: 0.7658, recall@top3: 0.7976, prec@top3: 0.6514, recall@top5: 0.9263, prec@top5: 0.4645, loss: 0.0396, grad_norm: 0.1080 2021-03-02 00:56:46,967 - mmaction - INFO - Epoch [9][240/1921] lr: 1.500e-01, eta: 13:51:31, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0406, recall@thr=0.5: 0.6680, prec@thr=0.5: 0.7573, recall@top3: 0.7953, prec@top3: 0.6460, recall@top5: 0.9233, prec@top5: 0.4609, loss: 0.0406, grad_norm: 0.1167 2021-03-02 00:57:29,803 - mmaction - INFO - Epoch [9][260/1921] lr: 1.500e-01, eta: 13:50:46, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0403, recall@thr=0.5: 0.6693, prec@thr=0.5: 0.7517, recall@top3: 0.7925, prec@top3: 0.6431, recall@top5: 0.9244, prec@top5: 0.4607, loss: 0.0403, grad_norm: 0.1162 2021-03-02 00:58:13,620 - mmaction - INFO - Epoch [9][280/1921] lr: 1.500e-01, eta: 13:50:02, time: 2.191, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6737, prec@thr=0.5: 0.7606, recall@top3: 0.7922, prec@top3: 0.6467, recall@top5: 0.9231, prec@top5: 0.4622, loss: 0.0402, grad_norm: 0.1128 2021-03-02 00:58:57,346 - mmaction - INFO - Epoch [9][300/1921] lr: 1.500e-01, eta: 13:49:18, time: 2.186, data_time: 0.001, memory: 8270, loss_action_cls: 0.0398, recall@thr=0.5: 0.6723, prec@thr=0.5: 0.7580, recall@top3: 0.7929, prec@top3: 0.6505, recall@top5: 0.9253, prec@top5: 0.4667, loss: 0.0398, grad_norm: 0.1125 2021-03-02 00:59:41,098 - mmaction - INFO - Epoch [9][320/1921] lr: 1.500e-01, eta: 13:48:34, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6699, prec@thr=0.5: 0.7487, recall@top3: 0.7914, prec@top3: 0.6408, recall@top5: 0.9232, prec@top5: 0.4586, loss: 0.0402, grad_norm: 0.1082 2021-03-02 01:00:24,546 - mmaction - INFO - Epoch [9][340/1921] lr: 1.500e-01, eta: 13:47:50, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0405, recall@thr=0.5: 0.6782, prec@thr=0.5: 0.7583, recall@top3: 0.7890, prec@top3: 0.6422, recall@top5: 0.9255, prec@top5: 0.4648, loss: 0.0405, grad_norm: 0.1107 2021-03-02 01:01:08,159 - mmaction - INFO - Epoch [9][360/1921] lr: 1.500e-01, eta: 13:47:06, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0401, recall@thr=0.5: 0.6761, prec@thr=0.5: 0.7580, recall@top3: 0.7902, prec@top3: 0.6533, recall@top5: 0.9267, prec@top5: 0.4710, loss: 0.0401, grad_norm: 0.1073 2021-03-02 01:01:51,211 - mmaction - INFO - Epoch [9][380/1921] lr: 1.500e-01, eta: 13:46:22, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0403, recall@thr=0.5: 0.6667, prec@thr=0.5: 0.7505, recall@top3: 0.7909, prec@top3: 0.6477, recall@top5: 0.9253, prec@top5: 0.4642, loss: 0.0403, grad_norm: 0.1140 2021-03-02 01:02:34,678 - mmaction - INFO - Epoch [9][400/1921] lr: 1.500e-01, eta: 13:45:38, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6721, prec@thr=0.5: 0.7634, recall@top3: 0.7972, prec@top3: 0.6476, recall@top5: 0.9264, prec@top5: 0.4625, loss: 0.0402, grad_norm: 0.1095 2021-03-02 01:03:17,935 - mmaction - INFO - Epoch [9][420/1921] lr: 1.500e-01, eta: 13:44:53, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0404, recall@thr=0.5: 0.6757, prec@thr=0.5: 0.7560, recall@top3: 0.7915, prec@top3: 0.6429, recall@top5: 0.9215, prec@top5: 0.4592, loss: 0.0404, grad_norm: 0.1093 2021-03-02 01:04:01,044 - mmaction - INFO - Epoch [9][440/1921] lr: 1.500e-01, eta: 13:44:08, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0407, recall@thr=0.5: 0.6625, prec@thr=0.5: 0.7491, recall@top3: 0.7844, prec@top3: 0.6373, recall@top5: 0.9237, prec@top5: 0.4610, loss: 0.0407, grad_norm: 0.1147 2021-03-02 01:04:44,278 - mmaction - INFO - Epoch [9][460/1921] lr: 1.500e-01, eta: 13:43:24, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0417, recall@thr=0.5: 0.6568, prec@thr=0.5: 0.7548, recall@top3: 0.7894, prec@top3: 0.6446, recall@top5: 0.9225, prec@top5: 0.4630, loss: 0.0417, grad_norm: 0.1148 2021-03-02 01:05:28,235 - mmaction - INFO - Epoch [9][480/1921] lr: 1.500e-01, eta: 13:42:41, time: 2.198, data_time: 0.001, memory: 8270, loss_action_cls: 0.0406, recall@thr=0.5: 0.6734, prec@thr=0.5: 0.7538, recall@top3: 0.7973, prec@top3: 0.6500, recall@top5: 0.9226, prec@top5: 0.4622, loss: 0.0406, grad_norm: 0.1122 2021-03-02 01:06:12,255 - mmaction - INFO - Epoch [9][500/1921] lr: 1.500e-01, eta: 13:41:57, time: 2.201, data_time: 0.001, memory: 8270, loss_action_cls: 0.0406, recall@thr=0.5: 0.6687, prec@thr=0.5: 0.7599, recall@top3: 0.7931, prec@top3: 0.6465, recall@top5: 0.9215, prec@top5: 0.4614, loss: 0.0406, grad_norm: 0.1105 2021-03-02 01:06:54,864 - mmaction - INFO - Epoch [9][520/1921] lr: 1.500e-01, eta: 13:41:12, time: 2.130, data_time: 0.001, memory: 8270, loss_action_cls: 0.0391, recall@thr=0.5: 0.6801, prec@thr=0.5: 0.7637, recall@top3: 0.7950, prec@top3: 0.6493, recall@top5: 0.9226, prec@top5: 0.4619, loss: 0.0391, grad_norm: 0.1166 2021-03-02 01:07:38,322 - mmaction - INFO - Epoch [9][540/1921] lr: 1.500e-01, eta: 13:40:28, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0404, recall@thr=0.5: 0.6707, prec@thr=0.5: 0.7517, recall@top3: 0.7927, prec@top3: 0.6445, recall@top5: 0.9221, prec@top5: 0.4618, loss: 0.0404, grad_norm: 0.1151 2021-03-02 01:08:21,798 - mmaction - INFO - Epoch [9][560/1921] lr: 1.500e-01, eta: 13:39:44, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0394, recall@thr=0.5: 0.6891, prec@thr=0.5: 0.7620, recall@top3: 0.7975, prec@top3: 0.6635, recall@top5: 0.9281, prec@top5: 0.4738, loss: 0.0394, grad_norm: 0.1140 2021-03-02 01:09:05,290 - mmaction - INFO - Epoch [9][580/1921] lr: 1.500e-01, eta: 13:39:00, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6666, prec@thr=0.5: 0.7558, recall@top3: 0.7906, prec@top3: 0.6429, recall@top5: 0.9203, prec@top5: 0.4595, loss: 0.0412, grad_norm: 0.1149 2021-03-02 01:09:49,449 - mmaction - INFO - Epoch [9][600/1921] lr: 1.500e-01, eta: 13:38:16, time: 2.208, data_time: 0.001, memory: 8270, loss_action_cls: 0.0398, recall@thr=0.5: 0.6801, prec@thr=0.5: 0.7603, recall@top3: 0.7922, prec@top3: 0.6444, recall@top5: 0.9239, prec@top5: 0.4622, loss: 0.0398, grad_norm: 0.1092 2021-03-02 01:10:32,272 - mmaction - INFO - Epoch [9][620/1921] lr: 1.500e-01, eta: 13:37:31, time: 2.141, data_time: 0.001, memory: 8270, loss_action_cls: 0.0399, recall@thr=0.5: 0.6741, prec@thr=0.5: 0.7511, recall@top3: 0.7903, prec@top3: 0.6445, recall@top5: 0.9267, prec@top5: 0.4646, loss: 0.0399, grad_norm: 0.1165 2021-03-02 01:11:16,229 - mmaction - INFO - Epoch [9][640/1921] lr: 1.500e-01, eta: 13:36:48, time: 2.198, data_time: 0.001, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6619, prec@thr=0.5: 0.7548, recall@top3: 0.7935, prec@top3: 0.6486, recall@top5: 0.9216, prec@top5: 0.4632, loss: 0.0408, grad_norm: 0.1098 2021-03-02 01:11:59,346 - mmaction - INFO - Epoch [9][660/1921] lr: 1.500e-01, eta: 13:36:03, time: 2.156, data_time: 0.003, memory: 8270, loss_action_cls: 0.0411, recall@thr=0.5: 0.6669, prec@thr=0.5: 0.7487, recall@top3: 0.7849, prec@top3: 0.6432, recall@top5: 0.9185, prec@top5: 0.4614, loss: 0.0411, grad_norm: 0.1119 2021-03-02 01:12:42,988 - mmaction - INFO - Epoch [9][680/1921] lr: 1.500e-01, eta: 13:35:20, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0397, recall@thr=0.5: 0.6701, prec@thr=0.5: 0.7549, recall@top3: 0.7975, prec@top3: 0.6515, recall@top5: 0.9287, prec@top5: 0.4645, loss: 0.0397, grad_norm: 0.1125 2021-03-02 01:13:26,123 - mmaction - INFO - Epoch [9][700/1921] lr: 1.500e-01, eta: 13:34:35, time: 2.157, data_time: 0.002, memory: 8270, loss_action_cls: 0.0410, recall@thr=0.5: 0.6693, prec@thr=0.5: 0.7527, recall@top3: 0.7911, prec@top3: 0.6437, recall@top5: 0.9225, prec@top5: 0.4611, loss: 0.0410, grad_norm: 0.1112 2021-03-02 01:14:09,733 - mmaction - INFO - Epoch [9][720/1921] lr: 1.500e-01, eta: 13:33:51, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0405, recall@thr=0.5: 0.6673, prec@thr=0.5: 0.7599, recall@top3: 0.7916, prec@top3: 0.6476, recall@top5: 0.9270, prec@top5: 0.4643, loss: 0.0405, grad_norm: 0.1104 2021-03-02 01:14:53,162 - mmaction - INFO - Epoch [9][740/1921] lr: 1.500e-01, eta: 13:33:07, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0410, recall@thr=0.5: 0.6739, prec@thr=0.5: 0.7556, recall@top3: 0.7876, prec@top3: 0.6476, recall@top5: 0.9214, prec@top5: 0.4643, loss: 0.0410, grad_norm: 0.1167 2021-03-02 01:15:37,115 - mmaction - INFO - Epoch [9][760/1921] lr: 1.500e-01, eta: 13:32:24, time: 2.198, data_time: 0.001, memory: 8270, loss_action_cls: 0.0410, recall@thr=0.5: 0.6621, prec@thr=0.5: 0.7528, recall@top3: 0.7885, prec@top3: 0.6457, recall@top5: 0.9210, prec@top5: 0.4611, loss: 0.0410, grad_norm: 0.1109 2021-03-02 01:16:19,957 - mmaction - INFO - Epoch [9][780/1921] lr: 1.500e-01, eta: 13:31:39, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0403, recall@thr=0.5: 0.6821, prec@thr=0.5: 0.7621, recall@top3: 0.7950, prec@top3: 0.6537, recall@top5: 0.9265, prec@top5: 0.4676, loss: 0.0403, grad_norm: 0.1095 2021-03-02 01:17:02,921 - mmaction - INFO - Epoch [9][800/1921] lr: 1.500e-01, eta: 13:30:54, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0405, recall@thr=0.5: 0.6691, prec@thr=0.5: 0.7520, recall@top3: 0.7859, prec@top3: 0.6370, recall@top5: 0.9237, prec@top5: 0.4604, loss: 0.0405, grad_norm: 0.1111 2021-03-02 01:17:46,268 - mmaction - INFO - Epoch [9][820/1921] lr: 1.500e-01, eta: 13:30:10, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0420, recall@thr=0.5: 0.6572, prec@thr=0.5: 0.7400, recall@top3: 0.7786, prec@top3: 0.6329, recall@top5: 0.9165, prec@top5: 0.4581, loss: 0.0420, grad_norm: 0.1149 2021-03-02 01:18:30,719 - mmaction - INFO - Epoch [9][840/1921] lr: 1.500e-01, eta: 13:29:27, time: 2.222, data_time: 0.001, memory: 8270, loss_action_cls: 0.0394, recall@thr=0.5: 0.6709, prec@thr=0.5: 0.7655, recall@top3: 0.7992, prec@top3: 0.6574, recall@top5: 0.9266, prec@top5: 0.4677, loss: 0.0394, grad_norm: 0.1057 2021-03-02 01:19:14,152 - mmaction - INFO - Epoch [9][860/1921] lr: 1.500e-01, eta: 13:28:43, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0413, recall@thr=0.5: 0.6682, prec@thr=0.5: 0.7539, recall@top3: 0.7957, prec@top3: 0.6434, recall@top5: 0.9220, prec@top5: 0.4577, loss: 0.0413, grad_norm: 0.1128 2021-03-02 01:19:57,640 - mmaction - INFO - Epoch [9][880/1921] lr: 1.500e-01, eta: 13:27:59, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6683, prec@thr=0.5: 0.7576, recall@top3: 0.7835, prec@top3: 0.6461, recall@top5: 0.9234, prec@top5: 0.4682, loss: 0.0412, grad_norm: 0.1148 2021-03-02 01:20:41,162 - mmaction - INFO - Epoch [9][900/1921] lr: 1.500e-01, eta: 13:27:15, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6628, prec@thr=0.5: 0.7493, recall@top3: 0.7912, prec@top3: 0.6442, recall@top5: 0.9203, prec@top5: 0.4591, loss: 0.0412, grad_norm: 0.1111 2021-03-02 01:21:24,672 - mmaction - INFO - Epoch [9][920/1921] lr: 1.500e-01, eta: 13:26:31, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0393, recall@thr=0.5: 0.6797, prec@thr=0.5: 0.7599, recall@top3: 0.7989, prec@top3: 0.6528, recall@top5: 0.9308, prec@top5: 0.4668, loss: 0.0393, grad_norm: 0.1124 2021-03-02 01:22:08,066 - mmaction - INFO - Epoch [9][940/1921] lr: 1.500e-01, eta: 13:25:46, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6649, prec@thr=0.5: 0.7537, recall@top3: 0.7968, prec@top3: 0.6486, recall@top5: 0.9244, prec@top5: 0.4622, loss: 0.0402, grad_norm: 0.1086 2021-03-02 01:22:51,208 - mmaction - INFO - Epoch [9][960/1921] lr: 1.500e-01, eta: 13:25:02, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6569, prec@thr=0.5: 0.7406, recall@top3: 0.7822, prec@top3: 0.6345, recall@top5: 0.9219, prec@top5: 0.4590, loss: 0.0412, grad_norm: 0.1142 2021-03-02 01:23:34,646 - mmaction - INFO - Epoch [9][980/1921] lr: 1.500e-01, eta: 13:24:18, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0405, recall@thr=0.5: 0.6738, prec@thr=0.5: 0.7605, recall@top3: 0.7961, prec@top3: 0.6459, recall@top5: 0.9272, prec@top5: 0.4627, loss: 0.0405, grad_norm: 0.1094 2021-03-02 01:24:17,239 - mmaction - INFO - Epoch [9][1000/1921] lr: 1.500e-01, eta: 13:23:32, time: 2.130, data_time: 0.001, memory: 8270, loss_action_cls: 0.0397, recall@thr=0.5: 0.6778, prec@thr=0.5: 0.7553, recall@top3: 0.7932, prec@top3: 0.6489, recall@top5: 0.9321, prec@top5: 0.4692, loss: 0.0397, grad_norm: 0.1098 2021-03-02 01:24:59,650 - mmaction - INFO - Epoch [9][1020/1921] lr: 1.500e-01, eta: 13:22:47, time: 2.121, data_time: 0.001, memory: 8270, loss_action_cls: 0.0407, recall@thr=0.5: 0.6665, prec@thr=0.5: 0.7597, recall@top3: 0.7915, prec@top3: 0.6374, recall@top5: 0.9221, prec@top5: 0.4553, loss: 0.0407, grad_norm: 0.1153 2021-03-02 01:25:43,294 - mmaction - INFO - Epoch [9][1040/1921] lr: 1.500e-01, eta: 13:22:03, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0393, recall@thr=0.5: 0.6864, prec@thr=0.5: 0.7704, recall@top3: 0.7957, prec@top3: 0.6605, recall@top5: 0.9292, prec@top5: 0.4739, loss: 0.0393, grad_norm: 0.1146 2021-03-02 01:26:26,549 - mmaction - INFO - Epoch [9][1060/1921] lr: 1.500e-01, eta: 13:21:19, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0409, recall@thr=0.5: 0.6713, prec@thr=0.5: 0.7548, recall@top3: 0.7918, prec@top3: 0.6498, recall@top5: 0.9230, prec@top5: 0.4657, loss: 0.0409, grad_norm: 0.1144 2021-03-02 01:27:09,473 - mmaction - INFO - Epoch [9][1080/1921] lr: 1.500e-01, eta: 13:20:34, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0404, recall@thr=0.5: 0.6743, prec@thr=0.5: 0.7533, recall@top3: 0.7927, prec@top3: 0.6443, recall@top5: 0.9202, prec@top5: 0.4597, loss: 0.0404, grad_norm: 0.1097 2021-03-02 01:27:51,577 - mmaction - INFO - Epoch [9][1100/1921] lr: 1.500e-01, eta: 13:19:48, time: 2.105, data_time: 0.001, memory: 8270, loss_action_cls: 0.0399, recall@thr=0.5: 0.6745, prec@thr=0.5: 0.7596, recall@top3: 0.7959, prec@top3: 0.6507, recall@top5: 0.9241, prec@top5: 0.4634, loss: 0.0399, grad_norm: 0.1134 2021-03-02 01:28:34,872 - mmaction - INFO - Epoch [9][1120/1921] lr: 1.500e-01, eta: 13:19:04, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6710, prec@thr=0.5: 0.7574, recall@top3: 0.7861, prec@top3: 0.6459, recall@top5: 0.9240, prec@top5: 0.4661, loss: 0.0402, grad_norm: 0.1122 2021-03-02 01:29:18,582 - mmaction - INFO - Epoch [9][1140/1921] lr: 1.500e-01, eta: 13:18:20, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0388, recall@thr=0.5: 0.6769, prec@thr=0.5: 0.7564, recall@top3: 0.8001, prec@top3: 0.6600, recall@top5: 0.9329, prec@top5: 0.4706, loss: 0.0388, grad_norm: 0.1130 2021-03-02 01:30:00,832 - mmaction - INFO - Epoch [9][1160/1921] lr: 1.500e-01, eta: 13:17:34, time: 2.112, data_time: 0.001, memory: 8270, loss_action_cls: 0.0398, recall@thr=0.5: 0.6781, prec@thr=0.5: 0.7606, recall@top3: 0.7937, prec@top3: 0.6516, recall@top5: 0.9291, prec@top5: 0.4675, loss: 0.0398, grad_norm: 0.1159 2021-03-02 01:30:44,479 - mmaction - INFO - Epoch [9][1180/1921] lr: 1.500e-01, eta: 13:16:51, time: 2.182, data_time: 0.002, memory: 8270, loss_action_cls: 0.0396, recall@thr=0.5: 0.6684, prec@thr=0.5: 0.7589, recall@top3: 0.7950, prec@top3: 0.6462, recall@top5: 0.9260, prec@top5: 0.4622, loss: 0.0396, grad_norm: 0.1069 2021-03-02 01:31:27,542 - mmaction - INFO - Epoch [9][1200/1921] lr: 1.500e-01, eta: 13:16:06, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0409, recall@thr=0.5: 0.6709, prec@thr=0.5: 0.7583, recall@top3: 0.7902, prec@top3: 0.6512, recall@top5: 0.9217, prec@top5: 0.4663, loss: 0.0409, grad_norm: 0.1153 2021-03-02 01:32:10,210 - mmaction - INFO - Epoch [9][1220/1921] lr: 1.500e-01, eta: 13:15:21, time: 2.133, data_time: 0.001, memory: 8270, loss_action_cls: 0.0413, recall@thr=0.5: 0.6696, prec@thr=0.5: 0.7495, recall@top3: 0.7871, prec@top3: 0.6480, recall@top5: 0.9208, prec@top5: 0.4648, loss: 0.0413, grad_norm: 0.1178 2021-03-02 01:32:53,353 - mmaction - INFO - Epoch [9][1240/1921] lr: 1.500e-01, eta: 13:14:36, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0403, recall@thr=0.5: 0.6717, prec@thr=0.5: 0.7525, recall@top3: 0.7934, prec@top3: 0.6509, recall@top5: 0.9260, prec@top5: 0.4653, loss: 0.0403, grad_norm: 0.1105 2021-03-02 01:33:35,900 - mmaction - INFO - Epoch [9][1260/1921] lr: 1.500e-01, eta: 13:13:51, time: 2.127, data_time: 0.001, memory: 8270, loss_action_cls: 0.0393, recall@thr=0.5: 0.6781, prec@thr=0.5: 0.7608, recall@top3: 0.8024, prec@top3: 0.6511, recall@top5: 0.9291, prec@top5: 0.4633, loss: 0.0393, grad_norm: 0.1151 2021-03-02 01:34:18,718 - mmaction - INFO - Epoch [9][1280/1921] lr: 1.500e-01, eta: 13:13:06, time: 2.141, data_time: 0.002, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6680, prec@thr=0.5: 0.7541, recall@top3: 0.7920, prec@top3: 0.6505, recall@top5: 0.9271, prec@top5: 0.4668, loss: 0.0402, grad_norm: 0.1158 2021-03-02 01:35:02,949 - mmaction - INFO - Epoch [9][1300/1921] lr: 1.500e-01, eta: 13:12:23, time: 2.212, data_time: 0.001, memory: 8270, loss_action_cls: 0.0399, recall@thr=0.5: 0.6700, prec@thr=0.5: 0.7552, recall@top3: 0.7905, prec@top3: 0.6454, recall@top5: 0.9262, prec@top5: 0.4639, loss: 0.0399, grad_norm: 0.1115 2021-03-02 01:35:46,427 - mmaction - INFO - Epoch [9][1320/1921] lr: 1.500e-01, eta: 13:11:39, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0405, recall@thr=0.5: 0.6651, prec@thr=0.5: 0.7571, recall@top3: 0.7910, prec@top3: 0.6456, recall@top5: 0.9240, prec@top5: 0.4624, loss: 0.0405, grad_norm: 0.1106 2021-03-02 01:36:29,439 - mmaction - INFO - Epoch [9][1340/1921] lr: 1.500e-01, eta: 13:10:55, time: 2.151, data_time: 0.006, memory: 8270, loss_action_cls: 0.0397, recall@thr=0.5: 0.6734, prec@thr=0.5: 0.7574, recall@top3: 0.7957, prec@top3: 0.6485, recall@top5: 0.9255, prec@top5: 0.4635, loss: 0.0397, grad_norm: 0.1078 2021-03-02 01:37:12,428 - mmaction - INFO - Epoch [9][1360/1921] lr: 1.500e-01, eta: 13:10:10, time: 2.149, data_time: 0.004, memory: 8270, loss_action_cls: 0.0404, recall@thr=0.5: 0.6723, prec@thr=0.5: 0.7639, recall@top3: 0.7969, prec@top3: 0.6486, recall@top5: 0.9272, prec@top5: 0.4631, loss: 0.0404, grad_norm: 0.1141 2021-03-02 01:37:56,643 - mmaction - INFO - Epoch [9][1380/1921] lr: 1.500e-01, eta: 13:09:27, time: 2.211, data_time: 0.001, memory: 8270, loss_action_cls: 0.0403, recall@thr=0.5: 0.6734, prec@thr=0.5: 0.7547, recall@top3: 0.7968, prec@top3: 0.6502, recall@top5: 0.9272, prec@top5: 0.4645, loss: 0.0403, grad_norm: 0.1108 2021-03-02 01:38:39,864 - mmaction - INFO - Epoch [9][1400/1921] lr: 1.500e-01, eta: 13:08:43, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0399, recall@thr=0.5: 0.6797, prec@thr=0.5: 0.7673, recall@top3: 0.7926, prec@top3: 0.6623, recall@top5: 0.9294, prec@top5: 0.4747, loss: 0.0399, grad_norm: 0.1146 2021-03-02 01:39:23,551 - mmaction - INFO - Epoch [9][1420/1921] lr: 1.500e-01, eta: 13:07:59, time: 2.184, data_time: 0.002, memory: 8270, loss_action_cls: 0.0400, recall@thr=0.5: 0.6638, prec@thr=0.5: 0.7513, recall@top3: 0.7918, prec@top3: 0.6415, recall@top5: 0.9243, prec@top5: 0.4609, loss: 0.0400, grad_norm: 0.1114 2021-03-02 01:40:06,525 - mmaction - INFO - Epoch [9][1440/1921] lr: 1.500e-01, eta: 13:07:14, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0399, recall@thr=0.5: 0.6750, prec@thr=0.5: 0.7622, recall@top3: 0.7989, prec@top3: 0.6447, recall@top5: 0.9265, prec@top5: 0.4591, loss: 0.0399, grad_norm: 0.1131 2021-03-02 01:40:49,863 - mmaction - INFO - Epoch [9][1460/1921] lr: 1.500e-01, eta: 13:06:30, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0395, recall@thr=0.5: 0.6817, prec@thr=0.5: 0.7549, recall@top3: 0.7996, prec@top3: 0.6471, recall@top5: 0.9269, prec@top5: 0.4619, loss: 0.0395, grad_norm: 0.1117 2021-03-02 01:41:32,631 - mmaction - INFO - Epoch [9][1480/1921] lr: 1.500e-01, eta: 13:05:45, time: 2.138, data_time: 0.001, memory: 8270, loss_action_cls: 0.0396, recall@thr=0.5: 0.6762, prec@thr=0.5: 0.7633, recall@top3: 0.7931, prec@top3: 0.6575, recall@top5: 0.9273, prec@top5: 0.4706, loss: 0.0396, grad_norm: 0.1131 2021-03-02 01:42:15,863 - mmaction - INFO - Epoch [9][1500/1921] lr: 1.500e-01, eta: 13:05:01, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0401, recall@thr=0.5: 0.6830, prec@thr=0.5: 0.7614, recall@top3: 0.7984, prec@top3: 0.6611, recall@top5: 0.9272, prec@top5: 0.4726, loss: 0.0401, grad_norm: 0.1087 2021-03-02 01:42:59,076 - mmaction - INFO - Epoch [9][1520/1921] lr: 1.500e-01, eta: 13:04:16, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6668, prec@thr=0.5: 0.7571, recall@top3: 0.7904, prec@top3: 0.6461, recall@top5: 0.9247, prec@top5: 0.4639, loss: 0.0408, grad_norm: 0.1125 2021-03-02 01:43:42,154 - mmaction - INFO - Epoch [9][1540/1921] lr: 1.500e-01, eta: 13:03:32, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0406, recall@thr=0.5: 0.6674, prec@thr=0.5: 0.7512, recall@top3: 0.7879, prec@top3: 0.6447, recall@top5: 0.9241, prec@top5: 0.4642, loss: 0.0406, grad_norm: 0.1141 2021-03-02 01:44:25,597 - mmaction - INFO - Epoch [9][1560/1921] lr: 1.500e-01, eta: 13:02:48, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6739, prec@thr=0.5: 0.7628, recall@top3: 0.7938, prec@top3: 0.6537, recall@top5: 0.9245, prec@top5: 0.4667, loss: 0.0402, grad_norm: 0.1098 2021-03-02 01:45:08,318 - mmaction - INFO - Epoch [9][1580/1921] lr: 1.500e-01, eta: 13:02:03, time: 2.136, data_time: 0.001, memory: 8270, loss_action_cls: 0.0390, recall@thr=0.5: 0.6829, prec@thr=0.5: 0.7625, recall@top3: 0.7995, prec@top3: 0.6551, recall@top5: 0.9315, prec@top5: 0.4693, loss: 0.0390, grad_norm: 0.1113 2021-03-02 01:45:51,779 - mmaction - INFO - Epoch [9][1600/1921] lr: 1.500e-01, eta: 13:01:19, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0405, recall@thr=0.5: 0.6676, prec@thr=0.5: 0.7528, recall@top3: 0.7960, prec@top3: 0.6426, recall@top5: 0.9237, prec@top5: 0.4575, loss: 0.0405, grad_norm: 0.1141 2021-03-02 01:46:35,535 - mmaction - INFO - Epoch [9][1620/1921] lr: 1.500e-01, eta: 13:00:35, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0394, recall@thr=0.5: 0.6809, prec@thr=0.5: 0.7595, recall@top3: 0.7963, prec@top3: 0.6542, recall@top5: 0.9279, prec@top5: 0.4678, loss: 0.0394, grad_norm: 0.1105 2021-03-02 01:47:18,796 - mmaction - INFO - Epoch [9][1640/1921] lr: 1.500e-01, eta: 12:59:51, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0400, recall@thr=0.5: 0.6693, prec@thr=0.5: 0.7536, recall@top3: 0.7981, prec@top3: 0.6447, recall@top5: 0.9260, prec@top5: 0.4591, loss: 0.0400, grad_norm: 0.1110 2021-03-02 01:48:01,195 - mmaction - INFO - Epoch [9][1660/1921] lr: 1.500e-01, eta: 12:59:06, time: 2.120, data_time: 0.001, memory: 8270, loss_action_cls: 0.0403, recall@thr=0.5: 0.6748, prec@thr=0.5: 0.7598, recall@top3: 0.7912, prec@top3: 0.6476, recall@top5: 0.9207, prec@top5: 0.4624, loss: 0.0403, grad_norm: 0.1109 2021-03-02 01:48:44,945 - mmaction - INFO - Epoch [9][1680/1921] lr: 1.500e-01, eta: 12:58:22, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0399, recall@thr=0.5: 0.6752, prec@thr=0.5: 0.7520, recall@top3: 0.7941, prec@top3: 0.6463, recall@top5: 0.9272, prec@top5: 0.4652, loss: 0.0399, grad_norm: 0.1152 2021-03-02 01:49:28,678 - mmaction - INFO - Epoch [9][1700/1921] lr: 1.500e-01, eta: 12:57:38, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0397, recall@thr=0.5: 0.6747, prec@thr=0.5: 0.7564, recall@top3: 0.7930, prec@top3: 0.6449, recall@top5: 0.9286, prec@top5: 0.4618, loss: 0.0397, grad_norm: 0.1130 2021-03-02 01:50:11,702 - mmaction - INFO - Epoch [9][1720/1921] lr: 1.500e-01, eta: 12:56:54, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0414, recall@thr=0.5: 0.6538, prec@thr=0.5: 0.7491, recall@top3: 0.7845, prec@top3: 0.6386, recall@top5: 0.9174, prec@top5: 0.4589, loss: 0.0414, grad_norm: 0.1158 2021-03-02 01:50:54,634 - mmaction - INFO - Epoch [9][1740/1921] lr: 1.500e-01, eta: 12:56:09, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0409, recall@thr=0.5: 0.6630, prec@thr=0.5: 0.7479, recall@top3: 0.7900, prec@top3: 0.6467, recall@top5: 0.9214, prec@top5: 0.4625, loss: 0.0409, grad_norm: 0.1116 2021-03-02 01:51:37,933 - mmaction - INFO - Epoch [9][1760/1921] lr: 1.500e-01, eta: 12:55:25, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0403, recall@thr=0.5: 0.6668, prec@thr=0.5: 0.7507, recall@top3: 0.7915, prec@top3: 0.6445, recall@top5: 0.9194, prec@top5: 0.4581, loss: 0.0403, grad_norm: 0.1104 2021-03-02 01:52:21,384 - mmaction - INFO - Epoch [9][1780/1921] lr: 1.500e-01, eta: 12:54:41, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0401, recall@thr=0.5: 0.6669, prec@thr=0.5: 0.7575, recall@top3: 0.7940, prec@top3: 0.6448, recall@top5: 0.9251, prec@top5: 0.4625, loss: 0.0401, grad_norm: 0.1113 2021-03-02 01:53:04,963 - mmaction - INFO - Epoch [9][1800/1921] lr: 1.500e-01, eta: 12:53:57, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0393, recall@thr=0.5: 0.6790, prec@thr=0.5: 0.7528, recall@top3: 0.7969, prec@top3: 0.6468, recall@top5: 0.9280, prec@top5: 0.4621, loss: 0.0393, grad_norm: 0.1122 2021-03-02 01:53:48,084 - mmaction - INFO - Epoch [9][1820/1921] lr: 1.500e-01, eta: 12:53:13, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6616, prec@thr=0.5: 0.7580, recall@top3: 0.7903, prec@top3: 0.6453, recall@top5: 0.9258, prec@top5: 0.4639, loss: 0.0402, grad_norm: 0.1130 2021-03-02 01:54:31,261 - mmaction - INFO - Epoch [9][1840/1921] lr: 1.500e-01, eta: 12:52:28, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0397, recall@thr=0.5: 0.6819, prec@thr=0.5: 0.7643, recall@top3: 0.7939, prec@top3: 0.6565, recall@top5: 0.9237, prec@top5: 0.4689, loss: 0.0397, grad_norm: 0.1125 2021-03-02 01:55:14,315 - mmaction - INFO - Epoch [9][1860/1921] lr: 1.500e-01, eta: 12:51:44, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0399, recall@thr=0.5: 0.6710, prec@thr=0.5: 0.7584, recall@top3: 0.8002, prec@top3: 0.6446, recall@top5: 0.9318, prec@top5: 0.4609, loss: 0.0399, grad_norm: 0.1138 2021-03-02 01:55:56,977 - mmaction - INFO - Epoch [9][1880/1921] lr: 1.500e-01, eta: 12:50:59, time: 2.133, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6681, prec@thr=0.5: 0.7543, recall@top3: 0.7876, prec@top3: 0.6476, recall@top5: 0.9241, prec@top5: 0.4655, loss: 0.0402, grad_norm: 0.1118 2021-03-02 01:56:39,185 - mmaction - INFO - Epoch [9][1900/1921] lr: 1.500e-01, eta: 12:50:13, time: 2.110, data_time: 0.001, memory: 8270, loss_action_cls: 0.0409, recall@thr=0.5: 0.6575, prec@thr=0.5: 0.7563, recall@top3: 0.7881, prec@top3: 0.6405, recall@top5: 0.9199, prec@top5: 0.4593, loss: 0.0409, grad_norm: 0.1123 2021-03-02 01:57:21,120 - mmaction - INFO - Epoch [9][1920/1921] lr: 1.500e-01, eta: 12:49:27, time: 2.097, data_time: 0.001, memory: 8270, loss_action_cls: 0.0404, recall@thr=0.5: 0.6753, prec@thr=0.5: 0.7635, recall@top3: 0.7935, prec@top3: 0.6557, recall@top5: 0.9238, prec@top5: 0.4690, loss: 0.0404, grad_norm: 0.1145 2021-03-02 01:57:24,477 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-03-02 02:08:26,707 - mmaction - INFO - Evaluating mAP ... 2021-03-02 02:17:19,811 - mmaction - INFO - mAP@0.5IOU 0.1946 2021-03-02 02:17:20,987 - mmaction - INFO - Epoch(val) [9][1921] mAP@0.5IOU: 0.1946 2021-03-02 02:18:48,712 - mmaction - INFO - Epoch [10][20/1921] lr: 1.500e-01, eta: 12:49:33, time: 4.386, data_time: 2.274, memory: 8270, loss_action_cls: 0.0388, recall@thr=0.5: 0.6844, prec@thr=0.5: 0.7662, recall@top3: 0.7980, prec@top3: 0.6544, recall@top5: 0.9280, prec@top5: 0.4668, loss: 0.0388, grad_norm: 0.1086 2021-03-02 02:19:31,736 - mmaction - INFO - Epoch [10][40/1921] lr: 1.500e-01, eta: 12:48:48, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0389, recall@thr=0.5: 0.6855, prec@thr=0.5: 0.7668, recall@top3: 0.8043, prec@top3: 0.6574, recall@top5: 0.9328, prec@top5: 0.4695, loss: 0.0389, grad_norm: 0.1186 2021-03-02 02:20:14,969 - mmaction - INFO - Epoch [10][60/1921] lr: 1.500e-01, eta: 12:48:04, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0395, recall@thr=0.5: 0.6840, prec@thr=0.5: 0.7720, recall@top3: 0.7987, prec@top3: 0.6549, recall@top5: 0.9249, prec@top5: 0.4653, loss: 0.0395, grad_norm: 0.1125 2021-03-02 02:20:57,860 - mmaction - INFO - Epoch [10][80/1921] lr: 1.500e-01, eta: 12:47:19, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0405, recall@thr=0.5: 0.6847, prec@thr=0.5: 0.7692, recall@top3: 0.7933, prec@top3: 0.6518, recall@top5: 0.9254, prec@top5: 0.4667, loss: 0.0405, grad_norm: 0.1162 2021-03-02 02:21:41,393 - mmaction - INFO - Epoch [10][100/1921] lr: 1.500e-01, eta: 12:46:35, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0395, recall@thr=0.5: 0.6775, prec@thr=0.5: 0.7672, recall@top3: 0.7950, prec@top3: 0.6584, recall@top5: 0.9260, prec@top5: 0.4700, loss: 0.0395, grad_norm: 0.1147 2021-03-02 02:22:24,727 - mmaction - INFO - Epoch [10][120/1921] lr: 1.500e-01, eta: 12:45:51, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0392, recall@thr=0.5: 0.6775, prec@thr=0.5: 0.7568, recall@top3: 0.7958, prec@top3: 0.6513, recall@top5: 0.9322, prec@top5: 0.4681, loss: 0.0392, grad_norm: 0.1146 2021-03-02 02:23:07,794 - mmaction - INFO - Epoch [10][140/1921] lr: 1.500e-01, eta: 12:45:06, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0394, recall@thr=0.5: 0.6874, prec@thr=0.5: 0.7712, recall@top3: 0.7964, prec@top3: 0.6545, recall@top5: 0.9254, prec@top5: 0.4658, loss: 0.0394, grad_norm: 0.1193 2021-03-02 02:23:49,800 - mmaction - INFO - Epoch [10][160/1921] lr: 1.500e-01, eta: 12:44:20, time: 2.100, data_time: 0.001, memory: 8270, loss_action_cls: 0.0384, recall@thr=0.5: 0.6905, prec@thr=0.5: 0.7716, recall@top3: 0.8047, prec@top3: 0.6515, recall@top5: 0.9294, prec@top5: 0.4629, loss: 0.0384, grad_norm: 0.1197 2021-03-02 02:24:33,731 - mmaction - INFO - Epoch [10][180/1921] lr: 1.500e-01, eta: 12:43:37, time: 2.197, data_time: 0.001, memory: 8270, loss_action_cls: 0.0391, recall@thr=0.5: 0.6881, prec@thr=0.5: 0.7688, recall@top3: 0.8023, prec@top3: 0.6563, recall@top5: 0.9296, prec@top5: 0.4676, loss: 0.0391, grad_norm: 0.1129 2021-03-02 02:25:17,068 - mmaction - INFO - Epoch [10][200/1921] lr: 1.500e-01, eta: 12:42:52, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0398, recall@thr=0.5: 0.6826, prec@thr=0.5: 0.7688, recall@top3: 0.7996, prec@top3: 0.6570, recall@top5: 0.9235, prec@top5: 0.4645, loss: 0.0398, grad_norm: 0.1135 2021-03-02 02:26:00,261 - mmaction - INFO - Epoch [10][220/1921] lr: 1.500e-01, eta: 12:42:08, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0394, recall@thr=0.5: 0.6835, prec@thr=0.5: 0.7642, recall@top3: 0.8003, prec@top3: 0.6523, recall@top5: 0.9274, prec@top5: 0.4643, loss: 0.0394, grad_norm: 0.1151 2021-03-02 02:26:44,430 - mmaction - INFO - Epoch [10][240/1921] lr: 1.500e-01, eta: 12:41:25, time: 2.209, data_time: 0.001, memory: 8270, loss_action_cls: 0.0388, recall@thr=0.5: 0.6801, prec@thr=0.5: 0.7587, recall@top3: 0.7984, prec@top3: 0.6545, recall@top5: 0.9301, prec@top5: 0.4680, loss: 0.0388, grad_norm: 0.1104 2021-03-02 02:27:27,415 - mmaction - INFO - Epoch [10][260/1921] lr: 1.500e-01, eta: 12:40:40, time: 2.149, data_time: 0.002, memory: 8270, loss_action_cls: 0.0396, recall@thr=0.5: 0.6753, prec@thr=0.5: 0.7585, recall@top3: 0.7961, prec@top3: 0.6466, recall@top5: 0.9263, prec@top5: 0.4613, loss: 0.0396, grad_norm: 0.1190 2021-03-02 02:28:10,599 - mmaction - INFO - Epoch [10][280/1921] lr: 1.500e-01, eta: 12:39:56, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0391, recall@thr=0.5: 0.6807, prec@thr=0.5: 0.7618, recall@top3: 0.7947, prec@top3: 0.6521, recall@top5: 0.9247, prec@top5: 0.4666, loss: 0.0391, grad_norm: 0.1194 2021-03-02 02:28:53,891 - mmaction - INFO - Epoch [10][300/1921] lr: 1.500e-01, eta: 12:39:12, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0398, recall@thr=0.5: 0.6767, prec@thr=0.5: 0.7606, recall@top3: 0.7905, prec@top3: 0.6498, recall@top5: 0.9240, prec@top5: 0.4669, loss: 0.0398, grad_norm: 0.1177 2021-03-02 02:29:37,572 - mmaction - INFO - Epoch [10][320/1921] lr: 1.500e-01, eta: 12:38:28, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0395, recall@thr=0.5: 0.6884, prec@thr=0.5: 0.7627, recall@top3: 0.8010, prec@top3: 0.6612, recall@top5: 0.9265, prec@top5: 0.4700, loss: 0.0395, grad_norm: 0.1133 2021-03-02 02:30:21,214 - mmaction - INFO - Epoch [10][340/1921] lr: 1.500e-01, eta: 12:37:44, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0388, recall@thr=0.5: 0.6899, prec@thr=0.5: 0.7668, recall@top3: 0.7999, prec@top3: 0.6572, recall@top5: 0.9316, prec@top5: 0.4705, loss: 0.0388, grad_norm: 0.1186 2021-03-02 02:31:05,014 - mmaction - INFO - Epoch [10][360/1921] lr: 1.500e-01, eta: 12:37:00, time: 2.190, data_time: 0.001, memory: 8270, loss_action_cls: 0.0398, recall@thr=0.5: 0.6785, prec@thr=0.5: 0.7615, recall@top3: 0.7917, prec@top3: 0.6488, recall@top5: 0.9215, prec@top5: 0.4649, loss: 0.0398, grad_norm: 0.1173 2021-03-02 02:31:47,754 - mmaction - INFO - Epoch [10][380/1921] lr: 1.500e-01, eta: 12:36:15, time: 2.137, data_time: 0.001, memory: 8270, loss_action_cls: 0.0394, recall@thr=0.5: 0.6808, prec@thr=0.5: 0.7547, recall@top3: 0.7994, prec@top3: 0.6471, recall@top5: 0.9284, prec@top5: 0.4626, loss: 0.0394, grad_norm: 0.1192 2021-03-02 02:32:30,753 - mmaction - INFO - Epoch [10][400/1921] lr: 1.500e-01, eta: 12:35:31, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0399, recall@thr=0.5: 0.6723, prec@thr=0.5: 0.7682, recall@top3: 0.8003, prec@top3: 0.6502, recall@top5: 0.9247, prec@top5: 0.4612, loss: 0.0399, grad_norm: 0.1127 2021-03-02 02:33:14,318 - mmaction - INFO - Epoch [10][420/1921] lr: 1.500e-01, eta: 12:34:47, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0400, recall@thr=0.5: 0.6761, prec@thr=0.5: 0.7567, recall@top3: 0.8010, prec@top3: 0.6593, recall@top5: 0.9276, prec@top5: 0.4669, loss: 0.0400, grad_norm: 0.1171 2021-03-02 02:33:57,422 - mmaction - INFO - Epoch [10][440/1921] lr: 1.500e-01, eta: 12:34:02, time: 2.155, data_time: 0.001, memory: 8270, loss_action_cls: 0.0390, recall@thr=0.5: 0.6776, prec@thr=0.5: 0.7644, recall@top3: 0.7993, prec@top3: 0.6530, recall@top5: 0.9338, prec@top5: 0.4689, loss: 0.0390, grad_norm: 0.1190 2021-03-02 02:34:40,330 - mmaction - INFO - Epoch [10][460/1921] lr: 1.500e-01, eta: 12:33:18, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0400, recall@thr=0.5: 0.6891, prec@thr=0.5: 0.7641, recall@top3: 0.7976, prec@top3: 0.6672, recall@top5: 0.9269, prec@top5: 0.4750, loss: 0.0400, grad_norm: 0.1185 2021-03-02 02:35:24,159 - mmaction - INFO - Epoch [10][480/1921] lr: 1.500e-01, eta: 12:32:34, time: 2.191, data_time: 0.001, memory: 8270, loss_action_cls: 0.0396, recall@thr=0.5: 0.6745, prec@thr=0.5: 0.7575, recall@top3: 0.7994, prec@top3: 0.6602, recall@top5: 0.9272, prec@top5: 0.4706, loss: 0.0396, grad_norm: 0.1130 2021-03-02 02:36:07,911 - mmaction - INFO - Epoch [10][500/1921] lr: 1.500e-01, eta: 12:31:50, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0393, recall@thr=0.5: 0.6857, prec@thr=0.5: 0.7610, recall@top3: 0.7961, prec@top3: 0.6493, recall@top5: 0.9295, prec@top5: 0.4655, loss: 0.0393, grad_norm: 0.1162 2021-03-02 02:36:51,817 - mmaction - INFO - Epoch [10][520/1921] lr: 1.500e-01, eta: 12:31:07, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0394, recall@thr=0.5: 0.6759, prec@thr=0.5: 0.7608, recall@top3: 0.7991, prec@top3: 0.6552, recall@top5: 0.9315, prec@top5: 0.4701, loss: 0.0394, grad_norm: 0.1194 2021-03-02 02:37:34,803 - mmaction - INFO - Epoch [10][540/1921] lr: 1.500e-01, eta: 12:30:22, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0403, recall@thr=0.5: 0.6694, prec@thr=0.5: 0.7554, recall@top3: 0.7926, prec@top3: 0.6466, recall@top5: 0.9235, prec@top5: 0.4619, loss: 0.0403, grad_norm: 0.1149 2021-03-02 02:38:17,467 - mmaction - INFO - Epoch [10][560/1921] lr: 1.500e-01, eta: 12:29:37, time: 2.133, data_time: 0.001, memory: 8270, loss_action_cls: 0.0392, recall@thr=0.5: 0.6816, prec@thr=0.5: 0.7656, recall@top3: 0.7933, prec@top3: 0.6579, recall@top5: 0.9288, prec@top5: 0.4721, loss: 0.0392, grad_norm: 0.1186 2021-03-02 02:39:00,743 - mmaction - INFO - Epoch [10][580/1921] lr: 1.500e-01, eta: 12:28:53, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0398, recall@thr=0.5: 0.6843, prec@thr=0.5: 0.7626, recall@top3: 0.7952, prec@top3: 0.6487, recall@top5: 0.9202, prec@top5: 0.4615, loss: 0.0398, grad_norm: 0.1159 2021-03-02 02:39:43,741 - mmaction - INFO - Epoch [10][600/1921] lr: 1.500e-01, eta: 12:28:08, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0395, recall@thr=0.5: 0.6842, prec@thr=0.5: 0.7688, recall@top3: 0.7995, prec@top3: 0.6587, recall@top5: 0.9294, prec@top5: 0.4706, loss: 0.0395, grad_norm: 0.1169 2021-03-02 02:40:27,202 - mmaction - INFO - Epoch [10][620/1921] lr: 1.500e-01, eta: 12:27:24, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0399, recall@thr=0.5: 0.6811, prec@thr=0.5: 0.7647, recall@top3: 0.7901, prec@top3: 0.6577, recall@top5: 0.9235, prec@top5: 0.4718, loss: 0.0399, grad_norm: 0.1154 2021-03-02 02:41:11,423 - mmaction - INFO - Epoch [10][640/1921] lr: 1.500e-01, eta: 12:26:41, time: 2.211, data_time: 0.001, memory: 8270, loss_action_cls: 0.0404, recall@thr=0.5: 0.6731, prec@thr=0.5: 0.7545, recall@top3: 0.7879, prec@top3: 0.6409, recall@top5: 0.9220, prec@top5: 0.4610, loss: 0.0404, grad_norm: 0.1124 2021-03-02 02:41:55,333 - mmaction - INFO - Epoch [10][660/1921] lr: 1.500e-01, eta: 12:25:58, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0395, recall@thr=0.5: 0.6739, prec@thr=0.5: 0.7617, recall@top3: 0.8018, prec@top3: 0.6481, recall@top5: 0.9288, prec@top5: 0.4616, loss: 0.0395, grad_norm: 0.1166 2021-03-02 02:42:39,070 - mmaction - INFO - Epoch [10][680/1921] lr: 1.500e-01, eta: 12:25:14, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0390, recall@thr=0.5: 0.6905, prec@thr=0.5: 0.7698, recall@top3: 0.8040, prec@top3: 0.6624, recall@top5: 0.9313, prec@top5: 0.4704, loss: 0.0390, grad_norm: 0.1117 2021-03-02 02:43:22,141 - mmaction - INFO - Epoch [10][700/1921] lr: 1.500e-01, eta: 12:24:30, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0392, recall@thr=0.5: 0.6689, prec@thr=0.5: 0.7590, recall@top3: 0.7984, prec@top3: 0.6469, recall@top5: 0.9321, prec@top5: 0.4634, loss: 0.0392, grad_norm: 0.1171 2021-03-02 02:44:05,800 - mmaction - INFO - Epoch [10][720/1921] lr: 1.500e-01, eta: 12:23:46, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0385, recall@thr=0.5: 0.6936, prec@thr=0.5: 0.7670, recall@top3: 0.8043, prec@top3: 0.6580, recall@top5: 0.9306, prec@top5: 0.4665, loss: 0.0385, grad_norm: 0.1105 2021-03-02 02:44:49,170 - mmaction - INFO - Epoch [10][740/1921] lr: 1.500e-01, eta: 12:23:02, time: 2.169, data_time: 0.002, memory: 8270, loss_action_cls: 0.0394, recall@thr=0.5: 0.6841, prec@thr=0.5: 0.7649, recall@top3: 0.7968, prec@top3: 0.6532, recall@top5: 0.9275, prec@top5: 0.4668, loss: 0.0394, grad_norm: 0.1187 2021-03-02 02:45:31,893 - mmaction - INFO - Epoch [10][760/1921] lr: 1.500e-01, eta: 12:22:17, time: 2.136, data_time: 0.001, memory: 8270, loss_action_cls: 0.0389, recall@thr=0.5: 0.6871, prec@thr=0.5: 0.7730, recall@top3: 0.8022, prec@top3: 0.6507, recall@top5: 0.9317, prec@top5: 0.4649, loss: 0.0389, grad_norm: 0.1158 2021-03-02 02:46:15,772 - mmaction - INFO - Epoch [10][780/1921] lr: 1.500e-01, eta: 12:21:33, time: 2.194, data_time: 0.001, memory: 8270, loss_action_cls: 0.0397, recall@thr=0.5: 0.6712, prec@thr=0.5: 0.7589, recall@top3: 0.7953, prec@top3: 0.6411, recall@top5: 0.9274, prec@top5: 0.4595, loss: 0.0397, grad_norm: 0.1222 2021-03-02 02:46:59,457 - mmaction - INFO - Epoch [10][800/1921] lr: 1.500e-01, eta: 12:20:49, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6728, prec@thr=0.5: 0.7585, recall@top3: 0.7985, prec@top3: 0.6499, recall@top5: 0.9265, prec@top5: 0.4623, loss: 0.0402, grad_norm: 0.1154 2021-03-02 02:47:42,909 - mmaction - INFO - Epoch [10][820/1921] lr: 1.500e-01, eta: 12:20:05, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0397, recall@thr=0.5: 0.6805, prec@thr=0.5: 0.7667, recall@top3: 0.7985, prec@top3: 0.6556, recall@top5: 0.9299, prec@top5: 0.4690, loss: 0.0397, grad_norm: 0.1195 2021-03-02 02:48:25,965 - mmaction - INFO - Epoch [10][840/1921] lr: 1.500e-01, eta: 12:19:21, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0406, recall@thr=0.5: 0.6665, prec@thr=0.5: 0.7531, recall@top3: 0.7905, prec@top3: 0.6458, recall@top5: 0.9248, prec@top5: 0.4651, loss: 0.0406, grad_norm: 0.1172 2021-03-02 02:49:09,429 - mmaction - INFO - Epoch [10][860/1921] lr: 1.500e-01, eta: 12:18:37, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0390, recall@thr=0.5: 0.6887, prec@thr=0.5: 0.7675, recall@top3: 0.8045, prec@top3: 0.6521, recall@top5: 0.9305, prec@top5: 0.4625, loss: 0.0390, grad_norm: 0.1110 2021-03-02 02:49:52,898 - mmaction - INFO - Epoch [10][880/1921] lr: 1.500e-01, eta: 12:17:53, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0393, recall@thr=0.5: 0.6688, prec@thr=0.5: 0.7620, recall@top3: 0.7964, prec@top3: 0.6461, recall@top5: 0.9279, prec@top5: 0.4632, loss: 0.0393, grad_norm: 0.1166 2021-03-02 02:50:37,695 - mmaction - INFO - Epoch [10][900/1921] lr: 1.500e-01, eta: 12:17:10, time: 2.240, data_time: 0.001, memory: 8270, loss_action_cls: 0.0397, recall@thr=0.5: 0.6904, prec@thr=0.5: 0.7658, recall@top3: 0.7985, prec@top3: 0.6599, recall@top5: 0.9317, prec@top5: 0.4722, loss: 0.0397, grad_norm: 0.1157 2021-03-02 02:51:20,572 - mmaction - INFO - Epoch [10][920/1921] lr: 1.500e-01, eta: 12:16:26, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0407, recall@thr=0.5: 0.6619, prec@thr=0.5: 0.7503, recall@top3: 0.7891, prec@top3: 0.6456, recall@top5: 0.9236, prec@top5: 0.4645, loss: 0.0407, grad_norm: 0.1173 2021-03-02 02:52:03,780 - mmaction - INFO - Epoch [10][940/1921] lr: 1.500e-01, eta: 12:15:41, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0385, recall@thr=0.5: 0.6907, prec@thr=0.5: 0.7648, recall@top3: 0.8046, prec@top3: 0.6560, recall@top5: 0.9284, prec@top5: 0.4652, loss: 0.0385, grad_norm: 0.1115 2021-03-02 02:52:47,965 - mmaction - INFO - Epoch [10][960/1921] lr: 1.500e-01, eta: 12:14:58, time: 2.209, data_time: 0.001, memory: 8270, loss_action_cls: 0.0388, recall@thr=0.5: 0.6774, prec@thr=0.5: 0.7624, recall@top3: 0.8009, prec@top3: 0.6522, recall@top5: 0.9265, prec@top5: 0.4630, loss: 0.0388, grad_norm: 0.1157 2021-03-02 02:53:31,319 - mmaction - INFO - Epoch [10][980/1921] lr: 1.500e-01, eta: 12:14:14, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0394, recall@thr=0.5: 0.6799, prec@thr=0.5: 0.7685, recall@top3: 0.7960, prec@top3: 0.6514, recall@top5: 0.9289, prec@top5: 0.4671, loss: 0.0394, grad_norm: 0.1202 2021-03-02 02:54:14,673 - mmaction - INFO - Epoch [10][1000/1921] lr: 1.500e-01, eta: 12:13:30, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0385, recall@thr=0.5: 0.6927, prec@thr=0.5: 0.7627, recall@top3: 0.8073, prec@top3: 0.6552, recall@top5: 0.9355, prec@top5: 0.4670, loss: 0.0385, grad_norm: 0.1182 2021-03-02 02:54:58,536 - mmaction - INFO - Epoch [10][1020/1921] lr: 1.500e-01, eta: 12:12:46, time: 2.193, data_time: 0.001, memory: 8270, loss_action_cls: 0.0393, recall@thr=0.5: 0.6783, prec@thr=0.5: 0.7633, recall@top3: 0.8028, prec@top3: 0.6549, recall@top5: 0.9314, prec@top5: 0.4650, loss: 0.0393, grad_norm: 0.1148 2021-03-02 02:55:41,843 - mmaction - INFO - Epoch [10][1040/1921] lr: 1.500e-01, eta: 12:12:02, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0391, recall@thr=0.5: 0.6978, prec@thr=0.5: 0.7707, recall@top3: 0.8051, prec@top3: 0.6595, recall@top5: 0.9306, prec@top5: 0.4703, loss: 0.0391, grad_norm: 0.1105 2021-03-02 02:56:24,803 - mmaction - INFO - Epoch [10][1060/1921] lr: 1.500e-01, eta: 12:11:18, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0390, recall@thr=0.5: 0.6829, prec@thr=0.5: 0.7571, recall@top3: 0.7976, prec@top3: 0.6418, recall@top5: 0.9288, prec@top5: 0.4587, loss: 0.0390, grad_norm: 0.1174 2021-03-02 02:57:08,559 - mmaction - INFO - Epoch [10][1080/1921] lr: 1.500e-01, eta: 12:10:34, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0401, recall@thr=0.5: 0.6722, prec@thr=0.5: 0.7572, recall@top3: 0.7941, prec@top3: 0.6486, recall@top5: 0.9270, prec@top5: 0.4647, loss: 0.0401, grad_norm: 0.1162 2021-03-02 02:57:51,841 - mmaction - INFO - Epoch [10][1100/1921] lr: 1.500e-01, eta: 12:09:50, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0386, recall@thr=0.5: 0.6781, prec@thr=0.5: 0.7686, recall@top3: 0.7924, prec@top3: 0.6506, recall@top5: 0.9275, prec@top5: 0.4662, loss: 0.0386, grad_norm: 0.1181 2021-03-02 02:58:35,830 - mmaction - INFO - Epoch [10][1120/1921] lr: 1.500e-01, eta: 12:09:06, time: 2.199, data_time: 0.001, memory: 8270, loss_action_cls: 0.0387, recall@thr=0.5: 0.6853, prec@thr=0.5: 0.7597, recall@top3: 0.8009, prec@top3: 0.6507, recall@top5: 0.9301, prec@top5: 0.4640, loss: 0.0387, grad_norm: 0.1166 2021-03-02 02:59:19,139 - mmaction - INFO - Epoch [10][1140/1921] lr: 1.500e-01, eta: 12:08:22, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0390, recall@thr=0.5: 0.6830, prec@thr=0.5: 0.7721, recall@top3: 0.8002, prec@top3: 0.6530, recall@top5: 0.9306, prec@top5: 0.4677, loss: 0.0390, grad_norm: 0.1200 2021-03-02 03:00:03,122 - mmaction - INFO - Epoch [10][1160/1921] lr: 1.500e-01, eta: 12:07:39, time: 2.199, data_time: 0.001, memory: 8270, loss_action_cls: 0.0398, recall@thr=0.5: 0.6764, prec@thr=0.5: 0.7541, recall@top3: 0.7939, prec@top3: 0.6528, recall@top5: 0.9243, prec@top5: 0.4662, loss: 0.0398, grad_norm: 0.1249 2021-03-02 03:00:46,516 - mmaction - INFO - Epoch [10][1180/1921] lr: 1.500e-01, eta: 12:06:55, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0400, recall@thr=0.5: 0.6754, prec@thr=0.5: 0.7575, recall@top3: 0.7981, prec@top3: 0.6504, recall@top5: 0.9250, prec@top5: 0.4641, loss: 0.0400, grad_norm: 0.1145 2021-03-02 03:01:30,282 - mmaction - INFO - Epoch [10][1200/1921] lr: 1.500e-01, eta: 12:06:11, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0379, recall@thr=0.5: 0.6840, prec@thr=0.5: 0.7683, recall@top3: 0.8080, prec@top3: 0.6511, recall@top5: 0.9356, prec@top5: 0.4622, loss: 0.0379, grad_norm: 0.1171 2021-03-02 03:02:13,590 - mmaction - INFO - Epoch [10][1220/1921] lr: 1.500e-01, eta: 12:05:27, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0399, recall@thr=0.5: 0.6855, prec@thr=0.5: 0.7637, recall@top3: 0.7969, prec@top3: 0.6527, recall@top5: 0.9296, prec@top5: 0.4682, loss: 0.0399, grad_norm: 0.1219 2021-03-02 03:02:57,147 - mmaction - INFO - Epoch [10][1240/1921] lr: 1.500e-01, eta: 12:04:43, time: 2.178, data_time: 0.001, memory: 8270, loss_action_cls: 0.0393, recall@thr=0.5: 0.6765, prec@thr=0.5: 0.7547, recall@top3: 0.7950, prec@top3: 0.6569, recall@top5: 0.9271, prec@top5: 0.4703, loss: 0.0393, grad_norm: 0.1143 2021-03-02 03:03:39,651 - mmaction - INFO - Epoch [10][1260/1921] lr: 1.500e-01, eta: 12:03:58, time: 2.125, data_time: 0.001, memory: 8270, loss_action_cls: 0.0389, recall@thr=0.5: 0.6802, prec@thr=0.5: 0.7621, recall@top3: 0.8011, prec@top3: 0.6597, recall@top5: 0.9318, prec@top5: 0.4702, loss: 0.0389, grad_norm: 0.1181 2021-03-02 03:04:22,813 - mmaction - INFO - Epoch [10][1280/1921] lr: 1.500e-01, eta: 12:03:13, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0392, recall@thr=0.5: 0.6737, prec@thr=0.5: 0.7584, recall@top3: 0.7959, prec@top3: 0.6475, recall@top5: 0.9272, prec@top5: 0.4640, loss: 0.0392, grad_norm: 0.1181 2021-03-02 03:05:06,352 - mmaction - INFO - Epoch [10][1300/1921] lr: 1.500e-01, eta: 12:02:30, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0391, recall@thr=0.5: 0.6791, prec@thr=0.5: 0.7585, recall@top3: 0.7972, prec@top3: 0.6445, recall@top5: 0.9280, prec@top5: 0.4615, loss: 0.0391, grad_norm: 0.1165 2021-03-02 03:05:48,501 - mmaction - INFO - Epoch [10][1320/1921] lr: 1.500e-01, eta: 12:01:44, time: 2.107, data_time: 0.001, memory: 8270, loss_action_cls: 0.0388, recall@thr=0.5: 0.6860, prec@thr=0.5: 0.7613, recall@top3: 0.8030, prec@top3: 0.6560, recall@top5: 0.9293, prec@top5: 0.4657, loss: 0.0388, grad_norm: 0.1168 2021-03-02 03:06:31,455 - mmaction - INFO - Epoch [10][1340/1921] lr: 1.500e-01, eta: 12:01:00, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0390, recall@thr=0.5: 0.6814, prec@thr=0.5: 0.7613, recall@top3: 0.8020, prec@top3: 0.6543, recall@top5: 0.9345, prec@top5: 0.4688, loss: 0.0390, grad_norm: 0.1157 2021-03-02 03:07:14,189 - mmaction - INFO - Epoch [10][1360/1921] lr: 1.500e-01, eta: 12:00:15, time: 2.137, data_time: 0.001, memory: 8270, loss_action_cls: 0.0400, recall@thr=0.5: 0.6739, prec@thr=0.5: 0.7531, recall@top3: 0.7918, prec@top3: 0.6522, recall@top5: 0.9304, prec@top5: 0.4693, loss: 0.0400, grad_norm: 0.1151 2021-03-02 03:07:57,379 - mmaction - INFO - Epoch [10][1380/1921] lr: 1.500e-01, eta: 11:59:31, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0397, recall@thr=0.5: 0.6821, prec@thr=0.5: 0.7642, recall@top3: 0.8020, prec@top3: 0.6586, recall@top5: 0.9314, prec@top5: 0.4689, loss: 0.0397, grad_norm: 0.1159 2021-03-02 03:08:40,973 - mmaction - INFO - Epoch [10][1400/1921] lr: 1.500e-01, eta: 11:58:47, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0395, recall@thr=0.5: 0.6845, prec@thr=0.5: 0.7649, recall@top3: 0.7949, prec@top3: 0.6566, recall@top5: 0.9248, prec@top5: 0.4696, loss: 0.0395, grad_norm: 0.1156 2021-03-02 03:09:23,992 - mmaction - INFO - Epoch [10][1420/1921] lr: 1.500e-01, eta: 11:58:02, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0393, recall@thr=0.5: 0.6840, prec@thr=0.5: 0.7650, recall@top3: 0.7942, prec@top3: 0.6463, recall@top5: 0.9255, prec@top5: 0.4635, loss: 0.0393, grad_norm: 0.1181 2021-03-02 03:10:07,385 - mmaction - INFO - Epoch [10][1440/1921] lr: 1.500e-01, eta: 11:57:18, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6735, prec@thr=0.5: 0.7548, recall@top3: 0.7929, prec@top3: 0.6479, recall@top5: 0.9279, prec@top5: 0.4660, loss: 0.0402, grad_norm: 0.1211 2021-03-02 03:10:50,622 - mmaction - INFO - Epoch [10][1460/1921] lr: 1.500e-01, eta: 11:56:34, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0406, recall@thr=0.5: 0.6677, prec@thr=0.5: 0.7547, recall@top3: 0.7944, prec@top3: 0.6459, recall@top5: 0.9235, prec@top5: 0.4608, loss: 0.0406, grad_norm: 0.1168 2021-03-02 03:11:34,169 - mmaction - INFO - Epoch [10][1480/1921] lr: 1.500e-01, eta: 11:55:50, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0388, recall@thr=0.5: 0.6807, prec@thr=0.5: 0.7584, recall@top3: 0.8012, prec@top3: 0.6489, recall@top5: 0.9295, prec@top5: 0.4630, loss: 0.0388, grad_norm: 0.1175 2021-03-02 03:12:18,280 - mmaction - INFO - Epoch [10][1500/1921] lr: 1.500e-01, eta: 11:55:07, time: 2.206, data_time: 0.001, memory: 8270, loss_action_cls: 0.0388, recall@thr=0.5: 0.6814, prec@thr=0.5: 0.7610, recall@top3: 0.8037, prec@top3: 0.6536, recall@top5: 0.9317, prec@top5: 0.4652, loss: 0.0388, grad_norm: 0.1166 2021-03-02 03:13:01,627 - mmaction - INFO - Epoch [10][1520/1921] lr: 1.500e-01, eta: 11:54:23, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0395, recall@thr=0.5: 0.6732, prec@thr=0.5: 0.7621, recall@top3: 0.8006, prec@top3: 0.6461, recall@top5: 0.9281, prec@top5: 0.4593, loss: 0.0395, grad_norm: 0.1147 2021-03-02 03:13:45,021 - mmaction - INFO - Epoch [10][1540/1921] lr: 1.500e-01, eta: 11:53:39, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0386, recall@thr=0.5: 0.6864, prec@thr=0.5: 0.7645, recall@top3: 0.8043, prec@top3: 0.6511, recall@top5: 0.9311, prec@top5: 0.4617, loss: 0.0386, grad_norm: 0.1117 2021-03-02 03:14:27,685 - mmaction - INFO - Epoch [10][1560/1921] lr: 1.500e-01, eta: 11:52:54, time: 2.133, data_time: 0.001, memory: 8270, loss_action_cls: 0.0386, recall@thr=0.5: 0.6799, prec@thr=0.5: 0.7683, recall@top3: 0.7984, prec@top3: 0.6519, recall@top5: 0.9250, prec@top5: 0.4646, loss: 0.0386, grad_norm: 0.1177 2021-03-02 03:15:10,672 - mmaction - INFO - Epoch [10][1580/1921] lr: 1.500e-01, eta: 11:52:09, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0405, recall@thr=0.5: 0.6625, prec@thr=0.5: 0.7485, recall@top3: 0.7877, prec@top3: 0.6413, recall@top5: 0.9220, prec@top5: 0.4607, loss: 0.0405, grad_norm: 0.1240 2021-03-02 03:15:54,088 - mmaction - INFO - Epoch [10][1600/1921] lr: 1.500e-01, eta: 11:51:25, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0404, recall@thr=0.5: 0.6730, prec@thr=0.5: 0.7601, recall@top3: 0.7939, prec@top3: 0.6536, recall@top5: 0.9228, prec@top5: 0.4659, loss: 0.0404, grad_norm: 0.1117 2021-03-02 03:16:37,359 - mmaction - INFO - Epoch [10][1620/1921] lr: 1.500e-01, eta: 11:50:41, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0387, recall@thr=0.5: 0.6775, prec@thr=0.5: 0.7644, recall@top3: 0.8013, prec@top3: 0.6469, recall@top5: 0.9277, prec@top5: 0.4608, loss: 0.0387, grad_norm: 0.1132 2021-03-02 03:17:20,949 - mmaction - INFO - Epoch [10][1640/1921] lr: 1.500e-01, eta: 11:49:57, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0400, recall@thr=0.5: 0.6839, prec@thr=0.5: 0.7626, recall@top3: 0.7950, prec@top3: 0.6523, recall@top5: 0.9227, prec@top5: 0.4634, loss: 0.0400, grad_norm: 0.1176 2021-03-02 03:18:04,178 - mmaction - INFO - Epoch [10][1660/1921] lr: 1.500e-01, eta: 11:49:13, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0400, recall@thr=0.5: 0.6754, prec@thr=0.5: 0.7600, recall@top3: 0.7947, prec@top3: 0.6494, recall@top5: 0.9260, prec@top5: 0.4646, loss: 0.0400, grad_norm: 0.1175 2021-03-02 03:18:47,853 - mmaction - INFO - Epoch [10][1680/1921] lr: 1.500e-01, eta: 11:48:29, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0394, recall@thr=0.5: 0.6700, prec@thr=0.5: 0.7632, recall@top3: 0.7954, prec@top3: 0.6537, recall@top5: 0.9273, prec@top5: 0.4677, loss: 0.0394, grad_norm: 0.1152 2021-03-02 03:19:30,954 - mmaction - INFO - Epoch [10][1700/1921] lr: 1.500e-01, eta: 11:47:45, time: 2.155, data_time: 0.001, memory: 8270, loss_action_cls: 0.0388, recall@thr=0.5: 0.6940, prec@thr=0.5: 0.7638, recall@top3: 0.8005, prec@top3: 0.6524, recall@top5: 0.9272, prec@top5: 0.4652, loss: 0.0388, grad_norm: 0.1131 2021-03-02 03:20:14,261 - mmaction - INFO - Epoch [10][1720/1921] lr: 1.500e-01, eta: 11:47:01, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0392, recall@thr=0.5: 0.6749, prec@thr=0.5: 0.7613, recall@top3: 0.7987, prec@top3: 0.6531, recall@top5: 0.9277, prec@top5: 0.4655, loss: 0.0392, grad_norm: 0.1198 2021-03-02 03:20:57,961 - mmaction - INFO - Epoch [10][1740/1921] lr: 1.500e-01, eta: 11:46:17, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0386, recall@thr=0.5: 0.6890, prec@thr=0.5: 0.7646, recall@top3: 0.8010, prec@top3: 0.6635, recall@top5: 0.9283, prec@top5: 0.4721, loss: 0.0386, grad_norm: 0.1188 2021-03-02 03:21:41,030 - mmaction - INFO - Epoch [10][1760/1921] lr: 1.500e-01, eta: 11:45:33, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0405, recall@thr=0.5: 0.6761, prec@thr=0.5: 0.7556, recall@top3: 0.8003, prec@top3: 0.6451, recall@top5: 0.9250, prec@top5: 0.4579, loss: 0.0405, grad_norm: 0.1188 2021-03-02 03:22:24,827 - mmaction - INFO - Epoch [10][1780/1921] lr: 1.500e-01, eta: 11:44:49, time: 2.190, data_time: 0.001, memory: 8270, loss_action_cls: 0.0395, recall@thr=0.5: 0.6760, prec@thr=0.5: 0.7663, recall@top3: 0.7982, prec@top3: 0.6530, recall@top5: 0.9251, prec@top5: 0.4645, loss: 0.0395, grad_norm: 0.1160 2021-03-02 03:23:08,437 - mmaction - INFO - Epoch [10][1800/1921] lr: 1.500e-01, eta: 11:44:06, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0400, recall@thr=0.5: 0.6791, prec@thr=0.5: 0.7586, recall@top3: 0.7952, prec@top3: 0.6467, recall@top5: 0.9255, prec@top5: 0.4620, loss: 0.0400, grad_norm: 0.1163 2021-03-02 03:23:52,687 - mmaction - INFO - Epoch [10][1820/1921] lr: 1.500e-01, eta: 11:43:22, time: 2.213, data_time: 0.001, memory: 8270, loss_action_cls: 0.0398, recall@thr=0.5: 0.6785, prec@thr=0.5: 0.7731, recall@top3: 0.7921, prec@top3: 0.6470, recall@top5: 0.9226, prec@top5: 0.4644, loss: 0.0398, grad_norm: 0.1214 2021-03-02 03:24:35,883 - mmaction - INFO - Epoch [10][1840/1921] lr: 1.500e-01, eta: 11:42:38, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0395, recall@thr=0.5: 0.6661, prec@thr=0.5: 0.7544, recall@top3: 0.7936, prec@top3: 0.6472, recall@top5: 0.9227, prec@top5: 0.4628, loss: 0.0395, grad_norm: 0.1145 2021-03-02 03:25:18,164 - mmaction - INFO - Epoch [10][1860/1921] lr: 1.500e-01, eta: 11:41:53, time: 2.114, data_time: 0.001, memory: 8270, loss_action_cls: 0.0391, recall@thr=0.5: 0.6706, prec@thr=0.5: 0.7525, recall@top3: 0.8017, prec@top3: 0.6436, recall@top5: 0.9318, prec@top5: 0.4586, loss: 0.0391, grad_norm: 0.1186 2021-03-02 03:26:01,767 - mmaction - INFO - Epoch [10][1880/1921] lr: 1.500e-01, eta: 11:41:09, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0399, recall@thr=0.5: 0.6673, prec@thr=0.5: 0.7488, recall@top3: 0.7941, prec@top3: 0.6516, recall@top5: 0.9246, prec@top5: 0.4659, loss: 0.0399, grad_norm: 0.1149 2021-03-02 03:26:45,297 - mmaction - INFO - Epoch [10][1900/1921] lr: 1.500e-01, eta: 11:40:25, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0397, recall@thr=0.5: 0.6800, prec@thr=0.5: 0.7689, recall@top3: 0.7981, prec@top3: 0.6514, recall@top5: 0.9252, prec@top5: 0.4640, loss: 0.0397, grad_norm: 0.1116 2021-03-02 03:27:26,476 - mmaction - INFO - Epoch [10][1920/1921] lr: 1.500e-01, eta: 11:39:39, time: 2.059, data_time: 0.001, memory: 8270, loss_action_cls: 0.0388, recall@thr=0.5: 0.6742, prec@thr=0.5: 0.7661, recall@top3: 0.8042, prec@top3: 0.6477, recall@top5: 0.9321, prec@top5: 0.4615, loss: 0.0388, grad_norm: 0.1173 2021-03-02 03:27:30,400 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-03-02 03:38:25,746 - mmaction - INFO - Evaluating mAP ... 2021-03-02 03:47:02,750 - mmaction - INFO - mAP@0.5IOU 0.1963 2021-03-02 03:47:04,091 - mmaction - INFO - Epoch(val) [10][1921] mAP@0.5IOU: 0.1963 2021-03-02 03:48:34,035 - mmaction - INFO - Epoch [11][20/1921] lr: 1.500e-02, eta: 11:39:37, time: 4.497, data_time: 2.356, memory: 8270, loss_action_cls: 0.0382, recall@thr=0.5: 0.7016, prec@thr=0.5: 0.7647, recall@top3: 0.8053, prec@top3: 0.6542, recall@top5: 0.9300, prec@top5: 0.4639, loss: 0.0382, grad_norm: 0.1153 2021-03-02 03:49:17,838 - mmaction - INFO - Epoch [11][40/1921] lr: 1.500e-02, eta: 11:38:53, time: 2.190, data_time: 0.001, memory: 8270, loss_action_cls: 0.0384, recall@thr=0.5: 0.6956, prec@thr=0.5: 0.7701, recall@top3: 0.8051, prec@top3: 0.6559, recall@top5: 0.9264, prec@top5: 0.4632, loss: 0.0384, grad_norm: 0.1119 2021-03-02 03:50:01,784 - mmaction - INFO - Epoch [11][60/1921] lr: 1.500e-02, eta: 11:38:10, time: 2.197, data_time: 0.001, memory: 8270, loss_action_cls: 0.0382, recall@thr=0.5: 0.6919, prec@thr=0.5: 0.7688, recall@top3: 0.8116, prec@top3: 0.6534, recall@top5: 0.9368, prec@top5: 0.4643, loss: 0.0382, grad_norm: 0.1123 2021-03-02 03:50:45,804 - mmaction - INFO - Epoch [11][80/1921] lr: 1.500e-02, eta: 11:37:26, time: 2.201, data_time: 0.001, memory: 8270, loss_action_cls: 0.0381, recall@thr=0.5: 0.6904, prec@thr=0.5: 0.7740, recall@top3: 0.8077, prec@top3: 0.6627, recall@top5: 0.9302, prec@top5: 0.4680, loss: 0.0381, grad_norm: 0.1115 2021-03-02 03:51:29,538 - mmaction - INFO - Epoch [11][100/1921] lr: 1.500e-02, eta: 11:36:43, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0382, recall@thr=0.5: 0.6794, prec@thr=0.5: 0.7593, recall@top3: 0.7979, prec@top3: 0.6503, recall@top5: 0.9269, prec@top5: 0.4645, loss: 0.0382, grad_norm: 0.1111 2021-03-02 03:52:13,327 - mmaction - INFO - Epoch [11][120/1921] lr: 1.500e-02, eta: 11:35:59, time: 2.189, data_time: 0.001, memory: 8270, loss_action_cls: 0.0372, recall@thr=0.5: 0.6959, prec@thr=0.5: 0.7782, recall@top3: 0.8133, prec@top3: 0.6672, recall@top5: 0.9335, prec@top5: 0.4704, loss: 0.0372, grad_norm: 0.1121 2021-03-02 03:52:56,648 - mmaction - INFO - Epoch [11][140/1921] lr: 1.500e-02, eta: 11:35:15, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0373, recall@thr=0.5: 0.6979, prec@thr=0.5: 0.7712, recall@top3: 0.8063, prec@top3: 0.6635, recall@top5: 0.9338, prec@top5: 0.4706, loss: 0.0373, grad_norm: 0.1117 2021-03-02 03:53:40,193 - mmaction - INFO - Epoch [11][160/1921] lr: 1.500e-02, eta: 11:34:31, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0375, recall@thr=0.5: 0.6878, prec@thr=0.5: 0.7719, recall@top3: 0.8098, prec@top3: 0.6599, recall@top5: 0.9352, prec@top5: 0.4667, loss: 0.0375, grad_norm: 0.1164 2021-03-02 03:54:24,165 - mmaction - INFO - Epoch [11][180/1921] lr: 1.500e-02, eta: 11:33:47, time: 2.199, data_time: 0.001, memory: 8270, loss_action_cls: 0.0378, recall@thr=0.5: 0.6894, prec@thr=0.5: 0.7715, recall@top3: 0.8054, prec@top3: 0.6602, recall@top5: 0.9290, prec@top5: 0.4674, loss: 0.0378, grad_norm: 0.1155 2021-03-02 03:55:07,255 - mmaction - INFO - Epoch [11][200/1921] lr: 1.500e-02, eta: 11:33:03, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0376, recall@thr=0.5: 0.7056, prec@thr=0.5: 0.7717, recall@top3: 0.8070, prec@top3: 0.6607, recall@top5: 0.9346, prec@top5: 0.4687, loss: 0.0376, grad_norm: 0.1169 2021-03-02 03:55:50,235 - mmaction - INFO - Epoch [11][220/1921] lr: 1.500e-02, eta: 11:32:18, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0366, recall@thr=0.5: 0.7028, prec@thr=0.5: 0.7816, recall@top3: 0.8151, prec@top3: 0.6661, recall@top5: 0.9373, prec@top5: 0.4711, loss: 0.0366, grad_norm: 0.1163 2021-03-02 03:56:33,097 - mmaction - INFO - Epoch [11][240/1921] lr: 1.500e-02, eta: 11:31:34, time: 2.143, data_time: 0.001, memory: 8270, loss_action_cls: 0.0371, recall@thr=0.5: 0.6935, prec@thr=0.5: 0.7756, recall@top3: 0.8073, prec@top3: 0.6545, recall@top5: 0.9318, prec@top5: 0.4654, loss: 0.0371, grad_norm: 0.1150 2021-03-02 03:57:16,336 - mmaction - INFO - Epoch [11][260/1921] lr: 1.500e-02, eta: 11:30:50, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0370, recall@thr=0.5: 0.7055, prec@thr=0.5: 0.7792, recall@top3: 0.8116, prec@top3: 0.6571, recall@top5: 0.9338, prec@top5: 0.4655, loss: 0.0370, grad_norm: 0.1148 2021-03-02 03:57:59,653 - mmaction - INFO - Epoch [11][280/1921] lr: 1.500e-02, eta: 11:30:05, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0377, recall@thr=0.5: 0.6913, prec@thr=0.5: 0.7754, recall@top3: 0.8071, prec@top3: 0.6577, recall@top5: 0.9313, prec@top5: 0.4658, loss: 0.0377, grad_norm: 0.1144 2021-03-02 03:58:43,499 - mmaction - INFO - Epoch [11][300/1921] lr: 1.500e-02, eta: 11:29:22, time: 2.192, data_time: 0.001, memory: 8270, loss_action_cls: 0.0380, recall@thr=0.5: 0.6933, prec@thr=0.5: 0.7810, recall@top3: 0.8073, prec@top3: 0.6598, recall@top5: 0.9288, prec@top5: 0.4664, loss: 0.0380, grad_norm: 0.1174 2021-03-02 03:59:26,678 - mmaction - INFO - Epoch [11][320/1921] lr: 1.500e-02, eta: 11:28:37, time: 2.159, data_time: 0.006, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7079, prec@thr=0.5: 0.7837, recall@top3: 0.8159, prec@top3: 0.6610, recall@top5: 0.9380, prec@top5: 0.4664, loss: 0.0364, grad_norm: 0.1147 2021-03-02 04:00:10,130 - mmaction - INFO - Epoch [11][340/1921] lr: 1.500e-02, eta: 11:27:53, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0370, recall@thr=0.5: 0.7026, prec@thr=0.5: 0.7868, recall@top3: 0.8129, prec@top3: 0.6617, recall@top5: 0.9319, prec@top5: 0.4668, loss: 0.0370, grad_norm: 0.1164 2021-03-02 04:00:53,854 - mmaction - INFO - Epoch [11][360/1921] lr: 1.500e-02, eta: 11:27:10, time: 2.186, data_time: 0.001, memory: 8270, loss_action_cls: 0.0379, recall@thr=0.5: 0.7036, prec@thr=0.5: 0.7884, recall@top3: 0.8051, prec@top3: 0.6683, recall@top5: 0.9290, prec@top5: 0.4743, loss: 0.0379, grad_norm: 0.1163 2021-03-02 04:01:37,302 - mmaction - INFO - Epoch [11][380/1921] lr: 1.500e-02, eta: 11:26:26, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0367, recall@thr=0.5: 0.7019, prec@thr=0.5: 0.7799, recall@top3: 0.8178, prec@top3: 0.6655, recall@top5: 0.9388, prec@top5: 0.4695, loss: 0.0367, grad_norm: 0.1156 2021-03-02 04:02:20,290 - mmaction - INFO - Epoch [11][400/1921] lr: 1.500e-02, eta: 11:25:41, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0369, recall@thr=0.5: 0.7036, prec@thr=0.5: 0.7808, recall@top3: 0.8133, prec@top3: 0.6623, recall@top5: 0.9349, prec@top5: 0.4673, loss: 0.0369, grad_norm: 0.1177 2021-03-02 04:03:03,176 - mmaction - INFO - Epoch [11][420/1921] lr: 1.500e-02, eta: 11:24:57, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0372, recall@thr=0.5: 0.7050, prec@thr=0.5: 0.7808, recall@top3: 0.8136, prec@top3: 0.6624, recall@top5: 0.9387, prec@top5: 0.4713, loss: 0.0372, grad_norm: 0.1181 2021-03-02 04:03:46,550 - mmaction - INFO - Epoch [11][440/1921] lr: 1.500e-02, eta: 11:24:12, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0367, recall@thr=0.5: 0.7054, prec@thr=0.5: 0.7825, recall@top3: 0.8138, prec@top3: 0.6676, recall@top5: 0.9370, prec@top5: 0.4727, loss: 0.0367, grad_norm: 0.1165 2021-03-02 04:04:29,586 - mmaction - INFO - Epoch [11][460/1921] lr: 1.500e-02, eta: 11:23:28, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7085, prec@thr=0.5: 0.7833, recall@top3: 0.8181, prec@top3: 0.6650, recall@top5: 0.9383, prec@top5: 0.4686, loss: 0.0361, grad_norm: 0.1149 2021-03-02 04:05:13,338 - mmaction - INFO - Epoch [11][480/1921] lr: 1.500e-02, eta: 11:22:44, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0374, recall@thr=0.5: 0.7009, prec@thr=0.5: 0.7763, recall@top3: 0.8081, prec@top3: 0.6654, recall@top5: 0.9317, prec@top5: 0.4719, loss: 0.0374, grad_norm: 0.1179 2021-03-02 04:05:56,802 - mmaction - INFO - Epoch [11][500/1921] lr: 1.500e-02, eta: 11:22:00, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7837, recall@top3: 0.8173, prec@top3: 0.6639, recall@top5: 0.9367, prec@top5: 0.4680, loss: 0.0364, grad_norm: 0.1166 2021-03-02 04:06:39,767 - mmaction - INFO - Epoch [11][520/1921] lr: 1.500e-02, eta: 11:21:16, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0371, recall@thr=0.5: 0.6988, prec@thr=0.5: 0.7827, recall@top3: 0.8173, prec@top3: 0.6580, recall@top5: 0.9333, prec@top5: 0.4628, loss: 0.0371, grad_norm: 0.1188 2021-03-02 04:07:22,798 - mmaction - INFO - Epoch [11][540/1921] lr: 1.500e-02, eta: 11:20:31, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0372, recall@thr=0.5: 0.7073, prec@thr=0.5: 0.7783, recall@top3: 0.8133, prec@top3: 0.6668, recall@top5: 0.9347, prec@top5: 0.4707, loss: 0.0372, grad_norm: 0.1193 2021-03-02 04:08:06,124 - mmaction - INFO - Epoch [11][560/1921] lr: 1.500e-02, eta: 11:19:47, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0368, recall@thr=0.5: 0.7086, prec@thr=0.5: 0.7847, recall@top3: 0.8157, prec@top3: 0.6739, recall@top5: 0.9380, prec@top5: 0.4761, loss: 0.0368, grad_norm: 0.1159 2021-03-02 04:08:49,010 - mmaction - INFO - Epoch [11][580/1921] lr: 1.500e-02, eta: 11:19:03, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0373, recall@thr=0.5: 0.7039, prec@thr=0.5: 0.7784, recall@top3: 0.8173, prec@top3: 0.6605, recall@top5: 0.9351, prec@top5: 0.4647, loss: 0.0373, grad_norm: 0.1197 2021-03-02 04:09:31,743 - mmaction - INFO - Epoch [11][600/1921] lr: 1.500e-02, eta: 11:18:18, time: 2.137, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.8012, recall@top3: 0.8196, prec@top3: 0.6639, recall@top5: 0.9371, prec@top5: 0.4675, loss: 0.0359, grad_norm: 0.1172 2021-03-02 04:10:14,586 - mmaction - INFO - Epoch [11][620/1921] lr: 1.500e-02, eta: 11:17:33, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0369, recall@thr=0.5: 0.7041, prec@thr=0.5: 0.7738, recall@top3: 0.8170, prec@top3: 0.6559, recall@top5: 0.9376, prec@top5: 0.4617, loss: 0.0369, grad_norm: 0.1205 2021-03-02 04:10:58,151 - mmaction - INFO - Epoch [11][640/1921] lr: 1.500e-02, eta: 11:16:50, time: 2.178, data_time: 0.001, memory: 8270, loss_action_cls: 0.0376, recall@thr=0.5: 0.6938, prec@thr=0.5: 0.7712, recall@top3: 0.8089, prec@top3: 0.6566, recall@top5: 0.9320, prec@top5: 0.4649, loss: 0.0376, grad_norm: 0.1203 2021-03-02 04:11:40,924 - mmaction - INFO - Epoch [11][660/1921] lr: 1.500e-02, eta: 11:16:05, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7084, prec@thr=0.5: 0.7906, recall@top3: 0.8193, prec@top3: 0.6642, recall@top5: 0.9398, prec@top5: 0.4691, loss: 0.0357, grad_norm: 0.1208 2021-03-02 04:12:24,492 - mmaction - INFO - Epoch [11][680/1921] lr: 1.500e-02, eta: 11:15:21, time: 2.178, data_time: 0.001, memory: 8270, loss_action_cls: 0.0376, recall@thr=0.5: 0.7052, prec@thr=0.5: 0.7762, recall@top3: 0.8113, prec@top3: 0.6622, recall@top5: 0.9331, prec@top5: 0.4695, loss: 0.0376, grad_norm: 0.1206 2021-03-02 04:13:07,780 - mmaction - INFO - Epoch [11][700/1921] lr: 1.500e-02, eta: 11:14:37, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7142, prec@thr=0.5: 0.7877, recall@top3: 0.8167, prec@top3: 0.6683, recall@top5: 0.9421, prec@top5: 0.4729, loss: 0.0359, grad_norm: 0.1165 2021-03-02 04:13:51,612 - mmaction - INFO - Epoch [11][720/1921] lr: 1.500e-02, eta: 11:13:53, time: 2.192, data_time: 0.001, memory: 8270, loss_action_cls: 0.0371, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7893, recall@top3: 0.8182, prec@top3: 0.6769, recall@top5: 0.9333, prec@top5: 0.4737, loss: 0.0371, grad_norm: 0.1172 2021-03-02 04:14:34,412 - mmaction - INFO - Epoch [11][740/1921] lr: 1.500e-02, eta: 11:13:09, time: 2.140, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.7887, recall@top3: 0.8237, prec@top3: 0.6636, recall@top5: 0.9388, prec@top5: 0.4657, loss: 0.0358, grad_norm: 0.1169 2021-03-02 04:15:18,162 - mmaction - INFO - Epoch [11][760/1921] lr: 1.500e-02, eta: 11:12:25, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0371, recall@thr=0.5: 0.6980, prec@thr=0.5: 0.7803, recall@top3: 0.8102, prec@top3: 0.6549, recall@top5: 0.9333, prec@top5: 0.4633, loss: 0.0371, grad_norm: 0.1202 2021-03-02 04:16:02,212 - mmaction - INFO - Epoch [11][780/1921] lr: 1.500e-02, eta: 11:11:41, time: 2.202, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7107, prec@thr=0.5: 0.7901, recall@top3: 0.8235, prec@top3: 0.6764, recall@top5: 0.9440, prec@top5: 0.4772, loss: 0.0353, grad_norm: 0.1141 2021-03-02 04:16:45,261 - mmaction - INFO - Epoch [11][800/1921] lr: 1.500e-02, eta: 11:10:57, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7115, prec@thr=0.5: 0.7775, recall@top3: 0.8186, prec@top3: 0.6673, recall@top5: 0.9379, prec@top5: 0.4696, loss: 0.0360, grad_norm: 0.1144 2021-03-02 04:17:28,691 - mmaction - INFO - Epoch [11][820/1921] lr: 1.500e-02, eta: 11:10:13, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7096, prec@thr=0.5: 0.7914, recall@top3: 0.8220, prec@top3: 0.6648, recall@top5: 0.9411, prec@top5: 0.4674, loss: 0.0360, grad_norm: 0.1195 2021-03-02 04:18:12,476 - mmaction - INFO - Epoch [11][840/1921] lr: 1.500e-02, eta: 11:09:29, time: 2.189, data_time: 0.001, memory: 8270, loss_action_cls: 0.0383, recall@thr=0.5: 0.7018, prec@thr=0.5: 0.7798, recall@top3: 0.8029, prec@top3: 0.6614, recall@top5: 0.9290, prec@top5: 0.4708, loss: 0.0383, grad_norm: 0.1231 2021-03-02 04:18:54,830 - mmaction - INFO - Epoch [11][860/1921] lr: 1.500e-02, eta: 11:08:44, time: 2.118, data_time: 0.001, memory: 8270, loss_action_cls: 0.0366, recall@thr=0.5: 0.7090, prec@thr=0.5: 0.7779, recall@top3: 0.8148, prec@top3: 0.6582, recall@top5: 0.9364, prec@top5: 0.4646, loss: 0.0366, grad_norm: 0.1231 2021-03-02 04:19:38,594 - mmaction - INFO - Epoch [11][880/1921] lr: 1.500e-02, eta: 11:08:01, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0382, recall@thr=0.5: 0.6959, prec@thr=0.5: 0.7716, recall@top3: 0.8062, prec@top3: 0.6557, recall@top5: 0.9282, prec@top5: 0.4641, loss: 0.0382, grad_norm: 0.1212 2021-03-02 04:20:22,767 - mmaction - INFO - Epoch [11][900/1921] lr: 1.500e-02, eta: 11:07:17, time: 2.208, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7076, prec@thr=0.5: 0.7948, recall@top3: 0.8204, prec@top3: 0.6717, recall@top5: 0.9356, prec@top5: 0.4700, loss: 0.0363, grad_norm: 0.1178 2021-03-02 04:21:05,783 - mmaction - INFO - Epoch [11][920/1921] lr: 1.500e-02, eta: 11:06:33, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0367, recall@thr=0.5: 0.7052, prec@thr=0.5: 0.7764, recall@top3: 0.8114, prec@top3: 0.6553, recall@top5: 0.9350, prec@top5: 0.4639, loss: 0.0367, grad_norm: 0.1194 2021-03-02 04:21:49,198 - mmaction - INFO - Epoch [11][940/1921] lr: 1.500e-02, eta: 11:05:49, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0374, recall@thr=0.5: 0.6949, prec@thr=0.5: 0.7777, recall@top3: 0.8074, prec@top3: 0.6536, recall@top5: 0.9345, prec@top5: 0.4649, loss: 0.0374, grad_norm: 0.1222 2021-03-02 04:22:32,455 - mmaction - INFO - Epoch [11][960/1921] lr: 1.500e-02, eta: 11:05:05, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0370, recall@thr=0.5: 0.7050, prec@thr=0.5: 0.7823, recall@top3: 0.8140, prec@top3: 0.6738, recall@top5: 0.9369, prec@top5: 0.4768, loss: 0.0370, grad_norm: 0.1212 2021-03-02 04:23:16,232 - mmaction - INFO - Epoch [11][980/1921] lr: 1.500e-02, eta: 11:04:21, time: 2.189, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7110, prec@thr=0.5: 0.7862, recall@top3: 0.8136, prec@top3: 0.6698, recall@top5: 0.9360, prec@top5: 0.4726, loss: 0.0364, grad_norm: 0.1203 2021-03-02 04:24:00,282 - mmaction - INFO - Epoch [11][1000/1921] lr: 1.500e-02, eta: 11:03:38, time: 2.203, data_time: 0.002, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7119, prec@thr=0.5: 0.7866, recall@top3: 0.8216, prec@top3: 0.6608, recall@top5: 0.9392, prec@top5: 0.4646, loss: 0.0357, grad_norm: 0.1139 2021-03-02 04:24:43,926 - mmaction - INFO - Epoch [11][1020/1921] lr: 1.500e-02, eta: 11:02:54, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0366, recall@thr=0.5: 0.7043, prec@thr=0.5: 0.7880, recall@top3: 0.8180, prec@top3: 0.6613, recall@top5: 0.9358, prec@top5: 0.4652, loss: 0.0366, grad_norm: 0.1200 2021-03-02 04:25:27,084 - mmaction - INFO - Epoch [11][1040/1921] lr: 1.500e-02, eta: 11:02:10, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0373, recall@thr=0.5: 0.7012, prec@thr=0.5: 0.7909, recall@top3: 0.8091, prec@top3: 0.6756, recall@top5: 0.9342, prec@top5: 0.4788, loss: 0.0373, grad_norm: 0.1208 2021-03-02 04:26:10,624 - mmaction - INFO - Epoch [11][1060/1921] lr: 1.500e-02, eta: 11:01:26, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0366, recall@thr=0.5: 0.7105, prec@thr=0.5: 0.7846, recall@top3: 0.8164, prec@top3: 0.6686, recall@top5: 0.9376, prec@top5: 0.4715, loss: 0.0366, grad_norm: 0.1209 2021-03-02 04:26:53,792 - mmaction - INFO - Epoch [11][1080/1921] lr: 1.500e-02, eta: 11:00:41, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0368, recall@thr=0.5: 0.7050, prec@thr=0.5: 0.7803, recall@top3: 0.8133, prec@top3: 0.6708, recall@top5: 0.9365, prec@top5: 0.4739, loss: 0.0368, grad_norm: 0.1232 2021-03-02 04:27:36,723 - mmaction - INFO - Epoch [11][1100/1921] lr: 1.500e-02, eta: 10:59:57, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0370, recall@thr=0.5: 0.7004, prec@thr=0.5: 0.7880, recall@top3: 0.8113, prec@top3: 0.6623, recall@top5: 0.9322, prec@top5: 0.4668, loss: 0.0370, grad_norm: 0.1213 2021-03-02 04:28:20,115 - mmaction - INFO - Epoch [11][1120/1921] lr: 1.500e-02, eta: 10:59:13, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0377, recall@thr=0.5: 0.7017, prec@thr=0.5: 0.7763, recall@top3: 0.8137, prec@top3: 0.6646, recall@top5: 0.9332, prec@top5: 0.4676, loss: 0.0377, grad_norm: 0.1206 2021-03-02 04:29:03,645 - mmaction - INFO - Epoch [11][1140/1921] lr: 1.500e-02, eta: 10:58:29, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7053, prec@thr=0.5: 0.7879, recall@top3: 0.8161, prec@top3: 0.6675, recall@top5: 0.9380, prec@top5: 0.4726, loss: 0.0364, grad_norm: 0.1195 2021-03-02 04:29:46,577 - mmaction - INFO - Epoch [11][1160/1921] lr: 1.500e-02, eta: 10:57:45, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.7866, recall@top3: 0.8151, prec@top3: 0.6664, recall@top5: 0.9340, prec@top5: 0.4692, loss: 0.0364, grad_norm: 0.1209 2021-03-02 04:30:29,638 - mmaction - INFO - Epoch [11][1180/1921] lr: 1.500e-02, eta: 10:57:00, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0372, recall@thr=0.5: 0.6994, prec@thr=0.5: 0.7730, recall@top3: 0.8095, prec@top3: 0.6605, recall@top5: 0.9344, prec@top5: 0.4683, loss: 0.0372, grad_norm: 0.1266 2021-03-02 04:31:12,343 - mmaction - INFO - Epoch [11][1200/1921] lr: 1.500e-02, eta: 10:56:16, time: 2.135, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7074, prec@thr=0.5: 0.7943, recall@top3: 0.8189, prec@top3: 0.6671, recall@top5: 0.9376, prec@top5: 0.4690, loss: 0.0359, grad_norm: 0.1211 2021-03-02 04:31:55,448 - mmaction - INFO - Epoch [11][1220/1921] lr: 1.500e-02, eta: 10:55:31, time: 2.155, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7172, prec@thr=0.5: 0.7854, recall@top3: 0.8226, prec@top3: 0.6698, recall@top5: 0.9361, prec@top5: 0.4678, loss: 0.0364, grad_norm: 0.1195 2021-03-02 04:32:38,624 - mmaction - INFO - Epoch [11][1240/1921] lr: 1.500e-02, eta: 10:54:47, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0375, recall@thr=0.5: 0.7016, prec@thr=0.5: 0.7807, recall@top3: 0.8126, prec@top3: 0.6673, recall@top5: 0.9321, prec@top5: 0.4702, loss: 0.0375, grad_norm: 0.1217 2021-03-02 04:33:22,019 - mmaction - INFO - Epoch [11][1260/1921] lr: 1.500e-02, eta: 10:54:03, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.7121, prec@thr=0.5: 0.7790, recall@top3: 0.8175, prec@top3: 0.6647, recall@top5: 0.9356, prec@top5: 0.4665, loss: 0.0365, grad_norm: 0.1183 2021-03-02 04:34:05,332 - mmaction - INFO - Epoch [11][1280/1921] lr: 1.500e-02, eta: 10:53:19, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0370, recall@thr=0.5: 0.7059, prec@thr=0.5: 0.7787, recall@top3: 0.8142, prec@top3: 0.6659, recall@top5: 0.9367, prec@top5: 0.4712, loss: 0.0370, grad_norm: 0.1225 2021-03-02 04:34:49,511 - mmaction - INFO - Epoch [11][1300/1921] lr: 1.500e-02, eta: 10:52:36, time: 2.209, data_time: 0.001, memory: 8270, loss_action_cls: 0.0378, recall@thr=0.5: 0.6986, prec@thr=0.5: 0.7791, recall@top3: 0.8103, prec@top3: 0.6642, recall@top5: 0.9304, prec@top5: 0.4676, loss: 0.0378, grad_norm: 0.1197 2021-03-02 04:35:32,890 - mmaction - INFO - Epoch [11][1320/1921] lr: 1.500e-02, eta: 10:51:52, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0368, recall@thr=0.5: 0.7010, prec@thr=0.5: 0.7789, recall@top3: 0.8138, prec@top3: 0.6641, recall@top5: 0.9371, prec@top5: 0.4695, loss: 0.0368, grad_norm: 0.1215 2021-03-02 04:36:16,288 - mmaction - INFO - Epoch [11][1340/1921] lr: 1.500e-02, eta: 10:51:08, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0367, recall@thr=0.5: 0.7174, prec@thr=0.5: 0.7917, recall@top3: 0.8190, prec@top3: 0.6677, recall@top5: 0.9395, prec@top5: 0.4702, loss: 0.0367, grad_norm: 0.1179 2021-03-02 04:36:59,026 - mmaction - INFO - Epoch [11][1360/1921] lr: 1.500e-02, eta: 10:50:23, time: 2.137, data_time: 0.001, memory: 8270, loss_action_cls: 0.0371, recall@thr=0.5: 0.7039, prec@thr=0.5: 0.7820, recall@top3: 0.8092, prec@top3: 0.6607, recall@top5: 0.9333, prec@top5: 0.4679, loss: 0.0371, grad_norm: 0.1215 2021-03-02 04:37:43,567 - mmaction - INFO - Epoch [11][1380/1921] lr: 1.500e-02, eta: 10:49:40, time: 2.227, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7120, prec@thr=0.5: 0.7874, recall@top3: 0.8160, prec@top3: 0.6632, recall@top5: 0.9398, prec@top5: 0.4691, loss: 0.0363, grad_norm: 0.1192 2021-03-02 04:38:26,561 - mmaction - INFO - Epoch [11][1400/1921] lr: 1.500e-02, eta: 10:48:56, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0378, recall@thr=0.5: 0.6965, prec@thr=0.5: 0.7827, recall@top3: 0.8145, prec@top3: 0.6641, recall@top5: 0.9340, prec@top5: 0.4666, loss: 0.0378, grad_norm: 0.1241 2021-03-02 04:39:08,720 - mmaction - INFO - Epoch [11][1420/1921] lr: 1.500e-02, eta: 10:48:11, time: 2.108, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7904, recall@top3: 0.8200, prec@top3: 0.6633, recall@top5: 0.9346, prec@top5: 0.4639, loss: 0.0360, grad_norm: 0.1206 2021-03-02 04:39:52,659 - mmaction - INFO - Epoch [11][1440/1921] lr: 1.500e-02, eta: 10:47:27, time: 2.197, data_time: 0.001, memory: 8270, loss_action_cls: 0.0370, recall@thr=0.5: 0.7079, prec@thr=0.5: 0.7881, recall@top3: 0.8123, prec@top3: 0.6634, recall@top5: 0.9350, prec@top5: 0.4705, loss: 0.0370, grad_norm: 0.1212 2021-03-02 04:40:35,958 - mmaction - INFO - Epoch [11][1460/1921] lr: 1.500e-02, eta: 10:46:43, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0374, recall@thr=0.5: 0.7073, prec@thr=0.5: 0.7818, recall@top3: 0.8110, prec@top3: 0.6572, recall@top5: 0.9297, prec@top5: 0.4629, loss: 0.0374, grad_norm: 0.1226 2021-03-02 04:41:19,219 - mmaction - INFO - Epoch [11][1480/1921] lr: 1.500e-02, eta: 10:45:59, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0373, recall@thr=0.5: 0.7014, prec@thr=0.5: 0.7848, recall@top3: 0.8094, prec@top3: 0.6623, recall@top5: 0.9326, prec@top5: 0.4707, loss: 0.0373, grad_norm: 0.1174 2021-03-02 04:42:02,854 - mmaction - INFO - Epoch [11][1500/1921] lr: 1.500e-02, eta: 10:45:15, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0367, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.7816, recall@top3: 0.8149, prec@top3: 0.6686, recall@top5: 0.9313, prec@top5: 0.4689, loss: 0.0367, grad_norm: 0.1204 2021-03-02 04:42:46,382 - mmaction - INFO - Epoch [11][1520/1921] lr: 1.500e-02, eta: 10:44:31, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7093, prec@thr=0.5: 0.7913, recall@top3: 0.8211, prec@top3: 0.6661, recall@top5: 0.9383, prec@top5: 0.4677, loss: 0.0362, grad_norm: 0.1249 2021-03-02 04:43:28,791 - mmaction - INFO - Epoch [11][1540/1921] lr: 1.500e-02, eta: 10:43:46, time: 2.120, data_time: 0.001, memory: 8270, loss_action_cls: 0.0375, recall@thr=0.5: 0.6900, prec@thr=0.5: 0.7752, recall@top3: 0.8090, prec@top3: 0.6516, recall@top5: 0.9309, prec@top5: 0.4616, loss: 0.0375, grad_norm: 0.1226 2021-03-02 04:44:12,433 - mmaction - INFO - Epoch [11][1560/1921] lr: 1.500e-02, eta: 10:43:03, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0368, recall@thr=0.5: 0.7111, prec@thr=0.5: 0.7869, recall@top3: 0.8189, prec@top3: 0.6682, recall@top5: 0.9336, prec@top5: 0.4684, loss: 0.0368, grad_norm: 0.1165 2021-03-02 04:44:56,164 - mmaction - INFO - Epoch [11][1580/1921] lr: 1.500e-02, eta: 10:42:19, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7166, prec@thr=0.5: 0.7938, recall@top3: 0.8214, prec@top3: 0.6691, recall@top5: 0.9357, prec@top5: 0.4685, loss: 0.0357, grad_norm: 0.1188 2021-03-02 04:45:39,347 - mmaction - INFO - Epoch [11][1600/1921] lr: 1.500e-02, eta: 10:41:35, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7076, prec@thr=0.5: 0.7893, recall@top3: 0.8154, prec@top3: 0.6741, recall@top5: 0.9391, prec@top5: 0.4750, loss: 0.0364, grad_norm: 0.1218 2021-03-02 04:46:22,101 - mmaction - INFO - Epoch [11][1620/1921] lr: 1.500e-02, eta: 10:40:50, time: 2.137, data_time: 0.001, memory: 8270, loss_action_cls: 0.0372, recall@thr=0.5: 0.7007, prec@thr=0.5: 0.7893, recall@top3: 0.8145, prec@top3: 0.6679, recall@top5: 0.9317, prec@top5: 0.4693, loss: 0.0372, grad_norm: 0.1206 2021-03-02 04:47:05,139 - mmaction - INFO - Epoch [11][1640/1921] lr: 1.500e-02, eta: 10:40:06, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0373, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7832, recall@top3: 0.8101, prec@top3: 0.6697, recall@top5: 0.9355, prec@top5: 0.4757, loss: 0.0373, grad_norm: 0.1244 2021-03-02 04:47:48,388 - mmaction - INFO - Epoch [11][1660/1921] lr: 1.500e-02, eta: 10:39:22, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7165, prec@thr=0.5: 0.7976, recall@top3: 0.8222, prec@top3: 0.6712, recall@top5: 0.9370, prec@top5: 0.4699, loss: 0.0364, grad_norm: 0.1176 2021-03-02 04:48:31,291 - mmaction - INFO - Epoch [11][1680/1921] lr: 1.500e-02, eta: 10:38:37, time: 2.145, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.7953, recall@top3: 0.8216, prec@top3: 0.6752, recall@top5: 0.9408, prec@top5: 0.4753, loss: 0.0356, grad_norm: 0.1234 2021-03-02 04:49:14,748 - mmaction - INFO - Epoch [11][1700/1921] lr: 1.500e-02, eta: 10:37:53, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7100, prec@thr=0.5: 0.7828, recall@top3: 0.8124, prec@top3: 0.6672, recall@top5: 0.9344, prec@top5: 0.4731, loss: 0.0364, grad_norm: 0.1199 2021-03-02 04:49:58,305 - mmaction - INFO - Epoch [11][1720/1921] lr: 1.500e-02, eta: 10:37:10, time: 2.178, data_time: 0.001, memory: 8270, loss_action_cls: 0.0368, recall@thr=0.5: 0.6990, prec@thr=0.5: 0.7799, recall@top3: 0.8106, prec@top3: 0.6653, recall@top5: 0.9331, prec@top5: 0.4708, loss: 0.0368, grad_norm: 0.1239 2021-03-02 04:50:41,702 - mmaction - INFO - Epoch [11][1740/1921] lr: 1.500e-02, eta: 10:36:26, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7116, prec@thr=0.5: 0.7846, recall@top3: 0.8184, prec@top3: 0.6709, recall@top5: 0.9383, prec@top5: 0.4728, loss: 0.0356, grad_norm: 0.1227 2021-03-02 04:51:24,791 - mmaction - INFO - Epoch [11][1760/1921] lr: 1.500e-02, eta: 10:35:41, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7799, recall@top3: 0.8192, prec@top3: 0.6636, recall@top5: 0.9372, prec@top5: 0.4658, loss: 0.0365, grad_norm: 0.1266 2021-03-02 04:52:07,241 - mmaction - INFO - Epoch [11][1780/1921] lr: 1.500e-02, eta: 10:34:57, time: 2.123, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7915, recall@top3: 0.8178, prec@top3: 0.6684, recall@top5: 0.9408, prec@top5: 0.4729, loss: 0.0363, grad_norm: 0.1232 2021-03-02 04:52:49,738 - mmaction - INFO - Epoch [11][1800/1921] lr: 1.500e-02, eta: 10:34:12, time: 2.125, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7206, prec@thr=0.5: 0.8012, recall@top3: 0.8252, prec@top3: 0.6787, recall@top5: 0.9433, prec@top5: 0.4766, loss: 0.0351, grad_norm: 0.1226 2021-03-02 04:53:33,404 - mmaction - INFO - Epoch [11][1820/1921] lr: 1.500e-02, eta: 10:33:28, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0367, recall@thr=0.5: 0.7071, prec@thr=0.5: 0.7852, recall@top3: 0.8042, prec@top3: 0.6642, recall@top5: 0.9329, prec@top5: 0.4723, loss: 0.0367, grad_norm: 0.1238 2021-03-02 04:54:17,183 - mmaction - INFO - Epoch [11][1840/1921] lr: 1.500e-02, eta: 10:32:45, time: 2.189, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.7890, recall@top3: 0.8236, prec@top3: 0.6768, recall@top5: 0.9410, prec@top5: 0.4763, loss: 0.0360, grad_norm: 0.1219 2021-03-02 04:55:00,670 - mmaction - INFO - Epoch [11][1860/1921] lr: 1.500e-02, eta: 10:32:01, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0367, recall@thr=0.5: 0.7063, prec@thr=0.5: 0.7810, recall@top3: 0.8107, prec@top3: 0.6663, recall@top5: 0.9351, prec@top5: 0.4713, loss: 0.0367, grad_norm: 0.1242 2021-03-02 04:55:44,110 - mmaction - INFO - Epoch [11][1880/1921] lr: 1.500e-02, eta: 10:31:17, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7163, prec@thr=0.5: 0.7917, recall@top3: 0.8237, prec@top3: 0.6714, recall@top5: 0.9365, prec@top5: 0.4689, loss: 0.0351, grad_norm: 0.1218 2021-03-02 04:56:27,240 - mmaction - INFO - Epoch [11][1900/1921] lr: 1.500e-02, eta: 10:30:32, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7036, prec@thr=0.5: 0.7869, recall@top3: 0.8145, prec@top3: 0.6662, recall@top5: 0.9362, prec@top5: 0.4703, loss: 0.0362, grad_norm: 0.1242 2021-03-02 04:57:09,259 - mmaction - INFO - Epoch [11][1920/1921] lr: 1.500e-02, eta: 10:29:47, time: 2.101, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7901, recall@top3: 0.8201, prec@top3: 0.6674, recall@top5: 0.9349, prec@top5: 0.4700, loss: 0.0364, grad_norm: 0.1211 2021-03-02 04:57:13,195 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-03-02 05:08:13,557 - mmaction - INFO - Evaluating mAP ... 2021-03-02 05:17:23,041 - mmaction - INFO - mAP@0.5IOU 0.2017 2021-03-02 05:17:24,669 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_11.pth. 2021-03-02 05:17:24,669 - mmaction - INFO - Best mAP@0.5IOU is 0.2017 at 11 epoch. 2021-03-02 05:17:26,014 - mmaction - INFO - Epoch(val) [11][1921] mAP@0.5IOU: 0.2017 2021-03-02 05:18:56,905 - mmaction - INFO - Epoch [12][20/1921] lr: 1.500e-02, eta: 10:29:38, time: 4.544, data_time: 2.417, memory: 8270, loss_action_cls: 0.0372, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7887, recall@top3: 0.8145, prec@top3: 0.6708, recall@top5: 0.9351, prec@top5: 0.4741, loss: 0.0372, grad_norm: 0.1243 2021-03-02 05:19:40,358 - mmaction - INFO - Epoch [12][40/1921] lr: 1.500e-02, eta: 10:28:54, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7946, recall@top3: 0.8181, prec@top3: 0.6763, recall@top5: 0.9371, prec@top5: 0.4769, loss: 0.0360, grad_norm: 0.1250 2021-03-02 05:20:23,579 - mmaction - INFO - Epoch [12][60/1921] lr: 1.500e-02, eta: 10:28:10, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7128, prec@thr=0.5: 0.7801, recall@top3: 0.8155, prec@top3: 0.6653, recall@top5: 0.9402, prec@top5: 0.4710, loss: 0.0362, grad_norm: 0.1260 2021-03-02 05:21:06,131 - mmaction - INFO - Epoch [12][80/1921] lr: 1.500e-02, eta: 10:27:25, time: 2.127, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7077, prec@thr=0.5: 0.7903, recall@top3: 0.8165, prec@top3: 0.6695, recall@top5: 0.9378, prec@top5: 0.4725, loss: 0.0360, grad_norm: 0.1267 2021-03-02 05:21:49,407 - mmaction - INFO - Epoch [12][100/1921] lr: 1.500e-02, eta: 10:26:41, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.7081, prec@thr=0.5: 0.7827, recall@top3: 0.8113, prec@top3: 0.6646, recall@top5: 0.9334, prec@top5: 0.4701, loss: 0.0365, grad_norm: 0.1266 2021-03-02 05:22:32,094 - mmaction - INFO - Epoch [12][120/1921] lr: 1.500e-02, eta: 10:25:57, time: 2.135, data_time: 0.001, memory: 8270, loss_action_cls: 0.0366, recall@thr=0.5: 0.7060, prec@thr=0.5: 0.7838, recall@top3: 0.8171, prec@top3: 0.6537, recall@top5: 0.9370, prec@top5: 0.4625, loss: 0.0366, grad_norm: 0.1266 2021-03-02 05:23:15,482 - mmaction - INFO - Epoch [12][140/1921] lr: 1.500e-02, eta: 10:25:13, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7819, recall@top3: 0.8181, prec@top3: 0.6645, recall@top5: 0.9359, prec@top5: 0.4672, loss: 0.0360, grad_norm: 0.1231 2021-03-02 05:23:59,382 - mmaction - INFO - Epoch [12][160/1921] lr: 1.500e-02, eta: 10:24:29, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7917, recall@top3: 0.8208, prec@top3: 0.6726, recall@top5: 0.9372, prec@top5: 0.4723, loss: 0.0355, grad_norm: 0.1201 2021-03-02 05:24:42,154 - mmaction - INFO - Epoch [12][180/1921] lr: 1.500e-02, eta: 10:23:44, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7120, prec@thr=0.5: 0.7904, recall@top3: 0.8159, prec@top3: 0.6702, recall@top5: 0.9337, prec@top5: 0.4719, loss: 0.0360, grad_norm: 0.1250 2021-03-02 05:25:25,419 - mmaction - INFO - Epoch [12][200/1921] lr: 1.500e-02, eta: 10:23:00, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7085, prec@thr=0.5: 0.7819, recall@top3: 0.8162, prec@top3: 0.6639, recall@top5: 0.9400, prec@top5: 0.4689, loss: 0.0356, grad_norm: 0.1291 2021-03-02 05:26:08,374 - mmaction - INFO - Epoch [12][220/1921] lr: 1.500e-02, eta: 10:22:16, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0366, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7868, recall@top3: 0.8186, prec@top3: 0.6748, recall@top5: 0.9352, prec@top5: 0.4724, loss: 0.0366, grad_norm: 0.1255 2021-03-02 05:26:51,654 - mmaction - INFO - Epoch [12][240/1921] lr: 1.500e-02, eta: 10:21:32, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7136, prec@thr=0.5: 0.7884, recall@top3: 0.8167, prec@top3: 0.6567, recall@top5: 0.9350, prec@top5: 0.4633, loss: 0.0360, grad_norm: 0.1267 2021-03-02 05:27:35,417 - mmaction - INFO - Epoch [12][260/1921] lr: 1.500e-02, eta: 10:20:48, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7171, prec@thr=0.5: 0.8020, recall@top3: 0.8206, prec@top3: 0.6837, recall@top5: 0.9406, prec@top5: 0.4814, loss: 0.0360, grad_norm: 0.1215 2021-03-02 05:28:18,665 - mmaction - INFO - Epoch [12][280/1921] lr: 1.500e-02, eta: 10:20:04, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.7108, prec@thr=0.5: 0.7870, recall@top3: 0.8181, prec@top3: 0.6664, recall@top5: 0.9352, prec@top5: 0.4693, loss: 0.0365, grad_norm: 0.1235 2021-03-02 05:29:01,977 - mmaction - INFO - Epoch [12][300/1921] lr: 1.500e-02, eta: 10:19:20, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.7907, recall@top3: 0.8246, prec@top3: 0.6757, recall@top5: 0.9436, prec@top5: 0.4741, loss: 0.0351, grad_norm: 0.1249 2021-03-02 05:29:45,192 - mmaction - INFO - Epoch [12][320/1921] lr: 1.500e-02, eta: 10:18:36, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7159, prec@thr=0.5: 0.7840, recall@top3: 0.8179, prec@top3: 0.6616, recall@top5: 0.9351, prec@top5: 0.4667, loss: 0.0364, grad_norm: 0.1285 2021-03-02 05:30:28,854 - mmaction - INFO - Epoch [12][340/1921] lr: 1.500e-02, eta: 10:17:52, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0368, recall@thr=0.5: 0.6948, prec@thr=0.5: 0.7828, recall@top3: 0.8148, prec@top3: 0.6584, recall@top5: 0.9343, prec@top5: 0.4634, loss: 0.0368, grad_norm: 0.1248 2021-03-02 05:31:11,817 - mmaction - INFO - Epoch [12][360/1921] lr: 1.500e-02, eta: 10:17:07, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.7867, recall@top3: 0.8238, prec@top3: 0.6680, recall@top5: 0.9409, prec@top5: 0.4700, loss: 0.0355, grad_norm: 0.1242 2021-03-02 05:31:55,344 - mmaction - INFO - Epoch [12][380/1921] lr: 1.500e-02, eta: 10:16:24, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7173, prec@thr=0.5: 0.7906, recall@top3: 0.8207, prec@top3: 0.6713, recall@top5: 0.9399, prec@top5: 0.4726, loss: 0.0357, grad_norm: 0.1239 2021-03-02 05:32:39,039 - mmaction - INFO - Epoch [12][400/1921] lr: 1.500e-02, eta: 10:15:40, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7128, prec@thr=0.5: 0.7890, recall@top3: 0.8231, prec@top3: 0.6664, recall@top5: 0.9359, prec@top5: 0.4665, loss: 0.0355, grad_norm: 0.1244 2021-03-02 05:33:22,969 - mmaction - INFO - Epoch [12][420/1921] lr: 1.500e-02, eta: 10:14:56, time: 2.196, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7175, prec@thr=0.5: 0.7920, recall@top3: 0.8150, prec@top3: 0.6738, recall@top5: 0.9383, prec@top5: 0.4761, loss: 0.0358, grad_norm: 0.1245 2021-03-02 05:34:06,867 - mmaction - INFO - Epoch [12][440/1921] lr: 1.500e-02, eta: 10:14:12, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7138, prec@thr=0.5: 0.7934, recall@top3: 0.8161, prec@top3: 0.6603, recall@top5: 0.9354, prec@top5: 0.4656, loss: 0.0364, grad_norm: 0.1254 2021-03-02 05:34:50,311 - mmaction - INFO - Epoch [12][460/1921] lr: 1.500e-02, eta: 10:13:29, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7884, recall@top3: 0.8210, prec@top3: 0.6689, recall@top5: 0.9437, prec@top5: 0.4720, loss: 0.0351, grad_norm: 0.1212 2021-03-02 05:35:34,010 - mmaction - INFO - Epoch [12][480/1921] lr: 1.500e-02, eta: 10:12:45, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0366, recall@thr=0.5: 0.7074, prec@thr=0.5: 0.7771, recall@top3: 0.8183, prec@top3: 0.6688, recall@top5: 0.9371, prec@top5: 0.4707, loss: 0.0366, grad_norm: 0.1271 2021-03-02 05:36:16,887 - mmaction - INFO - Epoch [12][500/1921] lr: 1.500e-02, eta: 10:12:00, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7109, prec@thr=0.5: 0.7907, recall@top3: 0.8221, prec@top3: 0.6667, recall@top5: 0.9379, prec@top5: 0.4678, loss: 0.0359, grad_norm: 0.1224 2021-03-02 05:37:00,185 - mmaction - INFO - Epoch [12][520/1921] lr: 1.500e-02, eta: 10:11:16, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7953, recall@top3: 0.8216, prec@top3: 0.6747, recall@top5: 0.9422, prec@top5: 0.4754, loss: 0.0354, grad_norm: 0.1268 2021-03-02 05:37:43,457 - mmaction - INFO - Epoch [12][540/1921] lr: 1.500e-02, eta: 10:10:32, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0373, recall@thr=0.5: 0.7091, prec@thr=0.5: 0.7759, recall@top3: 0.8090, prec@top3: 0.6615, recall@top5: 0.9317, prec@top5: 0.4678, loss: 0.0373, grad_norm: 0.1280 2021-03-02 05:38:26,790 - mmaction - INFO - Epoch [12][560/1921] lr: 1.500e-02, eta: 10:09:48, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7056, prec@thr=0.5: 0.7911, recall@top3: 0.8198, prec@top3: 0.6649, recall@top5: 0.9372, prec@top5: 0.4671, loss: 0.0360, grad_norm: 0.1223 2021-03-02 05:39:10,949 - mmaction - INFO - Epoch [12][580/1921] lr: 1.500e-02, eta: 10:09:05, time: 2.208, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7153, prec@thr=0.5: 0.7945, recall@top3: 0.8179, prec@top3: 0.6755, recall@top5: 0.9382, prec@top5: 0.4769, loss: 0.0362, grad_norm: 0.1256 2021-03-02 05:39:53,941 - mmaction - INFO - Epoch [12][600/1921] lr: 1.500e-02, eta: 10:08:20, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7870, recall@top3: 0.8162, prec@top3: 0.6704, recall@top5: 0.9388, prec@top5: 0.4723, loss: 0.0362, grad_norm: 0.1254 2021-03-02 05:40:38,119 - mmaction - INFO - Epoch [12][620/1921] lr: 1.500e-02, eta: 10:07:37, time: 2.209, data_time: 0.001, memory: 8270, loss_action_cls: 0.0369, recall@thr=0.5: 0.7098, prec@thr=0.5: 0.7812, recall@top3: 0.8151, prec@top3: 0.6646, recall@top5: 0.9334, prec@top5: 0.4667, loss: 0.0369, grad_norm: 0.1277 2021-03-02 05:41:21,590 - mmaction - INFO - Epoch [12][640/1921] lr: 1.500e-02, eta: 10:06:53, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0369, recall@thr=0.5: 0.6968, prec@thr=0.5: 0.7726, recall@top3: 0.8115, prec@top3: 0.6590, recall@top5: 0.9321, prec@top5: 0.4647, loss: 0.0369, grad_norm: 0.1272 2021-03-02 05:42:05,142 - mmaction - INFO - Epoch [12][660/1921] lr: 1.500e-02, eta: 10:06:09, time: 2.178, data_time: 0.001, memory: 8270, loss_action_cls: 0.0368, recall@thr=0.5: 0.7099, prec@thr=0.5: 0.7873, recall@top3: 0.8141, prec@top3: 0.6633, recall@top5: 0.9378, prec@top5: 0.4696, loss: 0.0368, grad_norm: 0.1268 2021-03-02 05:42:48,213 - mmaction - INFO - Epoch [12][680/1921] lr: 1.500e-02, eta: 10:05:25, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0371, recall@thr=0.5: 0.7074, prec@thr=0.5: 0.7830, recall@top3: 0.8120, prec@top3: 0.6755, recall@top5: 0.9355, prec@top5: 0.4782, loss: 0.0371, grad_norm: 0.1297 2021-03-02 05:43:31,619 - mmaction - INFO - Epoch [12][700/1921] lr: 1.500e-02, eta: 10:04:41, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7761, recall@top3: 0.8170, prec@top3: 0.6647, recall@top5: 0.9374, prec@top5: 0.4689, loss: 0.0363, grad_norm: 0.1293 2021-03-02 05:44:15,019 - mmaction - INFO - Epoch [12][720/1921] lr: 1.500e-02, eta: 10:03:57, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7123, prec@thr=0.5: 0.7947, recall@top3: 0.8191, prec@top3: 0.6690, recall@top5: 0.9348, prec@top5: 0.4699, loss: 0.0364, grad_norm: 0.1266 2021-03-02 05:44:57,809 - mmaction - INFO - Epoch [12][740/1921] lr: 1.500e-02, eta: 10:03:12, time: 2.140, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7140, prec@thr=0.5: 0.7975, recall@top3: 0.8267, prec@top3: 0.6685, recall@top5: 0.9419, prec@top5: 0.4687, loss: 0.0353, grad_norm: 0.1250 2021-03-02 05:45:42,243 - mmaction - INFO - Epoch [12][760/1921] lr: 1.500e-02, eta: 10:02:29, time: 2.222, data_time: 0.001, memory: 8270, loss_action_cls: 0.0366, recall@thr=0.5: 0.7125, prec@thr=0.5: 0.7797, recall@top3: 0.8120, prec@top3: 0.6674, recall@top5: 0.9355, prec@top5: 0.4715, loss: 0.0366, grad_norm: 0.1235 2021-03-02 05:46:25,215 - mmaction - INFO - Epoch [12][780/1921] lr: 1.500e-02, eta: 10:01:45, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.7030, prec@thr=0.5: 0.7805, recall@top3: 0.8082, prec@top3: 0.6645, recall@top5: 0.9303, prec@top5: 0.4700, loss: 0.0365, grad_norm: 0.1297 2021-03-02 05:47:07,915 - mmaction - INFO - Epoch [12][800/1921] lr: 1.500e-02, eta: 10:01:00, time: 2.135, data_time: 0.001, memory: 8270, loss_action_cls: 0.0366, recall@thr=0.5: 0.7036, prec@thr=0.5: 0.7761, recall@top3: 0.8103, prec@top3: 0.6592, recall@top5: 0.9337, prec@top5: 0.4662, loss: 0.0366, grad_norm: 0.1302 2021-03-02 05:47:52,367 - mmaction - INFO - Epoch [12][820/1921] lr: 1.500e-02, eta: 10:00:17, time: 2.223, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7173, prec@thr=0.5: 0.7850, recall@top3: 0.8201, prec@top3: 0.6729, recall@top5: 0.9377, prec@top5: 0.4726, loss: 0.0360, grad_norm: 0.1195 2021-03-02 05:48:36,073 - mmaction - INFO - Epoch [12][840/1921] lr: 1.500e-02, eta: 9:59:33, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0368, recall@thr=0.5: 0.7128, prec@thr=0.5: 0.7815, recall@top3: 0.8155, prec@top3: 0.6652, recall@top5: 0.9323, prec@top5: 0.4676, loss: 0.0368, grad_norm: 0.1283 2021-03-02 05:49:19,601 - mmaction - INFO - Epoch [12][860/1921] lr: 1.500e-02, eta: 9:58:49, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0370, recall@thr=0.5: 0.6982, prec@thr=0.5: 0.7842, recall@top3: 0.8079, prec@top3: 0.6631, recall@top5: 0.9319, prec@top5: 0.4695, loss: 0.0370, grad_norm: 0.1294 2021-03-02 05:50:02,936 - mmaction - INFO - Epoch [12][880/1921] lr: 1.500e-02, eta: 9:58:05, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7142, prec@thr=0.5: 0.7955, recall@top3: 0.8246, prec@top3: 0.6683, recall@top5: 0.9382, prec@top5: 0.4673, loss: 0.0356, grad_norm: 0.1182 2021-03-02 05:50:46,147 - mmaction - INFO - Epoch [12][900/1921] lr: 1.500e-02, eta: 9:57:21, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7079, prec@thr=0.5: 0.7895, recall@top3: 0.8206, prec@top3: 0.6676, recall@top5: 0.9377, prec@top5: 0.4687, loss: 0.0360, grad_norm: 0.1260 2021-03-02 05:51:29,320 - mmaction - INFO - Epoch [12][920/1921] lr: 1.500e-02, eta: 9:56:37, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7126, prec@thr=0.5: 0.7905, recall@top3: 0.8208, prec@top3: 0.6714, recall@top5: 0.9420, prec@top5: 0.4722, loss: 0.0355, grad_norm: 0.1248 2021-03-02 05:52:12,437 - mmaction - INFO - Epoch [12][940/1921] lr: 1.500e-02, eta: 9:55:53, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7854, recall@top3: 0.8214, prec@top3: 0.6620, recall@top5: 0.9370, prec@top5: 0.4636, loss: 0.0359, grad_norm: 0.1281 2021-03-02 05:52:55,510 - mmaction - INFO - Epoch [12][960/1921] lr: 1.500e-02, eta: 9:55:09, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.7923, recall@top3: 0.8198, prec@top3: 0.6622, recall@top5: 0.9389, prec@top5: 0.4664, loss: 0.0361, grad_norm: 0.1282 2021-03-02 05:53:39,292 - mmaction - INFO - Epoch [12][980/1921] lr: 1.500e-02, eta: 9:54:25, time: 2.189, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7054, prec@thr=0.5: 0.7823, recall@top3: 0.8130, prec@top3: 0.6618, recall@top5: 0.9360, prec@top5: 0.4675, loss: 0.0362, grad_norm: 0.1253 2021-03-02 05:54:22,289 - mmaction - INFO - Epoch [12][1000/1921] lr: 1.500e-02, eta: 9:53:41, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7074, prec@thr=0.5: 0.7986, recall@top3: 0.8167, prec@top3: 0.6703, recall@top5: 0.9360, prec@top5: 0.4731, loss: 0.0364, grad_norm: 0.1250 2021-03-02 05:55:05,206 - mmaction - INFO - Epoch [12][1020/1921] lr: 1.500e-02, eta: 9:52:56, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7262, prec@thr=0.5: 0.7938, recall@top3: 0.8240, prec@top3: 0.6680, recall@top5: 0.9386, prec@top5: 0.4669, loss: 0.0353, grad_norm: 0.1275 2021-03-02 05:55:48,483 - mmaction - INFO - Epoch [12][1040/1921] lr: 1.500e-02, eta: 9:52:12, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.7853, recall@top3: 0.8242, prec@top3: 0.6714, recall@top5: 0.9424, prec@top5: 0.4713, loss: 0.0361, grad_norm: 0.1282 2021-03-02 05:56:32,096 - mmaction - INFO - Epoch [12][1060/1921] lr: 1.500e-02, eta: 9:51:28, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7142, prec@thr=0.5: 0.7965, recall@top3: 0.8210, prec@top3: 0.6731, recall@top5: 0.9403, prec@top5: 0.4737, loss: 0.0359, grad_norm: 0.1231 2021-03-02 05:57:15,701 - mmaction - INFO - Epoch [12][1080/1921] lr: 1.500e-02, eta: 9:50:45, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7953, recall@top3: 0.8254, prec@top3: 0.6748, recall@top5: 0.9401, prec@top5: 0.4716, loss: 0.0362, grad_norm: 0.1259 2021-03-02 05:58:00,368 - mmaction - INFO - Epoch [12][1100/1921] lr: 1.500e-02, eta: 9:50:02, time: 2.233, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.7852, recall@top3: 0.8220, prec@top3: 0.6691, recall@top5: 0.9389, prec@top5: 0.4703, loss: 0.0359, grad_norm: 0.1268 2021-03-02 05:58:43,683 - mmaction - INFO - Epoch [12][1120/1921] lr: 1.500e-02, eta: 9:49:18, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7892, recall@top3: 0.8223, prec@top3: 0.6673, recall@top5: 0.9386, prec@top5: 0.4682, loss: 0.0362, grad_norm: 0.1282 2021-03-02 05:59:27,395 - mmaction - INFO - Epoch [12][1140/1921] lr: 1.500e-02, eta: 9:48:34, time: 2.186, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7270, prec@thr=0.5: 0.7963, recall@top3: 0.8226, prec@top3: 0.6737, recall@top5: 0.9363, prec@top5: 0.4714, loss: 0.0356, grad_norm: 0.1250 2021-03-02 06:00:11,661 - mmaction - INFO - Epoch [12][1160/1921] lr: 1.500e-02, eta: 9:47:50, time: 2.213, data_time: 0.003, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7218, prec@thr=0.5: 0.7908, recall@top3: 0.8236, prec@top3: 0.6684, recall@top5: 0.9429, prec@top5: 0.4707, loss: 0.0356, grad_norm: 0.1279 2021-03-02 06:00:56,184 - mmaction - INFO - Epoch [12][1180/1921] lr: 1.500e-02, eta: 9:47:07, time: 2.225, data_time: 0.003, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7962, recall@top3: 0.8227, prec@top3: 0.6677, recall@top5: 0.9413, prec@top5: 0.4688, loss: 0.0352, grad_norm: 0.1256 2021-03-02 06:01:39,640 - mmaction - INFO - Epoch [12][1200/1921] lr: 1.500e-02, eta: 9:46:23, time: 2.175, data_time: 0.004, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.7107, prec@thr=0.5: 0.7831, recall@top3: 0.8121, prec@top3: 0.6717, recall@top5: 0.9385, prec@top5: 0.4778, loss: 0.0365, grad_norm: 0.1291 2021-03-02 06:02:23,730 - mmaction - INFO - Epoch [12][1220/1921] lr: 1.500e-02, eta: 9:45:40, time: 2.205, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7825, recall@top3: 0.8170, prec@top3: 0.6688, recall@top5: 0.9409, prec@top5: 0.4727, loss: 0.0364, grad_norm: 0.1239 2021-03-02 06:03:06,829 - mmaction - INFO - Epoch [12][1240/1921] lr: 1.500e-02, eta: 9:44:56, time: 2.155, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7918, recall@top3: 0.8232, prec@top3: 0.6759, recall@top5: 0.9430, prec@top5: 0.4759, loss: 0.0354, grad_norm: 0.1245 2021-03-02 06:03:50,794 - mmaction - INFO - Epoch [12][1260/1921] lr: 1.500e-02, eta: 9:44:12, time: 2.198, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7865, recall@top3: 0.8212, prec@top3: 0.6613, recall@top5: 0.9434, prec@top5: 0.4660, loss: 0.0351, grad_norm: 0.1270 2021-03-02 06:04:34,393 - mmaction - INFO - Epoch [12][1280/1921] lr: 1.500e-02, eta: 9:43:28, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0370, recall@thr=0.5: 0.6995, prec@thr=0.5: 0.7835, recall@top3: 0.8102, prec@top3: 0.6617, recall@top5: 0.9322, prec@top5: 0.4696, loss: 0.0370, grad_norm: 0.1291 2021-03-02 06:05:17,872 - mmaction - INFO - Epoch [12][1300/1921] lr: 1.500e-02, eta: 9:42:44, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7866, recall@top3: 0.8204, prec@top3: 0.6625, recall@top5: 0.9400, prec@top5: 0.4669, loss: 0.0362, grad_norm: 0.1274 2021-03-02 06:06:02,392 - mmaction - INFO - Epoch [12][1320/1921] lr: 1.500e-02, eta: 9:42:01, time: 2.227, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.7002, prec@thr=0.5: 0.7846, recall@top3: 0.8130, prec@top3: 0.6588, recall@top5: 0.9365, prec@top5: 0.4653, loss: 0.0365, grad_norm: 0.1220 2021-03-02 06:06:46,240 - mmaction - INFO - Epoch [12][1340/1921] lr: 1.500e-02, eta: 9:41:17, time: 2.192, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7139, prec@thr=0.5: 0.7845, recall@top3: 0.8219, prec@top3: 0.6688, recall@top5: 0.9402, prec@top5: 0.4695, loss: 0.0356, grad_norm: 0.1268 2021-03-02 06:07:29,090 - mmaction - INFO - Epoch [12][1360/1921] lr: 1.500e-02, eta: 9:40:33, time: 2.143, data_time: 0.003, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7119, prec@thr=0.5: 0.8005, recall@top3: 0.8204, prec@top3: 0.6755, recall@top5: 0.9420, prec@top5: 0.4765, loss: 0.0356, grad_norm: 0.1264 2021-03-02 06:08:12,626 - mmaction - INFO - Epoch [12][1380/1921] lr: 1.500e-02, eta: 9:39:49, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0368, recall@thr=0.5: 0.7105, prec@thr=0.5: 0.7780, recall@top3: 0.8130, prec@top3: 0.6627, recall@top5: 0.9339, prec@top5: 0.4686, loss: 0.0368, grad_norm: 0.1259 2021-03-02 06:08:55,745 - mmaction - INFO - Epoch [12][1400/1921] lr: 1.500e-02, eta: 9:39:05, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7064, prec@thr=0.5: 0.7884, recall@top3: 0.8206, prec@top3: 0.6718, recall@top5: 0.9392, prec@top5: 0.4723, loss: 0.0357, grad_norm: 0.1259 2021-03-02 06:09:39,443 - mmaction - INFO - Epoch [12][1420/1921] lr: 1.500e-02, eta: 9:38:21, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7054, prec@thr=0.5: 0.7859, recall@top3: 0.8146, prec@top3: 0.6623, recall@top5: 0.9331, prec@top5: 0.4659, loss: 0.0364, grad_norm: 0.1271 2021-03-02 06:10:22,573 - mmaction - INFO - Epoch [12][1440/1921] lr: 1.500e-02, eta: 9:37:37, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7177, prec@thr=0.5: 0.7896, recall@top3: 0.8205, prec@top3: 0.6702, recall@top5: 0.9355, prec@top5: 0.4706, loss: 0.0357, grad_norm: 0.1272 2021-03-02 06:11:05,998 - mmaction - INFO - Epoch [12][1460/1921] lr: 1.500e-02, eta: 9:36:53, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0367, recall@thr=0.5: 0.7041, prec@thr=0.5: 0.7818, recall@top3: 0.8142, prec@top3: 0.6628, recall@top5: 0.9337, prec@top5: 0.4679, loss: 0.0367, grad_norm: 0.1300 2021-03-02 06:11:48,928 - mmaction - INFO - Epoch [12][1480/1921] lr: 1.500e-02, eta: 9:36:09, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0367, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7859, recall@top3: 0.8167, prec@top3: 0.6699, recall@top5: 0.9350, prec@top5: 0.4706, loss: 0.0367, grad_norm: 0.1295 2021-03-02 06:12:32,500 - mmaction - INFO - Epoch [12][1500/1921] lr: 1.500e-02, eta: 9:35:25, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7974, recall@top3: 0.8189, prec@top3: 0.6734, recall@top5: 0.9387, prec@top5: 0.4734, loss: 0.0354, grad_norm: 0.1245 2021-03-02 06:13:15,646 - mmaction - INFO - Epoch [12][1520/1921] lr: 1.500e-02, eta: 9:34:41, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7170, prec@thr=0.5: 0.7845, recall@top3: 0.8187, prec@top3: 0.6716, recall@top5: 0.9356, prec@top5: 0.4703, loss: 0.0357, grad_norm: 0.1249 2021-03-02 06:13:58,387 - mmaction - INFO - Epoch [12][1540/1921] lr: 1.500e-02, eta: 9:33:56, time: 2.137, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7119, prec@thr=0.5: 0.7994, recall@top3: 0.8249, prec@top3: 0.6724, recall@top5: 0.9386, prec@top5: 0.4694, loss: 0.0358, grad_norm: 0.1275 2021-03-02 06:14:41,661 - mmaction - INFO - Epoch [12][1560/1921] lr: 1.500e-02, eta: 9:33:12, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7908, recall@top3: 0.8191, prec@top3: 0.6694, recall@top5: 0.9366, prec@top5: 0.4718, loss: 0.0359, grad_norm: 0.1246 2021-03-02 06:15:25,362 - mmaction - INFO - Epoch [12][1580/1921] lr: 1.500e-02, eta: 9:32:29, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.7931, recall@top3: 0.8219, prec@top3: 0.6771, recall@top5: 0.9393, prec@top5: 0.4762, loss: 0.0359, grad_norm: 0.1286 2021-03-02 06:16:08,661 - mmaction - INFO - Epoch [12][1600/1921] lr: 1.500e-02, eta: 9:31:45, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7026, prec@thr=0.5: 0.7709, recall@top3: 0.8124, prec@top3: 0.6591, recall@top5: 0.9337, prec@top5: 0.4656, loss: 0.0364, grad_norm: 0.1311 2021-03-02 06:16:52,406 - mmaction - INFO - Epoch [12][1620/1921] lr: 1.500e-02, eta: 9:31:01, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0367, recall@thr=0.5: 0.6984, prec@thr=0.5: 0.7913, recall@top3: 0.8141, prec@top3: 0.6618, recall@top5: 0.9330, prec@top5: 0.4651, loss: 0.0367, grad_norm: 0.1271 2021-03-02 06:17:35,428 - mmaction - INFO - Epoch [12][1640/1921] lr: 1.500e-02, eta: 9:30:17, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7894, recall@top3: 0.8195, prec@top3: 0.6675, recall@top5: 0.9363, prec@top5: 0.4682, loss: 0.0361, grad_norm: 0.1265 2021-03-02 06:18:18,922 - mmaction - INFO - Epoch [12][1660/1921] lr: 1.500e-02, eta: 9:29:33, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7884, recall@top3: 0.8194, prec@top3: 0.6660, recall@top5: 0.9386, prec@top5: 0.4689, loss: 0.0360, grad_norm: 0.1277 2021-03-02 06:19:02,311 - mmaction - INFO - Epoch [12][1680/1921] lr: 1.500e-02, eta: 9:28:49, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7117, prec@thr=0.5: 0.7833, recall@top3: 0.8177, prec@top3: 0.6620, recall@top5: 0.9412, prec@top5: 0.4678, loss: 0.0356, grad_norm: 0.1282 2021-03-02 06:19:45,539 - mmaction - INFO - Epoch [12][1700/1921] lr: 1.500e-02, eta: 9:28:05, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0370, recall@thr=0.5: 0.6927, prec@thr=0.5: 0.7767, recall@top3: 0.8066, prec@top3: 0.6545, recall@top5: 0.9361, prec@top5: 0.4657, loss: 0.0370, grad_norm: 0.1333 2021-03-02 06:20:29,322 - mmaction - INFO - Epoch [12][1720/1921] lr: 1.500e-02, eta: 9:27:21, time: 2.189, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7067, prec@thr=0.5: 0.7879, recall@top3: 0.8245, prec@top3: 0.6649, recall@top5: 0.9443, prec@top5: 0.4671, loss: 0.0355, grad_norm: 0.1296 2021-03-02 06:21:12,550 - mmaction - INFO - Epoch [12][1740/1921] lr: 1.500e-02, eta: 9:26:37, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7843, recall@top3: 0.8231, prec@top3: 0.6683, recall@top5: 0.9413, prec@top5: 0.4695, loss: 0.0358, grad_norm: 0.1293 2021-03-02 06:21:57,191 - mmaction - INFO - Epoch [12][1760/1921] lr: 1.500e-02, eta: 9:25:54, time: 2.232, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7086, prec@thr=0.5: 0.7940, recall@top3: 0.8216, prec@top3: 0.6788, recall@top5: 0.9427, prec@top5: 0.4777, loss: 0.0355, grad_norm: 0.1256 2021-03-02 06:22:39,875 - mmaction - INFO - Epoch [12][1780/1921] lr: 1.500e-02, eta: 9:25:09, time: 2.134, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7123, prec@thr=0.5: 0.7783, recall@top3: 0.8185, prec@top3: 0.6631, recall@top5: 0.9401, prec@top5: 0.4673, loss: 0.0357, grad_norm: 0.1294 2021-03-02 06:23:23,390 - mmaction - INFO - Epoch [12][1800/1921] lr: 1.500e-02, eta: 9:24:26, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0379, recall@thr=0.5: 0.7023, prec@thr=0.5: 0.7765, recall@top3: 0.8074, prec@top3: 0.6666, recall@top5: 0.9325, prec@top5: 0.4728, loss: 0.0379, grad_norm: 0.1313 2021-03-02 06:24:06,890 - mmaction - INFO - Epoch [12][1820/1921] lr: 1.500e-02, eta: 9:23:42, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7140, prec@thr=0.5: 0.7867, recall@top3: 0.8198, prec@top3: 0.6765, recall@top5: 0.9348, prec@top5: 0.4732, loss: 0.0361, grad_norm: 0.1290 2021-03-02 06:24:49,866 - mmaction - INFO - Epoch [12][1840/1921] lr: 1.500e-02, eta: 9:22:57, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7177, prec@thr=0.5: 0.7944, recall@top3: 0.8225, prec@top3: 0.6722, recall@top5: 0.9408, prec@top5: 0.4723, loss: 0.0355, grad_norm: 0.1291 2021-03-02 06:25:32,891 - mmaction - INFO - Epoch [12][1860/1921] lr: 1.500e-02, eta: 9:22:13, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0367, recall@thr=0.5: 0.7079, prec@thr=0.5: 0.7796, recall@top3: 0.8134, prec@top3: 0.6615, recall@top5: 0.9321, prec@top5: 0.4662, loss: 0.0367, grad_norm: 0.1294 2021-03-02 06:26:16,458 - mmaction - INFO - Epoch [12][1880/1921] lr: 1.500e-02, eta: 9:21:29, time: 2.178, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7905, recall@top3: 0.8296, prec@top3: 0.6771, recall@top5: 0.9402, prec@top5: 0.4711, loss: 0.0354, grad_norm: 0.1274 2021-03-02 06:27:00,129 - mmaction - INFO - Epoch [12][1900/1921] lr: 1.500e-02, eta: 9:20:46, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7134, prec@thr=0.5: 0.7886, recall@top3: 0.8130, prec@top3: 0.6758, recall@top5: 0.9361, prec@top5: 0.4768, loss: 0.0364, grad_norm: 0.1223 2021-03-02 06:27:42,435 - mmaction - INFO - Epoch [12][1920/1921] lr: 1.500e-02, eta: 9:20:01, time: 2.115, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7116, prec@thr=0.5: 0.7893, recall@top3: 0.8199, prec@top3: 0.6644, recall@top5: 0.9351, prec@top5: 0.4658, loss: 0.0358, grad_norm: 0.1253 2021-03-02 06:27:47,239 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-03-02 06:38:53,567 - mmaction - INFO - Evaluating mAP ... 2021-03-02 06:47:10,375 - mmaction - INFO - mAP@0.5IOU 0.2006 2021-03-02 06:47:11,561 - mmaction - INFO - Epoch(val) [12][1921] mAP@0.5IOU: 0.2006 2021-03-02 06:48:45,618 - mmaction - INFO - Epoch [13][20/1921] lr: 1.500e-02, eta: 9:19:47, time: 4.693, data_time: 2.546, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7180, prec@thr=0.5: 0.7881, recall@top3: 0.8167, prec@top3: 0.6730, recall@top5: 0.9408, prec@top5: 0.4768, loss: 0.0360, grad_norm: 0.1322 2021-03-02 06:49:29,042 - mmaction - INFO - Epoch [13][40/1921] lr: 1.500e-02, eta: 9:19:03, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7125, prec@thr=0.5: 0.7910, recall@top3: 0.8208, prec@top3: 0.6753, recall@top5: 0.9394, prec@top5: 0.4741, loss: 0.0354, grad_norm: 0.1290 2021-03-02 06:50:12,687 - mmaction - INFO - Epoch [13][60/1921] lr: 1.500e-02, eta: 9:18:19, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7926, recall@top3: 0.8166, prec@top3: 0.6702, recall@top5: 0.9355, prec@top5: 0.4723, loss: 0.0358, grad_norm: 0.1255 2021-03-02 06:50:55,271 - mmaction - INFO - Epoch [13][80/1921] lr: 1.500e-02, eta: 9:17:35, time: 2.129, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7923, recall@top3: 0.8279, prec@top3: 0.6783, recall@top5: 0.9424, prec@top5: 0.4749, loss: 0.0352, grad_norm: 0.1298 2021-03-02 06:51:38,671 - mmaction - INFO - Epoch [13][100/1921] lr: 1.500e-02, eta: 9:16:51, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7221, prec@thr=0.5: 0.7884, recall@top3: 0.8226, prec@top3: 0.6801, recall@top5: 0.9422, prec@top5: 0.4774, loss: 0.0352, grad_norm: 0.1257 2021-03-02 06:52:21,771 - mmaction - INFO - Epoch [13][120/1921] lr: 1.500e-02, eta: 9:16:06, time: 2.155, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7236, prec@thr=0.5: 0.7901, recall@top3: 0.8218, prec@top3: 0.6743, recall@top5: 0.9367, prec@top5: 0.4716, loss: 0.0353, grad_norm: 0.1292 2021-03-02 06:53:04,884 - mmaction - INFO - Epoch [13][140/1921] lr: 1.500e-02, eta: 9:15:22, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7171, prec@thr=0.5: 0.7967, recall@top3: 0.8223, prec@top3: 0.6707, recall@top5: 0.9403, prec@top5: 0.4707, loss: 0.0356, grad_norm: 0.1318 2021-03-02 06:53:48,830 - mmaction - INFO - Epoch [13][160/1921] lr: 1.500e-02, eta: 9:14:39, time: 2.197, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7168, prec@thr=0.5: 0.7927, recall@top3: 0.8158, prec@top3: 0.6722, recall@top5: 0.9390, prec@top5: 0.4763, loss: 0.0361, grad_norm: 0.1278 2021-03-02 06:54:32,467 - mmaction - INFO - Epoch [13][180/1921] lr: 1.500e-02, eta: 9:13:55, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7865, recall@top3: 0.8188, prec@top3: 0.6610, recall@top5: 0.9366, prec@top5: 0.4655, loss: 0.0358, grad_norm: 0.1307 2021-03-02 06:55:16,151 - mmaction - INFO - Epoch [13][200/1921] lr: 1.500e-02, eta: 9:13:11, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7111, prec@thr=0.5: 0.7894, recall@top3: 0.8208, prec@top3: 0.6616, recall@top5: 0.9419, prec@top5: 0.4673, loss: 0.0361, grad_norm: 0.1293 2021-03-02 06:56:00,092 - mmaction - INFO - Epoch [13][220/1921] lr: 1.500e-02, eta: 9:12:27, time: 2.198, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7128, prec@thr=0.5: 0.7928, recall@top3: 0.8218, prec@top3: 0.6752, recall@top5: 0.9375, prec@top5: 0.4729, loss: 0.0357, grad_norm: 0.1284 2021-03-02 06:56:43,136 - mmaction - INFO - Epoch [13][240/1921] lr: 1.500e-02, eta: 9:11:43, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7945, recall@top3: 0.8267, prec@top3: 0.6663, recall@top5: 0.9425, prec@top5: 0.4655, loss: 0.0347, grad_norm: 0.1253 2021-03-02 06:57:26,998 - mmaction - INFO - Epoch [13][260/1921] lr: 1.500e-02, eta: 9:10:59, time: 2.193, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7186, prec@thr=0.5: 0.7935, recall@top3: 0.8244, prec@top3: 0.6690, recall@top5: 0.9389, prec@top5: 0.4689, loss: 0.0354, grad_norm: 0.1288 2021-03-02 06:58:11,546 - mmaction - INFO - Epoch [13][280/1921] lr: 1.500e-02, eta: 9:10:16, time: 2.227, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7120, prec@thr=0.5: 0.7894, recall@top3: 0.8126, prec@top3: 0.6720, recall@top5: 0.9354, prec@top5: 0.4745, loss: 0.0364, grad_norm: 0.1330 2021-03-02 06:58:55,025 - mmaction - INFO - Epoch [13][300/1921] lr: 1.500e-02, eta: 9:09:32, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0372, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7823, recall@top3: 0.8083, prec@top3: 0.6670, recall@top5: 0.9332, prec@top5: 0.4722, loss: 0.0372, grad_norm: 0.1303 2021-03-02 06:59:39,009 - mmaction - INFO - Epoch [13][320/1921] lr: 1.500e-02, eta: 9:08:48, time: 2.199, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7196, prec@thr=0.5: 0.7957, recall@top3: 0.8231, prec@top3: 0.6767, recall@top5: 0.9425, prec@top5: 0.4755, loss: 0.0359, grad_norm: 0.1277 2021-03-02 07:00:23,008 - mmaction - INFO - Epoch [13][340/1921] lr: 1.500e-02, eta: 9:08:05, time: 2.200, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7166, prec@thr=0.5: 0.7943, recall@top3: 0.8152, prec@top3: 0.6715, recall@top5: 0.9367, prec@top5: 0.4746, loss: 0.0356, grad_norm: 0.1261 2021-03-02 07:01:07,069 - mmaction - INFO - Epoch [13][360/1921] lr: 1.500e-02, eta: 9:07:21, time: 2.203, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.7935, recall@top3: 0.8165, prec@top3: 0.6716, recall@top5: 0.9387, prec@top5: 0.4734, loss: 0.0358, grad_norm: 0.1305 2021-03-02 07:01:50,618 - mmaction - INFO - Epoch [13][380/1921] lr: 1.500e-02, eta: 9:06:37, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7206, prec@thr=0.5: 0.7934, recall@top3: 0.8206, prec@top3: 0.6722, recall@top5: 0.9379, prec@top5: 0.4719, loss: 0.0358, grad_norm: 0.1270 2021-03-02 07:02:34,888 - mmaction - INFO - Epoch [13][400/1921] lr: 1.500e-02, eta: 9:05:54, time: 2.213, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7102, prec@thr=0.5: 0.7876, recall@top3: 0.8146, prec@top3: 0.6641, recall@top5: 0.9354, prec@top5: 0.4685, loss: 0.0361, grad_norm: 0.1296 2021-03-02 07:03:18,731 - mmaction - INFO - Epoch [13][420/1921] lr: 1.500e-02, eta: 9:05:10, time: 2.192, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.7986, recall@top3: 0.8281, prec@top3: 0.6803, recall@top5: 0.9425, prec@top5: 0.4752, loss: 0.0351, grad_norm: 0.1267 2021-03-02 07:04:01,629 - mmaction - INFO - Epoch [13][440/1921] lr: 1.500e-02, eta: 9:04:26, time: 2.145, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7170, prec@thr=0.5: 0.7867, recall@top3: 0.8238, prec@top3: 0.6656, recall@top5: 0.9394, prec@top5: 0.4665, loss: 0.0350, grad_norm: 0.1338 2021-03-02 07:04:45,376 - mmaction - INFO - Epoch [13][460/1921] lr: 1.500e-02, eta: 9:03:42, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0366, recall@thr=0.5: 0.7086, prec@thr=0.5: 0.7846, recall@top3: 0.8176, prec@top3: 0.6759, recall@top5: 0.9350, prec@top5: 0.4738, loss: 0.0366, grad_norm: 0.1306 2021-03-02 07:05:29,752 - mmaction - INFO - Epoch [13][480/1921] lr: 1.500e-02, eta: 9:02:59, time: 2.219, data_time: 0.001, memory: 8270, loss_action_cls: 0.0367, recall@thr=0.5: 0.7130, prec@thr=0.5: 0.7827, recall@top3: 0.8136, prec@top3: 0.6674, recall@top5: 0.9338, prec@top5: 0.4718, loss: 0.0367, grad_norm: 0.1324 2021-03-02 07:06:14,075 - mmaction - INFO - Epoch [13][500/1921] lr: 1.500e-02, eta: 9:02:15, time: 2.216, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.7946, recall@top3: 0.8214, prec@top3: 0.6801, recall@top5: 0.9407, prec@top5: 0.4783, loss: 0.0350, grad_norm: 0.1272 2021-03-02 07:06:56,940 - mmaction - INFO - Epoch [13][520/1921] lr: 1.500e-02, eta: 9:01:31, time: 2.143, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7819, recall@top3: 0.8169, prec@top3: 0.6624, recall@top5: 0.9385, prec@top5: 0.4683, loss: 0.0363, grad_norm: 0.1314 2021-03-02 07:07:39,743 - mmaction - INFO - Epoch [13][540/1921] lr: 1.500e-02, eta: 9:00:47, time: 2.140, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7125, prec@thr=0.5: 0.7842, recall@top3: 0.8205, prec@top3: 0.6644, recall@top5: 0.9324, prec@top5: 0.4640, loss: 0.0359, grad_norm: 0.1280 2021-03-02 07:08:22,414 - mmaction - INFO - Epoch [13][560/1921] lr: 1.500e-02, eta: 9:00:02, time: 2.134, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7227, prec@thr=0.5: 0.8016, recall@top3: 0.8269, prec@top3: 0.6671, recall@top5: 0.9427, prec@top5: 0.4676, loss: 0.0342, grad_norm: 0.1267 2021-03-02 07:09:05,805 - mmaction - INFO - Epoch [13][580/1921] lr: 1.500e-02, eta: 8:59:18, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.7053, prec@thr=0.5: 0.7878, recall@top3: 0.8151, prec@top3: 0.6581, recall@top5: 0.9352, prec@top5: 0.4631, loss: 0.0365, grad_norm: 0.1317 2021-03-02 07:09:49,336 - mmaction - INFO - Epoch [13][600/1921] lr: 1.500e-02, eta: 8:58:34, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7055, prec@thr=0.5: 0.7894, recall@top3: 0.8144, prec@top3: 0.6724, recall@top5: 0.9355, prec@top5: 0.4741, loss: 0.0364, grad_norm: 0.1279 2021-03-02 07:10:32,476 - mmaction - INFO - Epoch [13][620/1921] lr: 1.500e-02, eta: 8:57:50, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7277, prec@thr=0.5: 0.7988, recall@top3: 0.8277, prec@top3: 0.6716, recall@top5: 0.9404, prec@top5: 0.4681, loss: 0.0347, grad_norm: 0.1288 2021-03-02 07:11:16,021 - mmaction - INFO - Epoch [13][640/1921] lr: 1.500e-02, eta: 8:57:06, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0368, recall@thr=0.5: 0.7029, prec@thr=0.5: 0.7883, recall@top3: 0.8127, prec@top3: 0.6659, recall@top5: 0.9334, prec@top5: 0.4698, loss: 0.0368, grad_norm: 0.1329 2021-03-02 07:11:59,043 - mmaction - INFO - Epoch [13][660/1921] lr: 1.500e-02, eta: 8:56:22, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7295, prec@thr=0.5: 0.8051, recall@top3: 0.8234, prec@top3: 0.6772, recall@top5: 0.9375, prec@top5: 0.4745, loss: 0.0349, grad_norm: 0.1259 2021-03-02 07:12:42,483 - mmaction - INFO - Epoch [13][680/1921] lr: 1.500e-02, eta: 8:55:38, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7025, prec@thr=0.5: 0.7863, recall@top3: 0.8205, prec@top3: 0.6698, recall@top5: 0.9386, prec@top5: 0.4697, loss: 0.0360, grad_norm: 0.1297 2021-03-02 07:13:25,753 - mmaction - INFO - Epoch [13][700/1921] lr: 1.500e-02, eta: 8:54:54, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7158, prec@thr=0.5: 0.7873, recall@top3: 0.8232, prec@top3: 0.6647, recall@top5: 0.9381, prec@top5: 0.4659, loss: 0.0355, grad_norm: 0.1267 2021-03-02 07:14:10,054 - mmaction - INFO - Epoch [13][720/1921] lr: 1.500e-02, eta: 8:54:11, time: 2.215, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7112, prec@thr=0.5: 0.7891, recall@top3: 0.8216, prec@top3: 0.6712, recall@top5: 0.9341, prec@top5: 0.4680, loss: 0.0363, grad_norm: 0.1291 2021-03-02 07:14:53,023 - mmaction - INFO - Epoch [13][740/1921] lr: 1.500e-02, eta: 8:53:26, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7125, prec@thr=0.5: 0.7883, recall@top3: 0.8168, prec@top3: 0.6664, recall@top5: 0.9351, prec@top5: 0.4690, loss: 0.0360, grad_norm: 0.1330 2021-03-02 07:15:35,854 - mmaction - INFO - Epoch [13][760/1921] lr: 1.500e-02, eta: 8:52:42, time: 2.141, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7237, prec@thr=0.5: 0.7922, recall@top3: 0.8290, prec@top3: 0.6724, recall@top5: 0.9427, prec@top5: 0.4699, loss: 0.0356, grad_norm: 0.1314 2021-03-02 07:16:19,720 - mmaction - INFO - Epoch [13][780/1921] lr: 1.500e-02, eta: 8:51:58, time: 2.193, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7930, recall@top3: 0.8140, prec@top3: 0.6728, recall@top5: 0.9342, prec@top5: 0.4750, loss: 0.0362, grad_norm: 0.1283 2021-03-02 07:17:03,539 - mmaction - INFO - Epoch [13][800/1921] lr: 1.500e-02, eta: 8:51:14, time: 2.191, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7945, recall@top3: 0.8240, prec@top3: 0.6754, recall@top5: 0.9426, prec@top5: 0.4754, loss: 0.0350, grad_norm: 0.1245 2021-03-02 07:17:46,569 - mmaction - INFO - Epoch [13][820/1921] lr: 1.500e-02, eta: 8:50:30, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.8019, recall@top3: 0.8288, prec@top3: 0.6712, recall@top5: 0.9412, prec@top5: 0.4669, loss: 0.0352, grad_norm: 0.1289 2021-03-02 07:18:29,660 - mmaction - INFO - Epoch [13][840/1921] lr: 1.500e-02, eta: 8:49:46, time: 2.154, data_time: 0.002, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7097, prec@thr=0.5: 0.7818, recall@top3: 0.8182, prec@top3: 0.6693, recall@top5: 0.9363, prec@top5: 0.4700, loss: 0.0363, grad_norm: 0.1310 2021-03-02 07:19:13,313 - mmaction - INFO - Epoch [13][860/1921] lr: 1.500e-02, eta: 8:49:02, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7158, prec@thr=0.5: 0.7912, recall@top3: 0.8211, prec@top3: 0.6609, recall@top5: 0.9404, prec@top5: 0.4638, loss: 0.0358, grad_norm: 0.1279 2021-03-02 07:19:57,074 - mmaction - INFO - Epoch [13][880/1921] lr: 1.500e-02, eta: 8:48:19, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7143, prec@thr=0.5: 0.7990, recall@top3: 0.8199, prec@top3: 0.6702, recall@top5: 0.9408, prec@top5: 0.4725, loss: 0.0352, grad_norm: 0.1259 2021-03-02 07:20:40,396 - mmaction - INFO - Epoch [13][900/1921] lr: 1.500e-02, eta: 8:47:35, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.7879, recall@top3: 0.8183, prec@top3: 0.6680, recall@top5: 0.9357, prec@top5: 0.4689, loss: 0.0361, grad_norm: 0.1327 2021-03-02 07:21:23,757 - mmaction - INFO - Epoch [13][920/1921] lr: 1.500e-02, eta: 8:46:51, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7165, prec@thr=0.5: 0.7944, recall@top3: 0.8239, prec@top3: 0.6636, recall@top5: 0.9419, prec@top5: 0.4659, loss: 0.0356, grad_norm: 0.1327 2021-03-02 07:22:07,700 - mmaction - INFO - Epoch [13][940/1921] lr: 1.500e-02, eta: 8:46:07, time: 2.197, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.7115, prec@thr=0.5: 0.7867, recall@top3: 0.8137, prec@top3: 0.6742, recall@top5: 0.9369, prec@top5: 0.4753, loss: 0.0365, grad_norm: 0.1322 2021-03-02 07:22:51,120 - mmaction - INFO - Epoch [13][960/1921] lr: 1.500e-02, eta: 8:45:23, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7208, prec@thr=0.5: 0.7931, recall@top3: 0.8265, prec@top3: 0.6691, recall@top5: 0.9396, prec@top5: 0.4673, loss: 0.0350, grad_norm: 0.1314 2021-03-02 07:23:34,609 - mmaction - INFO - Epoch [13][980/1921] lr: 1.500e-02, eta: 8:44:39, time: 2.175, data_time: 0.004, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.7941, recall@top3: 0.8236, prec@top3: 0.6736, recall@top5: 0.9414, prec@top5: 0.4737, loss: 0.0352, grad_norm: 0.1315 2021-03-02 07:24:17,846 - mmaction - INFO - Epoch [13][1000/1921] lr: 1.500e-02, eta: 8:43:55, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7161, prec@thr=0.5: 0.8024, recall@top3: 0.8206, prec@top3: 0.6704, recall@top5: 0.9396, prec@top5: 0.4723, loss: 0.0353, grad_norm: 0.1339 2021-03-02 07:24:59,898 - mmaction - INFO - Epoch [13][1020/1921] lr: 1.500e-02, eta: 8:43:10, time: 2.103, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7871, recall@top3: 0.8212, prec@top3: 0.6652, recall@top5: 0.9355, prec@top5: 0.4652, loss: 0.0364, grad_norm: 0.1364 2021-03-02 07:25:43,019 - mmaction - INFO - Epoch [13][1040/1921] lr: 1.500e-02, eta: 8:42:26, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7922, recall@top3: 0.8212, prec@top3: 0.6671, recall@top5: 0.9357, prec@top5: 0.4682, loss: 0.0357, grad_norm: 0.1310 2021-03-02 07:26:25,809 - mmaction - INFO - Epoch [13][1060/1921] lr: 1.500e-02, eta: 8:41:42, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7969, recall@top3: 0.8241, prec@top3: 0.6648, recall@top5: 0.9393, prec@top5: 0.4661, loss: 0.0356, grad_norm: 0.1324 2021-03-02 07:27:09,594 - mmaction - INFO - Epoch [13][1080/1921] lr: 1.500e-02, eta: 8:40:58, time: 2.189, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7123, prec@thr=0.5: 0.7880, recall@top3: 0.8126, prec@top3: 0.6694, recall@top5: 0.9349, prec@top5: 0.4726, loss: 0.0362, grad_norm: 0.1309 2021-03-02 07:27:52,568 - mmaction - INFO - Epoch [13][1100/1921] lr: 1.500e-02, eta: 8:40:14, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7168, prec@thr=0.5: 0.7918, recall@top3: 0.8238, prec@top3: 0.6664, recall@top5: 0.9409, prec@top5: 0.4686, loss: 0.0356, grad_norm: 0.1288 2021-03-02 07:28:35,237 - mmaction - INFO - Epoch [13][1120/1921] lr: 1.500e-02, eta: 8:39:29, time: 2.134, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7895, recall@top3: 0.8244, prec@top3: 0.6720, recall@top5: 0.9391, prec@top5: 0.4704, loss: 0.0359, grad_norm: 0.1335 2021-03-02 07:29:18,007 - mmaction - INFO - Epoch [13][1140/1921] lr: 1.500e-02, eta: 8:38:45, time: 2.138, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7306, prec@thr=0.5: 0.7976, recall@top3: 0.8303, prec@top3: 0.6762, recall@top5: 0.9411, prec@top5: 0.4708, loss: 0.0350, grad_norm: 0.1300 2021-03-02 07:30:01,022 - mmaction - INFO - Epoch [13][1160/1921] lr: 1.500e-02, eta: 8:38:01, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0367, recall@thr=0.5: 0.7147, prec@thr=0.5: 0.7880, recall@top3: 0.8171, prec@top3: 0.6702, recall@top5: 0.9350, prec@top5: 0.4712, loss: 0.0367, grad_norm: 0.1311 2021-03-02 07:30:44,958 - mmaction - INFO - Epoch [13][1180/1921] lr: 1.500e-02, eta: 8:37:17, time: 2.197, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7884, recall@top3: 0.8150, prec@top3: 0.6788, recall@top5: 0.9402, prec@top5: 0.4801, loss: 0.0361, grad_norm: 0.1295 2021-03-02 07:31:28,419 - mmaction - INFO - Epoch [13][1200/1921] lr: 1.500e-02, eta: 8:36:33, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0369, recall@thr=0.5: 0.7081, prec@thr=0.5: 0.7763, recall@top3: 0.8106, prec@top3: 0.6609, recall@top5: 0.9306, prec@top5: 0.4661, loss: 0.0369, grad_norm: 0.1347 2021-03-02 07:32:11,846 - mmaction - INFO - Epoch [13][1220/1921] lr: 1.500e-02, eta: 8:35:49, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7132, prec@thr=0.5: 0.7803, recall@top3: 0.8161, prec@top3: 0.6646, recall@top5: 0.9348, prec@top5: 0.4688, loss: 0.0362, grad_norm: 0.1314 2021-03-02 07:32:55,878 - mmaction - INFO - Epoch [13][1240/1921] lr: 1.500e-02, eta: 8:35:06, time: 2.202, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7089, prec@thr=0.5: 0.7869, recall@top3: 0.8147, prec@top3: 0.6648, recall@top5: 0.9341, prec@top5: 0.4694, loss: 0.0362, grad_norm: 0.1263 2021-03-02 07:33:39,225 - mmaction - INFO - Epoch [13][1260/1921] lr: 1.500e-02, eta: 8:34:22, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.7001, prec@thr=0.5: 0.7816, recall@top3: 0.8146, prec@top3: 0.6712, recall@top5: 0.9326, prec@top5: 0.4721, loss: 0.0365, grad_norm: 0.1315 2021-03-02 07:34:22,657 - mmaction - INFO - Epoch [13][1280/1921] lr: 1.500e-02, eta: 8:33:38, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7252, prec@thr=0.5: 0.7901, recall@top3: 0.8231, prec@top3: 0.6701, recall@top5: 0.9343, prec@top5: 0.4678, loss: 0.0356, grad_norm: 0.1284 2021-03-02 07:35:06,819 - mmaction - INFO - Epoch [13][1300/1921] lr: 1.500e-02, eta: 8:32:54, time: 2.208, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7121, prec@thr=0.5: 0.7940, recall@top3: 0.8199, prec@top3: 0.6729, recall@top5: 0.9382, prec@top5: 0.4724, loss: 0.0358, grad_norm: 0.1293 2021-03-02 07:35:49,357 - mmaction - INFO - Epoch [13][1320/1921] lr: 1.500e-02, eta: 8:32:10, time: 2.127, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.7749, recall@top3: 0.8183, prec@top3: 0.6695, recall@top5: 0.9334, prec@top5: 0.4682, loss: 0.0361, grad_norm: 0.1329 2021-03-02 07:36:33,279 - mmaction - INFO - Epoch [13][1340/1921] lr: 1.500e-02, eta: 8:31:26, time: 2.196, data_time: 0.001, memory: 8270, loss_action_cls: 0.0369, recall@thr=0.5: 0.7010, prec@thr=0.5: 0.7797, recall@top3: 0.8152, prec@top3: 0.6626, recall@top5: 0.9365, prec@top5: 0.4679, loss: 0.0369, grad_norm: 0.1341 2021-03-02 07:37:16,004 - mmaction - INFO - Epoch [13][1360/1921] lr: 1.500e-02, eta: 8:30:42, time: 2.136, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7343, prec@thr=0.5: 0.8075, recall@top3: 0.8317, prec@top3: 0.6761, recall@top5: 0.9451, prec@top5: 0.4710, loss: 0.0340, grad_norm: 0.1276 2021-03-02 07:37:59,566 - mmaction - INFO - Epoch [13][1380/1921] lr: 1.500e-02, eta: 8:29:58, time: 2.178, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7920, recall@top3: 0.8209, prec@top3: 0.6712, recall@top5: 0.9426, prec@top5: 0.4734, loss: 0.0354, grad_norm: 0.1348 2021-03-02 07:38:43,233 - mmaction - INFO - Epoch [13][1400/1921] lr: 1.500e-02, eta: 8:29:14, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7907, recall@top3: 0.8208, prec@top3: 0.6691, recall@top5: 0.9381, prec@top5: 0.4680, loss: 0.0356, grad_norm: 0.1328 2021-03-02 07:39:26,888 - mmaction - INFO - Epoch [13][1420/1921] lr: 1.500e-02, eta: 8:28:30, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7222, prec@thr=0.5: 0.7972, recall@top3: 0.8234, prec@top3: 0.6802, recall@top5: 0.9418, prec@top5: 0.4788, loss: 0.0354, grad_norm: 0.1286 2021-03-02 07:40:10,149 - mmaction - INFO - Epoch [13][1440/1921] lr: 1.500e-02, eta: 8:27:46, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0367, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7866, recall@top3: 0.8169, prec@top3: 0.6640, recall@top5: 0.9346, prec@top5: 0.4672, loss: 0.0367, grad_norm: 0.1353 2021-03-02 07:40:53,217 - mmaction - INFO - Epoch [13][1460/1921] lr: 1.500e-02, eta: 8:27:02, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0368, recall@thr=0.5: 0.7080, prec@thr=0.5: 0.7850, recall@top3: 0.8169, prec@top3: 0.6638, recall@top5: 0.9335, prec@top5: 0.4656, loss: 0.0368, grad_norm: 0.1308 2021-03-02 07:41:36,496 - mmaction - INFO - Epoch [13][1480/1921] lr: 1.500e-02, eta: 8:26:18, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.7819, recall@top3: 0.8162, prec@top3: 0.6694, recall@top5: 0.9352, prec@top5: 0.4701, loss: 0.0364, grad_norm: 0.1346 2021-03-02 07:42:19,504 - mmaction - INFO - Epoch [13][1500/1921] lr: 1.500e-02, eta: 8:25:34, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7115, prec@thr=0.5: 0.7855, recall@top3: 0.8165, prec@top3: 0.6680, recall@top5: 0.9364, prec@top5: 0.4714, loss: 0.0360, grad_norm: 0.1356 2021-03-02 07:43:02,445 - mmaction - INFO - Epoch [13][1520/1921] lr: 1.500e-02, eta: 8:24:50, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7171, prec@thr=0.5: 0.7859, recall@top3: 0.8239, prec@top3: 0.6669, recall@top5: 0.9420, prec@top5: 0.4694, loss: 0.0351, grad_norm: 0.1291 2021-03-02 07:43:46,663 - mmaction - INFO - Epoch [13][1540/1921] lr: 1.500e-02, eta: 8:24:06, time: 2.211, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7267, prec@thr=0.5: 0.7918, recall@top3: 0.8251, prec@top3: 0.6773, recall@top5: 0.9436, prec@top5: 0.4753, loss: 0.0350, grad_norm: 0.1287 2021-03-02 07:44:29,446 - mmaction - INFO - Epoch [13][1560/1921] lr: 1.500e-02, eta: 8:23:22, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.7978, recall@top3: 0.8261, prec@top3: 0.6750, recall@top5: 0.9431, prec@top5: 0.4738, loss: 0.0346, grad_norm: 0.1303 2021-03-02 07:45:13,320 - mmaction - INFO - Epoch [13][1580/1921] lr: 1.500e-02, eta: 8:22:38, time: 2.194, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7107, prec@thr=0.5: 0.7852, recall@top3: 0.8180, prec@top3: 0.6685, recall@top5: 0.9356, prec@top5: 0.4698, loss: 0.0357, grad_norm: 0.1319 2021-03-02 07:45:56,779 - mmaction - INFO - Epoch [13][1600/1921] lr: 1.500e-02, eta: 8:21:54, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0366, recall@thr=0.5: 0.7096, prec@thr=0.5: 0.7867, recall@top3: 0.8167, prec@top3: 0.6651, recall@top5: 0.9336, prec@top5: 0.4673, loss: 0.0366, grad_norm: 0.1379 2021-03-02 07:46:39,755 - mmaction - INFO - Epoch [13][1620/1921] lr: 1.500e-02, eta: 8:21:10, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7082, prec@thr=0.5: 0.7885, recall@top3: 0.8168, prec@top3: 0.6638, recall@top5: 0.9376, prec@top5: 0.4687, loss: 0.0360, grad_norm: 0.1337 2021-03-02 07:47:23,202 - mmaction - INFO - Epoch [13][1640/1921] lr: 1.500e-02, eta: 8:20:26, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7903, recall@top3: 0.8196, prec@top3: 0.6681, recall@top5: 0.9401, prec@top5: 0.4702, loss: 0.0357, grad_norm: 0.1324 2021-03-02 07:48:06,689 - mmaction - INFO - Epoch [13][1660/1921] lr: 1.500e-02, eta: 8:19:43, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0367, recall@thr=0.5: 0.7063, prec@thr=0.5: 0.7897, recall@top3: 0.8166, prec@top3: 0.6686, recall@top5: 0.9375, prec@top5: 0.4712, loss: 0.0367, grad_norm: 0.1319 2021-03-02 07:48:49,619 - mmaction - INFO - Epoch [13][1680/1921] lr: 1.500e-02, eta: 8:18:58, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7119, prec@thr=0.5: 0.7846, recall@top3: 0.8239, prec@top3: 0.6642, recall@top5: 0.9355, prec@top5: 0.4622, loss: 0.0354, grad_norm: 0.1287 2021-03-02 07:49:33,761 - mmaction - INFO - Epoch [13][1700/1921] lr: 1.500e-02, eta: 8:18:15, time: 2.207, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7009, prec@thr=0.5: 0.7854, recall@top3: 0.8171, prec@top3: 0.6622, recall@top5: 0.9383, prec@top5: 0.4666, loss: 0.0361, grad_norm: 0.1315 2021-03-02 07:50:17,590 - mmaction - INFO - Epoch [13][1720/1921] lr: 1.500e-02, eta: 8:17:31, time: 2.191, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7881, recall@top3: 0.8181, prec@top3: 0.6727, recall@top5: 0.9379, prec@top5: 0.4738, loss: 0.0363, grad_norm: 0.1326 2021-03-02 07:51:00,171 - mmaction - INFO - Epoch [13][1740/1921] lr: 1.500e-02, eta: 8:16:47, time: 2.129, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.7047, prec@thr=0.5: 0.7811, recall@top3: 0.8112, prec@top3: 0.6600, recall@top5: 0.9366, prec@top5: 0.4681, loss: 0.0365, grad_norm: 0.1315 2021-03-02 07:51:43,170 - mmaction - INFO - Epoch [13][1760/1921] lr: 1.500e-02, eta: 8:16:03, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0369, recall@thr=0.5: 0.7100, prec@thr=0.5: 0.7915, recall@top3: 0.8167, prec@top3: 0.6673, recall@top5: 0.9343, prec@top5: 0.4692, loss: 0.0369, grad_norm: 0.1331 2021-03-02 07:52:27,099 - mmaction - INFO - Epoch [13][1780/1921] lr: 1.500e-02, eta: 8:15:19, time: 2.196, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7909, recall@top3: 0.8181, prec@top3: 0.6711, recall@top5: 0.9410, prec@top5: 0.4765, loss: 0.0362, grad_norm: 0.1307 2021-03-02 07:53:10,298 - mmaction - INFO - Epoch [13][1800/1921] lr: 1.500e-02, eta: 8:14:35, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.7934, recall@top3: 0.8212, prec@top3: 0.6724, recall@top5: 0.9394, prec@top5: 0.4722, loss: 0.0355, grad_norm: 0.1350 2021-03-02 07:53:52,934 - mmaction - INFO - Epoch [13][1820/1921] lr: 1.500e-02, eta: 8:13:51, time: 2.132, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7893, recall@top3: 0.8229, prec@top3: 0.6638, recall@top5: 0.9374, prec@top5: 0.4642, loss: 0.0355, grad_norm: 0.1334 2021-03-02 07:54:36,363 - mmaction - INFO - Epoch [13][1840/1921] lr: 1.500e-02, eta: 8:13:07, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7086, prec@thr=0.5: 0.7938, recall@top3: 0.8116, prec@top3: 0.6637, recall@top5: 0.9377, prec@top5: 0.4708, loss: 0.0364, grad_norm: 0.1326 2021-03-02 07:55:20,070 - mmaction - INFO - Epoch [13][1860/1921] lr: 1.500e-02, eta: 8:12:23, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7232, prec@thr=0.5: 0.7960, recall@top3: 0.8215, prec@top3: 0.6756, recall@top5: 0.9375, prec@top5: 0.4734, loss: 0.0357, grad_norm: 0.1350 2021-03-02 07:56:03,539 - mmaction - INFO - Epoch [13][1880/1921] lr: 1.500e-02, eta: 8:11:39, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.7918, recall@top3: 0.8208, prec@top3: 0.6588, recall@top5: 0.9338, prec@top5: 0.4612, loss: 0.0356, grad_norm: 0.1321 2021-03-02 07:56:46,694 - mmaction - INFO - Epoch [13][1900/1921] lr: 1.500e-02, eta: 8:10:55, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7939, recall@top3: 0.8207, prec@top3: 0.6732, recall@top5: 0.9357, prec@top5: 0.4725, loss: 0.0357, grad_norm: 0.1299 2021-03-02 07:57:28,091 - mmaction - INFO - Epoch [13][1920/1921] lr: 1.500e-02, eta: 8:10:10, time: 2.070, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.7987, recall@top3: 0.8242, prec@top3: 0.6732, recall@top5: 0.9418, prec@top5: 0.4717, loss: 0.0354, grad_norm: 0.1347 2021-03-02 07:57:32,770 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-03-02 08:08:36,696 - mmaction - INFO - Evaluating mAP ... 2021-03-02 08:17:17,033 - mmaction - INFO - mAP@0.5IOU 0.2011 2021-03-02 08:17:18,563 - mmaction - INFO - Epoch(val) [13][1921] mAP@0.5IOU: 0.2011 2021-03-02 08:18:48,415 - mmaction - INFO - Epoch [14][20/1921] lr: 1.500e-02, eta: 8:09:48, time: 4.492, data_time: 2.383, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7237, prec@thr=0.5: 0.7992, recall@top3: 0.8278, prec@top3: 0.6791, recall@top5: 0.9460, prec@top5: 0.4766, loss: 0.0339, grad_norm: 0.1291 2021-03-02 08:19:31,060 - mmaction - INFO - Epoch [14][40/1921] lr: 1.500e-02, eta: 8:09:03, time: 2.132, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7304, prec@thr=0.5: 0.7935, recall@top3: 0.8227, prec@top3: 0.6735, recall@top5: 0.9409, prec@top5: 0.4737, loss: 0.0354, grad_norm: 0.1320 2021-03-02 08:20:13,864 - mmaction - INFO - Epoch [14][60/1921] lr: 1.500e-02, eta: 8:08:19, time: 2.140, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.7939, recall@top3: 0.8286, prec@top3: 0.6668, recall@top5: 0.9363, prec@top5: 0.4628, loss: 0.0352, grad_norm: 0.1338 2021-03-02 08:20:57,714 - mmaction - INFO - Epoch [14][80/1921] lr: 1.500e-02, eta: 8:07:35, time: 2.192, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.7927, recall@top3: 0.8275, prec@top3: 0.6772, recall@top5: 0.9416, prec@top5: 0.4738, loss: 0.0356, grad_norm: 0.1287 2021-03-02 08:21:40,627 - mmaction - INFO - Epoch [14][100/1921] lr: 1.500e-02, eta: 8:06:51, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7919, recall@top3: 0.8231, prec@top3: 0.6712, recall@top5: 0.9419, prec@top5: 0.4715, loss: 0.0357, grad_norm: 0.1335 2021-03-02 08:22:23,578 - mmaction - INFO - Epoch [14][120/1921] lr: 1.500e-02, eta: 8:06:07, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7268, prec@thr=0.5: 0.7995, recall@top3: 0.8319, prec@top3: 0.6712, recall@top5: 0.9448, prec@top5: 0.4685, loss: 0.0348, grad_norm: 0.1314 2021-03-02 08:23:07,012 - mmaction - INFO - Epoch [14][140/1921] lr: 1.500e-02, eta: 8:05:23, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7056, prec@thr=0.5: 0.7940, recall@top3: 0.8154, prec@top3: 0.6709, recall@top5: 0.9347, prec@top5: 0.4726, loss: 0.0362, grad_norm: 0.1344 2021-03-02 08:23:50,730 - mmaction - INFO - Epoch [14][160/1921] lr: 1.500e-02, eta: 8:04:39, time: 2.186, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7272, prec@thr=0.5: 0.7955, recall@top3: 0.8264, prec@top3: 0.6756, recall@top5: 0.9428, prec@top5: 0.4733, loss: 0.0348, grad_norm: 0.1322 2021-03-02 08:24:34,492 - mmaction - INFO - Epoch [14][180/1921] lr: 1.500e-02, eta: 8:03:55, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.7940, recall@top3: 0.8238, prec@top3: 0.6743, recall@top5: 0.9417, prec@top5: 0.4743, loss: 0.0355, grad_norm: 0.1385 2021-03-02 08:25:17,688 - mmaction - INFO - Epoch [14][200/1921] lr: 1.500e-02, eta: 8:03:11, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7064, prec@thr=0.5: 0.7799, recall@top3: 0.8176, prec@top3: 0.6670, recall@top5: 0.9329, prec@top5: 0.4659, loss: 0.0361, grad_norm: 0.1344 2021-03-02 08:26:01,653 - mmaction - INFO - Epoch [14][220/1921] lr: 1.500e-02, eta: 8:02:27, time: 2.198, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7249, prec@thr=0.5: 0.7960, recall@top3: 0.8202, prec@top3: 0.6759, recall@top5: 0.9405, prec@top5: 0.4774, loss: 0.0352, grad_norm: 0.1299 2021-03-02 08:26:44,983 - mmaction - INFO - Epoch [14][240/1921] lr: 1.500e-02, eta: 8:01:43, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7285, prec@thr=0.5: 0.8023, recall@top3: 0.8273, prec@top3: 0.6751, recall@top5: 0.9374, prec@top5: 0.4710, loss: 0.0349, grad_norm: 0.1335 2021-03-02 08:27:27,375 - mmaction - INFO - Epoch [14][260/1921] lr: 1.500e-02, eta: 8:00:59, time: 2.119, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7122, prec@thr=0.5: 0.7886, recall@top3: 0.8183, prec@top3: 0.6663, recall@top5: 0.9359, prec@top5: 0.4681, loss: 0.0360, grad_norm: 0.1358 2021-03-02 08:28:10,662 - mmaction - INFO - Epoch [14][280/1921] lr: 1.500e-02, eta: 8:00:15, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7174, prec@thr=0.5: 0.7899, recall@top3: 0.8191, prec@top3: 0.6670, recall@top5: 0.9370, prec@top5: 0.4684, loss: 0.0354, grad_norm: 0.1338 2021-03-02 08:28:53,804 - mmaction - INFO - Epoch [14][300/1921] lr: 1.500e-02, eta: 7:59:31, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7963, recall@top3: 0.8269, prec@top3: 0.6801, recall@top5: 0.9428, prec@top5: 0.4757, loss: 0.0347, grad_norm: 0.1291 2021-03-02 08:29:36,798 - mmaction - INFO - Epoch [14][320/1921] lr: 1.500e-02, eta: 7:58:47, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0369, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7850, recall@top3: 0.8138, prec@top3: 0.6585, recall@top5: 0.9338, prec@top5: 0.4649, loss: 0.0369, grad_norm: 0.1397 2021-03-02 08:30:20,639 - mmaction - INFO - Epoch [14][340/1921] lr: 1.500e-02, eta: 7:58:03, time: 2.192, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7905, recall@top3: 0.8188, prec@top3: 0.6707, recall@top5: 0.9382, prec@top5: 0.4713, loss: 0.0365, grad_norm: 0.1294 2021-03-02 08:31:04,762 - mmaction - INFO - Epoch [14][360/1921] lr: 1.500e-02, eta: 7:57:19, time: 2.206, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7084, prec@thr=0.5: 0.7906, recall@top3: 0.8220, prec@top3: 0.6701, recall@top5: 0.9365, prec@top5: 0.4695, loss: 0.0355, grad_norm: 0.1312 2021-03-02 08:31:48,523 - mmaction - INFO - Epoch [14][380/1921] lr: 1.500e-02, eta: 7:56:36, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7168, prec@thr=0.5: 0.7855, recall@top3: 0.8171, prec@top3: 0.6687, recall@top5: 0.9392, prec@top5: 0.4722, loss: 0.0359, grad_norm: 0.1304 2021-03-02 08:32:32,497 - mmaction - INFO - Epoch [14][400/1921] lr: 1.500e-02, eta: 7:55:52, time: 2.199, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7168, prec@thr=0.5: 0.7952, recall@top3: 0.8225, prec@top3: 0.6718, recall@top5: 0.9386, prec@top5: 0.4721, loss: 0.0358, grad_norm: 0.1278 2021-03-02 08:33:16,788 - mmaction - INFO - Epoch [14][420/1921] lr: 1.500e-02, eta: 7:55:08, time: 2.214, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7254, prec@thr=0.5: 0.7901, recall@top3: 0.8205, prec@top3: 0.6785, recall@top5: 0.9403, prec@top5: 0.4778, loss: 0.0351, grad_norm: 0.1310 2021-03-02 08:33:59,709 - mmaction - INFO - Epoch [14][440/1921] lr: 1.500e-02, eta: 7:54:24, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7250, prec@thr=0.5: 0.7984, recall@top3: 0.8231, prec@top3: 0.6671, recall@top5: 0.9426, prec@top5: 0.4698, loss: 0.0348, grad_norm: 0.1320 2021-03-02 08:34:43,306 - mmaction - INFO - Epoch [14][460/1921] lr: 1.500e-02, eta: 7:53:40, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7914, recall@top3: 0.8223, prec@top3: 0.6746, recall@top5: 0.9378, prec@top5: 0.4722, loss: 0.0353, grad_norm: 0.1313 2021-03-02 08:35:25,978 - mmaction - INFO - Epoch [14][480/1921] lr: 1.500e-02, eta: 7:52:56, time: 2.134, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7115, prec@thr=0.5: 0.7965, recall@top3: 0.8238, prec@top3: 0.6619, recall@top5: 0.9392, prec@top5: 0.4645, loss: 0.0352, grad_norm: 0.1337 2021-03-02 08:36:08,798 - mmaction - INFO - Epoch [14][500/1921] lr: 1.500e-02, eta: 7:52:12, time: 2.141, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7856, recall@top3: 0.8244, prec@top3: 0.6597, recall@top5: 0.9416, prec@top5: 0.4618, loss: 0.0356, grad_norm: 0.1353 2021-03-02 08:36:51,924 - mmaction - INFO - Epoch [14][520/1921] lr: 1.500e-02, eta: 7:51:28, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7128, prec@thr=0.5: 0.7909, recall@top3: 0.8190, prec@top3: 0.6690, recall@top5: 0.9371, prec@top5: 0.4704, loss: 0.0360, grad_norm: 0.1397 2021-03-02 08:37:35,118 - mmaction - INFO - Epoch [14][540/1921] lr: 1.500e-02, eta: 7:50:44, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7088, prec@thr=0.5: 0.7892, recall@top3: 0.8139, prec@top3: 0.6577, recall@top5: 0.9408, prec@top5: 0.4673, loss: 0.0352, grad_norm: 0.1314 2021-03-02 08:38:19,299 - mmaction - INFO - Epoch [14][560/1921] lr: 1.500e-02, eta: 7:50:00, time: 2.209, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7245, prec@thr=0.5: 0.8029, recall@top3: 0.8234, prec@top3: 0.6789, recall@top5: 0.9427, prec@top5: 0.4779, loss: 0.0347, grad_norm: 0.1288 2021-03-02 08:39:03,189 - mmaction - INFO - Epoch [14][580/1921] lr: 1.500e-02, eta: 7:49:16, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7174, prec@thr=0.5: 0.7898, recall@top3: 0.8211, prec@top3: 0.6700, recall@top5: 0.9421, prec@top5: 0.4726, loss: 0.0348, grad_norm: 0.1357 2021-03-02 08:39:46,147 - mmaction - INFO - Epoch [14][600/1921] lr: 1.500e-02, eta: 7:48:32, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7273, prec@thr=0.5: 0.7995, recall@top3: 0.8289, prec@top3: 0.6773, recall@top5: 0.9446, prec@top5: 0.4739, loss: 0.0349, grad_norm: 0.1351 2021-03-02 08:40:29,810 - mmaction - INFO - Epoch [14][620/1921] lr: 1.500e-02, eta: 7:47:48, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7860, recall@top3: 0.8192, prec@top3: 0.6691, recall@top5: 0.9383, prec@top5: 0.4693, loss: 0.0357, grad_norm: 0.1341 2021-03-02 08:41:13,119 - mmaction - INFO - Epoch [14][640/1921] lr: 1.500e-02, eta: 7:47:04, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7325, prec@thr=0.5: 0.7998, recall@top3: 0.8335, prec@top3: 0.6787, recall@top5: 0.9433, prec@top5: 0.4720, loss: 0.0341, grad_norm: 0.1332 2021-03-02 08:41:55,801 - mmaction - INFO - Epoch [14][660/1921] lr: 1.500e-02, eta: 7:46:20, time: 2.134, data_time: 0.001, memory: 8270, loss_action_cls: 0.0370, recall@thr=0.5: 0.7007, prec@thr=0.5: 0.7806, recall@top3: 0.8073, prec@top3: 0.6590, recall@top5: 0.9343, prec@top5: 0.4693, loss: 0.0370, grad_norm: 0.1402 2021-03-02 08:42:39,289 - mmaction - INFO - Epoch [14][680/1921] lr: 1.500e-02, eta: 7:45:36, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.7951, recall@top3: 0.8197, prec@top3: 0.6670, recall@top5: 0.9371, prec@top5: 0.4691, loss: 0.0359, grad_norm: 0.1380 2021-03-02 08:43:22,525 - mmaction - INFO - Epoch [14][700/1921] lr: 1.500e-02, eta: 7:44:52, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7196, prec@thr=0.5: 0.7921, recall@top3: 0.8199, prec@top3: 0.6823, recall@top5: 0.9367, prec@top5: 0.4780, loss: 0.0356, grad_norm: 0.1339 2021-03-02 08:44:05,978 - mmaction - INFO - Epoch [14][720/1921] lr: 1.500e-02, eta: 7:44:08, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7911, recall@top3: 0.8191, prec@top3: 0.6695, recall@top5: 0.9377, prec@top5: 0.4718, loss: 0.0356, grad_norm: 0.1364 2021-03-02 08:44:49,155 - mmaction - INFO - Epoch [14][740/1921] lr: 1.500e-02, eta: 7:43:24, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7291, prec@thr=0.5: 0.7997, recall@top3: 0.8314, prec@top3: 0.6790, recall@top5: 0.9434, prec@top5: 0.4727, loss: 0.0345, grad_norm: 0.1328 2021-03-02 08:45:32,830 - mmaction - INFO - Epoch [14][760/1921] lr: 1.500e-02, eta: 7:42:40, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.7946, recall@top3: 0.8219, prec@top3: 0.6726, recall@top5: 0.9386, prec@top5: 0.4725, loss: 0.0353, grad_norm: 0.1345 2021-03-02 08:46:16,146 - mmaction - INFO - Epoch [14][780/1921] lr: 1.500e-02, eta: 7:41:56, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0368, recall@thr=0.5: 0.7043, prec@thr=0.5: 0.7898, recall@top3: 0.8160, prec@top3: 0.6721, recall@top5: 0.9378, prec@top5: 0.4745, loss: 0.0368, grad_norm: 0.1404 2021-03-02 08:46:59,342 - mmaction - INFO - Epoch [14][800/1921] lr: 1.500e-02, eta: 7:41:12, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7221, prec@thr=0.5: 0.7868, recall@top3: 0.8172, prec@top3: 0.6640, recall@top5: 0.9389, prec@top5: 0.4686, loss: 0.0356, grad_norm: 0.1326 2021-03-02 08:47:42,186 - mmaction - INFO - Epoch [14][820/1921] lr: 1.500e-02, eta: 7:40:28, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7132, prec@thr=0.5: 0.7948, recall@top3: 0.8239, prec@top3: 0.6663, recall@top5: 0.9406, prec@top5: 0.4675, loss: 0.0349, grad_norm: 0.1344 2021-03-02 08:48:25,884 - mmaction - INFO - Epoch [14][840/1921] lr: 1.500e-02, eta: 7:39:44, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7122, prec@thr=0.5: 0.7841, recall@top3: 0.8209, prec@top3: 0.6608, recall@top5: 0.9391, prec@top5: 0.4639, loss: 0.0359, grad_norm: 0.1329 2021-03-02 08:49:08,561 - mmaction - INFO - Epoch [14][860/1921] lr: 1.500e-02, eta: 7:39:00, time: 2.134, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.7080, prec@thr=0.5: 0.7907, recall@top3: 0.8195, prec@top3: 0.6750, recall@top5: 0.9384, prec@top5: 0.4753, loss: 0.0365, grad_norm: 0.1378 2021-03-02 08:49:52,180 - mmaction - INFO - Epoch [14][880/1921] lr: 1.500e-02, eta: 7:38:16, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.7869, recall@top3: 0.8197, prec@top3: 0.6723, recall@top5: 0.9366, prec@top5: 0.4714, loss: 0.0357, grad_norm: 0.1296 2021-03-02 08:50:35,842 - mmaction - INFO - Epoch [14][900/1921] lr: 1.500e-02, eta: 7:37:32, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7147, prec@thr=0.5: 0.8030, recall@top3: 0.8269, prec@top3: 0.6812, recall@top5: 0.9447, prec@top5: 0.4775, loss: 0.0348, grad_norm: 0.1320 2021-03-02 08:51:18,543 - mmaction - INFO - Epoch [14][920/1921] lr: 1.500e-02, eta: 7:36:48, time: 2.135, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7944, recall@top3: 0.8227, prec@top3: 0.6694, recall@top5: 0.9421, prec@top5: 0.4708, loss: 0.0348, grad_norm: 0.1348 2021-03-02 08:52:01,848 - mmaction - INFO - Epoch [14][940/1921] lr: 1.500e-02, eta: 7:36:04, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7192, prec@thr=0.5: 0.7823, recall@top3: 0.8241, prec@top3: 0.6649, recall@top5: 0.9381, prec@top5: 0.4650, loss: 0.0347, grad_norm: 0.1363 2021-03-02 08:52:44,831 - mmaction - INFO - Epoch [14][960/1921] lr: 1.500e-02, eta: 7:35:20, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7189, prec@thr=0.5: 0.7982, recall@top3: 0.8221, prec@top3: 0.6659, recall@top5: 0.9404, prec@top5: 0.4675, loss: 0.0353, grad_norm: 0.1355 2021-03-02 08:53:28,374 - mmaction - INFO - Epoch [14][980/1921] lr: 1.500e-02, eta: 7:34:36, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7153, prec@thr=0.5: 0.8018, recall@top3: 0.8164, prec@top3: 0.6711, recall@top5: 0.9360, prec@top5: 0.4740, loss: 0.0359, grad_norm: 0.1338 2021-03-02 08:54:12,126 - mmaction - INFO - Epoch [14][1000/1921] lr: 1.500e-02, eta: 7:33:52, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7171, prec@thr=0.5: 0.7819, recall@top3: 0.8151, prec@top3: 0.6642, recall@top5: 0.9358, prec@top5: 0.4695, loss: 0.0361, grad_norm: 0.1381 2021-03-02 08:54:55,780 - mmaction - INFO - Epoch [14][1020/1921] lr: 1.500e-02, eta: 7:33:09, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7919, recall@top3: 0.8204, prec@top3: 0.6687, recall@top5: 0.9392, prec@top5: 0.4708, loss: 0.0356, grad_norm: 0.1348 2021-03-02 08:55:39,497 - mmaction - INFO - Epoch [14][1040/1921] lr: 1.500e-02, eta: 7:32:25, time: 2.186, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7947, recall@top3: 0.8217, prec@top3: 0.6670, recall@top5: 0.9376, prec@top5: 0.4682, loss: 0.0349, grad_norm: 0.1317 2021-03-02 08:56:22,754 - mmaction - INFO - Epoch [14][1060/1921] lr: 1.500e-02, eta: 7:31:41, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7117, prec@thr=0.5: 0.7914, recall@top3: 0.8144, prec@top3: 0.6660, recall@top5: 0.9363, prec@top5: 0.4704, loss: 0.0362, grad_norm: 0.1379 2021-03-02 08:57:07,342 - mmaction - INFO - Epoch [14][1080/1921] lr: 1.500e-02, eta: 7:30:57, time: 2.229, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.7828, recall@top3: 0.8182, prec@top3: 0.6744, recall@top5: 0.9368, prec@top5: 0.4733, loss: 0.0361, grad_norm: 0.1319 2021-03-02 08:57:51,336 - mmaction - INFO - Epoch [14][1100/1921] lr: 1.500e-02, eta: 7:30:14, time: 2.200, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.8031, recall@top3: 0.8292, prec@top3: 0.6775, recall@top5: 0.9441, prec@top5: 0.4745, loss: 0.0350, grad_norm: 0.1335 2021-03-02 08:58:35,031 - mmaction - INFO - Epoch [14][1120/1921] lr: 1.500e-02, eta: 7:29:30, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7234, prec@thr=0.5: 0.7936, recall@top3: 0.8201, prec@top3: 0.6711, recall@top5: 0.9364, prec@top5: 0.4713, loss: 0.0356, grad_norm: 0.1343 2021-03-02 08:59:18,644 - mmaction - INFO - Epoch [14][1140/1921] lr: 1.500e-02, eta: 7:28:46, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7232, prec@thr=0.5: 0.7919, recall@top3: 0.8231, prec@top3: 0.6740, recall@top5: 0.9386, prec@top5: 0.4739, loss: 0.0357, grad_norm: 0.1402 2021-03-02 09:00:01,373 - mmaction - INFO - Epoch [14][1160/1921] lr: 1.500e-02, eta: 7:28:02, time: 2.137, data_time: 0.001, memory: 8270, loss_action_cls: 0.0368, recall@thr=0.5: 0.7088, prec@thr=0.5: 0.7854, recall@top3: 0.8178, prec@top3: 0.6676, recall@top5: 0.9373, prec@top5: 0.4708, loss: 0.0368, grad_norm: 0.1378 2021-03-02 09:00:44,674 - mmaction - INFO - Epoch [14][1180/1921] lr: 1.500e-02, eta: 7:27:18, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7924, recall@top3: 0.8164, prec@top3: 0.6737, recall@top5: 0.9370, prec@top5: 0.4757, loss: 0.0358, grad_norm: 0.1340 2021-03-02 09:01:27,996 - mmaction - INFO - Epoch [14][1200/1921] lr: 1.500e-02, eta: 7:26:34, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7232, prec@thr=0.5: 0.8040, recall@top3: 0.8225, prec@top3: 0.6712, recall@top5: 0.9418, prec@top5: 0.4727, loss: 0.0350, grad_norm: 0.1332 2021-03-02 09:02:11,613 - mmaction - INFO - Epoch [14][1220/1921] lr: 1.500e-02, eta: 7:25:50, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7279, prec@thr=0.5: 0.7965, recall@top3: 0.8253, prec@top3: 0.6814, recall@top5: 0.9388, prec@top5: 0.4768, loss: 0.0353, grad_norm: 0.1324 2021-03-02 09:02:54,850 - mmaction - INFO - Epoch [14][1240/1921] lr: 1.500e-02, eta: 7:25:06, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7304, prec@thr=0.5: 0.7993, recall@top3: 0.8294, prec@top3: 0.6784, recall@top5: 0.9445, prec@top5: 0.4748, loss: 0.0339, grad_norm: 0.1302 2021-03-02 09:03:38,035 - mmaction - INFO - Epoch [14][1260/1921] lr: 1.500e-02, eta: 7:24:22, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.8039, recall@top3: 0.8332, prec@top3: 0.6738, recall@top5: 0.9446, prec@top5: 0.4700, loss: 0.0344, grad_norm: 0.1315 2021-03-02 09:04:20,632 - mmaction - INFO - Epoch [14][1280/1921] lr: 1.500e-02, eta: 7:23:38, time: 2.130, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7225, prec@thr=0.5: 0.7941, recall@top3: 0.8191, prec@top3: 0.6609, recall@top5: 0.9365, prec@top5: 0.4654, loss: 0.0357, grad_norm: 0.1378 2021-03-02 09:05:04,514 - mmaction - INFO - Epoch [14][1300/1921] lr: 1.500e-02, eta: 7:22:54, time: 2.194, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7951, recall@top3: 0.8252, prec@top3: 0.6742, recall@top5: 0.9415, prec@top5: 0.4723, loss: 0.0352, grad_norm: 0.1302 2021-03-02 09:05:47,812 - mmaction - INFO - Epoch [14][1320/1921] lr: 1.500e-02, eta: 7:22:10, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7166, prec@thr=0.5: 0.7910, recall@top3: 0.8206, prec@top3: 0.6678, recall@top5: 0.9371, prec@top5: 0.4690, loss: 0.0358, grad_norm: 0.1316 2021-03-02 09:06:31,017 - mmaction - INFO - Epoch [14][1340/1921] lr: 1.500e-02, eta: 7:21:26, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7280, prec@thr=0.5: 0.8009, recall@top3: 0.8299, prec@top3: 0.6717, recall@top5: 0.9401, prec@top5: 0.4660, loss: 0.0347, grad_norm: 0.1379 2021-03-02 09:07:14,629 - mmaction - INFO - Epoch [14][1360/1921] lr: 1.500e-02, eta: 7:20:42, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7204, prec@thr=0.5: 0.7925, recall@top3: 0.8229, prec@top3: 0.6740, recall@top5: 0.9389, prec@top5: 0.4731, loss: 0.0355, grad_norm: 0.1327 2021-03-02 09:07:57,881 - mmaction - INFO - Epoch [14][1380/1921] lr: 1.500e-02, eta: 7:19:58, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7171, prec@thr=0.5: 0.7899, recall@top3: 0.8203, prec@top3: 0.6705, recall@top5: 0.9410, prec@top5: 0.4727, loss: 0.0357, grad_norm: 0.1376 2021-03-02 09:08:40,807 - mmaction - INFO - Epoch [14][1400/1921] lr: 1.500e-02, eta: 7:19:14, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7137, prec@thr=0.5: 0.7978, recall@top3: 0.8262, prec@top3: 0.6722, recall@top5: 0.9424, prec@top5: 0.4707, loss: 0.0356, grad_norm: 0.1371 2021-03-02 09:09:24,029 - mmaction - INFO - Epoch [14][1420/1921] lr: 1.500e-02, eta: 7:18:30, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7243, prec@thr=0.5: 0.7952, recall@top3: 0.8240, prec@top3: 0.6794, recall@top5: 0.9403, prec@top5: 0.4757, loss: 0.0357, grad_norm: 0.1373 2021-03-02 09:10:07,430 - mmaction - INFO - Epoch [14][1440/1921] lr: 1.500e-02, eta: 7:17:46, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7334, prec@thr=0.5: 0.8032, recall@top3: 0.8321, prec@top3: 0.6872, recall@top5: 0.9431, prec@top5: 0.4783, loss: 0.0343, grad_norm: 0.1331 2021-03-02 09:10:50,787 - mmaction - INFO - Epoch [14][1460/1921] lr: 1.500e-02, eta: 7:17:02, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.7937, recall@top3: 0.8232, prec@top3: 0.6687, recall@top5: 0.9387, prec@top5: 0.4682, loss: 0.0349, grad_norm: 0.1345 2021-03-02 09:11:34,903 - mmaction - INFO - Epoch [14][1480/1921] lr: 1.500e-02, eta: 7:16:19, time: 2.206, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7140, prec@thr=0.5: 0.7877, recall@top3: 0.8186, prec@top3: 0.6700, recall@top5: 0.9383, prec@top5: 0.4711, loss: 0.0356, grad_norm: 0.1385 2021-03-02 09:12:18,483 - mmaction - INFO - Epoch [14][1500/1921] lr: 1.500e-02, eta: 7:15:35, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7227, prec@thr=0.5: 0.7943, recall@top3: 0.8157, prec@top3: 0.6804, recall@top5: 0.9374, prec@top5: 0.4812, loss: 0.0356, grad_norm: 0.1329 2021-03-02 09:13:00,907 - mmaction - INFO - Epoch [14][1520/1921] lr: 1.500e-02, eta: 7:14:51, time: 2.121, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7324, prec@thr=0.5: 0.7991, recall@top3: 0.8237, prec@top3: 0.6761, recall@top5: 0.9397, prec@top5: 0.4744, loss: 0.0352, grad_norm: 0.1416 2021-03-02 09:13:44,023 - mmaction - INFO - Epoch [14][1540/1921] lr: 1.500e-02, eta: 7:14:07, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7266, prec@thr=0.5: 0.7979, recall@top3: 0.8199, prec@top3: 0.6828, recall@top5: 0.9374, prec@top5: 0.4796, loss: 0.0356, grad_norm: 0.1355 2021-03-02 09:14:27,926 - mmaction - INFO - Epoch [14][1560/1921] lr: 1.500e-02, eta: 7:13:23, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0366, recall@thr=0.5: 0.7062, prec@thr=0.5: 0.7825, recall@top3: 0.8199, prec@top3: 0.6699, recall@top5: 0.9374, prec@top5: 0.4706, loss: 0.0366, grad_norm: 0.1377 2021-03-02 09:15:10,332 - mmaction - INFO - Epoch [14][1580/1921] lr: 1.500e-02, eta: 7:12:39, time: 2.120, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.7887, recall@top3: 0.8261, prec@top3: 0.6590, recall@top5: 0.9387, prec@top5: 0.4607, loss: 0.0350, grad_norm: 0.1393 2021-03-02 09:15:54,291 - mmaction - INFO - Epoch [14][1600/1921] lr: 1.500e-02, eta: 7:11:55, time: 2.198, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7186, prec@thr=0.5: 0.8040, recall@top3: 0.8261, prec@top3: 0.6755, recall@top5: 0.9403, prec@top5: 0.4737, loss: 0.0355, grad_norm: 0.1344 2021-03-02 09:16:37,527 - mmaction - INFO - Epoch [14][1620/1921] lr: 1.500e-02, eta: 7:11:11, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7311, prec@thr=0.5: 0.8005, recall@top3: 0.8311, prec@top3: 0.6780, recall@top5: 0.9385, prec@top5: 0.4694, loss: 0.0349, grad_norm: 0.1318 2021-03-02 09:17:20,574 - mmaction - INFO - Epoch [14][1640/1921] lr: 1.500e-02, eta: 7:10:27, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7158, prec@thr=0.5: 0.7923, recall@top3: 0.8229, prec@top3: 0.6749, recall@top5: 0.9407, prec@top5: 0.4722, loss: 0.0357, grad_norm: 0.1341 2021-03-02 09:18:03,073 - mmaction - INFO - Epoch [14][1660/1921] lr: 1.500e-02, eta: 7:09:43, time: 2.125, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7949, recall@top3: 0.8241, prec@top3: 0.6640, recall@top5: 0.9383, prec@top5: 0.4650, loss: 0.0352, grad_norm: 0.1347 2021-03-02 09:18:46,164 - mmaction - INFO - Epoch [14][1680/1921] lr: 1.500e-02, eta: 7:08:59, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7218, prec@thr=0.5: 0.7928, recall@top3: 0.8217, prec@top3: 0.6589, recall@top5: 0.9360, prec@top5: 0.4617, loss: 0.0353, grad_norm: 0.1362 2021-03-02 09:19:28,928 - mmaction - INFO - Epoch [14][1700/1921] lr: 1.500e-02, eta: 7:08:14, time: 2.138, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7139, prec@thr=0.5: 0.8003, recall@top3: 0.8156, prec@top3: 0.6753, recall@top5: 0.9374, prec@top5: 0.4771, loss: 0.0362, grad_norm: 0.1356 2021-03-02 09:20:12,016 - mmaction - INFO - Epoch [14][1720/1921] lr: 1.500e-02, eta: 7:07:30, time: 2.155, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.7051, prec@thr=0.5: 0.7756, recall@top3: 0.8210, prec@top3: 0.6670, recall@top5: 0.9383, prec@top5: 0.4677, loss: 0.0365, grad_norm: 0.1361 2021-03-02 09:20:55,509 - mmaction - INFO - Epoch [14][1740/1921] lr: 1.500e-02, eta: 7:06:47, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7264, prec@thr=0.5: 0.8024, recall@top3: 0.8270, prec@top3: 0.6723, recall@top5: 0.9395, prec@top5: 0.4691, loss: 0.0348, grad_norm: 0.1312 2021-03-02 09:21:38,978 - mmaction - INFO - Epoch [14][1760/1921] lr: 1.500e-02, eta: 7:06:03, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.7991, recall@top3: 0.8269, prec@top3: 0.6781, recall@top5: 0.9439, prec@top5: 0.4763, loss: 0.0348, grad_norm: 0.1338 2021-03-02 09:22:22,292 - mmaction - INFO - Epoch [14][1780/1921] lr: 1.500e-02, eta: 7:05:19, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7896, recall@top3: 0.8194, prec@top3: 0.6694, recall@top5: 0.9375, prec@top5: 0.4705, loss: 0.0364, grad_norm: 0.1395 2021-03-02 09:23:05,655 - mmaction - INFO - Epoch [14][1800/1921] lr: 1.500e-02, eta: 7:04:35, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7124, prec@thr=0.5: 0.7922, recall@top3: 0.8218, prec@top3: 0.6786, recall@top5: 0.9405, prec@top5: 0.4763, loss: 0.0353, grad_norm: 0.1373 2021-03-02 09:23:47,856 - mmaction - INFO - Epoch [14][1820/1921] lr: 1.500e-02, eta: 7:03:50, time: 2.110, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.7947, recall@top3: 0.8294, prec@top3: 0.6620, recall@top5: 0.9377, prec@top5: 0.4594, loss: 0.0347, grad_norm: 0.1351 2021-03-02 09:24:31,551 - mmaction - INFO - Epoch [14][1840/1921] lr: 1.500e-02, eta: 7:03:07, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7063, prec@thr=0.5: 0.7841, recall@top3: 0.8143, prec@top3: 0.6758, recall@top5: 0.9382, prec@top5: 0.4770, loss: 0.0361, grad_norm: 0.1368 2021-03-02 09:25:14,133 - mmaction - INFO - Epoch [14][1860/1921] lr: 1.500e-02, eta: 7:02:22, time: 2.129, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7815, recall@top3: 0.8179, prec@top3: 0.6592, recall@top5: 0.9337, prec@top5: 0.4629, loss: 0.0363, grad_norm: 0.1402 2021-03-02 09:25:57,274 - mmaction - INFO - Epoch [14][1880/1921] lr: 1.500e-02, eta: 7:01:38, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7936, recall@top3: 0.8213, prec@top3: 0.6721, recall@top5: 0.9401, prec@top5: 0.4726, loss: 0.0356, grad_norm: 0.1340 2021-03-02 09:26:40,416 - mmaction - INFO - Epoch [14][1900/1921] lr: 1.500e-02, eta: 7:00:54, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7074, prec@thr=0.5: 0.7770, recall@top3: 0.8160, prec@top3: 0.6601, recall@top5: 0.9352, prec@top5: 0.4644, loss: 0.0363, grad_norm: 0.1372 2021-03-02 09:27:23,021 - mmaction - INFO - Epoch [14][1920/1921] lr: 1.500e-02, eta: 7:00:10, time: 2.130, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7266, prec@thr=0.5: 0.7950, recall@top3: 0.8291, prec@top3: 0.6764, recall@top5: 0.9415, prec@top5: 0.4721, loss: 0.0345, grad_norm: 0.1292 2021-03-02 09:27:27,149 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-03-02 09:38:23,375 - mmaction - INFO - Evaluating mAP ... 2021-03-02 09:46:55,558 - mmaction - INFO - mAP@0.5IOU 0.1994 2021-03-02 09:46:56,833 - mmaction - INFO - Epoch(val) [14][1921] mAP@0.5IOU: 0.1994 2021-03-02 09:48:30,136 - mmaction - INFO - Epoch [15][20/1921] lr: 1.500e-02, eta: 6:59:44, time: 4.662, data_time: 2.541, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7300, prec@thr=0.5: 0.8041, recall@top3: 0.8291, prec@top3: 0.6704, recall@top5: 0.9401, prec@top5: 0.4681, loss: 0.0345, grad_norm: 0.1315 2021-03-02 09:49:12,915 - mmaction - INFO - Epoch [15][40/1921] lr: 1.500e-02, eta: 6:59:00, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.8009, recall@top3: 0.8240, prec@top3: 0.6779, recall@top5: 0.9371, prec@top5: 0.4741, loss: 0.0350, grad_norm: 0.1336 2021-03-02 09:49:56,820 - mmaction - INFO - Epoch [15][60/1921] lr: 1.500e-02, eta: 6:58:17, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7171, prec@thr=0.5: 0.7892, recall@top3: 0.8243, prec@top3: 0.6706, recall@top5: 0.9381, prec@top5: 0.4681, loss: 0.0355, grad_norm: 0.1389 2021-03-02 09:50:40,584 - mmaction - INFO - Epoch [15][80/1921] lr: 1.500e-02, eta: 6:57:33, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7945, recall@top3: 0.8206, prec@top3: 0.6764, recall@top5: 0.9387, prec@top5: 0.4755, loss: 0.0357, grad_norm: 0.1367 2021-03-02 09:51:24,180 - mmaction - INFO - Epoch [15][100/1921] lr: 1.500e-02, eta: 6:56:49, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7907, recall@top3: 0.8209, prec@top3: 0.6770, recall@top5: 0.9388, prec@top5: 0.4755, loss: 0.0357, grad_norm: 0.1358 2021-03-02 09:52:07,790 - mmaction - INFO - Epoch [15][120/1921] lr: 1.500e-02, eta: 6:56:05, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7221, prec@thr=0.5: 0.8028, recall@top3: 0.8263, prec@top3: 0.6715, recall@top5: 0.9440, prec@top5: 0.4719, loss: 0.0345, grad_norm: 0.1312 2021-03-02 09:52:51,117 - mmaction - INFO - Epoch [15][140/1921] lr: 1.500e-02, eta: 6:55:21, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7239, prec@thr=0.5: 0.7881, recall@top3: 0.8250, prec@top3: 0.6720, recall@top5: 0.9404, prec@top5: 0.4698, loss: 0.0347, grad_norm: 0.1347 2021-03-02 09:53:34,143 - mmaction - INFO - Epoch [15][160/1921] lr: 1.500e-02, eta: 6:54:37, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7048, prec@thr=0.5: 0.7837, recall@top3: 0.8225, prec@top3: 0.6610, recall@top5: 0.9350, prec@top5: 0.4606, loss: 0.0358, grad_norm: 0.1433 2021-03-02 09:54:17,270 - mmaction - INFO - Epoch [15][180/1921] lr: 1.500e-02, eta: 6:53:53, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7962, recall@top3: 0.8228, prec@top3: 0.6764, recall@top5: 0.9346, prec@top5: 0.4719, loss: 0.0356, grad_norm: 0.1375 2021-03-02 09:55:00,589 - mmaction - INFO - Epoch [15][200/1921] lr: 1.500e-02, eta: 6:53:09, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7263, prec@thr=0.5: 0.8081, recall@top3: 0.8298, prec@top3: 0.6778, recall@top5: 0.9433, prec@top5: 0.4742, loss: 0.0344, grad_norm: 0.1363 2021-03-02 09:55:44,008 - mmaction - INFO - Epoch [15][220/1921] lr: 1.500e-02, eta: 6:52:25, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.7864, recall@top3: 0.8277, prec@top3: 0.6660, recall@top5: 0.9416, prec@top5: 0.4647, loss: 0.0350, grad_norm: 0.1344 2021-03-02 09:56:27,556 - mmaction - INFO - Epoch [15][240/1921] lr: 1.500e-02, eta: 6:51:41, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7234, prec@thr=0.5: 0.7971, recall@top3: 0.8211, prec@top3: 0.6739, recall@top5: 0.9417, prec@top5: 0.4760, loss: 0.0354, grad_norm: 0.1388 2021-03-02 09:57:10,833 - mmaction - INFO - Epoch [15][260/1921] lr: 1.500e-02, eta: 6:50:57, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7233, prec@thr=0.5: 0.8000, recall@top3: 0.8255, prec@top3: 0.6713, recall@top5: 0.9394, prec@top5: 0.4711, loss: 0.0350, grad_norm: 0.1352 2021-03-02 09:57:55,190 - mmaction - INFO - Epoch [15][280/1921] lr: 1.500e-02, eta: 6:50:14, time: 2.218, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7280, prec@thr=0.5: 0.8040, recall@top3: 0.8286, prec@top3: 0.6729, recall@top5: 0.9438, prec@top5: 0.4718, loss: 0.0343, grad_norm: 0.1334 2021-03-02 09:58:38,689 - mmaction - INFO - Epoch [15][300/1921] lr: 1.500e-02, eta: 6:49:30, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7913, recall@top3: 0.8262, prec@top3: 0.6739, recall@top5: 0.9425, prec@top5: 0.4728, loss: 0.0353, grad_norm: 0.1368 2021-03-02 09:59:21,873 - mmaction - INFO - Epoch [15][320/1921] lr: 1.500e-02, eta: 6:48:46, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.7963, recall@top3: 0.8237, prec@top3: 0.6748, recall@top5: 0.9400, prec@top5: 0.4732, loss: 0.0351, grad_norm: 0.1354 2021-03-02 10:00:06,038 - mmaction - INFO - Epoch [15][340/1921] lr: 1.500e-02, eta: 6:48:02, time: 2.208, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7249, prec@thr=0.5: 0.7917, recall@top3: 0.8221, prec@top3: 0.6765, recall@top5: 0.9395, prec@top5: 0.4744, loss: 0.0353, grad_norm: 0.1345 2021-03-02 10:00:49,475 - mmaction - INFO - Epoch [15][360/1921] lr: 1.500e-02, eta: 6:47:18, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7177, prec@thr=0.5: 0.7958, recall@top3: 0.8223, prec@top3: 0.6691, recall@top5: 0.9384, prec@top5: 0.4688, loss: 0.0350, grad_norm: 0.1363 2021-03-02 10:01:32,618 - mmaction - INFO - Epoch [15][380/1921] lr: 1.500e-02, eta: 6:46:34, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7241, prec@thr=0.5: 0.7962, recall@top3: 0.8222, prec@top3: 0.6629, recall@top5: 0.9396, prec@top5: 0.4670, loss: 0.0357, grad_norm: 0.1414 2021-03-02 10:02:16,036 - mmaction - INFO - Epoch [15][400/1921] lr: 1.500e-02, eta: 6:45:50, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7165, prec@thr=0.5: 0.7919, recall@top3: 0.8179, prec@top3: 0.6723, recall@top5: 0.9381, prec@top5: 0.4738, loss: 0.0354, grad_norm: 0.1363 2021-03-02 10:02:59,252 - mmaction - INFO - Epoch [15][420/1921] lr: 1.500e-02, eta: 6:45:06, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7254, prec@thr=0.5: 0.7978, recall@top3: 0.8275, prec@top3: 0.6759, recall@top5: 0.9420, prec@top5: 0.4725, loss: 0.0345, grad_norm: 0.1369 2021-03-02 10:03:42,906 - mmaction - INFO - Epoch [15][440/1921] lr: 1.500e-02, eta: 6:44:22, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7244, prec@thr=0.5: 0.7972, recall@top3: 0.8255, prec@top3: 0.6720, recall@top5: 0.9417, prec@top5: 0.4705, loss: 0.0349, grad_norm: 0.1404 2021-03-02 10:04:26,651 - mmaction - INFO - Epoch [15][460/1921] lr: 1.500e-02, eta: 6:43:39, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0334, recall@thr=0.5: 0.7359, prec@thr=0.5: 0.8060, recall@top3: 0.8352, prec@top3: 0.6839, recall@top5: 0.9454, prec@top5: 0.4755, loss: 0.0334, grad_norm: 0.1355 2021-03-02 10:05:11,133 - mmaction - INFO - Epoch [15][480/1921] lr: 1.500e-02, eta: 6:42:55, time: 2.224, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7159, prec@thr=0.5: 0.7885, recall@top3: 0.8158, prec@top3: 0.6653, recall@top5: 0.9402, prec@top5: 0.4712, loss: 0.0354, grad_norm: 0.1401 2021-03-02 10:05:54,252 - mmaction - INFO - Epoch [15][500/1921] lr: 1.500e-02, eta: 6:42:11, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7946, recall@top3: 0.8225, prec@top3: 0.6753, recall@top5: 0.9415, prec@top5: 0.4752, loss: 0.0354, grad_norm: 0.1419 2021-03-02 10:06:37,024 - mmaction - INFO - Epoch [15][520/1921] lr: 1.500e-02, eta: 6:41:27, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7266, prec@thr=0.5: 0.7963, recall@top3: 0.8251, prec@top3: 0.6715, recall@top5: 0.9355, prec@top5: 0.4678, loss: 0.0351, grad_norm: 0.1367 2021-03-02 10:07:20,566 - mmaction - INFO - Epoch [15][540/1921] lr: 1.500e-02, eta: 6:40:43, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7192, prec@thr=0.5: 0.8019, recall@top3: 0.8238, prec@top3: 0.6716, recall@top5: 0.9436, prec@top5: 0.4728, loss: 0.0349, grad_norm: 0.1363 2021-03-02 10:08:03,879 - mmaction - INFO - Epoch [15][560/1921] lr: 1.500e-02, eta: 6:39:59, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.8029, recall@top3: 0.8269, prec@top3: 0.6796, recall@top5: 0.9435, prec@top5: 0.4767, loss: 0.0344, grad_norm: 0.1398 2021-03-02 10:08:46,922 - mmaction - INFO - Epoch [15][580/1921] lr: 1.500e-02, eta: 6:39:15, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7236, prec@thr=0.5: 0.7956, recall@top3: 0.8280, prec@top3: 0.6642, recall@top5: 0.9417, prec@top5: 0.4639, loss: 0.0344, grad_norm: 0.1373 2021-03-02 10:09:30,161 - mmaction - INFO - Epoch [15][600/1921] lr: 1.500e-02, eta: 6:38:31, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7953, recall@top3: 0.8291, prec@top3: 0.6645, recall@top5: 0.9420, prec@top5: 0.4643, loss: 0.0345, grad_norm: 0.1389 2021-03-02 10:10:13,725 - mmaction - INFO - Epoch [15][620/1921] lr: 1.500e-02, eta: 6:37:47, time: 2.178, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.7969, recall@top3: 0.8229, prec@top3: 0.6740, recall@top5: 0.9428, prec@top5: 0.4742, loss: 0.0350, grad_norm: 0.1391 2021-03-02 10:10:57,553 - mmaction - INFO - Epoch [15][640/1921] lr: 1.500e-02, eta: 6:37:04, time: 2.191, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.8010, recall@top3: 0.8319, prec@top3: 0.6768, recall@top5: 0.9420, prec@top5: 0.4710, loss: 0.0351, grad_norm: 0.1377 2021-03-02 10:11:41,023 - mmaction - INFO - Epoch [15][660/1921] lr: 1.500e-02, eta: 6:36:20, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7171, prec@thr=0.5: 0.7906, recall@top3: 0.8221, prec@top3: 0.6665, recall@top5: 0.9390, prec@top5: 0.4661, loss: 0.0356, grad_norm: 0.1402 2021-03-02 10:12:24,041 - mmaction - INFO - Epoch [15][680/1921] lr: 1.500e-02, eta: 6:35:36, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7172, prec@thr=0.5: 0.7933, recall@top3: 0.8213, prec@top3: 0.6692, recall@top5: 0.9391, prec@top5: 0.4703, loss: 0.0353, grad_norm: 0.1412 2021-03-02 10:13:07,734 - mmaction - INFO - Epoch [15][700/1921] lr: 1.500e-02, eta: 6:34:52, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7273, prec@thr=0.5: 0.7935, recall@top3: 0.8300, prec@top3: 0.6681, recall@top5: 0.9465, prec@top5: 0.4680, loss: 0.0345, grad_norm: 0.1332 2021-03-02 10:13:50,301 - mmaction - INFO - Epoch [15][720/1921] lr: 1.500e-02, eta: 6:34:08, time: 2.128, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7258, prec@thr=0.5: 0.7975, recall@top3: 0.8289, prec@top3: 0.6726, recall@top5: 0.9416, prec@top5: 0.4698, loss: 0.0345, grad_norm: 0.1388 2021-03-02 10:14:34,264 - mmaction - INFO - Epoch [15][740/1921] lr: 1.500e-02, eta: 6:33:24, time: 2.198, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7248, prec@thr=0.5: 0.8057, recall@top3: 0.8349, prec@top3: 0.6779, recall@top5: 0.9467, prec@top5: 0.4724, loss: 0.0342, grad_norm: 0.1374 2021-03-02 10:15:17,417 - mmaction - INFO - Epoch [15][760/1921] lr: 1.500e-02, eta: 6:32:40, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.7928, recall@top3: 0.8242, prec@top3: 0.6705, recall@top5: 0.9368, prec@top5: 0.4683, loss: 0.0359, grad_norm: 0.1413 2021-03-02 10:16:00,105 - mmaction - INFO - Epoch [15][780/1921] lr: 1.500e-02, eta: 6:31:56, time: 2.134, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7258, prec@thr=0.5: 0.8007, recall@top3: 0.8305, prec@top3: 0.6779, recall@top5: 0.9453, prec@top5: 0.4740, loss: 0.0345, grad_norm: 0.1385 2021-03-02 10:16:43,419 - mmaction - INFO - Epoch [15][800/1921] lr: 1.500e-02, eta: 6:31:12, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7126, prec@thr=0.5: 0.7925, recall@top3: 0.8211, prec@top3: 0.6744, recall@top5: 0.9428, prec@top5: 0.4756, loss: 0.0353, grad_norm: 0.1399 2021-03-02 10:17:26,357 - mmaction - INFO - Epoch [15][820/1921] lr: 1.500e-02, eta: 6:30:28, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7161, prec@thr=0.5: 0.7900, recall@top3: 0.8175, prec@top3: 0.6692, recall@top5: 0.9334, prec@top5: 0.4687, loss: 0.0361, grad_norm: 0.1396 2021-03-02 10:18:09,653 - mmaction - INFO - Epoch [15][840/1921] lr: 1.500e-02, eta: 6:29:44, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7173, prec@thr=0.5: 0.7853, recall@top3: 0.8208, prec@top3: 0.6676, recall@top5: 0.9422, prec@top5: 0.4706, loss: 0.0350, grad_norm: 0.1354 2021-03-02 10:18:52,461 - mmaction - INFO - Epoch [15][860/1921] lr: 1.500e-02, eta: 6:29:00, time: 2.140, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7175, prec@thr=0.5: 0.7905, recall@top3: 0.8214, prec@top3: 0.6672, recall@top5: 0.9363, prec@top5: 0.4670, loss: 0.0355, grad_norm: 0.1408 2021-03-02 10:19:36,013 - mmaction - INFO - Epoch [15][880/1921] lr: 1.500e-02, eta: 6:28:16, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0366, recall@thr=0.5: 0.7063, prec@thr=0.5: 0.7888, recall@top3: 0.8223, prec@top3: 0.6710, recall@top5: 0.9381, prec@top5: 0.4698, loss: 0.0366, grad_norm: 0.1336 2021-03-02 10:20:19,284 - mmaction - INFO - Epoch [15][900/1921] lr: 1.500e-02, eta: 6:27:32, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.7895, recall@top3: 0.8233, prec@top3: 0.6687, recall@top5: 0.9376, prec@top5: 0.4690, loss: 0.0353, grad_norm: 0.1362 2021-03-02 10:21:02,927 - mmaction - INFO - Epoch [15][920/1921] lr: 1.500e-02, eta: 6:26:48, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7116, prec@thr=0.5: 0.7897, recall@top3: 0.8223, prec@top3: 0.6643, recall@top5: 0.9377, prec@top5: 0.4651, loss: 0.0356, grad_norm: 0.1364 2021-03-02 10:21:45,738 - mmaction - INFO - Epoch [15][940/1921] lr: 1.500e-02, eta: 6:26:04, time: 2.140, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7291, prec@thr=0.5: 0.8030, recall@top3: 0.8301, prec@top3: 0.6854, recall@top5: 0.9451, prec@top5: 0.4795, loss: 0.0341, grad_norm: 0.1385 2021-03-02 10:22:28,281 - mmaction - INFO - Epoch [15][960/1921] lr: 1.500e-02, eta: 6:25:20, time: 2.127, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7077, prec@thr=0.5: 0.7863, recall@top3: 0.8153, prec@top3: 0.6692, recall@top5: 0.9377, prec@top5: 0.4721, loss: 0.0359, grad_norm: 0.1401 2021-03-02 10:23:12,101 - mmaction - INFO - Epoch [15][980/1921] lr: 1.500e-02, eta: 6:24:36, time: 2.191, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7316, prec@thr=0.5: 0.7945, recall@top3: 0.8230, prec@top3: 0.6748, recall@top5: 0.9409, prec@top5: 0.4742, loss: 0.0348, grad_norm: 0.1344 2021-03-02 10:23:54,795 - mmaction - INFO - Epoch [15][1000/1921] lr: 1.500e-02, eta: 6:23:52, time: 2.135, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.8036, recall@top3: 0.8312, prec@top3: 0.6758, recall@top5: 0.9403, prec@top5: 0.4704, loss: 0.0344, grad_norm: 0.1355 2021-03-02 10:24:37,605 - mmaction - INFO - Epoch [15][1020/1921] lr: 1.500e-02, eta: 6:23:08, time: 2.140, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7263, prec@thr=0.5: 0.7962, recall@top3: 0.8257, prec@top3: 0.6753, recall@top5: 0.9429, prec@top5: 0.4747, loss: 0.0352, grad_norm: 0.1393 2021-03-02 10:25:20,942 - mmaction - INFO - Epoch [15][1040/1921] lr: 1.500e-02, eta: 6:22:24, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7335, prec@thr=0.5: 0.8035, recall@top3: 0.8319, prec@top3: 0.6837, recall@top5: 0.9418, prec@top5: 0.4745, loss: 0.0344, grad_norm: 0.1354 2021-03-02 10:26:04,242 - mmaction - INFO - Epoch [15][1060/1921] lr: 1.500e-02, eta: 6:21:40, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7174, prec@thr=0.5: 0.8005, recall@top3: 0.8255, prec@top3: 0.6772, recall@top5: 0.9408, prec@top5: 0.4743, loss: 0.0351, grad_norm: 0.1357 2021-03-02 10:26:47,473 - mmaction - INFO - Epoch [15][1080/1921] lr: 1.500e-02, eta: 6:20:56, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7262, prec@thr=0.5: 0.7978, recall@top3: 0.8282, prec@top3: 0.6755, recall@top5: 0.9423, prec@top5: 0.4724, loss: 0.0346, grad_norm: 0.1368 2021-03-02 10:27:30,292 - mmaction - INFO - Epoch [15][1100/1921] lr: 1.500e-02, eta: 6:20:12, time: 2.141, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.7909, recall@top3: 0.8228, prec@top3: 0.6688, recall@top5: 0.9366, prec@top5: 0.4676, loss: 0.0353, grad_norm: 0.1379 2021-03-02 10:28:13,530 - mmaction - INFO - Epoch [15][1120/1921] lr: 1.500e-02, eta: 6:19:28, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7240, prec@thr=0.5: 0.7982, recall@top3: 0.8293, prec@top3: 0.6752, recall@top5: 0.9422, prec@top5: 0.4722, loss: 0.0349, grad_norm: 0.1385 2021-03-02 10:28:56,294 - mmaction - INFO - Epoch [15][1140/1921] lr: 1.500e-02, eta: 6:18:44, time: 2.138, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7242, prec@thr=0.5: 0.8013, recall@top3: 0.8299, prec@top3: 0.6809, recall@top5: 0.9447, prec@top5: 0.4757, loss: 0.0346, grad_norm: 0.1333 2021-03-02 10:29:39,513 - mmaction - INFO - Epoch [15][1160/1921] lr: 1.500e-02, eta: 6:18:00, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7320, prec@thr=0.5: 0.8047, recall@top3: 0.8304, prec@top3: 0.6790, recall@top5: 0.9458, prec@top5: 0.4750, loss: 0.0344, grad_norm: 0.1369 2021-03-02 10:30:23,414 - mmaction - INFO - Epoch [15][1180/1921] lr: 1.500e-02, eta: 6:17:16, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7268, prec@thr=0.5: 0.7961, recall@top3: 0.8249, prec@top3: 0.6809, recall@top5: 0.9391, prec@top5: 0.4766, loss: 0.0349, grad_norm: 0.1404 2021-03-02 10:31:07,325 - mmaction - INFO - Epoch [15][1200/1921] lr: 1.500e-02, eta: 6:16:32, time: 2.196, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7274, prec@thr=0.5: 0.8011, recall@top3: 0.8300, prec@top3: 0.6783, recall@top5: 0.9441, prec@top5: 0.4736, loss: 0.0346, grad_norm: 0.1364 2021-03-02 10:31:50,551 - mmaction - INFO - Epoch [15][1220/1921] lr: 1.500e-02, eta: 6:15:48, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7346, prec@thr=0.5: 0.8014, recall@top3: 0.8274, prec@top3: 0.6835, recall@top5: 0.9451, prec@top5: 0.4804, loss: 0.0346, grad_norm: 0.1396 2021-03-02 10:32:33,600 - mmaction - INFO - Epoch [15][1240/1921] lr: 1.500e-02, eta: 6:15:04, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.7948, recall@top3: 0.8228, prec@top3: 0.6743, recall@top5: 0.9365, prec@top5: 0.4711, loss: 0.0356, grad_norm: 0.1405 2021-03-02 10:33:17,147 - mmaction - INFO - Epoch [15][1260/1921] lr: 1.500e-02, eta: 6:14:20, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7290, prec@thr=0.5: 0.8052, recall@top3: 0.8297, prec@top3: 0.6796, recall@top5: 0.9462, prec@top5: 0.4764, loss: 0.0342, grad_norm: 0.1375 2021-03-02 10:34:00,651 - mmaction - INFO - Epoch [15][1280/1921] lr: 1.500e-02, eta: 6:13:36, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7287, prec@thr=0.5: 0.7982, recall@top3: 0.8261, prec@top3: 0.6751, recall@top5: 0.9412, prec@top5: 0.4731, loss: 0.0344, grad_norm: 0.1343 2021-03-02 10:34:44,641 - mmaction - INFO - Epoch [15][1300/1921] lr: 1.500e-02, eta: 6:12:53, time: 2.199, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7052, prec@thr=0.5: 0.7949, recall@top3: 0.8150, prec@top3: 0.6676, recall@top5: 0.9360, prec@top5: 0.4712, loss: 0.0359, grad_norm: 0.1385 2021-03-02 10:35:28,265 - mmaction - INFO - Epoch [15][1320/1921] lr: 1.500e-02, eta: 6:12:09, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7315, prec@thr=0.5: 0.7901, recall@top3: 0.8214, prec@top3: 0.6764, recall@top5: 0.9407, prec@top5: 0.4759, loss: 0.0353, grad_norm: 0.1403 2021-03-02 10:36:11,396 - mmaction - INFO - Epoch [15][1340/1921] lr: 1.500e-02, eta: 6:11:25, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7967, recall@top3: 0.8242, prec@top3: 0.6802, recall@top5: 0.9396, prec@top5: 0.4772, loss: 0.0347, grad_norm: 0.1375 2021-03-02 10:36:55,480 - mmaction - INFO - Epoch [15][1360/1921] lr: 1.500e-02, eta: 6:10:41, time: 2.204, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7290, prec@thr=0.5: 0.7904, recall@top3: 0.8216, prec@top3: 0.6742, recall@top5: 0.9356, prec@top5: 0.4718, loss: 0.0356, grad_norm: 0.1381 2021-03-02 10:37:39,110 - mmaction - INFO - Epoch [15][1380/1921] lr: 1.500e-02, eta: 6:09:58, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7093, prec@thr=0.5: 0.7839, recall@top3: 0.8176, prec@top3: 0.6669, recall@top5: 0.9377, prec@top5: 0.4704, loss: 0.0361, grad_norm: 0.1417 2021-03-02 10:38:22,364 - mmaction - INFO - Epoch [15][1400/1921] lr: 1.500e-02, eta: 6:09:14, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7882, recall@top3: 0.8232, prec@top3: 0.6722, recall@top5: 0.9397, prec@top5: 0.4716, loss: 0.0356, grad_norm: 0.1368 2021-03-02 10:39:05,750 - mmaction - INFO - Epoch [15][1420/1921] lr: 1.500e-02, eta: 6:08:30, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7237, prec@thr=0.5: 0.8000, recall@top3: 0.8320, prec@top3: 0.6795, recall@top5: 0.9396, prec@top5: 0.4707, loss: 0.0347, grad_norm: 0.1354 2021-03-02 10:39:49,284 - mmaction - INFO - Epoch [15][1440/1921] lr: 1.500e-02, eta: 6:07:46, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0366, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7810, recall@top3: 0.8088, prec@top3: 0.6721, recall@top5: 0.9375, prec@top5: 0.4771, loss: 0.0366, grad_norm: 0.1454 2021-03-02 10:40:31,602 - mmaction - INFO - Epoch [15][1460/1921] lr: 1.500e-02, eta: 6:07:02, time: 2.116, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7128, prec@thr=0.5: 0.7964, recall@top3: 0.8246, prec@top3: 0.6628, recall@top5: 0.9367, prec@top5: 0.4617, loss: 0.0358, grad_norm: 0.1405 2021-03-02 10:41:14,204 - mmaction - INFO - Epoch [15][1480/1921] lr: 1.500e-02, eta: 6:06:17, time: 2.130, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7994, recall@top3: 0.8280, prec@top3: 0.6762, recall@top5: 0.9397, prec@top5: 0.4726, loss: 0.0352, grad_norm: 0.1372 2021-03-02 10:41:57,439 - mmaction - INFO - Epoch [15][1500/1921] lr: 1.500e-02, eta: 6:05:34, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7308, prec@thr=0.5: 0.7946, recall@top3: 0.8247, prec@top3: 0.6728, recall@top5: 0.9400, prec@top5: 0.4723, loss: 0.0352, grad_norm: 0.1415 2021-03-02 10:42:40,422 - mmaction - INFO - Epoch [15][1520/1921] lr: 1.500e-02, eta: 6:04:50, time: 2.149, data_time: 0.002, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7263, prec@thr=0.5: 0.8010, recall@top3: 0.8285, prec@top3: 0.6722, recall@top5: 0.9433, prec@top5: 0.4696, loss: 0.0346, grad_norm: 0.1401 2021-03-02 10:43:24,235 - mmaction - INFO - Epoch [15][1540/1921] lr: 1.500e-02, eta: 6:04:06, time: 2.191, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7182, prec@thr=0.5: 0.7870, recall@top3: 0.8245, prec@top3: 0.6738, recall@top5: 0.9377, prec@top5: 0.4712, loss: 0.0349, grad_norm: 0.1391 2021-03-02 10:44:07,841 - mmaction - INFO - Epoch [15][1560/1921] lr: 1.500e-02, eta: 6:03:22, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7203, prec@thr=0.5: 0.7939, recall@top3: 0.8194, prec@top3: 0.6647, recall@top5: 0.9381, prec@top5: 0.4671, loss: 0.0356, grad_norm: 0.1401 2021-03-02 10:44:50,823 - mmaction - INFO - Epoch [15][1580/1921] lr: 1.500e-02, eta: 6:02:38, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7917, recall@top3: 0.8228, prec@top3: 0.6649, recall@top5: 0.9367, prec@top5: 0.4644, loss: 0.0352, grad_norm: 0.1388 2021-03-02 10:45:34,199 - mmaction - INFO - Epoch [15][1600/1921] lr: 1.500e-02, eta: 6:01:54, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.8066, recall@top3: 0.8306, prec@top3: 0.6734, recall@top5: 0.9449, prec@top5: 0.4715, loss: 0.0348, grad_norm: 0.1406 2021-03-02 10:46:17,102 - mmaction - INFO - Epoch [15][1620/1921] lr: 1.500e-02, eta: 6:01:10, time: 2.145, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.7940, recall@top3: 0.8221, prec@top3: 0.6758, recall@top5: 0.9394, prec@top5: 0.4738, loss: 0.0356, grad_norm: 0.1407 2021-03-02 10:46:59,543 - mmaction - INFO - Epoch [15][1640/1921] lr: 1.500e-02, eta: 6:00:26, time: 2.122, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7222, prec@thr=0.5: 0.7903, recall@top3: 0.8224, prec@top3: 0.6688, recall@top5: 0.9406, prec@top5: 0.4705, loss: 0.0351, grad_norm: 0.1414 2021-03-02 10:47:43,026 - mmaction - INFO - Epoch [15][1660/1921] lr: 1.500e-02, eta: 5:59:42, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7218, prec@thr=0.5: 0.7974, recall@top3: 0.8229, prec@top3: 0.6721, recall@top5: 0.9407, prec@top5: 0.4722, loss: 0.0356, grad_norm: 0.1395 2021-03-02 10:48:25,810 - mmaction - INFO - Epoch [15][1680/1921] lr: 1.500e-02, eta: 5:58:58, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7237, prec@thr=0.5: 0.7925, recall@top3: 0.8243, prec@top3: 0.6718, recall@top5: 0.9411, prec@top5: 0.4707, loss: 0.0350, grad_norm: 0.1396 2021-03-02 10:49:08,629 - mmaction - INFO - Epoch [15][1700/1921] lr: 1.500e-02, eta: 5:58:14, time: 2.141, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7167, prec@thr=0.5: 0.7917, recall@top3: 0.8259, prec@top3: 0.6702, recall@top5: 0.9419, prec@top5: 0.4693, loss: 0.0348, grad_norm: 0.1365 2021-03-02 10:49:51,856 - mmaction - INFO - Epoch [15][1720/1921] lr: 1.500e-02, eta: 5:57:30, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7267, prec@thr=0.5: 0.7914, recall@top3: 0.8203, prec@top3: 0.6655, recall@top5: 0.9376, prec@top5: 0.4670, loss: 0.0356, grad_norm: 0.1362 2021-03-02 10:50:35,544 - mmaction - INFO - Epoch [15][1740/1921] lr: 1.500e-02, eta: 5:56:46, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7186, prec@thr=0.5: 0.7934, recall@top3: 0.8215, prec@top3: 0.6805, recall@top5: 0.9369, prec@top5: 0.4765, loss: 0.0355, grad_norm: 0.1399 2021-03-02 10:51:19,225 - mmaction - INFO - Epoch [15][1760/1921] lr: 1.500e-02, eta: 5:56:02, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7874, recall@top3: 0.8159, prec@top3: 0.6799, recall@top5: 0.9357, prec@top5: 0.4789, loss: 0.0359, grad_norm: 0.1381 2021-03-02 10:52:02,543 - mmaction - INFO - Epoch [15][1780/1921] lr: 1.500e-02, eta: 5:55:18, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7116, prec@thr=0.5: 0.7910, recall@top3: 0.8192, prec@top3: 0.6730, recall@top5: 0.9376, prec@top5: 0.4740, loss: 0.0362, grad_norm: 0.1390 2021-03-02 10:52:45,007 - mmaction - INFO - Epoch [15][1800/1921] lr: 1.500e-02, eta: 5:54:34, time: 2.123, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7261, prec@thr=0.5: 0.7981, recall@top3: 0.8251, prec@top3: 0.6781, recall@top5: 0.9442, prec@top5: 0.4762, loss: 0.0346, grad_norm: 0.1415 2021-03-02 10:53:28,757 - mmaction - INFO - Epoch [15][1820/1921] lr: 1.500e-02, eta: 5:53:51, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7264, prec@thr=0.5: 0.7977, recall@top3: 0.8233, prec@top3: 0.6756, recall@top5: 0.9378, prec@top5: 0.4737, loss: 0.0355, grad_norm: 0.1362 2021-03-02 10:54:11,610 - mmaction - INFO - Epoch [15][1840/1921] lr: 1.500e-02, eta: 5:53:06, time: 2.143, data_time: 0.001, memory: 8270, loss_action_cls: 0.0367, recall@thr=0.5: 0.7009, prec@thr=0.5: 0.7841, recall@top3: 0.8109, prec@top3: 0.6655, recall@top5: 0.9305, prec@top5: 0.4691, loss: 0.0367, grad_norm: 0.1405 2021-03-02 10:54:54,846 - mmaction - INFO - Epoch [15][1860/1921] lr: 1.500e-02, eta: 5:52:23, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7187, prec@thr=0.5: 0.7859, recall@top3: 0.8253, prec@top3: 0.6742, recall@top5: 0.9368, prec@top5: 0.4696, loss: 0.0351, grad_norm: 0.1400 2021-03-02 10:55:38,986 - mmaction - INFO - Epoch [15][1880/1921] lr: 1.500e-02, eta: 5:51:39, time: 2.207, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7172, prec@thr=0.5: 0.7902, recall@top3: 0.8238, prec@top3: 0.6710, recall@top5: 0.9411, prec@top5: 0.4714, loss: 0.0352, grad_norm: 0.1389 2021-03-02 10:56:22,474 - mmaction - INFO - Epoch [15][1900/1921] lr: 1.500e-02, eta: 5:50:55, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7941, recall@top3: 0.8212, prec@top3: 0.6635, recall@top5: 0.9376, prec@top5: 0.4648, loss: 0.0355, grad_norm: 0.1392 2021-03-02 10:57:05,087 - mmaction - INFO - Epoch [15][1920/1921] lr: 1.500e-02, eta: 5:50:11, time: 2.131, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7180, prec@thr=0.5: 0.7950, recall@top3: 0.8193, prec@top3: 0.6771, recall@top5: 0.9383, prec@top5: 0.4755, loss: 0.0358, grad_norm: 0.1393 2021-03-02 10:57:09,203 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-03-02 11:08:13,063 - mmaction - INFO - Evaluating mAP ... 2021-03-02 11:18:34,192 - mmaction - INFO - mAP@0.5IOU 0.1994 2021-03-02 11:18:35,701 - mmaction - INFO - Epoch(val) [15][1921] mAP@0.5IOU: 0.1994 2021-03-02 11:20:09,351 - mmaction - INFO - Epoch [16][20/1921] lr: 1.500e-03, eta: 5:49:41, time: 4.682, data_time: 2.573, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7980, recall@top3: 0.8250, prec@top3: 0.6773, recall@top5: 0.9457, prec@top5: 0.4774, loss: 0.0352, grad_norm: 0.1371 2021-03-02 11:20:51,336 - mmaction - INFO - Epoch [16][40/1921] lr: 1.500e-03, eta: 5:48:57, time: 2.099, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7254, prec@thr=0.5: 0.7967, recall@top3: 0.8264, prec@top3: 0.6706, recall@top5: 0.9385, prec@top5: 0.4671, loss: 0.0353, grad_norm: 0.1441 2021-03-02 11:21:34,587 - mmaction - INFO - Epoch [16][60/1921] lr: 1.500e-03, eta: 5:48:13, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7192, prec@thr=0.5: 0.7899, recall@top3: 0.8247, prec@top3: 0.6701, recall@top5: 0.9385, prec@top5: 0.4669, loss: 0.0349, grad_norm: 0.1389 2021-03-02 11:22:17,757 - mmaction - INFO - Epoch [16][80/1921] lr: 1.500e-03, eta: 5:47:29, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7257, prec@thr=0.5: 0.7926, recall@top3: 0.8197, prec@top3: 0.6666, recall@top5: 0.9384, prec@top5: 0.4704, loss: 0.0356, grad_norm: 0.1349 2021-03-02 11:23:00,909 - mmaction - INFO - Epoch [16][100/1921] lr: 1.500e-03, eta: 5:46:45, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7257, prec@thr=0.5: 0.8029, recall@top3: 0.8272, prec@top3: 0.6768, recall@top5: 0.9393, prec@top5: 0.4737, loss: 0.0344, grad_norm: 0.1333 2021-03-02 11:23:44,365 - mmaction - INFO - Epoch [16][120/1921] lr: 1.500e-03, eta: 5:46:01, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7946, recall@top3: 0.8229, prec@top3: 0.6714, recall@top5: 0.9414, prec@top5: 0.4714, loss: 0.0353, grad_norm: 0.1350 2021-03-02 11:24:27,377 - mmaction - INFO - Epoch [16][140/1921] lr: 1.500e-03, eta: 5:45:17, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.8020, recall@top3: 0.8212, prec@top3: 0.6743, recall@top5: 0.9380, prec@top5: 0.4745, loss: 0.0354, grad_norm: 0.1353 2021-03-02 11:25:10,335 - mmaction - INFO - Epoch [16][160/1921] lr: 1.500e-03, eta: 5:44:33, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7276, prec@thr=0.5: 0.7998, recall@top3: 0.8302, prec@top3: 0.6735, recall@top5: 0.9408, prec@top5: 0.4691, loss: 0.0350, grad_norm: 0.1382 2021-03-02 11:25:53,620 - mmaction - INFO - Epoch [16][180/1921] lr: 1.500e-03, eta: 5:43:49, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7338, prec@thr=0.5: 0.8069, recall@top3: 0.8267, prec@top3: 0.6795, recall@top5: 0.9423, prec@top5: 0.4753, loss: 0.0348, grad_norm: 0.1352 2021-03-02 11:26:36,636 - mmaction - INFO - Epoch [16][200/1921] lr: 1.500e-03, eta: 5:43:05, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.7913, recall@top3: 0.8217, prec@top3: 0.6693, recall@top5: 0.9444, prec@top5: 0.4725, loss: 0.0348, grad_norm: 0.1406 2021-03-02 11:27:20,260 - mmaction - INFO - Epoch [16][220/1921] lr: 1.500e-03, eta: 5:42:21, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7292, prec@thr=0.5: 0.8006, recall@top3: 0.8283, prec@top3: 0.6718, recall@top5: 0.9399, prec@top5: 0.4703, loss: 0.0348, grad_norm: 0.1348 2021-03-02 11:28:03,142 - mmaction - INFO - Epoch [16][240/1921] lr: 1.500e-03, eta: 5:41:37, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.7895, recall@top3: 0.8213, prec@top3: 0.6665, recall@top5: 0.9378, prec@top5: 0.4658, loss: 0.0352, grad_norm: 0.1398 2021-03-02 11:28:46,292 - mmaction - INFO - Epoch [16][260/1921] lr: 1.500e-03, eta: 5:40:53, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7288, prec@thr=0.5: 0.8031, recall@top3: 0.8285, prec@top3: 0.6800, recall@top5: 0.9416, prec@top5: 0.4751, loss: 0.0341, grad_norm: 0.1365 2021-03-02 11:29:29,253 - mmaction - INFO - Epoch [16][280/1921] lr: 1.500e-03, eta: 5:40:09, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7248, prec@thr=0.5: 0.7965, recall@top3: 0.8300, prec@top3: 0.6767, recall@top5: 0.9426, prec@top5: 0.4718, loss: 0.0345, grad_norm: 0.1359 2021-03-02 11:30:12,682 - mmaction - INFO - Epoch [16][300/1921] lr: 1.500e-03, eta: 5:39:25, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.7971, recall@top3: 0.8302, prec@top3: 0.6809, recall@top5: 0.9467, prec@top5: 0.4775, loss: 0.0347, grad_norm: 0.1364 2021-03-02 11:30:55,203 - mmaction - INFO - Epoch [16][320/1921] lr: 1.500e-03, eta: 5:38:41, time: 2.126, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7909, recall@top3: 0.8241, prec@top3: 0.6676, recall@top5: 0.9377, prec@top5: 0.4661, loss: 0.0351, grad_norm: 0.1378 2021-03-02 11:31:38,623 - mmaction - INFO - Epoch [16][340/1921] lr: 1.500e-03, eta: 5:37:57, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.7983, recall@top3: 0.8287, prec@top3: 0.6810, recall@top5: 0.9408, prec@top5: 0.4763, loss: 0.0350, grad_norm: 0.1400 2021-03-02 11:32:22,111 - mmaction - INFO - Epoch [16][360/1921] lr: 1.500e-03, eta: 5:37:13, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7217, prec@thr=0.5: 0.7991, recall@top3: 0.8226, prec@top3: 0.6671, recall@top5: 0.9395, prec@top5: 0.4694, loss: 0.0345, grad_norm: 0.1335 2021-03-02 11:33:05,729 - mmaction - INFO - Epoch [16][380/1921] lr: 1.500e-03, eta: 5:36:29, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7885, recall@top3: 0.8181, prec@top3: 0.6696, recall@top5: 0.9378, prec@top5: 0.4699, loss: 0.0355, grad_norm: 0.1352 2021-03-02 11:33:49,373 - mmaction - INFO - Epoch [16][400/1921] lr: 1.500e-03, eta: 5:35:45, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7944, recall@top3: 0.8210, prec@top3: 0.6725, recall@top5: 0.9405, prec@top5: 0.4727, loss: 0.0357, grad_norm: 0.1398 2021-03-02 11:34:32,325 - mmaction - INFO - Epoch [16][420/1921] lr: 1.500e-03, eta: 5:35:01, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7113, prec@thr=0.5: 0.7933, recall@top3: 0.8178, prec@top3: 0.6729, recall@top5: 0.9352, prec@top5: 0.4730, loss: 0.0361, grad_norm: 0.1401 2021-03-02 11:35:15,634 - mmaction - INFO - Epoch [16][440/1921] lr: 1.500e-03, eta: 5:34:17, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7239, prec@thr=0.5: 0.7914, recall@top3: 0.8294, prec@top3: 0.6723, recall@top5: 0.9414, prec@top5: 0.4675, loss: 0.0348, grad_norm: 0.1372 2021-03-02 11:35:59,025 - mmaction - INFO - Epoch [16][460/1921] lr: 1.500e-03, eta: 5:33:34, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.7945, recall@top3: 0.8194, prec@top3: 0.6685, recall@top5: 0.9377, prec@top5: 0.4704, loss: 0.0351, grad_norm: 0.1401 2021-03-02 11:36:42,184 - mmaction - INFO - Epoch [16][480/1921] lr: 1.500e-03, eta: 5:32:50, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7262, prec@thr=0.5: 0.7989, recall@top3: 0.8285, prec@top3: 0.6680, recall@top5: 0.9414, prec@top5: 0.4659, loss: 0.0344, grad_norm: 0.1367 2021-03-02 11:37:24,845 - mmaction - INFO - Epoch [16][500/1921] lr: 1.500e-03, eta: 5:32:05, time: 2.133, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.8031, recall@top3: 0.8333, prec@top3: 0.6730, recall@top5: 0.9394, prec@top5: 0.4654, loss: 0.0347, grad_norm: 0.1343 2021-03-02 11:38:07,767 - mmaction - INFO - Epoch [16][520/1921] lr: 1.500e-03, eta: 5:31:21, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0333, recall@thr=0.5: 0.7337, prec@thr=0.5: 0.8052, recall@top3: 0.8301, prec@top3: 0.6710, recall@top5: 0.9469, prec@top5: 0.4695, loss: 0.0333, grad_norm: 0.1356 2021-03-02 11:38:50,551 - mmaction - INFO - Epoch [16][540/1921] lr: 1.500e-03, eta: 5:30:37, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7194, prec@thr=0.5: 0.7975, recall@top3: 0.8236, prec@top3: 0.6707, recall@top5: 0.9422, prec@top5: 0.4724, loss: 0.0355, grad_norm: 0.1427 2021-03-02 11:39:33,933 - mmaction - INFO - Epoch [16][560/1921] lr: 1.500e-03, eta: 5:29:53, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.7932, recall@top3: 0.8201, prec@top3: 0.6671, recall@top5: 0.9375, prec@top5: 0.4691, loss: 0.0348, grad_norm: 0.1392 2021-03-02 11:40:16,344 - mmaction - INFO - Epoch [16][580/1921] lr: 1.500e-03, eta: 5:29:09, time: 2.121, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.8009, recall@top3: 0.8220, prec@top3: 0.6779, recall@top5: 0.9342, prec@top5: 0.4731, loss: 0.0352, grad_norm: 0.1380 2021-03-02 11:40:59,921 - mmaction - INFO - Epoch [16][600/1921] lr: 1.500e-03, eta: 5:28:25, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7325, prec@thr=0.5: 0.7993, recall@top3: 0.8315, prec@top3: 0.6739, recall@top5: 0.9419, prec@top5: 0.4685, loss: 0.0342, grad_norm: 0.1368 2021-03-02 11:41:42,796 - mmaction - INFO - Epoch [16][620/1921] lr: 1.500e-03, eta: 5:27:41, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7265, prec@thr=0.5: 0.8038, recall@top3: 0.8271, prec@top3: 0.6822, recall@top5: 0.9413, prec@top5: 0.4779, loss: 0.0343, grad_norm: 0.1338 2021-03-02 11:42:26,315 - mmaction - INFO - Epoch [16][640/1921] lr: 1.500e-03, eta: 5:26:58, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.7940, recall@top3: 0.8234, prec@top3: 0.6838, recall@top5: 0.9387, prec@top5: 0.4779, loss: 0.0352, grad_norm: 0.1374 2021-03-02 11:43:09,627 - mmaction - INFO - Epoch [16][660/1921] lr: 1.500e-03, eta: 5:26:14, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7354, prec@thr=0.5: 0.8044, recall@top3: 0.8289, prec@top3: 0.6829, recall@top5: 0.9403, prec@top5: 0.4756, loss: 0.0346, grad_norm: 0.1330 2021-03-02 11:43:52,520 - mmaction - INFO - Epoch [16][680/1921] lr: 1.500e-03, eta: 5:25:30, time: 2.145, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7120, prec@thr=0.5: 0.7872, recall@top3: 0.8207, prec@top3: 0.6604, recall@top5: 0.9386, prec@top5: 0.4630, loss: 0.0353, grad_norm: 0.1460 2021-03-02 11:44:35,850 - mmaction - INFO - Epoch [16][700/1921] lr: 1.500e-03, eta: 5:24:46, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7158, prec@thr=0.5: 0.7900, recall@top3: 0.8210, prec@top3: 0.6667, recall@top5: 0.9390, prec@top5: 0.4683, loss: 0.0353, grad_norm: 0.1392 2021-03-02 11:45:19,543 - mmaction - INFO - Epoch [16][720/1921] lr: 1.500e-03, eta: 5:24:02, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.7991, recall@top3: 0.8260, prec@top3: 0.6772, recall@top5: 0.9378, prec@top5: 0.4725, loss: 0.0349, grad_norm: 0.1368 2021-03-02 11:46:02,106 - mmaction - INFO - Epoch [16][740/1921] lr: 1.500e-03, eta: 5:23:18, time: 2.128, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7153, prec@thr=0.5: 0.7895, recall@top3: 0.8207, prec@top3: 0.6660, recall@top5: 0.9367, prec@top5: 0.4678, loss: 0.0357, grad_norm: 0.1428 2021-03-02 11:46:46,452 - mmaction - INFO - Epoch [16][760/1921] lr: 1.500e-03, eta: 5:22:34, time: 2.217, data_time: 0.005, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7307, prec@thr=0.5: 0.8054, recall@top3: 0.8276, prec@top3: 0.6692, recall@top5: 0.9411, prec@top5: 0.4674, loss: 0.0349, grad_norm: 0.1375 2021-03-02 11:47:29,828 - mmaction - INFO - Epoch [16][780/1921] lr: 1.500e-03, eta: 5:21:50, time: 2.169, data_time: 0.002, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7316, prec@thr=0.5: 0.8050, recall@top3: 0.8329, prec@top3: 0.6723, recall@top5: 0.9430, prec@top5: 0.4674, loss: 0.0341, grad_norm: 0.1374 2021-03-02 11:48:12,801 - mmaction - INFO - Epoch [16][800/1921] lr: 1.500e-03, eta: 5:21:06, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7166, prec@thr=0.5: 0.7905, recall@top3: 0.8195, prec@top3: 0.6780, recall@top5: 0.9384, prec@top5: 0.4772, loss: 0.0361, grad_norm: 0.1408 2021-03-02 11:48:55,409 - mmaction - INFO - Epoch [16][820/1921] lr: 1.500e-03, eta: 5:20:22, time: 2.130, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7239, prec@thr=0.5: 0.7978, recall@top3: 0.8315, prec@top3: 0.6812, recall@top5: 0.9412, prec@top5: 0.4733, loss: 0.0348, grad_norm: 0.1383 2021-03-02 11:49:38,453 - mmaction - INFO - Epoch [16][840/1921] lr: 1.500e-03, eta: 5:19:38, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.8008, recall@top3: 0.8270, prec@top3: 0.6825, recall@top5: 0.9423, prec@top5: 0.4786, loss: 0.0353, grad_norm: 0.1406 2021-03-02 11:50:21,510 - mmaction - INFO - Epoch [16][860/1921] lr: 1.500e-03, eta: 5:18:54, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.8001, recall@top3: 0.8278, prec@top3: 0.6739, recall@top5: 0.9413, prec@top5: 0.4716, loss: 0.0341, grad_norm: 0.1355 2021-03-02 11:51:04,492 - mmaction - INFO - Epoch [16][880/1921] lr: 1.500e-03, eta: 5:18:10, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7885, recall@top3: 0.8228, prec@top3: 0.6616, recall@top5: 0.9384, prec@top5: 0.4628, loss: 0.0354, grad_norm: 0.1407 2021-03-02 11:51:47,272 - mmaction - INFO - Epoch [16][900/1921] lr: 1.500e-03, eta: 5:17:26, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7090, prec@thr=0.5: 0.7864, recall@top3: 0.8183, prec@top3: 0.6728, recall@top5: 0.9357, prec@top5: 0.4723, loss: 0.0356, grad_norm: 0.1444 2021-03-02 11:52:30,096 - mmaction - INFO - Epoch [16][920/1921] lr: 1.500e-03, eta: 5:16:42, time: 2.141, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7289, prec@thr=0.5: 0.8013, recall@top3: 0.8333, prec@top3: 0.6769, recall@top5: 0.9460, prec@top5: 0.4719, loss: 0.0341, grad_norm: 0.1374 2021-03-02 11:53:13,604 - mmaction - INFO - Epoch [16][940/1921] lr: 1.500e-03, eta: 5:15:58, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.7954, recall@top3: 0.8227, prec@top3: 0.6668, recall@top5: 0.9418, prec@top5: 0.4682, loss: 0.0349, grad_norm: 0.1391 2021-03-02 11:53:57,352 - mmaction - INFO - Epoch [16][960/1921] lr: 1.500e-03, eta: 5:15:15, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7222, prec@thr=0.5: 0.7969, recall@top3: 0.8265, prec@top3: 0.6808, recall@top5: 0.9414, prec@top5: 0.4758, loss: 0.0346, grad_norm: 0.1379 2021-03-02 11:54:40,354 - mmaction - INFO - Epoch [16][980/1921] lr: 1.500e-03, eta: 5:14:31, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0334, recall@thr=0.5: 0.7340, prec@thr=0.5: 0.8029, recall@top3: 0.8318, prec@top3: 0.6718, recall@top5: 0.9428, prec@top5: 0.4668, loss: 0.0334, grad_norm: 0.1350 2021-03-02 11:55:24,071 - mmaction - INFO - Epoch [16][1000/1921] lr: 1.500e-03, eta: 5:13:47, time: 2.186, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7919, recall@top3: 0.8202, prec@top3: 0.6711, recall@top5: 0.9384, prec@top5: 0.4711, loss: 0.0350, grad_norm: 0.1384 2021-03-02 11:56:06,174 - mmaction - INFO - Epoch [16][1020/1921] lr: 1.500e-03, eta: 5:13:03, time: 2.105, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7274, prec@thr=0.5: 0.7994, recall@top3: 0.8237, prec@top3: 0.6750, recall@top5: 0.9411, prec@top5: 0.4737, loss: 0.0345, grad_norm: 0.1382 2021-03-02 11:56:49,665 - mmaction - INFO - Epoch [16][1040/1921] lr: 1.500e-03, eta: 5:12:19, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7263, prec@thr=0.5: 0.7994, recall@top3: 0.8254, prec@top3: 0.6751, recall@top5: 0.9415, prec@top5: 0.4743, loss: 0.0348, grad_norm: 0.1381 2021-03-02 11:57:32,034 - mmaction - INFO - Epoch [16][1060/1921] lr: 1.500e-03, eta: 5:11:35, time: 2.119, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7265, prec@thr=0.5: 0.7998, recall@top3: 0.8258, prec@top3: 0.6698, recall@top5: 0.9400, prec@top5: 0.4690, loss: 0.0346, grad_norm: 0.1356 2021-03-02 11:58:14,756 - mmaction - INFO - Epoch [16][1080/1921] lr: 1.500e-03, eta: 5:10:51, time: 2.136, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.8006, recall@top3: 0.8308, prec@top3: 0.6740, recall@top5: 0.9430, prec@top5: 0.4704, loss: 0.0338, grad_norm: 0.1413 2021-03-02 11:58:57,760 - mmaction - INFO - Epoch [16][1100/1921] lr: 1.500e-03, eta: 5:10:07, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0335, recall@thr=0.5: 0.7388, prec@thr=0.5: 0.8107, recall@top3: 0.8366, prec@top3: 0.6883, recall@top5: 0.9444, prec@top5: 0.4774, loss: 0.0335, grad_norm: 0.1354 2021-03-02 11:59:41,558 - mmaction - INFO - Epoch [16][1120/1921] lr: 1.500e-03, eta: 5:09:23, time: 2.190, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7204, prec@thr=0.5: 0.8003, recall@top3: 0.8184, prec@top3: 0.6773, recall@top5: 0.9393, prec@top5: 0.4785, loss: 0.0352, grad_norm: 0.1383 2021-03-02 12:00:26,255 - mmaction - INFO - Epoch [16][1140/1921] lr: 1.500e-03, eta: 5:08:39, time: 2.228, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7301, prec@thr=0.5: 0.7988, recall@top3: 0.8285, prec@top3: 0.6771, recall@top5: 0.9430, prec@top5: 0.4728, loss: 0.0341, grad_norm: 0.1359 2021-03-02 12:01:10,078 - mmaction - INFO - Epoch [16][1160/1921] lr: 1.500e-03, eta: 5:07:56, time: 2.198, data_time: 0.015, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7189, prec@thr=0.5: 0.7981, recall@top3: 0.8248, prec@top3: 0.6718, recall@top5: 0.9397, prec@top5: 0.4703, loss: 0.0348, grad_norm: 0.1353 2021-03-02 12:01:53,934 - mmaction - INFO - Epoch [16][1180/1921] lr: 1.500e-03, eta: 5:07:12, time: 2.193, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7267, prec@thr=0.5: 0.7992, recall@top3: 0.8267, prec@top3: 0.6827, recall@top5: 0.9433, prec@top5: 0.4784, loss: 0.0346, grad_norm: 0.1356 2021-03-02 12:02:37,927 - mmaction - INFO - Epoch [16][1200/1921] lr: 1.500e-03, eta: 5:06:28, time: 2.199, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7950, recall@top3: 0.8185, prec@top3: 0.6813, recall@top5: 0.9402, prec@top5: 0.4801, loss: 0.0349, grad_norm: 0.1362 2021-03-02 12:03:21,628 - mmaction - INFO - Epoch [16][1220/1921] lr: 1.500e-03, eta: 5:05:44, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7867, recall@top3: 0.8176, prec@top3: 0.6683, recall@top5: 0.9394, prec@top5: 0.4719, loss: 0.0356, grad_norm: 0.1386 2021-03-02 12:04:04,203 - mmaction - INFO - Epoch [16][1240/1921] lr: 1.500e-03, eta: 5:05:00, time: 2.129, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7939, recall@top3: 0.8217, prec@top3: 0.6764, recall@top5: 0.9420, prec@top5: 0.4780, loss: 0.0353, grad_norm: 0.1392 2021-03-02 12:04:47,174 - mmaction - INFO - Epoch [16][1260/1921] lr: 1.500e-03, eta: 5:04:16, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.7974, recall@top3: 0.8291, prec@top3: 0.6767, recall@top5: 0.9437, prec@top5: 0.4719, loss: 0.0342, grad_norm: 0.1384 2021-03-02 12:05:30,105 - mmaction - INFO - Epoch [16][1280/1921] lr: 1.500e-03, eta: 5:03:32, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.7874, recall@top3: 0.8214, prec@top3: 0.6643, recall@top5: 0.9366, prec@top5: 0.4658, loss: 0.0355, grad_norm: 0.1385 2021-03-02 12:06:13,673 - mmaction - INFO - Epoch [16][1300/1921] lr: 1.500e-03, eta: 5:02:49, time: 2.178, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7222, prec@thr=0.5: 0.7964, recall@top3: 0.8269, prec@top3: 0.6772, recall@top5: 0.9408, prec@top5: 0.4726, loss: 0.0347, grad_norm: 0.1353 2021-03-02 12:06:56,434 - mmaction - INFO - Epoch [16][1320/1921] lr: 1.500e-03, eta: 5:02:05, time: 2.138, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7302, prec@thr=0.5: 0.7977, recall@top3: 0.8275, prec@top3: 0.6714, recall@top5: 0.9412, prec@top5: 0.4693, loss: 0.0341, grad_norm: 0.1377 2021-03-02 12:07:38,684 - mmaction - INFO - Epoch [16][1340/1921] lr: 1.500e-03, eta: 5:01:20, time: 2.113, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7197, prec@thr=0.5: 0.7991, recall@top3: 0.8263, prec@top3: 0.6742, recall@top5: 0.9423, prec@top5: 0.4734, loss: 0.0349, grad_norm: 0.1406 2021-03-02 12:08:22,702 - mmaction - INFO - Epoch [16][1360/1921] lr: 1.500e-03, eta: 5:00:37, time: 2.201, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7358, prec@thr=0.5: 0.7887, recall@top3: 0.8316, prec@top3: 0.6781, recall@top5: 0.9448, prec@top5: 0.4728, loss: 0.0338, grad_norm: 0.1340 2021-03-02 12:09:05,901 - mmaction - INFO - Epoch [16][1380/1921] lr: 1.500e-03, eta: 4:59:53, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7993, recall@top3: 0.8268, prec@top3: 0.6837, recall@top5: 0.9408, prec@top5: 0.4770, loss: 0.0348, grad_norm: 0.1363 2021-03-02 12:09:49,364 - mmaction - INFO - Epoch [16][1400/1921] lr: 1.500e-03, eta: 4:59:09, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7347, prec@thr=0.5: 0.8000, recall@top3: 0.8304, prec@top3: 0.6766, recall@top5: 0.9444, prec@top5: 0.4737, loss: 0.0346, grad_norm: 0.1377 2021-03-02 12:10:33,834 - mmaction - INFO - Epoch [16][1420/1921] lr: 1.500e-03, eta: 4:58:25, time: 2.223, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7261, prec@thr=0.5: 0.7987, recall@top3: 0.8219, prec@top3: 0.6730, recall@top5: 0.9357, prec@top5: 0.4719, loss: 0.0350, grad_norm: 0.1357 2021-03-02 12:11:16,678 - mmaction - INFO - Epoch [16][1440/1921] lr: 1.500e-03, eta: 4:57:41, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7272, prec@thr=0.5: 0.8006, recall@top3: 0.8289, prec@top3: 0.6795, recall@top5: 0.9396, prec@top5: 0.4726, loss: 0.0346, grad_norm: 0.1384 2021-03-02 12:11:59,468 - mmaction - INFO - Epoch [16][1460/1921] lr: 1.500e-03, eta: 4:56:57, time: 2.140, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.7910, recall@top3: 0.8247, prec@top3: 0.6715, recall@top5: 0.9452, prec@top5: 0.4740, loss: 0.0348, grad_norm: 0.1421 2021-03-02 12:12:42,496 - mmaction - INFO - Epoch [16][1480/1921] lr: 1.500e-03, eta: 4:56:14, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.7912, recall@top3: 0.8243, prec@top3: 0.6672, recall@top5: 0.9366, prec@top5: 0.4658, loss: 0.0351, grad_norm: 0.1402 2021-03-02 12:13:25,447 - mmaction - INFO - Epoch [16][1500/1921] lr: 1.500e-03, eta: 4:55:30, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7249, prec@thr=0.5: 0.7942, recall@top3: 0.8283, prec@top3: 0.6698, recall@top5: 0.9390, prec@top5: 0.4659, loss: 0.0351, grad_norm: 0.1436 2021-03-02 12:14:08,085 - mmaction - INFO - Epoch [16][1520/1921] lr: 1.500e-03, eta: 4:54:46, time: 2.132, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7239, prec@thr=0.5: 0.8021, recall@top3: 0.8245, prec@top3: 0.6724, recall@top5: 0.9393, prec@top5: 0.4721, loss: 0.0351, grad_norm: 0.1416 2021-03-02 12:14:50,172 - mmaction - INFO - Epoch [16][1540/1921] lr: 1.500e-03, eta: 4:54:01, time: 2.104, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7284, prec@thr=0.5: 0.7963, recall@top3: 0.8262, prec@top3: 0.6727, recall@top5: 0.9450, prec@top5: 0.4735, loss: 0.0346, grad_norm: 0.1412 2021-03-02 12:15:34,078 - mmaction - INFO - Epoch [16][1560/1921] lr: 1.500e-03, eta: 4:53:18, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7298, prec@thr=0.5: 0.8006, recall@top3: 0.8259, prec@top3: 0.6721, recall@top5: 0.9409, prec@top5: 0.4699, loss: 0.0344, grad_norm: 0.1368 2021-03-02 12:16:17,061 - mmaction - INFO - Epoch [16][1580/1921] lr: 1.500e-03, eta: 4:52:34, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7264, prec@thr=0.5: 0.8000, recall@top3: 0.8236, prec@top3: 0.6759, recall@top5: 0.9406, prec@top5: 0.4744, loss: 0.0353, grad_norm: 0.1390 2021-03-02 12:17:00,003 - mmaction - INFO - Epoch [16][1600/1921] lr: 1.500e-03, eta: 4:51:50, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7994, recall@top3: 0.8268, prec@top3: 0.6792, recall@top5: 0.9426, prec@top5: 0.4751, loss: 0.0343, grad_norm: 0.1391 2021-03-02 12:17:43,065 - mmaction - INFO - Epoch [16][1620/1921] lr: 1.500e-03, eta: 4:51:06, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7879, recall@top3: 0.8212, prec@top3: 0.6672, recall@top5: 0.9394, prec@top5: 0.4690, loss: 0.0351, grad_norm: 0.1386 2021-03-02 12:18:26,652 - mmaction - INFO - Epoch [16][1640/1921] lr: 1.500e-03, eta: 4:50:22, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7276, prec@thr=0.5: 0.8025, recall@top3: 0.8270, prec@top3: 0.6775, recall@top5: 0.9419, prec@top5: 0.4753, loss: 0.0344, grad_norm: 0.1359 2021-03-02 12:19:09,465 - mmaction - INFO - Epoch [16][1660/1921] lr: 1.500e-03, eta: 4:49:38, time: 2.141, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7233, prec@thr=0.5: 0.7994, recall@top3: 0.8290, prec@top3: 0.6720, recall@top5: 0.9410, prec@top5: 0.4684, loss: 0.0347, grad_norm: 0.1385 2021-03-02 12:19:52,347 - mmaction - INFO - Epoch [16][1680/1921] lr: 1.500e-03, eta: 4:48:54, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.7903, recall@top3: 0.8162, prec@top3: 0.6747, recall@top5: 0.9370, prec@top5: 0.4779, loss: 0.0358, grad_norm: 0.1405 2021-03-02 12:20:35,564 - mmaction - INFO - Epoch [16][1700/1921] lr: 1.500e-03, eta: 4:48:10, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.7997, recall@top3: 0.8275, prec@top3: 0.6692, recall@top5: 0.9423, prec@top5: 0.4686, loss: 0.0345, grad_norm: 0.1405 2021-03-02 12:21:18,951 - mmaction - INFO - Epoch [16][1720/1921] lr: 1.500e-03, eta: 4:47:26, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7887, recall@top3: 0.8299, prec@top3: 0.6689, recall@top5: 0.9394, prec@top5: 0.4661, loss: 0.0347, grad_norm: 0.1406 2021-03-02 12:22:01,257 - mmaction - INFO - Epoch [16][1740/1921] lr: 1.500e-03, eta: 4:46:42, time: 2.115, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7296, prec@thr=0.5: 0.8059, recall@top3: 0.8322, prec@top3: 0.6743, recall@top5: 0.9459, prec@top5: 0.4696, loss: 0.0340, grad_norm: 0.1406 2021-03-02 12:22:44,757 - mmaction - INFO - Epoch [16][1760/1921] lr: 1.500e-03, eta: 4:45:58, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.7961, recall@top3: 0.8252, prec@top3: 0.6805, recall@top5: 0.9391, prec@top5: 0.4738, loss: 0.0346, grad_norm: 0.1405 2021-03-02 12:23:28,358 - mmaction - INFO - Epoch [16][1780/1921] lr: 1.500e-03, eta: 4:45:15, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.8038, recall@top3: 0.8246, prec@top3: 0.6796, recall@top5: 0.9441, prec@top5: 0.4790, loss: 0.0351, grad_norm: 0.1400 2021-03-02 12:24:11,229 - mmaction - INFO - Epoch [16][1800/1921] lr: 1.500e-03, eta: 4:44:31, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7297, prec@thr=0.5: 0.8007, recall@top3: 0.8281, prec@top3: 0.6814, recall@top5: 0.9456, prec@top5: 0.4774, loss: 0.0341, grad_norm: 0.1376 2021-03-02 12:24:54,179 - mmaction - INFO - Epoch [16][1820/1921] lr: 1.500e-03, eta: 4:43:47, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7294, prec@thr=0.5: 0.7935, recall@top3: 0.8267, prec@top3: 0.6748, recall@top5: 0.9411, prec@top5: 0.4729, loss: 0.0349, grad_norm: 0.1414 2021-03-02 12:25:37,349 - mmaction - INFO - Epoch [16][1840/1921] lr: 1.500e-03, eta: 4:43:03, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7281, prec@thr=0.5: 0.7997, recall@top3: 0.8346, prec@top3: 0.6754, recall@top5: 0.9412, prec@top5: 0.4675, loss: 0.0343, grad_norm: 0.1357 2021-03-02 12:26:20,808 - mmaction - INFO - Epoch [16][1860/1921] lr: 1.500e-03, eta: 4:42:19, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7291, prec@thr=0.5: 0.8036, recall@top3: 0.8273, prec@top3: 0.6755, recall@top5: 0.9442, prec@top5: 0.4727, loss: 0.0341, grad_norm: 0.1383 2021-03-02 12:27:03,123 - mmaction - INFO - Epoch [16][1880/1921] lr: 1.500e-03, eta: 4:41:35, time: 2.116, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7278, prec@thr=0.5: 0.7998, recall@top3: 0.8264, prec@top3: 0.6716, recall@top5: 0.9402, prec@top5: 0.4703, loss: 0.0348, grad_norm: 0.1380 2021-03-02 12:27:45,741 - mmaction - INFO - Epoch [16][1900/1921] lr: 1.500e-03, eta: 4:40:51, time: 2.131, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7254, prec@thr=0.5: 0.8022, recall@top3: 0.8276, prec@top3: 0.6845, recall@top5: 0.9429, prec@top5: 0.4781, loss: 0.0344, grad_norm: 0.1443 2021-03-02 12:28:27,791 - mmaction - INFO - Epoch [16][1920/1921] lr: 1.500e-03, eta: 4:40:07, time: 2.103, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7334, prec@thr=0.5: 0.7970, recall@top3: 0.8297, prec@top3: 0.6671, recall@top5: 0.9417, prec@top5: 0.4650, loss: 0.0339, grad_norm: 0.1385 2021-03-02 12:28:32,188 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-03-02 12:39:35,419 - mmaction - INFO - Evaluating mAP ... 2021-03-02 12:47:44,184 - mmaction - INFO - mAP@0.5IOU 0.1988 2021-03-02 12:47:45,310 - mmaction - INFO - Epoch(val) [16][1921] mAP@0.5IOU: 0.1988 2021-03-02 12:49:14,793 - mmaction - INFO - Epoch [17][20/1921] lr: 1.500e-03, eta: 4:39:32, time: 4.472, data_time: 2.383, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7257, prec@thr=0.5: 0.7962, recall@top3: 0.8309, prec@top3: 0.6711, recall@top5: 0.9419, prec@top5: 0.4665, loss: 0.0346, grad_norm: 0.1393 2021-03-02 12:49:57,974 - mmaction - INFO - Epoch [17][40/1921] lr: 1.500e-03, eta: 4:38:48, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7287, prec@thr=0.5: 0.7973, recall@top3: 0.8260, prec@top3: 0.6728, recall@top5: 0.9397, prec@top5: 0.4706, loss: 0.0345, grad_norm: 0.1373 2021-03-02 12:50:41,391 - mmaction - INFO - Epoch [17][60/1921] lr: 1.500e-03, eta: 4:38:04, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7243, prec@thr=0.5: 0.7942, recall@top3: 0.8285, prec@top3: 0.6650, recall@top5: 0.9428, prec@top5: 0.4652, loss: 0.0341, grad_norm: 0.1404 2021-03-02 12:51:24,419 - mmaction - INFO - Epoch [17][80/1921] lr: 1.500e-03, eta: 4:37:20, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7173, prec@thr=0.5: 0.7948, recall@top3: 0.8223, prec@top3: 0.6698, recall@top5: 0.9412, prec@top5: 0.4715, loss: 0.0351, grad_norm: 0.1434 2021-03-02 12:52:07,721 - mmaction - INFO - Epoch [17][100/1921] lr: 1.500e-03, eta: 4:36:36, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7277, prec@thr=0.5: 0.8048, recall@top3: 0.8298, prec@top3: 0.6848, recall@top5: 0.9426, prec@top5: 0.4796, loss: 0.0344, grad_norm: 0.1400 2021-03-02 12:52:51,486 - mmaction - INFO - Epoch [17][120/1921] lr: 1.500e-03, eta: 4:35:52, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7241, prec@thr=0.5: 0.7964, recall@top3: 0.8276, prec@top3: 0.6783, recall@top5: 0.9444, prec@top5: 0.4765, loss: 0.0350, grad_norm: 0.1398 2021-03-02 12:53:34,712 - mmaction - INFO - Epoch [17][140/1921] lr: 1.500e-03, eta: 4:35:08, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7242, prec@thr=0.5: 0.7977, recall@top3: 0.8209, prec@top3: 0.6724, recall@top5: 0.9401, prec@top5: 0.4734, loss: 0.0352, grad_norm: 0.1436 2021-03-02 12:54:18,420 - mmaction - INFO - Epoch [17][160/1921] lr: 1.500e-03, eta: 4:34:25, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7248, prec@thr=0.5: 0.7991, recall@top3: 0.8227, prec@top3: 0.6811, recall@top5: 0.9388, prec@top5: 0.4783, loss: 0.0349, grad_norm: 0.1395 2021-03-02 12:55:01,087 - mmaction - INFO - Epoch [17][180/1921] lr: 1.500e-03, eta: 4:33:41, time: 2.133, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7310, prec@thr=0.5: 0.8057, recall@top3: 0.8339, prec@top3: 0.6834, recall@top5: 0.9435, prec@top5: 0.4754, loss: 0.0344, grad_norm: 0.1427 2021-03-02 12:55:45,083 - mmaction - INFO - Epoch [17][200/1921] lr: 1.500e-03, eta: 4:32:57, time: 2.200, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7206, prec@thr=0.5: 0.7957, recall@top3: 0.8242, prec@top3: 0.6698, recall@top5: 0.9383, prec@top5: 0.4692, loss: 0.0351, grad_norm: 0.1375 2021-03-02 12:56:28,654 - mmaction - INFO - Epoch [17][220/1921] lr: 1.500e-03, eta: 4:32:13, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7289, prec@thr=0.5: 0.7913, recall@top3: 0.8243, prec@top3: 0.6689, recall@top5: 0.9426, prec@top5: 0.4708, loss: 0.0353, grad_norm: 0.1414 2021-03-02 12:57:12,061 - mmaction - INFO - Epoch [17][240/1921] lr: 1.500e-03, eta: 4:31:29, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7257, prec@thr=0.5: 0.7994, recall@top3: 0.8229, prec@top3: 0.6776, recall@top5: 0.9416, prec@top5: 0.4758, loss: 0.0348, grad_norm: 0.1401 2021-03-02 12:57:55,806 - mmaction - INFO - Epoch [17][260/1921] lr: 1.500e-03, eta: 4:30:45, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7252, prec@thr=0.5: 0.7940, recall@top3: 0.8273, prec@top3: 0.6765, recall@top5: 0.9380, prec@top5: 0.4704, loss: 0.0355, grad_norm: 0.1400 2021-03-02 12:58:38,799 - mmaction - INFO - Epoch [17][280/1921] lr: 1.500e-03, eta: 4:30:01, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7242, prec@thr=0.5: 0.8005, recall@top3: 0.8303, prec@top3: 0.6714, recall@top5: 0.9411, prec@top5: 0.4669, loss: 0.0343, grad_norm: 0.1388 2021-03-02 12:59:22,167 - mmaction - INFO - Epoch [17][300/1921] lr: 1.500e-03, eta: 4:29:18, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.7989, recall@top3: 0.8280, prec@top3: 0.6787, recall@top5: 0.9417, prec@top5: 0.4748, loss: 0.0348, grad_norm: 0.1407 2021-03-02 13:00:05,158 - mmaction - INFO - Epoch [17][320/1921] lr: 1.500e-03, eta: 4:28:34, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7245, prec@thr=0.5: 0.7968, recall@top3: 0.8227, prec@top3: 0.6693, recall@top5: 0.9416, prec@top5: 0.4714, loss: 0.0347, grad_norm: 0.1402 2021-03-02 13:00:48,577 - mmaction - INFO - Epoch [17][340/1921] lr: 1.500e-03, eta: 4:27:50, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7264, prec@thr=0.5: 0.7986, recall@top3: 0.8289, prec@top3: 0.6807, recall@top5: 0.9434, prec@top5: 0.4770, loss: 0.0347, grad_norm: 0.1396 2021-03-02 13:01:32,215 - mmaction - INFO - Epoch [17][360/1921] lr: 1.500e-03, eta: 4:27:06, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7166, prec@thr=0.5: 0.7847, recall@top3: 0.8244, prec@top3: 0.6638, recall@top5: 0.9372, prec@top5: 0.4626, loss: 0.0353, grad_norm: 0.1398 2021-03-02 13:02:15,700 - mmaction - INFO - Epoch [17][380/1921] lr: 1.500e-03, eta: 4:26:22, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7284, prec@thr=0.5: 0.7981, recall@top3: 0.8247, prec@top3: 0.6722, recall@top5: 0.9407, prec@top5: 0.4717, loss: 0.0346, grad_norm: 0.1406 2021-03-02 13:02:59,168 - mmaction - INFO - Epoch [17][400/1921] lr: 1.500e-03, eta: 4:25:38, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.7895, recall@top3: 0.8225, prec@top3: 0.6678, recall@top5: 0.9381, prec@top5: 0.4691, loss: 0.0344, grad_norm: 0.1384 2021-03-02 13:03:42,322 - mmaction - INFO - Epoch [17][420/1921] lr: 1.500e-03, eta: 4:24:54, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7987, recall@top3: 0.8258, prec@top3: 0.6754, recall@top5: 0.9390, prec@top5: 0.4729, loss: 0.0347, grad_norm: 0.1404 2021-03-02 13:04:26,314 - mmaction - INFO - Epoch [17][440/1921] lr: 1.500e-03, eta: 4:24:11, time: 2.200, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7359, prec@thr=0.5: 0.8053, recall@top3: 0.8324, prec@top3: 0.6797, recall@top5: 0.9442, prec@top5: 0.4735, loss: 0.0344, grad_norm: 0.1351 2021-03-02 13:05:09,922 - mmaction - INFO - Epoch [17][460/1921] lr: 1.500e-03, eta: 4:23:27, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7236, prec@thr=0.5: 0.8004, recall@top3: 0.8210, prec@top3: 0.6786, recall@top5: 0.9402, prec@top5: 0.4779, loss: 0.0351, grad_norm: 0.1417 2021-03-02 13:05:52,713 - mmaction - INFO - Epoch [17][480/1921] lr: 1.500e-03, eta: 4:22:43, time: 2.140, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7896, recall@top3: 0.8193, prec@top3: 0.6639, recall@top5: 0.9348, prec@top5: 0.4660, loss: 0.0356, grad_norm: 0.1472 2021-03-02 13:06:36,711 - mmaction - INFO - Epoch [17][500/1921] lr: 1.500e-03, eta: 4:21:59, time: 2.200, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7891, recall@top3: 0.8201, prec@top3: 0.6687, recall@top5: 0.9376, prec@top5: 0.4691, loss: 0.0354, grad_norm: 0.1430 2021-03-02 13:07:20,184 - mmaction - INFO - Epoch [17][520/1921] lr: 1.500e-03, eta: 4:21:15, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0333, recall@thr=0.5: 0.7352, prec@thr=0.5: 0.8123, recall@top3: 0.8359, prec@top3: 0.6834, recall@top5: 0.9483, prec@top5: 0.4750, loss: 0.0333, grad_norm: 0.1352 2021-03-02 13:08:04,204 - mmaction - INFO - Epoch [17][540/1921] lr: 1.500e-03, eta: 4:20:32, time: 2.201, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7359, prec@thr=0.5: 0.8056, recall@top3: 0.8307, prec@top3: 0.6787, recall@top5: 0.9445, prec@top5: 0.4755, loss: 0.0340, grad_norm: 0.1351 2021-03-02 13:08:47,448 - mmaction - INFO - Epoch [17][560/1921] lr: 1.500e-03, eta: 4:19:48, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7267, prec@thr=0.5: 0.8019, recall@top3: 0.8263, prec@top3: 0.6792, recall@top5: 0.9397, prec@top5: 0.4740, loss: 0.0345, grad_norm: 0.1357 2021-03-02 13:09:30,960 - mmaction - INFO - Epoch [17][580/1921] lr: 1.500e-03, eta: 4:19:04, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7384, prec@thr=0.5: 0.8097, recall@top3: 0.8376, prec@top3: 0.6854, recall@top5: 0.9466, prec@top5: 0.4761, loss: 0.0343, grad_norm: 0.1341 2021-03-02 13:10:14,475 - mmaction - INFO - Epoch [17][600/1921] lr: 1.500e-03, eta: 4:18:20, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7331, prec@thr=0.5: 0.8102, recall@top3: 0.8341, prec@top3: 0.6855, recall@top5: 0.9450, prec@top5: 0.4776, loss: 0.0339, grad_norm: 0.1372 2021-03-02 13:10:57,122 - mmaction - INFO - Epoch [17][620/1921] lr: 1.500e-03, eta: 4:17:36, time: 2.132, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7992, recall@top3: 0.8284, prec@top3: 0.6753, recall@top5: 0.9407, prec@top5: 0.4714, loss: 0.0350, grad_norm: 0.1435 2021-03-02 13:11:39,875 - mmaction - INFO - Epoch [17][640/1921] lr: 1.500e-03, eta: 4:16:52, time: 2.137, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7282, prec@thr=0.5: 0.8075, recall@top3: 0.8338, prec@top3: 0.6806, recall@top5: 0.9429, prec@top5: 0.4737, loss: 0.0342, grad_norm: 0.1394 2021-03-02 13:12:22,476 - mmaction - INFO - Epoch [17][660/1921] lr: 1.500e-03, eta: 4:16:08, time: 2.130, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.7990, recall@top3: 0.8264, prec@top3: 0.6806, recall@top5: 0.9416, prec@top5: 0.4763, loss: 0.0349, grad_norm: 0.1395 2021-03-02 13:13:07,019 - mmaction - INFO - Epoch [17][680/1921] lr: 1.500e-03, eta: 4:15:25, time: 2.227, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7311, prec@thr=0.5: 0.7929, recall@top3: 0.8223, prec@top3: 0.6753, recall@top5: 0.9384, prec@top5: 0.4732, loss: 0.0349, grad_norm: 0.1381 2021-03-02 13:13:50,656 - mmaction - INFO - Epoch [17][700/1921] lr: 1.500e-03, eta: 4:14:41, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7960, recall@top3: 0.8214, prec@top3: 0.6721, recall@top5: 0.9392, prec@top5: 0.4739, loss: 0.0353, grad_norm: 0.1372 2021-03-02 13:14:33,727 - mmaction - INFO - Epoch [17][720/1921] lr: 1.500e-03, eta: 4:13:57, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7882, recall@top3: 0.8210, prec@top3: 0.6716, recall@top5: 0.9396, prec@top5: 0.4711, loss: 0.0355, grad_norm: 0.1414 2021-03-02 13:15:17,145 - mmaction - INFO - Epoch [17][740/1921] lr: 1.500e-03, eta: 4:13:13, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7189, prec@thr=0.5: 0.7944, recall@top3: 0.8230, prec@top3: 0.6782, recall@top5: 0.9422, prec@top5: 0.4778, loss: 0.0347, grad_norm: 0.1388 2021-03-02 13:16:00,118 - mmaction - INFO - Epoch [17][760/1921] lr: 1.500e-03, eta: 4:12:29, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7240, prec@thr=0.5: 0.7869, recall@top3: 0.8247, prec@top3: 0.6716, recall@top5: 0.9417, prec@top5: 0.4705, loss: 0.0349, grad_norm: 0.1380 2021-03-02 13:16:43,510 - mmaction - INFO - Epoch [17][780/1921] lr: 1.500e-03, eta: 4:11:45, time: 2.170, data_time: 0.002, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7134, prec@thr=0.5: 0.7913, recall@top3: 0.8189, prec@top3: 0.6696, recall@top5: 0.9382, prec@top5: 0.4718, loss: 0.0359, grad_norm: 0.1422 2021-03-02 13:17:27,140 - mmaction - INFO - Epoch [17][800/1921] lr: 1.500e-03, eta: 4:11:01, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.7918, recall@top3: 0.8252, prec@top3: 0.6647, recall@top5: 0.9411, prec@top5: 0.4659, loss: 0.0351, grad_norm: 0.1415 2021-03-02 13:18:10,495 - mmaction - INFO - Epoch [17][820/1921] lr: 1.500e-03, eta: 4:10:18, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7898, recall@top3: 0.8219, prec@top3: 0.6701, recall@top5: 0.9377, prec@top5: 0.4679, loss: 0.0355, grad_norm: 0.1408 2021-03-02 13:18:53,321 - mmaction - INFO - Epoch [17][840/1921] lr: 1.500e-03, eta: 4:09:34, time: 2.141, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7075, prec@thr=0.5: 0.7893, recall@top3: 0.8212, prec@top3: 0.6743, recall@top5: 0.9358, prec@top5: 0.4733, loss: 0.0359, grad_norm: 0.1435 2021-03-02 13:19:36,533 - mmaction - INFO - Epoch [17][860/1921] lr: 1.500e-03, eta: 4:08:50, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7870, recall@top3: 0.8178, prec@top3: 0.6652, recall@top5: 0.9397, prec@top5: 0.4690, loss: 0.0348, grad_norm: 0.1410 2021-03-02 13:20:20,036 - mmaction - INFO - Epoch [17][880/1921] lr: 1.500e-03, eta: 4:08:06, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7980, recall@top3: 0.8259, prec@top3: 0.6763, recall@top5: 0.9392, prec@top5: 0.4727, loss: 0.0353, grad_norm: 0.1391 2021-03-02 13:21:03,947 - mmaction - INFO - Epoch [17][900/1921] lr: 1.500e-03, eta: 4:07:22, time: 2.196, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7281, prec@thr=0.5: 0.7965, recall@top3: 0.8274, prec@top3: 0.6757, recall@top5: 0.9421, prec@top5: 0.4721, loss: 0.0342, grad_norm: 0.1359 2021-03-02 13:21:47,539 - mmaction - INFO - Epoch [17][920/1921] lr: 1.500e-03, eta: 4:06:38, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7301, prec@thr=0.5: 0.8014, recall@top3: 0.8283, prec@top3: 0.6789, recall@top5: 0.9399, prec@top5: 0.4742, loss: 0.0345, grad_norm: 0.1363 2021-03-02 13:22:29,883 - mmaction - INFO - Epoch [17][940/1921] lr: 1.500e-03, eta: 4:05:54, time: 2.117, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7237, prec@thr=0.5: 0.7956, recall@top3: 0.8239, prec@top3: 0.6734, recall@top5: 0.9415, prec@top5: 0.4726, loss: 0.0344, grad_norm: 0.1416 2021-03-02 13:23:13,512 - mmaction - INFO - Epoch [17][960/1921] lr: 1.500e-03, eta: 4:05:11, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.8041, recall@top3: 0.8307, prec@top3: 0.6758, recall@top5: 0.9451, prec@top5: 0.4722, loss: 0.0351, grad_norm: 0.1402 2021-03-02 13:23:56,842 - mmaction - INFO - Epoch [17][980/1921] lr: 1.500e-03, eta: 4:04:27, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.7905, recall@top3: 0.8241, prec@top3: 0.6695, recall@top5: 0.9367, prec@top5: 0.4668, loss: 0.0347, grad_norm: 0.1416 2021-03-02 13:24:40,443 - mmaction - INFO - Epoch [17][1000/1921] lr: 1.500e-03, eta: 4:03:43, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.7960, recall@top3: 0.8282, prec@top3: 0.6770, recall@top5: 0.9443, prec@top5: 0.4736, loss: 0.0341, grad_norm: 0.1391 2021-03-02 13:25:24,326 - mmaction - INFO - Epoch [17][1020/1921] lr: 1.500e-03, eta: 4:02:59, time: 2.194, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7310, prec@thr=0.5: 0.7989, recall@top3: 0.8276, prec@top3: 0.6724, recall@top5: 0.9412, prec@top5: 0.4698, loss: 0.0341, grad_norm: 0.1384 2021-03-02 13:26:07,565 - mmaction - INFO - Epoch [17][1040/1921] lr: 1.500e-03, eta: 4:02:15, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7279, prec@thr=0.5: 0.8009, recall@top3: 0.8280, prec@top3: 0.6787, recall@top5: 0.9410, prec@top5: 0.4736, loss: 0.0342, grad_norm: 0.1415 2021-03-02 13:26:51,219 - mmaction - INFO - Epoch [17][1060/1921] lr: 1.500e-03, eta: 4:01:32, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7986, recall@top3: 0.8213, prec@top3: 0.6718, recall@top5: 0.9371, prec@top5: 0.4718, loss: 0.0350, grad_norm: 0.1401 2021-03-02 13:27:34,355 - mmaction - INFO - Epoch [17][1080/1921] lr: 1.500e-03, eta: 4:00:48, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7343, prec@thr=0.5: 0.8024, recall@top3: 0.8298, prec@top3: 0.6724, recall@top5: 0.9433, prec@top5: 0.4695, loss: 0.0338, grad_norm: 0.1359 2021-03-02 13:28:17,208 - mmaction - INFO - Epoch [17][1100/1921] lr: 1.500e-03, eta: 4:00:04, time: 2.143, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.7931, recall@top3: 0.8260, prec@top3: 0.6738, recall@top5: 0.9424, prec@top5: 0.4723, loss: 0.0345, grad_norm: 0.1375 2021-03-02 13:29:00,374 - mmaction - INFO - Epoch [17][1120/1921] lr: 1.500e-03, eta: 3:59:20, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7145, prec@thr=0.5: 0.7919, recall@top3: 0.8174, prec@top3: 0.6758, recall@top5: 0.9350, prec@top5: 0.4736, loss: 0.0359, grad_norm: 0.1484 2021-03-02 13:29:43,118 - mmaction - INFO - Epoch [17][1140/1921] lr: 1.500e-03, eta: 3:58:36, time: 2.137, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.7986, recall@top3: 0.8295, prec@top3: 0.6764, recall@top5: 0.9435, prec@top5: 0.4735, loss: 0.0343, grad_norm: 0.1384 2021-03-02 13:30:26,597 - mmaction - INFO - Epoch [17][1160/1921] lr: 1.500e-03, eta: 3:57:52, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7335, prec@thr=0.5: 0.8034, recall@top3: 0.8331, prec@top3: 0.6797, recall@top5: 0.9411, prec@top5: 0.4713, loss: 0.0339, grad_norm: 0.1354 2021-03-02 13:31:09,345 - mmaction - INFO - Epoch [17][1180/1921] lr: 1.500e-03, eta: 3:57:08, time: 2.138, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.7917, recall@top3: 0.8240, prec@top3: 0.6706, recall@top5: 0.9420, prec@top5: 0.4713, loss: 0.0353, grad_norm: 0.1437 2021-03-02 13:31:52,782 - mmaction - INFO - Epoch [17][1200/1921] lr: 1.500e-03, eta: 3:56:24, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.7985, recall@top3: 0.8196, prec@top3: 0.6755, recall@top5: 0.9377, prec@top5: 0.4760, loss: 0.0354, grad_norm: 0.1383 2021-03-02 13:32:36,164 - mmaction - INFO - Epoch [17][1220/1921] lr: 1.500e-03, eta: 3:55:40, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7433, prec@thr=0.5: 0.8120, recall@top3: 0.8327, prec@top3: 0.6933, recall@top5: 0.9432, prec@top5: 0.4823, loss: 0.0338, grad_norm: 0.1376 2021-03-02 13:33:19,354 - mmaction - INFO - Epoch [17][1240/1921] lr: 1.500e-03, eta: 3:54:57, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.7933, recall@top3: 0.8282, prec@top3: 0.6674, recall@top5: 0.9429, prec@top5: 0.4666, loss: 0.0338, grad_norm: 0.1367 2021-03-02 13:34:02,729 - mmaction - INFO - Epoch [17][1260/1921] lr: 1.500e-03, eta: 3:54:13, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7925, recall@top3: 0.8273, prec@top3: 0.6706, recall@top5: 0.9421, prec@top5: 0.4695, loss: 0.0345, grad_norm: 0.1415 2021-03-02 13:34:46,407 - mmaction - INFO - Epoch [17][1280/1921] lr: 1.500e-03, eta: 3:53:29, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.8012, recall@top3: 0.8292, prec@top3: 0.6741, recall@top5: 0.9411, prec@top5: 0.4710, loss: 0.0345, grad_norm: 0.1392 2021-03-02 13:35:29,646 - mmaction - INFO - Epoch [17][1300/1921] lr: 1.500e-03, eta: 3:52:45, time: 2.162, data_time: 0.004, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.8001, recall@top3: 0.8224, prec@top3: 0.6713, recall@top5: 0.9330, prec@top5: 0.4690, loss: 0.0358, grad_norm: 0.1400 2021-03-02 13:36:12,251 - mmaction - INFO - Epoch [17][1320/1921] lr: 1.500e-03, eta: 3:52:01, time: 2.131, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.7952, recall@top3: 0.8232, prec@top3: 0.6742, recall@top5: 0.9391, prec@top5: 0.4724, loss: 0.0354, grad_norm: 0.1407 2021-03-02 13:36:55,199 - mmaction - INFO - Epoch [17][1340/1921] lr: 1.500e-03, eta: 3:51:17, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.7968, recall@top3: 0.8314, prec@top3: 0.6783, recall@top5: 0.9450, prec@top5: 0.4715, loss: 0.0342, grad_norm: 0.1422 2021-03-02 13:37:38,664 - mmaction - INFO - Epoch [17][1360/1921] lr: 1.500e-03, eta: 3:50:33, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7180, prec@thr=0.5: 0.7874, recall@top3: 0.8263, prec@top3: 0.6607, recall@top5: 0.9390, prec@top5: 0.4632, loss: 0.0348, grad_norm: 0.1398 2021-03-02 13:38:22,486 - mmaction - INFO - Epoch [17][1380/1921] lr: 1.500e-03, eta: 3:49:50, time: 2.191, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7281, prec@thr=0.5: 0.7980, recall@top3: 0.8277, prec@top3: 0.6684, recall@top5: 0.9368, prec@top5: 0.4646, loss: 0.0348, grad_norm: 0.1404 2021-03-02 13:39:05,500 - mmaction - INFO - Epoch [17][1400/1921] lr: 1.500e-03, eta: 3:49:06, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7359, prec@thr=0.5: 0.8148, recall@top3: 0.8324, prec@top3: 0.6763, recall@top5: 0.9421, prec@top5: 0.4709, loss: 0.0338, grad_norm: 0.1390 2021-03-02 13:39:49,089 - mmaction - INFO - Epoch [17][1420/1921] lr: 1.500e-03, eta: 3:48:22, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7293, prec@thr=0.5: 0.7956, recall@top3: 0.8289, prec@top3: 0.6730, recall@top5: 0.9389, prec@top5: 0.4682, loss: 0.0343, grad_norm: 0.1393 2021-03-02 13:40:31,895 - mmaction - INFO - Epoch [17][1440/1921] lr: 1.500e-03, eta: 3:47:38, time: 2.140, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.7971, recall@top3: 0.8258, prec@top3: 0.6716, recall@top5: 0.9417, prec@top5: 0.4713, loss: 0.0352, grad_norm: 0.1424 2021-03-02 13:41:15,003 - mmaction - INFO - Epoch [17][1460/1921] lr: 1.500e-03, eta: 3:46:54, time: 2.155, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.7938, recall@top3: 0.8223, prec@top3: 0.6714, recall@top5: 0.9372, prec@top5: 0.4690, loss: 0.0360, grad_norm: 0.1413 2021-03-02 13:41:58,893 - mmaction - INFO - Epoch [17][1480/1921] lr: 1.500e-03, eta: 3:46:11, time: 2.194, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7221, prec@thr=0.5: 0.7960, recall@top3: 0.8201, prec@top3: 0.6740, recall@top5: 0.9399, prec@top5: 0.4742, loss: 0.0348, grad_norm: 0.1393 2021-03-02 13:42:41,761 - mmaction - INFO - Epoch [17][1500/1921] lr: 1.500e-03, eta: 3:45:27, time: 2.143, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.8017, recall@top3: 0.8243, prec@top3: 0.6794, recall@top5: 0.9385, prec@top5: 0.4735, loss: 0.0346, grad_norm: 0.1412 2021-03-02 13:43:24,888 - mmaction - INFO - Epoch [17][1520/1921] lr: 1.500e-03, eta: 3:44:43, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7264, prec@thr=0.5: 0.8011, recall@top3: 0.8269, prec@top3: 0.6721, recall@top5: 0.9415, prec@top5: 0.4691, loss: 0.0344, grad_norm: 0.1413 2021-03-02 13:44:08,161 - mmaction - INFO - Epoch [17][1540/1921] lr: 1.500e-03, eta: 3:43:59, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7153, prec@thr=0.5: 0.7919, recall@top3: 0.8197, prec@top3: 0.6666, recall@top5: 0.9390, prec@top5: 0.4706, loss: 0.0354, grad_norm: 0.1411 2021-03-02 13:44:51,111 - mmaction - INFO - Epoch [17][1560/1921] lr: 1.500e-03, eta: 3:43:15, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7334, prec@thr=0.5: 0.8080, recall@top3: 0.8293, prec@top3: 0.6861, recall@top5: 0.9446, prec@top5: 0.4792, loss: 0.0348, grad_norm: 0.1409 2021-03-02 13:45:34,362 - mmaction - INFO - Epoch [17][1580/1921] lr: 1.500e-03, eta: 3:42:31, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7270, prec@thr=0.5: 0.7968, recall@top3: 0.8242, prec@top3: 0.6660, recall@top5: 0.9379, prec@top5: 0.4652, loss: 0.0344, grad_norm: 0.1418 2021-03-02 13:46:18,485 - mmaction - INFO - Epoch [17][1600/1921] lr: 1.500e-03, eta: 3:41:47, time: 2.206, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7250, prec@thr=0.5: 0.7951, recall@top3: 0.8249, prec@top3: 0.6776, recall@top5: 0.9434, prec@top5: 0.4759, loss: 0.0347, grad_norm: 0.1392 2021-03-02 13:47:01,200 - mmaction - INFO - Epoch [17][1620/1921] lr: 1.500e-03, eta: 3:41:04, time: 2.136, data_time: 0.001, memory: 8270, loss_action_cls: 0.0332, recall@thr=0.5: 0.7422, prec@thr=0.5: 0.8149, recall@top3: 0.8382, prec@top3: 0.6875, recall@top5: 0.9467, prec@top5: 0.4767, loss: 0.0332, grad_norm: 0.1399 2021-03-02 13:47:44,542 - mmaction - INFO - Epoch [17][1640/1921] lr: 1.500e-03, eta: 3:40:20, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7217, prec@thr=0.5: 0.7918, recall@top3: 0.8255, prec@top3: 0.6623, recall@top5: 0.9415, prec@top5: 0.4653, loss: 0.0351, grad_norm: 0.1391 2021-03-02 13:48:27,894 - mmaction - INFO - Epoch [17][1660/1921] lr: 1.500e-03, eta: 3:39:36, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7258, prec@thr=0.5: 0.8075, recall@top3: 0.8312, prec@top3: 0.6779, recall@top5: 0.9382, prec@top5: 0.4695, loss: 0.0343, grad_norm: 0.1397 2021-03-02 13:49:11,604 - mmaction - INFO - Epoch [17][1680/1921] lr: 1.500e-03, eta: 3:38:52, time: 2.186, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7290, prec@thr=0.5: 0.8019, recall@top3: 0.8266, prec@top3: 0.6845, recall@top5: 0.9408, prec@top5: 0.4786, loss: 0.0348, grad_norm: 0.1367 2021-03-02 13:49:55,774 - mmaction - INFO - Epoch [17][1700/1921] lr: 1.500e-03, eta: 3:38:08, time: 2.208, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.7977, recall@top3: 0.8242, prec@top3: 0.6793, recall@top5: 0.9392, prec@top5: 0.4750, loss: 0.0350, grad_norm: 0.1418 2021-03-02 13:50:38,485 - mmaction - INFO - Epoch [17][1720/1921] lr: 1.500e-03, eta: 3:37:25, time: 2.135, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7252, prec@thr=0.5: 0.7966, recall@top3: 0.8326, prec@top3: 0.6748, recall@top5: 0.9446, prec@top5: 0.4697, loss: 0.0345, grad_norm: 0.1367 2021-03-02 13:51:22,257 - mmaction - INFO - Epoch [17][1740/1921] lr: 1.500e-03, eta: 3:36:41, time: 2.189, data_time: 0.001, memory: 8270, loss_action_cls: 0.0331, recall@thr=0.5: 0.7394, prec@thr=0.5: 0.8069, recall@top3: 0.8345, prec@top3: 0.6801, recall@top5: 0.9464, prec@top5: 0.4748, loss: 0.0331, grad_norm: 0.1332 2021-03-02 13:52:05,674 - mmaction - INFO - Epoch [17][1760/1921] lr: 1.500e-03, eta: 3:35:57, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7333, prec@thr=0.5: 0.8077, recall@top3: 0.8297, prec@top3: 0.6814, recall@top5: 0.9428, prec@top5: 0.4759, loss: 0.0340, grad_norm: 0.1408 2021-03-02 13:52:49,003 - mmaction - INFO - Epoch [17][1780/1921] lr: 1.500e-03, eta: 3:35:13, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7314, prec@thr=0.5: 0.8045, recall@top3: 0.8339, prec@top3: 0.6850, recall@top5: 0.9409, prec@top5: 0.4744, loss: 0.0343, grad_norm: 0.1347 2021-03-02 13:53:32,521 - mmaction - INFO - Epoch [17][1800/1921] lr: 1.500e-03, eta: 3:34:29, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7279, prec@thr=0.5: 0.7998, recall@top3: 0.8313, prec@top3: 0.6772, recall@top5: 0.9441, prec@top5: 0.4722, loss: 0.0341, grad_norm: 0.1396 2021-03-02 13:54:15,399 - mmaction - INFO - Epoch [17][1820/1921] lr: 1.500e-03, eta: 3:33:45, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7298, prec@thr=0.5: 0.7998, recall@top3: 0.8338, prec@top3: 0.6827, recall@top5: 0.9462, prec@top5: 0.4745, loss: 0.0342, grad_norm: 0.1422 2021-03-02 13:54:59,030 - mmaction - INFO - Epoch [17][1840/1921] lr: 1.500e-03, eta: 3:33:02, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.7915, recall@top3: 0.8312, prec@top3: 0.6818, recall@top5: 0.9427, prec@top5: 0.4738, loss: 0.0348, grad_norm: 0.1401 2021-03-02 13:55:42,586 - mmaction - INFO - Epoch [17][1860/1921] lr: 1.500e-03, eta: 3:32:18, time: 2.178, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7241, prec@thr=0.5: 0.7963, recall@top3: 0.8219, prec@top3: 0.6736, recall@top5: 0.9404, prec@top5: 0.4745, loss: 0.0354, grad_norm: 0.1411 2021-03-02 13:56:25,604 - mmaction - INFO - Epoch [17][1880/1921] lr: 1.500e-03, eta: 3:31:34, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0336, recall@thr=0.5: 0.7329, prec@thr=0.5: 0.8021, recall@top3: 0.8341, prec@top3: 0.6781, recall@top5: 0.9471, prec@top5: 0.4735, loss: 0.0336, grad_norm: 0.1380 2021-03-02 13:57:09,458 - mmaction - INFO - Epoch [17][1900/1921] lr: 1.500e-03, eta: 3:30:50, time: 2.193, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7292, prec@thr=0.5: 0.7899, recall@top3: 0.8244, prec@top3: 0.6701, recall@top5: 0.9414, prec@top5: 0.4701, loss: 0.0344, grad_norm: 0.1398 2021-03-02 13:57:51,780 - mmaction - INFO - Epoch [17][1920/1921] lr: 1.500e-03, eta: 3:30:06, time: 2.116, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7225, prec@thr=0.5: 0.7937, recall@top3: 0.8175, prec@top3: 0.6674, recall@top5: 0.9352, prec@top5: 0.4695, loss: 0.0361, grad_norm: 0.1416 2021-03-02 13:57:56,514 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-03-02 14:08:57,590 - mmaction - INFO - Evaluating mAP ... 2021-03-02 14:17:07,940 - mmaction - INFO - mAP@0.5IOU 0.1980 2021-03-02 14:17:09,119 - mmaction - INFO - Epoch(val) [17][1921] mAP@0.5IOU: 0.1980 2021-03-02 14:18:44,958 - mmaction - INFO - Epoch [18][20/1921] lr: 1.500e-03, eta: 3:29:29, time: 4.784, data_time: 2.618, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.7957, recall@top3: 0.8239, prec@top3: 0.6743, recall@top5: 0.9398, prec@top5: 0.4735, loss: 0.0353, grad_norm: 0.1431 2021-03-02 14:19:28,213 - mmaction - INFO - Epoch [18][40/1921] lr: 1.500e-03, eta: 3:28:45, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7264, prec@thr=0.5: 0.7949, recall@top3: 0.8233, prec@top3: 0.6705, recall@top5: 0.9436, prec@top5: 0.4725, loss: 0.0350, grad_norm: 0.1428 2021-03-02 14:20:11,556 - mmaction - INFO - Epoch [18][60/1921] lr: 1.500e-03, eta: 3:28:01, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7279, prec@thr=0.5: 0.7977, recall@top3: 0.8285, prec@top3: 0.6714, recall@top5: 0.9404, prec@top5: 0.4697, loss: 0.0345, grad_norm: 0.1403 2021-03-02 14:20:54,094 - mmaction - INFO - Epoch [18][80/1921] lr: 1.500e-03, eta: 3:27:17, time: 2.127, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7311, prec@thr=0.5: 0.7976, recall@top3: 0.8288, prec@top3: 0.6747, recall@top5: 0.9439, prec@top5: 0.4728, loss: 0.0341, grad_norm: 0.1433 2021-03-02 14:21:37,037 - mmaction - INFO - Epoch [18][100/1921] lr: 1.500e-03, eta: 3:26:34, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.8044, recall@top3: 0.8356, prec@top3: 0.6767, recall@top5: 0.9439, prec@top5: 0.4690, loss: 0.0342, grad_norm: 0.1415 2021-03-02 14:22:21,109 - mmaction - INFO - Epoch [18][120/1921] lr: 1.500e-03, eta: 3:25:50, time: 2.204, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7302, prec@thr=0.5: 0.8043, recall@top3: 0.8282, prec@top3: 0.6844, recall@top5: 0.9396, prec@top5: 0.4773, loss: 0.0350, grad_norm: 0.1398 2021-03-02 14:23:04,180 - mmaction - INFO - Epoch [18][140/1921] lr: 1.500e-03, eta: 3:25:06, time: 2.154, data_time: 0.003, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7360, prec@thr=0.5: 0.8043, recall@top3: 0.8326, prec@top3: 0.6790, recall@top5: 0.9414, prec@top5: 0.4708, loss: 0.0343, grad_norm: 0.1351 2021-03-02 14:23:47,118 - mmaction - INFO - Epoch [18][160/1921] lr: 1.500e-03, eta: 3:24:22, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7845, recall@top3: 0.8223, prec@top3: 0.6692, recall@top5: 0.9405, prec@top5: 0.4702, loss: 0.0346, grad_norm: 0.1370 2021-03-02 14:24:30,600 - mmaction - INFO - Epoch [18][180/1921] lr: 1.500e-03, eta: 3:23:38, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7329, prec@thr=0.5: 0.8088, recall@top3: 0.8314, prec@top3: 0.6775, recall@top5: 0.9463, prec@top5: 0.4750, loss: 0.0338, grad_norm: 0.1383 2021-03-02 14:25:14,635 - mmaction - INFO - Epoch [18][200/1921] lr: 1.500e-03, eta: 3:22:54, time: 2.202, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7248, prec@thr=0.5: 0.8012, recall@top3: 0.8296, prec@top3: 0.6703, recall@top5: 0.9420, prec@top5: 0.4674, loss: 0.0348, grad_norm: 0.1385 2021-03-02 14:25:58,146 - mmaction - INFO - Epoch [18][220/1921] lr: 1.500e-03, eta: 3:22:11, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.7967, recall@top3: 0.8265, prec@top3: 0.6781, recall@top5: 0.9420, prec@top5: 0.4747, loss: 0.0349, grad_norm: 0.1412 2021-03-02 14:26:41,912 - mmaction - INFO - Epoch [18][240/1921] lr: 1.500e-03, eta: 3:21:27, time: 2.189, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7323, prec@thr=0.5: 0.7968, recall@top3: 0.8262, prec@top3: 0.6785, recall@top5: 0.9403, prec@top5: 0.4753, loss: 0.0346, grad_norm: 0.1375 2021-03-02 14:27:25,873 - mmaction - INFO - Epoch [18][260/1921] lr: 1.500e-03, eta: 3:20:43, time: 2.198, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7277, prec@thr=0.5: 0.7980, recall@top3: 0.8240, prec@top3: 0.6783, recall@top5: 0.9428, prec@top5: 0.4787, loss: 0.0348, grad_norm: 0.1404 2021-03-02 14:28:09,850 - mmaction - INFO - Epoch [18][280/1921] lr: 1.500e-03, eta: 3:19:59, time: 2.199, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.8060, recall@top3: 0.8249, prec@top3: 0.6764, recall@top5: 0.9385, prec@top5: 0.4731, loss: 0.0354, grad_norm: 0.1402 2021-03-02 14:28:52,730 - mmaction - INFO - Epoch [18][300/1921] lr: 1.500e-03, eta: 3:19:15, time: 2.144, data_time: 0.002, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7262, prec@thr=0.5: 0.7974, recall@top3: 0.8255, prec@top3: 0.6711, recall@top5: 0.9422, prec@top5: 0.4720, loss: 0.0346, grad_norm: 0.1419 2021-03-02 14:29:36,753 - mmaction - INFO - Epoch [18][320/1921] lr: 1.500e-03, eta: 3:18:32, time: 2.201, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7964, recall@top3: 0.8246, prec@top3: 0.6752, recall@top5: 0.9392, prec@top5: 0.4719, loss: 0.0349, grad_norm: 0.1401 2021-03-02 14:30:19,683 - mmaction - INFO - Epoch [18][340/1921] lr: 1.500e-03, eta: 3:17:48, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0334, recall@thr=0.5: 0.7365, prec@thr=0.5: 0.7993, recall@top3: 0.8339, prec@top3: 0.6743, recall@top5: 0.9470, prec@top5: 0.4706, loss: 0.0334, grad_norm: 0.1401 2021-03-02 14:31:03,037 - mmaction - INFO - Epoch [18][360/1921] lr: 1.500e-03, eta: 3:17:04, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0334, recall@thr=0.5: 0.7325, prec@thr=0.5: 0.8033, recall@top3: 0.8311, prec@top3: 0.6772, recall@top5: 0.9428, prec@top5: 0.4714, loss: 0.0334, grad_norm: 0.1372 2021-03-02 14:31:45,676 - mmaction - INFO - Epoch [18][380/1921] lr: 1.500e-03, eta: 3:16:20, time: 2.132, data_time: 0.001, memory: 8270, loss_action_cls: 0.0332, recall@thr=0.5: 0.7349, prec@thr=0.5: 0.8126, recall@top3: 0.8373, prec@top3: 0.6837, recall@top5: 0.9472, prec@top5: 0.4745, loss: 0.0332, grad_norm: 0.1377 2021-03-02 14:32:29,505 - mmaction - INFO - Epoch [18][400/1921] lr: 1.500e-03, eta: 3:15:36, time: 2.191, data_time: 0.001, memory: 8270, loss_action_cls: 0.0334, recall@thr=0.5: 0.7376, prec@thr=0.5: 0.8020, recall@top3: 0.8335, prec@top3: 0.6794, recall@top5: 0.9473, prec@top5: 0.4744, loss: 0.0334, grad_norm: 0.1364 2021-03-02 14:33:12,049 - mmaction - INFO - Epoch [18][420/1921] lr: 1.500e-03, eta: 3:14:52, time: 2.127, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.7973, recall@top3: 0.8285, prec@top3: 0.6705, recall@top5: 0.9384, prec@top5: 0.4670, loss: 0.0350, grad_norm: 0.1411 2021-03-02 14:33:55,669 - mmaction - INFO - Epoch [18][440/1921] lr: 1.500e-03, eta: 3:14:09, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7168, prec@thr=0.5: 0.7908, recall@top3: 0.8216, prec@top3: 0.6720, recall@top5: 0.9366, prec@top5: 0.4710, loss: 0.0355, grad_norm: 0.1421 2021-03-02 14:34:38,736 - mmaction - INFO - Epoch [18][460/1921] lr: 1.500e-03, eta: 3:13:25, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.7975, recall@top3: 0.8218, prec@top3: 0.6701, recall@top5: 0.9392, prec@top5: 0.4713, loss: 0.0344, grad_norm: 0.1393 2021-03-02 14:35:22,806 - mmaction - INFO - Epoch [18][480/1921] lr: 1.500e-03, eta: 3:12:41, time: 2.204, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.8061, recall@top3: 0.8195, prec@top3: 0.6818, recall@top5: 0.9407, prec@top5: 0.4824, loss: 0.0354, grad_norm: 0.1389 2021-03-02 14:36:05,511 - mmaction - INFO - Epoch [18][500/1921] lr: 1.500e-03, eta: 3:11:57, time: 2.135, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7887, recall@top3: 0.8277, prec@top3: 0.6678, recall@top5: 0.9363, prec@top5: 0.4641, loss: 0.0351, grad_norm: 0.1406 2021-03-02 14:36:48,788 - mmaction - INFO - Epoch [18][520/1921] lr: 1.500e-03, eta: 3:11:13, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7273, prec@thr=0.5: 0.7980, recall@top3: 0.8316, prec@top3: 0.6843, recall@top5: 0.9452, prec@top5: 0.4788, loss: 0.0345, grad_norm: 0.1431 2021-03-02 14:37:31,926 - mmaction - INFO - Epoch [18][540/1921] lr: 1.500e-03, eta: 3:10:29, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.7989, recall@top3: 0.8250, prec@top3: 0.6724, recall@top5: 0.9436, prec@top5: 0.4740, loss: 0.0347, grad_norm: 0.1425 2021-03-02 14:38:14,612 - mmaction - INFO - Epoch [18][560/1921] lr: 1.500e-03, eta: 3:09:45, time: 2.134, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.7956, recall@top3: 0.8222, prec@top3: 0.6661, recall@top5: 0.9416, prec@top5: 0.4664, loss: 0.0343, grad_norm: 0.1428 2021-03-02 14:38:57,280 - mmaction - INFO - Epoch [18][580/1921] lr: 1.500e-03, eta: 3:09:01, time: 2.133, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.7989, recall@top3: 0.8279, prec@top3: 0.6734, recall@top5: 0.9425, prec@top5: 0.4713, loss: 0.0348, grad_norm: 0.1403 2021-03-02 14:39:40,290 - mmaction - INFO - Epoch [18][600/1921] lr: 1.500e-03, eta: 3:08:18, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7276, prec@thr=0.5: 0.8063, recall@top3: 0.8330, prec@top3: 0.6787, recall@top5: 0.9457, prec@top5: 0.4736, loss: 0.0340, grad_norm: 0.1372 2021-03-02 14:40:24,902 - mmaction - INFO - Epoch [18][620/1921] lr: 1.500e-03, eta: 3:07:34, time: 2.231, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7339, prec@thr=0.5: 0.7982, recall@top3: 0.8306, prec@top3: 0.6769, recall@top5: 0.9394, prec@top5: 0.4708, loss: 0.0342, grad_norm: 0.1413 2021-03-02 14:41:07,983 - mmaction - INFO - Epoch [18][640/1921] lr: 1.500e-03, eta: 3:06:50, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7248, prec@thr=0.5: 0.7958, recall@top3: 0.8260, prec@top3: 0.6751, recall@top5: 0.9429, prec@top5: 0.4733, loss: 0.0342, grad_norm: 0.1433 2021-03-02 14:41:51,084 - mmaction - INFO - Epoch [18][660/1921] lr: 1.500e-03, eta: 3:06:06, time: 2.155, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7217, prec@thr=0.5: 0.8015, recall@top3: 0.8246, prec@top3: 0.6823, recall@top5: 0.9472, prec@top5: 0.4812, loss: 0.0345, grad_norm: 0.1415 2021-03-02 14:42:34,303 - mmaction - INFO - Epoch [18][680/1921] lr: 1.500e-03, eta: 3:05:22, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.8031, recall@top3: 0.8304, prec@top3: 0.6723, recall@top5: 0.9431, prec@top5: 0.4694, loss: 0.0347, grad_norm: 0.1402 2021-03-02 14:43:17,573 - mmaction - INFO - Epoch [18][700/1921] lr: 1.500e-03, eta: 3:04:38, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.8000, recall@top3: 0.8273, prec@top3: 0.6810, recall@top5: 0.9369, prec@top5: 0.4729, loss: 0.0342, grad_norm: 0.1401 2021-03-02 14:43:59,970 - mmaction - INFO - Epoch [18][720/1921] lr: 1.500e-03, eta: 3:03:54, time: 2.120, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.7919, recall@top3: 0.8210, prec@top3: 0.6766, recall@top5: 0.9365, prec@top5: 0.4729, loss: 0.0357, grad_norm: 0.1432 2021-03-02 14:44:43,203 - mmaction - INFO - Epoch [18][740/1921] lr: 1.500e-03, eta: 3:03:11, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7910, recall@top3: 0.8255, prec@top3: 0.6700, recall@top5: 0.9411, prec@top5: 0.4695, loss: 0.0351, grad_norm: 0.1425 2021-03-02 14:45:26,632 - mmaction - INFO - Epoch [18][760/1921] lr: 1.500e-03, eta: 3:02:27, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7295, prec@thr=0.5: 0.7939, recall@top3: 0.8299, prec@top3: 0.6759, recall@top5: 0.9445, prec@top5: 0.4728, loss: 0.0342, grad_norm: 0.1380 2021-03-02 14:46:10,257 - mmaction - INFO - Epoch [18][780/1921] lr: 1.500e-03, eta: 3:01:43, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.7994, recall@top3: 0.8309, prec@top3: 0.6741, recall@top5: 0.9420, prec@top5: 0.4687, loss: 0.0342, grad_norm: 0.1371 2021-03-02 14:46:53,293 - mmaction - INFO - Epoch [18][800/1921] lr: 1.500e-03, eta: 3:00:59, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7243, prec@thr=0.5: 0.8039, recall@top3: 0.8260, prec@top3: 0.6768, recall@top5: 0.9413, prec@top5: 0.4748, loss: 0.0349, grad_norm: 0.1402 2021-03-02 14:47:36,574 - mmaction - INFO - Epoch [18][820/1921] lr: 1.500e-03, eta: 3:00:15, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7932, recall@top3: 0.8278, prec@top3: 0.6681, recall@top5: 0.9400, prec@top5: 0.4668, loss: 0.0350, grad_norm: 0.1399 2021-03-02 14:48:19,267 - mmaction - INFO - Epoch [18][840/1921] lr: 1.500e-03, eta: 2:59:31, time: 2.134, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7307, prec@thr=0.5: 0.7987, recall@top3: 0.8297, prec@top3: 0.6795, recall@top5: 0.9391, prec@top5: 0.4727, loss: 0.0346, grad_norm: 0.1429 2021-03-02 14:49:02,495 - mmaction - INFO - Epoch [18][860/1921] lr: 1.500e-03, eta: 2:58:48, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7283, prec@thr=0.5: 0.7975, recall@top3: 0.8306, prec@top3: 0.6718, recall@top5: 0.9436, prec@top5: 0.4690, loss: 0.0341, grad_norm: 0.1399 2021-03-02 14:49:46,491 - mmaction - INFO - Epoch [18][880/1921] lr: 1.500e-03, eta: 2:58:04, time: 2.200, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7143, prec@thr=0.5: 0.7945, recall@top3: 0.8245, prec@top3: 0.6647, recall@top5: 0.9392, prec@top5: 0.4664, loss: 0.0350, grad_norm: 0.1389 2021-03-02 14:50:29,660 - mmaction - INFO - Epoch [18][900/1921] lr: 1.500e-03, eta: 2:57:20, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7280, prec@thr=0.5: 0.8050, recall@top3: 0.8290, prec@top3: 0.6789, recall@top5: 0.9418, prec@top5: 0.4733, loss: 0.0344, grad_norm: 0.1415 2021-03-02 14:51:12,707 - mmaction - INFO - Epoch [18][920/1921] lr: 1.500e-03, eta: 2:56:36, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.7981, recall@top3: 0.8213, prec@top3: 0.6762, recall@top5: 0.9404, prec@top5: 0.4748, loss: 0.0350, grad_norm: 0.1442 2021-03-02 14:51:56,747 - mmaction - INFO - Epoch [18][940/1921] lr: 1.500e-03, eta: 2:55:52, time: 2.202, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7283, prec@thr=0.5: 0.7922, recall@top3: 0.8216, prec@top3: 0.6717, recall@top5: 0.9365, prec@top5: 0.4705, loss: 0.0355, grad_norm: 0.1445 2021-03-02 14:52:40,379 - mmaction - INFO - Epoch [18][960/1921] lr: 1.500e-03, eta: 2:55:09, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7346, prec@thr=0.5: 0.7966, recall@top3: 0.8259, prec@top3: 0.6763, recall@top5: 0.9405, prec@top5: 0.4726, loss: 0.0342, grad_norm: 0.1393 2021-03-02 14:53:23,985 - mmaction - INFO - Epoch [18][980/1921] lr: 1.500e-03, eta: 2:54:25, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7258, prec@thr=0.5: 0.7969, recall@top3: 0.8242, prec@top3: 0.6764, recall@top5: 0.9408, prec@top5: 0.4737, loss: 0.0352, grad_norm: 0.1403 2021-03-02 14:54:07,050 - mmaction - INFO - Epoch [18][1000/1921] lr: 1.500e-03, eta: 2:53:41, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7244, prec@thr=0.5: 0.7928, recall@top3: 0.8283, prec@top3: 0.6773, recall@top5: 0.9418, prec@top5: 0.4735, loss: 0.0350, grad_norm: 0.1410 2021-03-02 14:54:49,735 - mmaction - INFO - Epoch [18][1020/1921] lr: 1.500e-03, eta: 2:52:57, time: 2.134, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.7921, recall@top3: 0.8181, prec@top3: 0.6689, recall@top5: 0.9368, prec@top5: 0.4702, loss: 0.0355, grad_norm: 0.1422 2021-03-02 14:55:33,143 - mmaction - INFO - Epoch [18][1040/1921] lr: 1.500e-03, eta: 2:52:13, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.8051, recall@top3: 0.8267, prec@top3: 0.6881, recall@top5: 0.9457, prec@top5: 0.4843, loss: 0.0341, grad_norm: 0.1421 2021-03-02 14:56:17,040 - mmaction - INFO - Epoch [18][1060/1921] lr: 1.500e-03, eta: 2:51:30, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.7921, recall@top3: 0.8179, prec@top3: 0.6757, recall@top5: 0.9389, prec@top5: 0.4763, loss: 0.0349, grad_norm: 0.1404 2021-03-02 14:57:00,498 - mmaction - INFO - Epoch [18][1080/1921] lr: 1.500e-03, eta: 2:50:46, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7264, prec@thr=0.5: 0.7994, recall@top3: 0.8246, prec@top3: 0.6781, recall@top5: 0.9400, prec@top5: 0.4750, loss: 0.0353, grad_norm: 0.1454 2021-03-02 14:57:44,230 - mmaction - INFO - Epoch [18][1100/1921] lr: 1.500e-03, eta: 2:50:02, time: 2.186, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7904, recall@top3: 0.8201, prec@top3: 0.6649, recall@top5: 0.9376, prec@top5: 0.4659, loss: 0.0351, grad_norm: 0.1390 2021-03-02 14:58:27,394 - mmaction - INFO - Epoch [18][1120/1921] lr: 1.500e-03, eta: 2:49:18, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7296, prec@thr=0.5: 0.7971, recall@top3: 0.8300, prec@top3: 0.6691, recall@top5: 0.9440, prec@top5: 0.4683, loss: 0.0341, grad_norm: 0.1365 2021-03-02 14:59:10,463 - mmaction - INFO - Epoch [18][1140/1921] lr: 1.500e-03, eta: 2:48:34, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7346, prec@thr=0.5: 0.8028, recall@top3: 0.8284, prec@top3: 0.6779, recall@top5: 0.9414, prec@top5: 0.4726, loss: 0.0344, grad_norm: 0.1445 2021-03-02 14:59:54,623 - mmaction - INFO - Epoch [18][1160/1921] lr: 1.500e-03, eta: 2:47:51, time: 2.208, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7277, prec@thr=0.5: 0.8002, recall@top3: 0.8261, prec@top3: 0.6782, recall@top5: 0.9431, prec@top5: 0.4758, loss: 0.0346, grad_norm: 0.1414 2021-03-02 15:00:38,478 - mmaction - INFO - Epoch [18][1180/1921] lr: 1.500e-03, eta: 2:47:07, time: 2.193, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.8003, recall@top3: 0.8240, prec@top3: 0.6752, recall@top5: 0.9408, prec@top5: 0.4744, loss: 0.0347, grad_norm: 0.1396 2021-03-02 15:01:21,935 - mmaction - INFO - Epoch [18][1200/1921] lr: 1.500e-03, eta: 2:46:23, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7323, prec@thr=0.5: 0.7992, recall@top3: 0.8277, prec@top3: 0.6697, recall@top5: 0.9387, prec@top5: 0.4664, loss: 0.0342, grad_norm: 0.1393 2021-03-02 15:02:05,734 - mmaction - INFO - Epoch [18][1220/1921] lr: 1.500e-03, eta: 2:45:39, time: 2.190, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7280, prec@thr=0.5: 0.7990, recall@top3: 0.8299, prec@top3: 0.6788, recall@top5: 0.9431, prec@top5: 0.4752, loss: 0.0347, grad_norm: 0.1424 2021-03-02 15:02:49,488 - mmaction - INFO - Epoch [18][1240/1921] lr: 1.500e-03, eta: 2:44:56, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.8009, recall@top3: 0.8235, prec@top3: 0.6748, recall@top5: 0.9418, prec@top5: 0.4748, loss: 0.0350, grad_norm: 0.1453 2021-03-02 15:03:32,447 - mmaction - INFO - Epoch [18][1260/1921] lr: 1.500e-03, eta: 2:44:12, time: 2.148, data_time: 0.015, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7312, prec@thr=0.5: 0.8070, recall@top3: 0.8312, prec@top3: 0.6762, recall@top5: 0.9432, prec@top5: 0.4709, loss: 0.0338, grad_norm: 0.1371 2021-03-02 15:04:16,160 - mmaction - INFO - Epoch [18][1280/1921] lr: 1.500e-03, eta: 2:43:28, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7310, prec@thr=0.5: 0.8021, recall@top3: 0.8310, prec@top3: 0.6766, recall@top5: 0.9431, prec@top5: 0.4729, loss: 0.0341, grad_norm: 0.1365 2021-03-02 15:04:59,038 - mmaction - INFO - Epoch [18][1300/1921] lr: 1.500e-03, eta: 2:42:44, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7281, prec@thr=0.5: 0.7972, recall@top3: 0.8310, prec@top3: 0.6723, recall@top5: 0.9444, prec@top5: 0.4696, loss: 0.0346, grad_norm: 0.1426 2021-03-02 15:05:42,267 - mmaction - INFO - Epoch [18][1320/1921] lr: 1.500e-03, eta: 2:42:00, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.7942, recall@top3: 0.8230, prec@top3: 0.6709, recall@top5: 0.9403, prec@top5: 0.4700, loss: 0.0356, grad_norm: 0.1440 2021-03-02 15:06:25,032 - mmaction - INFO - Epoch [18][1340/1921] lr: 1.500e-03, eta: 2:41:16, time: 2.138, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7285, prec@thr=0.5: 0.8002, recall@top3: 0.8277, prec@top3: 0.6683, recall@top5: 0.9376, prec@top5: 0.4658, loss: 0.0343, grad_norm: 0.1420 2021-03-02 15:07:07,670 - mmaction - INFO - Epoch [18][1360/1921] lr: 1.500e-03, eta: 2:40:32, time: 2.132, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7224, prec@thr=0.5: 0.8019, recall@top3: 0.8222, prec@top3: 0.6850, recall@top5: 0.9391, prec@top5: 0.4809, loss: 0.0350, grad_norm: 0.1428 2021-03-02 15:07:51,890 - mmaction - INFO - Epoch [18][1380/1921] lr: 1.500e-03, eta: 2:39:49, time: 2.211, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7284, prec@thr=0.5: 0.7938, recall@top3: 0.8208, prec@top3: 0.6820, recall@top5: 0.9382, prec@top5: 0.4785, loss: 0.0353, grad_norm: 0.1409 2021-03-02 15:08:35,055 - mmaction - INFO - Epoch [18][1400/1921] lr: 1.500e-03, eta: 2:39:05, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.7979, recall@top3: 0.8315, prec@top3: 0.6853, recall@top5: 0.9475, prec@top5: 0.4791, loss: 0.0343, grad_norm: 0.1383 2021-03-02 15:09:18,726 - mmaction - INFO - Epoch [18][1420/1921] lr: 1.500e-03, eta: 2:38:21, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7361, prec@thr=0.5: 0.8031, recall@top3: 0.8344, prec@top3: 0.6806, recall@top5: 0.9447, prec@top5: 0.4741, loss: 0.0341, grad_norm: 0.1385 2021-03-02 15:10:02,565 - mmaction - INFO - Epoch [18][1440/1921] lr: 1.500e-03, eta: 2:37:37, time: 2.192, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7177, prec@thr=0.5: 0.7842, recall@top3: 0.8194, prec@top3: 0.6744, recall@top5: 0.9391, prec@top5: 0.4733, loss: 0.0358, grad_norm: 0.1402 2021-03-02 15:10:46,490 - mmaction - INFO - Epoch [18][1460/1921] lr: 1.500e-03, eta: 2:36:54, time: 2.196, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7348, prec@thr=0.5: 0.8024, recall@top3: 0.8261, prec@top3: 0.6702, recall@top5: 0.9409, prec@top5: 0.4689, loss: 0.0350, grad_norm: 0.1424 2021-03-02 15:11:29,502 - mmaction - INFO - Epoch [18][1480/1921] lr: 1.500e-03, eta: 2:36:10, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.7917, recall@top3: 0.8256, prec@top3: 0.6691, recall@top5: 0.9403, prec@top5: 0.4682, loss: 0.0349, grad_norm: 0.1438 2021-03-02 15:12:13,046 - mmaction - INFO - Epoch [18][1500/1921] lr: 1.500e-03, eta: 2:35:26, time: 2.177, data_time: 0.002, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7145, prec@thr=0.5: 0.7907, recall@top3: 0.8185, prec@top3: 0.6724, recall@top5: 0.9405, prec@top5: 0.4731, loss: 0.0356, grad_norm: 0.1422 2021-03-02 15:12:56,574 - mmaction - INFO - Epoch [18][1520/1921] lr: 1.500e-03, eta: 2:34:42, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7116, prec@thr=0.5: 0.7894, recall@top3: 0.8147, prec@top3: 0.6622, recall@top5: 0.9363, prec@top5: 0.4672, loss: 0.0354, grad_norm: 0.1425 2021-03-02 15:13:39,555 - mmaction - INFO - Epoch [18][1540/1921] lr: 1.500e-03, eta: 2:33:58, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.7942, recall@top3: 0.8242, prec@top3: 0.6692, recall@top5: 0.9374, prec@top5: 0.4686, loss: 0.0351, grad_norm: 0.1439 2021-03-02 15:14:22,143 - mmaction - INFO - Epoch [18][1560/1921] lr: 1.500e-03, eta: 2:33:14, time: 2.129, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7876, recall@top3: 0.8165, prec@top3: 0.6691, recall@top5: 0.9355, prec@top5: 0.4700, loss: 0.0356, grad_norm: 0.1463 2021-03-02 15:15:04,848 - mmaction - INFO - Epoch [18][1580/1921] lr: 1.500e-03, eta: 2:32:31, time: 2.135, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7217, prec@thr=0.5: 0.7962, recall@top3: 0.8223, prec@top3: 0.6776, recall@top5: 0.9404, prec@top5: 0.4769, loss: 0.0345, grad_norm: 0.1425 2021-03-02 15:15:48,225 - mmaction - INFO - Epoch [18][1600/1921] lr: 1.500e-03, eta: 2:31:47, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7276, prec@thr=0.5: 0.8023, recall@top3: 0.8220, prec@top3: 0.6823, recall@top5: 0.9372, prec@top5: 0.4784, loss: 0.0357, grad_norm: 0.1437 2021-03-02 15:16:31,470 - mmaction - INFO - Epoch [18][1620/1921] lr: 1.500e-03, eta: 2:31:03, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7225, prec@thr=0.5: 0.7893, recall@top3: 0.8237, prec@top3: 0.6633, recall@top5: 0.9427, prec@top5: 0.4660, loss: 0.0344, grad_norm: 0.1425 2021-03-02 15:17:13,962 - mmaction - INFO - Epoch [18][1640/1921] lr: 1.500e-03, eta: 2:30:19, time: 2.125, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7336, prec@thr=0.5: 0.8078, recall@top3: 0.8324, prec@top3: 0.6840, recall@top5: 0.9459, prec@top5: 0.4774, loss: 0.0341, grad_norm: 0.1435 2021-03-02 15:17:56,988 - mmaction - INFO - Epoch [18][1660/1921] lr: 1.500e-03, eta: 2:29:35, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7277, prec@thr=0.5: 0.7981, recall@top3: 0.8305, prec@top3: 0.6706, recall@top5: 0.9461, prec@top5: 0.4707, loss: 0.0344, grad_norm: 0.1392 2021-03-02 15:18:41,367 - mmaction - INFO - Epoch [18][1680/1921] lr: 1.500e-03, eta: 2:28:52, time: 2.219, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7988, recall@top3: 0.8201, prec@top3: 0.6794, recall@top5: 0.9378, prec@top5: 0.4777, loss: 0.0356, grad_norm: 0.1385 2021-03-02 15:19:24,039 - mmaction - INFO - Epoch [18][1700/1921] lr: 1.500e-03, eta: 2:28:08, time: 2.134, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7265, prec@thr=0.5: 0.7937, recall@top3: 0.8296, prec@top3: 0.6755, recall@top5: 0.9404, prec@top5: 0.4714, loss: 0.0349, grad_norm: 0.1410 2021-03-02 15:20:07,237 - mmaction - INFO - Epoch [18][1720/1921] lr: 1.500e-03, eta: 2:27:24, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7283, prec@thr=0.5: 0.7996, recall@top3: 0.8303, prec@top3: 0.6763, recall@top5: 0.9445, prec@top5: 0.4734, loss: 0.0343, grad_norm: 0.1404 2021-03-02 15:20:50,950 - mmaction - INFO - Epoch [18][1740/1921] lr: 1.500e-03, eta: 2:26:40, time: 2.186, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7354, prec@thr=0.5: 0.8057, recall@top3: 0.8389, prec@top3: 0.6776, recall@top5: 0.9434, prec@top5: 0.4677, loss: 0.0338, grad_norm: 0.1365 2021-03-02 15:21:34,180 - mmaction - INFO - Epoch [18][1760/1921] lr: 1.500e-03, eta: 2:25:56, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7273, prec@thr=0.5: 0.7969, recall@top3: 0.8292, prec@top3: 0.6683, recall@top5: 0.9388, prec@top5: 0.4641, loss: 0.0344, grad_norm: 0.1423 2021-03-02 15:22:17,204 - mmaction - INFO - Epoch [18][1780/1921] lr: 1.500e-03, eta: 2:25:12, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7206, prec@thr=0.5: 0.7981, recall@top3: 0.8227, prec@top3: 0.6693, recall@top5: 0.9380, prec@top5: 0.4691, loss: 0.0353, grad_norm: 0.1408 2021-03-02 15:23:00,394 - mmaction - INFO - Epoch [18][1800/1921] lr: 1.500e-03, eta: 2:24:29, time: 2.160, data_time: 0.005, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7988, recall@top3: 0.8202, prec@top3: 0.6682, recall@top5: 0.9385, prec@top5: 0.4715, loss: 0.0353, grad_norm: 0.1442 2021-03-02 15:23:44,320 - mmaction - INFO - Epoch [18][1820/1921] lr: 1.500e-03, eta: 2:23:45, time: 2.196, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7244, prec@thr=0.5: 0.7983, recall@top3: 0.8277, prec@top3: 0.6759, recall@top5: 0.9406, prec@top5: 0.4713, loss: 0.0346, grad_norm: 0.1359 2021-03-02 15:24:27,730 - mmaction - INFO - Epoch [18][1840/1921] lr: 1.500e-03, eta: 2:23:01, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7264, prec@thr=0.5: 0.7931, recall@top3: 0.8251, prec@top3: 0.6665, recall@top5: 0.9435, prec@top5: 0.4688, loss: 0.0348, grad_norm: 0.1433 2021-03-02 15:25:11,084 - mmaction - INFO - Epoch [18][1860/1921] lr: 1.500e-03, eta: 2:22:17, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7174, prec@thr=0.5: 0.7869, recall@top3: 0.8210, prec@top3: 0.6582, recall@top5: 0.9395, prec@top5: 0.4645, loss: 0.0357, grad_norm: 0.1456 2021-03-02 15:25:53,987 - mmaction - INFO - Epoch [18][1880/1921] lr: 1.500e-03, eta: 2:21:33, time: 2.145, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.7993, recall@top3: 0.8271, prec@top3: 0.6790, recall@top5: 0.9410, prec@top5: 0.4751, loss: 0.0351, grad_norm: 0.1419 2021-03-02 15:26:37,356 - mmaction - INFO - Epoch [18][1900/1921] lr: 1.500e-03, eta: 2:20:50, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.8104, recall@top3: 0.8346, prec@top3: 0.6764, recall@top5: 0.9418, prec@top5: 0.4685, loss: 0.0339, grad_norm: 0.1405 2021-03-02 15:27:20,328 - mmaction - INFO - Epoch [18][1920/1921] lr: 1.500e-03, eta: 2:20:06, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.8012, recall@top3: 0.8246, prec@top3: 0.6753, recall@top5: 0.9394, prec@top5: 0.4737, loss: 0.0353, grad_norm: 0.1378 2021-03-02 15:27:24,503 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-03-02 15:38:22,523 - mmaction - INFO - Evaluating mAP ... 2021-03-02 15:46:25,281 - mmaction - INFO - mAP@0.5IOU 0.1981 2021-03-02 15:46:26,411 - mmaction - INFO - Epoch(val) [18][1921] mAP@0.5IOU: 0.1981 2021-03-02 15:47:57,193 - mmaction - INFO - Epoch [19][20/1921] lr: 1.500e-03, eta: 2:19:25, time: 4.539, data_time: 2.433, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7161, prec@thr=0.5: 0.7937, recall@top3: 0.8188, prec@top3: 0.6780, recall@top5: 0.9341, prec@top5: 0.4754, loss: 0.0351, grad_norm: 0.1402 2021-03-02 15:48:40,368 - mmaction - INFO - Epoch [19][40/1921] lr: 1.500e-03, eta: 2:18:41, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7255, prec@thr=0.5: 0.7955, recall@top3: 0.8216, prec@top3: 0.6863, recall@top5: 0.9398, prec@top5: 0.4828, loss: 0.0353, grad_norm: 0.1423 2021-03-02 15:49:23,160 - mmaction - INFO - Epoch [19][60/1921] lr: 1.500e-03, eta: 2:17:57, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7322, prec@thr=0.5: 0.8086, recall@top3: 0.8300, prec@top3: 0.6853, recall@top5: 0.9468, prec@top5: 0.4799, loss: 0.0340, grad_norm: 0.1404 2021-03-02 15:50:05,883 - mmaction - INFO - Epoch [19][80/1921] lr: 1.500e-03, eta: 2:17:13, time: 2.136, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.7934, recall@top3: 0.8281, prec@top3: 0.6687, recall@top5: 0.9402, prec@top5: 0.4664, loss: 0.0348, grad_norm: 0.1434 2021-03-02 15:50:49,338 - mmaction - INFO - Epoch [19][100/1921] lr: 1.500e-03, eta: 2:16:29, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7330, prec@thr=0.5: 0.8054, recall@top3: 0.8307, prec@top3: 0.6806, recall@top5: 0.9457, prec@top5: 0.4749, loss: 0.0339, grad_norm: 0.1399 2021-03-02 15:51:32,725 - mmaction - INFO - Epoch [19][120/1921] lr: 1.500e-03, eta: 2:15:46, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7295, prec@thr=0.5: 0.7997, recall@top3: 0.8304, prec@top3: 0.6675, recall@top5: 0.9436, prec@top5: 0.4669, loss: 0.0343, grad_norm: 0.1388 2021-03-02 15:52:16,204 - mmaction - INFO - Epoch [19][140/1921] lr: 1.500e-03, eta: 2:15:02, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7122, prec@thr=0.5: 0.7854, recall@top3: 0.8163, prec@top3: 0.6712, recall@top5: 0.9354, prec@top5: 0.4730, loss: 0.0362, grad_norm: 0.1430 2021-03-02 15:52:59,329 - mmaction - INFO - Epoch [19][160/1921] lr: 1.500e-03, eta: 2:14:18, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7232, prec@thr=0.5: 0.7945, recall@top3: 0.8247, prec@top3: 0.6637, recall@top5: 0.9414, prec@top5: 0.4642, loss: 0.0350, grad_norm: 0.1408 2021-03-02 15:53:43,403 - mmaction - INFO - Epoch [19][180/1921] lr: 1.500e-03, eta: 2:13:34, time: 2.204, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.8017, recall@top3: 0.8275, prec@top3: 0.6737, recall@top5: 0.9384, prec@top5: 0.4704, loss: 0.0350, grad_norm: 0.1365 2021-03-02 15:54:26,833 - mmaction - INFO - Epoch [19][200/1921] lr: 1.500e-03, eta: 2:12:50, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7194, prec@thr=0.5: 0.7999, recall@top3: 0.8257, prec@top3: 0.6763, recall@top5: 0.9380, prec@top5: 0.4722, loss: 0.0352, grad_norm: 0.1420 2021-03-02 15:55:09,907 - mmaction - INFO - Epoch [19][220/1921] lr: 1.500e-03, eta: 2:12:07, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7276, prec@thr=0.5: 0.7993, recall@top3: 0.8278, prec@top3: 0.6810, recall@top5: 0.9422, prec@top5: 0.4767, loss: 0.0343, grad_norm: 0.1371 2021-03-02 15:55:53,892 - mmaction - INFO - Epoch [19][240/1921] lr: 1.500e-03, eta: 2:11:23, time: 2.199, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.7965, recall@top3: 0.8230, prec@top3: 0.6720, recall@top5: 0.9421, prec@top5: 0.4731, loss: 0.0353, grad_norm: 0.1421 2021-03-02 15:56:37,310 - mmaction - INFO - Epoch [19][260/1921] lr: 1.500e-03, eta: 2:10:39, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0337, recall@thr=0.5: 0.7401, prec@thr=0.5: 0.8081, recall@top3: 0.8324, prec@top3: 0.6815, recall@top5: 0.9453, prec@top5: 0.4774, loss: 0.0337, grad_norm: 0.1395 2021-03-02 15:57:20,771 - mmaction - INFO - Epoch [19][280/1921] lr: 1.500e-03, eta: 2:09:55, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0333, recall@thr=0.5: 0.7346, prec@thr=0.5: 0.8036, recall@top3: 0.8302, prec@top3: 0.6766, recall@top5: 0.9446, prec@top5: 0.4733, loss: 0.0333, grad_norm: 0.1381 2021-03-02 15:58:05,316 - mmaction - INFO - Epoch [19][300/1921] lr: 1.500e-03, eta: 2:09:12, time: 2.227, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7270, prec@thr=0.5: 0.8008, recall@top3: 0.8268, prec@top3: 0.6838, recall@top5: 0.9445, prec@top5: 0.4785, loss: 0.0348, grad_norm: 0.1397 2021-03-02 15:58:47,835 - mmaction - INFO - Epoch [19][320/1921] lr: 1.500e-03, eta: 2:08:28, time: 2.126, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.8037, recall@top3: 0.8309, prec@top3: 0.6783, recall@top5: 0.9445, prec@top5: 0.4737, loss: 0.0342, grad_norm: 0.1414 2021-03-02 15:59:30,877 - mmaction - INFO - Epoch [19][340/1921] lr: 1.500e-03, eta: 2:07:44, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7303, prec@thr=0.5: 0.7996, recall@top3: 0.8249, prec@top3: 0.6705, recall@top5: 0.9359, prec@top5: 0.4679, loss: 0.0354, grad_norm: 0.1451 2021-03-02 16:00:15,398 - mmaction - INFO - Epoch [19][360/1921] lr: 1.500e-03, eta: 2:07:00, time: 2.226, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7295, prec@thr=0.5: 0.7983, recall@top3: 0.8266, prec@top3: 0.6706, recall@top5: 0.9462, prec@top5: 0.4716, loss: 0.0344, grad_norm: 0.1418 2021-03-02 16:00:58,984 - mmaction - INFO - Epoch [19][380/1921] lr: 1.500e-03, eta: 2:06:16, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.8025, recall@top3: 0.8271, prec@top3: 0.6846, recall@top5: 0.9445, prec@top5: 0.4810, loss: 0.0344, grad_norm: 0.1407 2021-03-02 16:01:42,480 - mmaction - INFO - Epoch [19][400/1921] lr: 1.500e-03, eta: 2:05:33, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7248, prec@thr=0.5: 0.7943, recall@top3: 0.8342, prec@top3: 0.6779, recall@top5: 0.9445, prec@top5: 0.4722, loss: 0.0342, grad_norm: 0.1392 2021-03-02 16:02:24,679 - mmaction - INFO - Epoch [19][420/1921] lr: 1.500e-03, eta: 2:04:49, time: 2.110, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7942, recall@top3: 0.8258, prec@top3: 0.6599, recall@top5: 0.9408, prec@top5: 0.4611, loss: 0.0351, grad_norm: 0.1449 2021-03-02 16:03:08,414 - mmaction - INFO - Epoch [19][440/1921] lr: 1.500e-03, eta: 2:04:05, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7206, prec@thr=0.5: 0.7978, recall@top3: 0.8297, prec@top3: 0.6777, recall@top5: 0.9378, prec@top5: 0.4708, loss: 0.0349, grad_norm: 0.1408 2021-03-02 16:03:52,756 - mmaction - INFO - Epoch [19][460/1921] lr: 1.500e-03, eta: 2:03:21, time: 2.217, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7283, prec@thr=0.5: 0.8012, recall@top3: 0.8243, prec@top3: 0.6790, recall@top5: 0.9405, prec@top5: 0.4757, loss: 0.0352, grad_norm: 0.1412 2021-03-02 16:04:36,662 - mmaction - INFO - Epoch [19][480/1921] lr: 1.500e-03, eta: 2:02:37, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7222, prec@thr=0.5: 0.7953, recall@top3: 0.8244, prec@top3: 0.6729, recall@top5: 0.9423, prec@top5: 0.4718, loss: 0.0349, grad_norm: 0.1416 2021-03-02 16:05:20,735 - mmaction - INFO - Epoch [19][500/1921] lr: 1.500e-03, eta: 2:01:54, time: 2.204, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7165, prec@thr=0.5: 0.7815, recall@top3: 0.8190, prec@top3: 0.6642, recall@top5: 0.9418, prec@top5: 0.4685, loss: 0.0352, grad_norm: 0.1403 2021-03-02 16:06:04,105 - mmaction - INFO - Epoch [19][520/1921] lr: 1.500e-03, eta: 2:01:10, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7949, recall@top3: 0.8271, prec@top3: 0.6710, recall@top5: 0.9377, prec@top5: 0.4666, loss: 0.0347, grad_norm: 0.1381 2021-03-02 16:06:47,604 - mmaction - INFO - Epoch [19][540/1921] lr: 1.500e-03, eta: 2:00:26, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7126, prec@thr=0.5: 0.7951, recall@top3: 0.8201, prec@top3: 0.6738, recall@top5: 0.9364, prec@top5: 0.4727, loss: 0.0355, grad_norm: 0.1395 2021-03-02 16:07:31,415 - mmaction - INFO - Epoch [19][560/1921] lr: 1.500e-03, eta: 1:59:42, time: 2.191, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7262, prec@thr=0.5: 0.7935, recall@top3: 0.8272, prec@top3: 0.6740, recall@top5: 0.9403, prec@top5: 0.4709, loss: 0.0352, grad_norm: 0.1440 2021-03-02 16:08:14,600 - mmaction - INFO - Epoch [19][580/1921] lr: 1.500e-03, eta: 1:58:58, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7353, prec@thr=0.5: 0.7996, recall@top3: 0.8270, prec@top3: 0.6757, recall@top5: 0.9432, prec@top5: 0.4738, loss: 0.0342, grad_norm: 0.1415 2021-03-02 16:08:57,603 - mmaction - INFO - Epoch [19][600/1921] lr: 1.500e-03, eta: 1:58:15, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0335, recall@thr=0.5: 0.7380, prec@thr=0.5: 0.8106, recall@top3: 0.8349, prec@top3: 0.6785, recall@top5: 0.9450, prec@top5: 0.4728, loss: 0.0335, grad_norm: 0.1401 2021-03-02 16:09:41,074 - mmaction - INFO - Epoch [19][620/1921] lr: 1.500e-03, eta: 1:57:31, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7197, prec@thr=0.5: 0.7878, recall@top3: 0.8264, prec@top3: 0.6646, recall@top5: 0.9422, prec@top5: 0.4657, loss: 0.0343, grad_norm: 0.1431 2021-03-02 16:10:25,212 - mmaction - INFO - Epoch [19][640/1921] lr: 1.500e-03, eta: 1:56:47, time: 2.207, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7167, prec@thr=0.5: 0.7977, recall@top3: 0.8241, prec@top3: 0.6717, recall@top5: 0.9408, prec@top5: 0.4711, loss: 0.0350, grad_norm: 0.1423 2021-03-02 16:11:08,339 - mmaction - INFO - Epoch [19][660/1921] lr: 1.500e-03, eta: 1:56:03, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7204, prec@thr=0.5: 0.7944, recall@top3: 0.8290, prec@top3: 0.6703, recall@top5: 0.9393, prec@top5: 0.4664, loss: 0.0351, grad_norm: 0.1419 2021-03-02 16:11:51,296 - mmaction - INFO - Epoch [19][680/1921] lr: 1.500e-03, eta: 1:55:19, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7194, prec@thr=0.5: 0.7937, recall@top3: 0.8225, prec@top3: 0.6686, recall@top5: 0.9398, prec@top5: 0.4691, loss: 0.0355, grad_norm: 0.1425 2021-03-02 16:12:34,463 - mmaction - INFO - Epoch [19][700/1921] lr: 1.500e-03, eta: 1:54:36, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7281, prec@thr=0.5: 0.8004, recall@top3: 0.8334, prec@top3: 0.6730, recall@top5: 0.9404, prec@top5: 0.4667, loss: 0.0343, grad_norm: 0.1415 2021-03-02 16:13:17,203 - mmaction - INFO - Epoch [19][720/1921] lr: 1.500e-03, eta: 1:53:52, time: 2.137, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7295, prec@thr=0.5: 0.7995, recall@top3: 0.8332, prec@top3: 0.6832, recall@top5: 0.9427, prec@top5: 0.4752, loss: 0.0344, grad_norm: 0.1408 2021-03-02 16:14:00,857 - mmaction - INFO - Epoch [19][740/1921] lr: 1.500e-03, eta: 1:53:08, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7284, prec@thr=0.5: 0.8067, recall@top3: 0.8322, prec@top3: 0.6802, recall@top5: 0.9456, prec@top5: 0.4742, loss: 0.0342, grad_norm: 0.1367 2021-03-02 16:14:44,547 - mmaction - INFO - Epoch [19][760/1921] lr: 1.500e-03, eta: 1:52:24, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7241, prec@thr=0.5: 0.7919, recall@top3: 0.8257, prec@top3: 0.6733, recall@top5: 0.9406, prec@top5: 0.4696, loss: 0.0351, grad_norm: 0.1399 2021-03-02 16:15:27,533 - mmaction - INFO - Epoch [19][780/1921] lr: 1.500e-03, eta: 1:51:40, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.7977, recall@top3: 0.8245, prec@top3: 0.6712, recall@top5: 0.9402, prec@top5: 0.4706, loss: 0.0351, grad_norm: 0.1434 2021-03-02 16:16:10,770 - mmaction - INFO - Epoch [19][800/1921] lr: 1.500e-03, eta: 1:50:56, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7295, prec@thr=0.5: 0.7994, recall@top3: 0.8247, prec@top3: 0.6880, recall@top5: 0.9416, prec@top5: 0.4835, loss: 0.0343, grad_norm: 0.1434 2021-03-02 16:16:54,991 - mmaction - INFO - Epoch [19][820/1921] lr: 1.500e-03, eta: 1:50:13, time: 2.211, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7203, prec@thr=0.5: 0.7972, recall@top3: 0.8150, prec@top3: 0.6915, recall@top5: 0.9371, prec@top5: 0.4880, loss: 0.0360, grad_norm: 0.1424 2021-03-02 16:17:38,721 - mmaction - INFO - Epoch [19][840/1921] lr: 1.500e-03, eta: 1:49:29, time: 2.186, data_time: 0.001, memory: 8270, loss_action_cls: 0.0334, recall@thr=0.5: 0.7374, prec@thr=0.5: 0.8025, recall@top3: 0.8332, prec@top3: 0.6752, recall@top5: 0.9459, prec@top5: 0.4724, loss: 0.0334, grad_norm: 0.1383 2021-03-02 16:18:22,512 - mmaction - INFO - Epoch [19][860/1921] lr: 1.500e-03, eta: 1:48:45, time: 2.190, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7361, prec@thr=0.5: 0.7965, recall@top3: 0.8298, prec@top3: 0.6840, recall@top5: 0.9450, prec@top5: 0.4774, loss: 0.0340, grad_norm: 0.1393 2021-03-02 16:19:05,198 - mmaction - INFO - Epoch [19][880/1921] lr: 1.500e-03, eta: 1:48:01, time: 2.134, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7289, prec@thr=0.5: 0.7964, recall@top3: 0.8299, prec@top3: 0.6739, recall@top5: 0.9459, prec@top5: 0.4711, loss: 0.0340, grad_norm: 0.1408 2021-03-02 16:19:48,412 - mmaction - INFO - Epoch [19][900/1921] lr: 1.500e-03, eta: 1:47:18, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7358, prec@thr=0.5: 0.7994, recall@top3: 0.8298, prec@top3: 0.6769, recall@top5: 0.9434, prec@top5: 0.4736, loss: 0.0341, grad_norm: 0.1402 2021-03-02 16:20:31,526 - mmaction - INFO - Epoch [19][920/1921] lr: 1.500e-03, eta: 1:46:34, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7292, prec@thr=0.5: 0.8040, recall@top3: 0.8300, prec@top3: 0.6873, recall@top5: 0.9445, prec@top5: 0.4821, loss: 0.0344, grad_norm: 0.1423 2021-03-02 16:21:15,177 - mmaction - INFO - Epoch [19][940/1921] lr: 1.500e-03, eta: 1:45:50, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.7941, recall@top3: 0.8245, prec@top3: 0.6695, recall@top5: 0.9401, prec@top5: 0.4695, loss: 0.0351, grad_norm: 0.1443 2021-03-02 16:21:58,673 - mmaction - INFO - Epoch [19][960/1921] lr: 1.500e-03, eta: 1:45:06, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7142, prec@thr=0.5: 0.7860, recall@top3: 0.8190, prec@top3: 0.6695, recall@top5: 0.9365, prec@top5: 0.4704, loss: 0.0356, grad_norm: 0.1428 2021-03-02 16:22:41,973 - mmaction - INFO - Epoch [19][980/1921] lr: 1.500e-03, eta: 1:44:22, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7317, prec@thr=0.5: 0.8111, recall@top3: 0.8267, prec@top3: 0.6777, recall@top5: 0.9431, prec@top5: 0.4747, loss: 0.0340, grad_norm: 0.1403 2021-03-02 16:23:25,870 - mmaction - INFO - Epoch [19][1000/1921] lr: 1.500e-03, eta: 1:43:39, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7300, prec@thr=0.5: 0.7964, recall@top3: 0.8299, prec@top3: 0.6760, recall@top5: 0.9443, prec@top5: 0.4733, loss: 0.0343, grad_norm: 0.1429 2021-03-02 16:24:09,451 - mmaction - INFO - Epoch [19][1020/1921] lr: 1.500e-03, eta: 1:42:55, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.8009, recall@top3: 0.8243, prec@top3: 0.6789, recall@top5: 0.9371, prec@top5: 0.4744, loss: 0.0353, grad_norm: 0.1414 2021-03-02 16:24:52,738 - mmaction - INFO - Epoch [19][1040/1921] lr: 1.500e-03, eta: 1:42:11, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7317, prec@thr=0.5: 0.8009, recall@top3: 0.8295, prec@top3: 0.6711, recall@top5: 0.9422, prec@top5: 0.4684, loss: 0.0342, grad_norm: 0.1419 2021-03-02 16:25:36,637 - mmaction - INFO - Epoch [19][1060/1921] lr: 1.500e-03, eta: 1:41:27, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.7952, recall@top3: 0.8253, prec@top3: 0.6659, recall@top5: 0.9401, prec@top5: 0.4665, loss: 0.0347, grad_norm: 0.1390 2021-03-02 16:26:19,472 - mmaction - INFO - Epoch [19][1080/1921] lr: 1.500e-03, eta: 1:40:43, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7965, recall@top3: 0.8242, prec@top3: 0.6686, recall@top5: 0.9410, prec@top5: 0.4687, loss: 0.0341, grad_norm: 0.1411 2021-03-02 16:27:02,752 - mmaction - INFO - Epoch [19][1100/1921] lr: 1.500e-03, eta: 1:40:00, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7269, prec@thr=0.5: 0.8030, recall@top3: 0.8261, prec@top3: 0.6739, recall@top5: 0.9348, prec@top5: 0.4684, loss: 0.0349, grad_norm: 0.1412 2021-03-02 16:27:45,568 - mmaction - INFO - Epoch [19][1120/1921] lr: 1.500e-03, eta: 1:39:16, time: 2.141, data_time: 0.001, memory: 8270, loss_action_cls: 0.0337, recall@thr=0.5: 0.7342, prec@thr=0.5: 0.8096, recall@top3: 0.8342, prec@top3: 0.6886, recall@top5: 0.9442, prec@top5: 0.4792, loss: 0.0337, grad_norm: 0.1386 2021-03-02 16:28:29,467 - mmaction - INFO - Epoch [19][1140/1921] lr: 1.500e-03, eta: 1:38:32, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7333, prec@thr=0.5: 0.8049, recall@top3: 0.8287, prec@top3: 0.6750, recall@top5: 0.9399, prec@top5: 0.4711, loss: 0.0345, grad_norm: 0.1409 2021-03-02 16:29:12,428 - mmaction - INFO - Epoch [19][1160/1921] lr: 1.500e-03, eta: 1:37:48, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7300, prec@thr=0.5: 0.8054, recall@top3: 0.8263, prec@top3: 0.6742, recall@top5: 0.9403, prec@top5: 0.4724, loss: 0.0345, grad_norm: 0.1440 2021-03-02 16:29:55,496 - mmaction - INFO - Epoch [19][1180/1921] lr: 1.500e-03, eta: 1:37:04, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0336, recall@thr=0.5: 0.7273, prec@thr=0.5: 0.8057, recall@top3: 0.8285, prec@top3: 0.6835, recall@top5: 0.9441, prec@top5: 0.4785, loss: 0.0336, grad_norm: 0.1406 2021-03-02 16:30:38,452 - mmaction - INFO - Epoch [19][1200/1921] lr: 1.500e-03, eta: 1:36:21, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7299, prec@thr=0.5: 0.8068, recall@top3: 0.8285, prec@top3: 0.6758, recall@top5: 0.9430, prec@top5: 0.4737, loss: 0.0343, grad_norm: 0.1416 2021-03-02 16:31:21,717 - mmaction - INFO - Epoch [19][1220/1921] lr: 1.500e-03, eta: 1:35:37, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7153, prec@thr=0.5: 0.7935, recall@top3: 0.8190, prec@top3: 0.6788, recall@top5: 0.9369, prec@top5: 0.4763, loss: 0.0352, grad_norm: 0.1416 2021-03-02 16:32:04,821 - mmaction - INFO - Epoch [19][1240/1921] lr: 1.500e-03, eta: 1:34:53, time: 2.155, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7334, prec@thr=0.5: 0.8021, recall@top3: 0.8245, prec@top3: 0.6789, recall@top5: 0.9421, prec@top5: 0.4787, loss: 0.0345, grad_norm: 0.1406 2021-03-02 16:32:48,402 - mmaction - INFO - Epoch [19][1260/1921] lr: 1.500e-03, eta: 1:34:09, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7245, prec@thr=0.5: 0.7973, recall@top3: 0.8275, prec@top3: 0.6766, recall@top5: 0.9412, prec@top5: 0.4725, loss: 0.0348, grad_norm: 0.1401 2021-03-02 16:33:30,542 - mmaction - INFO - Epoch [19][1280/1921] lr: 1.500e-03, eta: 1:33:25, time: 2.107, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.8030, recall@top3: 0.8225, prec@top3: 0.6667, recall@top5: 0.9355, prec@top5: 0.4656, loss: 0.0352, grad_norm: 0.1447 2021-03-02 16:34:13,290 - mmaction - INFO - Epoch [19][1300/1921] lr: 1.500e-03, eta: 1:32:41, time: 2.137, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7313, prec@thr=0.5: 0.8008, recall@top3: 0.8298, prec@top3: 0.6773, recall@top5: 0.9430, prec@top5: 0.4730, loss: 0.0344, grad_norm: 0.1424 2021-03-02 16:34:56,505 - mmaction - INFO - Epoch [19][1320/1921] lr: 1.500e-03, eta: 1:31:58, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7337, prec@thr=0.5: 0.8020, recall@top3: 0.8300, prec@top3: 0.6800, recall@top5: 0.9460, prec@top5: 0.4762, loss: 0.0341, grad_norm: 0.1409 2021-03-02 16:35:40,436 - mmaction - INFO - Epoch [19][1340/1921] lr: 1.500e-03, eta: 1:31:14, time: 2.197, data_time: 0.001, memory: 8270, loss_action_cls: 0.0336, recall@thr=0.5: 0.7340, prec@thr=0.5: 0.7983, recall@top3: 0.8285, prec@top3: 0.6817, recall@top5: 0.9408, prec@top5: 0.4743, loss: 0.0336, grad_norm: 0.1380 2021-03-02 16:36:23,587 - mmaction - INFO - Epoch [19][1360/1921] lr: 1.500e-03, eta: 1:30:30, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7851, recall@top3: 0.8208, prec@top3: 0.6655, recall@top5: 0.9432, prec@top5: 0.4701, loss: 0.0348, grad_norm: 0.1455 2021-03-02 16:37:07,303 - mmaction - INFO - Epoch [19][1380/1921] lr: 1.500e-03, eta: 1:29:46, time: 2.186, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7175, prec@thr=0.5: 0.7929, recall@top3: 0.8208, prec@top3: 0.6710, recall@top5: 0.9397, prec@top5: 0.4714, loss: 0.0355, grad_norm: 0.1424 2021-03-02 16:37:50,245 - mmaction - INFO - Epoch [19][1400/1921] lr: 1.500e-03, eta: 1:29:03, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7222, prec@thr=0.5: 0.7944, recall@top3: 0.8287, prec@top3: 0.6792, recall@top5: 0.9441, prec@top5: 0.4741, loss: 0.0345, grad_norm: 0.1440 2021-03-02 16:38:33,380 - mmaction - INFO - Epoch [19][1420/1921] lr: 1.500e-03, eta: 1:28:19, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7327, prec@thr=0.5: 0.8042, recall@top3: 0.8305, prec@top3: 0.6689, recall@top5: 0.9460, prec@top5: 0.4688, loss: 0.0344, grad_norm: 0.1399 2021-03-02 16:39:16,821 - mmaction - INFO - Epoch [19][1440/1921] lr: 1.500e-03, eta: 1:27:35, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7335, prec@thr=0.5: 0.7971, recall@top3: 0.8316, prec@top3: 0.6865, recall@top5: 0.9478, prec@top5: 0.4810, loss: 0.0342, grad_norm: 0.1428 2021-03-02 16:40:00,129 - mmaction - INFO - Epoch [19][1460/1921] lr: 1.500e-03, eta: 1:26:51, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7147, prec@thr=0.5: 0.7911, recall@top3: 0.8248, prec@top3: 0.6691, recall@top5: 0.9411, prec@top5: 0.4680, loss: 0.0355, grad_norm: 0.1440 2021-03-02 16:40:43,450 - mmaction - INFO - Epoch [19][1480/1921] lr: 1.500e-03, eta: 1:26:07, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7300, prec@thr=0.5: 0.8056, recall@top3: 0.8327, prec@top3: 0.6878, recall@top5: 0.9424, prec@top5: 0.4773, loss: 0.0340, grad_norm: 0.1353 2021-03-02 16:41:26,026 - mmaction - INFO - Epoch [19][1500/1921] lr: 1.500e-03, eta: 1:25:24, time: 2.129, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7288, prec@thr=0.5: 0.7968, recall@top3: 0.8283, prec@top3: 0.6663, recall@top5: 0.9384, prec@top5: 0.4644, loss: 0.0345, grad_norm: 0.1428 2021-03-02 16:42:09,252 - mmaction - INFO - Epoch [19][1520/1921] lr: 1.500e-03, eta: 1:24:40, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7322, prec@thr=0.5: 0.8005, recall@top3: 0.8307, prec@top3: 0.6751, recall@top5: 0.9429, prec@top5: 0.4705, loss: 0.0341, grad_norm: 0.1407 2021-03-02 16:42:52,579 - mmaction - INFO - Epoch [19][1540/1921] lr: 1.500e-03, eta: 1:23:56, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7137, prec@thr=0.5: 0.7929, recall@top3: 0.8184, prec@top3: 0.6705, recall@top5: 0.9378, prec@top5: 0.4714, loss: 0.0351, grad_norm: 0.1435 2021-03-02 16:43:36,049 - mmaction - INFO - Epoch [19][1560/1921] lr: 1.500e-03, eta: 1:23:12, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7308, prec@thr=0.5: 0.8053, recall@top3: 0.8297, prec@top3: 0.6814, recall@top5: 0.9409, prec@top5: 0.4745, loss: 0.0343, grad_norm: 0.1402 2021-03-02 16:44:19,535 - mmaction - INFO - Epoch [19][1580/1921] lr: 1.500e-03, eta: 1:22:28, time: 2.174, data_time: 0.002, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7279, prec@thr=0.5: 0.8057, recall@top3: 0.8282, prec@top3: 0.6613, recall@top5: 0.9419, prec@top5: 0.4626, loss: 0.0340, grad_norm: 0.1371 2021-03-02 16:45:02,913 - mmaction - INFO - Epoch [19][1600/1921] lr: 1.500e-03, eta: 1:21:45, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7224, prec@thr=0.5: 0.7988, recall@top3: 0.8306, prec@top3: 0.6709, recall@top5: 0.9420, prec@top5: 0.4677, loss: 0.0347, grad_norm: 0.1438 2021-03-02 16:45:45,798 - mmaction - INFO - Epoch [19][1620/1921] lr: 1.500e-03, eta: 1:21:01, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7298, prec@thr=0.5: 0.8049, recall@top3: 0.8315, prec@top3: 0.6802, recall@top5: 0.9418, prec@top5: 0.4732, loss: 0.0350, grad_norm: 0.1441 2021-03-02 16:46:28,494 - mmaction - INFO - Epoch [19][1640/1921] lr: 1.500e-03, eta: 1:20:17, time: 2.135, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.7960, recall@top3: 0.8326, prec@top3: 0.6737, recall@top5: 0.9454, prec@top5: 0.4702, loss: 0.0338, grad_norm: 0.1433 2021-03-02 16:47:11,798 - mmaction - INFO - Epoch [19][1660/1921] lr: 1.500e-03, eta: 1:19:33, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7146, prec@thr=0.5: 0.7905, recall@top3: 0.8194, prec@top3: 0.6680, recall@top5: 0.9401, prec@top5: 0.4706, loss: 0.0353, grad_norm: 0.1431 2021-03-02 16:47:54,445 - mmaction - INFO - Epoch [19][1680/1921] lr: 1.500e-03, eta: 1:18:49, time: 2.132, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7267, prec@thr=0.5: 0.8041, recall@top3: 0.8333, prec@top3: 0.6684, recall@top5: 0.9400, prec@top5: 0.4637, loss: 0.0341, grad_norm: 0.1382 2021-03-02 16:48:37,954 - mmaction - INFO - Epoch [19][1700/1921] lr: 1.500e-03, eta: 1:18:06, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7298, prec@thr=0.5: 0.8083, recall@top3: 0.8282, prec@top3: 0.6755, recall@top5: 0.9397, prec@top5: 0.4710, loss: 0.0347, grad_norm: 0.1375 2021-03-02 16:49:21,235 - mmaction - INFO - Epoch [19][1720/1921] lr: 1.500e-03, eta: 1:17:22, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7328, prec@thr=0.5: 0.7985, recall@top3: 0.8290, prec@top3: 0.6737, recall@top5: 0.9400, prec@top5: 0.4689, loss: 0.0344, grad_norm: 0.1409 2021-03-02 16:50:03,811 - mmaction - INFO - Epoch [19][1740/1921] lr: 1.500e-03, eta: 1:16:38, time: 2.129, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.7950, recall@top3: 0.8263, prec@top3: 0.6760, recall@top5: 0.9417, prec@top5: 0.4739, loss: 0.0349, grad_norm: 0.1441 2021-03-02 16:50:47,164 - mmaction - INFO - Epoch [19][1760/1921] lr: 1.500e-03, eta: 1:15:54, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0335, recall@thr=0.5: 0.7319, prec@thr=0.5: 0.8060, recall@top3: 0.8317, prec@top3: 0.6801, recall@top5: 0.9450, prec@top5: 0.4733, loss: 0.0335, grad_norm: 0.1366 2021-03-02 16:51:31,259 - mmaction - INFO - Epoch [19][1780/1921] lr: 1.500e-03, eta: 1:15:11, time: 2.205, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7242, prec@thr=0.5: 0.7959, recall@top3: 0.8248, prec@top3: 0.6846, recall@top5: 0.9423, prec@top5: 0.4806, loss: 0.0352, grad_norm: 0.1414 2021-03-02 16:52:14,974 - mmaction - INFO - Epoch [19][1800/1921] lr: 1.500e-03, eta: 1:14:27, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7248, prec@thr=0.5: 0.7965, recall@top3: 0.8266, prec@top3: 0.6716, recall@top5: 0.9397, prec@top5: 0.4690, loss: 0.0351, grad_norm: 0.1401 2021-03-02 16:52:57,826 - mmaction - INFO - Epoch [19][1820/1921] lr: 1.500e-03, eta: 1:13:43, time: 2.143, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7239, prec@thr=0.5: 0.7933, recall@top3: 0.8271, prec@top3: 0.6709, recall@top5: 0.9388, prec@top5: 0.4687, loss: 0.0347, grad_norm: 0.1421 2021-03-02 16:53:40,955 - mmaction - INFO - Epoch [19][1840/1921] lr: 1.500e-03, eta: 1:12:59, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7939, recall@top3: 0.8261, prec@top3: 0.6675, recall@top5: 0.9428, prec@top5: 0.4670, loss: 0.0346, grad_norm: 0.1443 2021-03-02 16:54:24,662 - mmaction - INFO - Epoch [19][1860/1921] lr: 1.500e-03, eta: 1:12:15, time: 2.186, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7139, prec@thr=0.5: 0.7958, recall@top3: 0.8279, prec@top3: 0.6720, recall@top5: 0.9419, prec@top5: 0.4698, loss: 0.0347, grad_norm: 0.1384 2021-03-02 16:55:07,425 - mmaction - INFO - Epoch [19][1880/1921] lr: 1.500e-03, eta: 1:11:32, time: 2.138, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7262, prec@thr=0.5: 0.8015, recall@top3: 0.8342, prec@top3: 0.6800, recall@top5: 0.9433, prec@top5: 0.4716, loss: 0.0342, grad_norm: 0.1409 2021-03-02 16:55:50,065 - mmaction - INFO - Epoch [19][1900/1921] lr: 1.500e-03, eta: 1:10:48, time: 2.132, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.7891, recall@top3: 0.8212, prec@top3: 0.6693, recall@top5: 0.9377, prec@top5: 0.4698, loss: 0.0348, grad_norm: 0.1446 2021-03-02 16:56:32,128 - mmaction - INFO - Epoch [19][1920/1921] lr: 1.500e-03, eta: 1:10:04, time: 2.103, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7347, prec@thr=0.5: 0.8016, recall@top3: 0.8267, prec@top3: 0.6738, recall@top5: 0.9413, prec@top5: 0.4705, loss: 0.0344, grad_norm: 0.1436 2021-03-02 16:56:36,790 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-03-02 17:07:37,904 - mmaction - INFO - Evaluating mAP ... 2021-03-02 17:15:47,255 - mmaction - INFO - mAP@0.5IOU 0.1976 2021-03-02 17:15:48,360 - mmaction - INFO - Epoch(val) [19][1921] mAP@0.5IOU: 0.1976 2021-03-02 17:17:16,433 - mmaction - INFO - Epoch [20][20/1921] lr: 1.500e-03, eta: 1:09:20, time: 4.403, data_time: 2.297, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7244, prec@thr=0.5: 0.7937, recall@top3: 0.8233, prec@top3: 0.6717, recall@top5: 0.9406, prec@top5: 0.4709, loss: 0.0351, grad_norm: 0.1404 2021-03-02 17:17:59,268 - mmaction - INFO - Epoch [20][40/1921] lr: 1.500e-03, eta: 1:08:36, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.8065, recall@top3: 0.8243, prec@top3: 0.6714, recall@top5: 0.9421, prec@top5: 0.4722, loss: 0.0348, grad_norm: 0.1419 2021-03-02 17:18:42,579 - mmaction - INFO - Epoch [20][60/1921] lr: 1.500e-03, eta: 1:07:53, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7236, prec@thr=0.5: 0.7899, recall@top3: 0.8231, prec@top3: 0.6666, recall@top5: 0.9418, prec@top5: 0.4685, loss: 0.0350, grad_norm: 0.1471 2021-03-02 17:19:25,968 - mmaction - INFO - Epoch [20][80/1921] lr: 1.500e-03, eta: 1:07:09, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7249, prec@thr=0.5: 0.7972, recall@top3: 0.8275, prec@top3: 0.6707, recall@top5: 0.9430, prec@top5: 0.4695, loss: 0.0350, grad_norm: 0.1413 2021-03-02 17:20:09,369 - mmaction - INFO - Epoch [20][100/1921] lr: 1.500e-03, eta: 1:06:25, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7989, recall@top3: 0.8241, prec@top3: 0.6731, recall@top5: 0.9416, prec@top5: 0.4725, loss: 0.0352, grad_norm: 0.1369 2021-03-02 17:20:53,531 - mmaction - INFO - Epoch [20][120/1921] lr: 1.500e-03, eta: 1:05:41, time: 2.208, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7374, prec@thr=0.5: 0.8075, recall@top3: 0.8309, prec@top3: 0.6798, recall@top5: 0.9445, prec@top5: 0.4757, loss: 0.0342, grad_norm: 0.1387 2021-03-02 17:21:37,087 - mmaction - INFO - Epoch [20][140/1921] lr: 1.500e-03, eta: 1:04:57, time: 2.178, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7338, prec@thr=0.5: 0.7991, recall@top3: 0.8317, prec@top3: 0.6695, recall@top5: 0.9406, prec@top5: 0.4640, loss: 0.0339, grad_norm: 0.1402 2021-03-02 17:22:20,167 - mmaction - INFO - Epoch [20][160/1921] lr: 1.500e-03, eta: 1:04:14, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7196, prec@thr=0.5: 0.8019, recall@top3: 0.8262, prec@top3: 0.6754, recall@top5: 0.9411, prec@top5: 0.4732, loss: 0.0349, grad_norm: 0.1435 2021-03-02 17:23:03,016 - mmaction - INFO - Epoch [20][180/1921] lr: 1.500e-03, eta: 1:03:30, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.7932, recall@top3: 0.8230, prec@top3: 0.6627, recall@top5: 0.9411, prec@top5: 0.4646, loss: 0.0349, grad_norm: 0.1439 2021-03-02 17:23:46,734 - mmaction - INFO - Epoch [20][200/1921] lr: 1.500e-03, eta: 1:02:46, time: 2.186, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7979, recall@top3: 0.8181, prec@top3: 0.6677, recall@top5: 0.9370, prec@top5: 0.4698, loss: 0.0353, grad_norm: 0.1389 2021-03-02 17:24:30,605 - mmaction - INFO - Epoch [20][220/1921] lr: 1.500e-03, eta: 1:02:02, time: 2.194, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7284, prec@thr=0.5: 0.8082, recall@top3: 0.8245, prec@top3: 0.6835, recall@top5: 0.9414, prec@top5: 0.4812, loss: 0.0344, grad_norm: 0.1367 2021-03-02 17:25:13,481 - mmaction - INFO - Epoch [20][240/1921] lr: 1.500e-03, eta: 1:01:18, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7241, prec@thr=0.5: 0.8014, recall@top3: 0.8316, prec@top3: 0.6818, recall@top5: 0.9451, prec@top5: 0.4751, loss: 0.0346, grad_norm: 0.1412 2021-03-02 17:25:57,236 - mmaction - INFO - Epoch [20][260/1921] lr: 1.500e-03, eta: 1:00:35, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7249, prec@thr=0.5: 0.7808, recall@top3: 0.8206, prec@top3: 0.6662, recall@top5: 0.9350, prec@top5: 0.4667, loss: 0.0356, grad_norm: 0.1453 2021-03-02 17:26:39,994 - mmaction - INFO - Epoch [20][280/1921] lr: 1.500e-03, eta: 0:59:51, time: 2.138, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7257, prec@thr=0.5: 0.7960, recall@top3: 0.8293, prec@top3: 0.6692, recall@top5: 0.9381, prec@top5: 0.4648, loss: 0.0345, grad_norm: 0.1440 2021-03-02 17:27:23,548 - mmaction - INFO - Epoch [20][300/1921] lr: 1.500e-03, eta: 0:59:07, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.7954, recall@top3: 0.8272, prec@top3: 0.6785, recall@top5: 0.9384, prec@top5: 0.4731, loss: 0.0349, grad_norm: 0.1423 2021-03-02 17:28:06,455 - mmaction - INFO - Epoch [20][320/1921] lr: 1.500e-03, eta: 0:58:23, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7196, prec@thr=0.5: 0.7867, recall@top3: 0.8187, prec@top3: 0.6684, recall@top5: 0.9334, prec@top5: 0.4679, loss: 0.0354, grad_norm: 0.1471 2021-03-02 17:28:49,036 - mmaction - INFO - Epoch [20][340/1921] lr: 1.500e-03, eta: 0:57:39, time: 2.129, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7267, prec@thr=0.5: 0.7952, recall@top3: 0.8257, prec@top3: 0.6722, recall@top5: 0.9397, prec@top5: 0.4702, loss: 0.0348, grad_norm: 0.1454 2021-03-02 17:29:32,891 - mmaction - INFO - Epoch [20][360/1921] lr: 1.500e-03, eta: 0:56:56, time: 2.193, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7263, prec@thr=0.5: 0.7986, recall@top3: 0.8246, prec@top3: 0.6793, recall@top5: 0.9446, prec@top5: 0.4780, loss: 0.0342, grad_norm: 0.1367 2021-03-02 17:30:15,728 - mmaction - INFO - Epoch [20][380/1921] lr: 1.500e-03, eta: 0:56:12, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7189, prec@thr=0.5: 0.8034, recall@top3: 0.8203, prec@top3: 0.6823, recall@top5: 0.9376, prec@top5: 0.4799, loss: 0.0354, grad_norm: 0.1440 2021-03-02 17:30:59,567 - mmaction - INFO - Epoch [20][400/1921] lr: 1.500e-03, eta: 0:55:28, time: 2.192, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7314, prec@thr=0.5: 0.7993, recall@top3: 0.8303, prec@top3: 0.6769, recall@top5: 0.9417, prec@top5: 0.4720, loss: 0.0346, grad_norm: 0.1408 2021-03-02 17:31:42,688 - mmaction - INFO - Epoch [20][420/1921] lr: 1.500e-03, eta: 0:54:44, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7989, recall@top3: 0.8193, prec@top3: 0.6667, recall@top5: 0.9382, prec@top5: 0.4695, loss: 0.0353, grad_norm: 0.1441 2021-03-02 17:32:26,084 - mmaction - INFO - Epoch [20][440/1921] lr: 1.500e-03, eta: 0:54:01, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0336, recall@thr=0.5: 0.7371, prec@thr=0.5: 0.8066, recall@top3: 0.8313, prec@top3: 0.6841, recall@top5: 0.9450, prec@top5: 0.4782, loss: 0.0336, grad_norm: 0.1385 2021-03-02 17:33:09,100 - mmaction - INFO - Epoch [20][460/1921] lr: 1.500e-03, eta: 0:53:17, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7284, prec@thr=0.5: 0.7966, recall@top3: 0.8258, prec@top3: 0.6783, recall@top5: 0.9409, prec@top5: 0.4745, loss: 0.0346, grad_norm: 0.1415 2021-03-02 17:33:52,047 - mmaction - INFO - Epoch [20][480/1921] lr: 1.500e-03, eta: 0:52:33, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7237, prec@thr=0.5: 0.7927, recall@top3: 0.8263, prec@top3: 0.6715, recall@top5: 0.9406, prec@top5: 0.4694, loss: 0.0349, grad_norm: 0.1425 2021-03-02 17:34:34,949 - mmaction - INFO - Epoch [20][500/1921] lr: 1.500e-03, eta: 0:51:49, time: 2.145, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7264, prec@thr=0.5: 0.7969, recall@top3: 0.8258, prec@top3: 0.6739, recall@top5: 0.9397, prec@top5: 0.4715, loss: 0.0354, grad_norm: 0.1399 2021-03-02 17:35:18,268 - mmaction - INFO - Epoch [20][520/1921] lr: 1.500e-03, eta: 0:51:05, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7273, prec@thr=0.5: 0.7913, recall@top3: 0.8297, prec@top3: 0.6712, recall@top5: 0.9447, prec@top5: 0.4681, loss: 0.0341, grad_norm: 0.1393 2021-03-02 17:36:02,055 - mmaction - INFO - Epoch [20][540/1921] lr: 1.500e-03, eta: 0:50:22, time: 2.189, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.8011, recall@top3: 0.8293, prec@top3: 0.6790, recall@top5: 0.9418, prec@top5: 0.4744, loss: 0.0342, grad_norm: 0.1383 2021-03-02 17:36:45,583 - mmaction - INFO - Epoch [20][560/1921] lr: 1.500e-03, eta: 0:49:38, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.8017, recall@top3: 0.8248, prec@top3: 0.6696, recall@top5: 0.9427, prec@top5: 0.4691, loss: 0.0344, grad_norm: 0.1406 2021-03-02 17:37:28,515 - mmaction - INFO - Epoch [20][580/1921] lr: 1.500e-03, eta: 0:48:54, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.8040, recall@top3: 0.8275, prec@top3: 0.6725, recall@top5: 0.9409, prec@top5: 0.4711, loss: 0.0340, grad_norm: 0.1388 2021-03-02 17:38:12,013 - mmaction - INFO - Epoch [20][600/1921] lr: 1.500e-03, eta: 0:48:10, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7343, prec@thr=0.5: 0.8039, recall@top3: 0.8243, prec@top3: 0.6826, recall@top5: 0.9446, prec@top5: 0.4823, loss: 0.0345, grad_norm: 0.1425 2021-03-02 17:38:54,670 - mmaction - INFO - Epoch [20][620/1921] lr: 1.500e-03, eta: 0:47:26, time: 2.133, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7335, prec@thr=0.5: 0.7991, recall@top3: 0.8306, prec@top3: 0.6702, recall@top5: 0.9399, prec@top5: 0.4667, loss: 0.0344, grad_norm: 0.1439 2021-03-02 17:39:36,999 - mmaction - INFO - Epoch [20][640/1921] lr: 1.500e-03, eta: 0:46:43, time: 2.117, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7344, prec@thr=0.5: 0.8101, recall@top3: 0.8358, prec@top3: 0.6751, recall@top5: 0.9409, prec@top5: 0.4665, loss: 0.0343, grad_norm: 0.1414 2021-03-02 17:40:20,017 - mmaction - INFO - Epoch [20][660/1921] lr: 1.500e-03, eta: 0:45:59, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7291, prec@thr=0.5: 0.8048, recall@top3: 0.8259, prec@top3: 0.6793, recall@top5: 0.9408, prec@top5: 0.4743, loss: 0.0350, grad_norm: 0.1397 2021-03-02 17:41:03,567 - mmaction - INFO - Epoch [20][680/1921] lr: 1.500e-03, eta: 0:45:15, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7233, prec@thr=0.5: 0.7994, recall@top3: 0.8300, prec@top3: 0.6781, recall@top5: 0.9438, prec@top5: 0.4734, loss: 0.0349, grad_norm: 0.1427 2021-03-02 17:41:45,826 - mmaction - INFO - Epoch [20][700/1921] lr: 1.500e-03, eta: 0:44:31, time: 2.113, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7379, prec@thr=0.5: 0.8091, recall@top3: 0.8341, prec@top3: 0.6880, recall@top5: 0.9438, prec@top5: 0.4784, loss: 0.0343, grad_norm: 0.1414 2021-03-02 17:42:29,120 - mmaction - INFO - Epoch [20][720/1921] lr: 1.500e-03, eta: 0:43:47, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7263, prec@thr=0.5: 0.8000, recall@top3: 0.8247, prec@top3: 0.6787, recall@top5: 0.9421, prec@top5: 0.4774, loss: 0.0349, grad_norm: 0.1402 2021-03-02 17:43:10,997 - mmaction - INFO - Epoch [20][740/1921] lr: 1.500e-03, eta: 0:43:04, time: 2.094, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7250, prec@thr=0.5: 0.7943, recall@top3: 0.8215, prec@top3: 0.6717, recall@top5: 0.9408, prec@top5: 0.4738, loss: 0.0348, grad_norm: 0.1431 2021-03-02 17:43:53,688 - mmaction - INFO - Epoch [20][760/1921] lr: 1.500e-03, eta: 0:42:20, time: 2.134, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.7862, recall@top3: 0.8246, prec@top3: 0.6661, recall@top5: 0.9389, prec@top5: 0.4656, loss: 0.0348, grad_norm: 0.1435 2021-03-02 17:44:36,572 - mmaction - INFO - Epoch [20][780/1921] lr: 1.500e-03, eta: 0:41:36, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.8013, recall@top3: 0.8236, prec@top3: 0.6747, recall@top5: 0.9375, prec@top5: 0.4727, loss: 0.0351, grad_norm: 0.1423 2021-03-02 17:45:20,102 - mmaction - INFO - Epoch [20][800/1921] lr: 1.500e-03, eta: 0:40:52, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7373, prec@thr=0.5: 0.8040, recall@top3: 0.8337, prec@top3: 0.6784, recall@top5: 0.9442, prec@top5: 0.4736, loss: 0.0341, grad_norm: 0.1371 2021-03-02 17:46:02,383 - mmaction - INFO - Epoch [20][820/1921] lr: 1.500e-03, eta: 0:40:09, time: 2.114, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7242, prec@thr=0.5: 0.8004, recall@top3: 0.8295, prec@top3: 0.6660, recall@top5: 0.9382, prec@top5: 0.4633, loss: 0.0346, grad_norm: 0.1447 2021-03-02 17:46:45,797 - mmaction - INFO - Epoch [20][840/1921] lr: 1.500e-03, eta: 0:39:25, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0337, recall@thr=0.5: 0.7293, prec@thr=0.5: 0.8036, recall@top3: 0.8286, prec@top3: 0.6800, recall@top5: 0.9457, prec@top5: 0.4751, loss: 0.0337, grad_norm: 0.1396 2021-03-02 17:47:29,473 - mmaction - INFO - Epoch [20][860/1921] lr: 1.500e-03, eta: 0:38:41, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.7879, recall@top3: 0.8180, prec@top3: 0.6662, recall@top5: 0.9400, prec@top5: 0.4710, loss: 0.0353, grad_norm: 0.1420 2021-03-02 17:48:13,098 - mmaction - INFO - Epoch [20][880/1921] lr: 1.500e-03, eta: 0:37:57, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7344, prec@thr=0.5: 0.8076, recall@top3: 0.8270, prec@top3: 0.6838, recall@top5: 0.9449, prec@top5: 0.4801, loss: 0.0344, grad_norm: 0.1398 2021-03-02 17:48:56,815 - mmaction - INFO - Epoch [20][900/1921] lr: 1.500e-03, eta: 0:37:13, time: 2.186, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7146, prec@thr=0.5: 0.7937, recall@top3: 0.8183, prec@top3: 0.6725, recall@top5: 0.9358, prec@top5: 0.4726, loss: 0.0354, grad_norm: 0.1447 2021-03-02 17:49:39,735 - mmaction - INFO - Epoch [20][920/1921] lr: 1.500e-03, eta: 0:36:30, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7297, prec@thr=0.5: 0.8013, recall@top3: 0.8281, prec@top3: 0.6741, recall@top5: 0.9435, prec@top5: 0.4720, loss: 0.0343, grad_norm: 0.1425 2021-03-02 17:50:23,259 - mmaction - INFO - Epoch [20][940/1921] lr: 1.500e-03, eta: 0:35:46, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0335, recall@thr=0.5: 0.7399, prec@thr=0.5: 0.8076, recall@top3: 0.8334, prec@top3: 0.6770, recall@top5: 0.9449, prec@top5: 0.4709, loss: 0.0335, grad_norm: 0.1408 2021-03-02 17:51:07,138 - mmaction - INFO - Epoch [20][960/1921] lr: 1.500e-03, eta: 0:35:02, time: 2.194, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.8040, recall@top3: 0.8289, prec@top3: 0.6790, recall@top5: 0.9422, prec@top5: 0.4741, loss: 0.0343, grad_norm: 0.1416 2021-03-02 17:51:50,575 - mmaction - INFO - Epoch [20][980/1921] lr: 1.500e-03, eta: 0:34:18, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7989, recall@top3: 0.8180, prec@top3: 0.6756, recall@top5: 0.9366, prec@top5: 0.4761, loss: 0.0357, grad_norm: 0.1428 2021-03-02 17:52:33,589 - mmaction - INFO - Epoch [20][1000/1921] lr: 1.500e-03, eta: 0:33:35, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7250, prec@thr=0.5: 0.7980, recall@top3: 0.8293, prec@top3: 0.6734, recall@top5: 0.9396, prec@top5: 0.4686, loss: 0.0344, grad_norm: 0.1425 2021-03-02 17:53:16,305 - mmaction - INFO - Epoch [20][1020/1921] lr: 1.500e-03, eta: 0:32:51, time: 2.136, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7310, prec@thr=0.5: 0.7993, recall@top3: 0.8290, prec@top3: 0.6807, recall@top5: 0.9414, prec@top5: 0.4747, loss: 0.0341, grad_norm: 0.1439 2021-03-02 17:53:58,745 - mmaction - INFO - Epoch [20][1040/1921] lr: 1.500e-03, eta: 0:32:07, time: 2.122, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7276, prec@thr=0.5: 0.7965, recall@top3: 0.8219, prec@top3: 0.6709, recall@top5: 0.9356, prec@top5: 0.4696, loss: 0.0353, grad_norm: 0.1464 2021-03-02 17:54:42,298 - mmaction - INFO - Epoch [20][1060/1921] lr: 1.500e-03, eta: 0:31:23, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7242, prec@thr=0.5: 0.7942, recall@top3: 0.8262, prec@top3: 0.6772, recall@top5: 0.9376, prec@top5: 0.4719, loss: 0.0351, grad_norm: 0.1387 2021-03-02 17:55:25,302 - mmaction - INFO - Epoch [20][1080/1921] lr: 1.500e-03, eta: 0:30:39, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0334, recall@thr=0.5: 0.7336, prec@thr=0.5: 0.8044, recall@top3: 0.8323, prec@top3: 0.6872, recall@top5: 0.9464, prec@top5: 0.4791, loss: 0.0334, grad_norm: 0.1407 2021-03-02 17:56:08,633 - mmaction - INFO - Epoch [20][1100/1921] lr: 1.500e-03, eta: 0:29:56, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7167, prec@thr=0.5: 0.7858, recall@top3: 0.8222, prec@top3: 0.6676, recall@top5: 0.9369, prec@top5: 0.4675, loss: 0.0358, grad_norm: 0.1457 2021-03-02 17:56:51,607 - mmaction - INFO - Epoch [20][1120/1921] lr: 1.500e-03, eta: 0:29:12, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.7965, recall@top3: 0.8233, prec@top3: 0.6775, recall@top5: 0.9376, prec@top5: 0.4736, loss: 0.0350, grad_norm: 0.1438 2021-03-02 17:57:34,372 - mmaction - INFO - Epoch [20][1140/1921] lr: 1.500e-03, eta: 0:28:28, time: 2.138, data_time: 0.001, memory: 8270, loss_action_cls: 0.0336, recall@thr=0.5: 0.7337, prec@thr=0.5: 0.8056, recall@top3: 0.8305, prec@top3: 0.6820, recall@top5: 0.9445, prec@top5: 0.4768, loss: 0.0336, grad_norm: 0.1355 2021-03-02 17:58:18,871 - mmaction - INFO - Epoch [20][1160/1921] lr: 1.500e-03, eta: 0:27:44, time: 2.225, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.7947, recall@top3: 0.8250, prec@top3: 0.6857, recall@top5: 0.9394, prec@top5: 0.4805, loss: 0.0355, grad_norm: 0.1431 2021-03-02 17:59:01,629 - mmaction - INFO - Epoch [20][1180/1921] lr: 1.500e-03, eta: 0:27:01, time: 2.138, data_time: 0.001, memory: 8270, loss_action_cls: 0.0337, recall@thr=0.5: 0.7325, prec@thr=0.5: 0.8005, recall@top3: 0.8386, prec@top3: 0.6793, recall@top5: 0.9460, prec@top5: 0.4705, loss: 0.0337, grad_norm: 0.1401 2021-03-02 17:59:44,547 - mmaction - INFO - Epoch [20][1200/1921] lr: 1.500e-03, eta: 0:26:17, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7180, prec@thr=0.5: 0.7946, recall@top3: 0.8217, prec@top3: 0.6720, recall@top5: 0.9389, prec@top5: 0.4709, loss: 0.0350, grad_norm: 0.1434 2021-03-02 18:00:28,835 - mmaction - INFO - Epoch [20][1220/1921] lr: 1.500e-03, eta: 0:25:33, time: 2.215, data_time: 0.007, memory: 8270, loss_action_cls: 0.0336, recall@thr=0.5: 0.7400, prec@thr=0.5: 0.8070, recall@top3: 0.8330, prec@top3: 0.6807, recall@top5: 0.9460, prec@top5: 0.4755, loss: 0.0336, grad_norm: 0.1388 2021-03-02 18:01:11,076 - mmaction - INFO - Epoch [20][1240/1921] lr: 1.500e-03, eta: 0:24:49, time: 2.112, data_time: 0.001, memory: 8270, loss_action_cls: 0.0336, recall@thr=0.5: 0.7326, prec@thr=0.5: 0.8054, recall@top3: 0.8335, prec@top3: 0.6783, recall@top5: 0.9432, prec@top5: 0.4712, loss: 0.0336, grad_norm: 0.1393 2021-03-02 18:01:54,202 - mmaction - INFO - Epoch [20][1260/1921] lr: 1.500e-03, eta: 0:24:06, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7307, prec@thr=0.5: 0.7989, recall@top3: 0.8298, prec@top3: 0.6747, recall@top5: 0.9400, prec@top5: 0.4704, loss: 0.0346, grad_norm: 0.1449 2021-03-02 18:02:37,464 - mmaction - INFO - Epoch [20][1280/1921] lr: 1.500e-03, eta: 0:23:22, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7270, prec@thr=0.5: 0.8064, recall@top3: 0.8277, prec@top3: 0.6765, recall@top5: 0.9392, prec@top5: 0.4722, loss: 0.0348, grad_norm: 0.1428 2021-03-02 18:03:21,085 - mmaction - INFO - Epoch [20][1300/1921] lr: 1.500e-03, eta: 0:22:38, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7239, prec@thr=0.5: 0.7931, recall@top3: 0.8223, prec@top3: 0.6891, recall@top5: 0.9399, prec@top5: 0.4830, loss: 0.0355, grad_norm: 0.1430 2021-03-02 18:04:05,169 - mmaction - INFO - Epoch [20][1320/1921] lr: 1.500e-03, eta: 0:21:54, time: 2.204, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7265, prec@thr=0.5: 0.8028, recall@top3: 0.8245, prec@top3: 0.6755, recall@top5: 0.9400, prec@top5: 0.4735, loss: 0.0345, grad_norm: 0.1407 2021-03-02 18:04:48,000 - mmaction - INFO - Epoch [20][1340/1921] lr: 1.500e-03, eta: 0:21:11, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7406, prec@thr=0.5: 0.8014, recall@top3: 0.8341, prec@top3: 0.6719, recall@top5: 0.9439, prec@top5: 0.4678, loss: 0.0339, grad_norm: 0.1389 2021-03-02 18:05:30,821 - mmaction - INFO - Epoch [20][1360/1921] lr: 1.500e-03, eta: 0:20:27, time: 2.141, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.8003, recall@top3: 0.8245, prec@top3: 0.6729, recall@top5: 0.9414, prec@top5: 0.4702, loss: 0.0350, grad_norm: 0.1413 2021-03-02 18:06:14,033 - mmaction - INFO - Epoch [20][1380/1921] lr: 1.500e-03, eta: 0:19:43, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7242, prec@thr=0.5: 0.7939, recall@top3: 0.8234, prec@top3: 0.6726, recall@top5: 0.9397, prec@top5: 0.4720, loss: 0.0353, grad_norm: 0.1423 2021-03-02 18:06:57,543 - mmaction - INFO - Epoch [20][1400/1921] lr: 1.500e-03, eta: 0:18:59, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.7979, recall@top3: 0.8226, prec@top3: 0.6747, recall@top5: 0.9358, prec@top5: 0.4725, loss: 0.0355, grad_norm: 0.1412 2021-03-02 18:07:41,075 - mmaction - INFO - Epoch [20][1420/1921] lr: 1.500e-03, eta: 0:18:16, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7332, prec@thr=0.5: 0.8103, recall@top3: 0.8307, prec@top3: 0.6876, recall@top5: 0.9457, prec@top5: 0.4805, loss: 0.0338, grad_norm: 0.1416 2021-03-02 18:08:24,289 - mmaction - INFO - Epoch [20][1440/1921] lr: 1.500e-03, eta: 0:17:32, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.7830, recall@top3: 0.8220, prec@top3: 0.6655, recall@top5: 0.9379, prec@top5: 0.4657, loss: 0.0351, grad_norm: 0.1425 2021-03-02 18:09:07,449 - mmaction - INFO - Epoch [20][1460/1921] lr: 1.500e-03, eta: 0:16:48, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7915, recall@top3: 0.8207, prec@top3: 0.6693, recall@top5: 0.9376, prec@top5: 0.4698, loss: 0.0349, grad_norm: 0.1433 2021-03-02 18:09:50,797 - mmaction - INFO - Epoch [20][1480/1921] lr: 1.500e-03, eta: 0:16:04, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7241, prec@thr=0.5: 0.7994, recall@top3: 0.8260, prec@top3: 0.6757, recall@top5: 0.9413, prec@top5: 0.4729, loss: 0.0342, grad_norm: 0.1433 2021-03-02 18:10:34,930 - mmaction - INFO - Epoch [20][1500/1921] lr: 1.500e-03, eta: 0:15:20, time: 2.207, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7208, prec@thr=0.5: 0.7968, recall@top3: 0.8253, prec@top3: 0.6821, recall@top5: 0.9381, prec@top5: 0.4754, loss: 0.0349, grad_norm: 0.1419 2021-03-02 18:11:17,282 - mmaction - INFO - Epoch [20][1520/1921] lr: 1.500e-03, eta: 0:14:37, time: 2.118, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7264, prec@thr=0.5: 0.7920, recall@top3: 0.8291, prec@top3: 0.6658, recall@top5: 0.9408, prec@top5: 0.4638, loss: 0.0343, grad_norm: 0.1395 2021-03-02 18:12:00,349 - mmaction - INFO - Epoch [20][1540/1921] lr: 1.500e-03, eta: 0:13:53, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7249, prec@thr=0.5: 0.8021, recall@top3: 0.8362, prec@top3: 0.6835, recall@top5: 0.9421, prec@top5: 0.4721, loss: 0.0345, grad_norm: 0.1385 2021-03-02 18:12:43,181 - mmaction - INFO - Epoch [20][1560/1921] lr: 1.500e-03, eta: 0:13:09, time: 2.141, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7267, prec@thr=0.5: 0.8008, recall@top3: 0.8286, prec@top3: 0.6723, recall@top5: 0.9418, prec@top5: 0.4693, loss: 0.0342, grad_norm: 0.1408 2021-03-02 18:13:26,428 - mmaction - INFO - Epoch [20][1580/1921] lr: 1.500e-03, eta: 0:12:25, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7395, prec@thr=0.5: 0.8068, recall@top3: 0.8323, prec@top3: 0.6828, recall@top5: 0.9480, prec@top5: 0.4791, loss: 0.0339, grad_norm: 0.1438 2021-03-02 18:14:09,859 - mmaction - INFO - Epoch [20][1600/1921] lr: 1.500e-03, eta: 0:11:42, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7331, prec@thr=0.5: 0.7980, recall@top3: 0.8307, prec@top3: 0.6758, recall@top5: 0.9412, prec@top5: 0.4727, loss: 0.0346, grad_norm: 0.1439 2021-03-02 18:14:53,080 - mmaction - INFO - Epoch [20][1620/1921] lr: 1.500e-03, eta: 0:10:58, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7142, prec@thr=0.5: 0.7925, recall@top3: 0.8234, prec@top3: 0.6750, recall@top5: 0.9384, prec@top5: 0.4739, loss: 0.0354, grad_norm: 0.1443 2021-03-02 18:15:36,059 - mmaction - INFO - Epoch [20][1640/1921] lr: 1.500e-03, eta: 0:10:14, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7323, prec@thr=0.5: 0.7955, recall@top3: 0.8277, prec@top3: 0.6713, recall@top5: 0.9414, prec@top5: 0.4689, loss: 0.0340, grad_norm: 0.1433 2021-03-02 18:16:19,660 - mmaction - INFO - Epoch [20][1660/1921] lr: 1.500e-03, eta: 0:09:30, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7891, recall@top3: 0.8201, prec@top3: 0.6712, recall@top5: 0.9357, prec@top5: 0.4718, loss: 0.0357, grad_norm: 0.1425 2021-03-02 18:17:02,180 - mmaction - INFO - Epoch [20][1680/1921] lr: 1.500e-03, eta: 0:08:47, time: 2.126, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7332, prec@thr=0.5: 0.8117, recall@top3: 0.8361, prec@top3: 0.6797, recall@top5: 0.9452, prec@top5: 0.4720, loss: 0.0339, grad_norm: 0.1430 2021-03-02 18:17:45,601 - mmaction - INFO - Epoch [20][1700/1921] lr: 1.500e-03, eta: 0:08:03, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7191, prec@thr=0.5: 0.7923, recall@top3: 0.8205, prec@top3: 0.6733, recall@top5: 0.9381, prec@top5: 0.4739, loss: 0.0352, grad_norm: 0.1468 2021-03-02 18:18:28,298 - mmaction - INFO - Epoch [20][1720/1921] lr: 1.500e-03, eta: 0:07:19, time: 2.135, data_time: 0.013, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.7908, recall@top3: 0.8293, prec@top3: 0.6652, recall@top5: 0.9389, prec@top5: 0.4627, loss: 0.0350, grad_norm: 0.1462 2021-03-02 18:19:11,953 - mmaction - INFO - Epoch [20][1740/1921] lr: 1.500e-03, eta: 0:06:35, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7167, prec@thr=0.5: 0.7980, recall@top3: 0.8206, prec@top3: 0.6775, recall@top5: 0.9366, prec@top5: 0.4763, loss: 0.0357, grad_norm: 0.1392 2021-03-02 18:19:54,880 - mmaction - INFO - Epoch [20][1760/1921] lr: 1.500e-03, eta: 0:05:52, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.7917, recall@top3: 0.8241, prec@top3: 0.6732, recall@top5: 0.9402, prec@top5: 0.4730, loss: 0.0349, grad_norm: 0.1442 2021-03-02 18:20:37,790 - mmaction - INFO - Epoch [20][1780/1921] lr: 1.500e-03, eta: 0:05:08, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7290, prec@thr=0.5: 0.8021, recall@top3: 0.8255, prec@top3: 0.6793, recall@top5: 0.9387, prec@top5: 0.4752, loss: 0.0348, grad_norm: 0.1412 2021-03-02 18:21:21,568 - mmaction - INFO - Epoch [20][1800/1921] lr: 1.500e-03, eta: 0:04:24, time: 2.189, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7220, prec@thr=0.5: 0.7997, recall@top3: 0.8231, prec@top3: 0.6715, recall@top5: 0.9390, prec@top5: 0.4703, loss: 0.0345, grad_norm: 0.1411 2021-03-02 18:22:05,415 - mmaction - INFO - Epoch [20][1820/1921] lr: 1.500e-03, eta: 0:03:40, time: 2.193, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7204, prec@thr=0.5: 0.7988, recall@top3: 0.8248, prec@top3: 0.6749, recall@top5: 0.9414, prec@top5: 0.4726, loss: 0.0346, grad_norm: 0.1391 2021-03-02 18:22:49,777 - mmaction - INFO - Epoch [20][1840/1921] lr: 1.500e-03, eta: 0:02:57, time: 2.218, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7930, recall@top3: 0.8248, prec@top3: 0.6725, recall@top5: 0.9450, prec@top5: 0.4727, loss: 0.0349, grad_norm: 0.1400 2021-03-02 18:23:33,169 - mmaction - INFO - Epoch [20][1860/1921] lr: 1.500e-03, eta: 0:02:13, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0336, recall@thr=0.5: 0.7348, prec@thr=0.5: 0.8015, recall@top3: 0.8310, prec@top3: 0.6755, recall@top5: 0.9473, prec@top5: 0.4733, loss: 0.0336, grad_norm: 0.1420 2021-03-02 18:24:15,501 - mmaction - INFO - Epoch [20][1880/1921] lr: 1.500e-03, eta: 0:01:29, time: 2.116, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7252, prec@thr=0.5: 0.7989, recall@top3: 0.8324, prec@top3: 0.6750, recall@top5: 0.9431, prec@top5: 0.4693, loss: 0.0344, grad_norm: 0.1438 2021-03-02 18:24:58,472 - mmaction - INFO - Epoch [20][1900/1921] lr: 1.500e-03, eta: 0:00:45, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7243, prec@thr=0.5: 0.7955, recall@top3: 0.8264, prec@top3: 0.6664, recall@top5: 0.9419, prec@top5: 0.4667, loss: 0.0346, grad_norm: 0.1421 2021-03-02 18:25:41,352 - mmaction - INFO - Epoch [20][1920/1921] lr: 1.500e-03, eta: 0:00:02, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7244, prec@thr=0.5: 0.7929, recall@top3: 0.8289, prec@top3: 0.6675, recall@top5: 0.9432, prec@top5: 0.4673, loss: 0.0347, grad_norm: 0.1402 2021-03-02 18:26:04,807 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-03-02 18:37:56,809 - mmaction - INFO - Evaluating mAP ... 2021-03-02 18:45:23,302 - mmaction - INFO - mAP@0.5IOU 0.1992 2021-03-02 18:45:24,352 - mmaction - INFO - Epoch(val) [20][1921] mAP@0.5IOU: 0.1992