2021-02-23 11:56:02,891 - 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+b71c82d ------------------------------------------------------------ 2021-02-23 11:56:02,892 - mmaction - INFO - Distributed training: True 2021-02-23 11:56:02,892 - 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_slowonly_nl.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='non_local', st_feat_channels=2048, lt_feat_channels=lfb_channels, latent_channels=512, num_st_feat=1, num_lt_feat=window_size * max_num_sampled_feat, num_non_local_layers=2, st_feat_dropout_ratio=0.2, lt_feat_dropout_ratio=0.2, pre_activate=True)), bbox_head=dict(in_channels=2560))) 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=0.00001) # this lr is used for 8 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict( policy='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' 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 2021-02-23 11:57:03,199 - mmaction - INFO - 184378 out of 184378 frames are valid. 2021-02-23 11:57:06,701 - 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 2021-02-23 11:57:07,450 - mmaction - WARNING - The model and loaded state dict do not match exactly unexpected key in source state_dict: cls_head.fc_cls.weight, cls_head.fc_cls.bias missing keys in source state_dict: roi_head.shared_head.fbo.st_feat_conv.weight, roi_head.shared_head.fbo.st_feat_conv.bias, roi_head.shared_head.fbo.lt_feat_conv.weight, roi_head.shared_head.fbo.lt_feat_conv.bias, roi_head.shared_head.fbo.non_local_layer_1.st_feat_conv.conv.weight, roi_head.shared_head.fbo.non_local_layer_1.st_feat_conv.conv.bias, roi_head.shared_head.fbo.non_local_layer_1.lt_feat_conv.conv.weight, roi_head.shared_head.fbo.non_local_layer_1.lt_feat_conv.conv.bias, roi_head.shared_head.fbo.non_local_layer_1.global_conv.conv.weight, roi_head.shared_head.fbo.non_local_layer_1.global_conv.conv.bias, roi_head.shared_head.fbo.non_local_layer_1.ln.weight, roi_head.shared_head.fbo.non_local_layer_1.ln.bias, roi_head.shared_head.fbo.non_local_layer_1.out_conv.conv.weight, roi_head.shared_head.fbo.non_local_layer_1.out_conv.conv.bias, roi_head.shared_head.fbo.non_local_layer_2.st_feat_conv.conv.weight, roi_head.shared_head.fbo.non_local_layer_2.st_feat_conv.conv.bias, roi_head.shared_head.fbo.non_local_layer_2.lt_feat_conv.conv.weight, roi_head.shared_head.fbo.non_local_layer_2.lt_feat_conv.conv.bias, roi_head.shared_head.fbo.non_local_layer_2.global_conv.conv.weight, roi_head.shared_head.fbo.non_local_layer_2.global_conv.conv.bias, roi_head.shared_head.fbo.non_local_layer_2.ln.weight, roi_head.shared_head.fbo.non_local_layer_2.ln.bias, roi_head.shared_head.fbo.non_local_layer_2.out_conv.conv.weight, roi_head.shared_head.fbo.non_local_layer_2.out_conv.conv.bias, roi_head.bbox_head.fc_cls.weight, roi_head.bbox_head.fc_cls.bias 2021-02-23 11:57:07,481 - mmaction - INFO - Start running, host: huangbinkun@SH-IDC2-172-20-21-33, work_dir: /mnt/lustre/huangbinkun/mmaction2/work_dirs/lfb_slowonly_nl_gpu/20210223_115423 2021-02-23 11:57:07,481 - mmaction - INFO - workflow: [('train', 1)], max: 20 epochs 2021-02-23 11:59:04,172 - mmaction - INFO - Epoch [1][20/1921] lr: 1.527e-02, eta: 2 days, 14:12:50, time: 5.833, data_time: 3.452, memory: 8559, loss_action_cls: 0.1803, recall@thr=0.5: 0.2813, prec@thr=0.5: 0.3108, recall@top3: 0.4057, prec@top3: 0.3400, recall@top5: 0.6035, prec@top5: 0.3084, loss: 0.1803, grad_norm: 0.7199 2021-02-23 11:59:51,048 - mmaction - INFO - Epoch [1][40/1921] lr: 1.555e-02, eta: 1 day, 19:34:36, time: 2.342, data_time: 0.002, memory: 8559, loss_action_cls: 0.0889, recall@thr=0.5: 0.2874, prec@thr=0.5: 0.3908, recall@top3: 0.4944, prec@top3: 0.4183, recall@top5: 0.7350, prec@top5: 0.3744, loss: 0.0889, grad_norm: 0.2202 2021-02-23 12:00:36,884 - mmaction - INFO - Epoch [1][60/1921] lr: 1.583e-02, eta: 1 day, 13:08:29, time: 2.282, data_time: 0.003, memory: 8559, loss_action_cls: 0.0816, recall@thr=0.5: 0.3152, prec@thr=0.5: 0.4416, recall@top3: 0.5284, prec@top3: 0.4476, recall@top5: 0.7593, prec@top5: 0.3884, loss: 0.0816, grad_norm: 0.2080 2021-02-23 12:01:21,484 - mmaction - INFO - Epoch [1][80/1921] lr: 1.611e-02, eta: 1 day, 9:48:34, time: 2.242, data_time: 0.013, memory: 8559, loss_action_cls: 0.0774, recall@thr=0.5: 0.3264, prec@thr=0.5: 0.4614, recall@top3: 0.5506, prec@top3: 0.4643, recall@top5: 0.7643, prec@top5: 0.3871, loss: 0.0774, grad_norm: 0.1819 2021-02-23 12:02:05,991 - mmaction - INFO - Epoch [1][100/1921] lr: 1.639e-02, eta: 1 day, 7:46:15, time: 2.225, data_time: 0.001, memory: 8559, loss_action_cls: 0.0730, recall@thr=0.5: 0.3480, prec@thr=0.5: 0.4822, recall@top3: 0.5749, prec@top3: 0.4840, recall@top5: 0.7902, prec@top5: 0.4012, loss: 0.0730, grad_norm: 0.1748 2021-02-23 12:02:49,962 - mmaction - INFO - Epoch [1][120/1921] lr: 1.667e-02, eta: 1 day, 6:21:37, time: 2.199, data_time: 0.001, memory: 8559, loss_action_cls: 0.0705, recall@thr=0.5: 0.3689, prec@thr=0.5: 0.5030, recall@top3: 0.5952, prec@top3: 0.4918, recall@top5: 0.7931, prec@top5: 0.3953, loss: 0.0705, grad_norm: 0.1579 2021-02-23 12:03:34,231 - mmaction - INFO - Epoch [1][140/1921] lr: 1.695e-02, eta: 1 day, 5:22:19, time: 2.213, data_time: 0.001, memory: 8559, loss_action_cls: 0.0686, recall@thr=0.5: 0.3916, prec@thr=0.5: 0.5293, recall@top3: 0.6070, prec@top3: 0.5040, recall@top5: 0.8029, prec@top5: 0.4037, loss: 0.0686, grad_norm: 0.1608 2021-02-23 12:04:18,881 - mmaction - INFO - Epoch [1][160/1921] lr: 1.723e-02, eta: 1 day, 4:39:09, time: 2.232, data_time: 0.031, memory: 8559, loss_action_cls: 0.0677, recall@thr=0.5: 0.4074, prec@thr=0.5: 0.5483, recall@top3: 0.6098, prec@top3: 0.5156, recall@top5: 0.8045, prec@top5: 0.4119, loss: 0.0677, grad_norm: 0.1511 2021-02-23 12:05:02,544 - mmaction - INFO - Epoch [1][180/1921] lr: 1.752e-02, eta: 1 day, 4:01:57, time: 2.183, data_time: 0.001, memory: 8559, loss_action_cls: 0.0658, recall@thr=0.5: 0.4230, prec@thr=0.5: 0.5535, recall@top3: 0.6194, prec@top3: 0.5202, recall@top5: 0.8135, prec@top5: 0.4138, loss: 0.0658, grad_norm: 0.1718 2021-02-23 12:05:46,545 - mmaction - INFO - Epoch [1][200/1921] lr: 1.780e-02, eta: 1 day, 3:33:06, time: 2.200, data_time: 0.001, memory: 8559, loss_action_cls: 0.0652, recall@thr=0.5: 0.4131, prec@thr=0.5: 0.5557, recall@top3: 0.6273, prec@top3: 0.5162, recall@top5: 0.8187, prec@top5: 0.4095, loss: 0.0652, grad_norm: 0.1521 2021-02-23 12:06:30,385 - mmaction - INFO - Epoch [1][220/1921] lr: 1.808e-02, eta: 1 day, 3:08:54, time: 2.192, data_time: 0.001, memory: 8559, loss_action_cls: 0.0638, recall@thr=0.5: 0.4304, prec@thr=0.5: 0.5696, recall@top3: 0.6342, prec@top3: 0.5237, recall@top5: 0.8238, prec@top5: 0.4153, loss: 0.0638, grad_norm: 0.1545 2021-02-23 12:07:14,733 - mmaction - INFO - Epoch [1][240/1921] lr: 1.836e-02, eta: 1 day, 2:49:57, time: 2.217, data_time: 0.001, memory: 8559, loss_action_cls: 0.0637, recall@thr=0.5: 0.4382, prec@thr=0.5: 0.5798, recall@top3: 0.6330, prec@top3: 0.5283, recall@top5: 0.8169, prec@top5: 0.4154, loss: 0.0637, grad_norm: 0.1407 2021-02-23 12:07:59,418 - mmaction - INFO - Epoch [1][260/1921] lr: 1.864e-02, eta: 1 day, 2:34:37, time: 2.234, data_time: 0.001, memory: 8559, loss_action_cls: 0.0615, recall@thr=0.5: 0.4572, prec@thr=0.5: 0.5803, recall@top3: 0.6438, prec@top3: 0.5323, recall@top5: 0.8232, prec@top5: 0.4162, loss: 0.0615, grad_norm: 0.1463 2021-02-23 12:08:44,100 - mmaction - INFO - Epoch [1][280/1921] lr: 1.892e-02, eta: 1 day, 2:21:24, time: 2.235, data_time: 0.001, memory: 8559, loss_action_cls: 0.0614, recall@thr=0.5: 0.4591, prec@thr=0.5: 0.5884, recall@top3: 0.6500, prec@top3: 0.5409, recall@top5: 0.8298, prec@top5: 0.4206, loss: 0.0614, grad_norm: 0.1469 2021-02-23 12:09:28,090 - mmaction - INFO - Epoch [1][300/1921] lr: 1.920e-02, eta: 1 day, 2:08:22, time: 2.199, data_time: 0.001, memory: 8559, loss_action_cls: 0.0601, recall@thr=0.5: 0.4564, prec@thr=0.5: 0.5875, recall@top3: 0.6523, prec@top3: 0.5453, recall@top5: 0.8330, prec@top5: 0.4229, loss: 0.0601, grad_norm: 0.1397 2021-02-23 12:10:11,675 - mmaction - INFO - Epoch [1][320/1921] lr: 1.948e-02, eta: 1 day, 1:56:03, time: 2.179, data_time: 0.001, memory: 8559, loss_action_cls: 0.0606, recall@thr=0.5: 0.4535, prec@thr=0.5: 0.5773, recall@top3: 0.6466, prec@top3: 0.5324, recall@top5: 0.8361, prec@top5: 0.4207, loss: 0.0606, grad_norm: 0.1472 2021-02-23 12:10:56,335 - mmaction - INFO - Epoch [1][340/1921] lr: 1.976e-02, eta: 1 day, 1:47:07, time: 2.233, data_time: 0.001, memory: 8559, loss_action_cls: 0.0593, recall@thr=0.5: 0.4830, prec@thr=0.5: 0.5957, recall@top3: 0.6525, prec@top3: 0.5438, recall@top5: 0.8390, prec@top5: 0.4253, loss: 0.0593, grad_norm: 0.1388 2021-02-23 12:11:40,706 - mmaction - INFO - Epoch [1][360/1921] lr: 2.005e-02, eta: 1 day, 1:38:35, time: 2.218, data_time: 0.001, memory: 8559, loss_action_cls: 0.0589, recall@thr=0.5: 0.4809, prec@thr=0.5: 0.6011, recall@top3: 0.6635, prec@top3: 0.5510, recall@top5: 0.8404, prec@top5: 0.4261, loss: 0.0589, grad_norm: 0.1498 2021-02-23 12:12:25,469 - mmaction - INFO - Epoch [1][380/1921] lr: 2.033e-02, eta: 1 day, 1:31:31, time: 2.238, data_time: 0.001, memory: 8559, loss_action_cls: 0.0579, recall@thr=0.5: 0.4982, prec@thr=0.5: 0.6145, recall@top3: 0.6720, prec@top3: 0.5580, recall@top5: 0.8464, prec@top5: 0.4299, loss: 0.0579, grad_norm: 0.1511 2021-02-23 12:13:09,997 - mmaction - INFO - Epoch [1][400/1921] lr: 2.061e-02, eta: 1 day, 1:24:43, time: 2.226, data_time: 0.001, memory: 8561, loss_action_cls: 0.0571, recall@thr=0.5: 0.4990, prec@thr=0.5: 0.6238, recall@top3: 0.6788, prec@top3: 0.5641, recall@top5: 0.8480, prec@top5: 0.4302, loss: 0.0571, grad_norm: 0.1497 2021-02-23 12:13:54,225 - mmaction - INFO - Epoch [1][420/1921] lr: 2.089e-02, eta: 1 day, 1:18:03, time: 2.211, data_time: 0.001, memory: 8561, loss_action_cls: 0.0574, recall@thr=0.5: 0.5074, prec@thr=0.5: 0.6312, recall@top3: 0.6751, prec@top3: 0.5616, recall@top5: 0.8494, prec@top5: 0.4332, loss: 0.0574, grad_norm: 0.1500 2021-02-23 12:14:38,156 - mmaction - INFO - Epoch [1][440/1921] lr: 2.117e-02, eta: 1 day, 1:11:29, time: 2.197, data_time: 0.001, memory: 8561, loss_action_cls: 0.0564, recall@thr=0.5: 0.5092, prec@thr=0.5: 0.6187, recall@top3: 0.6754, prec@top3: 0.5540, recall@top5: 0.8500, prec@top5: 0.4257, loss: 0.0564, grad_norm: 0.1560 2021-02-23 12:15:22,324 - mmaction - INFO - Epoch [1][460/1921] lr: 2.145e-02, eta: 1 day, 1:05:45, time: 2.208, data_time: 0.001, memory: 8561, loss_action_cls: 0.0569, recall@thr=0.5: 0.4988, prec@thr=0.5: 0.6182, recall@top3: 0.6776, prec@top3: 0.5535, recall@top5: 0.8521, prec@top5: 0.4260, loss: 0.0569, grad_norm: 0.1593 2021-02-23 12:16:06,692 - mmaction - INFO - Epoch [1][480/1921] lr: 2.173e-02, eta: 1 day, 1:00:42, time: 2.218, data_time: 0.001, memory: 8561, loss_action_cls: 0.0567, recall@thr=0.5: 0.4957, prec@thr=0.5: 0.6174, recall@top3: 0.6758, prec@top3: 0.5572, recall@top5: 0.8550, prec@top5: 0.4296, loss: 0.0567, grad_norm: 0.1487 2021-02-23 12:16:50,450 - mmaction - INFO - Epoch [1][500/1921] lr: 2.201e-02, eta: 1 day, 0:55:13, time: 2.188, data_time: 0.001, memory: 8561, loss_action_cls: 0.0555, recall@thr=0.5: 0.5003, prec@thr=0.5: 0.6324, recall@top3: 0.6835, prec@top3: 0.5612, recall@top5: 0.8559, prec@top5: 0.4282, loss: 0.0555, grad_norm: 0.1504 2021-02-23 12:17:34,389 - mmaction - INFO - Epoch [1][520/1921] lr: 2.229e-02, eta: 1 day, 0:50:19, time: 2.197, data_time: 0.001, memory: 8561, loss_action_cls: 0.0551, recall@thr=0.5: 0.5177, prec@thr=0.5: 0.6329, recall@top3: 0.6858, prec@top3: 0.5656, recall@top5: 0.8588, prec@top5: 0.4331, loss: 0.0551, grad_norm: 0.1542 2021-02-23 12:18:18,834 - mmaction - INFO - Epoch [1][540/1921] lr: 2.258e-02, eta: 1 day, 0:46:20, time: 2.222, data_time: 0.001, memory: 8561, loss_action_cls: 0.0558, recall@thr=0.5: 0.5170, prec@thr=0.5: 0.6351, recall@top3: 0.6821, prec@top3: 0.5689, recall@top5: 0.8598, prec@top5: 0.4373, loss: 0.0558, grad_norm: 0.1649 2021-02-23 12:19:02,649 - mmaction - INFO - Epoch [1][560/1921] lr: 2.286e-02, eta: 1 day, 0:41:52, time: 2.191, data_time: 0.001, memory: 8561, loss_action_cls: 0.0557, recall@thr=0.5: 0.5143, prec@thr=0.5: 0.6362, recall@top3: 0.6814, prec@top3: 0.5658, recall@top5: 0.8629, prec@top5: 0.4361, loss: 0.0557, grad_norm: 0.1583 2021-02-23 12:19:47,777 - mmaction - INFO - Epoch [1][580/1921] lr: 2.314e-02, eta: 1 day, 0:39:05, time: 2.256, data_time: 0.001, memory: 8561, loss_action_cls: 0.0550, recall@thr=0.5: 0.5224, prec@thr=0.5: 0.6389, recall@top3: 0.6893, prec@top3: 0.5724, recall@top5: 0.8668, prec@top5: 0.4393, loss: 0.0550, grad_norm: 0.1657 2021-02-23 12:20:32,172 - mmaction - INFO - Epoch [1][600/1921] lr: 2.342e-02, eta: 1 day, 0:35:40, time: 2.220, data_time: 0.001, memory: 8593, loss_action_cls: 0.0565, recall@thr=0.5: 0.5222, prec@thr=0.5: 0.6359, recall@top3: 0.6861, prec@top3: 0.5629, recall@top5: 0.8571, prec@top5: 0.4330, loss: 0.0565, grad_norm: 0.1660 2021-02-23 12:21:17,019 - mmaction - INFO - Epoch [1][620/1921] lr: 2.370e-02, eta: 1 day, 0:32:52, time: 2.242, data_time: 0.001, memory: 8593, loss_action_cls: 0.0533, recall@thr=0.5: 0.5286, prec@thr=0.5: 0.6474, recall@top3: 0.6963, prec@top3: 0.5713, recall@top5: 0.8685, prec@top5: 0.4363, loss: 0.0533, grad_norm: 0.1449 2021-02-23 12:22:01,099 - mmaction - INFO - Epoch [1][640/1921] lr: 2.398e-02, eta: 1 day, 0:29:28, time: 2.204, data_time: 0.001, memory: 8593, loss_action_cls: 0.0537, recall@thr=0.5: 0.5200, prec@thr=0.5: 0.6386, recall@top3: 0.6946, prec@top3: 0.5651, recall@top5: 0.8639, prec@top5: 0.4306, loss: 0.0537, grad_norm: 0.1628 2021-02-23 12:22:45,667 - mmaction - INFO - Epoch [1][660/1921] lr: 2.426e-02, eta: 1 day, 0:26:40, time: 2.228, data_time: 0.001, memory: 8593, loss_action_cls: 0.0541, recall@thr=0.5: 0.5331, prec@thr=0.5: 0.6464, recall@top3: 0.6990, prec@top3: 0.5741, recall@top5: 0.8684, prec@top5: 0.4377, loss: 0.0541, grad_norm: 0.1489 2021-02-23 12:23:30,710 - mmaction - INFO - Epoch [1][680/1921] lr: 2.454e-02, eta: 1 day, 0:24:27, time: 2.252, data_time: 0.001, memory: 8593, loss_action_cls: 0.0538, recall@thr=0.5: 0.5298, prec@thr=0.5: 0.6488, recall@top3: 0.6939, prec@top3: 0.5769, recall@top5: 0.8645, prec@top5: 0.4390, loss: 0.0538, grad_norm: 0.1453 2021-02-23 12:24:15,305 - mmaction - INFO - Epoch [1][700/1921] lr: 2.482e-02, eta: 1 day, 0:21:54, time: 2.230, data_time: 0.001, memory: 8611, loss_action_cls: 0.0535, recall@thr=0.5: 0.5335, prec@thr=0.5: 0.6427, recall@top3: 0.7007, prec@top3: 0.5740, recall@top5: 0.8728, prec@top5: 0.4381, loss: 0.0535, grad_norm: 0.1667 2021-02-23 12:24:59,657 - mmaction - INFO - Epoch [1][720/1921] lr: 2.511e-02, eta: 1 day, 0:19:15, time: 2.217, data_time: 0.001, memory: 8611, loss_action_cls: 0.0542, recall@thr=0.5: 0.5300, prec@thr=0.5: 0.6487, recall@top3: 0.6912, prec@top3: 0.5661, recall@top5: 0.8581, prec@top5: 0.4310, loss: 0.0542, grad_norm: 0.1626 2021-02-23 12:25:43,649 - mmaction - INFO - Epoch [1][740/1921] lr: 2.539e-02, eta: 1 day, 0:16:23, time: 2.200, data_time: 0.001, memory: 8611, loss_action_cls: 0.0528, recall@thr=0.5: 0.5412, prec@thr=0.5: 0.6551, recall@top3: 0.7055, prec@top3: 0.5828, recall@top5: 0.8716, prec@top5: 0.4421, loss: 0.0528, grad_norm: 0.1516 2021-02-23 12:26:28,205 - mmaction - INFO - Epoch [1][760/1921] lr: 2.567e-02, eta: 1 day, 0:14:06, time: 2.228, data_time: 0.001, memory: 8611, loss_action_cls: 0.0539, recall@thr=0.5: 0.5436, prec@thr=0.5: 0.6625, recall@top3: 0.6999, prec@top3: 0.5823, recall@top5: 0.8606, prec@top5: 0.4384, loss: 0.0539, grad_norm: 0.1663 2021-02-23 12:27:12,579 - mmaction - INFO - Epoch [1][780/1921] lr: 2.595e-02, eta: 1 day, 0:11:45, time: 2.219, data_time: 0.001, memory: 8611, loss_action_cls: 0.0535, recall@thr=0.5: 0.5270, prec@thr=0.5: 0.6463, recall@top3: 0.6997, prec@top3: 0.5735, recall@top5: 0.8704, prec@top5: 0.4375, loss: 0.0535, grad_norm: 0.1510 2021-02-23 12:27:56,583 - mmaction - INFO - Epoch [1][800/1921] lr: 2.623e-02, eta: 1 day, 0:09:12, time: 2.200, data_time: 0.001, memory: 8611, loss_action_cls: 0.0516, recall@thr=0.5: 0.5625, prec@thr=0.5: 0.6631, recall@top3: 0.7087, prec@top3: 0.5922, recall@top5: 0.8822, prec@top5: 0.4507, loss: 0.0516, grad_norm: 0.1633 2021-02-23 12:28:40,979 - mmaction - INFO - Epoch [1][820/1921] lr: 2.651e-02, eta: 1 day, 0:07:02, time: 2.220, data_time: 0.001, memory: 8611, loss_action_cls: 0.0527, recall@thr=0.5: 0.5507, prec@thr=0.5: 0.6665, recall@top3: 0.7118, prec@top3: 0.5819, recall@top5: 0.8791, prec@top5: 0.4417, loss: 0.0527, grad_norm: 0.1578 2021-02-23 12:29:25,195 - mmaction - INFO - Epoch [1][840/1921] lr: 2.679e-02, eta: 1 day, 0:04:47, time: 2.211, data_time: 0.001, memory: 8611, loss_action_cls: 0.0528, recall@thr=0.5: 0.5507, prec@thr=0.5: 0.6558, recall@top3: 0.7036, prec@top3: 0.5844, recall@top5: 0.8715, prec@top5: 0.4435, loss: 0.0528, grad_norm: 0.1885 2021-02-23 12:30:08,713 - mmaction - INFO - Epoch [1][860/1921] lr: 2.707e-02, eta: 1 day, 0:02:07, time: 2.176, data_time: 0.001, memory: 8611, loss_action_cls: 0.0521, recall@thr=0.5: 0.5200, prec@thr=0.5: 0.6507, recall@top3: 0.7054, prec@top3: 0.5633, recall@top5: 0.8736, prec@top5: 0.4274, loss: 0.0521, grad_norm: 0.1762 2021-02-23 12:30:53,041 - mmaction - INFO - Epoch [1][880/1921] lr: 2.735e-02, eta: 1 day, 0:00:06, time: 2.216, data_time: 0.001, memory: 8611, loss_action_cls: 0.0519, recall@thr=0.5: 0.5507, prec@thr=0.5: 0.6596, recall@top3: 0.6997, prec@top3: 0.5733, recall@top5: 0.8747, prec@top5: 0.4398, loss: 0.0519, grad_norm: 0.1644 2021-02-23 12:31:36,316 - mmaction - INFO - Epoch [1][900/1921] lr: 2.764e-02, eta: 23:57:25, time: 2.164, data_time: 0.001, memory: 8611, loss_action_cls: 0.0506, recall@thr=0.5: 0.5559, prec@thr=0.5: 0.6620, recall@top3: 0.7153, prec@top3: 0.5885, recall@top5: 0.8885, prec@top5: 0.4467, loss: 0.0506, grad_norm: 0.1610 2021-02-23 12:32:20,227 - mmaction - INFO - Epoch [1][920/1921] lr: 2.792e-02, eta: 23:55:15, time: 2.195, data_time: 0.001, memory: 8611, loss_action_cls: 0.0530, recall@thr=0.5: 0.5451, prec@thr=0.5: 0.6531, recall@top3: 0.6977, prec@top3: 0.5742, recall@top5: 0.8708, prec@top5: 0.4403, loss: 0.0530, grad_norm: 0.1726 2021-02-23 12:33:04,824 - mmaction - INFO - Epoch [1][940/1921] lr: 2.820e-02, eta: 23:53:36, time: 2.230, data_time: 0.001, memory: 8611, loss_action_cls: 0.0511, recall@thr=0.5: 0.5582, prec@thr=0.5: 0.6632, recall@top3: 0.7101, prec@top3: 0.5884, recall@top5: 0.8829, prec@top5: 0.4472, loss: 0.0511, grad_norm: 0.1594 2021-02-23 12:33:49,093 - mmaction - INFO - Epoch [1][960/1921] lr: 2.848e-02, eta: 23:51:47, time: 2.213, data_time: 0.001, memory: 8611, loss_action_cls: 0.0508, recall@thr=0.5: 0.5610, prec@thr=0.5: 0.6689, recall@top3: 0.7135, prec@top3: 0.5836, recall@top5: 0.8806, prec@top5: 0.4417, loss: 0.0508, grad_norm: 0.1600 2021-02-23 12:34:33,420 - mmaction - INFO - Epoch [1][980/1921] lr: 2.876e-02, eta: 23:50:02, time: 2.216, data_time: 0.001, memory: 8611, loss_action_cls: 0.0524, recall@thr=0.5: 0.5376, prec@thr=0.5: 0.6505, recall@top3: 0.6977, prec@top3: 0.5751, recall@top5: 0.8691, prec@top5: 0.4398, loss: 0.0524, grad_norm: 0.1455 2021-02-23 12:35:17,489 - mmaction - INFO - Epoch [1][1000/1921] lr: 2.904e-02, eta: 23:48:10, time: 2.204, data_time: 0.001, memory: 8611, loss_action_cls: 0.0518, recall@thr=0.5: 0.5450, prec@thr=0.5: 0.6603, recall@top3: 0.7094, prec@top3: 0.5857, recall@top5: 0.8768, prec@top5: 0.4455, loss: 0.0518, grad_norm: 0.1532 2021-02-23 12:36:01,450 - mmaction - INFO - Epoch [1][1020/1921] lr: 2.932e-02, eta: 23:46:17, time: 2.198, data_time: 0.001, memory: 8611, loss_action_cls: 0.0501, recall@thr=0.5: 0.5610, prec@thr=0.5: 0.6729, recall@top3: 0.7157, prec@top3: 0.5884, recall@top5: 0.8798, prec@top5: 0.4426, loss: 0.0501, grad_norm: 0.1525 2021-02-23 12:36:45,446 - mmaction - INFO - Epoch [1][1040/1921] lr: 2.960e-02, eta: 23:44:28, time: 2.200, data_time: 0.001, memory: 8611, loss_action_cls: 0.0509, recall@thr=0.5: 0.5596, prec@thr=0.5: 0.6652, recall@top3: 0.7118, prec@top3: 0.5871, recall@top5: 0.8772, prec@top5: 0.4432, loss: 0.0509, grad_norm: 0.1482 2021-02-23 12:37:30,011 - mmaction - INFO - Epoch [1][1060/1921] lr: 2.988e-02, eta: 23:43:01, time: 2.228, data_time: 0.001, memory: 8611, loss_action_cls: 0.0503, recall@thr=0.5: 0.5629, prec@thr=0.5: 0.6740, recall@top3: 0.7200, prec@top3: 0.5904, recall@top5: 0.8875, prec@top5: 0.4450, loss: 0.0503, grad_norm: 0.1710 2021-02-23 12:38:14,233 - mmaction - INFO - Epoch [1][1080/1921] lr: 3.017e-02, eta: 23:41:24, time: 2.211, data_time: 0.001, memory: 8611, loss_action_cls: 0.0525, recall@thr=0.5: 0.5471, prec@thr=0.5: 0.6599, recall@top3: 0.7007, prec@top3: 0.5778, recall@top5: 0.8741, prec@top5: 0.4423, loss: 0.0525, grad_norm: 0.1799 2021-02-23 12:38:58,866 - mmaction - INFO - Epoch [1][1100/1921] lr: 3.045e-02, eta: 23:40:03, time: 2.232, data_time: 0.001, memory: 8611, loss_action_cls: 0.0503, recall@thr=0.5: 0.5482, prec@thr=0.5: 0.6582, recall@top3: 0.7178, prec@top3: 0.5889, recall@top5: 0.8816, prec@top5: 0.4434, loss: 0.0503, grad_norm: 0.1531 2021-02-23 12:39:43,262 - mmaction - INFO - Epoch [1][1120/1921] lr: 3.073e-02, eta: 23:38:35, time: 2.220, data_time: 0.001, memory: 8611, loss_action_cls: 0.0499, recall@thr=0.5: 0.5751, prec@thr=0.5: 0.6758, recall@top3: 0.7236, prec@top3: 0.5854, recall@top5: 0.8886, prec@top5: 0.4413, loss: 0.0499, grad_norm: 0.1583 2021-02-23 12:40:27,453 - mmaction - INFO - Epoch [1][1140/1921] lr: 3.101e-02, eta: 23:37:02, time: 2.209, data_time: 0.001, memory: 8611, loss_action_cls: 0.0503, recall@thr=0.5: 0.5632, prec@thr=0.5: 0.6735, recall@top3: 0.7124, prec@top3: 0.5866, recall@top5: 0.8802, prec@top5: 0.4438, loss: 0.0503, grad_norm: 0.1563 2021-02-23 12:41:11,535 - mmaction - INFO - Epoch [1][1160/1921] lr: 3.129e-02, eta: 23:35:27, time: 2.204, data_time: 0.001, memory: 8611, loss_action_cls: 0.0499, recall@thr=0.5: 0.5659, prec@thr=0.5: 0.6717, recall@top3: 0.7248, prec@top3: 0.5895, recall@top5: 0.8875, prec@top5: 0.4421, loss: 0.0499, grad_norm: 0.1562 2021-02-23 12:41:55,696 - mmaction - INFO - Epoch [1][1180/1921] lr: 3.157e-02, eta: 23:33:57, time: 2.208, data_time: 0.001, memory: 8611, loss_action_cls: 0.0496, recall@thr=0.5: 0.5609, prec@thr=0.5: 0.6710, recall@top3: 0.7176, prec@top3: 0.5886, recall@top5: 0.8827, prec@top5: 0.4430, loss: 0.0496, grad_norm: 0.1467 2021-02-23 12:42:40,615 - mmaction - INFO - Epoch [1][1200/1921] lr: 3.185e-02, eta: 23:32:51, time: 2.246, data_time: 0.001, memory: 8611, loss_action_cls: 0.0492, recall@thr=0.5: 0.5718, prec@thr=0.5: 0.6772, recall@top3: 0.7246, prec@top3: 0.5956, recall@top5: 0.8920, prec@top5: 0.4512, loss: 0.0492, grad_norm: 0.1523 2021-02-23 12:43:25,977 - mmaction - INFO - Epoch [1][1220/1921] lr: 3.213e-02, eta: 23:32:00, time: 2.268, data_time: 0.001, memory: 8611, loss_action_cls: 0.0494, recall@thr=0.5: 0.5683, prec@thr=0.5: 0.6705, recall@top3: 0.7280, prec@top3: 0.5936, recall@top5: 0.8921, prec@top5: 0.4456, loss: 0.0494, grad_norm: 0.1452 2021-02-23 12:44:09,836 - mmaction - INFO - Epoch [1][1240/1921] lr: 3.241e-02, eta: 23:30:23, time: 2.193, data_time: 0.001, memory: 8611, loss_action_cls: 0.0499, recall@thr=0.5: 0.5631, prec@thr=0.5: 0.6718, recall@top3: 0.7157, prec@top3: 0.5883, recall@top5: 0.8877, prec@top5: 0.4480, loss: 0.0499, grad_norm: 0.1488 2021-02-23 12:44:54,156 - mmaction - INFO - Epoch [1][1260/1921] lr: 3.270e-02, eta: 23:29:03, time: 2.216, data_time: 0.001, memory: 8611, loss_action_cls: 0.0491, recall@thr=0.5: 0.5768, prec@thr=0.5: 0.6743, recall@top3: 0.7256, prec@top3: 0.5974, recall@top5: 0.8867, prec@top5: 0.4486, loss: 0.0491, grad_norm: 0.1504 2021-02-23 12:45:38,419 - mmaction - INFO - Epoch [1][1280/1921] lr: 3.298e-02, eta: 23:27:41, time: 2.213, data_time: 0.001, memory: 8611, loss_action_cls: 0.0490, recall@thr=0.5: 0.5708, prec@thr=0.5: 0.6783, recall@top3: 0.7214, prec@top3: 0.5879, recall@top5: 0.8901, prec@top5: 0.4456, loss: 0.0490, grad_norm: 0.1701 2021-02-23 12:46:22,729 - mmaction - INFO - Epoch [1][1300/1921] lr: 3.326e-02, eta: 23:26:22, time: 2.216, data_time: 0.001, memory: 8611, loss_action_cls: 0.0482, recall@thr=0.5: 0.5687, prec@thr=0.5: 0.6729, recall@top3: 0.7304, prec@top3: 0.5913, recall@top5: 0.8922, prec@top5: 0.4417, loss: 0.0482, grad_norm: 0.1528 2021-02-23 12:47:07,010 - mmaction - INFO - Epoch [1][1320/1921] lr: 3.354e-02, eta: 23:25:03, time: 2.214, data_time: 0.001, memory: 8611, loss_action_cls: 0.0488, recall@thr=0.5: 0.5780, prec@thr=0.5: 0.6819, recall@top3: 0.7330, prec@top3: 0.5979, recall@top5: 0.8928, prec@top5: 0.4466, loss: 0.0488, grad_norm: 0.1386 2021-02-23 12:47:51,541 - mmaction - INFO - Epoch [1][1340/1921] lr: 3.382e-02, eta: 23:23:53, time: 2.227, data_time: 0.001, memory: 8611, loss_action_cls: 0.0481, recall@thr=0.5: 0.5741, prec@thr=0.5: 0.6846, recall@top3: 0.7395, prec@top3: 0.5976, recall@top5: 0.8943, prec@top5: 0.4448, loss: 0.0481, grad_norm: 0.1518 2021-02-23 12:48:35,840 - mmaction - INFO - Epoch [1][1360/1921] lr: 3.410e-02, eta: 23:22:36, time: 2.215, data_time: 0.001, memory: 8611, loss_action_cls: 0.0492, recall@thr=0.5: 0.5767, prec@thr=0.5: 0.6757, recall@top3: 0.7200, prec@top3: 0.5924, recall@top5: 0.8924, prec@top5: 0.4504, loss: 0.0492, grad_norm: 0.1756 2021-02-23 12:49:20,318 - mmaction - INFO - Epoch [1][1380/1921] lr: 3.438e-02, eta: 23:21:26, time: 2.224, data_time: 0.001, memory: 8611, loss_action_cls: 0.0488, recall@thr=0.5: 0.5640, prec@thr=0.5: 0.6711, recall@top3: 0.7310, prec@top3: 0.5900, recall@top5: 0.8917, prec@top5: 0.4422, loss: 0.0488, grad_norm: 0.1503 2021-02-23 12:50:05,488 - mmaction - INFO - Epoch [1][1400/1921] lr: 3.466e-02, eta: 23:20:34, time: 2.259, data_time: 0.001, memory: 8611, loss_action_cls: 0.0491, recall@thr=0.5: 0.5718, prec@thr=0.5: 0.6777, recall@top3: 0.7248, prec@top3: 0.5921, recall@top5: 0.8864, prec@top5: 0.4431, loss: 0.0491, grad_norm: 0.1569 2021-02-23 12:50:49,651 - mmaction - INFO - Epoch [1][1420/1921] lr: 3.494e-02, eta: 23:19:16, time: 2.208, data_time: 0.001, memory: 8611, loss_action_cls: 0.0482, recall@thr=0.5: 0.5823, prec@thr=0.5: 0.6862, recall@top3: 0.7238, prec@top3: 0.5962, recall@top5: 0.8881, prec@top5: 0.4484, loss: 0.0482, grad_norm: 0.1553 2021-02-23 12:51:33,571 - mmaction - INFO - Epoch [1][1440/1921] lr: 3.523e-02, eta: 23:17:53, time: 2.196, data_time: 0.001, memory: 8611, loss_action_cls: 0.0489, recall@thr=0.5: 0.5869, prec@thr=0.5: 0.6901, recall@top3: 0.7273, prec@top3: 0.5939, recall@top5: 0.8889, prec@top5: 0.4463, loss: 0.0489, grad_norm: 0.1707 2021-02-23 12:52:17,507 - mmaction - INFO - Epoch [1][1460/1921] lr: 3.551e-02, eta: 23:16:32, time: 2.197, data_time: 0.001, memory: 8611, loss_action_cls: 0.0487, recall@thr=0.5: 0.5751, prec@thr=0.5: 0.6901, recall@top3: 0.7285, prec@top3: 0.5965, recall@top5: 0.8923, prec@top5: 0.4485, loss: 0.0487, grad_norm: 0.1487 2021-02-23 12:53:01,321 - mmaction - INFO - Epoch [1][1480/1921] lr: 3.579e-02, eta: 23:15:08, time: 2.190, data_time: 0.001, memory: 8611, loss_action_cls: 0.0494, recall@thr=0.5: 0.5705, prec@thr=0.5: 0.6765, recall@top3: 0.7223, prec@top3: 0.5910, recall@top5: 0.8855, prec@top5: 0.4457, loss: 0.0494, grad_norm: 0.1604 2021-02-23 12:53:45,445 - mmaction - INFO - Epoch [1][1500/1921] lr: 3.607e-02, eta: 23:13:54, time: 2.206, data_time: 0.001, memory: 8611, loss_action_cls: 0.0499, recall@thr=0.5: 0.5692, prec@thr=0.5: 0.6725, recall@top3: 0.7191, prec@top3: 0.5894, recall@top5: 0.8823, prec@top5: 0.4414, loss: 0.0499, grad_norm: 0.1844 2021-02-23 12:54:30,274 - mmaction - INFO - Epoch [1][1520/1921] lr: 3.635e-02, eta: 23:12:57, time: 2.241, data_time: 0.001, memory: 8611, loss_action_cls: 0.0487, recall@thr=0.5: 0.5681, prec@thr=0.5: 0.6879, recall@top3: 0.7269, prec@top3: 0.5923, recall@top5: 0.8912, prec@top5: 0.4452, loss: 0.0487, grad_norm: 0.1464 2021-02-23 12:55:14,840 - mmaction - INFO - Epoch [1][1540/1921] lr: 3.663e-02, eta: 23:11:54, time: 2.228, data_time: 0.001, memory: 8611, loss_action_cls: 0.0483, recall@thr=0.5: 0.5833, prec@thr=0.5: 0.6780, recall@top3: 0.7285, prec@top3: 0.6064, recall@top5: 0.8939, prec@top5: 0.4557, loss: 0.0483, grad_norm: 0.1421 2021-02-23 12:55:59,079 - mmaction - INFO - Epoch [1][1560/1921] lr: 3.691e-02, eta: 23:10:44, time: 2.212, data_time: 0.001, memory: 8611, loss_action_cls: 0.0485, recall@thr=0.5: 0.5849, prec@thr=0.5: 0.6879, recall@top3: 0.7357, prec@top3: 0.6040, recall@top5: 0.8945, prec@top5: 0.4493, loss: 0.0485, grad_norm: 0.1647 2021-02-23 12:56:43,482 - mmaction - INFO - Epoch [1][1580/1921] lr: 3.719e-02, eta: 23:09:38, time: 2.220, data_time: 0.001, memory: 8611, loss_action_cls: 0.0483, recall@thr=0.5: 0.5760, prec@thr=0.5: 0.6685, recall@top3: 0.7319, prec@top3: 0.5931, recall@top5: 0.8921, prec@top5: 0.4449, loss: 0.0483, grad_norm: 0.1571 2021-02-23 12:57:27,850 - mmaction - INFO - Epoch [1][1600/1921] lr: 3.747e-02, eta: 23:08:32, time: 2.218, data_time: 0.001, memory: 8611, loss_action_cls: 0.0482, recall@thr=0.5: 0.5881, prec@thr=0.5: 0.6856, recall@top3: 0.7276, prec@top3: 0.5953, recall@top5: 0.8944, prec@top5: 0.4489, loss: 0.0482, grad_norm: 0.1521 2021-02-23 12:58:11,933 - mmaction - INFO - Epoch [1][1620/1921] lr: 3.776e-02, eta: 23:07:20, time: 2.204, data_time: 0.001, memory: 8611, loss_action_cls: 0.0485, recall@thr=0.5: 0.5756, prec@thr=0.5: 0.6793, recall@top3: 0.7308, prec@top3: 0.6007, recall@top5: 0.8924, prec@top5: 0.4475, loss: 0.0485, grad_norm: 0.1480 2021-02-23 12:58:56,363 - mmaction - INFO - Epoch [1][1640/1921] lr: 3.804e-02, eta: 23:06:17, time: 2.221, data_time: 0.001, memory: 8611, loss_action_cls: 0.0478, recall@thr=0.5: 0.5805, prec@thr=0.5: 0.6903, recall@top3: 0.7350, prec@top3: 0.6104, recall@top5: 0.9010, prec@top5: 0.4581, loss: 0.0478, grad_norm: 0.1473 2021-02-23 12:59:40,624 - mmaction - INFO - Epoch [1][1660/1921] lr: 3.832e-02, eta: 23:05:10, time: 2.213, data_time: 0.001, memory: 8611, loss_action_cls: 0.0485, recall@thr=0.5: 0.5901, prec@thr=0.5: 0.6816, recall@top3: 0.7321, prec@top3: 0.6031, recall@top5: 0.8904, prec@top5: 0.4497, loss: 0.0485, grad_norm: 0.1529 2021-02-23 13:00:24,604 - mmaction - INFO - Epoch [1][1680/1921] lr: 3.860e-02, eta: 23:03:58, time: 2.199, data_time: 0.001, memory: 8611, loss_action_cls: 0.0471, recall@thr=0.5: 0.5916, prec@thr=0.5: 0.6944, recall@top3: 0.7360, prec@top3: 0.6066, recall@top5: 0.8963, prec@top5: 0.4525, loss: 0.0471, grad_norm: 0.1425 2021-02-23 13:01:08,516 - mmaction - INFO - Epoch [1][1700/1921] lr: 3.888e-02, eta: 23:02:45, time: 2.196, data_time: 0.001, memory: 8611, loss_action_cls: 0.0488, recall@thr=0.5: 0.5843, prec@thr=0.5: 0.6906, recall@top3: 0.7259, prec@top3: 0.5969, recall@top5: 0.8946, prec@top5: 0.4526, loss: 0.0488, grad_norm: 0.1598 2021-02-23 13:01:53,374 - mmaction - INFO - Epoch [1][1720/1921] lr: 3.916e-02, eta: 23:01:53, time: 2.243, data_time: 0.001, memory: 8611, loss_action_cls: 0.0478, recall@thr=0.5: 0.5906, prec@thr=0.5: 0.6917, recall@top3: 0.7372, prec@top3: 0.6076, recall@top5: 0.8945, prec@top5: 0.4525, loss: 0.0478, grad_norm: 0.1494 2021-02-23 13:02:37,494 - mmaction - INFO - Epoch [1][1740/1921] lr: 3.944e-02, eta: 23:00:45, time: 2.206, data_time: 0.001, memory: 8611, loss_action_cls: 0.0468, recall@thr=0.5: 0.6039, prec@thr=0.5: 0.6920, recall@top3: 0.7415, prec@top3: 0.6133, recall@top5: 0.9018, prec@top5: 0.4563, loss: 0.0468, grad_norm: 0.1374 2021-02-23 13:03:22,222 - mmaction - INFO - Epoch [1][1760/1921] lr: 3.972e-02, eta: 22:59:51, time: 2.236, data_time: 0.001, memory: 8611, loss_action_cls: 0.0466, recall@thr=0.5: 0.5929, prec@thr=0.5: 0.6937, recall@top3: 0.7431, prec@top3: 0.6024, recall@top5: 0.8986, prec@top5: 0.4458, loss: 0.0466, grad_norm: 0.1393 2021-02-23 13:04:05,657 - mmaction - INFO - Epoch [1][1780/1921] lr: 4.000e-02, eta: 22:58:30, time: 2.172, data_time: 0.001, memory: 8611, loss_action_cls: 0.0477, recall@thr=0.5: 0.5842, prec@thr=0.5: 0.6848, recall@top3: 0.7288, prec@top3: 0.5967, recall@top5: 0.8916, prec@top5: 0.4466, loss: 0.0477, grad_norm: 0.1504 2021-02-23 13:04:49,683 - mmaction - INFO - Epoch [1][1800/1921] lr: 4.029e-02, eta: 22:57:22, time: 2.201, data_time: 0.001, memory: 8611, loss_action_cls: 0.0480, recall@thr=0.5: 0.5904, prec@thr=0.5: 0.6920, recall@top3: 0.7370, prec@top3: 0.6038, recall@top5: 0.8954, prec@top5: 0.4494, loss: 0.0480, grad_norm: 0.1524 2021-02-23 13:05:34,412 - mmaction - INFO - Epoch [1][1820/1921] lr: 4.057e-02, eta: 22:56:29, time: 2.237, data_time: 0.001, memory: 8611, loss_action_cls: 0.0469, recall@thr=0.5: 0.5989, prec@thr=0.5: 0.6961, recall@top3: 0.7417, prec@top3: 0.6089, recall@top5: 0.9039, prec@top5: 0.4551, loss: 0.0469, grad_norm: 0.1545 2021-02-23 13:06:19,140 - mmaction - INFO - Epoch [1][1840/1921] lr: 4.085e-02, eta: 22:55:35, time: 2.237, data_time: 0.001, memory: 8611, loss_action_cls: 0.0475, recall@thr=0.5: 0.5942, prec@thr=0.5: 0.6984, recall@top3: 0.7358, prec@top3: 0.6076, recall@top5: 0.8935, prec@top5: 0.4515, loss: 0.0475, grad_norm: 0.1447 2021-02-23 13:07:02,848 - mmaction - INFO - Epoch [1][1860/1921] lr: 4.113e-02, eta: 22:54:22, time: 2.185, data_time: 0.001, memory: 8611, loss_action_cls: 0.0477, recall@thr=0.5: 0.5711, prec@thr=0.5: 0.6823, recall@top3: 0.7315, prec@top3: 0.5901, recall@top5: 0.8933, prec@top5: 0.4439, loss: 0.0477, grad_norm: 0.1592 2021-02-23 13:07:46,770 - mmaction - INFO - Epoch [1][1880/1921] lr: 4.141e-02, eta: 22:53:14, time: 2.196, data_time: 0.001, memory: 8611, loss_action_cls: 0.0464, recall@thr=0.5: 0.6040, prec@thr=0.5: 0.6988, recall@top3: 0.7420, prec@top3: 0.6073, recall@top5: 0.9024, prec@top5: 0.4542, loss: 0.0464, grad_norm: 0.1393 2021-02-23 13:08:31,188 - mmaction - INFO - Epoch [1][1900/1921] lr: 4.169e-02, eta: 22:52:16, time: 2.221, data_time: 0.001, memory: 8611, loss_action_cls: 0.0470, recall@thr=0.5: 0.5976, prec@thr=0.5: 0.6904, recall@top3: 0.7368, prec@top3: 0.6003, recall@top5: 0.8996, prec@top5: 0.4492, loss: 0.0470, grad_norm: 0.1567 2021-02-23 13:09:14,018 - mmaction - INFO - Epoch [1][1920/1921] lr: 4.197e-02, eta: 22:50:48, time: 2.141, data_time: 0.001, memory: 8611, loss_action_cls: 0.0477, recall@thr=0.5: 0.5826, prec@thr=0.5: 0.6839, recall@top3: 0.7328, prec@top3: 0.5939, recall@top5: 0.8878, prec@top5: 0.4426, loss: 0.0477, grad_norm: 0.1527 2021-02-23 13:09:35,023 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-02-23 13:12:30,225 - mmaction - INFO - Epoch [2][20/1921] lr: 4.227e-02, eta: 23:29:45, time: 8.708, data_time: 6.363, memory: 8611, loss_action_cls: 0.0469, recall@thr=0.5: 0.5931, prec@thr=0.5: 0.6957, recall@top3: 0.7335, prec@top3: 0.6056, recall@top5: 0.8990, prec@top5: 0.4547, loss: 0.0469, grad_norm: 0.1354 2021-02-23 13:13:14,148 - mmaction - INFO - Epoch [2][40/1921] lr: 4.255e-02, eta: 23:28:13, time: 2.196, data_time: 0.002, memory: 8611, loss_action_cls: 0.0464, recall@thr=0.5: 0.5949, prec@thr=0.5: 0.6940, recall@top3: 0.7357, prec@top3: 0.5984, recall@top5: 0.8942, prec@top5: 0.4460, loss: 0.0464, grad_norm: 0.1402 2021-02-23 13:13:58,083 - mmaction - INFO - Epoch [2][60/1921] lr: 4.283e-02, eta: 23:26:42, time: 2.196, data_time: 0.001, memory: 8611, loss_action_cls: 0.0461, recall@thr=0.5: 0.5966, prec@thr=0.5: 0.6911, recall@top3: 0.7449, prec@top3: 0.6096, recall@top5: 0.9059, prec@top5: 0.4551, loss: 0.0461, grad_norm: 0.1419 2021-02-23 13:14:42,640 - mmaction - INFO - Epoch [2][80/1921] lr: 4.311e-02, eta: 23:25:23, time: 2.228, data_time: 0.001, memory: 8611, loss_action_cls: 0.0459, recall@thr=0.5: 0.6123, prec@thr=0.5: 0.7026, recall@top3: 0.7472, prec@top3: 0.6057, recall@top5: 0.9008, prec@top5: 0.4491, loss: 0.0459, grad_norm: 0.1470 2021-02-23 13:15:26,991 - mmaction - INFO - Epoch [2][100/1921] lr: 4.339e-02, eta: 23:24:02, time: 2.218, data_time: 0.001, memory: 8611, loss_action_cls: 0.0460, recall@thr=0.5: 0.6068, prec@thr=0.5: 0.7008, recall@top3: 0.7443, prec@top3: 0.6062, recall@top5: 0.9050, prec@top5: 0.4519, loss: 0.0460, grad_norm: 0.1396 2021-02-23 13:16:10,734 - mmaction - INFO - Epoch [2][120/1921] lr: 4.367e-02, eta: 23:22:30, time: 2.187, data_time: 0.001, memory: 8611, loss_action_cls: 0.0463, recall@thr=0.5: 0.6038, prec@thr=0.5: 0.7082, recall@top3: 0.7489, prec@top3: 0.6102, recall@top5: 0.9041, prec@top5: 0.4521, loss: 0.0463, grad_norm: 0.1454 2021-02-23 13:16:55,759 - mmaction - INFO - Epoch [2][140/1921] lr: 4.395e-02, eta: 23:21:22, time: 2.251, data_time: 0.001, memory: 8611, loss_action_cls: 0.0464, recall@thr=0.5: 0.6165, prec@thr=0.5: 0.7029, recall@top3: 0.7399, prec@top3: 0.6150, recall@top5: 0.9017, prec@top5: 0.4609, loss: 0.0464, grad_norm: 0.1419 2021-02-23 13:17:40,397 - mmaction - INFO - Epoch [2][160/1921] lr: 4.423e-02, eta: 23:20:08, time: 2.232, data_time: 0.001, memory: 8611, loss_action_cls: 0.0467, recall@thr=0.5: 0.6044, prec@thr=0.5: 0.7042, recall@top3: 0.7457, prec@top3: 0.6005, recall@top5: 0.8980, prec@top5: 0.4455, loss: 0.0467, grad_norm: 0.1423 2021-02-23 13:18:25,433 - mmaction - INFO - Epoch [2][180/1921] lr: 4.452e-02, eta: 23:19:01, time: 2.252, data_time: 0.001, memory: 8611, loss_action_cls: 0.0460, recall@thr=0.5: 0.6132, prec@thr=0.5: 0.7051, recall@top3: 0.7466, prec@top3: 0.6159, recall@top5: 0.9008, prec@top5: 0.4556, loss: 0.0460, grad_norm: 0.1476 2021-02-23 13:19:09,221 - mmaction - INFO - Epoch [2][200/1921] lr: 4.480e-02, eta: 23:17:33, time: 2.189, data_time: 0.001, memory: 8611, loss_action_cls: 0.0466, recall@thr=0.5: 0.5988, prec@thr=0.5: 0.6937, recall@top3: 0.7399, prec@top3: 0.6007, recall@top5: 0.9038, prec@top5: 0.4490, loss: 0.0466, grad_norm: 0.1440 2021-02-23 13:19:53,362 - mmaction - INFO - Epoch [2][220/1921] lr: 4.508e-02, eta: 23:16:12, time: 2.207, data_time: 0.001, memory: 8611, loss_action_cls: 0.0470, recall@thr=0.5: 0.5866, prec@thr=0.5: 0.6918, recall@top3: 0.7316, prec@top3: 0.5977, recall@top5: 0.8947, prec@top5: 0.4465, loss: 0.0470, grad_norm: 0.1471 2021-02-23 13:20:37,561 - mmaction - INFO - Epoch [2][240/1921] lr: 4.536e-02, eta: 23:14:52, time: 2.210, data_time: 0.001, memory: 8611, loss_action_cls: 0.0457, recall@thr=0.5: 0.6267, prec@thr=0.5: 0.7157, recall@top3: 0.7487, prec@top3: 0.6260, recall@top5: 0.9050, prec@top5: 0.4659, loss: 0.0457, grad_norm: 0.1342 2021-02-23 13:21:21,636 - mmaction - INFO - Epoch [2][260/1921] lr: 4.564e-02, eta: 23:13:31, time: 2.204, data_time: 0.001, memory: 8611, loss_action_cls: 0.0462, recall@thr=0.5: 0.6062, prec@thr=0.5: 0.7021, recall@top3: 0.7430, prec@top3: 0.6129, recall@top5: 0.8977, prec@top5: 0.4535, loss: 0.0462, grad_norm: 0.1342 2021-02-23 13:22:05,752 - mmaction - INFO - Epoch [2][280/1921] lr: 4.592e-02, eta: 23:12:12, time: 2.206, data_time: 0.001, memory: 8611, loss_action_cls: 0.0460, recall@thr=0.5: 0.6139, prec@thr=0.5: 0.7073, recall@top3: 0.7502, prec@top3: 0.6103, recall@top5: 0.9024, prec@top5: 0.4512, loss: 0.0460, grad_norm: 0.1361 2021-02-23 13:22:49,945 - mmaction - INFO - Epoch [2][300/1921] lr: 4.620e-02, eta: 23:10:54, time: 2.209, data_time: 0.001, memory: 8611, loss_action_cls: 0.0469, recall@thr=0.5: 0.6004, prec@thr=0.5: 0.6972, recall@top3: 0.7397, prec@top3: 0.6026, recall@top5: 0.9022, prec@top5: 0.4512, loss: 0.0469, grad_norm: 0.1396 2021-02-23 13:23:34,046 - mmaction - INFO - Epoch [2][320/1921] lr: 4.648e-02, eta: 23:09:35, time: 2.205, data_time: 0.001, memory: 8611, loss_action_cls: 0.0461, recall@thr=0.5: 0.5907, prec@thr=0.5: 0.6954, recall@top3: 0.7444, prec@top3: 0.6044, recall@top5: 0.9027, prec@top5: 0.4500, loss: 0.0461, grad_norm: 0.1585 2021-02-23 13:24:18,098 - mmaction - INFO - Epoch [2][340/1921] lr: 4.676e-02, eta: 23:08:17, time: 2.203, data_time: 0.001, memory: 8611, loss_action_cls: 0.0458, recall@thr=0.5: 0.6037, prec@thr=0.5: 0.6961, recall@top3: 0.7412, prec@top3: 0.6053, recall@top5: 0.9016, prec@top5: 0.4529, loss: 0.0458, grad_norm: 0.1502 2021-02-23 13:25:02,135 - mmaction - INFO - Epoch [2][360/1921] lr: 4.705e-02, eta: 23:06:59, time: 2.202, data_time: 0.001, memory: 8611, loss_action_cls: 0.0456, recall@thr=0.5: 0.6175, prec@thr=0.5: 0.7124, recall@top3: 0.7504, prec@top3: 0.6161, recall@top5: 0.9051, prec@top5: 0.4573, loss: 0.0456, grad_norm: 0.1504 2021-02-23 13:25:45,199 - mmaction - INFO - Epoch [2][380/1921] lr: 4.733e-02, eta: 23:05:25, time: 2.153, data_time: 0.001, memory: 8611, loss_action_cls: 0.0457, recall@thr=0.5: 0.6050, prec@thr=0.5: 0.6995, recall@top3: 0.7471, prec@top3: 0.6128, recall@top5: 0.9080, prec@top5: 0.4567, loss: 0.0457, grad_norm: 0.1496 2021-02-23 13:26:30,403 - mmaction - INFO - Epoch [2][400/1921] lr: 4.761e-02, eta: 23:04:27, time: 2.260, data_time: 0.001, memory: 8611, loss_action_cls: 0.0465, recall@thr=0.5: 0.5948, prec@thr=0.5: 0.7032, recall@top3: 0.7379, prec@top3: 0.5980, recall@top5: 0.8988, prec@top5: 0.4469, loss: 0.0465, grad_norm: 0.1423 2021-02-23 13:27:14,644 - mmaction - INFO - Epoch [2][420/1921] lr: 4.789e-02, eta: 23:03:13, time: 2.212, data_time: 0.001, memory: 8611, loss_action_cls: 0.0458, recall@thr=0.5: 0.6184, prec@thr=0.5: 0.7024, recall@top3: 0.7482, prec@top3: 0.6169, recall@top5: 0.9100, prec@top5: 0.4612, loss: 0.0458, grad_norm: 0.1522 2021-02-23 13:27:59,251 - mmaction - INFO - Epoch [2][440/1921] lr: 4.817e-02, eta: 23:02:06, time: 2.230, data_time: 0.001, memory: 8611, loss_action_cls: 0.0460, recall@thr=0.5: 0.6103, prec@thr=0.5: 0.7067, recall@top3: 0.7459, prec@top3: 0.6136, recall@top5: 0.9041, prec@top5: 0.4562, loss: 0.0460, grad_norm: 0.1547 2021-02-23 13:28:43,696 - mmaction - INFO - Epoch [2][460/1921] lr: 4.845e-02, eta: 23:00:56, time: 2.222, data_time: 0.001, memory: 8611, loss_action_cls: 0.0454, recall@thr=0.5: 0.6085, prec@thr=0.5: 0.7086, recall@top3: 0.7461, prec@top3: 0.6121, recall@top5: 0.8998, prec@top5: 0.4515, loss: 0.0454, grad_norm: 0.1533 2021-02-23 13:29:27,609 - mmaction - INFO - Epoch [2][480/1921] lr: 4.873e-02, eta: 22:59:39, time: 2.196, data_time: 0.001, memory: 8611, loss_action_cls: 0.0465, recall@thr=0.5: 0.6050, prec@thr=0.5: 0.7005, recall@top3: 0.7400, prec@top3: 0.6140, recall@top5: 0.9023, prec@top5: 0.4590, loss: 0.0465, grad_norm: 0.1481 2021-02-23 13:30:11,496 - mmaction - INFO - Epoch [2][500/1921] lr: 4.901e-02, eta: 22:58:22, time: 2.194, data_time: 0.001, memory: 8611, loss_action_cls: 0.0460, recall@thr=0.5: 0.6142, prec@thr=0.5: 0.6974, recall@top3: 0.7438, prec@top3: 0.6099, recall@top5: 0.9000, prec@top5: 0.4536, loss: 0.0460, grad_norm: 0.1528 2021-02-23 13:30:56,076 - mmaction - INFO - Epoch [2][520/1921] lr: 4.929e-02, eta: 22:57:16, time: 2.229, data_time: 0.001, memory: 8611, loss_action_cls: 0.0472, recall@thr=0.5: 0.6028, prec@thr=0.5: 0.6917, recall@top3: 0.7390, prec@top3: 0.6041, recall@top5: 0.8955, prec@top5: 0.4505, loss: 0.0472, grad_norm: 0.1599 2021-02-23 13:31:39,827 - mmaction - INFO - Epoch [2][540/1921] lr: 4.958e-02, eta: 22:55:59, time: 2.188, data_time: 0.001, memory: 8611, loss_action_cls: 0.0457, recall@thr=0.5: 0.6042, prec@thr=0.5: 0.7081, recall@top3: 0.7506, prec@top3: 0.6085, recall@top5: 0.9031, prec@top5: 0.4486, loss: 0.0457, grad_norm: 0.1402 2021-02-23 13:32:24,289 - mmaction - INFO - Epoch [2][560/1921] lr: 4.986e-02, eta: 22:54:52, time: 2.223, data_time: 0.001, memory: 8611, loss_action_cls: 0.0452, recall@thr=0.5: 0.6109, prec@thr=0.5: 0.7077, recall@top3: 0.7480, prec@top3: 0.6054, recall@top5: 0.9080, prec@top5: 0.4500, loss: 0.0452, grad_norm: 0.1414 2021-02-23 13:33:19,819 - mmaction - INFO - Epoch [2][580/1921] lr: 5.014e-02, eta: 22:56:24, time: 2.776, data_time: 0.001, memory: 8611, loss_action_cls: 0.0448, recall@thr=0.5: 0.6191, prec@thr=0.5: 0.7104, recall@top3: 0.7505, prec@top3: 0.6096, recall@top5: 0.9084, prec@top5: 0.4535, loss: 0.0448, grad_norm: 0.1312 2021-02-23 13:34:25,554 - mmaction - INFO - Epoch [2][600/1921] lr: 5.042e-02, eta: 23:00:19, time: 3.287, data_time: 0.001, memory: 8611, loss_action_cls: 0.0458, recall@thr=0.5: 0.6117, prec@thr=0.5: 0.7034, recall@top3: 0.7491, prec@top3: 0.6015, recall@top5: 0.9021, prec@top5: 0.4448, loss: 0.0458, grad_norm: 0.1387 2021-02-23 13:37:31,889 - mmaction - INFO - Epoch [2][620/1921] lr: 5.070e-02, eta: 23:32:33, time: 9.317, data_time: 0.017, memory: 8611, loss_action_cls: 0.0450, recall@thr=0.5: 0.6281, prec@thr=0.5: 0.7181, recall@top3: 0.7603, prec@top3: 0.6164, recall@top5: 0.9071, prec@top5: 0.4527, loss: 0.0450, grad_norm: 0.1411 2021-02-23 13:41:16,573 - mmaction - INFO - Epoch [2][640/1921] lr: 5.098e-02, eta: 1 day, 0:13:03, time: 11.209, data_time: 0.018, memory: 8611, loss_action_cls: 0.0454, recall@thr=0.5: 0.6065, prec@thr=0.5: 0.7079, recall@top3: 0.7517, prec@top3: 0.6174, recall@top5: 0.9057, prec@top5: 0.4572, loss: 0.0454, grad_norm: 0.1382 2021-02-23 13:45:12,627 - mmaction - INFO - Epoch [2][660/1921] lr: 5.126e-02, eta: 1 day, 0:55:42, time: 11.822, data_time: 0.038, memory: 8611, loss_action_cls: 0.0458, recall@thr=0.5: 0.6089, prec@thr=0.5: 0.6912, recall@top3: 0.7481, prec@top3: 0.6041, recall@top5: 0.9039, prec@top5: 0.4495, loss: 0.0458, grad_norm: 0.1571 2021-02-23 13:47:04,457 - mmaction - INFO - Epoch [2][680/1921] lr: 5.154e-02, eta: 1 day, 1:09:04, time: 5.597, data_time: 0.010, memory: 8611, loss_action_cls: 0.0447, recall@thr=0.5: 0.6097, prec@thr=0.5: 0.7085, recall@top3: 0.7557, prec@top3: 0.6084, recall@top5: 0.9065, prec@top5: 0.4473, loss: 0.0447, grad_norm: 0.1337 2021-02-23 13:47:49,063 - mmaction - INFO - Epoch [2][700/1921] lr: 5.182e-02, eta: 1 day, 1:06:52, time: 2.230, data_time: 0.001, memory: 8611, loss_action_cls: 0.0453, recall@thr=0.5: 0.6150, prec@thr=0.5: 0.7106, recall@top3: 0.7494, prec@top3: 0.6166, recall@top5: 0.9061, prec@top5: 0.4589, loss: 0.0453, grad_norm: 0.1325 2021-02-23 13:48:33,724 - mmaction - INFO - Epoch [2][720/1921] lr: 5.211e-02, eta: 1 day, 1:04:42, time: 2.233, data_time: 0.001, memory: 8611, loss_action_cls: 0.0444, recall@thr=0.5: 0.6307, prec@thr=0.5: 0.7166, recall@top3: 0.7607, prec@top3: 0.6192, recall@top5: 0.9074, prec@top5: 0.4534, loss: 0.0444, grad_norm: 0.1355 2021-02-23 13:49:17,896 - mmaction - INFO - Epoch [2][740/1921] lr: 5.239e-02, eta: 1 day, 1:02:27, time: 2.208, data_time: 0.001, memory: 8611, loss_action_cls: 0.0442, recall@thr=0.5: 0.6290, prec@thr=0.5: 0.7218, recall@top3: 0.7575, prec@top3: 0.6199, recall@top5: 0.9101, prec@top5: 0.4581, loss: 0.0442, grad_norm: 0.1347 2021-02-23 13:50:01,897 - mmaction - INFO - Epoch [2][760/1921] lr: 5.267e-02, eta: 1 day, 1:00:11, time: 2.200, data_time: 0.001, memory: 8611, loss_action_cls: 0.0446, recall@thr=0.5: 0.6161, prec@thr=0.5: 0.7134, recall@top3: 0.7493, prec@top3: 0.6146, recall@top5: 0.9076, prec@top5: 0.4562, loss: 0.0446, grad_norm: 0.1402 2021-02-23 13:50:46,917 - mmaction - INFO - Epoch [2][780/1921] lr: 5.295e-02, eta: 1 day, 0:58:10, time: 2.251, data_time: 0.001, memory: 8611, loss_action_cls: 0.0453, recall@thr=0.5: 0.6194, prec@thr=0.5: 0.7097, recall@top3: 0.7507, prec@top3: 0.6136, recall@top5: 0.9011, prec@top5: 0.4533, loss: 0.0453, grad_norm: 0.1346 2021-02-23 13:51:40,378 - mmaction - INFO - Epoch [2][800/1921] lr: 5.323e-02, eta: 1 day, 0:58:01, time: 2.673, data_time: 0.001, memory: 8611, loss_action_cls: 0.0449, recall@thr=0.5: 0.6300, prec@thr=0.5: 0.7121, recall@top3: 0.7597, prec@top3: 0.6213, recall@top5: 0.9091, prec@top5: 0.4563, loss: 0.0449, grad_norm: 0.1328 2021-02-23 13:52:31,018 - mmaction - INFO - Epoch [2][820/1921] lr: 5.351e-02, eta: 1 day, 0:57:14, time: 2.532, data_time: 0.001, memory: 8611, loss_action_cls: 0.0458, recall@thr=0.5: 0.6202, prec@thr=0.5: 0.7003, recall@top3: 0.7570, prec@top3: 0.6187, recall@top5: 0.9052, prec@top5: 0.4556, loss: 0.0458, grad_norm: 0.1484 2021-02-23 13:54:02,260 - mmaction - INFO - Epoch [2][840/1921] lr: 5.379e-02, eta: 1 day, 1:05:12, time: 4.561, data_time: 0.002, memory: 8611, loss_action_cls: 0.0451, recall@thr=0.5: 0.6117, prec@thr=0.5: 0.7133, recall@top3: 0.7535, prec@top3: 0.6158, recall@top5: 0.9063, prec@top5: 0.4560, loss: 0.0451, grad_norm: 0.1419 2021-02-23 13:57:28,790 - mmaction - INFO - Epoch [2][860/1921] lr: 5.407e-02, eta: 1 day, 1:37:37, time: 10.319, data_time: 0.005, memory: 8611, loss_action_cls: 0.0442, recall@thr=0.5: 0.6256, prec@thr=0.5: 0.7103, recall@top3: 0.7597, prec@top3: 0.6126, recall@top5: 0.9076, prec@top5: 0.4506, loss: 0.0442, grad_norm: 0.1347 2021-02-23 13:58:21,082 - mmaction - INFO - Epoch [2][880/1921] lr: 5.435e-02, eta: 1 day, 1:36:53, time: 2.622, data_time: 0.009, memory: 8611, loss_action_cls: 0.0444, recall@thr=0.5: 0.6097, prec@thr=0.5: 0.7128, recall@top3: 0.7554, prec@top3: 0.6135, recall@top5: 0.9064, prec@top5: 0.4516, loss: 0.0444, grad_norm: 0.1357 2021-02-23 13:59:05,577 - mmaction - INFO - Epoch [2][900/1921] lr: 5.464e-02, eta: 1 day, 1:34:30, time: 2.225, data_time: 0.001, memory: 8611, loss_action_cls: 0.0450, recall@thr=0.5: 0.6201, prec@thr=0.5: 0.7132, recall@top3: 0.7573, prec@top3: 0.6171, recall@top5: 0.9060, prec@top5: 0.4529, loss: 0.0450, grad_norm: 0.1301 2021-02-23 13:59:49,627 - mmaction - INFO - Epoch [2][920/1921] lr: 5.492e-02, eta: 1 day, 1:32:02, time: 2.202, data_time: 0.001, memory: 8611, loss_action_cls: 0.0437, recall@thr=0.5: 0.6361, prec@thr=0.5: 0.7167, recall@top3: 0.7675, prec@top3: 0.6245, recall@top5: 0.9113, prec@top5: 0.4552, loss: 0.0437, grad_norm: 0.1302 2021-02-23 14:00:34,278 - mmaction - INFO - Epoch [2][940/1921] lr: 5.520e-02, eta: 1 day, 1:29:43, time: 2.233, data_time: 0.001, memory: 8611, loss_action_cls: 0.0454, recall@thr=0.5: 0.6069, prec@thr=0.5: 0.7108, recall@top3: 0.7568, prec@top3: 0.6065, recall@top5: 0.9050, prec@top5: 0.4468, loss: 0.0454, grad_norm: 0.1414 2021-02-23 14:01:19,483 - mmaction - INFO - Epoch [2][960/1921] lr: 5.548e-02, eta: 1 day, 1:27:32, time: 2.260, data_time: 0.001, memory: 8611, loss_action_cls: 0.0451, recall@thr=0.5: 0.6223, prec@thr=0.5: 0.7136, recall@top3: 0.7492, prec@top3: 0.6184, recall@top5: 0.9069, prec@top5: 0.4603, loss: 0.0451, grad_norm: 0.1393 2021-02-23 14:02:04,057 - mmaction - INFO - Epoch [2][980/1921] lr: 5.576e-02, eta: 1 day, 1:25:15, time: 2.229, data_time: 0.001, memory: 8611, loss_action_cls: 0.0446, recall@thr=0.5: 0.6267, prec@thr=0.5: 0.7244, recall@top3: 0.7570, prec@top3: 0.6222, recall@top5: 0.9127, prec@top5: 0.4614, loss: 0.0446, grad_norm: 0.1511 2021-02-23 14:02:57,603 - mmaction - INFO - Epoch [2][1000/1921] lr: 5.604e-02, eta: 1 day, 1:24:48, time: 2.677, data_time: 0.001, memory: 8611, loss_action_cls: 0.0438, recall@thr=0.5: 0.6275, prec@thr=0.5: 0.7206, recall@top3: 0.7605, prec@top3: 0.6202, recall@top5: 0.9097, prec@top5: 0.4556, loss: 0.0438, grad_norm: 0.1276 2021-02-23 14:03:53,557 - mmaction - INFO - Epoch [2][1020/1921] lr: 5.632e-02, eta: 1 day, 1:24:49, time: 2.797, data_time: 0.001, memory: 8611, loss_action_cls: 0.0435, recall@thr=0.5: 0.6268, prec@thr=0.5: 0.7179, recall@top3: 0.7633, prec@top3: 0.6174, recall@top5: 0.9161, prec@top5: 0.4552, loss: 0.0435, grad_norm: 0.1289 2021-02-23 14:06:26,257 - mmaction - INFO - Epoch [2][1040/1921] lr: 5.660e-02, eta: 1 day, 1:44:08, time: 7.631, data_time: 0.007, memory: 8611, loss_action_cls: 0.0454, recall@thr=0.5: 0.6203, prec@thr=0.5: 0.7067, recall@top3: 0.7582, prec@top3: 0.6183, recall@top5: 0.9081, prec@top5: 0.4545, loss: 0.0454, grad_norm: 0.1365 2021-02-23 14:10:06,276 - mmaction - INFO - Epoch [2][1060/1921] lr: 5.688e-02, eta: 1 day, 2:16:28, time: 10.992, data_time: 0.013, memory: 8611, loss_action_cls: 0.0454, recall@thr=0.5: 0.6152, prec@thr=0.5: 0.7072, recall@top3: 0.7491, prec@top3: 0.6150, recall@top5: 0.9035, prec@top5: 0.4545, loss: 0.0454, grad_norm: 0.1344 2021-02-23 14:14:00,775 - mmaction - INFO - Epoch [2][1080/1921] lr: 5.717e-02, eta: 1 day, 2:51:12, time: 11.724, data_time: 0.018, memory: 8611, loss_action_cls: 0.0451, recall@thr=0.5: 0.6218, prec@thr=0.5: 0.7152, recall@top3: 0.7530, prec@top3: 0.6120, recall@top5: 0.9067, prec@top5: 0.4515, loss: 0.0451, grad_norm: 0.1273 2021-02-23 14:18:01,798 - mmaction - INFO - Epoch [2][1100/1921] lr: 5.745e-02, eta: 1 day, 3:26:44, time: 12.063, data_time: 0.021, memory: 8611, loss_action_cls: 0.0449, recall@thr=0.5: 0.6178, prec@thr=0.5: 0.7078, recall@top3: 0.7488, prec@top3: 0.6138, recall@top5: 0.9068, prec@top5: 0.4559, loss: 0.0449, grad_norm: 0.1252 2021-02-23 14:22:20,785 - mmaction - INFO - Epoch [2][1120/1921] lr: 5.773e-02, eta: 1 day, 4:05:13, time: 12.951, data_time: 0.010, memory: 8611, loss_action_cls: 0.0440, recall@thr=0.5: 0.6309, prec@thr=0.5: 0.7168, recall@top3: 0.7606, prec@top3: 0.6252, recall@top5: 0.9139, prec@top5: 0.4630, loss: 0.0440, grad_norm: 0.1274 2021-02-23 14:26:19,734 - mmaction - INFO - Epoch [2][1140/1921] lr: 5.801e-02, eta: 1 day, 4:39:07, time: 11.913, data_time: 0.027, memory: 8611, loss_action_cls: 0.0449, recall@thr=0.5: 0.6290, prec@thr=0.5: 0.7184, recall@top3: 0.7556, prec@top3: 0.6211, recall@top5: 0.9068, prec@top5: 0.4584, loss: 0.0449, grad_norm: 0.1288 2021-02-23 14:30:35,057 - mmaction - INFO - Epoch [2][1160/1921] lr: 5.829e-02, eta: 1 day, 5:15:53, time: 12.787, data_time: 0.051, memory: 8611, loss_action_cls: 0.0449, recall@thr=0.5: 0.6187, prec@thr=0.5: 0.7156, recall@top3: 0.7557, prec@top3: 0.6061, recall@top5: 0.9084, prec@top5: 0.4471, loss: 0.0449, grad_norm: 0.1408 2021-02-23 14:34:43,712 - mmaction - INFO - Epoch [2][1180/1921] lr: 5.857e-02, eta: 1 day, 5:50:48, time: 12.437, data_time: 0.019, memory: 8611, loss_action_cls: 0.0434, recall@thr=0.5: 0.6364, prec@thr=0.5: 0.7315, recall@top3: 0.7679, prec@top3: 0.6302, recall@top5: 0.9123, prec@top5: 0.4597, loss: 0.0434, grad_norm: 0.1412 2021-02-23 14:37:29,679 - mmaction - INFO - Epoch [2][1200/1921] lr: 5.885e-02, eta: 1 day, 6:09:36, time: 8.299, data_time: 0.013, memory: 8611, loss_action_cls: 0.0434, recall@thr=0.5: 0.6330, prec@thr=0.5: 0.7288, recall@top3: 0.7663, prec@top3: 0.6236, recall@top5: 0.9155, prec@top5: 0.4575, loss: 0.0434, grad_norm: 0.1465 2021-02-23 14:38:15,235 - mmaction - INFO - Epoch [2][1220/1921] lr: 5.913e-02, eta: 1 day, 6:05:37, time: 2.287, data_time: 0.015, memory: 8611, loss_action_cls: 0.0441, recall@thr=0.5: 0.6439, prec@thr=0.5: 0.7203, recall@top3: 0.7615, prec@top3: 0.6315, recall@top5: 0.9083, prec@top5: 0.4632, loss: 0.0441, grad_norm: 0.1342 2021-02-23 14:38:59,809 - mmaction - INFO - Epoch [2][1240/1921] lr: 5.941e-02, eta: 1 day, 6:01:28, time: 2.229, data_time: 0.001, memory: 8611, loss_action_cls: 0.0435, recall@thr=0.5: 0.6236, prec@thr=0.5: 0.7229, recall@top3: 0.7586, prec@top3: 0.6194, recall@top5: 0.9125, prec@top5: 0.4568, loss: 0.0435, grad_norm: 0.1337 2021-02-23 14:39:44,431 - mmaction - INFO - Epoch [2][1260/1921] lr: 5.970e-02, eta: 1 day, 5:57:21, time: 2.230, data_time: 0.001, memory: 8611, loss_action_cls: 0.0442, recall@thr=0.5: 0.6285, prec@thr=0.5: 0.7179, recall@top3: 0.7561, prec@top3: 0.6228, recall@top5: 0.9110, prec@top5: 0.4600, loss: 0.0442, grad_norm: 0.1269 2021-02-23 14:40:30,448 - mmaction - INFO - Epoch [2][1280/1921] lr: 5.998e-02, eta: 1 day, 5:53:33, time: 2.302, data_time: 0.002, memory: 8611, loss_action_cls: 0.0442, recall@thr=0.5: 0.6425, prec@thr=0.5: 0.7286, recall@top3: 0.7658, prec@top3: 0.6310, recall@top5: 0.9095, prec@top5: 0.4595, loss: 0.0442, grad_norm: 0.1235 2021-02-23 14:41:15,720 - mmaction - INFO - Epoch [2][1300/1921] lr: 6.026e-02, eta: 1 day, 5:49:39, time: 2.264, data_time: 0.001, memory: 8611, loss_action_cls: 0.0434, recall@thr=0.5: 0.6467, prec@thr=0.5: 0.7304, recall@top3: 0.7657, prec@top3: 0.6315, recall@top5: 0.9100, prec@top5: 0.4620, loss: 0.0434, grad_norm: 0.1330 2021-02-23 14:42:07,016 - mmaction - INFO - Epoch [2][1320/1921] lr: 6.054e-02, eta: 1 day, 5:46:53, time: 2.565, data_time: 0.001, memory: 8621, loss_action_cls: 0.0449, recall@thr=0.5: 0.6277, prec@thr=0.5: 0.7168, recall@top3: 0.7549, prec@top3: 0.6235, recall@top5: 0.9046, prec@top5: 0.4587, loss: 0.0449, grad_norm: 0.1281 2021-02-23 14:43:05,161 - mmaction - INFO - Epoch [2][1340/1921] lr: 6.082e-02, eta: 1 day, 5:45:21, time: 2.907, data_time: 0.001, memory: 8621, loss_action_cls: 0.0439, recall@thr=0.5: 0.6318, prec@thr=0.5: 0.7203, recall@top3: 0.7599, prec@top3: 0.6174, recall@top5: 0.9066, prec@top5: 0.4525, loss: 0.0439, grad_norm: 0.1244 2021-02-23 14:45:09,383 - mmaction - INFO - Epoch [2][1360/1921] lr: 6.110e-02, eta: 1 day, 5:55:34, time: 6.193, data_time: 0.003, memory: 8621, loss_action_cls: 0.0431, recall@thr=0.5: 0.6447, prec@thr=0.5: 0.7407, recall@top3: 0.7725, prec@top3: 0.6248, recall@top5: 0.9174, prec@top5: 0.4570, loss: 0.0431, grad_norm: 0.1384 2021-02-23 14:48:38,530 - mmaction - INFO - Epoch [2][1380/1921] lr: 6.138e-02, eta: 1 day, 6:20:47, time: 10.463, data_time: 0.025, memory: 8621, loss_action_cls: 0.0438, recall@thr=0.5: 0.6291, prec@thr=0.5: 0.7151, recall@top3: 0.7585, prec@top3: 0.6121, recall@top5: 0.9130, prec@top5: 0.4517, loss: 0.0438, grad_norm: 0.1337 2021-02-23 14:52:28,388 - mmaction - INFO - Epoch [2][1400/1921] lr: 6.166e-02, eta: 1 day, 6:49:17, time: 11.494, data_time: 0.017, memory: 8621, loss_action_cls: 0.0442, recall@thr=0.5: 0.6286, prec@thr=0.5: 0.7217, recall@top3: 0.7604, prec@top3: 0.6147, recall@top5: 0.9070, prec@top5: 0.4521, loss: 0.0442, grad_norm: 0.1282 2021-02-23 14:56:27,610 - mmaction - INFO - Epoch [2][1420/1921] lr: 6.194e-02, eta: 1 day, 7:18:57, time: 11.941, data_time: 0.016, memory: 8621, loss_action_cls: 0.0438, recall@thr=0.5: 0.6362, prec@thr=0.5: 0.7183, recall@top3: 0.7652, prec@top3: 0.6240, recall@top5: 0.9134, prec@top5: 0.4587, loss: 0.0438, grad_norm: 0.1246 2021-02-23 15:00:28,945 - mmaction - INFO - Epoch [2][1440/1921] lr: 6.223e-02, eta: 1 day, 7:48:43, time: 12.081, data_time: 0.037, memory: 8621, loss_action_cls: 0.0438, recall@thr=0.5: 0.6380, prec@thr=0.5: 0.7267, recall@top3: 0.7569, prec@top3: 0.6241, recall@top5: 0.9141, prec@top5: 0.4627, loss: 0.0438, grad_norm: 0.1270 2021-02-23 15:04:32,105 - mmaction - INFO - Epoch [2][1460/1921] lr: 6.251e-02, eta: 1 day, 8:18:22, time: 12.168, data_time: 0.043, memory: 8621, loss_action_cls: 0.0437, recall@thr=0.5: 0.6338, prec@thr=0.5: 0.7161, recall@top3: 0.7630, prec@top3: 0.6252, recall@top5: 0.9115, prec@top5: 0.4594, loss: 0.0437, grad_norm: 0.1332 2021-02-23 15:08:32,298 - mmaction - INFO - Epoch [2][1480/1921] lr: 6.279e-02, eta: 1 day, 8:47:07, time: 12.016, data_time: 0.018, memory: 8621, loss_action_cls: 0.0444, recall@thr=0.5: 0.6348, prec@thr=0.5: 0.7286, recall@top3: 0.7614, prec@top3: 0.6257, recall@top5: 0.9072, prec@top5: 0.4585, loss: 0.0444, grad_norm: 0.1442 2021-02-23 15:12:35,844 - mmaction - INFO - Epoch [2][1500/1921] lr: 6.307e-02, eta: 1 day, 9:16:01, time: 12.175, data_time: 0.030, memory: 8621, loss_action_cls: 0.0442, recall@thr=0.5: 0.6191, prec@thr=0.5: 0.7147, recall@top3: 0.7555, prec@top3: 0.6141, recall@top5: 0.9060, prec@top5: 0.4496, loss: 0.0442, grad_norm: 0.1359 2021-02-23 15:16:57,678 - mmaction - INFO - Epoch [2][1520/1921] lr: 6.335e-02, eta: 1 day, 9:47:38, time: 13.092, data_time: 0.025, memory: 8621, loss_action_cls: 0.0447, recall@thr=0.5: 0.6291, prec@thr=0.5: 0.7151, recall@top3: 0.7562, prec@top3: 0.6159, recall@top5: 0.9111, prec@top5: 0.4562, loss: 0.0447, grad_norm: 0.1298 2021-02-23 15:21:00,931 - mmaction - INFO - Epoch [2][1540/1921] lr: 6.363e-02, eta: 1 day, 10:15:44, time: 12.166, data_time: 0.022, memory: 8621, loss_action_cls: 0.0439, recall@thr=0.5: 0.6330, prec@thr=0.5: 0.7270, recall@top3: 0.7545, prec@top3: 0.6181, recall@top5: 0.9061, prec@top5: 0.4577, loss: 0.0439, grad_norm: 0.1382 2021-02-23 15:24:39,720 - mmaction - INFO - Epoch [2][1560/1921] lr: 6.391e-02, eta: 1 day, 10:39:18, time: 10.925, data_time: 0.009, memory: 8621, loss_action_cls: 0.0434, recall@thr=0.5: 0.6356, prec@thr=0.5: 0.7236, recall@top3: 0.7683, prec@top3: 0.6233, recall@top5: 0.9120, prec@top5: 0.4547, loss: 0.0434, grad_norm: 0.1449 2021-02-23 15:28:38,619 - mmaction - INFO - Epoch [2][1580/1921] lr: 6.419e-02, eta: 1 day, 11:05:56, time: 11.939, data_time: 0.029, memory: 8621, loss_action_cls: 0.0439, recall@thr=0.5: 0.6352, prec@thr=0.5: 0.7268, recall@top3: 0.7582, prec@top3: 0.6206, recall@top5: 0.9104, prec@top5: 0.4587, loss: 0.0439, grad_norm: 0.1404 2021-02-23 15:33:00,047 - mmaction - INFO - Epoch [2][1600/1921] lr: 6.447e-02, eta: 1 day, 11:36:01, time: 13.087, data_time: 0.030, memory: 8621, loss_action_cls: 0.0436, recall@thr=0.5: 0.6345, prec@thr=0.5: 0.7216, recall@top3: 0.7676, prec@top3: 0.6270, recall@top5: 0.9129, prec@top5: 0.4583, loss: 0.0436, grad_norm: 0.1425 2021-02-23 15:37:00,489 - mmaction - INFO - Epoch [2][1620/1921] lr: 6.476e-02, eta: 1 day, 12:02:10, time: 12.012, data_time: 0.022, memory: 8621, loss_action_cls: 0.0446, recall@thr=0.5: 0.6242, prec@thr=0.5: 0.7243, recall@top3: 0.7535, prec@top3: 0.6131, recall@top5: 0.9026, prec@top5: 0.4518, loss: 0.0446, grad_norm: 0.1278 2021-02-23 15:41:14,849 - mmaction - INFO - Epoch [2][1640/1921] lr: 6.504e-02, eta: 1 day, 12:30:18, time: 12.719, data_time: 0.022, memory: 8621, loss_action_cls: 0.0435, recall@thr=0.5: 0.6413, prec@thr=0.5: 0.7165, recall@top3: 0.7633, prec@top3: 0.6287, recall@top5: 0.9158, prec@top5: 0.4621, loss: 0.0435, grad_norm: 0.1242 2021-02-23 15:45:30,961 - mmaction - INFO - Epoch [2][1660/1921] lr: 6.532e-02, eta: 1 day, 12:58:21, time: 12.807, data_time: 0.022, memory: 8621, loss_action_cls: 0.0446, recall@thr=0.5: 0.6321, prec@thr=0.5: 0.7210, recall@top3: 0.7611, prec@top3: 0.6253, recall@top5: 0.9091, prec@top5: 0.4603, loss: 0.0446, grad_norm: 0.1351 2021-02-23 15:49:57,354 - mmaction - INFO - Epoch [2][1680/1921] lr: 6.560e-02, eta: 1 day, 13:27:41, time: 13.317, data_time: 0.024, memory: 8660, loss_action_cls: 0.0433, recall@thr=0.5: 0.6463, prec@thr=0.5: 0.7262, recall@top3: 0.7750, prec@top3: 0.6313, recall@top5: 0.9210, prec@top5: 0.4623, loss: 0.0433, grad_norm: 0.1506 2021-02-23 15:54:21,546 - mmaction - INFO - Epoch [2][1700/1921] lr: 6.588e-02, eta: 1 day, 13:56:20, time: 13.221, data_time: 0.033, memory: 8660, loss_action_cls: 0.0443, recall@thr=0.5: 0.6295, prec@thr=0.5: 0.7198, recall@top3: 0.7587, prec@top3: 0.6257, recall@top5: 0.9160, prec@top5: 0.4642, loss: 0.0443, grad_norm: 0.1583 2021-02-23 15:58:37,461 - mmaction - INFO - Epoch [2][1720/1921] lr: 6.616e-02, eta: 1 day, 14:23:15, time: 12.790, data_time: 0.020, memory: 8660, loss_action_cls: 0.0441, recall@thr=0.5: 0.6366, prec@thr=0.5: 0.7159, recall@top3: 0.7597, prec@top3: 0.6228, recall@top5: 0.9111, prec@top5: 0.4586, loss: 0.0441, grad_norm: 0.1360 2021-02-23 16:03:08,855 - mmaction - INFO - Epoch [2][1740/1921] lr: 6.644e-02, eta: 1 day, 14:52:19, time: 13.574, data_time: 0.024, memory: 8660, loss_action_cls: 0.0433, recall@thr=0.5: 0.6365, prec@thr=0.5: 0.7250, recall@top3: 0.7578, prec@top3: 0.6138, recall@top5: 0.9143, prec@top5: 0.4564, loss: 0.0433, grad_norm: 0.1327 2021-02-23 16:07:16,261 - mmaction - INFO - Epoch [2][1760/1921] lr: 6.672e-02, eta: 1 day, 15:17:10, time: 12.355, data_time: 0.022, memory: 8660, loss_action_cls: 0.0428, recall@thr=0.5: 0.6322, prec@thr=0.5: 0.7203, recall@top3: 0.7665, prec@top3: 0.6220, recall@top5: 0.9159, prec@top5: 0.4562, loss: 0.0428, grad_norm: 0.1296 2021-02-23 16:11:20,513 - mmaction - INFO - Epoch [2][1780/1921] lr: 6.700e-02, eta: 1 day, 15:41:19, time: 12.228, data_time: 0.029, memory: 8660, loss_action_cls: 0.0439, recall@thr=0.5: 0.6343, prec@thr=0.5: 0.7290, recall@top3: 0.7693, prec@top3: 0.6160, recall@top5: 0.9131, prec@top5: 0.4501, loss: 0.0439, grad_norm: 0.1401 2021-02-23 16:15:50,810 - mmaction - INFO - Epoch [2][1800/1921] lr: 6.729e-02, eta: 1 day, 16:09:08, time: 13.504, data_time: 0.024, memory: 8660, loss_action_cls: 0.0430, recall@thr=0.5: 0.6293, prec@thr=0.5: 0.7216, recall@top3: 0.7619, prec@top3: 0.6129, recall@top5: 0.9152, prec@top5: 0.4523, loss: 0.0430, grad_norm: 0.1359 2021-02-23 16:20:20,283 - mmaction - INFO - Epoch [2][1820/1921] lr: 6.757e-02, eta: 1 day, 16:36:32, time: 13.486, data_time: 0.030, memory: 8660, loss_action_cls: 0.0433, recall@thr=0.5: 0.6434, prec@thr=0.5: 0.7311, recall@top3: 0.7645, prec@top3: 0.6292, recall@top5: 0.9105, prec@top5: 0.4611, loss: 0.0433, grad_norm: 0.1192 2021-02-23 16:24:39,412 - mmaction - INFO - Epoch [2][1840/1921] lr: 6.785e-02, eta: 1 day, 17:01:59, time: 12.955, data_time: 0.014, memory: 8660, loss_action_cls: 0.0430, recall@thr=0.5: 0.6428, prec@thr=0.5: 0.7317, recall@top3: 0.7703, prec@top3: 0.6240, recall@top5: 0.9119, prec@top5: 0.4545, loss: 0.0430, grad_norm: 0.1190 2021-02-23 16:29:05,381 - mmaction - INFO - Epoch [2][1860/1921] lr: 6.813e-02, eta: 1 day, 17:28:09, time: 13.294, data_time: 0.013, memory: 8660, loss_action_cls: 0.0427, recall@thr=0.5: 0.6393, prec@thr=0.5: 0.7212, recall@top3: 0.7637, prec@top3: 0.6287, recall@top5: 0.9151, prec@top5: 0.4620, loss: 0.0427, grad_norm: 0.1203 2021-02-23 16:31:12,797 - mmaction - INFO - Epoch [2][1880/1921] lr: 6.841e-02, eta: 1 day, 17:33:00, time: 6.381, data_time: 0.014, memory: 8660, loss_action_cls: 0.0441, recall@thr=0.5: 0.6228, prec@thr=0.5: 0.7111, recall@top3: 0.7597, prec@top3: 0.6236, recall@top5: 0.9105, prec@top5: 0.4590, loss: 0.0441, grad_norm: 0.1307 2021-02-23 16:31:57,990 - mmaction - INFO - Epoch [2][1900/1921] lr: 6.869e-02, eta: 1 day, 17:25:20, time: 2.260, data_time: 0.001, memory: 8660, loss_action_cls: 0.0423, recall@thr=0.5: 0.6456, prec@thr=0.5: 0.7390, recall@top3: 0.7762, prec@top3: 0.6259, recall@top5: 0.9143, prec@top5: 0.4542, loss: 0.0423, grad_norm: 0.1278 2021-02-23 16:32:40,526 - mmaction - INFO - Epoch [2][1920/1921] lr: 6.897e-02, eta: 1 day, 17:17:21, time: 2.127, data_time: 0.003, memory: 8660, loss_action_cls: 0.0432, recall@thr=0.5: 0.6452, prec@thr=0.5: 0.7328, recall@top3: 0.7630, prec@top3: 0.6275, recall@top5: 0.9124, prec@top5: 0.4618, loss: 0.0432, grad_norm: 0.1202 2021-02-23 16:33:18,100 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-02-23 16:42:20,088 - mmaction - INFO - Epoch [3][20/1921] lr: 6.927e-02, eta: 1 day, 18:22:45, time: 26.943, data_time: 15.127, memory: 8660, loss_action_cls: 0.0421, recall@thr=0.5: 0.6374, prec@thr=0.5: 0.7328, recall@top3: 0.7710, prec@top3: 0.6294, recall@top5: 0.9177, prec@top5: 0.4595, loss: 0.0421, grad_norm: 0.1231 2021-02-23 16:46:13,998 - mmaction - INFO - Epoch [3][40/1921] lr: 6.955e-02, eta: 1 day, 18:42:52, time: 11.698, data_time: 0.007, memory: 8660, loss_action_cls: 0.0418, recall@thr=0.5: 0.6447, prec@thr=0.5: 0.7300, recall@top3: 0.7723, prec@top3: 0.6279, recall@top5: 0.9243, prec@top5: 0.4624, loss: 0.0418, grad_norm: 0.1265 2021-02-23 16:50:15,589 - mmaction - INFO - Epoch [3][60/1921] lr: 6.983e-02, eta: 1 day, 19:03:53, time: 12.079, data_time: 0.011, memory: 8660, loss_action_cls: 0.0425, recall@thr=0.5: 0.6482, prec@thr=0.5: 0.7323, recall@top3: 0.7681, prec@top3: 0.6296, recall@top5: 0.9189, prec@top5: 0.4627, loss: 0.0425, grad_norm: 0.1202 2021-02-23 16:54:25,094 - mmaction - INFO - Epoch [3][80/1921] lr: 7.011e-02, eta: 1 day, 19:25:45, time: 12.464, data_time: 0.022, memory: 8660, loss_action_cls: 0.0437, recall@thr=0.5: 0.6459, prec@thr=0.5: 0.7267, recall@top3: 0.7632, prec@top3: 0.6234, recall@top5: 0.9132, prec@top5: 0.4591, loss: 0.0437, grad_norm: 0.1294 2021-02-23 16:58:33,541 - mmaction - INFO - Epoch [3][100/1921] lr: 7.039e-02, eta: 1 day, 19:47:17, time: 12.434, data_time: 0.025, memory: 8660, loss_action_cls: 0.0420, recall@thr=0.5: 0.6540, prec@thr=0.5: 0.7408, recall@top3: 0.7764, prec@top3: 0.6353, recall@top5: 0.9175, prec@top5: 0.4617, loss: 0.0420, grad_norm: 0.1282 2021-02-23 17:02:42,702 - mmaction - INFO - Epoch [3][120/1921] lr: 7.067e-02, eta: 1 day, 20:08:37, time: 12.456, data_time: 0.009, memory: 8660, loss_action_cls: 0.0432, recall@thr=0.5: 0.6475, prec@thr=0.5: 0.7300, recall@top3: 0.7683, prec@top3: 0.6266, recall@top5: 0.9139, prec@top5: 0.4585, loss: 0.0432, grad_norm: 0.1327 2021-02-23 17:07:01,470 - mmaction - INFO - Epoch [3][140/1921] lr: 7.095e-02, eta: 1 day, 20:31:02, time: 12.920, data_time: 0.006, memory: 8660, loss_action_cls: 0.0422, recall@thr=0.5: 0.6450, prec@thr=0.5: 0.7191, recall@top3: 0.7717, prec@top3: 0.6244, recall@top5: 0.9199, prec@top5: 0.4575, loss: 0.0422, grad_norm: 0.1330 2021-02-23 17:11:06,614 - mmaction - INFO - Epoch [3][160/1921] lr: 7.123e-02, eta: 1 day, 20:51:17, time: 12.262, data_time: 0.028, memory: 8660, loss_action_cls: 0.0421, recall@thr=0.5: 0.6515, prec@thr=0.5: 0.7377, recall@top3: 0.7759, prec@top3: 0.6243, recall@top5: 0.9202, prec@top5: 0.4553, loss: 0.0421, grad_norm: 0.1298 2021-02-23 17:15:19,005 - mmaction - INFO - Epoch [3][180/1921] lr: 7.152e-02, eta: 1 day, 21:12:19, time: 12.618, data_time: 0.040, memory: 8660, loss_action_cls: 0.0428, recall@thr=0.5: 0.6471, prec@thr=0.5: 0.7394, recall@top3: 0.7649, prec@top3: 0.6280, recall@top5: 0.9165, prec@top5: 0.4624, loss: 0.0428, grad_norm: 0.1276 2021-02-23 17:19:32,880 - mmaction - INFO - Epoch [3][200/1921] lr: 7.180e-02, eta: 1 day, 21:33:22, time: 12.709, data_time: 0.030, memory: 8660, loss_action_cls: 0.0422, recall@thr=0.5: 0.6585, prec@thr=0.5: 0.7434, recall@top3: 0.7751, prec@top3: 0.6350, recall@top5: 0.9135, prec@top5: 0.4608, loss: 0.0422, grad_norm: 0.1188 2021-02-23 17:23:33,510 - mmaction - INFO - Epoch [3][220/1921] lr: 7.208e-02, eta: 1 day, 21:52:12, time: 12.016, data_time: 0.012, memory: 8660, loss_action_cls: 0.0426, recall@thr=0.5: 0.6560, prec@thr=0.5: 0.7331, recall@top3: 0.7689, prec@top3: 0.6396, recall@top5: 0.9202, prec@top5: 0.4694, loss: 0.0426, grad_norm: 0.1219 2021-02-23 17:27:53,964 - mmaction - INFO - Epoch [3][240/1921] lr: 7.236e-02, eta: 1 day, 22:13:39, time: 13.029, data_time: 0.024, memory: 8660, loss_action_cls: 0.0426, recall@thr=0.5: 0.6422, prec@thr=0.5: 0.7293, recall@top3: 0.7655, prec@top3: 0.6202, recall@top5: 0.9121, prec@top5: 0.4561, loss: 0.0426, grad_norm: 0.1363 2021-02-23 17:32:09,133 - mmaction - INFO - Epoch [3][260/1921] lr: 7.264e-02, eta: 1 day, 22:34:04, time: 12.746, data_time: 0.026, memory: 8660, loss_action_cls: 0.0429, recall@thr=0.5: 0.6529, prec@thr=0.5: 0.7319, recall@top3: 0.7673, prec@top3: 0.6293, recall@top5: 0.9161, prec@top5: 0.4624, loss: 0.0429, grad_norm: 0.1323 2021-02-23 17:36:33,944 - mmaction - INFO - Epoch [3][280/1921] lr: 7.292e-02, eta: 1 day, 22:55:41, time: 13.265, data_time: 0.028, memory: 8660, loss_action_cls: 0.0422, recall@thr=0.5: 0.6537, prec@thr=0.5: 0.7421, recall@top3: 0.7771, prec@top3: 0.6302, recall@top5: 0.9178, prec@top5: 0.4589, loss: 0.0422, grad_norm: 0.1223 2021-02-23 17:40:48,068 - mmaction - INFO - Epoch [3][300/1921] lr: 7.320e-02, eta: 1 day, 23:15:30, time: 12.704, data_time: 0.010, memory: 8660, loss_action_cls: 0.0421, recall@thr=0.5: 0.6449, prec@thr=0.5: 0.7381, recall@top3: 0.7697, prec@top3: 0.6225, recall@top5: 0.9175, prec@top5: 0.4577, loss: 0.0421, grad_norm: 0.1320 2021-02-23 17:45:07,032 - mmaction - INFO - Epoch [3][320/1921] lr: 7.348e-02, eta: 1 day, 23:35:43, time: 12.936, data_time: 0.025, memory: 8660, loss_action_cls: 0.0422, recall@thr=0.5: 0.6556, prec@thr=0.5: 0.7352, recall@top3: 0.7764, prec@top3: 0.6269, recall@top5: 0.9169, prec@top5: 0.4559, loss: 0.0422, grad_norm: 0.1388 2021-02-23 17:49:36,974 - mmaction - INFO - Epoch [3][340/1921] lr: 7.376e-02, eta: 1 day, 23:57:15, time: 13.501, data_time: 0.029, memory: 8660, loss_action_cls: 0.0414, recall@thr=0.5: 0.6620, prec@thr=0.5: 0.7442, recall@top3: 0.7797, prec@top3: 0.6309, recall@top5: 0.9170, prec@top5: 0.4563, loss: 0.0414, grad_norm: 0.1255 2021-02-23 17:53:47,908 - mmaction - INFO - Epoch [3][360/1921] lr: 7.405e-02, eta: 2 days, 0:15:57, time: 12.553, data_time: 0.022, memory: 8660, loss_action_cls: 0.0421, recall@thr=0.5: 0.6534, prec@thr=0.5: 0.7363, recall@top3: 0.7804, prec@top3: 0.6297, recall@top5: 0.9164, prec@top5: 0.4549, loss: 0.0421, grad_norm: 0.1191 2021-02-23 17:58:17,967 - mmaction - INFO - Epoch [3][380/1921] lr: 7.433e-02, eta: 2 days, 0:36:59, time: 13.493, data_time: 0.024, memory: 8660, loss_action_cls: 0.0424, recall@thr=0.5: 0.6486, prec@thr=0.5: 0.7249, recall@top3: 0.7681, prec@top3: 0.6328, recall@top5: 0.9157, prec@top5: 0.4629, loss: 0.0424, grad_norm: 0.1264 2021-02-23 18:02:17,096 - mmaction - INFO - Epoch [3][400/1921] lr: 7.461e-02, eta: 2 days, 0:53:41, time: 11.971, data_time: 0.019, memory: 8660, loss_action_cls: 0.0420, recall@thr=0.5: 0.6521, prec@thr=0.5: 0.7365, recall@top3: 0.7738, prec@top3: 0.6371, recall@top5: 0.9191, prec@top5: 0.4642, loss: 0.0420, grad_norm: 0.1215 2021-02-23 18:06:46,569 - mmaction - INFO - Epoch [3][420/1921] lr: 7.489e-02, eta: 2 days, 1:14:10, time: 13.460, data_time: 0.020, memory: 8660, loss_action_cls: 0.0425, recall@thr=0.5: 0.6465, prec@thr=0.5: 0.7355, recall@top3: 0.7731, prec@top3: 0.6174, recall@top5: 0.9154, prec@top5: 0.4500, loss: 0.0425, grad_norm: 0.1259 2021-02-23 18:11:11,696 - mmaction - INFO - Epoch [3][440/1921] lr: 7.517e-02, eta: 2 days, 1:33:53, time: 13.262, data_time: 0.025, memory: 8660, loss_action_cls: 0.0427, recall@thr=0.5: 0.6533, prec@thr=0.5: 0.7391, recall@top3: 0.7676, prec@top3: 0.6320, recall@top5: 0.9151, prec@top5: 0.4629, loss: 0.0427, grad_norm: 0.1211 2021-02-23 18:15:38,814 - mmaction - INFO - Epoch [3][460/1921] lr: 7.545e-02, eta: 2 days, 1:53:37, time: 13.351, data_time: 0.026, memory: 8660, loss_action_cls: 0.0430, recall@thr=0.5: 0.6468, prec@thr=0.5: 0.7326, recall@top3: 0.7685, prec@top3: 0.6273, recall@top5: 0.9128, prec@top5: 0.4568, loss: 0.0430, grad_norm: 0.1319 2021-02-23 18:20:27,840 - mmaction - INFO - Epoch [3][480/1921] lr: 7.573e-02, eta: 2 days, 2:16:00, time: 14.446, data_time: 0.029, memory: 8660, loss_action_cls: 0.0428, recall@thr=0.5: 0.6383, prec@thr=0.5: 0.7293, recall@top3: 0.7614, prec@top3: 0.6198, recall@top5: 0.9143, prec@top5: 0.4572, loss: 0.0428, grad_norm: 0.1221 2021-02-23 18:25:10,842 - mmaction - INFO - Epoch [3][500/1921] lr: 7.601e-02, eta: 2 days, 2:37:24, time: 14.158, data_time: 0.029, memory: 8660, loss_action_cls: 0.0425, recall@thr=0.5: 0.6453, prec@thr=0.5: 0.7207, recall@top3: 0.7713, prec@top3: 0.6260, recall@top5: 0.9181, prec@top5: 0.4590, loss: 0.0425, grad_norm: 0.1266 2021-02-23 18:29:33,810 - mmaction - INFO - Epoch [3][520/1921] lr: 7.629e-02, eta: 2 days, 2:55:54, time: 13.145, data_time: 0.012, memory: 8660, loss_action_cls: 0.0422, recall@thr=0.5: 0.6567, prec@thr=0.5: 0.7439, recall@top3: 0.7711, prec@top3: 0.6382, recall@top5: 0.9205, prec@top5: 0.4680, loss: 0.0422, grad_norm: 0.1234 2021-02-23 18:33:38,033 - mmaction - INFO - Epoch [3][540/1921] lr: 7.658e-02, eta: 2 days, 3:11:48, time: 12.214, data_time: 0.018, memory: 8660, loss_action_cls: 0.0428, recall@thr=0.5: 0.6547, prec@thr=0.5: 0.7292, recall@top3: 0.7722, prec@top3: 0.6320, recall@top5: 0.9170, prec@top5: 0.4623, loss: 0.0428, grad_norm: 0.1251 2021-02-23 18:37:46,574 - mmaction - INFO - Epoch [3][560/1921] lr: 7.686e-02, eta: 2 days, 3:28:05, time: 12.436, data_time: 0.013, memory: 8660, loss_action_cls: 0.0421, recall@thr=0.5: 0.6516, prec@thr=0.5: 0.7419, recall@top3: 0.7696, prec@top3: 0.6268, recall@top5: 0.9209, prec@top5: 0.4615, loss: 0.0421, grad_norm: 0.1216 2021-02-23 18:42:02,286 - mmaction - INFO - Epoch [3][580/1921] lr: 7.714e-02, eta: 2 days, 3:45:03, time: 12.779, data_time: 0.022, memory: 8660, loss_action_cls: 0.0420, recall@thr=0.5: 0.6618, prec@thr=0.5: 0.7321, recall@top3: 0.7735, prec@top3: 0.6330, recall@top5: 0.9205, prec@top5: 0.4639, loss: 0.0420, grad_norm: 0.1285 2021-02-23 18:46:13,280 - mmaction - INFO - Epoch [3][600/1921] lr: 7.742e-02, eta: 2 days, 4:01:14, time: 12.540, data_time: 0.017, memory: 8660, loss_action_cls: 0.0426, recall@thr=0.5: 0.6431, prec@thr=0.5: 0.7327, recall@top3: 0.7702, prec@top3: 0.6261, recall@top5: 0.9181, prec@top5: 0.4589, loss: 0.0426, grad_norm: 0.1323 2021-02-23 18:50:25,242 - mmaction - INFO - Epoch [3][620/1921] lr: 7.770e-02, eta: 2 days, 4:17:25, time: 12.615, data_time: 0.028, memory: 8660, loss_action_cls: 0.0422, recall@thr=0.5: 0.6559, prec@thr=0.5: 0.7413, recall@top3: 0.7771, prec@top3: 0.6342, recall@top5: 0.9175, prec@top5: 0.4616, loss: 0.0422, grad_norm: 0.1338 2021-02-23 18:54:25,249 - mmaction - INFO - Epoch [3][640/1921] lr: 7.798e-02, eta: 2 days, 4:31:51, time: 11.998, data_time: 0.009, memory: 8660, loss_action_cls: 0.0418, recall@thr=0.5: 0.6581, prec@thr=0.5: 0.7422, recall@top3: 0.7793, prec@top3: 0.6350, recall@top5: 0.9181, prec@top5: 0.4602, loss: 0.0418, grad_norm: 0.1186 2021-02-23 18:58:21,610 - mmaction - INFO - Epoch [3][660/1921] lr: 7.826e-02, eta: 2 days, 4:45:39, time: 11.804, data_time: 0.016, memory: 8660, loss_action_cls: 0.0428, recall@thr=0.5: 0.6553, prec@thr=0.5: 0.7260, recall@top3: 0.7721, prec@top3: 0.6311, recall@top5: 0.9175, prec@top5: 0.4614, loss: 0.0428, grad_norm: 0.1217 2021-02-23 19:02:44,310 - mmaction - INFO - Epoch [3][680/1921] lr: 7.854e-02, eta: 2 days, 5:02:34, time: 13.121, data_time: 0.026, memory: 8660, loss_action_cls: 0.0429, recall@thr=0.5: 0.6409, prec@thr=0.5: 0.7319, recall@top3: 0.7676, prec@top3: 0.6294, recall@top5: 0.9149, prec@top5: 0.4607, loss: 0.0429, grad_norm: 0.1181 2021-02-23 19:07:05,277 - mmaction - INFO - Epoch [3][700/1921] lr: 7.882e-02, eta: 2 days, 5:19:11, time: 13.071, data_time: 0.045, memory: 8660, loss_action_cls: 0.0419, recall@thr=0.5: 0.6529, prec@thr=0.5: 0.7333, recall@top3: 0.7726, prec@top3: 0.6296, recall@top5: 0.9180, prec@top5: 0.4606, loss: 0.0419, grad_norm: 0.1214 2021-02-23 19:10:55,665 - mmaction - INFO - Epoch [3][720/1921] lr: 7.911e-02, eta: 2 days, 5:31:45, time: 11.510, data_time: 0.021, memory: 8660, loss_action_cls: 0.0417, recall@thr=0.5: 0.6641, prec@thr=0.5: 0.7454, recall@top3: 0.7794, prec@top3: 0.6438, recall@top5: 0.9194, prec@top5: 0.4676, loss: 0.0417, grad_norm: 0.1217 2021-02-23 19:15:04,187 - mmaction - INFO - Epoch [3][740/1921] lr: 7.939e-02, eta: 2 days, 5:46:27, time: 12.431, data_time: 0.039, memory: 8660, loss_action_cls: 0.0418, recall@thr=0.5: 0.6552, prec@thr=0.5: 0.7328, recall@top3: 0.7715, prec@top3: 0.6292, recall@top5: 0.9216, prec@top5: 0.4636, loss: 0.0418, grad_norm: 0.1243 2021-02-23 19:19:33,297 - mmaction - INFO - Epoch [3][760/1921] lr: 7.967e-02, eta: 2 days, 6:03:29, time: 13.456, data_time: 0.027, memory: 8660, loss_action_cls: 0.0407, recall@thr=0.5: 0.6587, prec@thr=0.5: 0.7435, recall@top3: 0.7834, prec@top3: 0.6292, recall@top5: 0.9208, prec@top5: 0.4555, loss: 0.0407, grad_norm: 0.1290 2021-02-23 19:23:47,653 - mmaction - INFO - Epoch [3][780/1921] lr: 7.995e-02, eta: 2 days, 6:18:34, time: 12.726, data_time: 0.027, memory: 8660, loss_action_cls: 0.0417, recall@thr=0.5: 0.6521, prec@thr=0.5: 0.7380, recall@top3: 0.7755, prec@top3: 0.6356, recall@top5: 0.9201, prec@top5: 0.4629, loss: 0.0417, grad_norm: 0.1243 2021-02-23 19:28:01,863 - mmaction - INFO - Epoch [3][800/1921] lr: 8.023e-02, eta: 2 days, 6:33:25, time: 12.707, data_time: 0.014, memory: 8660, loss_action_cls: 0.0417, recall@thr=0.5: 0.6568, prec@thr=0.5: 0.7427, recall@top3: 0.7793, prec@top3: 0.6271, recall@top5: 0.9215, prec@top5: 0.4564, loss: 0.0417, grad_norm: 0.1144 2021-02-23 19:32:26,038 - mmaction - INFO - Epoch [3][820/1921] lr: 8.051e-02, eta: 2 days, 6:49:17, time: 13.192, data_time: 0.024, memory: 8660, loss_action_cls: 0.0426, recall@thr=0.5: 0.6420, prec@thr=0.5: 0.7387, recall@top3: 0.7748, prec@top3: 0.6330, recall@top5: 0.9222, prec@top5: 0.4623, loss: 0.0426, grad_norm: 0.1234 2021-02-23 19:36:34,756 - mmaction - INFO - Epoch [3][840/1921] lr: 8.079e-02, eta: 2 days, 7:03:14, time: 12.459, data_time: 0.038, memory: 8660, loss_action_cls: 0.0418, recall@thr=0.5: 0.6581, prec@thr=0.5: 0.7364, recall@top3: 0.7791, prec@top3: 0.6272, recall@top5: 0.9145, prec@top5: 0.4535, loss: 0.0418, grad_norm: 0.1183 2021-02-23 19:40:56,852 - mmaction - INFO - Epoch [3][860/1921] lr: 8.107e-02, eta: 2 days, 7:18:32, time: 13.098, data_time: 0.010, memory: 8660, loss_action_cls: 0.0428, recall@thr=0.5: 0.6539, prec@thr=0.5: 0.7363, recall@top3: 0.7666, prec@top3: 0.6296, recall@top5: 0.9133, prec@top5: 0.4612, loss: 0.0428, grad_norm: 0.1172 2021-02-23 19:45:27,625 - mmaction - INFO - Epoch [3][880/1921] lr: 8.135e-02, eta: 2 days, 7:34:44, time: 13.546, data_time: 0.013, memory: 8660, loss_action_cls: 0.0413, recall@thr=0.5: 0.6477, prec@thr=0.5: 0.7393, recall@top3: 0.7740, prec@top3: 0.6259, recall@top5: 0.9205, prec@top5: 0.4580, loss: 0.0413, grad_norm: 0.1139 2021-02-23 19:50:19,250 - mmaction - INFO - Epoch [3][900/1921] lr: 8.164e-02, eta: 2 days, 7:53:12, time: 14.570, data_time: 0.011, memory: 8660, loss_action_cls: 0.0422, recall@thr=0.5: 0.6474, prec@thr=0.5: 0.7300, recall@top3: 0.7755, prec@top3: 0.6258, recall@top5: 0.9157, prec@top5: 0.4538, loss: 0.0422, grad_norm: 0.1290 2021-02-23 19:51:22,680 - mmaction - INFO - Epoch [3][920/1921] lr: 8.192e-02, eta: 2 days, 7:44:38, time: 3.186, data_time: 0.017, memory: 8660, loss_action_cls: 0.0422, recall@thr=0.5: 0.6528, prec@thr=0.5: 0.7332, recall@top3: 0.7682, prec@top3: 0.6309, recall@top5: 0.9171, prec@top5: 0.4632, loss: 0.0422, grad_norm: 0.1185 2021-02-23 19:52:11,383 - mmaction - INFO - Epoch [3][940/1921] lr: 8.220e-02, eta: 2 days, 7:34:23, time: 2.435, data_time: 0.001, memory: 8660, loss_action_cls: 0.0416, recall@thr=0.5: 0.6643, prec@thr=0.5: 0.7444, recall@top3: 0.7801, prec@top3: 0.6391, recall@top5: 0.9191, prec@top5: 0.4636, loss: 0.0416, grad_norm: 0.1166 2021-02-23 19:53:08,428 - mmaction - INFO - Epoch [3][960/1921] lr: 8.248e-02, eta: 2 days, 7:25:10, time: 2.852, data_time: 0.001, memory: 8660, loss_action_cls: 0.0419, recall@thr=0.5: 0.6500, prec@thr=0.5: 0.7313, recall@top3: 0.7701, prec@top3: 0.6345, recall@top5: 0.9181, prec@top5: 0.4648, loss: 0.0419, grad_norm: 0.1215 2021-02-23 19:54:50,388 - mmaction - INFO - Epoch [3][980/1921] lr: 8.276e-02, eta: 2 days, 7:21:14, time: 5.094, data_time: 0.003, memory: 8660, loss_action_cls: 0.0417, recall@thr=0.5: 0.6623, prec@thr=0.5: 0.7339, recall@top3: 0.7779, prec@top3: 0.6308, recall@top5: 0.9196, prec@top5: 0.4581, loss: 0.0417, grad_norm: 0.1254 2021-02-23 19:58:14,025 - mmaction - INFO - Epoch [3][1000/1921] lr: 8.304e-02, eta: 2 days, 7:29:03, time: 10.164, data_time: 0.010, memory: 8660, loss_action_cls: 0.0413, recall@thr=0.5: 0.6560, prec@thr=0.5: 0.7471, recall@top3: 0.7786, prec@top3: 0.6406, recall@top5: 0.9205, prec@top5: 0.4651, loss: 0.0413, grad_norm: 0.1228 2021-02-23 20:01:56,492 - mmaction - INFO - Epoch [3][1020/1921] lr: 8.332e-02, eta: 2 days, 7:38:59, time: 11.131, data_time: 0.037, memory: 8660, loss_action_cls: 0.0411, recall@thr=0.5: 0.6606, prec@thr=0.5: 0.7363, recall@top3: 0.7765, prec@top3: 0.6294, recall@top5: 0.9168, prec@top5: 0.4577, loss: 0.0411, grad_norm: 0.1265 2021-02-23 20:05:57,653 - mmaction - INFO - Epoch [3][1040/1921] lr: 8.360e-02, eta: 2 days, 7:50:57, time: 12.063, data_time: 0.025, memory: 8660, loss_action_cls: 0.0412, recall@thr=0.5: 0.6573, prec@thr=0.5: 0.7448, recall@top3: 0.7805, prec@top3: 0.6354, recall@top5: 0.9211, prec@top5: 0.4608, loss: 0.0412, grad_norm: 0.1096 2021-02-23 20:09:55,219 - mmaction - INFO - Epoch [3][1060/1921] lr: 8.388e-02, eta: 2 days, 8:02:20, time: 11.865, data_time: 0.025, memory: 8660, loss_action_cls: 0.0416, recall@thr=0.5: 0.6614, prec@thr=0.5: 0.7396, recall@top3: 0.7750, prec@top3: 0.6381, recall@top5: 0.9199, prec@top5: 0.4668, loss: 0.0416, grad_norm: 0.1140 2021-02-23 20:13:56,653 - mmaction - INFO - Epoch [3][1080/1921] lr: 8.417e-02, eta: 2 days, 8:14:04, time: 12.077, data_time: 0.042, memory: 8660, loss_action_cls: 0.0421, recall@thr=0.5: 0.6583, prec@thr=0.5: 0.7396, recall@top3: 0.7770, prec@top3: 0.6386, recall@top5: 0.9133, prec@top5: 0.4603, loss: 0.0421, grad_norm: 0.1224 2021-02-23 20:17:51,670 - mmaction - INFO - Epoch [3][1100/1921] lr: 8.445e-02, eta: 2 days, 8:24:58, time: 11.764, data_time: 0.023, memory: 8660, loss_action_cls: 0.0417, recall@thr=0.5: 0.6559, prec@thr=0.5: 0.7389, recall@top3: 0.7755, prec@top3: 0.6331, recall@top5: 0.9212, prec@top5: 0.4624, loss: 0.0417, grad_norm: 0.1216 2021-02-23 20:21:48,981 - mmaction - INFO - Epoch [3][1120/1921] lr: 8.473e-02, eta: 2 days, 8:35:58, time: 11.860, data_time: 0.012, memory: 8660, loss_action_cls: 0.0418, recall@thr=0.5: 0.6570, prec@thr=0.5: 0.7458, recall@top3: 0.7781, prec@top3: 0.6407, recall@top5: 0.9146, prec@top5: 0.4628, loss: 0.0418, grad_norm: 0.1115 2021-02-23 20:25:46,887 - mmaction - INFO - Epoch [3][1140/1921] lr: 8.501e-02, eta: 2 days, 8:46:55, time: 11.889, data_time: 0.037, memory: 8660, loss_action_cls: 0.0409, recall@thr=0.5: 0.6614, prec@thr=0.5: 0.7367, recall@top3: 0.7833, prec@top3: 0.6359, recall@top5: 0.9246, prec@top5: 0.4621, loss: 0.0409, grad_norm: 0.1288 2021-02-23 20:29:58,544 - mmaction - INFO - Epoch [3][1160/1921] lr: 8.529e-02, eta: 2 days, 8:59:19, time: 12.595, data_time: 0.025, memory: 8660, loss_action_cls: 0.0427, recall@thr=0.5: 0.6427, prec@thr=0.5: 0.7289, recall@top3: 0.7731, prec@top3: 0.6210, recall@top5: 0.9141, prec@top5: 0.4520, loss: 0.0427, grad_norm: 0.1197 2021-02-23 20:33:59,560 - mmaction - INFO - Epoch [3][1180/1921] lr: 8.557e-02, eta: 2 days, 9:10:21, time: 12.038, data_time: 0.030, memory: 8660, loss_action_cls: 0.0411, recall@thr=0.5: 0.6555, prec@thr=0.5: 0.7394, recall@top3: 0.7767, prec@top3: 0.6272, recall@top5: 0.9189, prec@top5: 0.4565, loss: 0.0411, grad_norm: 0.1135 2021-02-23 20:38:14,285 - mmaction - INFO - Epoch [3][1200/1921] lr: 8.585e-02, eta: 2 days, 9:22:48, time: 12.740, data_time: 0.026, memory: 8660, loss_action_cls: 0.0418, recall@thr=0.5: 0.6498, prec@thr=0.5: 0.7337, recall@top3: 0.7742, prec@top3: 0.6205, recall@top5: 0.9215, prec@top5: 0.4560, loss: 0.0418, grad_norm: 0.1230 2021-02-23 20:42:39,989 - mmaction - INFO - Epoch [3][1220/1921] lr: 8.613e-02, eta: 2 days, 9:36:18, time: 13.273, data_time: 0.019, memory: 8660, loss_action_cls: 0.0419, recall@thr=0.5: 0.6594, prec@thr=0.5: 0.7398, recall@top3: 0.7851, prec@top3: 0.6327, recall@top5: 0.9219, prec@top5: 0.4574, loss: 0.0419, grad_norm: 0.1223 2021-02-23 20:46:56,914 - mmaction - INFO - Epoch [3][1240/1921] lr: 8.641e-02, eta: 2 days, 9:48:45, time: 12.854, data_time: 0.037, memory: 8660, loss_action_cls: 0.0422, recall@thr=0.5: 0.6484, prec@thr=0.5: 0.7366, recall@top3: 0.7750, prec@top3: 0.6346, recall@top5: 0.9174, prec@top5: 0.4609, loss: 0.0422, grad_norm: 0.1202 2021-02-23 20:51:06,519 - mmaction - INFO - Epoch [3][1260/1921] lr: 8.670e-02, eta: 2 days, 10:00:13, time: 12.471, data_time: 0.026, memory: 8660, loss_action_cls: 0.0428, recall@thr=0.5: 0.6483, prec@thr=0.5: 0.7309, recall@top3: 0.7645, prec@top3: 0.6291, recall@top5: 0.9122, prec@top5: 0.4611, loss: 0.0428, grad_norm: 0.1245 2021-02-23 20:55:27,317 - mmaction - INFO - Epoch [3][1280/1921] lr: 8.698e-02, eta: 2 days, 10:12:50, time: 13.056, data_time: 0.043, memory: 8660, loss_action_cls: 0.0407, recall@thr=0.5: 0.6678, prec@thr=0.5: 0.7427, recall@top3: 0.7835, prec@top3: 0.6281, recall@top5: 0.9233, prec@top5: 0.4559, loss: 0.0407, grad_norm: 0.1141 2021-02-23 20:59:35,949 - mmaction - INFO - Epoch [3][1300/1921] lr: 8.726e-02, eta: 2 days, 10:23:58, time: 12.426, data_time: 0.016, memory: 8660, loss_action_cls: 0.0413, recall@thr=0.5: 0.6552, prec@thr=0.5: 0.7346, recall@top3: 0.7768, prec@top3: 0.6352, recall@top5: 0.9271, prec@top5: 0.4657, loss: 0.0413, grad_norm: 0.1235 2021-02-23 21:04:17,134 - mmaction - INFO - Epoch [3][1320/1921] lr: 8.754e-02, eta: 2 days, 10:38:31, time: 14.075, data_time: 0.029, memory: 8660, loss_action_cls: 0.0425, recall@thr=0.5: 0.6599, prec@thr=0.5: 0.7378, recall@top3: 0.7734, prec@top3: 0.6363, recall@top5: 0.9190, prec@top5: 0.4651, loss: 0.0425, grad_norm: 0.1140 2021-02-23 21:08:48,683 - mmaction - INFO - Epoch [3][1340/1921] lr: 8.782e-02, eta: 2 days, 10:51:51, time: 13.568, data_time: 0.021, memory: 8660, loss_action_cls: 0.0418, recall@thr=0.5: 0.6449, prec@thr=0.5: 0.7432, recall@top3: 0.7775, prec@top3: 0.6344, recall@top5: 0.9174, prec@top5: 0.4606, loss: 0.0418, grad_norm: 0.1238 2021-02-23 21:13:15,360 - mmaction - INFO - Epoch [3][1360/1921] lr: 8.810e-02, eta: 2 days, 11:04:32, time: 13.333, data_time: 0.013, memory: 8660, loss_action_cls: 0.0409, recall@thr=0.5: 0.6676, prec@thr=0.5: 0.7427, recall@top3: 0.7763, prec@top3: 0.6319, recall@top5: 0.9171, prec@top5: 0.4598, loss: 0.0409, grad_norm: 0.1211 2021-02-23 21:17:36,288 - mmaction - INFO - Epoch [3][1380/1921] lr: 8.838e-02, eta: 2 days, 11:16:29, time: 13.050, data_time: 0.022, memory: 8660, loss_action_cls: 0.0416, recall@thr=0.5: 0.6724, prec@thr=0.5: 0.7359, recall@top3: 0.7769, prec@top3: 0.6400, recall@top5: 0.9165, prec@top5: 0.4633, loss: 0.0416, grad_norm: 0.1280 2021-02-23 21:21:41,885 - mmaction - INFO - Epoch [3][1400/1921] lr: 8.866e-02, eta: 2 days, 11:26:41, time: 12.276, data_time: 0.021, memory: 8660, loss_action_cls: 0.0419, recall@thr=0.5: 0.6432, prec@thr=0.5: 0.7322, recall@top3: 0.7725, prec@top3: 0.6272, recall@top5: 0.9170, prec@top5: 0.4576, loss: 0.0419, grad_norm: 0.1144 2021-02-23 21:26:11,795 - mmaction - INFO - Epoch [3][1420/1921] lr: 8.894e-02, eta: 2 days, 11:39:19, time: 13.491, data_time: 0.030, memory: 8660, loss_action_cls: 0.0415, recall@thr=0.5: 0.6613, prec@thr=0.5: 0.7479, recall@top3: 0.7812, prec@top3: 0.6386, recall@top5: 0.9250, prec@top5: 0.4657, loss: 0.0415, grad_norm: 0.1144 2021-02-23 21:27:49,875 - mmaction - INFO - Epoch [3][1440/1921] lr: 8.923e-02, eta: 2 days, 11:33:54, time: 4.918, data_time: 0.015, memory: 8660, loss_action_cls: 0.0406, recall@thr=0.5: 0.6697, prec@thr=0.5: 0.7446, recall@top3: 0.7827, prec@top3: 0.6448, recall@top5: 0.9270, prec@top5: 0.4692, loss: 0.0406, grad_norm: 0.1162 2021-02-23 21:28:43,717 - mmaction - INFO - Epoch [3][1460/1921] lr: 8.951e-02, eta: 2 days, 11:23:52, time: 2.692, data_time: 0.001, memory: 8660, loss_action_cls: 0.0410, recall@thr=0.5: 0.6711, prec@thr=0.5: 0.7473, recall@top3: 0.7812, prec@top3: 0.6415, recall@top5: 0.9249, prec@top5: 0.4659, loss: 0.0410, grad_norm: 0.1206 2021-02-23 21:29:34,543 - mmaction - INFO - Epoch [3][1480/1921] lr: 8.979e-02, eta: 2 days, 11:13:36, time: 2.541, data_time: 0.001, memory: 8660, loss_action_cls: 0.0418, recall@thr=0.5: 0.6485, prec@thr=0.5: 0.7288, recall@top3: 0.7754, prec@top3: 0.6271, recall@top5: 0.9192, prec@top5: 0.4565, loss: 0.0418, grad_norm: 0.1174 2021-02-23 21:31:14,088 - mmaction - INFO - Epoch [3][1500/1921] lr: 9.007e-02, eta: 2 days, 11:08:25, time: 4.972, data_time: 0.002, memory: 8660, loss_action_cls: 0.0420, recall@thr=0.5: 0.6567, prec@thr=0.5: 0.7392, recall@top3: 0.7792, prec@top3: 0.6276, recall@top5: 0.9167, prec@top5: 0.4564, loss: 0.0420, grad_norm: 0.1118 2021-02-23 21:34:36,127 - mmaction - INFO - Epoch [3][1520/1921] lr: 9.035e-02, eta: 2 days, 11:13:49, time: 10.104, data_time: 0.012, memory: 8660, loss_action_cls: 0.0415, recall@thr=0.5: 0.6661, prec@thr=0.5: 0.7460, recall@top3: 0.7831, prec@top3: 0.6398, recall@top5: 0.9251, prec@top5: 0.4653, loss: 0.0415, grad_norm: 0.1172 2021-02-23 21:38:40,106 - mmaction - INFO - Epoch [3][1540/1921] lr: 9.063e-02, eta: 2 days, 11:23:24, time: 12.187, data_time: 0.008, memory: 8660, loss_action_cls: 0.0411, recall@thr=0.5: 0.6637, prec@thr=0.5: 0.7444, recall@top3: 0.7805, prec@top3: 0.6362, recall@top5: 0.9222, prec@top5: 0.4619, loss: 0.0411, grad_norm: 0.1260 2021-02-23 21:42:46,515 - mmaction - INFO - Epoch [3][1560/1921] lr: 9.091e-02, eta: 2 days, 11:33:11, time: 12.329, data_time: 0.028, memory: 8660, loss_action_cls: 0.0412, recall@thr=0.5: 0.6661, prec@thr=0.5: 0.7452, recall@top3: 0.7756, prec@top3: 0.6301, recall@top5: 0.9205, prec@top5: 0.4613, loss: 0.0412, grad_norm: 0.1097 2021-02-23 21:46:44,554 - mmaction - INFO - Epoch [3][1580/1921] lr: 9.119e-02, eta: 2 days, 11:41:57, time: 11.882, data_time: 0.016, memory: 8660, loss_action_cls: 0.0411, recall@thr=0.5: 0.6638, prec@thr=0.5: 0.7332, recall@top3: 0.7822, prec@top3: 0.6327, recall@top5: 0.9236, prec@top5: 0.4612, loss: 0.0411, grad_norm: 0.1094 2021-02-23 21:50:41,966 - mmaction - INFO - Epoch [3][1600/1921] lr: 9.147e-02, eta: 2 days, 11:50:38, time: 11.887, data_time: 0.036, memory: 8660, loss_action_cls: 0.0414, recall@thr=0.5: 0.6603, prec@thr=0.5: 0.7436, recall@top3: 0.7801, prec@top3: 0.6381, recall@top5: 0.9235, prec@top5: 0.4653, loss: 0.0414, grad_norm: 0.1180 2021-02-23 21:54:44,111 - mmaction - INFO - Epoch [3][1620/1921] lr: 9.176e-02, eta: 2 days, 11:59:41, time: 12.115, data_time: 0.034, memory: 8660, loss_action_cls: 0.0412, recall@thr=0.5: 0.6654, prec@thr=0.5: 0.7476, recall@top3: 0.7824, prec@top3: 0.6416, recall@top5: 0.9239, prec@top5: 0.4666, loss: 0.0412, grad_norm: 0.1091 2021-02-23 21:59:06,048 - mmaction - INFO - Epoch [3][1640/1921] lr: 9.204e-02, eta: 2 days, 12:10:36, time: 13.097, data_time: 0.013, memory: 8660, loss_action_cls: 0.0415, recall@thr=0.5: 0.6663, prec@thr=0.5: 0.7448, recall@top3: 0.7762, prec@top3: 0.6439, recall@top5: 0.9217, prec@top5: 0.4701, loss: 0.0415, grad_norm: 0.1168 2021-02-23 22:03:21,554 - mmaction - INFO - Epoch [3][1660/1921] lr: 9.232e-02, eta: 2 days, 12:20:45, time: 12.766, data_time: 0.013, memory: 8660, loss_action_cls: 0.0409, recall@thr=0.5: 0.6667, prec@thr=0.5: 0.7504, recall@top3: 0.7849, prec@top3: 0.6324, recall@top5: 0.9224, prec@top5: 0.4565, loss: 0.0409, grad_norm: 0.1113 2021-02-23 22:07:47,848 - mmaction - INFO - Epoch [3][1680/1921] lr: 9.260e-02, eta: 2 days, 12:31:53, time: 13.314, data_time: 0.030, memory: 8660, loss_action_cls: 0.0417, recall@thr=0.5: 0.6597, prec@thr=0.5: 0.7445, recall@top3: 0.7799, prec@top3: 0.6401, recall@top5: 0.9219, prec@top5: 0.4654, loss: 0.0417, grad_norm: 0.1154 2021-02-23 22:12:12,431 - mmaction - INFO - Epoch [3][1700/1921] lr: 9.288e-02, eta: 2 days, 12:42:43, time: 13.220, data_time: 0.028, memory: 8660, loss_action_cls: 0.0417, recall@thr=0.5: 0.6593, prec@thr=0.5: 0.7445, recall@top3: 0.7784, prec@top3: 0.6302, recall@top5: 0.9193, prec@top5: 0.4577, loss: 0.0417, grad_norm: 0.1088 2021-02-23 22:16:36,588 - mmaction - INFO - Epoch [3][1720/1921] lr: 9.316e-02, eta: 2 days, 12:53:28, time: 13.226, data_time: 0.031, memory: 8660, loss_action_cls: 0.0401, recall@thr=0.5: 0.6720, prec@thr=0.5: 0.7531, recall@top3: 0.7837, prec@top3: 0.6393, recall@top5: 0.9256, prec@top5: 0.4637, loss: 0.0401, grad_norm: 0.1141 2021-02-23 22:20:46,715 - mmaction - INFO - Epoch [3][1740/1921] lr: 9.344e-02, eta: 2 days, 13:02:37, time: 12.473, data_time: 0.019, memory: 8660, loss_action_cls: 0.0409, recall@thr=0.5: 0.6709, prec@thr=0.5: 0.7488, recall@top3: 0.7842, prec@top3: 0.6417, recall@top5: 0.9247, prec@top5: 0.4647, loss: 0.0409, grad_norm: 0.1159 2021-02-23 22:24:54,857 - mmaction - INFO - Epoch [3][1760/1921] lr: 9.372e-02, eta: 2 days, 13:11:33, time: 12.410, data_time: 0.048, memory: 8660, loss_action_cls: 0.0417, recall@thr=0.5: 0.6626, prec@thr=0.5: 0.7388, recall@top3: 0.7766, prec@top3: 0.6342, recall@top5: 0.9193, prec@top5: 0.4616, loss: 0.0417, grad_norm: 0.1131 2021-02-23 22:29:38,898 - mmaction - INFO - Epoch [3][1780/1921] lr: 9.400e-02, eta: 2 days, 13:23:55, time: 14.221, data_time: 0.048, memory: 8660, loss_action_cls: 0.0420, recall@thr=0.5: 0.6568, prec@thr=0.5: 0.7418, recall@top3: 0.7751, prec@top3: 0.6361, recall@top5: 0.9160, prec@top5: 0.4617, loss: 0.0420, grad_norm: 0.1113 2021-02-23 22:34:00,628 - mmaction - INFO - Epoch [3][1800/1921] lr: 9.429e-02, eta: 2 days, 13:33:57, time: 13.083, data_time: 0.022, memory: 8660, loss_action_cls: 0.0419, recall@thr=0.5: 0.6509, prec@thr=0.5: 0.7367, recall@top3: 0.7749, prec@top3: 0.6261, recall@top5: 0.9156, prec@top5: 0.4558, loss: 0.0419, grad_norm: 0.1166 2021-02-23 22:38:31,709 - mmaction - INFO - Epoch [3][1820/1921] lr: 9.457e-02, eta: 2 days, 13:44:49, time: 13.570, data_time: 0.045, memory: 8660, loss_action_cls: 0.0405, recall@thr=0.5: 0.6618, prec@thr=0.5: 0.7462, recall@top3: 0.7823, prec@top3: 0.6356, recall@top5: 0.9269, prec@top5: 0.4623, loss: 0.0405, grad_norm: 0.1124 2021-02-23 22:42:37,862 - mmaction - INFO - Epoch [3][1840/1921] lr: 9.485e-02, eta: 2 days, 13:53:09, time: 12.303, data_time: 0.016, memory: 8660, loss_action_cls: 0.0412, recall@thr=0.5: 0.6563, prec@thr=0.5: 0.7347, recall@top3: 0.7795, prec@top3: 0.6285, recall@top5: 0.9216, prec@top5: 0.4578, loss: 0.0412, grad_norm: 0.1192 2021-02-23 22:43:58,087 - mmaction - INFO - Epoch [3][1860/1921] lr: 9.513e-02, eta: 2 days, 13:45:34, time: 4.020, data_time: 0.012, memory: 8660, loss_action_cls: 0.0413, recall@thr=0.5: 0.6485, prec@thr=0.5: 0.7344, recall@top3: 0.7755, prec@top3: 0.6308, recall@top5: 0.9228, prec@top5: 0.4615, loss: 0.0413, grad_norm: 0.1153 2021-02-23 22:44:42,192 - mmaction - INFO - Epoch [3][1880/1921] lr: 9.541e-02, eta: 2 days, 13:34:33, time: 2.205, data_time: 0.001, memory: 8660, loss_action_cls: 0.0412, recall@thr=0.5: 0.6597, prec@thr=0.5: 0.7361, recall@top3: 0.7766, prec@top3: 0.6289, recall@top5: 0.9231, prec@top5: 0.4600, loss: 0.0412, grad_norm: 0.1220 2021-02-23 22:45:37,978 - mmaction - INFO - Epoch [3][1900/1921] lr: 9.569e-02, eta: 2 days, 13:24:43, time: 2.789, data_time: 0.001, memory: 8660, loss_action_cls: 0.0413, recall@thr=0.5: 0.6593, prec@thr=0.5: 0.7404, recall@top3: 0.7792, prec@top3: 0.6342, recall@top5: 0.9210, prec@top5: 0.4601, loss: 0.0413, grad_norm: 0.1110 2021-02-23 22:46:37,849 - mmaction - INFO - Epoch [3][1920/1921] lr: 9.597e-02, eta: 2 days, 13:15:21, time: 2.993, data_time: 0.001, memory: 8660, loss_action_cls: 0.0408, recall@thr=0.5: 0.6608, prec@thr=0.5: 0.7363, recall@top3: 0.7842, prec@top3: 0.6318, recall@top5: 0.9252, prec@top5: 0.4566, loss: 0.0408, grad_norm: 0.1069 2021-02-23 22:47:04,372 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-02-23 22:56:38,145 - mmaction - INFO - Epoch [4][20/1921] lr: 9.627e-02, eta: 2 days, 13:53:20, time: 28.545, data_time: 17.091, memory: 8660, loss_action_cls: 0.0415, recall@thr=0.5: 0.6654, prec@thr=0.5: 0.7408, recall@top3: 0.7754, prec@top3: 0.6332, recall@top5: 0.9196, prec@top5: 0.4628, loss: 0.0415, grad_norm: 0.1190 2021-02-23 23:00:30,703 - mmaction - INFO - Epoch [4][40/1921] lr: 9.655e-02, eta: 2 days, 14:00:04, time: 11.627, data_time: 0.023, memory: 8660, loss_action_cls: 0.0408, recall@thr=0.5: 0.6643, prec@thr=0.5: 0.7492, recall@top3: 0.7807, prec@top3: 0.6351, recall@top5: 0.9191, prec@top5: 0.4603, loss: 0.0408, grad_norm: 0.1139 2021-02-23 23:04:18,109 - mmaction - INFO - Epoch [4][60/1921] lr: 9.683e-02, eta: 2 days, 14:06:14, time: 11.372, data_time: 0.017, memory: 8660, loss_action_cls: 0.0415, recall@thr=0.5: 0.6571, prec@thr=0.5: 0.7462, recall@top3: 0.7786, prec@top3: 0.6374, recall@top5: 0.9182, prec@top5: 0.4611, loss: 0.0415, grad_norm: 0.1223 2021-02-23 23:08:06,649 - mmaction - INFO - Epoch [4][80/1921] lr: 9.711e-02, eta: 2 days, 14:12:26, time: 11.431, data_time: 0.018, memory: 8660, loss_action_cls: 0.0407, recall@thr=0.5: 0.6748, prec@thr=0.5: 0.7544, recall@top3: 0.7843, prec@top3: 0.6402, recall@top5: 0.9214, prec@top5: 0.4621, loss: 0.0407, grad_norm: 0.1166 2021-02-23 23:12:01,951 - mmaction - INFO - Epoch [4][100/1921] lr: 9.739e-02, eta: 2 days, 14:19:12, time: 11.767, data_time: 0.021, memory: 8660, loss_action_cls: 0.0409, recall@thr=0.5: 0.6713, prec@thr=0.5: 0.7410, recall@top3: 0.7788, prec@top3: 0.6344, recall@top5: 0.9221, prec@top5: 0.4605, loss: 0.0409, grad_norm: 0.1204 2021-02-23 23:15:43,365 - mmaction - INFO - Epoch [4][120/1921] lr: 9.767e-02, eta: 2 days, 14:24:37, time: 11.075, data_time: 0.015, memory: 8660, loss_action_cls: 0.0402, recall@thr=0.5: 0.6749, prec@thr=0.5: 0.7556, recall@top3: 0.7876, prec@top3: 0.6412, recall@top5: 0.9236, prec@top5: 0.4630, loss: 0.0402, grad_norm: 0.1041 2021-02-23 23:19:51,761 - mmaction - INFO - Epoch [4][140/1921] lr: 9.795e-02, eta: 2 days, 14:32:25, time: 12.408, data_time: 0.016, memory: 8660, loss_action_cls: 0.0411, recall@thr=0.5: 0.6752, prec@thr=0.5: 0.7430, recall@top3: 0.7832, prec@top3: 0.6400, recall@top5: 0.9224, prec@top5: 0.4662, loss: 0.0411, grad_norm: 0.1073 2021-02-23 23:23:52,147 - mmaction - INFO - Epoch [4][160/1921] lr: 9.823e-02, eta: 2 days, 14:39:27, time: 12.028, data_time: 0.017, memory: 8660, loss_action_cls: 0.0404, recall@thr=0.5: 0.6663, prec@thr=0.5: 0.7480, recall@top3: 0.7861, prec@top3: 0.6415, recall@top5: 0.9251, prec@top5: 0.4651, loss: 0.0404, grad_norm: 0.1056 2021-02-23 23:28:18,448 - mmaction - INFO - Epoch [4][180/1921] lr: 9.852e-02, eta: 2 days, 14:48:43, time: 13.303, data_time: 0.024, memory: 8660, loss_action_cls: 0.0397, recall@thr=0.5: 0.6629, prec@thr=0.5: 0.7405, recall@top3: 0.7918, prec@top3: 0.6383, recall@top5: 0.9257, prec@top5: 0.4594, loss: 0.0397, grad_norm: 0.1177 2021-02-23 23:32:27,548 - mmaction - INFO - Epoch [4][200/1921] lr: 9.880e-02, eta: 2 days, 14:56:24, time: 12.469, data_time: 0.030, memory: 8660, loss_action_cls: 0.0414, recall@thr=0.5: 0.6637, prec@thr=0.5: 0.7466, recall@top3: 0.7800, prec@top3: 0.6323, recall@top5: 0.9231, prec@top5: 0.4613, loss: 0.0414, grad_norm: 0.1329 2021-02-23 23:36:44,642 - mmaction - INFO - Epoch [4][220/1921] lr: 9.908e-02, eta: 2 days, 15:04:38, time: 12.829, data_time: 0.018, memory: 8660, loss_action_cls: 0.0414, recall@thr=0.5: 0.6641, prec@thr=0.5: 0.7464, recall@top3: 0.7831, prec@top3: 0.6395, recall@top5: 0.9235, prec@top5: 0.4652, loss: 0.0414, grad_norm: 0.1214 2021-02-23 23:39:41,835 - mmaction - INFO - Epoch [4][240/1921] lr: 9.936e-02, eta: 2 days, 15:05:42, time: 8.888, data_time: 0.039, memory: 8660, loss_action_cls: 0.0403, recall@thr=0.5: 0.6760, prec@thr=0.5: 0.7491, recall@top3: 0.7839, prec@top3: 0.6382, recall@top5: 0.9259, prec@top5: 0.4638, loss: 0.0403, grad_norm: 0.1190 2021-02-23 23:40:30,555 - mmaction - INFO - Epoch [4][260/1921] lr: 9.964e-02, eta: 2 days, 14:55:10, time: 2.436, data_time: 0.001, memory: 8660, loss_action_cls: 0.0412, recall@thr=0.5: 0.6631, prec@thr=0.5: 0.7478, recall@top3: 0.7820, prec@top3: 0.6346, recall@top5: 0.9204, prec@top5: 0.4582, loss: 0.0412, grad_norm: 0.1136 2021-02-23 23:41:23,287 - mmaction - INFO - Epoch [4][280/1921] lr: 9.992e-02, eta: 2 days, 14:45:04, time: 2.637, data_time: 0.001, memory: 8660, loss_action_cls: 0.0408, recall@thr=0.5: 0.6642, prec@thr=0.5: 0.7430, recall@top3: 0.7770, prec@top3: 0.6406, recall@top5: 0.9208, prec@top5: 0.4660, loss: 0.0408, grad_norm: 0.1199 2021-02-23 23:42:36,685 - mmaction - INFO - Epoch [4][300/1921] lr: 1.002e-01, eta: 2 days, 14:36:50, time: 3.665, data_time: 0.001, memory: 8660, loss_action_cls: 0.0414, recall@thr=0.5: 0.6680, prec@thr=0.5: 0.7410, recall@top3: 0.7757, prec@top3: 0.6398, recall@top5: 0.9181, prec@top5: 0.4659, loss: 0.0414, grad_norm: 0.1199 2021-02-23 23:45:51,507 - mmaction - INFO - Epoch [4][320/1921] lr: 1.005e-01, eta: 2 days, 14:39:27, time: 9.745, data_time: 0.021, memory: 8660, loss_action_cls: 0.0408, recall@thr=0.5: 0.6698, prec@thr=0.5: 0.7425, recall@top3: 0.7841, prec@top3: 0.6358, recall@top5: 0.9188, prec@top5: 0.4578, loss: 0.0408, grad_norm: 0.1073 2021-02-23 23:49:46,828 - mmaction - INFO - Epoch [4][340/1921] lr: 1.008e-01, eta: 2 days, 14:45:34, time: 11.763, data_time: 0.005, memory: 8660, loss_action_cls: 0.0391, recall@thr=0.5: 0.6769, prec@thr=0.5: 0.7585, recall@top3: 0.7960, prec@top3: 0.6411, recall@top5: 0.9310, prec@top5: 0.4615, loss: 0.0391, grad_norm: 0.1059 2021-02-23 23:53:43,871 - mmaction - INFO - Epoch [4][360/1921] lr: 1.010e-01, eta: 2 days, 14:51:46, time: 11.847, data_time: 0.011, memory: 8660, loss_action_cls: 0.0416, recall@thr=0.5: 0.6558, prec@thr=0.5: 0.7332, recall@top3: 0.7734, prec@top3: 0.6171, recall@top5: 0.9183, prec@top5: 0.4511, loss: 0.0416, grad_norm: 0.1145 2021-02-23 23:57:40,398 - mmaction - INFO - Epoch [4][380/1921] lr: 1.013e-01, eta: 2 days, 14:57:54, time: 11.835, data_time: 0.024, memory: 8660, loss_action_cls: 0.0418, recall@thr=0.5: 0.6507, prec@thr=0.5: 0.7395, recall@top3: 0.7746, prec@top3: 0.6330, recall@top5: 0.9218, prec@top5: 0.4625, loss: 0.0418, grad_norm: 0.1184 2021-02-24 00:01:42,761 - mmaction - INFO - Epoch [4][400/1921] lr: 1.016e-01, eta: 2 days, 15:04:25, time: 12.100, data_time: 0.016, memory: 8660, loss_action_cls: 0.0400, recall@thr=0.5: 0.6679, prec@thr=0.5: 0.7523, recall@top3: 0.7832, prec@top3: 0.6356, recall@top5: 0.9221, prec@top5: 0.4615, loss: 0.0400, grad_norm: 0.1134 2021-02-24 00:05:42,305 - mmaction - INFO - Epoch [4][420/1921] lr: 1.019e-01, eta: 2 days, 15:10:39, time: 11.980, data_time: 0.037, memory: 8660, loss_action_cls: 0.0401, recall@thr=0.5: 0.6719, prec@thr=0.5: 0.7575, recall@top3: 0.7850, prec@top3: 0.6368, recall@top5: 0.9200, prec@top5: 0.4596, loss: 0.0401, grad_norm: 0.1155 2021-02-24 00:09:39,925 - mmaction - INFO - Epoch [4][440/1921] lr: 1.022e-01, eta: 2 days, 15:16:40, time: 11.891, data_time: 0.025, memory: 8660, loss_action_cls: 0.0405, recall@thr=0.5: 0.6790, prec@thr=0.5: 0.7602, recall@top3: 0.7907, prec@top3: 0.6399, recall@top5: 0.9211, prec@top5: 0.4597, loss: 0.0405, grad_norm: 0.1123 2021-02-24 00:13:36,903 - mmaction - INFO - Epoch [4][460/1921] lr: 1.025e-01, eta: 2 days, 15:22:31, time: 11.831, data_time: 0.013, memory: 8660, loss_action_cls: 0.0404, recall@thr=0.5: 0.6786, prec@thr=0.5: 0.7549, recall@top3: 0.7896, prec@top3: 0.6467, recall@top5: 0.9237, prec@top5: 0.4656, loss: 0.0404, grad_norm: 0.1157 2021-02-24 00:17:50,849 - mmaction - INFO - Epoch [4][480/1921] lr: 1.027e-01, eta: 2 days, 15:29:50, time: 12.720, data_time: 0.040, memory: 8660, loss_action_cls: 0.0396, recall@thr=0.5: 0.6745, prec@thr=0.5: 0.7464, recall@top3: 0.7899, prec@top3: 0.6390, recall@top5: 0.9300, prec@top5: 0.4618, loss: 0.0396, grad_norm: 0.1056 2021-02-24 00:21:37,531 - mmaction - INFO - Epoch [4][500/1921] lr: 1.030e-01, eta: 2 days, 15:34:42, time: 11.328, data_time: 0.011, memory: 8660, loss_action_cls: 0.0402, recall@thr=0.5: 0.6676, prec@thr=0.5: 0.7443, recall@top3: 0.7858, prec@top3: 0.6325, recall@top5: 0.9268, prec@top5: 0.4587, loss: 0.0402, grad_norm: 0.1163 2021-02-24 00:25:59,609 - mmaction - INFO - Epoch [4][520/1921] lr: 1.033e-01, eta: 2 days, 15:42:31, time: 13.092, data_time: 0.014, memory: 8660, loss_action_cls: 0.0405, recall@thr=0.5: 0.6597, prec@thr=0.5: 0.7452, recall@top3: 0.7896, prec@top3: 0.6371, recall@top5: 0.9250, prec@top5: 0.4592, loss: 0.0405, grad_norm: 0.1124 2021-02-24 00:30:17,129 - mmaction - INFO - Epoch [4][540/1921] lr: 1.036e-01, eta: 2 days, 15:49:54, time: 12.883, data_time: 0.037, memory: 8660, loss_action_cls: 0.0405, recall@thr=0.5: 0.6684, prec@thr=0.5: 0.7453, recall@top3: 0.7807, prec@top3: 0.6390, recall@top5: 0.9253, prec@top5: 0.4664, loss: 0.0405, grad_norm: 0.1111 2021-02-24 00:32:33,117 - mmaction - INFO - Epoch [4][560/1921] lr: 1.039e-01, eta: 2 days, 15:46:56, time: 6.811, data_time: 0.025, memory: 8660, loss_action_cls: 0.0406, recall@thr=0.5: 0.6622, prec@thr=0.5: 0.7505, recall@top3: 0.7863, prec@top3: 0.6419, recall@top5: 0.9245, prec@top5: 0.4649, loss: 0.0406, grad_norm: 0.1022 2021-02-24 00:33:17,499 - mmaction - INFO - Epoch [4][580/1921] lr: 1.041e-01, eta: 2 days, 15:36:14, time: 2.219, data_time: 0.001, memory: 8660, loss_action_cls: 0.0402, recall@thr=0.5: 0.6728, prec@thr=0.5: 0.7475, recall@top3: 0.7883, prec@top3: 0.6500, recall@top5: 0.9239, prec@top5: 0.4677, loss: 0.0402, grad_norm: 0.1055 2021-02-24 00:34:03,590 - mmaction - INFO - Epoch [4][600/1921] lr: 1.044e-01, eta: 2 days, 15:25:44, time: 2.305, data_time: 0.001, memory: 8660, loss_action_cls: 0.0405, recall@thr=0.5: 0.6695, prec@thr=0.5: 0.7457, recall@top3: 0.7850, prec@top3: 0.6381, recall@top5: 0.9237, prec@top5: 0.4617, loss: 0.0405, grad_norm: 0.1103 2021-02-24 00:34:48,216 - mmaction - INFO - Epoch [4][620/1921] lr: 1.047e-01, eta: 2 days, 15:15:10, time: 2.232, data_time: 0.001, memory: 8660, loss_action_cls: 0.0396, recall@thr=0.5: 0.6887, prec@thr=0.5: 0.7605, recall@top3: 0.7916, prec@top3: 0.6542, recall@top5: 0.9301, prec@top5: 0.4729, loss: 0.0396, grad_norm: 0.1125 2021-02-24 00:35:32,940 - mmaction - INFO - Epoch [4][640/1921] lr: 1.050e-01, eta: 2 days, 15:04:41, time: 2.236, data_time: 0.001, memory: 8660, loss_action_cls: 0.0401, recall@thr=0.5: 0.6693, prec@thr=0.5: 0.7614, recall@top3: 0.7899, prec@top3: 0.6422, recall@top5: 0.9231, prec@top5: 0.4617, loss: 0.0401, grad_norm: 0.1058 2021-02-24 00:36:17,039 - mmaction - INFO - Epoch [4][660/1921] lr: 1.053e-01, eta: 2 days, 14:54:12, time: 2.205, data_time: 0.001, memory: 8660, loss_action_cls: 0.0403, recall@thr=0.5: 0.6779, prec@thr=0.5: 0.7486, recall@top3: 0.7851, prec@top3: 0.6370, recall@top5: 0.9213, prec@top5: 0.4594, loss: 0.0403, grad_norm: 0.1076 2021-02-24 00:37:05,477 - mmaction - INFO - Epoch [4][680/1921] lr: 1.055e-01, eta: 2 days, 14:44:09, time: 2.422, data_time: 0.001, memory: 8660, loss_action_cls: 0.0409, recall@thr=0.5: 0.6677, prec@thr=0.5: 0.7430, recall@top3: 0.7804, prec@top3: 0.6416, recall@top5: 0.9206, prec@top5: 0.4656, loss: 0.0409, grad_norm: 0.1124 2021-02-24 00:37:59,084 - mmaction - INFO - Epoch [4][700/1921] lr: 1.058e-01, eta: 2 days, 14:34:34, time: 2.681, data_time: 0.001, memory: 8660, loss_action_cls: 0.0402, recall@thr=0.5: 0.6804, prec@thr=0.5: 0.7531, recall@top3: 0.7876, prec@top3: 0.6397, recall@top5: 0.9231, prec@top5: 0.4622, loss: 0.0402, grad_norm: 0.1127 2021-02-24 00:39:13,327 - mmaction - INFO - Epoch [4][720/1921] lr: 1.061e-01, eta: 2 days, 14:26:44, time: 3.712, data_time: 0.001, memory: 8660, loss_action_cls: 0.0402, recall@thr=0.5: 0.6647, prec@thr=0.5: 0.7560, recall@top3: 0.7840, prec@top3: 0.6379, recall@top5: 0.9226, prec@top5: 0.4625, loss: 0.0402, grad_norm: 0.1204 2021-02-24 00:42:16,462 - mmaction - INFO - Epoch [4][740/1921] lr: 1.064e-01, eta: 2 days, 14:27:51, time: 9.156, data_time: 0.006, memory: 8660, loss_action_cls: 0.0413, recall@thr=0.5: 0.6751, prec@thr=0.5: 0.7513, recall@top3: 0.7777, prec@top3: 0.6441, recall@top5: 0.9182, prec@top5: 0.4686, loss: 0.0413, grad_norm: 0.1119 2021-02-24 00:45:47,261 - mmaction - INFO - Epoch [4][760/1921] lr: 1.067e-01, eta: 2 days, 14:31:10, time: 10.522, data_time: 0.015, memory: 8660, loss_action_cls: 0.0397, recall@thr=0.5: 0.6727, prec@thr=0.5: 0.7573, recall@top3: 0.7889, prec@top3: 0.6428, recall@top5: 0.9264, prec@top5: 0.4642, loss: 0.0397, grad_norm: 0.1121 2021-02-24 00:49:43,590 - mmaction - INFO - Epoch [4][780/1921] lr: 1.069e-01, eta: 2 days, 14:36:34, time: 11.831, data_time: 0.027, memory: 8660, loss_action_cls: 0.0403, recall@thr=0.5: 0.6694, prec@thr=0.5: 0.7463, recall@top3: 0.7854, prec@top3: 0.6412, recall@top5: 0.9308, prec@top5: 0.4672, loss: 0.0403, grad_norm: 0.1114 2021-02-24 00:53:42,908 - mmaction - INFO - Epoch [4][800/1921] lr: 1.072e-01, eta: 2 days, 14:42:08, time: 11.969, data_time: 0.017, memory: 8660, loss_action_cls: 0.0397, recall@thr=0.5: 0.6779, prec@thr=0.5: 0.7543, recall@top3: 0.7889, prec@top3: 0.6424, recall@top5: 0.9259, prec@top5: 0.4650, loss: 0.0397, grad_norm: 0.1061 2021-02-24 00:57:43,869 - mmaction - INFO - Epoch [4][820/1921] lr: 1.075e-01, eta: 2 days, 14:47:46, time: 12.046, data_time: 0.017, memory: 8660, loss_action_cls: 0.0395, recall@thr=0.5: 0.6900, prec@thr=0.5: 0.7657, recall@top3: 0.7924, prec@top3: 0.6494, recall@top5: 0.9265, prec@top5: 0.4682, loss: 0.0395, grad_norm: 0.1044 2021-02-24 01:01:36,387 - mmaction - INFO - Epoch [4][840/1921] lr: 1.078e-01, eta: 2 days, 14:52:40, time: 11.618, data_time: 0.015, memory: 8660, loss_action_cls: 0.0403, recall@thr=0.5: 0.6772, prec@thr=0.5: 0.7523, recall@top3: 0.7836, prec@top3: 0.6412, recall@top5: 0.9218, prec@top5: 0.4636, loss: 0.0403, grad_norm: 0.1079 2021-02-24 01:05:53,621 - mmaction - INFO - Epoch [4][860/1921] lr: 1.081e-01, eta: 2 days, 14:59:28, time: 12.852, data_time: 0.020, memory: 8660, loss_action_cls: 0.0400, recall@thr=0.5: 0.6745, prec@thr=0.5: 0.7532, recall@top3: 0.7859, prec@top3: 0.6349, recall@top5: 0.9276, prec@top5: 0.4600, loss: 0.0400, grad_norm: 0.1082 2021-02-24 01:10:17,420 - mmaction - INFO - Epoch [4][880/1921] lr: 1.084e-01, eta: 2 days, 15:06:46, time: 13.199, data_time: 0.032, memory: 8660, loss_action_cls: 0.0404, recall@thr=0.5: 0.6727, prec@thr=0.5: 0.7499, recall@top3: 0.7849, prec@top3: 0.6402, recall@top5: 0.9238, prec@top5: 0.4640, loss: 0.0404, grad_norm: 0.1149 2021-02-24 01:14:03,949 - mmaction - INFO - Epoch [4][900/1921] lr: 1.086e-01, eta: 2 days, 15:11:00, time: 11.316, data_time: 0.015, memory: 8660, loss_action_cls: 0.0406, recall@thr=0.5: 0.6623, prec@thr=0.5: 0.7458, recall@top3: 0.7808, prec@top3: 0.6325, recall@top5: 0.9232, prec@top5: 0.4591, loss: 0.0406, grad_norm: 0.1063 2021-02-24 01:18:08,012 - mmaction - INFO - Epoch [4][920/1921] lr: 1.089e-01, eta: 2 days, 15:16:37, time: 12.220, data_time: 0.039, memory: 8660, loss_action_cls: 0.0396, recall@thr=0.5: 0.6875, prec@thr=0.5: 0.7592, recall@top3: 0.7920, prec@top3: 0.6521, recall@top5: 0.9276, prec@top5: 0.4685, loss: 0.0396, grad_norm: 0.1060 2021-02-24 01:22:24,834 - mmaction - INFO - Epoch [4][940/1921] lr: 1.092e-01, eta: 2 days, 15:23:10, time: 12.841, data_time: 0.024, memory: 8660, loss_action_cls: 0.0405, recall@thr=0.5: 0.6707, prec@thr=0.5: 0.7514, recall@top3: 0.7844, prec@top3: 0.6446, recall@top5: 0.9234, prec@top5: 0.4658, loss: 0.0405, grad_norm: 0.1131 2021-02-24 01:26:44,208 - mmaction - INFO - Epoch [4][960/1921] lr: 1.095e-01, eta: 2 days, 15:29:51, time: 12.975, data_time: 0.016, memory: 8660, loss_action_cls: 0.0402, recall@thr=0.5: 0.6726, prec@thr=0.5: 0.7444, recall@top3: 0.7870, prec@top3: 0.6405, recall@top5: 0.9264, prec@top5: 0.4638, loss: 0.0402, grad_norm: 0.1101 2021-02-24 01:31:05,710 - mmaction - INFO - Epoch [4][980/1921] lr: 1.098e-01, eta: 2 days, 15:36:37, time: 13.070, data_time: 0.013, memory: 8660, loss_action_cls: 0.0402, recall@thr=0.5: 0.6648, prec@thr=0.5: 0.7520, recall@top3: 0.7874, prec@top3: 0.6361, recall@top5: 0.9241, prec@top5: 0.4586, loss: 0.0402, grad_norm: 0.1055 2021-02-24 01:34:47,413 - mmaction - INFO - Epoch [4][1000/1921] lr: 1.100e-01, eta: 2 days, 15:40:12, time: 11.073, data_time: 0.012, memory: 8660, loss_action_cls: 0.0400, recall@thr=0.5: 0.6708, prec@thr=0.5: 0.7553, recall@top3: 0.7892, prec@top3: 0.6404, recall@top5: 0.9267, prec@top5: 0.4619, loss: 0.0400, grad_norm: 0.1155 2021-02-24 01:39:05,367 - mmaction - INFO - Epoch [4][1020/1921] lr: 1.103e-01, eta: 2 days, 15:46:37, time: 12.915, data_time: 0.020, memory: 8660, loss_action_cls: 0.0409, recall@thr=0.5: 0.6753, prec@thr=0.5: 0.7478, recall@top3: 0.7841, prec@top3: 0.6442, recall@top5: 0.9254, prec@top5: 0.4663, loss: 0.0409, grad_norm: 0.1101 2021-02-24 01:43:12,234 - mmaction - INFO - Epoch [4][1040/1921] lr: 1.106e-01, eta: 2 days, 15:52:04, time: 12.336, data_time: 0.018, memory: 8660, loss_action_cls: 0.0395, recall@thr=0.5: 0.6779, prec@thr=0.5: 0.7545, recall@top3: 0.7916, prec@top3: 0.6483, recall@top5: 0.9277, prec@top5: 0.4677, loss: 0.0395, grad_norm: 0.1119 2021-02-24 01:47:49,447 - mmaction - INFO - Epoch [4][1060/1921] lr: 1.109e-01, eta: 2 days, 15:59:48, time: 13.855, data_time: 0.022, memory: 8660, loss_action_cls: 0.0394, recall@thr=0.5: 0.6757, prec@thr=0.5: 0.7614, recall@top3: 0.7922, prec@top3: 0.6419, recall@top5: 0.9242, prec@top5: 0.4610, loss: 0.0394, grad_norm: 0.1076 2021-02-24 01:52:03,200 - mmaction - INFO - Epoch [4][1080/1921] lr: 1.112e-01, eta: 2 days, 16:05:41, time: 12.701, data_time: 0.024, memory: 8660, loss_action_cls: 0.0389, recall@thr=0.5: 0.6863, prec@thr=0.5: 0.7590, recall@top3: 0.7892, prec@top3: 0.6460, recall@top5: 0.9282, prec@top5: 0.4684, loss: 0.0389, grad_norm: 0.1079 2021-02-24 01:56:05,391 - mmaction - INFO - Epoch [4][1100/1921] lr: 1.114e-01, eta: 2 days, 16:10:36, time: 12.104, data_time: 0.010, memory: 8660, loss_action_cls: 0.0386, recall@thr=0.5: 0.6834, prec@thr=0.5: 0.7556, recall@top3: 0.7921, prec@top3: 0.6397, recall@top5: 0.9317, prec@top5: 0.4620, loss: 0.0386, grad_norm: 0.1112 2021-02-24 02:00:07,840 - mmaction - INFO - Epoch [4][1120/1921] lr: 1.117e-01, eta: 2 days, 16:15:30, time: 12.121, data_time: 0.029, memory: 8660, loss_action_cls: 0.0393, recall@thr=0.5: 0.6773, prec@thr=0.5: 0.7499, recall@top3: 0.7948, prec@top3: 0.6486, recall@top5: 0.9285, prec@top5: 0.4656, loss: 0.0393, grad_norm: 0.1076 2021-02-24 02:04:43,024 - mmaction - INFO - Epoch [4][1140/1921] lr: 1.120e-01, eta: 2 days, 16:22:49, time: 13.756, data_time: 0.022, memory: 8660, loss_action_cls: 0.0402, recall@thr=0.5: 0.6762, prec@thr=0.5: 0.7552, recall@top3: 0.7845, prec@top3: 0.6449, recall@top5: 0.9290, prec@top5: 0.4699, loss: 0.0402, grad_norm: 0.1071 2021-02-24 02:09:01,762 - mmaction - INFO - Epoch [4][1160/1921] lr: 1.123e-01, eta: 2 days, 16:28:50, time: 12.933, data_time: 0.031, memory: 8660, loss_action_cls: 0.0416, recall@thr=0.5: 0.6655, prec@thr=0.5: 0.7405, recall@top3: 0.7763, prec@top3: 0.6316, recall@top5: 0.9204, prec@top5: 0.4614, loss: 0.0416, grad_norm: 0.1092 2021-02-24 02:09:58,099 - mmaction - INFO - Epoch [4][1180/1921] lr: 1.126e-01, eta: 2 days, 16:19:31, time: 2.831, data_time: 0.017, memory: 8660, loss_action_cls: 0.0398, recall@thr=0.5: 0.6703, prec@thr=0.5: 0.7441, recall@top3: 0.7916, prec@top3: 0.6414, recall@top5: 0.9305, prec@top5: 0.4650, loss: 0.0398, grad_norm: 0.1067 2021-02-24 02:10:42,073 - mmaction - INFO - Epoch [4][1200/1921] lr: 1.129e-01, eta: 2 days, 16:09:18, time: 2.199, data_time: 0.001, memory: 8660, loss_action_cls: 0.0390, recall@thr=0.5: 0.6848, prec@thr=0.5: 0.7558, recall@top3: 0.7919, prec@top3: 0.6461, recall@top5: 0.9305, prec@top5: 0.4660, loss: 0.0390, grad_norm: 0.1048 2021-02-24 02:11:26,484 - mmaction - INFO - Epoch [4][1220/1921] lr: 1.131e-01, eta: 2 days, 15:59:10, time: 2.220, data_time: 0.001, memory: 8660, loss_action_cls: 0.0403, recall@thr=0.5: 0.6662, prec@thr=0.5: 0.7477, recall@top3: 0.7857, prec@top3: 0.6405, recall@top5: 0.9211, prec@top5: 0.4630, loss: 0.0403, grad_norm: 0.1056 2021-02-24 02:12:11,748 - mmaction - INFO - Epoch [4][1240/1921] lr: 1.134e-01, eta: 2 days, 15:49:09, time: 2.263, data_time: 0.001, memory: 8660, loss_action_cls: 0.0405, recall@thr=0.5: 0.6731, prec@thr=0.5: 0.7487, recall@top3: 0.7833, prec@top3: 0.6339, recall@top5: 0.9213, prec@top5: 0.4593, loss: 0.0405, grad_norm: 0.1062 2021-02-24 02:12:56,322 - mmaction - INFO - Epoch [4][1260/1921] lr: 1.137e-01, eta: 2 days, 15:39:08, time: 2.229, data_time: 0.001, memory: 8660, loss_action_cls: 0.0391, recall@thr=0.5: 0.6855, prec@thr=0.5: 0.7542, recall@top3: 0.7958, prec@top3: 0.6447, recall@top5: 0.9305, prec@top5: 0.4639, loss: 0.0391, grad_norm: 0.1068 2021-02-24 02:13:40,907 - mmaction - INFO - Epoch [4][1280/1921] lr: 1.140e-01, eta: 2 days, 15:29:11, time: 2.229, data_time: 0.001, memory: 8660, loss_action_cls: 0.0395, recall@thr=0.5: 0.6823, prec@thr=0.5: 0.7588, recall@top3: 0.7940, prec@top3: 0.6445, recall@top5: 0.9323, prec@top5: 0.4664, loss: 0.0395, grad_norm: 0.1143 2021-02-24 02:14:29,015 - mmaction - INFO - Epoch [4][1300/1921] lr: 1.143e-01, eta: 2 days, 15:19:32, time: 2.405, data_time: 0.001, memory: 8660, loss_action_cls: 0.0400, recall@thr=0.5: 0.6642, prec@thr=0.5: 0.7496, recall@top3: 0.7870, prec@top3: 0.6365, recall@top5: 0.9249, prec@top5: 0.4605, loss: 0.0400, grad_norm: 0.1089 2021-02-24 02:15:21,272 - mmaction - INFO - Epoch [4][1320/1921] lr: 1.145e-01, eta: 2 days, 15:10:14, time: 2.613, data_time: 0.001, memory: 8660, loss_action_cls: 0.0398, recall@thr=0.5: 0.6726, prec@thr=0.5: 0.7436, recall@top3: 0.7882, prec@top3: 0.6389, recall@top5: 0.9267, prec@top5: 0.4612, loss: 0.0398, grad_norm: 0.1103 2021-02-24 02:16:32,159 - mmaction - INFO - Epoch [4][1340/1921] lr: 1.148e-01, eta: 2 days, 15:02:22, time: 3.545, data_time: 0.003, memory: 8660, loss_action_cls: 0.0398, recall@thr=0.5: 0.6884, prec@thr=0.5: 0.7560, recall@top3: 0.7896, prec@top3: 0.6489, recall@top5: 0.9277, prec@top5: 0.4694, loss: 0.0398, grad_norm: 0.1056 2021-02-24 02:19:45,382 - mmaction - INFO - Epoch [4][1360/1921] lr: 1.151e-01, eta: 2 days, 15:03:28, time: 9.655, data_time: 0.013, memory: 8660, loss_action_cls: 0.0410, recall@thr=0.5: 0.6633, prec@thr=0.5: 0.7450, recall@top3: 0.7799, prec@top3: 0.6378, recall@top5: 0.9219, prec@top5: 0.4639, loss: 0.0410, grad_norm: 0.1183 2021-02-24 02:23:26,018 - mmaction - INFO - Epoch [4][1380/1921] lr: 1.154e-01, eta: 2 days, 15:06:34, time: 11.036, data_time: 0.015, memory: 8660, loss_action_cls: 0.0402, recall@thr=0.5: 0.6721, prec@thr=0.5: 0.7455, recall@top3: 0.7868, prec@top3: 0.6357, recall@top5: 0.9234, prec@top5: 0.4596, loss: 0.0402, grad_norm: 0.1179 2021-02-24 02:27:33,462 - mmaction - INFO - Epoch [4][1400/1921] lr: 1.157e-01, eta: 2 days, 15:11:35, time: 12.370, data_time: 0.010, memory: 8660, loss_action_cls: 0.0395, recall@thr=0.5: 0.6716, prec@thr=0.5: 0.7478, recall@top3: 0.7934, prec@top3: 0.6369, recall@top5: 0.9238, prec@top5: 0.4557, loss: 0.0395, grad_norm: 0.1061 2021-02-24 02:31:25,777 - mmaction - INFO - Epoch [4][1420/1921] lr: 1.159e-01, eta: 2 days, 15:15:27, time: 11.616, data_time: 0.013, memory: 8660, loss_action_cls: 0.0393, recall@thr=0.5: 0.6882, prec@thr=0.5: 0.7588, recall@top3: 0.7900, prec@top3: 0.6495, recall@top5: 0.9308, prec@top5: 0.4707, loss: 0.0393, grad_norm: 0.1054 2021-02-24 02:35:25,609 - mmaction - INFO - Epoch [4][1440/1921] lr: 1.162e-01, eta: 2 days, 15:19:47, time: 11.974, data_time: 0.021, memory: 8660, loss_action_cls: 0.0399, recall@thr=0.5: 0.6674, prec@thr=0.5: 0.7543, recall@top3: 0.7897, prec@top3: 0.6309, recall@top5: 0.9246, prec@top5: 0.4558, loss: 0.0399, grad_norm: 0.1005 2021-02-24 02:39:39,103 - mmaction - INFO - Epoch [4][1460/1921] lr: 1.165e-01, eta: 2 days, 15:25:05, time: 12.678, data_time: 0.028, memory: 8660, loss_action_cls: 0.0386, recall@thr=0.5: 0.6917, prec@thr=0.5: 0.7640, recall@top3: 0.7965, prec@top3: 0.6502, recall@top5: 0.9301, prec@top5: 0.4671, loss: 0.0386, grad_norm: 0.1010 2021-02-24 02:43:34,356 - mmaction - INFO - Epoch [4][1480/1921] lr: 1.168e-01, eta: 2 days, 15:29:03, time: 11.779, data_time: 0.025, memory: 8660, loss_action_cls: 0.0399, recall@thr=0.5: 0.6721, prec@thr=0.5: 0.7461, recall@top3: 0.7888, prec@top3: 0.6389, recall@top5: 0.9271, prec@top5: 0.4610, loss: 0.0399, grad_norm: 0.1168 2021-02-24 02:47:44,625 - mmaction - INFO - Epoch [4][1500/1921] lr: 1.171e-01, eta: 2 days, 15:34:01, time: 12.515, data_time: 0.023, memory: 8660, loss_action_cls: 0.0397, recall@thr=0.5: 0.6787, prec@thr=0.5: 0.7551, recall@top3: 0.7934, prec@top3: 0.6522, recall@top5: 0.9283, prec@top5: 0.4690, loss: 0.0397, grad_norm: 0.1015 2021-02-24 02:51:52,859 - mmaction - INFO - Epoch [4][1520/1921] lr: 1.173e-01, eta: 2 days, 15:38:47, time: 12.405, data_time: 0.011, memory: 8660, loss_action_cls: 0.0394, recall@thr=0.5: 0.6828, prec@thr=0.5: 0.7519, recall@top3: 0.7898, prec@top3: 0.6428, recall@top5: 0.9270, prec@top5: 0.4637, loss: 0.0394, grad_norm: 0.0979 2021-02-24 02:56:04,390 - mmaction - INFO - Epoch [4][1540/1921] lr: 1.176e-01, eta: 2 days, 15:43:44, time: 12.573, data_time: 0.029, memory: 8660, loss_action_cls: 0.0384, recall@thr=0.5: 0.6913, prec@thr=0.5: 0.7698, recall@top3: 0.7993, prec@top3: 0.6487, recall@top5: 0.9302, prec@top5: 0.4650, loss: 0.0384, grad_norm: 0.1009 2021-02-24 03:00:08,181 - mmaction - INFO - Epoch [4][1560/1921] lr: 1.179e-01, eta: 2 days, 15:48:06, time: 12.199, data_time: 0.018, memory: 8660, loss_action_cls: 0.0396, recall@thr=0.5: 0.6742, prec@thr=0.5: 0.7593, recall@top3: 0.7837, prec@top3: 0.6373, recall@top5: 0.9218, prec@top5: 0.4615, loss: 0.0396, grad_norm: 0.1023 2021-02-24 03:04:26,606 - mmaction - INFO - Epoch [4][1580/1921] lr: 1.182e-01, eta: 2 days, 15:53:27, time: 12.919, data_time: 0.010, memory: 8660, loss_action_cls: 0.0408, recall@thr=0.5: 0.6709, prec@thr=0.5: 0.7462, recall@top3: 0.7818, prec@top3: 0.6386, recall@top5: 0.9232, prec@top5: 0.4636, loss: 0.0408, grad_norm: 0.1104 2021-02-24 03:08:50,005 - mmaction - INFO - Epoch [4][1600/1921] lr: 1.185e-01, eta: 2 days, 15:59:04, time: 13.151, data_time: 0.010, memory: 8660, loss_action_cls: 0.0411, recall@thr=0.5: 0.6752, prec@thr=0.5: 0.7440, recall@top3: 0.7788, prec@top3: 0.6420, recall@top5: 0.9216, prec@top5: 0.4681, loss: 0.0411, grad_norm: 0.1091 2021-02-24 03:13:08,952 - mmaction - INFO - Epoch [4][1620/1921] lr: 1.188e-01, eta: 2 days, 16:04:21, time: 12.952, data_time: 0.032, memory: 8660, loss_action_cls: 0.0399, recall@thr=0.5: 0.6695, prec@thr=0.5: 0.7560, recall@top3: 0.7922, prec@top3: 0.6412, recall@top5: 0.9285, prec@top5: 0.4619, loss: 0.0399, grad_norm: 0.1083 2021-02-24 03:17:23,957 - mmaction - INFO - Epoch [4][1640/1921] lr: 1.190e-01, eta: 2 days, 16:09:18, time: 12.750, data_time: 0.027, memory: 8660, loss_action_cls: 0.0401, recall@thr=0.5: 0.6807, prec@thr=0.5: 0.7564, recall@top3: 0.7956, prec@top3: 0.6484, recall@top5: 0.9291, prec@top5: 0.4651, loss: 0.0401, grad_norm: 0.1058 2021-02-24 03:21:39,629 - mmaction - INFO - Epoch [4][1660/1921] lr: 1.193e-01, eta: 2 days, 16:14:15, time: 12.783, data_time: 0.028, memory: 8660, loss_action_cls: 0.0397, recall@thr=0.5: 0.6771, prec@thr=0.5: 0.7526, recall@top3: 0.7889, prec@top3: 0.6466, recall@top5: 0.9213, prec@top5: 0.4632, loss: 0.0397, grad_norm: 0.1009 2021-02-24 03:26:10,991 - mmaction - INFO - Epoch [4][1680/1921] lr: 1.196e-01, eta: 2 days, 16:20:14, time: 13.573, data_time: 0.024, memory: 8660, loss_action_cls: 0.0401, recall@thr=0.5: 0.6797, prec@thr=0.5: 0.7544, recall@top3: 0.7935, prec@top3: 0.6465, recall@top5: 0.9300, prec@top5: 0.4660, loss: 0.0401, grad_norm: 0.1051 2021-02-24 03:30:52,873 - mmaction - INFO - Epoch [4][1700/1921] lr: 1.199e-01, eta: 2 days, 16:26:54, time: 14.101, data_time: 0.026, memory: 8660, loss_action_cls: 0.0408, recall@thr=0.5: 0.6739, prec@thr=0.5: 0.7508, recall@top3: 0.7780, prec@top3: 0.6386, recall@top5: 0.9191, prec@top5: 0.4643, loss: 0.0408, grad_norm: 0.1056 2021-02-24 03:35:00,703 - mmaction - INFO - Epoch [4][1720/1921] lr: 1.202e-01, eta: 2 days, 16:31:09, time: 12.385, data_time: 0.008, memory: 8660, loss_action_cls: 0.0409, recall@thr=0.5: 0.6638, prec@thr=0.5: 0.7411, recall@top3: 0.7863, prec@top3: 0.6368, recall@top5: 0.9192, prec@top5: 0.4593, loss: 0.0409, grad_norm: 0.1104 2021-02-24 03:39:21,605 - mmaction - INFO - Epoch [4][1740/1921] lr: 1.204e-01, eta: 2 days, 16:36:15, time: 13.043, data_time: 0.016, memory: 8660, loss_action_cls: 0.0395, recall@thr=0.5: 0.6859, prec@thr=0.5: 0.7536, recall@top3: 0.7920, prec@top3: 0.6506, recall@top5: 0.9269, prec@top5: 0.4689, loss: 0.0395, grad_norm: 0.1073 2021-02-24 03:43:35,827 - mmaction - INFO - Epoch [4][1760/1921] lr: 1.207e-01, eta: 2 days, 16:40:50, time: 12.710, data_time: 0.022, memory: 8660, loss_action_cls: 0.0392, recall@thr=0.5: 0.6883, prec@thr=0.5: 0.7596, recall@top3: 0.7930, prec@top3: 0.6566, recall@top5: 0.9304, prec@top5: 0.4744, loss: 0.0392, grad_norm: 0.1066 2021-02-24 03:47:39,290 - mmaction - INFO - Epoch [4][1780/1921] lr: 1.210e-01, eta: 2 days, 16:44:40, time: 12.187, data_time: 0.027, memory: 8660, loss_action_cls: 0.0394, recall@thr=0.5: 0.6815, prec@thr=0.5: 0.7505, recall@top3: 0.7964, prec@top3: 0.6497, recall@top5: 0.9311, prec@top5: 0.4668, loss: 0.0394, grad_norm: 0.1053 2021-02-24 03:48:23,050 - mmaction - INFO - Epoch [4][1800/1921] lr: 1.213e-01, eta: 2 days, 16:34:52, time: 2.188, data_time: 0.001, memory: 8660, loss_action_cls: 0.0391, recall@thr=0.5: 0.6801, prec@thr=0.5: 0.7525, recall@top3: 0.7972, prec@top3: 0.6416, recall@top5: 0.9304, prec@top5: 0.4605, loss: 0.0391, grad_norm: 0.1048 2021-02-24 03:49:07,299 - mmaction - INFO - Epoch [4][1820/1921] lr: 1.216e-01, eta: 2 days, 16:25:08, time: 2.212, data_time: 0.001, memory: 8660, loss_action_cls: 0.0400, recall@thr=0.5: 0.6781, prec@thr=0.5: 0.7597, recall@top3: 0.7847, prec@top3: 0.6439, recall@top5: 0.9261, prec@top5: 0.4686, loss: 0.0400, grad_norm: 0.1048 2021-02-24 03:49:51,657 - mmaction - INFO - Epoch [4][1840/1921] lr: 1.218e-01, eta: 2 days, 16:15:28, time: 2.218, data_time: 0.001, memory: 8660, loss_action_cls: 0.0397, recall@thr=0.5: 0.6697, prec@thr=0.5: 0.7513, recall@top3: 0.7900, prec@top3: 0.6354, recall@top5: 0.9281, prec@top5: 0.4587, loss: 0.0397, grad_norm: 0.1047 2021-02-24 03:50:36,643 - mmaction - INFO - Epoch [4][1860/1921] lr: 1.221e-01, eta: 2 days, 16:05:53, time: 2.249, data_time: 0.001, memory: 8660, loss_action_cls: 0.0399, recall@thr=0.5: 0.6786, prec@thr=0.5: 0.7539, recall@top3: 0.7866, prec@top3: 0.6458, recall@top5: 0.9256, prec@top5: 0.4673, loss: 0.0399, grad_norm: 0.1000 2021-02-24 03:51:21,334 - mmaction - INFO - Epoch [4][1880/1921] lr: 1.224e-01, eta: 2 days, 15:56:20, time: 2.234, data_time: 0.002, memory: 8660, loss_action_cls: 0.0396, recall@thr=0.5: 0.6736, prec@thr=0.5: 0.7507, recall@top3: 0.7918, prec@top3: 0.6456, recall@top5: 0.9252, prec@top5: 0.4640, loss: 0.0396, grad_norm: 0.1059 2021-02-24 03:52:05,426 - mmaction - INFO - Epoch [4][1900/1921] lr: 1.227e-01, eta: 2 days, 15:46:47, time: 2.204, data_time: 0.001, memory: 8660, loss_action_cls: 0.0393, recall@thr=0.5: 0.6722, prec@thr=0.5: 0.7490, recall@top3: 0.7894, prec@top3: 0.6369, recall@top5: 0.9260, prec@top5: 0.4593, loss: 0.0393, grad_norm: 0.1071 2021-02-24 03:52:57,635 - mmaction - INFO - Epoch [4][1920/1921] lr: 1.230e-01, eta: 2 days, 15:37:49, time: 2.610, data_time: 0.001, memory: 8660, loss_action_cls: 0.0399, recall@thr=0.5: 0.6881, prec@thr=0.5: 0.7537, recall@top3: 0.7948, prec@top3: 0.6536, recall@top5: 0.9288, prec@top5: 0.4689, loss: 0.0399, grad_norm: 0.1043 2021-02-24 03:53:16,688 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-02-24 04:02:21,350 - mmaction - INFO - Epoch [5][20/1921] lr: 1.233e-01, eta: 2 days, 16:00:51, time: 27.125, data_time: 14.324, memory: 8660, loss_action_cls: 0.0392, recall@thr=0.5: 0.6843, prec@thr=0.5: 0.7547, recall@top3: 0.7899, prec@top3: 0.6532, recall@top5: 0.9297, prec@top5: 0.4719, loss: 0.0392, grad_norm: 0.0995 2021-02-24 04:06:12,530 - mmaction - INFO - Epoch [5][40/1921] lr: 1.235e-01, eta: 2 days, 16:03:44, time: 11.566, data_time: 0.020, memory: 8660, loss_action_cls: 0.0388, recall@thr=0.5: 0.6845, prec@thr=0.5: 0.7636, recall@top3: 0.7976, prec@top3: 0.6417, recall@top5: 0.9301, prec@top5: 0.4607, loss: 0.0388, grad_norm: 0.1039 2021-02-24 04:10:10,729 - mmaction - INFO - Epoch [5][60/1921] lr: 1.238e-01, eta: 2 days, 16:07:03, time: 11.918, data_time: 0.016, memory: 8660, loss_action_cls: 0.0390, recall@thr=0.5: 0.6937, prec@thr=0.5: 0.7698, recall@top3: 0.7944, prec@top3: 0.6431, recall@top5: 0.9299, prec@top5: 0.4643, loss: 0.0390, grad_norm: 0.1049 2021-02-24 04:14:25,211 - mmaction - INFO - Epoch [5][80/1921] lr: 1.241e-01, eta: 2 days, 16:11:22, time: 12.715, data_time: 0.029, memory: 8660, loss_action_cls: 0.0390, recall@thr=0.5: 0.6826, prec@thr=0.5: 0.7556, recall@top3: 0.7983, prec@top3: 0.6443, recall@top5: 0.9326, prec@top5: 0.4637, loss: 0.0390, grad_norm: 0.1059 2021-02-24 04:18:24,468 - mmaction - INFO - Epoch [5][100/1921] lr: 1.244e-01, eta: 2 days, 16:14:39, time: 11.954, data_time: 0.023, memory: 8660, loss_action_cls: 0.0396, recall@thr=0.5: 0.6691, prec@thr=0.5: 0.7503, recall@top3: 0.7885, prec@top3: 0.6450, recall@top5: 0.9247, prec@top5: 0.4645, loss: 0.0396, grad_norm: 0.1108 2021-02-24 04:22:29,270 - mmaction - INFO - Epoch [5][120/1921] lr: 1.247e-01, eta: 2 days, 16:18:17, time: 12.246, data_time: 0.032, memory: 8660, loss_action_cls: 0.0401, recall@thr=0.5: 0.6660, prec@thr=0.5: 0.7397, recall@top3: 0.7812, prec@top3: 0.6295, recall@top5: 0.9214, prec@top5: 0.4571, loss: 0.0401, grad_norm: 0.1092 2021-02-24 04:26:38,644 - mmaction - INFO - Epoch [5][140/1921] lr: 1.250e-01, eta: 2 days, 16:22:10, time: 12.480, data_time: 0.030, memory: 8660, loss_action_cls: 0.0386, recall@thr=0.5: 0.6858, prec@thr=0.5: 0.7625, recall@top3: 0.7985, prec@top3: 0.6526, recall@top5: 0.9326, prec@top5: 0.4693, loss: 0.0386, grad_norm: 0.1077 2021-02-24 04:30:52,264 - mmaction - INFO - Epoch [5][160/1921] lr: 1.252e-01, eta: 2 days, 16:26:17, time: 12.683, data_time: 0.009, memory: 8660, loss_action_cls: 0.0389, recall@thr=0.5: 0.6785, prec@thr=0.5: 0.7544, recall@top3: 0.7937, prec@top3: 0.6444, recall@top5: 0.9297, prec@top5: 0.4641, loss: 0.0389, grad_norm: 0.1010 2021-02-24 04:34:55,553 - mmaction - INFO - Epoch [5][180/1921] lr: 1.255e-01, eta: 2 days, 16:29:40, time: 12.147, data_time: 0.019, memory: 8660, loss_action_cls: 0.0393, recall@thr=0.5: 0.6717, prec@thr=0.5: 0.7493, recall@top3: 0.7894, prec@top3: 0.6433, recall@top5: 0.9274, prec@top5: 0.4643, loss: 0.0393, grad_norm: 0.1076 2021-02-24 04:38:59,056 - mmaction - INFO - Epoch [5][200/1921] lr: 1.258e-01, eta: 2 days, 16:33:02, time: 12.178, data_time: 0.030, memory: 8660, loss_action_cls: 0.0395, recall@thr=0.5: 0.6817, prec@thr=0.5: 0.7573, recall@top3: 0.7932, prec@top3: 0.6479, recall@top5: 0.9278, prec@top5: 0.4659, loss: 0.0395, grad_norm: 0.1011 2021-02-24 04:43:20,803 - mmaction - INFO - Epoch [5][220/1921] lr: 1.261e-01, eta: 2 days, 16:37:34, time: 13.093, data_time: 0.030, memory: 8660, loss_action_cls: 0.0394, recall@thr=0.5: 0.6799, prec@thr=0.5: 0.7545, recall@top3: 0.7896, prec@top3: 0.6437, recall@top5: 0.9233, prec@top5: 0.4614, loss: 0.0394, grad_norm: 0.1037 2021-02-24 04:47:47,880 - mmaction - INFO - Epoch [5][240/1921] lr: 1.264e-01, eta: 2 days, 16:42:22, time: 13.352, data_time: 0.022, memory: 8660, loss_action_cls: 0.0388, recall@thr=0.5: 0.6836, prec@thr=0.5: 0.7689, recall@top3: 0.7923, prec@top3: 0.6511, recall@top5: 0.9271, prec@top5: 0.4690, loss: 0.0388, grad_norm: 0.1012 2021-02-24 04:49:18,773 - mmaction - INFO - Epoch [5][260/1921] lr: 1.266e-01, eta: 2 days, 16:35:53, time: 4.555, data_time: 0.013, memory: 8660, loss_action_cls: 0.0391, recall@thr=0.5: 0.6760, prec@thr=0.5: 0.7532, recall@top3: 0.7951, prec@top3: 0.6473, recall@top5: 0.9280, prec@top5: 0.4649, loss: 0.0391, grad_norm: 0.1044 2021-02-24 04:50:02,808 - mmaction - INFO - Epoch [5][280/1921] lr: 1.269e-01, eta: 2 days, 16:26:25, time: 2.202, data_time: 0.001, memory: 8660, loss_action_cls: 0.0392, recall@thr=0.5: 0.6800, prec@thr=0.5: 0.7562, recall@top3: 0.8001, prec@top3: 0.6484, recall@top5: 0.9318, prec@top5: 0.4652, loss: 0.0392, grad_norm: 0.1035 2021-02-24 04:50:56,796 - mmaction - INFO - Epoch [5][300/1921] lr: 1.272e-01, eta: 2 days, 16:17:38, time: 2.699, data_time: 0.001, memory: 8660, loss_action_cls: 0.0386, recall@thr=0.5: 0.6939, prec@thr=0.5: 0.7648, recall@top3: 0.7984, prec@top3: 0.6465, recall@top5: 0.9317, prec@top5: 0.4646, loss: 0.0386, grad_norm: 0.1044 2021-02-24 04:51:51,227 - mmaction - INFO - Epoch [5][320/1921] lr: 1.275e-01, eta: 2 days, 16:08:54, time: 2.722, data_time: 0.001, memory: 8660, loss_action_cls: 0.0398, recall@thr=0.5: 0.6737, prec@thr=0.5: 0.7560, recall@top3: 0.7982, prec@top3: 0.6411, recall@top5: 0.9320, prec@top5: 0.4596, loss: 0.0398, grad_norm: 0.1023 2021-02-24 04:54:25,897 - mmaction - INFO - Epoch [5][340/1921] lr: 1.278e-01, eta: 2 days, 16:06:32, time: 7.716, data_time: 0.006, memory: 8660, loss_action_cls: 0.0397, recall@thr=0.5: 0.6717, prec@thr=0.5: 0.7522, recall@top3: 0.7883, prec@top3: 0.6459, recall@top5: 0.9258, prec@top5: 0.4661, loss: 0.0397, grad_norm: 0.1007 2021-02-24 04:58:08,187 - mmaction - INFO - Epoch [5][360/1921] lr: 1.280e-01, eta: 2 days, 16:08:26, time: 11.121, data_time: 0.031, memory: 8660, loss_action_cls: 0.0387, recall@thr=0.5: 0.6849, prec@thr=0.5: 0.7618, recall@top3: 0.7960, prec@top3: 0.6459, recall@top5: 0.9298, prec@top5: 0.4631, loss: 0.0387, grad_norm: 0.0991 2021-02-24 05:02:05,981 - mmaction - INFO - Epoch [5][380/1921] lr: 1.283e-01, eta: 2 days, 16:11:16, time: 11.879, data_time: 0.029, memory: 8660, loss_action_cls: 0.0401, recall@thr=0.5: 0.6763, prec@thr=0.5: 0.7570, recall@top3: 0.7886, prec@top3: 0.6459, recall@top5: 0.9262, prec@top5: 0.4677, loss: 0.0401, grad_norm: 0.1112 2021-02-24 05:05:56,592 - mmaction - INFO - Epoch [5][400/1921] lr: 1.286e-01, eta: 2 days, 16:13:39, time: 11.544, data_time: 0.036, memory: 8660, loss_action_cls: 0.0389, recall@thr=0.5: 0.6832, prec@thr=0.5: 0.7572, recall@top3: 0.8003, prec@top3: 0.6448, recall@top5: 0.9298, prec@top5: 0.4603, loss: 0.0389, grad_norm: 0.1026 2021-02-24 05:09:54,923 - mmaction - INFO - Epoch [5][420/1921] lr: 1.289e-01, eta: 2 days, 16:16:28, time: 11.917, data_time: 0.012, memory: 8660, loss_action_cls: 0.0396, recall@thr=0.5: 0.6815, prec@thr=0.5: 0.7517, recall@top3: 0.7871, prec@top3: 0.6412, recall@top5: 0.9274, prec@top5: 0.4649, loss: 0.0396, grad_norm: 0.1004 2021-02-24 05:13:48,689 - mmaction - INFO - Epoch [5][440/1921] lr: 1.292e-01, eta: 2 days, 16:18:58, time: 11.681, data_time: 0.015, memory: 8660, loss_action_cls: 0.0379, recall@thr=0.5: 0.6934, prec@thr=0.5: 0.7692, recall@top3: 0.8024, prec@top3: 0.6514, recall@top5: 0.9364, prec@top5: 0.4689, loss: 0.0379, grad_norm: 0.1000 2021-02-24 05:17:48,159 - mmaction - INFO - Epoch [5][460/1921] lr: 1.295e-01, eta: 2 days, 16:21:47, time: 11.973, data_time: 0.031, memory: 8660, loss_action_cls: 0.0384, recall@thr=0.5: 0.6850, prec@thr=0.5: 0.7697, recall@top3: 0.8033, prec@top3: 0.6526, recall@top5: 0.9307, prec@top5: 0.4648, loss: 0.0384, grad_norm: 0.1045 2021-02-24 05:19:06,722 - mmaction - INFO - Epoch [5][480/1921] lr: 1.297e-01, eta: 2 days, 16:14:39, time: 3.943, data_time: 0.022, memory: 8660, loss_action_cls: 0.0384, recall@thr=0.5: 0.6955, prec@thr=0.5: 0.7677, recall@top3: 0.7948, prec@top3: 0.6539, recall@top5: 0.9305, prec@top5: 0.4703, loss: 0.0384, grad_norm: 0.1023 2021-02-24 05:19:59,942 - mmaction - INFO - Epoch [5][500/1921] lr: 1.300e-01, eta: 2 days, 16:05:57, time: 2.661, data_time: 0.001, memory: 8660, loss_action_cls: 0.0383, recall@thr=0.5: 0.6887, prec@thr=0.5: 0.7629, recall@top3: 0.7978, prec@top3: 0.6441, recall@top5: 0.9313, prec@top5: 0.4625, loss: 0.0383, grad_norm: 0.1021 2021-02-24 05:20:57,899 - mmaction - INFO - Epoch [5][520/1921] lr: 1.303e-01, eta: 2 days, 15:57:36, time: 2.897, data_time: 0.001, memory: 8660, loss_action_cls: 0.0390, recall@thr=0.5: 0.6938, prec@thr=0.5: 0.7584, recall@top3: 0.7941, prec@top3: 0.6482, recall@top5: 0.9321, prec@top5: 0.4690, loss: 0.0390, grad_norm: 0.1040 2021-02-24 05:22:55,663 - mmaction - INFO - Epoch [5][540/1921] lr: 1.306e-01, eta: 2 days, 15:52:56, time: 5.887, data_time: 0.002, memory: 8660, loss_action_cls: 0.0393, recall@thr=0.5: 0.6798, prec@thr=0.5: 0.7606, recall@top3: 0.7912, prec@top3: 0.6433, recall@top5: 0.9277, prec@top5: 0.4644, loss: 0.0393, grad_norm: 0.1030 2021-02-24 05:26:38,229 - mmaction - INFO - Epoch [5][560/1921] lr: 1.309e-01, eta: 2 days, 15:54:41, time: 11.130, data_time: 0.012, memory: 8660, loss_action_cls: 0.0397, recall@thr=0.5: 0.6870, prec@thr=0.5: 0.7516, recall@top3: 0.7876, prec@top3: 0.6486, recall@top5: 0.9285, prec@top5: 0.4695, loss: 0.0397, grad_norm: 0.1030 2021-02-24 05:30:36,753 - mmaction - INFO - Epoch [5][580/1921] lr: 1.311e-01, eta: 2 days, 15:57:21, time: 11.906, data_time: 0.013, memory: 8660, loss_action_cls: 0.0395, recall@thr=0.5: 0.6803, prec@thr=0.5: 0.7558, recall@top3: 0.7936, prec@top3: 0.6462, recall@top5: 0.9275, prec@top5: 0.4667, loss: 0.0395, grad_norm: 0.1033 2021-02-24 05:34:44,389 - mmaction - INFO - Epoch [5][600/1921] lr: 1.314e-01, eta: 2 days, 16:00:35, time: 12.397, data_time: 0.031, memory: 8660, loss_action_cls: 0.0391, recall@thr=0.5: 0.6873, prec@thr=0.5: 0.7583, recall@top3: 0.7946, prec@top3: 0.6460, recall@top5: 0.9284, prec@top5: 0.4643, loss: 0.0391, grad_norm: 0.1008 2021-02-24 05:38:51,825 - mmaction - INFO - Epoch [5][620/1921] lr: 1.317e-01, eta: 2 days, 16:03:45, time: 12.370, data_time: 0.033, memory: 8660, loss_action_cls: 0.0397, recall@thr=0.5: 0.6840, prec@thr=0.5: 0.7570, recall@top3: 0.7927, prec@top3: 0.6442, recall@top5: 0.9265, prec@top5: 0.4637, loss: 0.0397, grad_norm: 0.0972 2021-02-24 05:42:52,749 - mmaction - INFO - Epoch [5][640/1921] lr: 1.320e-01, eta: 2 days, 16:06:29, time: 12.048, data_time: 0.015, memory: 8660, loss_action_cls: 0.0381, recall@thr=0.5: 0.6853, prec@thr=0.5: 0.7650, recall@top3: 0.7956, prec@top3: 0.6447, recall@top5: 0.9314, prec@top5: 0.4649, loss: 0.0381, grad_norm: 0.0977 2021-02-24 05:47:08,732 - mmaction - INFO - Epoch [5][660/1921] lr: 1.323e-01, eta: 2 days, 16:10:05, time: 12.787, data_time: 0.015, memory: 8660, loss_action_cls: 0.0383, recall@thr=0.5: 0.6905, prec@thr=0.5: 0.7639, recall@top3: 0.7959, prec@top3: 0.6488, recall@top5: 0.9312, prec@top5: 0.4669, loss: 0.0383, grad_norm: 0.0997 2021-02-24 05:51:25,180 - mmaction - INFO - Epoch [5][680/1921] lr: 1.325e-01, eta: 2 days, 16:13:41, time: 12.825, data_time: 0.031, memory: 8660, loss_action_cls: 0.0390, recall@thr=0.5: 0.6889, prec@thr=0.5: 0.7579, recall@top3: 0.7902, prec@top3: 0.6497, recall@top5: 0.9289, prec@top5: 0.4689, loss: 0.0390, grad_norm: 0.1079 2021-02-24 05:55:24,302 - mmaction - INFO - Epoch [5][700/1921] lr: 1.328e-01, eta: 2 days, 16:16:11, time: 11.938, data_time: 0.022, memory: 8660, loss_action_cls: 0.0382, recall@thr=0.5: 0.6838, prec@thr=0.5: 0.7610, recall@top3: 0.7985, prec@top3: 0.6418, recall@top5: 0.9353, prec@top5: 0.4613, loss: 0.0382, grad_norm: 0.1002 2021-02-24 05:59:40,278 - mmaction - INFO - Epoch [5][720/1921] lr: 1.331e-01, eta: 2 days, 16:19:42, time: 12.817, data_time: 0.048, memory: 8660, loss_action_cls: 0.0382, recall@thr=0.5: 0.6905, prec@thr=0.5: 0.7641, recall@top3: 0.8007, prec@top3: 0.6417, recall@top5: 0.9313, prec@top5: 0.4588, loss: 0.0382, grad_norm: 0.1058 2021-02-24 06:04:06,371 - mmaction - INFO - Epoch [5][740/1921] lr: 1.334e-01, eta: 2 days, 16:23:47, time: 13.311, data_time: 0.030, memory: 8660, loss_action_cls: 0.0396, recall@thr=0.5: 0.6762, prec@thr=0.5: 0.7549, recall@top3: 0.7911, prec@top3: 0.6363, recall@top5: 0.9273, prec@top5: 0.4597, loss: 0.0396, grad_norm: 0.1029 2021-02-24 06:08:19,322 - mmaction - INFO - Epoch [5][760/1921] lr: 1.337e-01, eta: 2 days, 16:27:00, time: 12.635, data_time: 0.031, memory: 8660, loss_action_cls: 0.0386, recall@thr=0.5: 0.6924, prec@thr=0.5: 0.7708, recall@top3: 0.8028, prec@top3: 0.6456, recall@top5: 0.9340, prec@top5: 0.4629, loss: 0.0386, grad_norm: 0.1046 2021-02-24 06:12:32,696 - mmaction - INFO - Epoch [5][780/1921] lr: 1.339e-01, eta: 2 days, 16:30:15, time: 12.675, data_time: 0.031, memory: 8660, loss_action_cls: 0.0390, recall@thr=0.5: 0.6820, prec@thr=0.5: 0.7562, recall@top3: 0.7977, prec@top3: 0.6404, recall@top5: 0.9261, prec@top5: 0.4574, loss: 0.0390, grad_norm: 0.1026 2021-02-24 06:16:53,070 - mmaction - INFO - Epoch [5][800/1921] lr: 1.342e-01, eta: 2 days, 16:33:51, time: 13.017, data_time: 0.022, memory: 8660, loss_action_cls: 0.0392, recall@thr=0.5: 0.6836, prec@thr=0.5: 0.7599, recall@top3: 0.7898, prec@top3: 0.6496, recall@top5: 0.9237, prec@top5: 0.4668, loss: 0.0392, grad_norm: 0.1079 2021-02-24 06:21:08,857 - mmaction - INFO - Epoch [5][820/1921] lr: 1.345e-01, eta: 2 days, 16:37:10, time: 12.791, data_time: 0.026, memory: 8660, loss_action_cls: 0.0390, recall@thr=0.5: 0.6758, prec@thr=0.5: 0.7579, recall@top3: 0.7972, prec@top3: 0.6373, recall@top5: 0.9255, prec@top5: 0.4561, loss: 0.0390, grad_norm: 0.1022 2021-02-24 06:25:34,649 - mmaction - INFO - Epoch [5][840/1921] lr: 1.348e-01, eta: 2 days, 16:41:01, time: 13.286, data_time: 0.042, memory: 8660, loss_action_cls: 0.0406, recall@thr=0.5: 0.6731, prec@thr=0.5: 0.7517, recall@top3: 0.7836, prec@top3: 0.6409, recall@top5: 0.9191, prec@top5: 0.4615, loss: 0.0406, grad_norm: 0.1048 2021-02-24 06:29:59,844 - mmaction - INFO - Epoch [5][860/1921] lr: 1.351e-01, eta: 2 days, 16:44:48, time: 13.271, data_time: 0.023, memory: 8660, loss_action_cls: 0.0394, recall@thr=0.5: 0.6741, prec@thr=0.5: 0.7608, recall@top3: 0.7950, prec@top3: 0.6426, recall@top5: 0.9273, prec@top5: 0.4615, loss: 0.0394, grad_norm: 0.1106 2021-02-24 06:34:17,701 - mmaction - INFO - Epoch [5][880/1921] lr: 1.354e-01, eta: 2 days, 16:48:06, time: 12.877, data_time: 0.013, memory: 8660, loss_action_cls: 0.0406, recall@thr=0.5: 0.6893, prec@thr=0.5: 0.7490, recall@top3: 0.7858, prec@top3: 0.6546, recall@top5: 0.9250, prec@top5: 0.4732, loss: 0.0406, grad_norm: 0.1166 2021-02-24 06:38:14,488 - mmaction - INFO - Epoch [5][900/1921] lr: 1.356e-01, eta: 2 days, 16:50:09, time: 11.829, data_time: 0.033, memory: 8660, loss_action_cls: 0.0390, recall@thr=0.5: 0.6804, prec@thr=0.5: 0.7543, recall@top3: 0.7947, prec@top3: 0.6432, recall@top5: 0.9307, prec@top5: 0.4634, loss: 0.0390, grad_norm: 0.1074 2021-02-24 06:42:40,225 - mmaction - INFO - Epoch [5][920/1921] lr: 1.359e-01, eta: 2 days, 16:53:51, time: 13.290, data_time: 0.046, memory: 8660, loss_action_cls: 0.0386, recall@thr=0.5: 0.6860, prec@thr=0.5: 0.7551, recall@top3: 0.7927, prec@top3: 0.6502, recall@top5: 0.9330, prec@top5: 0.4703, loss: 0.0386, grad_norm: 0.0959 2021-02-24 06:46:41,493 - mmaction - INFO - Epoch [5][940/1921] lr: 1.362e-01, eta: 2 days, 16:56:08, time: 12.082, data_time: 0.035, memory: 8660, loss_action_cls: 0.0389, recall@thr=0.5: 0.6862, prec@thr=0.5: 0.7572, recall@top3: 0.7910, prec@top3: 0.6470, recall@top5: 0.9279, prec@top5: 0.4671, loss: 0.0389, grad_norm: 0.1031 2021-02-24 06:50:58,179 - mmaction - INFO - Epoch [5][960/1921] lr: 1.365e-01, eta: 2 days, 16:59:15, time: 12.837, data_time: 0.019, memory: 8660, loss_action_cls: 0.0398, recall@thr=0.5: 0.6857, prec@thr=0.5: 0.7636, recall@top3: 0.7920, prec@top3: 0.6493, recall@top5: 0.9260, prec@top5: 0.4675, loss: 0.0398, grad_norm: 0.1099 2021-02-24 06:54:57,373 - mmaction - INFO - Epoch [5][980/1921] lr: 1.368e-01, eta: 2 days, 17:01:19, time: 11.944, data_time: 0.020, memory: 8660, loss_action_cls: 0.0394, recall@thr=0.5: 0.6808, prec@thr=0.5: 0.7520, recall@top3: 0.7921, prec@top3: 0.6435, recall@top5: 0.9252, prec@top5: 0.4630, loss: 0.0394, grad_norm: 0.1114 2021-02-24 06:59:26,039 - mmaction - INFO - Epoch [5][1000/1921] lr: 1.370e-01, eta: 2 days, 17:05:04, time: 13.451, data_time: 0.029, memory: 8660, loss_action_cls: 0.0391, recall@thr=0.5: 0.6833, prec@thr=0.5: 0.7554, recall@top3: 0.7934, prec@top3: 0.6479, recall@top5: 0.9300, prec@top5: 0.4678, loss: 0.0391, grad_norm: 0.1056 2021-02-24 07:03:36,678 - mmaction - INFO - Epoch [5][1020/1921] lr: 1.373e-01, eta: 2 days, 17:07:43, time: 12.524, data_time: 0.023, memory: 8660, loss_action_cls: 0.0384, recall@thr=0.5: 0.6801, prec@thr=0.5: 0.7562, recall@top3: 0.8021, prec@top3: 0.6460, recall@top5: 0.9319, prec@top5: 0.4618, loss: 0.0384, grad_norm: 0.1033 2021-02-24 07:07:47,452 - mmaction - INFO - Epoch [5][1040/1921] lr: 1.376e-01, eta: 2 days, 17:10:22, time: 12.543, data_time: 0.017, memory: 8660, loss_action_cls: 0.0392, recall@thr=0.5: 0.6945, prec@thr=0.5: 0.7595, recall@top3: 0.7958, prec@top3: 0.6507, recall@top5: 0.9265, prec@top5: 0.4664, loss: 0.0392, grad_norm: 0.1092 2021-02-24 07:11:51,078 - mmaction - INFO - Epoch [5][1060/1921] lr: 1.379e-01, eta: 2 days, 17:12:35, time: 12.178, data_time: 0.024, memory: 8660, loss_action_cls: 0.0395, recall@thr=0.5: 0.6812, prec@thr=0.5: 0.7601, recall@top3: 0.7929, prec@top3: 0.6493, recall@top5: 0.9275, prec@top5: 0.4682, loss: 0.0395, grad_norm: 0.1038 2021-02-24 07:16:17,862 - mmaction - INFO - Epoch [5][1080/1921] lr: 1.382e-01, eta: 2 days, 17:16:03, time: 13.322, data_time: 0.033, memory: 8660, loss_action_cls: 0.0388, recall@thr=0.5: 0.6970, prec@thr=0.5: 0.7648, recall@top3: 0.7946, prec@top3: 0.6585, recall@top5: 0.9264, prec@top5: 0.4726, loss: 0.0388, grad_norm: 0.0997 2021-02-24 07:20:50,306 - mmaction - INFO - Epoch [5][1100/1921] lr: 1.384e-01, eta: 2 days, 17:19:49, time: 13.631, data_time: 0.046, memory: 8660, loss_action_cls: 0.0392, recall@thr=0.5: 0.6805, prec@thr=0.5: 0.7468, recall@top3: 0.7909, prec@top3: 0.6501, recall@top5: 0.9300, prec@top5: 0.4712, loss: 0.0392, grad_norm: 0.1036 2021-02-24 07:25:02,313 - mmaction - INFO - Epoch [5][1120/1921] lr: 1.387e-01, eta: 2 days, 17:22:24, time: 12.596, data_time: 0.031, memory: 8660, loss_action_cls: 0.0396, recall@thr=0.5: 0.6841, prec@thr=0.5: 0.7546, recall@top3: 0.7862, prec@top3: 0.6474, recall@top5: 0.9249, prec@top5: 0.4690, loss: 0.0396, grad_norm: 0.0999 2021-02-24 07:29:17,164 - mmaction - INFO - Epoch [5][1140/1921] lr: 1.390e-01, eta: 2 days, 17:25:08, time: 12.759, data_time: 0.032, memory: 8660, loss_action_cls: 0.0390, recall@thr=0.5: 0.6777, prec@thr=0.5: 0.7565, recall@top3: 0.8005, prec@top3: 0.6412, recall@top5: 0.9300, prec@top5: 0.4596, loss: 0.0390, grad_norm: 0.0986 2021-02-24 07:33:50,549 - mmaction - INFO - Epoch [5][1160/1921] lr: 1.393e-01, eta: 2 days, 17:28:51, time: 13.665, data_time: 0.017, memory: 8660, loss_action_cls: 0.0400, recall@thr=0.5: 0.6747, prec@thr=0.5: 0.7581, recall@top3: 0.7873, prec@top3: 0.6393, recall@top5: 0.9255, prec@top5: 0.4628, loss: 0.0400, grad_norm: 0.1129 2021-02-24 07:38:04,145 - mmaction - INFO - Epoch [5][1180/1921] lr: 1.396e-01, eta: 2 days, 17:31:26, time: 12.687, data_time: 0.015, memory: 8660, loss_action_cls: 0.0401, recall@thr=0.5: 0.6770, prec@thr=0.5: 0.7520, recall@top3: 0.7853, prec@top3: 0.6425, recall@top5: 0.9257, prec@top5: 0.4663, loss: 0.0401, grad_norm: 0.1039 2021-02-24 07:42:47,128 - mmaction - INFO - Epoch [5][1200/1921] lr: 1.399e-01, eta: 2 days, 17:35:36, time: 14.143, data_time: 0.017, memory: 8660, loss_action_cls: 0.0377, recall@thr=0.5: 0.6957, prec@thr=0.5: 0.7748, recall@top3: 0.8008, prec@top3: 0.6567, recall@top5: 0.9340, prec@top5: 0.4710, loss: 0.0377, grad_norm: 0.0996 2021-02-24 07:47:09,310 - mmaction - INFO - Epoch [5][1220/1921] lr: 1.401e-01, eta: 2 days, 17:38:35, time: 13.111, data_time: 0.066, memory: 8660, loss_action_cls: 0.0389, recall@thr=0.5: 0.6850, prec@thr=0.5: 0.7569, recall@top3: 0.7916, prec@top3: 0.6468, recall@top5: 0.9297, prec@top5: 0.4669, loss: 0.0389, grad_norm: 0.1010 2021-02-24 07:51:31,627 - mmaction - INFO - Epoch [5][1240/1921] lr: 1.404e-01, eta: 2 days, 17:41:32, time: 13.100, data_time: 0.021, memory: 8660, loss_action_cls: 0.0385, recall@thr=0.5: 0.6943, prec@thr=0.5: 0.7653, recall@top3: 0.8013, prec@top3: 0.6466, recall@top5: 0.9300, prec@top5: 0.4631, loss: 0.0385, grad_norm: 0.1055 2021-02-24 07:56:03,623 - mmaction - INFO - Epoch [5][1260/1921] lr: 1.407e-01, eta: 2 days, 17:45:00, time: 13.605, data_time: 0.030, memory: 8660, loss_action_cls: 0.0388, recall@thr=0.5: 0.6842, prec@thr=0.5: 0.7543, recall@top3: 0.8031, prec@top3: 0.6478, recall@top5: 0.9291, prec@top5: 0.4607, loss: 0.0388, grad_norm: 0.1000 2021-02-24 07:59:56,836 - mmaction - INFO - Epoch [5][1280/1921] lr: 1.410e-01, eta: 2 days, 17:46:19, time: 11.676, data_time: 0.023, memory: 8660, loss_action_cls: 0.0387, recall@thr=0.5: 0.6833, prec@thr=0.5: 0.7542, recall@top3: 0.8023, prec@top3: 0.6403, recall@top5: 0.9294, prec@top5: 0.4563, loss: 0.0387, grad_norm: 0.1083 2021-02-24 08:04:06,019 - mmaction - INFO - Epoch [5][1300/1921] lr: 1.413e-01, eta: 2 days, 17:48:27, time: 12.446, data_time: 0.010, memory: 8660, loss_action_cls: 0.0389, recall@thr=0.5: 0.6846, prec@thr=0.5: 0.7635, recall@top3: 0.7949, prec@top3: 0.6414, recall@top5: 0.9315, prec@top5: 0.4617, loss: 0.0389, grad_norm: 0.0968 2021-02-24 08:07:19,673 - mmaction - INFO - Epoch [5][1320/1921] lr: 1.415e-01, eta: 2 days, 17:47:34, time: 9.699, data_time: 0.032, memory: 8660, loss_action_cls: 0.0374, recall@thr=0.5: 0.7024, prec@thr=0.5: 0.7725, recall@top3: 0.8061, prec@top3: 0.6653, recall@top5: 0.9371, prec@top5: 0.4762, loss: 0.0374, grad_norm: 0.0951 2021-02-24 08:08:04,311 - mmaction - INFO - Epoch [5][1340/1921] lr: 1.418e-01, eta: 2 days, 17:38:33, time: 2.232, data_time: 0.001, memory: 8660, loss_action_cls: 0.0389, recall@thr=0.5: 0.6889, prec@thr=0.5: 0.7644, recall@top3: 0.7994, prec@top3: 0.6564, recall@top5: 0.9278, prec@top5: 0.4691, loss: 0.0389, grad_norm: 0.1028 2021-02-24 08:08:48,727 - mmaction - INFO - Epoch [5][1360/1921] lr: 1.421e-01, eta: 2 days, 17:29:35, time: 2.221, data_time: 0.001, memory: 8660, loss_action_cls: 0.0383, recall@thr=0.5: 0.6887, prec@thr=0.5: 0.7550, recall@top3: 0.7976, prec@top3: 0.6504, recall@top5: 0.9330, prec@top5: 0.4687, loss: 0.0383, grad_norm: 0.1031 2021-02-24 08:09:33,010 - mmaction - INFO - Epoch [5][1380/1921] lr: 1.424e-01, eta: 2 days, 17:20:38, time: 2.214, data_time: 0.001, memory: 8660, loss_action_cls: 0.0379, recall@thr=0.5: 0.6896, prec@thr=0.5: 0.7705, recall@top3: 0.7981, prec@top3: 0.6502, recall@top5: 0.9322, prec@top5: 0.4667, loss: 0.0379, grad_norm: 0.1000 2021-02-24 08:10:29,223 - mmaction - INFO - Epoch [5][1400/1921] lr: 1.427e-01, eta: 2 days, 17:12:21, time: 2.811, data_time: 0.001, memory: 8660, loss_action_cls: 0.0384, recall@thr=0.5: 0.6974, prec@thr=0.5: 0.7648, recall@top3: 0.8056, prec@top3: 0.6575, recall@top5: 0.9355, prec@top5: 0.4696, loss: 0.0384, grad_norm: 0.1007 2021-02-24 08:11:22,013 - mmaction - INFO - Epoch [5][1420/1921] lr: 1.429e-01, eta: 2 days, 17:03:56, time: 2.639, data_time: 0.001, memory: 8660, loss_action_cls: 0.0389, recall@thr=0.5: 0.6834, prec@thr=0.5: 0.7647, recall@top3: 0.7922, prec@top3: 0.6385, recall@top5: 0.9237, prec@top5: 0.4586, loss: 0.0389, grad_norm: 0.0971 2021-02-24 08:13:38,553 - mmaction - INFO - Epoch [5][1440/1921] lr: 1.432e-01, eta: 2 days, 17:00:01, time: 6.817, data_time: 0.004, memory: 8660, loss_action_cls: 0.0392, recall@thr=0.5: 0.6917, prec@thr=0.5: 0.7623, recall@top3: 0.7963, prec@top3: 0.6509, recall@top5: 0.9274, prec@top5: 0.4659, loss: 0.0392, grad_norm: 0.1011 2021-02-24 08:17:01,867 - mmaction - INFO - Epoch [5][1460/1921] lr: 1.435e-01, eta: 2 days, 16:59:41, time: 10.170, data_time: 0.018, memory: 8660, loss_action_cls: 0.0387, recall@thr=0.5: 0.6873, prec@thr=0.5: 0.7671, recall@top3: 0.7965, prec@top3: 0.6536, recall@top5: 0.9328, prec@top5: 0.4709, loss: 0.0387, grad_norm: 0.0969 2021-02-24 08:20:38,595 - mmaction - INFO - Epoch [5][1480/1921] lr: 1.438e-01, eta: 2 days, 17:00:02, time: 10.830, data_time: 0.013, memory: 8660, loss_action_cls: 0.0388, recall@thr=0.5: 0.6837, prec@thr=0.5: 0.7619, recall@top3: 0.7916, prec@top3: 0.6516, recall@top5: 0.9302, prec@top5: 0.4702, loss: 0.0388, grad_norm: 0.1002 2021-02-24 08:24:42,005 - mmaction - INFO - Epoch [5][1500/1921] lr: 1.441e-01, eta: 2 days, 17:01:48, time: 12.182, data_time: 0.016, memory: 8660, loss_action_cls: 0.0381, recall@thr=0.5: 0.6906, prec@thr=0.5: 0.7593, recall@top3: 0.7967, prec@top3: 0.6428, recall@top5: 0.9292, prec@top5: 0.4617, loss: 0.0381, grad_norm: 0.1018 2021-02-24 08:27:49,077 - mmaction - INFO - Epoch [5][1520/1921] lr: 1.443e-01, eta: 2 days, 17:00:34, time: 9.355, data_time: 0.008, memory: 8660, loss_action_cls: 0.0389, recall@thr=0.5: 0.6896, prec@thr=0.5: 0.7639, recall@top3: 0.7951, prec@top3: 0.6508, recall@top5: 0.9307, prec@top5: 0.4692, loss: 0.0389, grad_norm: 0.1027 2021-02-24 08:28:43,395 - mmaction - INFO - Epoch [5][1540/1921] lr: 1.446e-01, eta: 2 days, 16:52:18, time: 2.715, data_time: 0.001, memory: 8660, loss_action_cls: 0.0386, recall@thr=0.5: 0.6870, prec@thr=0.5: 0.7644, recall@top3: 0.7926, prec@top3: 0.6434, recall@top5: 0.9306, prec@top5: 0.4657, loss: 0.0386, grad_norm: 0.1022 2021-02-24 08:29:38,308 - mmaction - INFO - Epoch [5][1560/1921] lr: 1.449e-01, eta: 2 days, 16:44:07, time: 2.746, data_time: 0.001, memory: 8660, loss_action_cls: 0.0390, recall@thr=0.5: 0.6818, prec@thr=0.5: 0.7585, recall@top3: 0.7907, prec@top3: 0.6468, recall@top5: 0.9256, prec@top5: 0.4660, loss: 0.0390, grad_norm: 0.0966 2021-02-24 08:31:43,368 - mmaction - INFO - Epoch [5][1580/1921] lr: 1.452e-01, eta: 2 days, 16:39:38, time: 6.251, data_time: 0.002, memory: 8660, loss_action_cls: 0.0383, recall@thr=0.5: 0.6814, prec@thr=0.5: 0.7578, recall@top3: 0.7965, prec@top3: 0.6466, recall@top5: 0.9309, prec@top5: 0.4643, loss: 0.0383, grad_norm: 0.0960 2021-02-24 08:35:31,914 - mmaction - INFO - Epoch [5][1600/1921] lr: 1.455e-01, eta: 2 days, 16:40:34, time: 11.427, data_time: 0.011, memory: 8660, loss_action_cls: 0.0386, recall@thr=0.5: 0.7100, prec@thr=0.5: 0.7677, recall@top3: 0.8006, prec@top3: 0.6601, recall@top5: 0.9302, prec@top5: 0.4732, loss: 0.0386, grad_norm: 0.0999 2021-02-24 08:39:25,993 - mmaction - INFO - Epoch [5][1620/1921] lr: 1.458e-01, eta: 2 days, 16:41:47, time: 11.705, data_time: 0.026, memory: 8660, loss_action_cls: 0.0381, recall@thr=0.5: 0.6933, prec@thr=0.5: 0.7632, recall@top3: 0.7997, prec@top3: 0.6487, recall@top5: 0.9338, prec@top5: 0.4649, loss: 0.0381, grad_norm: 0.1055 2021-02-24 08:43:28,931 - mmaction - INFO - Epoch [5][1640/1921] lr: 1.460e-01, eta: 2 days, 16:43:24, time: 12.123, data_time: 0.021, memory: 8660, loss_action_cls: 0.0375, recall@thr=0.5: 0.7057, prec@thr=0.5: 0.7770, recall@top3: 0.8077, prec@top3: 0.6569, recall@top5: 0.9370, prec@top5: 0.4692, loss: 0.0375, grad_norm: 0.0976 2021-02-24 08:47:16,491 - mmaction - INFO - Epoch [5][1660/1921] lr: 1.463e-01, eta: 2 days, 16:44:15, time: 11.389, data_time: 0.035, memory: 8660, loss_action_cls: 0.0388, recall@thr=0.5: 0.6856, prec@thr=0.5: 0.7677, recall@top3: 0.7939, prec@top3: 0.6462, recall@top5: 0.9255, prec@top5: 0.4637, loss: 0.0388, grad_norm: 0.1041 2021-02-24 08:50:56,839 - mmaction - INFO - Epoch [5][1680/1921] lr: 1.466e-01, eta: 2 days, 16:44:40, time: 11.016, data_time: 0.023, memory: 8660, loss_action_cls: 0.0394, recall@thr=0.5: 0.6781, prec@thr=0.5: 0.7537, recall@top3: 0.7959, prec@top3: 0.6394, recall@top5: 0.9281, prec@top5: 0.4585, loss: 0.0394, grad_norm: 0.1056 2021-02-24 08:54:47,718 - mmaction - INFO - Epoch [5][1700/1921] lr: 1.469e-01, eta: 2 days, 16:45:38, time: 11.552, data_time: 0.033, memory: 8660, loss_action_cls: 0.0380, recall@thr=0.5: 0.6936, prec@thr=0.5: 0.7722, recall@top3: 0.8002, prec@top3: 0.6498, recall@top5: 0.9306, prec@top5: 0.4652, loss: 0.0380, grad_norm: 0.1002 2021-02-24 08:59:12,808 - mmaction - INFO - Epoch [5][1720/1921] lr: 1.472e-01, eta: 2 days, 16:48:20, time: 13.257, data_time: 0.020, memory: 8660, loss_action_cls: 0.0386, recall@thr=0.5: 0.6827, prec@thr=0.5: 0.7593, recall@top3: 0.7962, prec@top3: 0.6476, recall@top5: 0.9310, prec@top5: 0.4666, loss: 0.0386, grad_norm: 0.1026 2021-02-24 09:03:12,549 - mmaction - INFO - Epoch [5][1740/1921] lr: 1.474e-01, eta: 2 days, 16:49:42, time: 11.980, data_time: 0.007, memory: 8660, loss_action_cls: 0.0394, recall@thr=0.5: 0.6867, prec@thr=0.5: 0.7601, recall@top3: 0.7949, prec@top3: 0.6472, recall@top5: 0.9297, prec@top5: 0.4658, loss: 0.0394, grad_norm: 0.1033 2021-02-24 09:07:19,844 - mmaction - INFO - Epoch [5][1760/1921] lr: 1.477e-01, eta: 2 days, 16:51:26, time: 12.370, data_time: 0.036, memory: 8660, loss_action_cls: 0.0385, recall@thr=0.5: 0.6912, prec@thr=0.5: 0.7704, recall@top3: 0.7976, prec@top3: 0.6608, recall@top5: 0.9307, prec@top5: 0.4742, loss: 0.0385, grad_norm: 0.0991 2021-02-24 09:11:34,943 - mmaction - INFO - Epoch [5][1780/1921] lr: 1.480e-01, eta: 2 days, 16:53:32, time: 12.746, data_time: 0.012, memory: 8660, loss_action_cls: 0.0383, recall@thr=0.5: 0.6982, prec@thr=0.5: 0.7654, recall@top3: 0.8023, prec@top3: 0.6601, recall@top5: 0.9316, prec@top5: 0.4715, loss: 0.0383, grad_norm: 0.0956 2021-02-24 09:16:03,877 - mmaction - INFO - Epoch [5][1800/1921] lr: 1.483e-01, eta: 2 days, 16:56:19, time: 13.445, data_time: 0.019, memory: 8660, loss_action_cls: 0.0389, recall@thr=0.5: 0.6844, prec@thr=0.5: 0.7572, recall@top3: 0.7936, prec@top3: 0.6505, recall@top5: 0.9309, prec@top5: 0.4673, loss: 0.0389, grad_norm: 0.1011 2021-02-24 09:20:27,635 - mmaction - INFO - Epoch [5][1820/1921] lr: 1.486e-01, eta: 2 days, 16:58:48, time: 13.187, data_time: 0.020, memory: 8660, loss_action_cls: 0.0384, recall@thr=0.5: 0.6912, prec@thr=0.5: 0.7586, recall@top3: 0.7957, prec@top3: 0.6473, recall@top5: 0.9306, prec@top5: 0.4647, loss: 0.0384, grad_norm: 0.0996 2021-02-24 09:24:54,367 - mmaction - INFO - Epoch [5][1840/1921] lr: 1.488e-01, eta: 2 days, 17:01:25, time: 13.343, data_time: 0.029, memory: 8660, loss_action_cls: 0.0390, recall@thr=0.5: 0.6903, prec@thr=0.5: 0.7532, recall@top3: 0.7938, prec@top3: 0.6520, recall@top5: 0.9290, prec@top5: 0.4699, loss: 0.0390, grad_norm: 0.0932 2021-02-24 09:29:15,352 - mmaction - INFO - Epoch [5][1860/1921] lr: 1.491e-01, eta: 2 days, 17:03:42, time: 13.035, data_time: 0.014, memory: 8660, loss_action_cls: 0.0381, recall@thr=0.5: 0.6867, prec@thr=0.5: 0.7673, recall@top3: 0.8005, prec@top3: 0.6518, recall@top5: 0.9269, prec@top5: 0.4636, loss: 0.0381, grad_norm: 0.0963 2021-02-24 09:32:52,823 - mmaction - INFO - Epoch [5][1880/1921] lr: 1.494e-01, eta: 2 days, 17:03:47, time: 10.898, data_time: 0.032, memory: 8660, loss_action_cls: 0.0387, recall@thr=0.5: 0.6882, prec@thr=0.5: 0.7658, recall@top3: 0.7993, prec@top3: 0.6564, recall@top5: 0.9306, prec@top5: 0.4694, loss: 0.0387, grad_norm: 0.1030 2021-02-24 09:33:38,038 - mmaction - INFO - Epoch [5][1900/1921] lr: 1.497e-01, eta: 2 days, 16:55:13, time: 2.261, data_time: 0.001, memory: 8660, loss_action_cls: 0.0379, recall@thr=0.5: 0.7047, prec@thr=0.5: 0.7811, recall@top3: 0.8063, prec@top3: 0.6682, recall@top5: 0.9333, prec@top5: 0.4765, loss: 0.0379, grad_norm: 0.0935 2021-02-24 09:34:30,362 - mmaction - INFO - Epoch [5][1920/1921] lr: 1.500e-01, eta: 2 days, 16:47:01, time: 2.616, data_time: 0.001, memory: 8660, loss_action_cls: 0.0387, recall@thr=0.5: 0.6968, prec@thr=0.5: 0.7624, recall@top3: 0.7939, prec@top3: 0.6430, recall@top5: 0.9296, prec@top5: 0.4640, loss: 0.0387, grad_norm: 0.1007 2021-02-24 09:34:49,742 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-02-24 09:43:02,449 - mmaction - INFO - Epoch [6][20/1921] lr: 1.500e-01, eta: 2 days, 17:00:15, time: 24.600, data_time: 13.597, memory: 8660, loss_action_cls: 0.0389, recall@thr=0.5: 0.6807, prec@thr=0.5: 0.7612, recall@top3: 0.7952, prec@top3: 0.6412, recall@top5: 0.9286, prec@top5: 0.4614, loss: 0.0389, grad_norm: 0.0945 2021-02-24 09:47:05,485 - mmaction - INFO - Epoch [6][40/1921] lr: 1.500e-01, eta: 2 days, 17:01:31, time: 12.134, data_time: 0.006, memory: 8660, loss_action_cls: 0.0379, recall@thr=0.5: 0.6966, prec@thr=0.5: 0.7666, recall@top3: 0.8014, prec@top3: 0.6578, recall@top5: 0.9324, prec@top5: 0.4708, loss: 0.0379, grad_norm: 0.0916 2021-02-24 09:51:09,656 - mmaction - INFO - Epoch [6][60/1921] lr: 1.500e-01, eta: 2 days, 17:02:51, time: 12.211, data_time: 0.033, memory: 8660, loss_action_cls: 0.0383, recall@thr=0.5: 0.6913, prec@thr=0.5: 0.7633, recall@top3: 0.7995, prec@top3: 0.6419, recall@top5: 0.9324, prec@top5: 0.4604, loss: 0.0383, grad_norm: 0.0980 2021-02-24 09:55:03,636 - mmaction - INFO - Epoch [6][80/1921] lr: 1.500e-01, eta: 2 days, 17:03:40, time: 11.706, data_time: 0.021, memory: 8660, loss_action_cls: 0.0389, recall@thr=0.5: 0.6798, prec@thr=0.5: 0.7590, recall@top3: 0.7963, prec@top3: 0.6416, recall@top5: 0.9319, prec@top5: 0.4624, loss: 0.0389, grad_norm: 0.0915 2021-02-24 09:59:02,287 - mmaction - INFO - Epoch [6][100/1921] lr: 1.500e-01, eta: 2 days, 17:04:40, time: 11.928, data_time: 0.022, memory: 8660, loss_action_cls: 0.0385, recall@thr=0.5: 0.6866, prec@thr=0.5: 0.7586, recall@top3: 0.7984, prec@top3: 0.6470, recall@top5: 0.9328, prec@top5: 0.4651, loss: 0.0385, grad_norm: 0.0958 2021-02-24 10:03:25,145 - mmaction - INFO - Epoch [6][120/1921] lr: 1.500e-01, eta: 2 days, 17:06:51, time: 13.149, data_time: 0.033, memory: 8660, loss_action_cls: 0.0379, recall@thr=0.5: 0.6969, prec@thr=0.5: 0.7673, recall@top3: 0.8031, prec@top3: 0.6509, recall@top5: 0.9335, prec@top5: 0.4672, loss: 0.0379, grad_norm: 0.0974 2021-02-24 10:07:36,267 - mmaction - INFO - Epoch [6][140/1921] lr: 1.500e-01, eta: 2 days, 17:08:25, time: 12.533, data_time: 0.021, memory: 8660, loss_action_cls: 0.0382, recall@thr=0.5: 0.6866, prec@thr=0.5: 0.7618, recall@top3: 0.8059, prec@top3: 0.6456, recall@top5: 0.9339, prec@top5: 0.4608, loss: 0.0382, grad_norm: 0.0931 2021-02-24 10:10:16,612 - mmaction - INFO - Epoch [6][160/1921] lr: 1.500e-01, eta: 2 days, 17:05:34, time: 8.048, data_time: 0.040, memory: 8660, loss_action_cls: 0.0386, recall@thr=0.5: 0.6858, prec@thr=0.5: 0.7647, recall@top3: 0.8004, prec@top3: 0.6560, recall@top5: 0.9326, prec@top5: 0.4721, loss: 0.0386, grad_norm: 0.0957 2021-02-24 10:11:10,891 - mmaction - INFO - Epoch [6][180/1921] lr: 1.500e-01, eta: 2 days, 16:57:30, time: 2.713, data_time: 0.001, memory: 8660, loss_action_cls: 0.0382, recall@thr=0.5: 0.7002, prec@thr=0.5: 0.7641, recall@top3: 0.8008, prec@top3: 0.6484, recall@top5: 0.9316, prec@top5: 0.4648, loss: 0.0382, grad_norm: 0.1013 2021-02-24 10:12:07,296 - mmaction - INFO - Epoch [6][200/1921] lr: 1.500e-01, eta: 2 days, 16:49:35, time: 2.821, data_time: 0.001, memory: 8660, loss_action_cls: 0.0387, recall@thr=0.5: 0.6954, prec@thr=0.5: 0.7690, recall@top3: 0.7939, prec@top3: 0.6512, recall@top5: 0.9302, prec@top5: 0.4698, loss: 0.0387, grad_norm: 0.0958 2021-02-24 10:14:17,425 - mmaction - INFO - Epoch [6][220/1921] lr: 1.500e-01, eta: 2 days, 16:45:15, time: 6.494, data_time: 0.002, memory: 8660, loss_action_cls: 0.0388, recall@thr=0.5: 0.6850, prec@thr=0.5: 0.7656, recall@top3: 0.7993, prec@top3: 0.6541, recall@top5: 0.9272, prec@top5: 0.4663, loss: 0.0388, grad_norm: 0.0983 2021-02-24 10:17:46,934 - mmaction - INFO - Epoch [6][240/1921] lr: 1.500e-01, eta: 2 days, 16:44:47, time: 10.484, data_time: 0.025, memory: 8660, loss_action_cls: 0.0378, recall@thr=0.5: 0.6980, prec@thr=0.5: 0.7722, recall@top3: 0.8010, prec@top3: 0.6557, recall@top5: 0.9332, prec@top5: 0.4698, loss: 0.0378, grad_norm: 0.0968 2021-02-24 10:21:42,541 - mmaction - INFO - Epoch [6][260/1921] lr: 1.500e-01, eta: 2 days, 16:45:33, time: 11.768, data_time: 0.018, memory: 8660, loss_action_cls: 0.0382, recall@thr=0.5: 0.6894, prec@thr=0.5: 0.7648, recall@top3: 0.8047, prec@top3: 0.6437, recall@top5: 0.9328, prec@top5: 0.4595, loss: 0.0382, grad_norm: 0.0967 2021-02-24 10:25:36,166 - mmaction - INFO - Epoch [6][280/1921] lr: 1.500e-01, eta: 2 days, 16:46:13, time: 11.685, data_time: 0.041, memory: 8660, loss_action_cls: 0.0381, recall@thr=0.5: 0.7015, prec@thr=0.5: 0.7642, recall@top3: 0.8001, prec@top3: 0.6569, recall@top5: 0.9328, prec@top5: 0.4710, loss: 0.0381, grad_norm: 0.1065 2021-02-24 10:29:33,428 - mmaction - INFO - Epoch [6][300/1921] lr: 1.500e-01, eta: 2 days, 16:47:02, time: 11.848, data_time: 0.020, memory: 8660, loss_action_cls: 0.0373, recall@thr=0.5: 0.6952, prec@thr=0.5: 0.7705, recall@top3: 0.8055, prec@top3: 0.6538, recall@top5: 0.9311, prec@top5: 0.4664, loss: 0.0373, grad_norm: 0.1003 2021-02-24 10:33:32,456 - mmaction - INFO - Epoch [6][320/1921] lr: 1.500e-01, eta: 2 days, 16:47:55, time: 11.964, data_time: 0.033, memory: 8660, loss_action_cls: 0.0380, recall@thr=0.5: 0.6902, prec@thr=0.5: 0.7612, recall@top3: 0.7967, prec@top3: 0.6427, recall@top5: 0.9306, prec@top5: 0.4615, loss: 0.0380, grad_norm: 0.0992 2021-02-24 10:37:40,265 - mmaction - INFO - Epoch [6][340/1921] lr: 1.500e-01, eta: 2 days, 16:49:13, time: 12.402, data_time: 0.033, memory: 8660, loss_action_cls: 0.0371, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7803, recall@top3: 0.8083, prec@top3: 0.6700, recall@top5: 0.9347, prec@top5: 0.4770, loss: 0.0371, grad_norm: 0.0891 2021-02-24 10:41:53,083 - mmaction - INFO - Epoch [6][360/1921] lr: 1.500e-01, eta: 2 days, 16:50:42, time: 12.622, data_time: 0.011, memory: 8660, loss_action_cls: 0.0380, recall@thr=0.5: 0.6973, prec@thr=0.5: 0.7646, recall@top3: 0.8026, prec@top3: 0.6528, recall@top5: 0.9311, prec@top5: 0.4654, loss: 0.0380, grad_norm: 0.0964 2021-02-24 10:46:17,457 - mmaction - INFO - Epoch [6][380/1921] lr: 1.500e-01, eta: 2 days, 16:52:44, time: 13.231, data_time: 0.037, memory: 8660, loss_action_cls: 0.0383, recall@thr=0.5: 0.6974, prec@thr=0.5: 0.7564, recall@top3: 0.8002, prec@top3: 0.6590, recall@top5: 0.9341, prec@top5: 0.4741, loss: 0.0383, grad_norm: 0.1013 2021-02-24 10:50:34,368 - mmaction - INFO - Epoch [6][400/1921] lr: 1.500e-01, eta: 2 days, 16:54:23, time: 12.854, data_time: 0.016, memory: 8660, loss_action_cls: 0.0379, recall@thr=0.5: 0.6919, prec@thr=0.5: 0.7637, recall@top3: 0.8030, prec@top3: 0.6518, recall@top5: 0.9331, prec@top5: 0.4663, loss: 0.0379, grad_norm: 0.0953 2021-02-24 10:54:35,997 - mmaction - INFO - Epoch [6][420/1921] lr: 1.500e-01, eta: 2 days, 16:55:17, time: 12.078, data_time: 0.013, memory: 8660, loss_action_cls: 0.0371, recall@thr=0.5: 0.7087, prec@thr=0.5: 0.7707, recall@top3: 0.8093, prec@top3: 0.6536, recall@top5: 0.9389, prec@top5: 0.4672, loss: 0.0371, grad_norm: 0.0979 2021-02-24 10:58:52,550 - mmaction - INFO - Epoch [6][440/1921] lr: 1.500e-01, eta: 2 days, 16:56:52, time: 12.821, data_time: 0.011, memory: 8660, loss_action_cls: 0.0381, recall@thr=0.5: 0.6884, prec@thr=0.5: 0.7635, recall@top3: 0.7999, prec@top3: 0.6546, recall@top5: 0.9302, prec@top5: 0.4685, loss: 0.0381, grad_norm: 0.0963 2021-02-24 11:03:12,345 - mmaction - INFO - Epoch [6][460/1921] lr: 1.500e-01, eta: 2 days, 16:58:35, time: 13.001, data_time: 0.035, memory: 8660, loss_action_cls: 0.0384, recall@thr=0.5: 0.6872, prec@thr=0.5: 0.7594, recall@top3: 0.7979, prec@top3: 0.6508, recall@top5: 0.9372, prec@top5: 0.4701, loss: 0.0384, grad_norm: 0.0960 2021-02-24 11:07:23,950 - mmaction - INFO - Epoch [6][480/1921] lr: 1.500e-01, eta: 2 days, 16:59:54, time: 12.576, data_time: 0.016, memory: 8660, loss_action_cls: 0.0394, recall@thr=0.5: 0.6820, prec@thr=0.5: 0.7614, recall@top3: 0.7952, prec@top3: 0.6522, recall@top5: 0.9245, prec@top5: 0.4663, loss: 0.0394, grad_norm: 0.0961 2021-02-24 11:11:49,751 - mmaction - INFO - Epoch [6][500/1921] lr: 1.500e-01, eta: 2 days, 17:01:50, time: 13.284, data_time: 0.008, memory: 8660, loss_action_cls: 0.0378, recall@thr=0.5: 0.6935, prec@thr=0.5: 0.7631, recall@top3: 0.8037, prec@top3: 0.6613, recall@top5: 0.9334, prec@top5: 0.4725, loss: 0.0378, grad_norm: 0.0934 2021-02-24 11:15:57,688 - mmaction - INFO - Epoch [6][520/1921] lr: 1.500e-01, eta: 2 days, 17:02:56, time: 12.399, data_time: 0.022, memory: 8660, loss_action_cls: 0.0380, recall@thr=0.5: 0.6968, prec@thr=0.5: 0.7657, recall@top3: 0.7999, prec@top3: 0.6520, recall@top5: 0.9322, prec@top5: 0.4673, loss: 0.0380, grad_norm: 0.0969 2021-02-24 11:20:13,299 - mmaction - INFO - Epoch [6][540/1921] lr: 1.500e-01, eta: 2 days, 17:04:21, time: 12.778, data_time: 0.013, memory: 8660, loss_action_cls: 0.0373, recall@thr=0.5: 0.6981, prec@thr=0.5: 0.7677, recall@top3: 0.8009, prec@top3: 0.6546, recall@top5: 0.9312, prec@top5: 0.4685, loss: 0.0373, grad_norm: 0.0963 2021-02-24 11:24:52,146 - mmaction - INFO - Epoch [6][560/1921] lr: 1.500e-01, eta: 2 days, 17:06:50, time: 13.940, data_time: 0.021, memory: 8660, loss_action_cls: 0.0386, recall@thr=0.5: 0.6784, prec@thr=0.5: 0.7598, recall@top3: 0.7963, prec@top3: 0.6443, recall@top5: 0.9253, prec@top5: 0.4608, loss: 0.0386, grad_norm: 0.0979 2021-02-24 11:29:13,225 - mmaction - INFO - Epoch [6][580/1921] lr: 1.500e-01, eta: 2 days, 17:08:27, time: 13.047, data_time: 0.021, memory: 8660, loss_action_cls: 0.0381, recall@thr=0.5: 0.6906, prec@thr=0.5: 0.7630, recall@top3: 0.8036, prec@top3: 0.6446, recall@top5: 0.9353, prec@top5: 0.4606, loss: 0.0381, grad_norm: 0.0971 2021-02-24 11:33:19,824 - mmaction - INFO - Epoch [6][600/1921] lr: 1.500e-01, eta: 2 days, 17:09:24, time: 12.345, data_time: 0.030, memory: 8660, loss_action_cls: 0.0372, recall@thr=0.5: 0.6989, prec@thr=0.5: 0.7729, recall@top3: 0.8020, prec@top3: 0.6509, recall@top5: 0.9338, prec@top5: 0.4661, loss: 0.0372, grad_norm: 0.0986 2021-02-24 11:37:58,701 - mmaction - INFO - Epoch [6][620/1921] lr: 1.500e-01, eta: 2 days, 17:11:48, time: 13.928, data_time: 0.015, memory: 8660, loss_action_cls: 0.0381, recall@thr=0.5: 0.6997, prec@thr=0.5: 0.7636, recall@top3: 0.8020, prec@top3: 0.6501, recall@top5: 0.9334, prec@top5: 0.4676, loss: 0.0381, grad_norm: 0.0987 2021-02-24 11:42:29,158 - mmaction - INFO - Epoch [6][640/1921] lr: 1.500e-01, eta: 2 days, 17:13:48, time: 13.535, data_time: 0.024, memory: 8660, loss_action_cls: 0.0374, recall@thr=0.5: 0.6985, prec@thr=0.5: 0.7681, recall@top3: 0.8009, prec@top3: 0.6562, recall@top5: 0.9314, prec@top5: 0.4685, loss: 0.0374, grad_norm: 0.0948 2021-02-24 11:46:52,228 - mmaction - INFO - Epoch [6][660/1921] lr: 1.500e-01, eta: 2 days, 17:15:26, time: 13.158, data_time: 0.017, memory: 8660, loss_action_cls: 0.0366, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7746, recall@top3: 0.8073, prec@top3: 0.6574, recall@top5: 0.9378, prec@top5: 0.4703, loss: 0.0366, grad_norm: 0.0927 2021-02-24 11:51:16,266 - mmaction - INFO - Epoch [6][680/1921] lr: 1.500e-01, eta: 2 days, 17:17:04, time: 13.188, data_time: 0.014, memory: 8660, loss_action_cls: 0.0384, recall@thr=0.5: 0.7007, prec@thr=0.5: 0.7669, recall@top3: 0.7993, prec@top3: 0.6583, recall@top5: 0.9295, prec@top5: 0.4715, loss: 0.0384, grad_norm: 0.0968 2021-02-24 11:55:27,702 - mmaction - INFO - Epoch [6][700/1921] lr: 1.500e-01, eta: 2 days, 17:18:07, time: 12.574, data_time: 0.031, memory: 8660, loss_action_cls: 0.0378, recall@thr=0.5: 0.6926, prec@thr=0.5: 0.7664, recall@top3: 0.8004, prec@top3: 0.6496, recall@top5: 0.9281, prec@top5: 0.4635, loss: 0.0378, grad_norm: 0.1016 2021-02-24 11:58:58,402 - mmaction - INFO - Epoch [6][720/1921] lr: 1.500e-01, eta: 2 days, 17:17:19, time: 10.549, data_time: 0.018, memory: 8660, loss_action_cls: 0.0375, recall@thr=0.5: 0.6988, prec@thr=0.5: 0.7658, recall@top3: 0.8036, prec@top3: 0.6531, recall@top5: 0.9353, prec@top5: 0.4679, loss: 0.0375, grad_norm: 0.0953 2021-02-24 11:59:42,538 - mmaction - INFO - Epoch [6][740/1921] lr: 1.500e-01, eta: 2 days, 17:08:57, time: 2.207, data_time: 0.001, memory: 8660, loss_action_cls: 0.0379, recall@thr=0.5: 0.6960, prec@thr=0.5: 0.7721, recall@top3: 0.7994, prec@top3: 0.6539, recall@top5: 0.9350, prec@top5: 0.4704, loss: 0.0379, grad_norm: 0.0995 2021-02-24 12:00:36,195 - mmaction - INFO - Epoch [6][760/1921] lr: 1.500e-01, eta: 2 days, 17:01:03, time: 2.676, data_time: 0.001, memory: 8660, loss_action_cls: 0.0385, recall@thr=0.5: 0.6971, prec@thr=0.5: 0.7645, recall@top3: 0.7987, prec@top3: 0.6522, recall@top5: 0.9321, prec@top5: 0.4683, loss: 0.0385, grad_norm: 0.0978 2021-02-24 12:01:33,028 - mmaction - INFO - Epoch [6][780/1921] lr: 1.500e-01, eta: 2 days, 16:53:19, time: 2.848, data_time: 0.010, memory: 8660, loss_action_cls: 0.0381, recall@thr=0.5: 0.6864, prec@thr=0.5: 0.7683, recall@top3: 0.7995, prec@top3: 0.6481, recall@top5: 0.9307, prec@top5: 0.4654, loss: 0.0381, grad_norm: 0.1031 2021-02-24 12:03:21,072 - mmaction - INFO - Epoch [6][800/1921] lr: 1.500e-01, eta: 2 days, 16:47:54, time: 5.394, data_time: 0.002, memory: 8660, loss_action_cls: 0.0392, recall@thr=0.5: 0.6900, prec@thr=0.5: 0.7636, recall@top3: 0.7955, prec@top3: 0.6509, recall@top5: 0.9266, prec@top5: 0.4649, loss: 0.0392, grad_norm: 0.0954 2021-02-24 12:06:50,165 - mmaction - INFO - Epoch [6][820/1921] lr: 1.500e-01, eta: 2 days, 16:47:00, time: 10.423, data_time: 0.016, memory: 8660, loss_action_cls: 0.0374, recall@thr=0.5: 0.6960, prec@thr=0.5: 0.7699, recall@top3: 0.8071, prec@top3: 0.6568, recall@top5: 0.9357, prec@top5: 0.4679, loss: 0.0374, grad_norm: 0.0969 2021-02-24 12:10:50,599 - mmaction - INFO - Epoch [6][840/1921] lr: 1.500e-01, eta: 2 days, 16:47:34, time: 12.060, data_time: 0.051, memory: 8660, loss_action_cls: 0.0389, recall@thr=0.5: 0.6863, prec@thr=0.5: 0.7628, recall@top3: 0.7978, prec@top3: 0.6467, recall@top5: 0.9300, prec@top5: 0.4631, loss: 0.0389, grad_norm: 0.1016 2021-02-24 12:14:34,168 - mmaction - INFO - Epoch [6][860/1921] lr: 1.500e-01, eta: 2 days, 16:47:19, time: 11.178, data_time: 0.014, memory: 8660, loss_action_cls: 0.0373, recall@thr=0.5: 0.6886, prec@thr=0.5: 0.7581, recall@top3: 0.7977, prec@top3: 0.6538, recall@top5: 0.9341, prec@top5: 0.4713, loss: 0.0373, grad_norm: 0.0988 2021-02-24 12:18:31,687 - mmaction - INFO - Epoch [6][880/1921] lr: 1.500e-01, eta: 2 days, 16:47:40, time: 11.868, data_time: 0.017, memory: 8660, loss_action_cls: 0.0375, recall@thr=0.5: 0.6979, prec@thr=0.5: 0.7594, recall@top3: 0.8045, prec@top3: 0.6650, recall@top5: 0.9333, prec@top5: 0.4753, loss: 0.0375, grad_norm: 0.0952 2021-02-24 12:22:30,689 - mmaction - INFO - Epoch [6][900/1921] lr: 1.500e-01, eta: 2 days, 16:48:04, time: 11.958, data_time: 0.037, memory: 8660, loss_action_cls: 0.0372, recall@thr=0.5: 0.6962, prec@thr=0.5: 0.7671, recall@top3: 0.8068, prec@top3: 0.6578, recall@top5: 0.9416, prec@top5: 0.4715, loss: 0.0372, grad_norm: 0.0932 2021-02-24 12:26:25,116 - mmaction - INFO - Epoch [6][920/1921] lr: 1.500e-01, eta: 2 days, 16:48:16, time: 11.723, data_time: 0.007, memory: 8660, loss_action_cls: 0.0383, recall@thr=0.5: 0.6950, prec@thr=0.5: 0.7626, recall@top3: 0.7965, prec@top3: 0.6513, recall@top5: 0.9360, prec@top5: 0.4697, loss: 0.0383, grad_norm: 0.0989 2021-02-24 12:27:12,140 - mmaction - INFO - Epoch [6][940/1921] lr: 1.500e-01, eta: 2 days, 16:40:10, time: 2.351, data_time: 0.001, memory: 8660, loss_action_cls: 0.0372, recall@thr=0.5: 0.6921, prec@thr=0.5: 0.7636, recall@top3: 0.8104, prec@top3: 0.6562, recall@top5: 0.9361, prec@top5: 0.4661, loss: 0.0372, grad_norm: 0.0937 2021-02-24 12:28:07,291 - mmaction - INFO - Epoch [6][960/1921] lr: 1.500e-01, eta: 2 days, 16:32:28, time: 2.757, data_time: 0.001, memory: 8660, loss_action_cls: 0.0366, recall@thr=0.5: 0.7058, prec@thr=0.5: 0.7788, recall@top3: 0.8076, prec@top3: 0.6521, recall@top5: 0.9382, prec@top5: 0.4668, loss: 0.0366, grad_norm: 0.0945 2021-02-24 12:29:14,779 - mmaction - INFO - Epoch [6][980/1921] lr: 1.500e-01, eta: 2 days, 16:25:20, time: 3.373, data_time: 0.002, memory: 8660, loss_action_cls: 0.0374, recall@thr=0.5: 0.7064, prec@thr=0.5: 0.7704, recall@top3: 0.8082, prec@top3: 0.6544, recall@top5: 0.9329, prec@top5: 0.4650, loss: 0.0374, grad_norm: 0.0983 2021-02-24 12:32:28,168 - mmaction - INFO - Epoch [6][1000/1921] lr: 1.500e-01, eta: 2 days, 16:23:44, time: 9.668, data_time: 0.011, memory: 8660, loss_action_cls: 0.0383, recall@thr=0.5: 0.6975, prec@thr=0.5: 0.7661, recall@top3: 0.8010, prec@top3: 0.6563, recall@top5: 0.9336, prec@top5: 0.4724, loss: 0.0383, grad_norm: 0.0962 2021-02-24 12:36:19,431 - mmaction - INFO - Epoch [6][1020/1921] lr: 1.500e-01, eta: 2 days, 16:23:45, time: 11.541, data_time: 0.009, memory: 8660, loss_action_cls: 0.0377, recall@thr=0.5: 0.6937, prec@thr=0.5: 0.7735, recall@top3: 0.8036, prec@top3: 0.6500, recall@top5: 0.9384, prec@top5: 0.4681, loss: 0.0377, grad_norm: 0.0928 2021-02-24 12:52:36,196 - 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+a696df0 ------------------------------------------------------------ 2021-02-24 12:52:36,215 - mmaction - INFO - Distributed training: True 2021-02-24 12:52:36,215 - 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_slowonly_nl.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='non_local', st_feat_channels=2048, lt_feat_channels=lfb_channels, latent_channels=512, num_st_feat=1, num_lt_feat=window_size * max_num_sampled_feat, num_non_local_layers=2, st_feat_dropout_ratio=0.2, lt_feat_dropout_ratio=0.2, pre_activate=True)), bbox_head=dict(in_channels=2560))) 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=0.00001) # this lr is used for 8 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict( policy='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' 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 2021-02-24 12:52:36,215 - mmaction - INFO - Set random seed to 0, deterministic: True 2021-02-24 12:53:36,721 - mmaction - INFO - 184378 out of 184378 frames are valid. 2021-02-24 12:53:48,710 - mmaction - INFO - load checkpoint from work_dirs/lfb_slowonly_nl_gpu/20210223_115423/latest.pth 2021-02-24 12:53:50,289 - mmaction - INFO - resumed epoch 5, iter 9605 2021-02-24 12:53:50,291 - mmaction - INFO - Start running, host: huangbinkun@SH-IDC2-172-20-21-24, work_dir: /mnt/lustre/huangbinkun/mmaction2/work_dirs/lfb_slowonly_nl_gpu/20210224_125052 2021-02-24 12:53:50,291 - mmaction - INFO - workflow: [('train', 1)], max: 20 epochs 2021-02-24 12:55:26,516 - mmaction - INFO - Epoch [6][20/1921] lr: 1.500e-01, eta: 1 day, 14:12:00, time: 4.776, data_time: 2.361, memory: 8510, loss_action_cls: 0.0385, recall@thr=0.5: 0.6867, prec@thr=0.5: 0.7621, recall@top3: 0.7991, prec@top3: 0.6464, recall@top5: 0.9319, prec@top5: 0.4640, loss: 0.0385, grad_norm: 0.0995 2021-02-24 12:56:12,105 - mmaction - INFO - Epoch [6][40/1921] lr: 1.500e-01, eta: 1 day, 4:11:46, time: 2.279, data_time: 0.001, memory: 8544, loss_action_cls: 0.0382, recall@thr=0.5: 0.6988, prec@thr=0.5: 0.7657, recall@top3: 0.8025, prec@top3: 0.6595, recall@top5: 0.9330, prec@top5: 0.4721, loss: 0.0382, grad_norm: 0.0929 2021-02-24 12:56:56,960 - mmaction - INFO - Epoch [6][60/1921] lr: 1.500e-01, eta: 1 day, 0:45:20, time: 2.243, data_time: 0.001, memory: 8544, loss_action_cls: 0.0383, recall@thr=0.5: 0.6905, prec@thr=0.5: 0.7636, recall@top3: 0.7971, prec@top3: 0.6425, recall@top5: 0.9306, prec@top5: 0.4610, loss: 0.0383, grad_norm: 0.0982 2021-02-24 12:57:41,242 - mmaction - INFO - Epoch [6][80/1921] lr: 1.500e-01, eta: 22:58:21, time: 2.214, data_time: 0.001, memory: 8544, loss_action_cls: 0.0389, recall@thr=0.5: 0.6848, prec@thr=0.5: 0.7624, recall@top3: 0.7984, prec@top3: 0.6448, recall@top5: 0.9305, prec@top5: 0.4620, loss: 0.0389, grad_norm: 0.0951 2021-02-24 12:58:26,047 - mmaction - INFO - Epoch [6][100/1921] lr: 1.500e-01, eta: 21:56:20, time: 2.240, data_time: 0.001, memory: 8544, loss_action_cls: 0.0384, recall@thr=0.5: 0.6887, prec@thr=0.5: 0.7607, recall@top3: 0.7951, prec@top3: 0.6439, recall@top5: 0.9290, prec@top5: 0.4632, loss: 0.0384, grad_norm: 0.0975 2021-02-24 12:59:10,996 - mmaction - INFO - Epoch [6][120/1921] lr: 1.500e-01, eta: 21:15:18, time: 2.247, data_time: 0.001, memory: 8551, loss_action_cls: 0.0379, recall@thr=0.5: 0.6985, prec@thr=0.5: 0.7688, recall@top3: 0.8022, prec@top3: 0.6525, recall@top5: 0.9317, prec@top5: 0.4673, loss: 0.0379, grad_norm: 0.0952 2021-02-24 12:59:54,923 - mmaction - INFO - Epoch [6][140/1921] lr: 1.500e-01, eta: 20:42:18, time: 2.196, data_time: 0.001, memory: 8551, loss_action_cls: 0.0385, recall@thr=0.5: 0.6889, prec@thr=0.5: 0.7637, recall@top3: 0.8052, prec@top3: 0.6461, recall@top5: 0.9297, prec@top5: 0.4601, loss: 0.0385, grad_norm: 0.0987 2021-02-24 13:00:39,512 - mmaction - INFO - Epoch [6][160/1921] lr: 1.500e-01, eta: 20:19:21, time: 2.230, data_time: 0.001, memory: 8551, loss_action_cls: 0.0386, recall@thr=0.5: 0.6860, prec@thr=0.5: 0.7674, recall@top3: 0.7958, prec@top3: 0.6541, recall@top5: 0.9311, prec@top5: 0.4713, loss: 0.0386, grad_norm: 0.0962 2021-02-24 13:01:24,461 - mmaction - INFO - Epoch [6][180/1921] lr: 1.500e-01, eta: 20:02:17, time: 2.247, data_time: 0.001, memory: 8551, loss_action_cls: 0.0380, recall@thr=0.5: 0.7048, prec@thr=0.5: 0.7693, recall@top3: 0.8030, prec@top3: 0.6495, recall@top5: 0.9337, prec@top5: 0.4657, loss: 0.0380, grad_norm: 0.1003 2021-02-24 13:02:09,222 - mmaction - INFO - Epoch [6][200/1921] lr: 1.500e-01, eta: 19:48:03, time: 2.238, data_time: 0.001, memory: 8551, loss_action_cls: 0.0383, recall@thr=0.5: 0.6987, prec@thr=0.5: 0.7723, recall@top3: 0.8004, prec@top3: 0.6588, recall@top5: 0.9321, prec@top5: 0.4723, loss: 0.0383, grad_norm: 0.0977 2021-02-24 13:02:54,540 - mmaction - INFO - Epoch [6][220/1921] lr: 1.500e-01, eta: 19:37:27, time: 2.266, data_time: 0.001, memory: 8551, loss_action_cls: 0.0392, recall@thr=0.5: 0.6836, prec@thr=0.5: 0.7624, recall@top3: 0.7947, prec@top3: 0.6514, recall@top5: 0.9282, prec@top5: 0.4669, loss: 0.0392, grad_norm: 0.1024 2021-02-24 13:03:39,181 - mmaction - INFO - Epoch [6][240/1921] lr: 1.500e-01, eta: 19:27:10, time: 2.232, data_time: 0.001, memory: 8551, loss_action_cls: 0.0379, recall@thr=0.5: 0.6937, prec@thr=0.5: 0.7683, recall@top3: 0.8012, prec@top3: 0.6566, recall@top5: 0.9332, prec@top5: 0.4709, loss: 0.0379, grad_norm: 0.0996 2021-02-24 13:04:23,223 - mmaction - INFO - Epoch [6][260/1921] lr: 1.500e-01, eta: 19:17:15, time: 2.202, data_time: 0.001, memory: 8577, loss_action_cls: 0.0381, recall@thr=0.5: 0.6905, prec@thr=0.5: 0.7665, recall@top3: 0.7998, prec@top3: 0.6413, recall@top5: 0.9328, prec@top5: 0.4597, loss: 0.0381, grad_norm: 0.0991 2021-02-24 13:05:08,019 - mmaction - INFO - Epoch [6][280/1921] lr: 1.500e-01, eta: 19:09:54, time: 2.239, data_time: 0.001, memory: 8577, loss_action_cls: 0.0384, recall@thr=0.5: 0.6950, prec@thr=0.5: 0.7653, recall@top3: 0.7994, prec@top3: 0.6547, recall@top5: 0.9342, prec@top5: 0.4705, loss: 0.0384, grad_norm: 0.1072 2021-02-24 13:05:52,902 - mmaction - INFO - Epoch [6][300/1921] lr: 1.500e-01, eta: 19:03:36, time: 2.245, data_time: 0.001, memory: 8577, loss_action_cls: 0.0378, recall@thr=0.5: 0.6919, prec@thr=0.5: 0.7699, recall@top3: 0.8054, prec@top3: 0.6549, recall@top5: 0.9346, prec@top5: 0.4677, loss: 0.0378, grad_norm: 0.0981 2021-02-24 13:06:37,369 - mmaction - INFO - Epoch [6][320/1921] lr: 1.500e-01, eta: 18:57:22, time: 2.223, data_time: 0.001, memory: 8577, loss_action_cls: 0.0383, recall@thr=0.5: 0.6867, prec@thr=0.5: 0.7574, recall@top3: 0.7985, prec@top3: 0.6422, recall@top5: 0.9337, prec@top5: 0.4622, loss: 0.0383, grad_norm: 0.0986 2021-02-24 13:07:21,773 - mmaction - INFO - Epoch [6][340/1921] lr: 1.500e-01, eta: 18:51:41, time: 2.220, data_time: 0.001, memory: 8577, loss_action_cls: 0.0363, recall@thr=0.5: 0.7135, prec@thr=0.5: 0.7801, recall@top3: 0.8122, prec@top3: 0.6730, recall@top5: 0.9392, prec@top5: 0.4785, loss: 0.0363, grad_norm: 0.0874 2021-02-24 13:08:05,949 - mmaction - INFO - Epoch [6][360/1921] lr: 1.500e-01, eta: 18:46:16, time: 2.209, data_time: 0.001, memory: 8577, loss_action_cls: 0.0377, recall@thr=0.5: 0.7006, prec@thr=0.5: 0.7759, recall@top3: 0.8064, prec@top3: 0.6544, recall@top5: 0.9308, prec@top5: 0.4651, loss: 0.0377, grad_norm: 0.0970 2021-02-24 13:08:51,516 - mmaction - INFO - Epoch [6][380/1921] lr: 1.500e-01, eta: 18:43:04, time: 2.279, data_time: 0.001, memory: 8577, loss_action_cls: 0.0379, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7676, recall@top3: 0.7999, prec@top3: 0.6586, recall@top5: 0.9358, prec@top5: 0.4747, loss: 0.0379, grad_norm: 0.1002 2021-02-24 13:09:36,377 - mmaction - INFO - Epoch [6][400/1921] lr: 1.500e-01, eta: 18:39:17, time: 2.243, data_time: 0.001, memory: 8577, loss_action_cls: 0.0379, recall@thr=0.5: 0.6912, prec@thr=0.5: 0.7693, recall@top3: 0.8031, prec@top3: 0.6516, recall@top5: 0.9318, prec@top5: 0.4658, loss: 0.0379, grad_norm: 0.0984 2021-02-24 13:10:21,679 - mmaction - INFO - Epoch [6][420/1921] lr: 1.500e-01, eta: 18:36:16, time: 2.265, data_time: 0.001, memory: 8577, loss_action_cls: 0.0378, recall@thr=0.5: 0.7019, prec@thr=0.5: 0.7650, recall@top3: 0.8044, prec@top3: 0.6521, recall@top5: 0.9341, prec@top5: 0.4667, loss: 0.0378, grad_norm: 0.1047 2021-02-24 13:11:07,347 - mmaction - INFO - Epoch [6][440/1921] lr: 1.500e-01, eta: 18:33:52, time: 2.283, data_time: 0.001, memory: 8577, loss_action_cls: 0.0384, recall@thr=0.5: 0.6922, prec@thr=0.5: 0.7658, recall@top3: 0.7984, prec@top3: 0.6499, recall@top5: 0.9307, prec@top5: 0.4675, loss: 0.0384, grad_norm: 0.0966 2021-02-24 13:11:53,115 - mmaction - INFO - Epoch [6][460/1921] lr: 1.500e-01, eta: 18:31:43, time: 2.289, data_time: 0.001, memory: 8577, loss_action_cls: 0.0389, recall@thr=0.5: 0.6822, prec@thr=0.5: 0.7573, recall@top3: 0.8001, prec@top3: 0.6538, recall@top5: 0.9309, prec@top5: 0.4678, loss: 0.0389, grad_norm: 0.0983 2021-02-24 13:12:37,404 - mmaction - INFO - Epoch [6][480/1921] lr: 1.500e-01, eta: 18:28:12, time: 2.214, data_time: 0.001, memory: 8577, loss_action_cls: 0.0398, recall@thr=0.5: 0.6793, prec@thr=0.5: 0.7535, recall@top3: 0.7943, prec@top3: 0.6493, recall@top5: 0.9244, prec@top5: 0.4641, loss: 0.0398, grad_norm: 0.1006 2021-02-24 13:13:22,055 - mmaction - INFO - Epoch [6][500/1921] lr: 1.500e-01, eta: 18:25:16, time: 2.233, data_time: 0.001, memory: 8577, loss_action_cls: 0.0374, recall@thr=0.5: 0.6983, prec@thr=0.5: 0.7710, recall@top3: 0.8039, prec@top3: 0.6587, recall@top5: 0.9348, prec@top5: 0.4711, loss: 0.0374, grad_norm: 0.0883 2021-02-24 13:14:06,767 - mmaction - INFO - Epoch [6][520/1921] lr: 1.500e-01, eta: 18:22:33, time: 2.235, data_time: 0.001, memory: 8577, loss_action_cls: 0.0379, recall@thr=0.5: 0.7011, prec@thr=0.5: 0.7716, recall@top3: 0.8043, prec@top3: 0.6558, recall@top5: 0.9339, prec@top5: 0.4690, loss: 0.0379, grad_norm: 0.0937 2021-02-24 13:14:51,667 - mmaction - INFO - Epoch [6][540/1921] lr: 1.500e-01, eta: 18:20:09, time: 2.245, data_time: 0.001, memory: 8577, loss_action_cls: 0.0376, recall@thr=0.5: 0.6985, prec@thr=0.5: 0.7622, recall@top3: 0.8002, prec@top3: 0.6537, recall@top5: 0.9334, prec@top5: 0.4700, loss: 0.0376, grad_norm: 0.0995 2021-02-24 13:15:36,516 - mmaction - INFO - Epoch [6][560/1921] lr: 1.500e-01, eta: 18:17:50, time: 2.242, data_time: 0.001, memory: 8577, loss_action_cls: 0.0386, recall@thr=0.5: 0.6780, prec@thr=0.5: 0.7559, recall@top3: 0.7960, prec@top3: 0.6432, recall@top5: 0.9262, prec@top5: 0.4612, loss: 0.0386, grad_norm: 0.0980 2021-02-24 13:16:20,862 - mmaction - INFO - Epoch [6][580/1921] lr: 1.500e-01, eta: 18:15:12, time: 2.217, data_time: 0.001, memory: 8577, loss_action_cls: 0.0383, recall@thr=0.5: 0.6805, prec@thr=0.5: 0.7579, recall@top3: 0.8035, prec@top3: 0.6419, recall@top5: 0.9319, prec@top5: 0.4579, loss: 0.0383, grad_norm: 0.0959 2021-02-24 13:17:06,033 - mmaction - INFO - Epoch [6][600/1921] lr: 1.500e-01, eta: 18:13:21, time: 2.258, data_time: 0.001, memory: 8577, loss_action_cls: 0.0376, recall@thr=0.5: 0.6972, prec@thr=0.5: 0.7693, recall@top3: 0.8056, prec@top3: 0.6545, recall@top5: 0.9360, prec@top5: 0.4669, loss: 0.0376, grad_norm: 0.0976 2021-02-24 13:17:50,712 - mmaction - INFO - Epoch [6][620/1921] lr: 1.500e-01, eta: 18:11:11, time: 2.234, data_time: 0.001, memory: 8577, loss_action_cls: 0.0378, recall@thr=0.5: 0.7015, prec@thr=0.5: 0.7644, recall@top3: 0.8015, prec@top3: 0.6486, recall@top5: 0.9349, prec@top5: 0.4675, loss: 0.0378, grad_norm: 0.0983 2021-02-24 13:18:35,570 - mmaction - INFO - Epoch [6][640/1921] lr: 1.500e-01, eta: 18:09:15, time: 2.243, data_time: 0.001, memory: 8577, loss_action_cls: 0.0378, recall@thr=0.5: 0.6997, prec@thr=0.5: 0.7686, recall@top3: 0.7997, prec@top3: 0.6541, recall@top5: 0.9302, prec@top5: 0.4681, loss: 0.0378, grad_norm: 0.0963 2021-02-24 13:19:20,204 - mmaction - INFO - Epoch [6][660/1921] lr: 1.500e-01, eta: 18:07:14, time: 2.232, data_time: 0.001, memory: 8577, loss_action_cls: 0.0369, recall@thr=0.5: 0.7034, prec@thr=0.5: 0.7733, recall@top3: 0.8068, prec@top3: 0.6626, recall@top5: 0.9349, prec@top5: 0.4712, loss: 0.0369, grad_norm: 0.0922 2021-02-24 13:20:05,423 - mmaction - INFO - Epoch [6][680/1921] lr: 1.500e-01, eta: 18:05:41, time: 2.261, data_time: 0.001, memory: 8577, loss_action_cls: 0.0385, recall@thr=0.5: 0.6916, prec@thr=0.5: 0.7602, recall@top3: 0.7952, prec@top3: 0.6543, recall@top5: 0.9308, prec@top5: 0.4715, loss: 0.0385, grad_norm: 0.0990 2021-02-24 13:20:50,160 - mmaction - INFO - Epoch [6][700/1921] lr: 1.500e-01, eta: 18:03:52, time: 2.237, data_time: 0.001, memory: 8577, loss_action_cls: 0.0378, recall@thr=0.5: 0.6942, prec@thr=0.5: 0.7694, recall@top3: 0.7982, prec@top3: 0.6461, recall@top5: 0.9291, prec@top5: 0.4633, loss: 0.0378, grad_norm: 0.1028 2021-02-24 13:21:34,822 - mmaction - INFO - Epoch [6][720/1921] lr: 1.500e-01, eta: 18:02:03, time: 2.233, data_time: 0.001, memory: 8577, loss_action_cls: 0.0376, recall@thr=0.5: 0.7004, prec@thr=0.5: 0.7703, recall@top3: 0.8039, prec@top3: 0.6541, recall@top5: 0.9329, prec@top5: 0.4677, loss: 0.0376, grad_norm: 0.0963 2021-02-24 13:22:18,946 - mmaction - INFO - Epoch [6][740/1921] lr: 1.500e-01, eta: 17:59:58, time: 2.206, data_time: 0.001, memory: 8577, loss_action_cls: 0.0379, recall@thr=0.5: 0.6877, prec@thr=0.5: 0.7679, recall@top3: 0.8027, prec@top3: 0.6580, recall@top5: 0.9374, prec@top5: 0.4719, loss: 0.0379, grad_norm: 0.0955 2021-02-24 13:23:03,394 - mmaction - INFO - Epoch [6][760/1921] lr: 1.500e-01, eta: 17:58:08, time: 2.222, data_time: 0.001, memory: 8577, loss_action_cls: 0.0384, recall@thr=0.5: 0.7010, prec@thr=0.5: 0.7727, recall@top3: 0.8049, prec@top3: 0.6562, recall@top5: 0.9322, prec@top5: 0.4692, loss: 0.0384, grad_norm: 0.0971 2021-02-24 13:23:46,805 - mmaction - INFO - Epoch [6][780/1921] lr: 1.500e-01, eta: 17:55:45, time: 2.171, data_time: 0.001, memory: 8577, loss_action_cls: 0.0379, recall@thr=0.5: 0.6870, prec@thr=0.5: 0.7647, recall@top3: 0.8001, prec@top3: 0.6461, recall@top5: 0.9326, prec@top5: 0.4645, loss: 0.0379, grad_norm: 0.1013 2021-02-24 13:24:31,253 - mmaction - INFO - Epoch [6][800/1921] lr: 1.500e-01, eta: 17:54:03, time: 2.222, data_time: 0.001, memory: 8577, loss_action_cls: 0.0384, recall@thr=0.5: 0.6932, prec@thr=0.5: 0.7688, recall@top3: 0.8011, prec@top3: 0.6546, recall@top5: 0.9292, prec@top5: 0.4656, loss: 0.0384, grad_norm: 0.0952 2021-02-24 13:25:15,500 - mmaction - INFO - Epoch [6][820/1921] lr: 1.500e-01, eta: 17:52:17, time: 2.213, data_time: 0.001, memory: 8577, loss_action_cls: 0.0372, recall@thr=0.5: 0.6964, prec@thr=0.5: 0.7707, recall@top3: 0.8071, prec@top3: 0.6555, recall@top5: 0.9379, prec@top5: 0.4685, loss: 0.0372, grad_norm: 0.0972 2021-02-24 13:25:59,960 - mmaction - INFO - Epoch [6][840/1921] lr: 1.500e-01, eta: 17:50:41, time: 2.223, data_time: 0.001, memory: 8577, loss_action_cls: 0.0387, recall@thr=0.5: 0.6806, prec@thr=0.5: 0.7586, recall@top3: 0.7973, prec@top3: 0.6475, recall@top5: 0.9267, prec@top5: 0.4613, loss: 0.0387, grad_norm: 0.0969 2021-02-24 13:26:43,822 - mmaction - INFO - Epoch [6][860/1921] lr: 1.500e-01, eta: 17:48:48, time: 2.193, data_time: 0.001, memory: 8577, loss_action_cls: 0.0377, recall@thr=0.5: 0.6957, prec@thr=0.5: 0.7596, recall@top3: 0.7934, prec@top3: 0.6511, recall@top5: 0.9331, prec@top5: 0.4705, loss: 0.0377, grad_norm: 0.0984 2021-02-24 13:27:28,473 - mmaction - INFO - Epoch [6][880/1921] lr: 1.500e-01, eta: 17:47:22, time: 2.232, data_time: 0.001, memory: 8577, loss_action_cls: 0.0375, recall@thr=0.5: 0.6977, prec@thr=0.5: 0.7609, recall@top3: 0.8025, prec@top3: 0.6642, recall@top5: 0.9354, prec@top5: 0.4759, loss: 0.0375, grad_norm: 0.0921 2021-02-24 13:28:12,873 - mmaction - INFO - Epoch [6][900/1921] lr: 1.500e-01, eta: 17:45:52, time: 2.220, data_time: 0.005, memory: 8577, loss_action_cls: 0.0369, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7755, recall@top3: 0.8159, prec@top3: 0.6658, recall@top5: 0.9424, prec@top5: 0.4733, loss: 0.0369, grad_norm: 0.0911 2021-02-24 13:28:57,610 - mmaction - INFO - Epoch [6][920/1921] lr: 1.500e-01, eta: 17:44:33, time: 2.237, data_time: 0.001, memory: 8577, loss_action_cls: 0.0382, recall@thr=0.5: 0.6959, prec@thr=0.5: 0.7688, recall@top3: 0.7981, prec@top3: 0.6510, recall@top5: 0.9355, prec@top5: 0.4695, loss: 0.0382, grad_norm: 0.1003 2021-02-24 13:29:42,456 - mmaction - INFO - Epoch [6][940/1921] lr: 1.500e-01, eta: 17:43:19, time: 2.242, data_time: 0.001, memory: 8577, loss_action_cls: 0.0375, recall@thr=0.5: 0.6916, prec@thr=0.5: 0.7626, recall@top3: 0.8024, prec@top3: 0.6508, recall@top5: 0.9331, prec@top5: 0.4651, loss: 0.0375, grad_norm: 0.0950 2021-02-24 13:30:27,041 - mmaction - INFO - Epoch [6][960/1921] lr: 1.500e-01, eta: 17:41:59, time: 2.229, data_time: 0.001, memory: 8577, loss_action_cls: 0.0360, recall@thr=0.5: 0.7134, prec@thr=0.5: 0.7888, recall@top3: 0.8139, prec@top3: 0.6590, recall@top5: 0.9397, prec@top5: 0.4689, loss: 0.0360, grad_norm: 0.0872 2021-02-24 13:31:11,917 - mmaction - INFO - Epoch [6][980/1921] lr: 1.500e-01, eta: 17:40:48, time: 2.244, data_time: 0.001, memory: 8577, loss_action_cls: 0.0377, recall@thr=0.5: 0.7060, prec@thr=0.5: 0.7738, recall@top3: 0.8038, prec@top3: 0.6501, recall@top5: 0.9329, prec@top5: 0.4639, loss: 0.0377, grad_norm: 0.1006 2021-02-24 13:31:55,609 - mmaction - INFO - Epoch [6][1000/1921] lr: 1.500e-01, eta: 17:39:06, time: 2.185, data_time: 0.001, memory: 8577, loss_action_cls: 0.0380, recall@thr=0.5: 0.7022, prec@thr=0.5: 0.7694, recall@top3: 0.8007, prec@top3: 0.6566, recall@top5: 0.9362, prec@top5: 0.4724, loss: 0.0380, grad_norm: 0.0987 2021-02-24 13:32:40,715 - mmaction - INFO - Epoch [6][1020/1921] lr: 1.500e-01, eta: 17:38:04, time: 2.255, data_time: 0.001, memory: 8577, loss_action_cls: 0.0376, recall@thr=0.5: 0.6952, prec@thr=0.5: 0.7708, recall@top3: 0.7999, prec@top3: 0.6485, recall@top5: 0.9366, prec@top5: 0.4678, loss: 0.0376, grad_norm: 0.0929 2021-02-24 13:33:25,556 - mmaction - INFO - Epoch [6][1040/1921] lr: 1.500e-01, eta: 17:36:56, time: 2.242, data_time: 0.001, memory: 8577, loss_action_cls: 0.0378, recall@thr=0.5: 0.6974, prec@thr=0.5: 0.7701, recall@top3: 0.8026, prec@top3: 0.6472, recall@top5: 0.9258, prec@top5: 0.4607, loss: 0.0378, grad_norm: 0.0983 2021-02-24 13:34:09,608 - mmaction - INFO - Epoch [6][1060/1921] lr: 1.500e-01, eta: 17:35:28, time: 2.203, data_time: 0.001, memory: 8577, loss_action_cls: 0.0381, recall@thr=0.5: 0.6818, prec@thr=0.5: 0.7678, recall@top3: 0.7987, prec@top3: 0.6509, recall@top5: 0.9339, prec@top5: 0.4681, loss: 0.0381, grad_norm: 0.0989 2021-02-24 13:34:54,844 - mmaction - INFO - Epoch [6][1080/1921] lr: 1.500e-01, eta: 17:34:32, time: 2.262, data_time: 0.001, memory: 8577, loss_action_cls: 0.0375, recall@thr=0.5: 0.7075, prec@thr=0.5: 0.7738, recall@top3: 0.8032, prec@top3: 0.6580, recall@top5: 0.9323, prec@top5: 0.4704, loss: 0.0375, grad_norm: 0.0897 2021-02-24 13:35:39,496 - mmaction - INFO - Epoch [6][1100/1921] lr: 1.500e-01, eta: 17:33:22, time: 2.233, data_time: 0.001, memory: 8577, loss_action_cls: 0.0380, recall@thr=0.5: 0.6853, prec@thr=0.5: 0.7629, recall@top3: 0.8025, prec@top3: 0.6504, recall@top5: 0.9330, prec@top5: 0.4650, loss: 0.0380, grad_norm: 0.0968 2021-02-24 13:36:23,337 - mmaction - INFO - Epoch [6][1120/1921] lr: 1.500e-01, eta: 17:31:53, time: 2.192, data_time: 0.001, memory: 8577, loss_action_cls: 0.0385, recall@thr=0.5: 0.6990, prec@thr=0.5: 0.7628, recall@top3: 0.7948, prec@top3: 0.6515, recall@top5: 0.9310, prec@top5: 0.4707, loss: 0.0385, grad_norm: 0.0932 2021-02-24 13:37:07,253 - mmaction - INFO - Epoch [6][1140/1921] lr: 1.500e-01, eta: 17:30:27, time: 2.196, data_time: 0.001, memory: 8577, loss_action_cls: 0.0381, recall@thr=0.5: 0.6931, prec@thr=0.5: 0.7762, recall@top3: 0.7999, prec@top3: 0.6527, recall@top5: 0.9281, prec@top5: 0.4657, loss: 0.0381, grad_norm: 0.0930 2021-02-24 13:37:51,499 - mmaction - INFO - Epoch [6][1160/1921] lr: 1.500e-01, eta: 17:29:10, time: 2.212, data_time: 0.001, memory: 8577, loss_action_cls: 0.0376, recall@thr=0.5: 0.6980, prec@thr=0.5: 0.7650, recall@top3: 0.8023, prec@top3: 0.6558, recall@top5: 0.9358, prec@top5: 0.4714, loss: 0.0376, grad_norm: 0.0944 2021-02-24 13:38:35,813 - mmaction - INFO - Epoch [6][1180/1921] lr: 1.500e-01, eta: 17:27:56, time: 2.216, data_time: 0.001, memory: 8577, loss_action_cls: 0.0370, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7771, recall@top3: 0.8091, prec@top3: 0.6574, recall@top5: 0.9376, prec@top5: 0.4698, loss: 0.0370, grad_norm: 0.0897 2021-02-24 13:39:20,599 - mmaction - INFO - Epoch [6][1200/1921] lr: 1.500e-01, eta: 17:26:54, time: 2.239, data_time: 0.001, memory: 8577, loss_action_cls: 0.0382, recall@thr=0.5: 0.6942, prec@thr=0.5: 0.7631, recall@top3: 0.7995, prec@top3: 0.6555, recall@top5: 0.9311, prec@top5: 0.4695, loss: 0.0382, grad_norm: 0.1039 2021-02-24 13:40:05,485 - mmaction - INFO - Epoch [6][1220/1921] lr: 1.500e-01, eta: 17:25:55, time: 2.245, data_time: 0.001, memory: 8577, loss_action_cls: 0.0397, recall@thr=0.5: 0.6840, prec@thr=0.5: 0.7603, recall@top3: 0.7909, prec@top3: 0.6466, recall@top5: 0.9256, prec@top5: 0.4647, loss: 0.0397, grad_norm: 0.0963 2021-02-24 13:40:49,733 - mmaction - INFO - Epoch [6][1240/1921] lr: 1.500e-01, eta: 17:24:42, time: 2.212, data_time: 0.001, memory: 8577, loss_action_cls: 0.0382, recall@thr=0.5: 0.6924, prec@thr=0.5: 0.7679, recall@top3: 0.8016, prec@top3: 0.6585, recall@top5: 0.9357, prec@top5: 0.4721, loss: 0.0382, grad_norm: 0.0982 2021-02-24 13:41:34,427 - mmaction - INFO - Epoch [6][1260/1921] lr: 1.500e-01, eta: 17:23:40, time: 2.235, data_time: 0.001, memory: 8577, loss_action_cls: 0.0384, recall@thr=0.5: 0.6938, prec@thr=0.5: 0.7648, recall@top3: 0.7960, prec@top3: 0.6566, recall@top5: 0.9270, prec@top5: 0.4705, loss: 0.0384, grad_norm: 0.0990 2021-02-24 13:42:19,140 - mmaction - INFO - Epoch [6][1280/1921] lr: 1.500e-01, eta: 17:22:38, time: 2.236, data_time: 0.001, memory: 8577, loss_action_cls: 0.0378, recall@thr=0.5: 0.6960, prec@thr=0.5: 0.7651, recall@top3: 0.8072, prec@top3: 0.6514, recall@top5: 0.9294, prec@top5: 0.4611, loss: 0.0378, grad_norm: 0.0943 2021-02-24 13:43:03,944 - mmaction - INFO - Epoch [6][1300/1921] lr: 1.500e-01, eta: 17:21:40, time: 2.240, data_time: 0.001, memory: 8577, loss_action_cls: 0.0377, recall@thr=0.5: 0.6881, prec@thr=0.5: 0.7606, recall@top3: 0.8040, prec@top3: 0.6485, recall@top5: 0.9310, prec@top5: 0.4620, loss: 0.0377, grad_norm: 0.1018 2021-02-24 13:43:49,467 - mmaction - INFO - Epoch [6][1320/1921] lr: 1.500e-01, eta: 17:20:56, time: 2.276, data_time: 0.001, memory: 8577, loss_action_cls: 0.0381, recall@thr=0.5: 0.7000, prec@thr=0.5: 0.7740, recall@top3: 0.8042, prec@top3: 0.6598, recall@top5: 0.9325, prec@top5: 0.4721, loss: 0.0381, grad_norm: 0.0969 2021-02-24 13:44:34,038 - mmaction - INFO - Epoch [6][1340/1921] lr: 1.500e-01, eta: 17:19:53, time: 2.229, data_time: 0.002, memory: 8577, loss_action_cls: 0.0373, recall@thr=0.5: 0.7065, prec@thr=0.5: 0.7787, recall@top3: 0.8100, prec@top3: 0.6552, recall@top5: 0.9357, prec@top5: 0.4669, loss: 0.0373, grad_norm: 0.0913 2021-02-24 13:45:18,312 - mmaction - INFO - Epoch [6][1360/1921] lr: 1.500e-01, eta: 17:18:44, time: 2.214, data_time: 0.001, memory: 8577, loss_action_cls: 0.0362, recall@thr=0.5: 0.7025, prec@thr=0.5: 0.7721, recall@top3: 0.8091, prec@top3: 0.6497, recall@top5: 0.9355, prec@top5: 0.4617, loss: 0.0362, grad_norm: 0.0897 2021-02-24 13:46:02,562 - mmaction - INFO - Epoch [6][1380/1921] lr: 1.500e-01, eta: 17:17:36, time: 2.213, data_time: 0.001, memory: 8577, loss_action_cls: 0.0376, recall@thr=0.5: 0.6915, prec@thr=0.5: 0.7658, recall@top3: 0.8025, prec@top3: 0.6481, recall@top5: 0.9339, prec@top5: 0.4642, loss: 0.0376, grad_norm: 0.0964 2021-02-24 13:46:47,417 - mmaction - INFO - Epoch [6][1400/1921] lr: 1.500e-01, eta: 17:16:40, time: 2.243, data_time: 0.001, memory: 8577, loss_action_cls: 0.0372, recall@thr=0.5: 0.6947, prec@thr=0.5: 0.7736, recall@top3: 0.8117, prec@top3: 0.6511, recall@top5: 0.9357, prec@top5: 0.4626, loss: 0.0372, grad_norm: 0.0919 2021-02-24 13:47:31,636 - mmaction - INFO - Epoch [6][1420/1921] lr: 1.500e-01, eta: 17:15:33, time: 2.211, data_time: 0.001, memory: 8577, loss_action_cls: 0.0372, recall@thr=0.5: 0.7114, prec@thr=0.5: 0.7755, recall@top3: 0.8019, prec@top3: 0.6639, recall@top5: 0.9336, prec@top5: 0.4751, loss: 0.0372, grad_norm: 0.0947 2021-02-24 13:48:16,614 - mmaction - INFO - Epoch [6][1440/1921] lr: 1.500e-01, eta: 17:14:40, time: 2.249, data_time: 0.001, memory: 8577, loss_action_cls: 0.0364, recall@thr=0.5: 0.7122, prec@thr=0.5: 0.7770, recall@top3: 0.8104, prec@top3: 0.6638, recall@top5: 0.9388, prec@top5: 0.4737, loss: 0.0364, grad_norm: 0.0908 2021-02-24 13:49:01,445 - mmaction - INFO - Epoch [6][1460/1921] lr: 1.500e-01, eta: 17:13:45, time: 2.242, data_time: 0.001, memory: 8577, loss_action_cls: 0.0365, recall@thr=0.5: 0.7029, prec@thr=0.5: 0.7742, recall@top3: 0.8108, prec@top3: 0.6544, recall@top5: 0.9383, prec@top5: 0.4664, loss: 0.0365, grad_norm: 0.0900 2021-02-24 13:49:45,994 - mmaction - INFO - Epoch [6][1480/1921] lr: 1.500e-01, eta: 17:12:45, time: 2.227, data_time: 0.001, memory: 8577, loss_action_cls: 0.0375, recall@thr=0.5: 0.7032, prec@thr=0.5: 0.7709, recall@top3: 0.8048, prec@top3: 0.6552, recall@top5: 0.9324, prec@top5: 0.4686, loss: 0.0375, grad_norm: 0.0974 2021-02-24 13:50:30,181 - mmaction - INFO - Epoch [6][1500/1921] lr: 1.500e-01, eta: 17:11:38, time: 2.209, data_time: 0.001, memory: 8577, loss_action_cls: 0.0368, recall@thr=0.5: 0.7136, prec@thr=0.5: 0.7771, recall@top3: 0.8161, prec@top3: 0.6671, recall@top5: 0.9366, prec@top5: 0.4714, loss: 0.0368, grad_norm: 0.0963 2021-02-24 13:51:14,870 - mmaction - INFO - Epoch [6][1520/1921] lr: 1.500e-01, eta: 17:10:42, time: 2.234, data_time: 0.001, memory: 8577, loss_action_cls: 0.0382, recall@thr=0.5: 0.6845, prec@thr=0.5: 0.7642, recall@top3: 0.8021, prec@top3: 0.6483, recall@top5: 0.9321, prec@top5: 0.4644, loss: 0.0382, grad_norm: 0.0953 2021-02-24 13:51:59,638 - mmaction - INFO - Epoch [6][1540/1921] lr: 1.500e-01, eta: 17:09:47, time: 2.238, data_time: 0.002, memory: 8577, loss_action_cls: 0.0372, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.7791, recall@top3: 0.8080, prec@top3: 0.6651, recall@top5: 0.9376, prec@top5: 0.4756, loss: 0.0372, grad_norm: 0.0975 2021-02-24 13:52:44,161 - mmaction - INFO - Epoch [6][1560/1921] lr: 1.500e-01, eta: 17:08:48, time: 2.226, data_time: 0.001, memory: 8577, loss_action_cls: 0.0375, recall@thr=0.5: 0.7091, prec@thr=0.5: 0.7753, recall@top3: 0.8064, prec@top3: 0.6587, recall@top5: 0.9360, prec@top5: 0.4695, loss: 0.0375, grad_norm: 0.1012 2021-02-24 13:53:28,822 - mmaction - INFO - Epoch [6][1580/1921] lr: 1.500e-01, eta: 17:07:51, time: 2.233, data_time: 0.001, memory: 8577, loss_action_cls: 0.0378, recall@thr=0.5: 0.6991, prec@thr=0.5: 0.7692, recall@top3: 0.7999, prec@top3: 0.6509, recall@top5: 0.9324, prec@top5: 0.4670, loss: 0.0378, grad_norm: 0.0956 2021-02-24 13:54:13,689 - mmaction - INFO - Epoch [6][1600/1921] lr: 1.500e-01, eta: 17:06:59, time: 2.243, data_time: 0.001, memory: 8577, loss_action_cls: 0.0373, recall@thr=0.5: 0.6997, prec@thr=0.5: 0.7741, recall@top3: 0.8050, prec@top3: 0.6581, recall@top5: 0.9321, prec@top5: 0.4686, loss: 0.0373, grad_norm: 0.0889 2021-02-24 13:54:58,011 - mmaction - INFO - Epoch [6][1620/1921] lr: 1.500e-01, eta: 17:05:58, time: 2.216, data_time: 0.001, memory: 8577, loss_action_cls: 0.0366, recall@thr=0.5: 0.6992, prec@thr=0.5: 0.7745, recall@top3: 0.8131, prec@top3: 0.6631, recall@top5: 0.9335, prec@top5: 0.4680, loss: 0.0366, grad_norm: 0.0929 2021-02-24 13:55:43,230 - mmaction - INFO - Epoch [6][1640/1921] lr: 1.500e-01, eta: 17:05:11, time: 2.261, data_time: 0.001, memory: 8577, loss_action_cls: 0.0379, recall@thr=0.5: 0.6948, prec@thr=0.5: 0.7720, recall@top3: 0.8011, prec@top3: 0.6549, recall@top5: 0.9326, prec@top5: 0.4699, loss: 0.0379, grad_norm: 0.1004 2021-02-24 13:56:28,080 - mmaction - INFO - Epoch [6][1660/1921] lr: 1.500e-01, eta: 17:04:19, time: 2.242, data_time: 0.001, memory: 8577, loss_action_cls: 0.0377, recall@thr=0.5: 0.7038, prec@thr=0.5: 0.7745, recall@top3: 0.8027, prec@top3: 0.6594, recall@top5: 0.9350, prec@top5: 0.4732, loss: 0.0377, grad_norm: 0.0967 2021-02-24 13:57:12,286 - mmaction - INFO - Epoch [6][1680/1921] lr: 1.500e-01, eta: 17:03:17, time: 2.210, data_time: 0.001, memory: 8577, loss_action_cls: 0.0371, recall@thr=0.5: 0.6977, prec@thr=0.5: 0.7741, recall@top3: 0.8041, prec@top3: 0.6495, recall@top5: 0.9382, prec@top5: 0.4656, loss: 0.0371, grad_norm: 0.0939 2021-02-24 13:57:56,966 - mmaction - INFO - Epoch [6][1700/1921] lr: 1.500e-01, eta: 17:02:23, time: 2.234, data_time: 0.001, memory: 8577, loss_action_cls: 0.0378, recall@thr=0.5: 0.7071, prec@thr=0.5: 0.7726, recall@top3: 0.8087, prec@top3: 0.6635, recall@top5: 0.9301, prec@top5: 0.4688, loss: 0.0378, grad_norm: 0.0953 2021-02-24 13:58:41,917 - mmaction - INFO - Epoch [6][1720/1921] lr: 1.500e-01, eta: 17:01:33, time: 2.248, data_time: 0.001, memory: 8577, loss_action_cls: 0.0378, recall@thr=0.5: 0.6866, prec@thr=0.5: 0.7599, recall@top3: 0.8018, prec@top3: 0.6490, recall@top5: 0.9294, prec@top5: 0.4628, loss: 0.0378, grad_norm: 0.0924 2021-02-24 13:59:27,025 - mmaction - INFO - Epoch [6][1740/1921] lr: 1.500e-01, eta: 17:00:45, time: 2.255, data_time: 0.001, memory: 8577, loss_action_cls: 0.0388, recall@thr=0.5: 0.6864, prec@thr=0.5: 0.7599, recall@top3: 0.7971, prec@top3: 0.6437, recall@top5: 0.9322, prec@top5: 0.4647, loss: 0.0388, grad_norm: 0.0944 2021-02-24 14:00:11,740 - mmaction - INFO - Epoch [6][1760/1921] lr: 1.500e-01, eta: 16:59:52, time: 2.236, data_time: 0.001, memory: 8577, loss_action_cls: 0.0383, recall@thr=0.5: 0.6945, prec@thr=0.5: 0.7642, recall@top3: 0.7972, prec@top3: 0.6500, recall@top5: 0.9305, prec@top5: 0.4666, loss: 0.0383, grad_norm: 0.0960 2021-02-24 14:00:55,796 - mmaction - INFO - Epoch [6][1780/1921] lr: 1.500e-01, eta: 16:58:49, time: 2.203, data_time: 0.001, memory: 8577, loss_action_cls: 0.0368, recall@thr=0.5: 0.6999, prec@thr=0.5: 0.7771, recall@top3: 0.8102, prec@top3: 0.6562, recall@top5: 0.9367, prec@top5: 0.4674, loss: 0.0368, grad_norm: 0.0922 2021-02-24 14:01:40,525 - mmaction - INFO - Epoch [6][1800/1921] lr: 1.500e-01, eta: 16:57:56, time: 2.236, data_time: 0.001, memory: 8577, loss_action_cls: 0.0388, recall@thr=0.5: 0.6933, prec@thr=0.5: 0.7678, recall@top3: 0.7945, prec@top3: 0.6475, recall@top5: 0.9293, prec@top5: 0.4653, loss: 0.0388, grad_norm: 0.1013 2021-02-24 14:02:24,716 - mmaction - INFO - Epoch [6][1820/1921] lr: 1.500e-01, eta: 16:56:56, time: 2.209, data_time: 0.001, memory: 8577, loss_action_cls: 0.0366, recall@thr=0.5: 0.7100, prec@thr=0.5: 0.7780, recall@top3: 0.8143, prec@top3: 0.6535, recall@top5: 0.9373, prec@top5: 0.4630, loss: 0.0366, grad_norm: 0.0936 2021-02-24 14:03:09,388 - mmaction - INFO - Epoch [6][1840/1921] lr: 1.500e-01, eta: 16:56:03, time: 2.234, data_time: 0.001, memory: 8577, loss_action_cls: 0.0383, recall@thr=0.5: 0.6951, prec@thr=0.5: 0.7677, recall@top3: 0.8023, prec@top3: 0.6514, recall@top5: 0.9324, prec@top5: 0.4654, loss: 0.0383, grad_norm: 0.1029 2021-02-24 14:03:53,809 - mmaction - INFO - Epoch [6][1860/1921] lr: 1.500e-01, eta: 16:55:06, time: 2.221, data_time: 0.001, memory: 8577, loss_action_cls: 0.0368, recall@thr=0.5: 0.7017, prec@thr=0.5: 0.7824, recall@top3: 0.8149, prec@top3: 0.6570, recall@top5: 0.9383, prec@top5: 0.4652, loss: 0.0368, grad_norm: 0.0938 2021-02-24 14:04:38,320 - mmaction - INFO - Epoch [6][1880/1921] lr: 1.500e-01, eta: 16:54:11, time: 2.226, data_time: 0.001, memory: 8577, loss_action_cls: 0.0368, recall@thr=0.5: 0.7070, prec@thr=0.5: 0.7801, recall@top3: 0.8043, prec@top3: 0.6619, recall@top5: 0.9365, prec@top5: 0.4743, loss: 0.0368, grad_norm: 0.0952 2021-02-24 14:05:22,994 - mmaction - INFO - Epoch [6][1900/1921] lr: 1.500e-01, eta: 16:53:19, time: 2.234, data_time: 0.001, memory: 8577, loss_action_cls: 0.0373, recall@thr=0.5: 0.6990, prec@thr=0.5: 0.7762, recall@top3: 0.8025, prec@top3: 0.6590, recall@top5: 0.9328, prec@top5: 0.4727, loss: 0.0373, grad_norm: 0.0871 2021-02-24 14:06:05,743 - mmaction - INFO - Epoch [6][1920/1921] lr: 1.500e-01, eta: 16:52:00, time: 2.138, data_time: 0.001, memory: 8577, loss_action_cls: 0.0371, recall@thr=0.5: 0.6983, prec@thr=0.5: 0.7688, recall@top3: 0.8026, prec@top3: 0.6505, recall@top5: 0.9344, prec@top5: 0.4653, loss: 0.0371, grad_norm: 0.0912 2021-02-24 14:06:13,194 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-02-24 14:17:34,679 - mmaction - INFO - Evaluating mAP ... 2021-02-24 14:25:28,750 - mmaction - INFO - mAP@0.5IOU 0.2314 2021-02-24 14:25:29,599 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_6.pth. 2021-02-24 14:25:29,599 - mmaction - INFO - Best mAP@0.5IOU is 0.2314 at 6 epoch. 2021-02-24 14:25:30,797 - mmaction - INFO - Epoch(val) [6][1921] mAP@0.5IOU: 0.2314 2021-02-24 14:26:59,037 - mmaction - INFO - Epoch [7][20/1921] lr: 1.500e-01, eta: 17:00:37, time: 4.412, data_time: 2.255, memory: 8577, loss_action_cls: 0.0370, recall@thr=0.5: 0.6938, prec@thr=0.5: 0.7641, recall@top3: 0.8103, prec@top3: 0.6450, recall@top5: 0.9341, prec@top5: 0.4577, loss: 0.0370, grad_norm: 0.0972 2021-02-24 14:27:43,642 - mmaction - INFO - Epoch [7][40/1921] lr: 1.500e-01, eta: 16:59:39, time: 2.230, data_time: 0.001, memory: 8577, loss_action_cls: 0.0369, recall@thr=0.5: 0.7011, prec@thr=0.5: 0.7681, recall@top3: 0.8069, prec@top3: 0.6556, recall@top5: 0.9323, prec@top5: 0.4647, loss: 0.0369, grad_norm: 0.0918 2021-02-24 14:28:28,710 - mmaction - INFO - Epoch [7][60/1921] lr: 1.500e-01, eta: 16:58:46, time: 2.254, data_time: 0.001, memory: 8577, loss_action_cls: 0.0369, recall@thr=0.5: 0.6973, prec@thr=0.5: 0.7653, recall@top3: 0.8060, prec@top3: 0.6537, recall@top5: 0.9403, prec@top5: 0.4704, loss: 0.0369, grad_norm: 0.0914 2021-02-24 14:29:13,969 - mmaction - INFO - Epoch [7][80/1921] lr: 1.500e-01, eta: 16:57:57, time: 2.263, data_time: 0.001, memory: 8577, loss_action_cls: 0.0371, recall@thr=0.5: 0.7082, prec@thr=0.5: 0.7786, recall@top3: 0.8039, prec@top3: 0.6612, recall@top5: 0.9347, prec@top5: 0.4731, loss: 0.0371, grad_norm: 0.0896 2021-02-24 14:29:58,544 - mmaction - INFO - Epoch [7][100/1921] lr: 1.500e-01, eta: 16:56:58, time: 2.229, data_time: 0.001, memory: 8577, loss_action_cls: 0.0374, recall@thr=0.5: 0.7069, prec@thr=0.5: 0.7691, recall@top3: 0.8080, prec@top3: 0.6556, recall@top5: 0.9351, prec@top5: 0.4670, loss: 0.0374, grad_norm: 0.0926 2021-02-24 14:30:42,500 - mmaction - INFO - Epoch [7][120/1921] lr: 1.500e-01, eta: 16:55:52, time: 2.198, data_time: 0.001, memory: 8577, loss_action_cls: 0.0368, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7779, recall@top3: 0.8126, prec@top3: 0.6555, recall@top5: 0.9340, prec@top5: 0.4631, loss: 0.0368, grad_norm: 0.0941 2021-02-24 14:31:27,463 - mmaction - INFO - Epoch [7][140/1921] lr: 1.500e-01, eta: 16:54:59, time: 2.248, data_time: 0.001, memory: 8577, loss_action_cls: 0.0367, recall@thr=0.5: 0.6972, prec@thr=0.5: 0.7737, recall@top3: 0.8067, prec@top3: 0.6484, recall@top5: 0.9354, prec@top5: 0.4629, loss: 0.0367, grad_norm: 0.0932 2021-02-24 14:32:11,927 - mmaction - INFO - Epoch [7][160/1921] lr: 1.500e-01, eta: 16:54:00, time: 2.223, data_time: 0.001, memory: 8577, loss_action_cls: 0.0372, recall@thr=0.5: 0.7019, prec@thr=0.5: 0.7746, recall@top3: 0.8097, prec@top3: 0.6572, recall@top5: 0.9367, prec@top5: 0.4685, loss: 0.0372, grad_norm: 0.0935 2021-02-24 14:32:55,652 - mmaction - INFO - Epoch [7][180/1921] lr: 1.500e-01, eta: 16:52:51, time: 2.187, data_time: 0.001, memory: 8577, loss_action_cls: 0.0364, recall@thr=0.5: 0.7117, prec@thr=0.5: 0.7807, recall@top3: 0.8158, prec@top3: 0.6557, recall@top5: 0.9355, prec@top5: 0.4636, loss: 0.0364, grad_norm: 0.0935 2021-02-24 14:33:39,890 - mmaction - INFO - Epoch [7][200/1921] lr: 1.500e-01, eta: 16:51:50, time: 2.212, data_time: 0.001, memory: 8577, loss_action_cls: 0.0361, recall@thr=0.5: 0.7057, prec@thr=0.5: 0.7732, recall@top3: 0.8184, prec@top3: 0.6568, recall@top5: 0.9428, prec@top5: 0.4653, loss: 0.0361, grad_norm: 0.0952 2021-02-24 14:34:24,431 - mmaction - INFO - Epoch [7][220/1921] lr: 1.500e-01, eta: 16:50:53, time: 2.227, data_time: 0.001, memory: 8577, loss_action_cls: 0.0375, recall@thr=0.5: 0.7040, prec@thr=0.5: 0.7655, recall@top3: 0.8055, prec@top3: 0.6549, recall@top5: 0.9332, prec@top5: 0.4666, loss: 0.0375, grad_norm: 0.0954 2021-02-24 14:35:08,937 - mmaction - INFO - Epoch [7][240/1921] lr: 1.500e-01, eta: 16:49:55, time: 2.225, data_time: 0.001, memory: 8577, loss_action_cls: 0.0367, recall@thr=0.5: 0.7061, prec@thr=0.5: 0.7689, recall@top3: 0.8106, prec@top3: 0.6606, recall@top5: 0.9342, prec@top5: 0.4682, loss: 0.0367, grad_norm: 0.0935 2021-02-24 14:35:54,355 - mmaction - INFO - Epoch [7][260/1921] lr: 1.500e-01, eta: 16:49:09, time: 2.271, data_time: 0.001, memory: 8577, loss_action_cls: 0.0384, recall@thr=0.5: 0.6949, prec@thr=0.5: 0.7623, recall@top3: 0.7939, prec@top3: 0.6584, recall@top5: 0.9271, prec@top5: 0.4729, loss: 0.0384, grad_norm: 0.0989 2021-02-24 14:36:38,535 - mmaction - INFO - Epoch [7][280/1921] lr: 1.500e-01, eta: 16:48:08, time: 2.209, data_time: 0.001, memory: 8577, loss_action_cls: 0.0368, recall@thr=0.5: 0.7090, prec@thr=0.5: 0.7770, recall@top3: 0.8107, prec@top3: 0.6557, recall@top5: 0.9395, prec@top5: 0.4681, loss: 0.0368, grad_norm: 0.0984 2021-02-24 14:37:23,384 - mmaction - INFO - Epoch [7][300/1921] lr: 1.500e-01, eta: 16:47:15, time: 2.243, data_time: 0.001, memory: 8577, loss_action_cls: 0.0369, recall@thr=0.5: 0.7069, prec@thr=0.5: 0.7785, recall@top3: 0.8066, prec@top3: 0.6594, recall@top5: 0.9367, prec@top5: 0.4711, loss: 0.0369, grad_norm: 0.0970 2021-02-24 14:38:08,613 - mmaction - INFO - Epoch [7][320/1921] lr: 1.500e-01, eta: 16:46:27, time: 2.261, data_time: 0.001, memory: 8577, loss_action_cls: 0.0367, recall@thr=0.5: 0.6995, prec@thr=0.5: 0.7697, recall@top3: 0.8075, prec@top3: 0.6582, recall@top5: 0.9367, prec@top5: 0.4699, loss: 0.0367, grad_norm: 0.0926 2021-02-24 14:38:53,438 - mmaction - INFO - Epoch [7][340/1921] lr: 1.500e-01, eta: 16:45:35, time: 2.241, data_time: 0.001, memory: 8577, loss_action_cls: 0.0368, recall@thr=0.5: 0.7033, prec@thr=0.5: 0.7772, recall@top3: 0.8114, prec@top3: 0.6589, recall@top5: 0.9362, prec@top5: 0.4685, loss: 0.0368, grad_norm: 0.0944 2021-02-24 14:39:37,336 - mmaction - INFO - Epoch [7][360/1921] lr: 1.500e-01, eta: 16:44:31, time: 2.195, data_time: 0.001, memory: 8577, loss_action_cls: 0.0369, recall@thr=0.5: 0.7036, prec@thr=0.5: 0.7772, recall@top3: 0.8053, prec@top3: 0.6546, recall@top5: 0.9376, prec@top5: 0.4691, loss: 0.0369, grad_norm: 0.0981 2021-02-24 14:40:22,202 - mmaction - INFO - Epoch [7][380/1921] lr: 1.500e-01, eta: 16:43:39, time: 2.243, data_time: 0.001, memory: 8583, loss_action_cls: 0.0378, recall@thr=0.5: 0.7006, prec@thr=0.5: 0.7737, recall@top3: 0.8026, prec@top3: 0.6596, recall@top5: 0.9322, prec@top5: 0.4716, loss: 0.0378, grad_norm: 0.0959 2021-02-24 14:41:06,823 - mmaction - INFO - Epoch [7][400/1921] lr: 1.500e-01, eta: 16:42:45, time: 2.231, data_time: 0.001, memory: 8623, loss_action_cls: 0.0386, recall@thr=0.5: 0.6955, prec@thr=0.5: 0.7684, recall@top3: 0.8020, prec@top3: 0.6521, recall@top5: 0.9273, prec@top5: 0.4648, loss: 0.0386, grad_norm: 0.0997 2021-02-24 14:41:51,619 - mmaction - INFO - Epoch [7][420/1921] lr: 1.500e-01, eta: 16:41:52, time: 2.240, data_time: 0.001, memory: 8623, loss_action_cls: 0.0368, recall@thr=0.5: 0.7024, prec@thr=0.5: 0.7808, recall@top3: 0.8076, prec@top3: 0.6571, recall@top5: 0.9364, prec@top5: 0.4693, loss: 0.0368, grad_norm: 0.0968 2021-02-24 14:42:37,072 - mmaction - INFO - Epoch [7][440/1921] lr: 1.500e-01, eta: 16:41:07, time: 2.272, data_time: 0.001, memory: 8623, loss_action_cls: 0.0375, recall@thr=0.5: 0.7001, prec@thr=0.5: 0.7794, recall@top3: 0.8056, prec@top3: 0.6650, recall@top5: 0.9366, prec@top5: 0.4758, loss: 0.0375, grad_norm: 0.0930 2021-02-24 14:43:21,779 - mmaction - INFO - Epoch [7][460/1921] lr: 1.500e-01, eta: 16:40:14, time: 2.235, data_time: 0.001, memory: 8623, loss_action_cls: 0.0375, recall@thr=0.5: 0.7085, prec@thr=0.5: 0.7717, recall@top3: 0.8064, prec@top3: 0.6614, recall@top5: 0.9308, prec@top5: 0.4701, loss: 0.0375, grad_norm: 0.0939 2021-02-24 14:44:06,174 - mmaction - INFO - Epoch [7][480/1921] lr: 1.500e-01, eta: 16:39:17, time: 2.220, data_time: 0.001, memory: 8623, loss_action_cls: 0.0363, recall@thr=0.5: 0.7033, prec@thr=0.5: 0.7741, recall@top3: 0.8102, prec@top3: 0.6582, recall@top5: 0.9414, prec@top5: 0.4697, loss: 0.0363, grad_norm: 0.0971 2021-02-24 14:44:50,587 - mmaction - INFO - Epoch [7][500/1921] lr: 1.500e-01, eta: 16:38:21, time: 2.220, data_time: 0.001, memory: 8623, loss_action_cls: 0.0368, recall@thr=0.5: 0.7129, prec@thr=0.5: 0.7803, recall@top3: 0.8051, prec@top3: 0.6638, recall@top5: 0.9341, prec@top5: 0.4723, loss: 0.0368, grad_norm: 0.0944 2021-02-24 14:45:34,931 - mmaction - INFO - Epoch [7][520/1921] lr: 1.500e-01, eta: 16:37:25, time: 2.217, data_time: 0.001, memory: 8623, loss_action_cls: 0.0366, recall@thr=0.5: 0.7062, prec@thr=0.5: 0.7855, recall@top3: 0.8089, prec@top3: 0.6669, recall@top5: 0.9351, prec@top5: 0.4739, loss: 0.0366, grad_norm: 0.0925 2021-02-24 14:46:20,117 - mmaction - INFO - Epoch [7][540/1921] lr: 1.500e-01, eta: 16:36:37, time: 2.259, data_time: 0.001, memory: 8623, loss_action_cls: 0.0370, recall@thr=0.5: 0.7038, prec@thr=0.5: 0.7722, recall@top3: 0.8145, prec@top3: 0.6564, recall@top5: 0.9372, prec@top5: 0.4647, loss: 0.0370, grad_norm: 0.0964 2021-02-24 14:47:05,043 - mmaction - INFO - Epoch [7][560/1921] lr: 1.500e-01, eta: 16:35:47, time: 2.246, data_time: 0.001, memory: 8623, loss_action_cls: 0.0370, recall@thr=0.5: 0.7111, prec@thr=0.5: 0.7771, recall@top3: 0.8056, prec@top3: 0.6549, recall@top5: 0.9363, prec@top5: 0.4691, loss: 0.0370, grad_norm: 0.0948 2021-02-24 14:47:49,159 - mmaction - INFO - Epoch [7][580/1921] lr: 1.500e-01, eta: 16:34:48, time: 2.206, data_time: 0.001, memory: 8623, loss_action_cls: 0.0364, recall@thr=0.5: 0.7115, prec@thr=0.5: 0.7859, recall@top3: 0.8133, prec@top3: 0.6623, recall@top5: 0.9369, prec@top5: 0.4703, loss: 0.0364, grad_norm: 0.0952 2021-02-24 14:48:34,760 - mmaction - INFO - Epoch [7][600/1921] lr: 1.500e-01, eta: 16:34:05, time: 2.280, data_time: 0.001, memory: 8644, loss_action_cls: 0.0365, recall@thr=0.5: 0.7094, prec@thr=0.5: 0.7691, recall@top3: 0.8104, prec@top3: 0.6479, recall@top5: 0.9386, prec@top5: 0.4632, loss: 0.0365, grad_norm: 0.0964 2021-02-24 14:49:19,542 - mmaction - INFO - Epoch [7][620/1921] lr: 1.500e-01, eta: 16:33:14, time: 2.239, data_time: 0.001, memory: 8644, loss_action_cls: 0.0374, recall@thr=0.5: 0.6941, prec@thr=0.5: 0.7739, recall@top3: 0.8086, prec@top3: 0.6506, recall@top5: 0.9312, prec@top5: 0.4612, loss: 0.0374, grad_norm: 0.0928 2021-02-24 14:50:03,775 - mmaction - INFO - Epoch [7][640/1921] lr: 1.500e-01, eta: 16:32:17, time: 2.212, data_time: 0.001, memory: 8644, loss_action_cls: 0.0368, recall@thr=0.5: 0.7036, prec@thr=0.5: 0.7702, recall@top3: 0.8035, prec@top3: 0.6624, recall@top5: 0.9356, prec@top5: 0.4728, loss: 0.0368, grad_norm: 0.0886 2021-02-24 14:50:49,233 - mmaction - INFO - Epoch [7][660/1921] lr: 1.500e-01, eta: 16:31:33, time: 2.273, data_time: 0.001, memory: 8644, loss_action_cls: 0.0374, recall@thr=0.5: 0.6954, prec@thr=0.5: 0.7697, recall@top3: 0.7993, prec@top3: 0.6548, recall@top5: 0.9358, prec@top5: 0.4719, loss: 0.0374, grad_norm: 0.0949 2021-02-24 14:51:33,946 - mmaction - INFO - Epoch [7][680/1921] lr: 1.500e-01, eta: 16:30:41, time: 2.236, data_time: 0.001, memory: 8644, loss_action_cls: 0.0368, recall@thr=0.5: 0.7015, prec@thr=0.5: 0.7644, recall@top3: 0.8056, prec@top3: 0.6538, recall@top5: 0.9341, prec@top5: 0.4665, loss: 0.0368, grad_norm: 0.0941 2021-02-24 14:52:19,048 - mmaction - INFO - Epoch [7][700/1921] lr: 1.500e-01, eta: 16:29:53, time: 2.255, data_time: 0.001, memory: 8644, loss_action_cls: 0.0373, recall@thr=0.5: 0.7026, prec@thr=0.5: 0.7610, recall@top3: 0.8037, prec@top3: 0.6570, recall@top5: 0.9360, prec@top5: 0.4701, loss: 0.0373, grad_norm: 0.0990 2021-02-24 14:53:03,464 - mmaction - INFO - Epoch [7][720/1921] lr: 1.500e-01, eta: 16:28:58, time: 2.221, data_time: 0.001, memory: 8644, loss_action_cls: 0.0376, recall@thr=0.5: 0.6986, prec@thr=0.5: 0.7754, recall@top3: 0.7996, prec@top3: 0.6528, recall@top5: 0.9313, prec@top5: 0.4676, loss: 0.0376, grad_norm: 0.0983 2021-02-24 14:53:49,130 - mmaction - INFO - Epoch [7][740/1921] lr: 1.500e-01, eta: 16:28:16, time: 2.283, data_time: 0.001, memory: 8644, loss_action_cls: 0.0370, recall@thr=0.5: 0.7022, prec@thr=0.5: 0.7738, recall@top3: 0.8116, prec@top3: 0.6595, recall@top5: 0.9347, prec@top5: 0.4676, loss: 0.0370, grad_norm: 0.0918 2021-02-24 14:54:33,942 - mmaction - INFO - Epoch [7][760/1921] lr: 1.500e-01, eta: 16:27:26, time: 2.241, data_time: 0.001, memory: 8644, loss_action_cls: 0.0369, recall@thr=0.5: 0.7065, prec@thr=0.5: 0.7738, recall@top3: 0.8096, prec@top3: 0.6608, recall@top5: 0.9390, prec@top5: 0.4710, loss: 0.0369, grad_norm: 0.0924 2021-02-24 14:55:19,281 - mmaction - INFO - Epoch [7][780/1921] lr: 1.500e-01, eta: 16:26:40, time: 2.267, data_time: 0.001, memory: 8644, loss_action_cls: 0.0374, recall@thr=0.5: 0.7060, prec@thr=0.5: 0.7752, recall@top3: 0.8041, prec@top3: 0.6676, recall@top5: 0.9392, prec@top5: 0.4807, loss: 0.0374, grad_norm: 0.1000 2021-02-24 14:56:04,188 - mmaction - INFO - Epoch [7][800/1921] lr: 1.500e-01, eta: 16:25:51, time: 2.245, data_time: 0.001, memory: 8644, loss_action_cls: 0.0368, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.7768, recall@top3: 0.8100, prec@top3: 0.6588, recall@top5: 0.9367, prec@top5: 0.4695, loss: 0.0368, grad_norm: 0.0936 2021-02-24 14:56:48,894 - mmaction - INFO - Epoch [7][820/1921] lr: 1.500e-01, eta: 16:25:00, time: 2.235, data_time: 0.001, memory: 8644, loss_action_cls: 0.0374, recall@thr=0.5: 0.7043, prec@thr=0.5: 0.7741, recall@top3: 0.8050, prec@top3: 0.6623, recall@top5: 0.9345, prec@top5: 0.4733, loss: 0.0374, grad_norm: 0.0901 2021-02-24 14:57:33,216 - mmaction - INFO - Epoch [7][840/1921] lr: 1.500e-01, eta: 16:24:05, time: 2.216, data_time: 0.001, memory: 8644, loss_action_cls: 0.0370, recall@thr=0.5: 0.7016, prec@thr=0.5: 0.7807, recall@top3: 0.8114, prec@top3: 0.6550, recall@top5: 0.9359, prec@top5: 0.4647, loss: 0.0370, grad_norm: 0.0959 2021-02-24 14:58:17,823 - mmaction - INFO - Epoch [7][860/1921] lr: 1.500e-01, eta: 16:23:13, time: 2.230, data_time: 0.001, memory: 8644, loss_action_cls: 0.0364, recall@thr=0.5: 0.7110, prec@thr=0.5: 0.7773, recall@top3: 0.8087, prec@top3: 0.6564, recall@top5: 0.9370, prec@top5: 0.4679, loss: 0.0364, grad_norm: 0.0941 2021-02-24 14:59:02,479 - mmaction - INFO - Epoch [7][880/1921] lr: 1.500e-01, eta: 16:22:21, time: 2.233, data_time: 0.001, memory: 8644, loss_action_cls: 0.0369, recall@thr=0.5: 0.7067, prec@thr=0.5: 0.7734, recall@top3: 0.8064, prec@top3: 0.6546, recall@top5: 0.9330, prec@top5: 0.4666, loss: 0.0369, grad_norm: 0.0991 2021-02-24 14:59:46,849 - mmaction - INFO - Epoch [7][900/1921] lr: 1.500e-01, eta: 16:21:27, time: 2.218, data_time: 0.001, memory: 8644, loss_action_cls: 0.0373, recall@thr=0.5: 0.6986, prec@thr=0.5: 0.7714, recall@top3: 0.8043, prec@top3: 0.6513, recall@top5: 0.9331, prec@top5: 0.4639, loss: 0.0373, grad_norm: 0.0967 2021-02-24 15:00:31,171 - mmaction - INFO - Epoch [7][920/1921] lr: 1.500e-01, eta: 16:20:33, time: 2.216, data_time: 0.001, memory: 8644, loss_action_cls: 0.0360, recall@thr=0.5: 0.7141, prec@thr=0.5: 0.7811, recall@top3: 0.8155, prec@top3: 0.6639, recall@top5: 0.9408, prec@top5: 0.4711, loss: 0.0360, grad_norm: 0.0940 2021-02-24 15:01:15,078 - mmaction - INFO - Epoch [7][940/1921] lr: 1.500e-01, eta: 16:19:35, time: 2.195, data_time: 0.001, memory: 8644, loss_action_cls: 0.0387, recall@thr=0.5: 0.6926, prec@thr=0.5: 0.7713, recall@top3: 0.8036, prec@top3: 0.6467, recall@top5: 0.9306, prec@top5: 0.4627, loss: 0.0387, grad_norm: 0.0981 2021-02-24 15:01:59,279 - mmaction - INFO - Epoch [7][960/1921] lr: 1.500e-01, eta: 16:18:40, time: 2.210, data_time: 0.001, memory: 8644, loss_action_cls: 0.0368, recall@thr=0.5: 0.7048, prec@thr=0.5: 0.7722, recall@top3: 0.8034, prec@top3: 0.6559, recall@top5: 0.9339, prec@top5: 0.4689, loss: 0.0368, grad_norm: 0.0903 2021-02-24 15:02:44,658 - mmaction - INFO - Epoch [7][980/1921] lr: 1.500e-01, eta: 16:17:55, time: 2.269, data_time: 0.001, memory: 8644, loss_action_cls: 0.0367, recall@thr=0.5: 0.7063, prec@thr=0.5: 0.7767, recall@top3: 0.8135, prec@top3: 0.6643, recall@top5: 0.9353, prec@top5: 0.4702, loss: 0.0367, grad_norm: 0.0959 2021-02-24 15:03:29,268 - mmaction - INFO - Epoch [7][1000/1921] lr: 1.500e-01, eta: 16:17:04, time: 2.230, data_time: 0.001, memory: 8644, loss_action_cls: 0.0372, recall@thr=0.5: 0.7004, prec@thr=0.5: 0.7753, recall@top3: 0.8114, prec@top3: 0.6544, recall@top5: 0.9350, prec@top5: 0.4646, loss: 0.0372, grad_norm: 0.0916 2021-02-24 15:04:13,434 - mmaction - INFO - Epoch [7][1020/1921] lr: 1.500e-01, eta: 16:16:09, time: 2.208, data_time: 0.001, memory: 8644, loss_action_cls: 0.0368, recall@thr=0.5: 0.7052, prec@thr=0.5: 0.7798, recall@top3: 0.8083, prec@top3: 0.6605, recall@top5: 0.9355, prec@top5: 0.4703, loss: 0.0368, grad_norm: 0.0970 2021-02-24 15:04:58,498 - mmaction - INFO - Epoch [7][1040/1921] lr: 1.500e-01, eta: 16:15:22, time: 2.253, data_time: 0.001, memory: 8644, loss_action_cls: 0.0369, recall@thr=0.5: 0.6968, prec@thr=0.5: 0.7669, recall@top3: 0.8078, prec@top3: 0.6496, recall@top5: 0.9358, prec@top5: 0.4631, loss: 0.0369, grad_norm: 0.0974 2021-02-24 15:05:42,726 - mmaction - INFO - Epoch [7][1060/1921] lr: 1.500e-01, eta: 16:14:27, time: 2.211, data_time: 0.001, memory: 8644, loss_action_cls: 0.0373, recall@thr=0.5: 0.6953, prec@thr=0.5: 0.7675, recall@top3: 0.8032, prec@top3: 0.6492, recall@top5: 0.9352, prec@top5: 0.4649, loss: 0.0373, grad_norm: 0.0886 2021-02-24 15:06:28,030 - mmaction - INFO - Epoch [7][1080/1921] lr: 1.500e-01, eta: 16:13:43, time: 2.265, data_time: 0.001, memory: 8644, loss_action_cls: 0.0370, recall@thr=0.5: 0.7015, prec@thr=0.5: 0.7779, recall@top3: 0.8051, prec@top3: 0.6523, recall@top5: 0.9366, prec@top5: 0.4675, loss: 0.0370, grad_norm: 0.0918 2021-02-24 15:07:13,284 - mmaction - INFO - Epoch [7][1100/1921] lr: 1.500e-01, eta: 16:12:57, time: 2.263, data_time: 0.001, memory: 8644, loss_action_cls: 0.0371, recall@thr=0.5: 0.6934, prec@thr=0.5: 0.7710, recall@top3: 0.8026, prec@top3: 0.6569, recall@top5: 0.9359, prec@top5: 0.4716, loss: 0.0371, grad_norm: 0.0934 2021-02-24 15:07:57,917 - mmaction - INFO - Epoch [7][1120/1921] lr: 1.500e-01, eta: 16:12:07, time: 2.232, data_time: 0.001, memory: 8675, loss_action_cls: 0.0373, recall@thr=0.5: 0.7038, prec@thr=0.5: 0.7681, recall@top3: 0.8029, prec@top3: 0.6530, recall@top5: 0.9335, prec@top5: 0.4676, loss: 0.0373, grad_norm: 0.0982 2021-02-24 15:08:42,328 - mmaction - INFO - Epoch [7][1140/1921] lr: 1.500e-01, eta: 16:11:14, time: 2.221, data_time: 0.001, memory: 8675, loss_action_cls: 0.0363, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.7772, recall@top3: 0.8123, prec@top3: 0.6632, recall@top5: 0.9375, prec@top5: 0.4694, loss: 0.0363, grad_norm: 0.0926 2021-02-24 15:09:26,744 - mmaction - INFO - Epoch [7][1160/1921] lr: 1.500e-01, eta: 16:10:22, time: 2.221, data_time: 0.001, memory: 8675, loss_action_cls: 0.0368, recall@thr=0.5: 0.6947, prec@thr=0.5: 0.7711, recall@top3: 0.8050, prec@top3: 0.6575, recall@top5: 0.9379, prec@top5: 0.4698, loss: 0.0368, grad_norm: 0.0931 2021-02-24 15:10:10,959 - mmaction - INFO - Epoch [7][1180/1921] lr: 1.500e-01, eta: 16:09:28, time: 2.211, data_time: 0.001, memory: 8675, loss_action_cls: 0.0376, recall@thr=0.5: 0.6946, prec@thr=0.5: 0.7665, recall@top3: 0.7969, prec@top3: 0.6553, recall@top5: 0.9356, prec@top5: 0.4732, loss: 0.0376, grad_norm: 0.0962 2021-02-24 15:10:55,831 - mmaction - INFO - Epoch [7][1200/1921] lr: 1.500e-01, eta: 16:08:40, time: 2.243, data_time: 0.001, memory: 8675, loss_action_cls: 0.0359, recall@thr=0.5: 0.7153, prec@thr=0.5: 0.7771, recall@top3: 0.8153, prec@top3: 0.6609, recall@top5: 0.9377, prec@top5: 0.4674, loss: 0.0359, grad_norm: 0.0918 2021-02-24 15:11:40,620 - mmaction - INFO - Epoch [7][1220/1921] lr: 1.500e-01, eta: 16:07:51, time: 2.240, data_time: 0.001, memory: 8675, loss_action_cls: 0.0363, recall@thr=0.5: 0.7118, prec@thr=0.5: 0.7833, recall@top3: 0.8101, prec@top3: 0.6661, recall@top5: 0.9356, prec@top5: 0.4730, loss: 0.0363, grad_norm: 0.0978 2021-02-24 15:12:24,976 - mmaction - INFO - Epoch [7][1240/1921] lr: 1.500e-01, eta: 16:06:58, time: 2.218, data_time: 0.001, memory: 8675, loss_action_cls: 0.0367, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7802, recall@top3: 0.8111, prec@top3: 0.6627, recall@top5: 0.9399, prec@top5: 0.4739, loss: 0.0367, grad_norm: 0.0958 2021-02-24 15:13:10,347 - mmaction - INFO - Epoch [7][1260/1921] lr: 1.500e-01, eta: 16:06:14, time: 2.268, data_time: 0.001, memory: 8675, loss_action_cls: 0.0368, recall@thr=0.5: 0.7052, prec@thr=0.5: 0.7761, recall@top3: 0.8098, prec@top3: 0.6610, recall@top5: 0.9388, prec@top5: 0.4715, loss: 0.0368, grad_norm: 0.0919 2021-02-24 15:13:55,845 - mmaction - INFO - Epoch [7][1280/1921] lr: 1.500e-01, eta: 16:05:31, time: 2.275, data_time: 0.001, memory: 8675, loss_action_cls: 0.0377, recall@thr=0.5: 0.6984, prec@thr=0.5: 0.7710, recall@top3: 0.7963, prec@top3: 0.6609, recall@top5: 0.9361, prec@top5: 0.4773, loss: 0.0377, grad_norm: 0.0896 2021-02-24 15:14:39,999 - mmaction - INFO - Epoch [7][1300/1921] lr: 1.500e-01, eta: 16:04:37, time: 2.207, data_time: 0.001, memory: 8675, loss_action_cls: 0.0378, recall@thr=0.5: 0.6942, prec@thr=0.5: 0.7685, recall@top3: 0.8046, prec@top3: 0.6555, recall@top5: 0.9313, prec@top5: 0.4662, loss: 0.0378, grad_norm: 0.0973 2021-02-24 15:15:23,588 - mmaction - INFO - Epoch [7][1320/1921] lr: 1.500e-01, eta: 16:03:39, time: 2.180, data_time: 0.001, memory: 8675, loss_action_cls: 0.0367, recall@thr=0.5: 0.7067, prec@thr=0.5: 0.7691, recall@top3: 0.8041, prec@top3: 0.6508, recall@top5: 0.9347, prec@top5: 0.4650, loss: 0.0367, grad_norm: 0.0954 2021-02-24 15:16:07,627 - mmaction - INFO - Epoch [7][1340/1921] lr: 1.500e-01, eta: 16:02:45, time: 2.202, data_time: 0.001, memory: 8675, loss_action_cls: 0.0371, recall@thr=0.5: 0.7060, prec@thr=0.5: 0.7772, recall@top3: 0.8105, prec@top3: 0.6585, recall@top5: 0.9377, prec@top5: 0.4674, loss: 0.0371, grad_norm: 0.0978 2021-02-24 15:16:52,007 - mmaction - INFO - Epoch [7][1360/1921] lr: 1.500e-01, eta: 16:01:53, time: 2.219, data_time: 0.001, memory: 8675, loss_action_cls: 0.0362, recall@thr=0.5: 0.7157, prec@thr=0.5: 0.7835, recall@top3: 0.8158, prec@top3: 0.6674, recall@top5: 0.9405, prec@top5: 0.4731, loss: 0.0362, grad_norm: 0.0927 2021-02-24 15:17:36,674 - mmaction - INFO - Epoch [7][1380/1921] lr: 1.500e-01, eta: 16:01:04, time: 2.233, data_time: 0.001, memory: 8675, loss_action_cls: 0.0372, recall@thr=0.5: 0.7113, prec@thr=0.5: 0.7777, recall@top3: 0.8109, prec@top3: 0.6640, recall@top5: 0.9389, prec@top5: 0.4729, loss: 0.0372, grad_norm: 0.0938 2021-02-24 15:18:21,207 - mmaction - INFO - Epoch [7][1400/1921] lr: 1.500e-01, eta: 16:00:13, time: 2.227, data_time: 0.001, memory: 8675, loss_action_cls: 0.0361, recall@thr=0.5: 0.7116, prec@thr=0.5: 0.7797, recall@top3: 0.8123, prec@top3: 0.6610, recall@top5: 0.9390, prec@top5: 0.4696, loss: 0.0361, grad_norm: 0.0969 2021-02-24 15:19:05,977 - mmaction - INFO - Epoch [7][1420/1921] lr: 1.500e-01, eta: 15:59:25, time: 2.238, data_time: 0.001, memory: 8675, loss_action_cls: 0.0354, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.7861, recall@top3: 0.8207, prec@top3: 0.6676, recall@top5: 0.9415, prec@top5: 0.4715, loss: 0.0354, grad_norm: 0.0905 2021-02-24 15:19:50,701 - mmaction - INFO - Epoch [7][1440/1921] lr: 1.500e-01, eta: 15:58:36, time: 2.236, data_time: 0.001, memory: 8675, loss_action_cls: 0.0369, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7819, recall@top3: 0.8089, prec@top3: 0.6646, recall@top5: 0.9364, prec@top5: 0.4726, loss: 0.0369, grad_norm: 0.0993 2021-02-24 15:20:35,486 - mmaction - INFO - Epoch [7][1460/1921] lr: 1.500e-01, eta: 15:57:48, time: 2.239, data_time: 0.001, memory: 8675, loss_action_cls: 0.0369, recall@thr=0.5: 0.7047, prec@thr=0.5: 0.7777, recall@top3: 0.8089, prec@top3: 0.6587, recall@top5: 0.9387, prec@top5: 0.4711, loss: 0.0369, grad_norm: 0.0971 2021-02-24 15:21:20,525 - mmaction - INFO - Epoch [7][1480/1921] lr: 1.500e-01, eta: 15:57:02, time: 2.252, data_time: 0.001, memory: 8675, loss_action_cls: 0.0370, recall@thr=0.5: 0.7128, prec@thr=0.5: 0.7734, recall@top3: 0.8069, prec@top3: 0.6562, recall@top5: 0.9376, prec@top5: 0.4696, loss: 0.0370, grad_norm: 0.0933 2021-02-24 15:22:04,911 - mmaction - INFO - Epoch [7][1500/1921] lr: 1.500e-01, eta: 15:56:10, time: 2.219, data_time: 0.001, memory: 8675, loss_action_cls: 0.0367, recall@thr=0.5: 0.7098, prec@thr=0.5: 0.7819, recall@top3: 0.8101, prec@top3: 0.6639, recall@top5: 0.9390, prec@top5: 0.4737, loss: 0.0367, grad_norm: 0.0961 2021-02-24 15:22:49,065 - mmaction - INFO - Epoch [7][1520/1921] lr: 1.500e-01, eta: 15:55:18, time: 2.207, data_time: 0.001, memory: 8675, loss_action_cls: 0.0363, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.7894, recall@top3: 0.8189, prec@top3: 0.6642, recall@top5: 0.9397, prec@top5: 0.4700, loss: 0.0363, grad_norm: 0.0963 2021-02-24 15:23:33,734 - mmaction - INFO - Epoch [7][1540/1921] lr: 1.500e-01, eta: 15:54:29, time: 2.234, data_time: 0.001, memory: 8675, loss_action_cls: 0.0378, recall@thr=0.5: 0.7053, prec@thr=0.5: 0.7677, recall@top3: 0.8016, prec@top3: 0.6515, recall@top5: 0.9346, prec@top5: 0.4665, loss: 0.0378, grad_norm: 0.0919 2021-02-24 15:24:18,549 - mmaction - INFO - Epoch [7][1560/1921] lr: 1.500e-01, eta: 15:53:41, time: 2.241, data_time: 0.001, memory: 8675, loss_action_cls: 0.0367, recall@thr=0.5: 0.7105, prec@thr=0.5: 0.7790, recall@top3: 0.8066, prec@top3: 0.6555, recall@top5: 0.9338, prec@top5: 0.4675, loss: 0.0367, grad_norm: 0.0966 2021-02-24 15:25:03,790 - mmaction - INFO - Epoch [7][1580/1921] lr: 1.500e-01, eta: 15:52:56, time: 2.262, data_time: 0.001, memory: 8675, loss_action_cls: 0.0362, recall@thr=0.5: 0.7042, prec@thr=0.5: 0.7761, recall@top3: 0.8178, prec@top3: 0.6615, recall@top5: 0.9397, prec@top5: 0.4672, loss: 0.0362, grad_norm: 0.0936 2021-02-24 15:25:48,949 - mmaction - INFO - Epoch [7][1600/1921] lr: 1.500e-01, eta: 15:52:11, time: 2.258, data_time: 0.001, memory: 8675, loss_action_cls: 0.0372, recall@thr=0.5: 0.6976, prec@thr=0.5: 0.7696, recall@top3: 0.8060, prec@top3: 0.6580, recall@top5: 0.9356, prec@top5: 0.4689, loss: 0.0372, grad_norm: 0.0961 2021-02-24 15:26:33,150 - mmaction - INFO - Epoch [7][1620/1921] lr: 1.500e-01, eta: 15:51:19, time: 2.210, data_time: 0.001, memory: 8675, loss_action_cls: 0.0372, recall@thr=0.5: 0.6978, prec@thr=0.5: 0.7759, recall@top3: 0.8056, prec@top3: 0.6501, recall@top5: 0.9298, prec@top5: 0.4614, loss: 0.0372, grad_norm: 0.0943 2021-02-24 15:27:17,024 - mmaction - INFO - Epoch [7][1640/1921] lr: 1.500e-01, eta: 15:50:24, time: 2.193, data_time: 0.001, memory: 8675, loss_action_cls: 0.0365, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7783, recall@top3: 0.8118, prec@top3: 0.6633, recall@top5: 0.9385, prec@top5: 0.4724, loss: 0.0365, grad_norm: 0.0991 2021-02-24 15:28:02,451 - mmaction - INFO - Epoch [7][1660/1921] lr: 1.500e-01, eta: 15:49:41, time: 2.272, data_time: 0.001, memory: 8675, loss_action_cls: 0.0369, recall@thr=0.5: 0.7137, prec@thr=0.5: 0.7762, recall@top3: 0.8088, prec@top3: 0.6643, recall@top5: 0.9347, prec@top5: 0.4712, loss: 0.0369, grad_norm: 0.0897 2021-02-24 15:28:46,876 - mmaction - INFO - Epoch [7][1680/1921] lr: 1.500e-01, eta: 15:48:51, time: 2.221, data_time: 0.001, memory: 8675, loss_action_cls: 0.0357, recall@thr=0.5: 0.7146, prec@thr=0.5: 0.7829, recall@top3: 0.8145, prec@top3: 0.6670, recall@top5: 0.9408, prec@top5: 0.4738, loss: 0.0357, grad_norm: 0.0920 2021-02-24 15:29:32,203 - mmaction - INFO - Epoch [7][1700/1921] lr: 1.500e-01, eta: 15:48:07, time: 2.267, data_time: 0.001, memory: 8675, loss_action_cls: 0.0372, recall@thr=0.5: 0.7014, prec@thr=0.5: 0.7701, recall@top3: 0.8055, prec@top3: 0.6534, recall@top5: 0.9334, prec@top5: 0.4673, loss: 0.0372, grad_norm: 0.0896 2021-02-24 15:30:16,853 - mmaction - INFO - Epoch [7][1720/1921] lr: 1.500e-01, eta: 15:47:18, time: 2.232, data_time: 0.001, memory: 8675, loss_action_cls: 0.0371, recall@thr=0.5: 0.6997, prec@thr=0.5: 0.7731, recall@top3: 0.8038, prec@top3: 0.6471, recall@top5: 0.9343, prec@top5: 0.4626, loss: 0.0371, grad_norm: 0.0986 2021-02-24 15:31:02,303 - mmaction - INFO - Epoch [7][1740/1921] lr: 1.500e-01, eta: 15:46:35, time: 2.273, data_time: 0.001, memory: 8675, loss_action_cls: 0.0367, recall@thr=0.5: 0.7064, prec@thr=0.5: 0.7778, recall@top3: 0.8045, prec@top3: 0.6628, recall@top5: 0.9364, prec@top5: 0.4752, loss: 0.0367, grad_norm: 0.0925 2021-02-24 15:31:46,974 - mmaction - INFO - Epoch [7][1760/1921] lr: 1.500e-01, eta: 15:45:47, time: 2.233, data_time: 0.001, memory: 8675, loss_action_cls: 0.0367, recall@thr=0.5: 0.6994, prec@thr=0.5: 0.7729, recall@top3: 0.8080, prec@top3: 0.6481, recall@top5: 0.9343, prec@top5: 0.4614, loss: 0.0367, grad_norm: 0.0890 2021-02-24 15:32:31,595 - mmaction - INFO - Epoch [7][1780/1921] lr: 1.500e-01, eta: 15:44:58, time: 2.231, data_time: 0.001, memory: 8675, loss_action_cls: 0.0371, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7781, recall@top3: 0.8067, prec@top3: 0.6620, recall@top5: 0.9326, prec@top5: 0.4702, loss: 0.0371, grad_norm: 0.0931 2021-02-24 15:33:15,927 - mmaction - INFO - Epoch [7][1800/1921] lr: 1.500e-01, eta: 15:44:07, time: 2.217, data_time: 0.001, memory: 8675, loss_action_cls: 0.0362, recall@thr=0.5: 0.7117, prec@thr=0.5: 0.7830, recall@top3: 0.8129, prec@top3: 0.6659, recall@top5: 0.9429, prec@top5: 0.4754, loss: 0.0362, grad_norm: 0.0926 2021-02-24 15:34:00,189 - mmaction - INFO - Epoch [7][1820/1921] lr: 1.500e-01, eta: 15:43:16, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0366, recall@thr=0.5: 0.7061, prec@thr=0.5: 0.7780, recall@top3: 0.8166, prec@top3: 0.6561, recall@top5: 0.9371, prec@top5: 0.4634, loss: 0.0366, grad_norm: 0.0937 2021-02-24 15:34:45,528 - mmaction - INFO - Epoch [7][1840/1921] lr: 1.500e-01, eta: 15:42:32, time: 2.267, data_time: 0.001, memory: 8675, loss_action_cls: 0.0375, recall@thr=0.5: 0.7017, prec@thr=0.5: 0.7758, recall@top3: 0.8051, prec@top3: 0.6627, recall@top5: 0.9354, prec@top5: 0.4742, loss: 0.0375, grad_norm: 0.0894 2021-02-24 15:35:29,632 - mmaction - INFO - Epoch [7][1860/1921] lr: 1.500e-01, eta: 15:41:40, time: 2.205, data_time: 0.001, memory: 8675, loss_action_cls: 0.0376, recall@thr=0.5: 0.6996, prec@thr=0.5: 0.7744, recall@top3: 0.7992, prec@top3: 0.6579, recall@top5: 0.9330, prec@top5: 0.4730, loss: 0.0376, grad_norm: 0.0972 2021-02-24 15:36:13,900 - mmaction - INFO - Epoch [7][1880/1921] lr: 1.500e-01, eta: 15:40:49, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0371, recall@thr=0.5: 0.7009, prec@thr=0.5: 0.7703, recall@top3: 0.8060, prec@top3: 0.6559, recall@top5: 0.9344, prec@top5: 0.4686, loss: 0.0371, grad_norm: 0.0938 2021-02-24 15:36:59,114 - mmaction - INFO - Epoch [7][1900/1921] lr: 1.500e-01, eta: 15:40:05, time: 2.261, data_time: 0.001, memory: 8675, loss_action_cls: 0.0369, recall@thr=0.5: 0.7090, prec@thr=0.5: 0.7742, recall@top3: 0.8066, prec@top3: 0.6575, recall@top5: 0.9363, prec@top5: 0.4691, loss: 0.0369, grad_norm: 0.0917 2021-02-24 15:37:41,765 - mmaction - INFO - Epoch [7][1920/1921] lr: 1.500e-01, eta: 15:39:03, time: 2.133, data_time: 0.001, memory: 8675, loss_action_cls: 0.0364, recall@thr=0.5: 0.7087, prec@thr=0.5: 0.7778, recall@top3: 0.8109, prec@top3: 0.6599, recall@top5: 0.9353, prec@top5: 0.4694, loss: 0.0364, grad_norm: 0.0942 2021-02-24 15:37:46,657 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-02-24 15:49:06,790 - mmaction - INFO - Evaluating mAP ... 2021-02-24 15:57:03,978 - mmaction - INFO - mAP@0.5IOU 0.2343 2021-02-24 15:57:04,789 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_7.pth. 2021-02-24 15:57:04,789 - mmaction - INFO - Best mAP@0.5IOU is 0.2343 at 7 epoch. 2021-02-24 15:57:05,925 - mmaction - INFO - Epoch(val) [7][1921] mAP@0.5IOU: 0.2343 2021-02-24 15:58:39,001 - mmaction - INFO - Epoch [8][20/1921] lr: 1.500e-01, eta: 15:43:11, time: 4.653, data_time: 2.498, memory: 8675, loss_action_cls: 0.0351, recall@thr=0.5: 0.7276, prec@thr=0.5: 0.7900, recall@top3: 0.8224, prec@top3: 0.6675, recall@top5: 0.9436, prec@top5: 0.4729, loss: 0.0351, grad_norm: 0.0934 2021-02-24 15:59:23,549 - mmaction - INFO - Epoch [8][40/1921] lr: 1.500e-01, eta: 15:42:21, time: 2.227, data_time: 0.002, memory: 8675, loss_action_cls: 0.0359, recall@thr=0.5: 0.7316, prec@thr=0.5: 0.7932, recall@top3: 0.8166, prec@top3: 0.6783, recall@top5: 0.9407, prec@top5: 0.4803, loss: 0.0359, grad_norm: 0.0925 2021-02-24 16:00:08,104 - mmaction - INFO - Epoch [8][60/1921] lr: 1.500e-01, eta: 15:41:30, time: 2.228, data_time: 0.001, memory: 8675, loss_action_cls: 0.0370, recall@thr=0.5: 0.6993, prec@thr=0.5: 0.7733, recall@top3: 0.8062, prec@top3: 0.6510, recall@top5: 0.9316, prec@top5: 0.4640, loss: 0.0370, grad_norm: 0.0932 2021-02-24 16:00:53,106 - mmaction - INFO - Epoch [8][80/1921] lr: 1.500e-01, eta: 15:40:43, time: 2.250, data_time: 0.001, memory: 8675, loss_action_cls: 0.0355, recall@thr=0.5: 0.7117, prec@thr=0.5: 0.7743, recall@top3: 0.8144, prec@top3: 0.6610, recall@top5: 0.9405, prec@top5: 0.4694, loss: 0.0355, grad_norm: 0.0908 2021-02-24 16:01:38,026 - mmaction - INFO - Epoch [8][100/1921] lr: 1.500e-01, eta: 15:39:55, time: 2.246, data_time: 0.001, memory: 8675, loss_action_cls: 0.0355, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.7855, recall@top3: 0.8186, prec@top3: 0.6676, recall@top5: 0.9403, prec@top5: 0.4723, loss: 0.0355, grad_norm: 0.0992 2021-02-24 16:02:23,302 - mmaction - INFO - Epoch [8][120/1921] lr: 1.500e-01, eta: 15:39:09, time: 2.264, data_time: 0.001, memory: 8675, loss_action_cls: 0.0366, recall@thr=0.5: 0.7075, prec@thr=0.5: 0.7858, recall@top3: 0.8164, prec@top3: 0.6593, recall@top5: 0.9367, prec@top5: 0.4663, loss: 0.0366, grad_norm: 0.0927 2021-02-24 16:03:08,609 - mmaction - INFO - Epoch [8][140/1921] lr: 1.500e-01, eta: 15:38:23, time: 2.265, data_time: 0.001, memory: 8675, loss_action_cls: 0.0370, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7821, recall@top3: 0.8057, prec@top3: 0.6630, recall@top5: 0.9355, prec@top5: 0.4727, loss: 0.0370, grad_norm: 0.0950 2021-02-24 16:03:53,012 - mmaction - INFO - Epoch [8][160/1921] lr: 1.500e-01, eta: 15:37:32, time: 2.220, data_time: 0.001, memory: 8675, loss_action_cls: 0.0364, recall@thr=0.5: 0.7032, prec@thr=0.5: 0.7740, recall@top3: 0.8141, prec@top3: 0.6588, recall@top5: 0.9369, prec@top5: 0.4665, loss: 0.0364, grad_norm: 0.0924 2021-02-24 16:04:37,301 - mmaction - INFO - Epoch [8][180/1921] lr: 1.500e-01, eta: 15:36:40, time: 2.214, data_time: 0.001, memory: 8675, loss_action_cls: 0.0361, recall@thr=0.5: 0.7088, prec@thr=0.5: 0.7772, recall@top3: 0.8114, prec@top3: 0.6620, recall@top5: 0.9392, prec@top5: 0.4719, loss: 0.0361, grad_norm: 0.0983 2021-02-24 16:05:22,405 - mmaction - INFO - Epoch [8][200/1921] lr: 1.500e-01, eta: 15:35:53, time: 2.255, data_time: 0.001, memory: 8675, loss_action_cls: 0.0362, recall@thr=0.5: 0.7131, prec@thr=0.5: 0.7739, recall@top3: 0.8107, prec@top3: 0.6617, recall@top5: 0.9391, prec@top5: 0.4719, loss: 0.0362, grad_norm: 0.0954 2021-02-24 16:06:07,299 - mmaction - INFO - Epoch [8][220/1921] lr: 1.500e-01, eta: 15:35:05, time: 2.245, data_time: 0.001, memory: 8675, loss_action_cls: 0.0358, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.7915, recall@top3: 0.8157, prec@top3: 0.6716, recall@top5: 0.9415, prec@top5: 0.4761, loss: 0.0358, grad_norm: 0.0918 2021-02-24 16:06:52,115 - mmaction - INFO - Epoch [8][240/1921] lr: 1.500e-01, eta: 15:34:17, time: 2.241, data_time: 0.001, memory: 8675, loss_action_cls: 0.0358, recall@thr=0.5: 0.7141, prec@thr=0.5: 0.7884, recall@top3: 0.8159, prec@top3: 0.6653, recall@top5: 0.9360, prec@top5: 0.4690, loss: 0.0358, grad_norm: 0.0938 2021-02-24 16:07:36,574 - mmaction - INFO - Epoch [8][260/1921] lr: 1.500e-01, eta: 15:33:26, time: 2.223, data_time: 0.001, memory: 8675, loss_action_cls: 0.0364, recall@thr=0.5: 0.7082, prec@thr=0.5: 0.7792, recall@top3: 0.8110, prec@top3: 0.6594, recall@top5: 0.9379, prec@top5: 0.4695, loss: 0.0364, grad_norm: 0.0933 2021-02-24 16:08:21,817 - mmaction - INFO - Epoch [8][280/1921] lr: 1.500e-01, eta: 15:32:41, time: 2.262, data_time: 0.001, memory: 8675, loss_action_cls: 0.0361, recall@thr=0.5: 0.7220, prec@thr=0.5: 0.7831, recall@top3: 0.8093, prec@top3: 0.6654, recall@top5: 0.9376, prec@top5: 0.4755, loss: 0.0361, grad_norm: 0.0907 2021-02-24 16:09:05,730 - mmaction - INFO - Epoch [8][300/1921] lr: 1.500e-01, eta: 15:31:47, time: 2.196, data_time: 0.001, memory: 8675, loss_action_cls: 0.0354, recall@thr=0.5: 0.7171, prec@thr=0.5: 0.7845, recall@top3: 0.8224, prec@top3: 0.6661, recall@top5: 0.9437, prec@top5: 0.4711, loss: 0.0354, grad_norm: 0.0902 2021-02-24 16:09:50,470 - mmaction - INFO - Epoch [8][320/1921] lr: 1.500e-01, eta: 15:30:58, time: 2.237, data_time: 0.001, memory: 8675, loss_action_cls: 0.0366, recall@thr=0.5: 0.7088, prec@thr=0.5: 0.7819, recall@top3: 0.8069, prec@top3: 0.6553, recall@top5: 0.9337, prec@top5: 0.4656, loss: 0.0366, grad_norm: 0.0955 2021-02-24 16:10:35,532 - mmaction - INFO - Epoch [8][340/1921] lr: 1.500e-01, eta: 15:30:11, time: 2.253, data_time: 0.001, memory: 8675, loss_action_cls: 0.0362, recall@thr=0.5: 0.7069, prec@thr=0.5: 0.7803, recall@top3: 0.8064, prec@top3: 0.6613, recall@top5: 0.9349, prec@top5: 0.4714, loss: 0.0362, grad_norm: 0.0912 2021-02-24 16:11:21,089 - mmaction - INFO - Epoch [8][360/1921] lr: 1.500e-01, eta: 15:29:27, time: 2.278, data_time: 0.001, memory: 8675, loss_action_cls: 0.0364, recall@thr=0.5: 0.7120, prec@thr=0.5: 0.7820, recall@top3: 0.8135, prec@top3: 0.6626, recall@top5: 0.9362, prec@top5: 0.4699, loss: 0.0364, grad_norm: 0.0909 2021-02-24 16:12:05,414 - mmaction - INFO - Epoch [8][380/1921] lr: 1.500e-01, eta: 15:28:36, time: 2.216, data_time: 0.001, memory: 8675, loss_action_cls: 0.0360, recall@thr=0.5: 0.7137, prec@thr=0.5: 0.7755, recall@top3: 0.8134, prec@top3: 0.6608, recall@top5: 0.9384, prec@top5: 0.4684, loss: 0.0360, grad_norm: 0.0943 2021-02-24 16:12:50,574 - mmaction - INFO - Epoch [8][400/1921] lr: 1.500e-01, eta: 15:27:50, time: 2.258, data_time: 0.001, memory: 8675, loss_action_cls: 0.0370, recall@thr=0.5: 0.7077, prec@thr=0.5: 0.7804, recall@top3: 0.8057, prec@top3: 0.6641, recall@top5: 0.9367, prec@top5: 0.4747, loss: 0.0370, grad_norm: 0.0879 2021-02-24 16:13:34,748 - mmaction - INFO - Epoch [8][420/1921] lr: 1.500e-01, eta: 15:26:58, time: 2.209, data_time: 0.001, memory: 8675, loss_action_cls: 0.0362, recall@thr=0.5: 0.7194, prec@thr=0.5: 0.7826, recall@top3: 0.8138, prec@top3: 0.6651, recall@top5: 0.9386, prec@top5: 0.4724, loss: 0.0362, grad_norm: 0.0979 2021-02-24 16:14:20,609 - mmaction - INFO - Epoch [8][440/1921] lr: 1.500e-01, eta: 15:26:16, time: 2.293, data_time: 0.001, memory: 8675, loss_action_cls: 0.0374, recall@thr=0.5: 0.7044, prec@thr=0.5: 0.7769, recall@top3: 0.8024, prec@top3: 0.6635, recall@top5: 0.9339, prec@top5: 0.4746, loss: 0.0374, grad_norm: 0.0994 2021-02-24 16:15:05,112 - mmaction - INFO - Epoch [8][460/1921] lr: 1.500e-01, eta: 15:25:26, time: 2.225, data_time: 0.001, memory: 8675, loss_action_cls: 0.0353, recall@thr=0.5: 0.7126, prec@thr=0.5: 0.7850, recall@top3: 0.8183, prec@top3: 0.6604, recall@top5: 0.9427, prec@top5: 0.4681, loss: 0.0353, grad_norm: 0.0909 2021-02-24 16:15:49,196 - mmaction - INFO - Epoch [8][480/1921] lr: 1.500e-01, eta: 15:24:34, time: 2.204, data_time: 0.001, memory: 8675, loss_action_cls: 0.0363, recall@thr=0.5: 0.7157, prec@thr=0.5: 0.7842, recall@top3: 0.8152, prec@top3: 0.6597, recall@top5: 0.9346, prec@top5: 0.4665, loss: 0.0363, grad_norm: 0.0925 2021-02-24 16:16:34,003 - mmaction - INFO - Epoch [8][500/1921] lr: 1.500e-01, eta: 15:23:46, time: 2.240, data_time: 0.001, memory: 8675, loss_action_cls: 0.0352, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.7871, recall@top3: 0.8175, prec@top3: 0.6599, recall@top5: 0.9420, prec@top5: 0.4673, loss: 0.0352, grad_norm: 0.0940 2021-02-24 16:17:18,946 - mmaction - INFO - Epoch [8][520/1921] lr: 1.500e-01, eta: 15:22:59, time: 2.247, data_time: 0.001, memory: 8675, loss_action_cls: 0.0357, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7780, recall@top3: 0.8178, prec@top3: 0.6628, recall@top5: 0.9445, prec@top5: 0.4707, loss: 0.0357, grad_norm: 0.0932 2021-02-24 16:18:05,069 - mmaction - INFO - Epoch [8][540/1921] lr: 1.500e-01, eta: 15:22:18, time: 2.306, data_time: 0.001, memory: 8675, loss_action_cls: 0.0375, recall@thr=0.5: 0.6956, prec@thr=0.5: 0.7694, recall@top3: 0.8012, prec@top3: 0.6557, recall@top5: 0.9349, prec@top5: 0.4703, loss: 0.0375, grad_norm: 0.0977 2021-02-24 16:18:49,281 - mmaction - INFO - Epoch [8][560/1921] lr: 1.500e-01, eta: 15:21:27, time: 2.211, data_time: 0.001, memory: 8675, loss_action_cls: 0.0368, recall@thr=0.5: 0.7085, prec@thr=0.5: 0.7775, recall@top3: 0.8069, prec@top3: 0.6592, recall@top5: 0.9347, prec@top5: 0.4695, loss: 0.0368, grad_norm: 0.0948 2021-02-24 16:19:34,161 - mmaction - INFO - Epoch [8][580/1921] lr: 1.500e-01, eta: 15:20:39, time: 2.244, data_time: 0.001, memory: 8675, loss_action_cls: 0.0360, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7855, recall@top3: 0.8200, prec@top3: 0.6680, recall@top5: 0.9372, prec@top5: 0.4687, loss: 0.0360, grad_norm: 0.0871 2021-02-24 16:20:19,872 - mmaction - INFO - Epoch [8][600/1921] lr: 1.500e-01, eta: 15:19:56, time: 2.286, data_time: 0.001, memory: 8675, loss_action_cls: 0.0372, recall@thr=0.5: 0.6978, prec@thr=0.5: 0.7719, recall@top3: 0.8096, prec@top3: 0.6528, recall@top5: 0.9321, prec@top5: 0.4624, loss: 0.0372, grad_norm: 0.0923 2021-02-24 16:21:05,253 - mmaction - INFO - Epoch [8][620/1921] lr: 1.500e-01, eta: 15:19:11, time: 2.269, data_time: 0.001, memory: 8675, loss_action_cls: 0.0374, recall@thr=0.5: 0.7006, prec@thr=0.5: 0.7745, recall@top3: 0.8043, prec@top3: 0.6586, recall@top5: 0.9306, prec@top5: 0.4687, loss: 0.0374, grad_norm: 0.0933 2021-02-24 16:21:50,447 - mmaction - INFO - Epoch [8][640/1921] lr: 1.500e-01, eta: 15:18:25, time: 2.260, data_time: 0.001, memory: 8675, loss_action_cls: 0.0364, recall@thr=0.5: 0.7167, prec@thr=0.5: 0.7822, recall@top3: 0.8168, prec@top3: 0.6619, recall@top5: 0.9378, prec@top5: 0.4677, loss: 0.0364, grad_norm: 0.0915 2021-02-24 16:22:36,447 - mmaction - INFO - Epoch [8][660/1921] lr: 1.500e-01, eta: 15:17:44, time: 2.300, data_time: 0.001, memory: 8675, loss_action_cls: 0.0367, recall@thr=0.5: 0.7077, prec@thr=0.5: 0.7725, recall@top3: 0.8060, prec@top3: 0.6591, recall@top5: 0.9383, prec@top5: 0.4719, loss: 0.0367, grad_norm: 0.0914 2021-02-24 16:23:21,317 - mmaction - INFO - Epoch [8][680/1921] lr: 1.500e-01, eta: 15:16:56, time: 2.244, data_time: 0.001, memory: 8675, loss_action_cls: 0.0367, recall@thr=0.5: 0.7046, prec@thr=0.5: 0.7736, recall@top3: 0.8055, prec@top3: 0.6521, recall@top5: 0.9350, prec@top5: 0.4661, loss: 0.0367, grad_norm: 0.0947 2021-02-24 16:24:06,629 - mmaction - INFO - Epoch [8][700/1921] lr: 1.500e-01, eta: 15:16:11, time: 2.266, data_time: 0.001, memory: 8675, loss_action_cls: 0.0360, recall@thr=0.5: 0.7132, prec@thr=0.5: 0.7835, recall@top3: 0.8144, prec@top3: 0.6718, recall@top5: 0.9371, prec@top5: 0.4737, loss: 0.0360, grad_norm: 0.0915 2021-02-24 16:24:51,218 - mmaction - INFO - Epoch [8][720/1921] lr: 1.500e-01, eta: 15:15:22, time: 2.230, data_time: 0.001, memory: 8675, loss_action_cls: 0.0359, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7794, recall@top3: 0.8157, prec@top3: 0.6605, recall@top5: 0.9403, prec@top5: 0.4684, loss: 0.0359, grad_norm: 0.0948 2021-02-24 16:25:36,466 - mmaction - INFO - Epoch [8][740/1921] lr: 1.500e-01, eta: 15:14:37, time: 2.263, data_time: 0.001, memory: 8675, loss_action_cls: 0.0368, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7772, recall@top3: 0.8076, prec@top3: 0.6615, recall@top5: 0.9363, prec@top5: 0.4714, loss: 0.0368, grad_norm: 0.0934 2021-02-24 16:26:21,041 - mmaction - INFO - Epoch [8][760/1921] lr: 1.500e-01, eta: 15:13:48, time: 2.228, data_time: 0.001, memory: 8675, loss_action_cls: 0.0367, recall@thr=0.5: 0.7021, prec@thr=0.5: 0.7732, recall@top3: 0.8090, prec@top3: 0.6536, recall@top5: 0.9394, prec@top5: 0.4662, loss: 0.0367, grad_norm: 0.0907 2021-02-24 16:27:05,542 - mmaction - INFO - Epoch [8][780/1921] lr: 1.500e-01, eta: 15:12:58, time: 2.225, data_time: 0.001, memory: 8675, loss_action_cls: 0.0358, recall@thr=0.5: 0.7126, prec@thr=0.5: 0.7864, recall@top3: 0.8110, prec@top3: 0.6604, recall@top5: 0.9396, prec@top5: 0.4703, loss: 0.0358, grad_norm: 0.0933 2021-02-24 16:27:50,861 - mmaction - INFO - Epoch [8][800/1921] lr: 1.500e-01, eta: 15:12:13, time: 2.266, data_time: 0.001, memory: 8675, loss_action_cls: 0.0362, recall@thr=0.5: 0.7165, prec@thr=0.5: 0.7717, recall@top3: 0.8100, prec@top3: 0.6616, recall@top5: 0.9392, prec@top5: 0.4742, loss: 0.0362, grad_norm: 0.0934 2021-02-24 16:28:35,495 - mmaction - INFO - Epoch [8][820/1921] lr: 1.500e-01, eta: 15:11:24, time: 2.232, data_time: 0.001, memory: 8675, loss_action_cls: 0.0373, recall@thr=0.5: 0.6975, prec@thr=0.5: 0.7735, recall@top3: 0.8027, prec@top3: 0.6462, recall@top5: 0.9319, prec@top5: 0.4637, loss: 0.0373, grad_norm: 0.0966 2021-02-24 16:29:20,761 - mmaction - INFO - Epoch [8][840/1921] lr: 1.500e-01, eta: 15:10:39, time: 2.263, data_time: 0.001, memory: 8675, loss_action_cls: 0.0362, recall@thr=0.5: 0.7194, prec@thr=0.5: 0.7850, recall@top3: 0.8159, prec@top3: 0.6693, recall@top5: 0.9440, prec@top5: 0.4757, loss: 0.0362, grad_norm: 0.0960 2021-02-24 16:30:05,756 - mmaction - INFO - Epoch [8][860/1921] lr: 1.500e-01, eta: 15:09:52, time: 2.250, data_time: 0.001, memory: 8675, loss_action_cls: 0.0361, recall@thr=0.5: 0.7105, prec@thr=0.5: 0.7849, recall@top3: 0.8168, prec@top3: 0.6656, recall@top5: 0.9364, prec@top5: 0.4700, loss: 0.0361, grad_norm: 0.0932 2021-02-24 16:30:49,878 - mmaction - INFO - Epoch [8][880/1921] lr: 1.500e-01, eta: 15:09:01, time: 2.206, data_time: 0.001, memory: 8675, loss_action_cls: 0.0360, recall@thr=0.5: 0.7175, prec@thr=0.5: 0.7870, recall@top3: 0.8183, prec@top3: 0.6634, recall@top5: 0.9440, prec@top5: 0.4718, loss: 0.0360, grad_norm: 0.0936 2021-02-24 16:31:34,391 - mmaction - INFO - Epoch [8][900/1921] lr: 1.500e-01, eta: 15:08:12, time: 2.226, data_time: 0.001, memory: 8675, loss_action_cls: 0.0364, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.7816, recall@top3: 0.8122, prec@top3: 0.6638, recall@top5: 0.9388, prec@top5: 0.4727, loss: 0.0364, grad_norm: 0.0973 2021-02-24 16:32:18,584 - mmaction - INFO - Epoch [8][920/1921] lr: 1.500e-01, eta: 15:07:21, time: 2.209, data_time: 0.001, memory: 8675, loss_action_cls: 0.0372, recall@thr=0.5: 0.7038, prec@thr=0.5: 0.7723, recall@top3: 0.8035, prec@top3: 0.6633, recall@top5: 0.9331, prec@top5: 0.4736, loss: 0.0372, grad_norm: 0.0992 2021-02-24 16:33:04,336 - mmaction - INFO - Epoch [8][940/1921] lr: 1.500e-01, eta: 15:06:38, time: 2.288, data_time: 0.001, memory: 8675, loss_action_cls: 0.0362, recall@thr=0.5: 0.7080, prec@thr=0.5: 0.7804, recall@top3: 0.8104, prec@top3: 0.6581, recall@top5: 0.9403, prec@top5: 0.4705, loss: 0.0362, grad_norm: 0.0915 2021-02-24 16:33:48,946 - mmaction - INFO - Epoch [8][960/1921] lr: 1.500e-01, eta: 15:05:50, time: 2.231, data_time: 0.001, memory: 8675, loss_action_cls: 0.0347, recall@thr=0.5: 0.7276, prec@thr=0.5: 0.7908, recall@top3: 0.8240, prec@top3: 0.6681, recall@top5: 0.9416, prec@top5: 0.4701, loss: 0.0347, grad_norm: 0.0939 2021-02-24 16:34:33,389 - mmaction - INFO - Epoch [8][980/1921] lr: 1.500e-01, eta: 15:05:00, time: 2.222, data_time: 0.001, memory: 8675, loss_action_cls: 0.0363, recall@thr=0.5: 0.7050, prec@thr=0.5: 0.7816, recall@top3: 0.8159, prec@top3: 0.6598, recall@top5: 0.9385, prec@top5: 0.4667, loss: 0.0363, grad_norm: 0.0984 2021-02-24 16:35:18,735 - mmaction - INFO - Epoch [8][1000/1921] lr: 1.500e-01, eta: 15:04:16, time: 2.267, data_time: 0.001, memory: 8675, loss_action_cls: 0.0367, recall@thr=0.5: 0.7108, prec@thr=0.5: 0.7735, recall@top3: 0.8089, prec@top3: 0.6557, recall@top5: 0.9346, prec@top5: 0.4658, loss: 0.0367, grad_norm: 0.0935 2021-02-24 16:36:03,031 - mmaction - INFO - Epoch [8][1020/1921] lr: 1.500e-01, eta: 15:03:26, time: 2.215, data_time: 0.001, memory: 8675, loss_action_cls: 0.0365, recall@thr=0.5: 0.7057, prec@thr=0.5: 0.7795, recall@top3: 0.8094, prec@top3: 0.6584, recall@top5: 0.9370, prec@top5: 0.4685, loss: 0.0365, grad_norm: 0.0970 2021-02-24 16:36:46,743 - mmaction - INFO - Epoch [8][1040/1921] lr: 1.500e-01, eta: 15:02:33, time: 2.185, data_time: 0.001, memory: 8675, loss_action_cls: 0.0355, recall@thr=0.5: 0.7108, prec@thr=0.5: 0.7878, recall@top3: 0.8147, prec@top3: 0.6567, recall@top5: 0.9368, prec@top5: 0.4652, loss: 0.0355, grad_norm: 0.0924 2021-02-24 16:37:31,523 - mmaction - INFO - Epoch [8][1060/1921] lr: 1.500e-01, eta: 15:01:45, time: 2.239, data_time: 0.001, memory: 8675, loss_action_cls: 0.0358, recall@thr=0.5: 0.7170, prec@thr=0.5: 0.7883, recall@top3: 0.8175, prec@top3: 0.6583, recall@top5: 0.9443, prec@top5: 0.4685, loss: 0.0358, grad_norm: 0.0964 2021-02-24 16:38:16,889 - mmaction - INFO - Epoch [8][1080/1921] lr: 1.500e-01, eta: 15:01:00, time: 2.268, data_time: 0.001, memory: 8675, loss_action_cls: 0.0377, recall@thr=0.5: 0.7070, prec@thr=0.5: 0.7708, recall@top3: 0.8082, prec@top3: 0.6647, recall@top5: 0.9332, prec@top5: 0.4716, loss: 0.0377, grad_norm: 0.0915 2021-02-24 16:39:01,126 - mmaction - INFO - Epoch [8][1100/1921] lr: 1.500e-01, eta: 15:00:10, time: 2.212, data_time: 0.001, memory: 8675, loss_action_cls: 0.0355, recall@thr=0.5: 0.7143, prec@thr=0.5: 0.7832, recall@top3: 0.8200, prec@top3: 0.6719, recall@top5: 0.9443, prec@top5: 0.4753, loss: 0.0355, grad_norm: 0.0941 2021-02-24 16:39:45,578 - mmaction - INFO - Epoch [8][1120/1921] lr: 1.500e-01, eta: 14:59:21, time: 2.223, data_time: 0.001, memory: 8675, loss_action_cls: 0.0367, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.7779, recall@top3: 0.8138, prec@top3: 0.6626, recall@top5: 0.9386, prec@top5: 0.4698, loss: 0.0367, grad_norm: 0.0984 2021-02-24 16:40:30,084 - mmaction - INFO - Epoch [8][1140/1921] lr: 1.500e-01, eta: 14:58:32, time: 2.225, data_time: 0.001, memory: 8675, loss_action_cls: 0.0363, recall@thr=0.5: 0.7081, prec@thr=0.5: 0.7774, recall@top3: 0.8104, prec@top3: 0.6624, recall@top5: 0.9386, prec@top5: 0.4726, loss: 0.0363, grad_norm: 0.0870 2021-02-24 16:41:15,334 - mmaction - INFO - Epoch [8][1160/1921] lr: 1.500e-01, eta: 14:57:47, time: 2.263, data_time: 0.001, memory: 8675, loss_action_cls: 0.0357, recall@thr=0.5: 0.7118, prec@thr=0.5: 0.7770, recall@top3: 0.8190, prec@top3: 0.6596, recall@top5: 0.9366, prec@top5: 0.4647, loss: 0.0357, grad_norm: 0.0942 2021-02-24 16:42:00,572 - mmaction - INFO - Epoch [8][1180/1921] lr: 1.500e-01, eta: 14:57:02, time: 2.262, data_time: 0.001, memory: 8675, loss_action_cls: 0.0355, recall@thr=0.5: 0.7224, prec@thr=0.5: 0.7821, recall@top3: 0.8207, prec@top3: 0.6642, recall@top5: 0.9432, prec@top5: 0.4691, loss: 0.0355, grad_norm: 0.0936 2021-02-24 16:42:45,057 - mmaction - INFO - Epoch [8][1200/1921] lr: 1.500e-01, eta: 14:56:13, time: 2.224, data_time: 0.001, memory: 8675, loss_action_cls: 0.0359, recall@thr=0.5: 0.7135, prec@thr=0.5: 0.7856, recall@top3: 0.8125, prec@top3: 0.6642, recall@top5: 0.9381, prec@top5: 0.4724, loss: 0.0359, grad_norm: 0.0926 2021-02-24 16:43:29,545 - mmaction - INFO - Epoch [8][1220/1921] lr: 1.500e-01, eta: 14:55:24, time: 2.225, data_time: 0.001, memory: 8675, loss_action_cls: 0.0365, recall@thr=0.5: 0.7066, prec@thr=0.5: 0.7828, recall@top3: 0.8136, prec@top3: 0.6647, recall@top5: 0.9354, prec@top5: 0.4704, loss: 0.0365, grad_norm: 0.0931 2021-02-24 16:44:15,433 - mmaction - INFO - Epoch [8][1240/1921] lr: 1.500e-01, eta: 14:54:42, time: 2.294, data_time: 0.001, memory: 8675, loss_action_cls: 0.0355, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.7811, recall@top3: 0.8201, prec@top3: 0.6617, recall@top5: 0.9366, prec@top5: 0.4653, loss: 0.0355, grad_norm: 0.0909 2021-02-24 16:44:59,646 - mmaction - INFO - Epoch [8][1260/1921] lr: 1.500e-01, eta: 14:53:52, time: 2.211, data_time: 0.001, memory: 8675, loss_action_cls: 0.0357, recall@thr=0.5: 0.7125, prec@thr=0.5: 0.7855, recall@top3: 0.8153, prec@top3: 0.6655, recall@top5: 0.9399, prec@top5: 0.4709, loss: 0.0357, grad_norm: 0.0967 2021-02-24 16:45:45,194 - mmaction - INFO - Epoch [8][1280/1921] lr: 1.500e-01, eta: 14:53:08, time: 2.277, data_time: 0.001, memory: 8675, loss_action_cls: 0.0366, recall@thr=0.5: 0.7075, prec@thr=0.5: 0.7720, recall@top3: 0.8096, prec@top3: 0.6584, recall@top5: 0.9367, prec@top5: 0.4696, loss: 0.0366, grad_norm: 0.0941 2021-02-24 16:46:29,855 - mmaction - INFO - Epoch [8][1300/1921] lr: 1.500e-01, eta: 14:52:20, time: 2.233, data_time: 0.001, memory: 8675, loss_action_cls: 0.0364, recall@thr=0.5: 0.7066, prec@thr=0.5: 0.7809, recall@top3: 0.8156, prec@top3: 0.6613, recall@top5: 0.9352, prec@top5: 0.4658, loss: 0.0364, grad_norm: 0.0930 2021-02-24 16:47:14,414 - mmaction - INFO - Epoch [8][1320/1921] lr: 1.500e-01, eta: 14:51:32, time: 2.228, data_time: 0.001, memory: 8675, loss_action_cls: 0.0367, recall@thr=0.5: 0.7111, prec@thr=0.5: 0.7786, recall@top3: 0.8122, prec@top3: 0.6498, recall@top5: 0.9336, prec@top5: 0.4616, loss: 0.0367, grad_norm: 0.0977 2021-02-24 16:47:58,925 - mmaction - INFO - Epoch [8][1340/1921] lr: 1.500e-01, eta: 14:50:44, time: 2.225, data_time: 0.001, memory: 8675, loss_action_cls: 0.0362, recall@thr=0.5: 0.7031, prec@thr=0.5: 0.7808, recall@top3: 0.8104, prec@top3: 0.6620, recall@top5: 0.9356, prec@top5: 0.4695, loss: 0.0362, grad_norm: 0.0907 2021-02-24 16:48:43,613 - mmaction - INFO - Epoch [8][1360/1921] lr: 1.500e-01, eta: 14:49:56, time: 2.235, data_time: 0.001, memory: 8675, loss_action_cls: 0.0358, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7857, recall@top3: 0.8157, prec@top3: 0.6679, recall@top5: 0.9412, prec@top5: 0.4738, loss: 0.0358, grad_norm: 0.0930 2021-02-24 16:49:29,182 - mmaction - INFO - Epoch [8][1380/1921] lr: 1.500e-01, eta: 14:49:12, time: 2.278, data_time: 0.001, memory: 8675, loss_action_cls: 0.0358, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7839, recall@top3: 0.8191, prec@top3: 0.6665, recall@top5: 0.9398, prec@top5: 0.4717, loss: 0.0358, grad_norm: 0.0899 2021-02-24 16:50:13,809 - mmaction - INFO - Epoch [8][1400/1921] lr: 1.500e-01, eta: 14:48:24, time: 2.231, data_time: 0.001, memory: 8675, loss_action_cls: 0.0365, recall@thr=0.5: 0.7067, prec@thr=0.5: 0.7750, recall@top3: 0.8089, prec@top3: 0.6681, recall@top5: 0.9386, prec@top5: 0.4766, loss: 0.0365, grad_norm: 0.0946 2021-02-24 16:50:58,073 - mmaction - INFO - Epoch [8][1420/1921] lr: 1.500e-01, eta: 14:47:35, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0366, recall@thr=0.5: 0.7103, prec@thr=0.5: 0.7715, recall@top3: 0.8091, prec@top3: 0.6656, recall@top5: 0.9384, prec@top5: 0.4748, loss: 0.0366, grad_norm: 0.0933 2021-02-24 16:51:41,916 - mmaction - INFO - Epoch [8][1440/1921] lr: 1.500e-01, eta: 14:46:43, time: 2.192, data_time: 0.001, memory: 8675, loss_action_cls: 0.0346, recall@thr=0.5: 0.7234, prec@thr=0.5: 0.7911, recall@top3: 0.8210, prec@top3: 0.6679, recall@top5: 0.9435, prec@top5: 0.4720, loss: 0.0346, grad_norm: 0.0947 2021-02-24 16:52:26,629 - mmaction - INFO - Epoch [8][1460/1921] lr: 1.500e-01, eta: 14:45:56, time: 2.236, data_time: 0.001, memory: 8675, loss_action_cls: 0.0362, recall@thr=0.5: 0.7203, prec@thr=0.5: 0.7823, recall@top3: 0.8149, prec@top3: 0.6719, recall@top5: 0.9396, prec@top5: 0.4772, loss: 0.0362, grad_norm: 0.0962 2021-02-24 16:53:11,720 - mmaction - INFO - Epoch [8][1480/1921] lr: 1.500e-01, eta: 14:45:10, time: 2.254, data_time: 0.001, memory: 8675, loss_action_cls: 0.0369, recall@thr=0.5: 0.6991, prec@thr=0.5: 0.7732, recall@top3: 0.8119, prec@top3: 0.6617, recall@top5: 0.9390, prec@top5: 0.4707, loss: 0.0369, grad_norm: 0.0966 2021-02-24 16:53:56,085 - mmaction - INFO - Epoch [8][1500/1921] lr: 1.500e-01, eta: 14:44:21, time: 2.218, data_time: 0.001, memory: 8675, loss_action_cls: 0.0366, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7737, recall@top3: 0.8110, prec@top3: 0.6584, recall@top5: 0.9359, prec@top5: 0.4677, loss: 0.0366, grad_norm: 0.0999 2021-02-24 16:54:41,754 - mmaction - INFO - Epoch [8][1520/1921] lr: 1.500e-01, eta: 14:43:38, time: 2.284, data_time: 0.001, memory: 8675, loss_action_cls: 0.0357, recall@thr=0.5: 0.7096, prec@thr=0.5: 0.7876, recall@top3: 0.8199, prec@top3: 0.6582, recall@top5: 0.9403, prec@top5: 0.4641, loss: 0.0357, grad_norm: 0.0895 2021-02-24 16:55:27,063 - mmaction - INFO - Epoch [8][1540/1921] lr: 1.500e-01, eta: 14:42:53, time: 2.265, data_time: 0.001, memory: 8675, loss_action_cls: 0.0360, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7836, recall@top3: 0.8128, prec@top3: 0.6591, recall@top5: 0.9398, prec@top5: 0.4682, loss: 0.0360, grad_norm: 0.0885 2021-02-24 16:56:11,512 - mmaction - INFO - Epoch [8][1560/1921] lr: 1.500e-01, eta: 14:42:05, time: 2.222, data_time: 0.001, memory: 8675, loss_action_cls: 0.0363, recall@thr=0.5: 0.7227, prec@thr=0.5: 0.7867, recall@top3: 0.8167, prec@top3: 0.6681, recall@top5: 0.9399, prec@top5: 0.4733, loss: 0.0363, grad_norm: 0.0914 2021-02-24 16:56:55,471 - mmaction - INFO - Epoch [8][1580/1921] lr: 1.500e-01, eta: 14:41:14, time: 2.198, data_time: 0.001, memory: 8675, loss_action_cls: 0.0355, recall@thr=0.5: 0.7098, prec@thr=0.5: 0.7797, recall@top3: 0.8181, prec@top3: 0.6586, recall@top5: 0.9368, prec@top5: 0.4638, loss: 0.0355, grad_norm: 0.0908 2021-02-24 16:57:39,780 - mmaction - INFO - Epoch [8][1600/1921] lr: 1.500e-01, eta: 14:40:25, time: 2.215, data_time: 0.001, memory: 8675, loss_action_cls: 0.0347, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.7864, recall@top3: 0.8180, prec@top3: 0.6673, recall@top5: 0.9413, prec@top5: 0.4730, loss: 0.0347, grad_norm: 0.0937 2021-02-24 16:58:24,622 - mmaction - INFO - Epoch [8][1620/1921] lr: 1.500e-01, eta: 14:39:38, time: 2.242, data_time: 0.001, memory: 8675, loss_action_cls: 0.0365, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7800, recall@top3: 0.8077, prec@top3: 0.6647, recall@top5: 0.9373, prec@top5: 0.4751, loss: 0.0365, grad_norm: 0.0968 2021-02-24 16:59:08,972 - mmaction - INFO - Epoch [8][1640/1921] lr: 1.500e-01, eta: 14:38:50, time: 2.218, data_time: 0.001, memory: 8675, loss_action_cls: 0.0352, recall@thr=0.5: 0.7180, prec@thr=0.5: 0.7878, recall@top3: 0.8188, prec@top3: 0.6635, recall@top5: 0.9419, prec@top5: 0.4701, loss: 0.0352, grad_norm: 0.0917 2021-02-24 16:59:54,253 - mmaction - INFO - Epoch [8][1660/1921] lr: 1.500e-01, eta: 14:38:05, time: 2.264, data_time: 0.001, memory: 8675, loss_action_cls: 0.0361, recall@thr=0.5: 0.7115, prec@thr=0.5: 0.7803, recall@top3: 0.8147, prec@top3: 0.6626, recall@top5: 0.9373, prec@top5: 0.4690, loss: 0.0361, grad_norm: 0.0922 2021-02-24 17:00:39,606 - mmaction - INFO - Epoch [8][1680/1921] lr: 1.500e-01, eta: 14:37:20, time: 2.268, data_time: 0.001, memory: 8675, loss_action_cls: 0.0372, recall@thr=0.5: 0.7104, prec@thr=0.5: 0.7759, recall@top3: 0.8034, prec@top3: 0.6686, recall@top5: 0.9330, prec@top5: 0.4785, loss: 0.0372, grad_norm: 0.0899 2021-02-24 17:01:23,962 - mmaction - INFO - Epoch [8][1700/1921] lr: 1.500e-01, eta: 14:36:31, time: 2.218, data_time: 0.001, memory: 8675, loss_action_cls: 0.0370, recall@thr=0.5: 0.6946, prec@thr=0.5: 0.7722, recall@top3: 0.8038, prec@top3: 0.6578, recall@top5: 0.9362, prec@top5: 0.4718, loss: 0.0370, grad_norm: 0.0897 2021-02-24 17:02:08,127 - mmaction - INFO - Epoch [8][1720/1921] lr: 1.500e-01, eta: 14:35:42, time: 2.208, data_time: 0.001, memory: 8675, loss_action_cls: 0.0363, recall@thr=0.5: 0.7125, prec@thr=0.5: 0.7801, recall@top3: 0.8118, prec@top3: 0.6571, recall@top5: 0.9392, prec@top5: 0.4678, loss: 0.0363, grad_norm: 0.0931 2021-02-24 17:02:52,689 - mmaction - INFO - Epoch [8][1740/1921] lr: 1.500e-01, eta: 14:34:54, time: 2.228, data_time: 0.001, memory: 8675, loss_action_cls: 0.0359, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.7816, recall@top3: 0.8136, prec@top3: 0.6653, recall@top5: 0.9382, prec@top5: 0.4712, loss: 0.0359, grad_norm: 0.0923 2021-02-24 17:03:38,069 - mmaction - INFO - Epoch [8][1760/1921] lr: 1.500e-01, eta: 14:34:10, time: 2.269, data_time: 0.001, memory: 8675, loss_action_cls: 0.0363, recall@thr=0.5: 0.7094, prec@thr=0.5: 0.7789, recall@top3: 0.8121, prec@top3: 0.6611, recall@top5: 0.9400, prec@top5: 0.4693, loss: 0.0363, grad_norm: 0.0958 2021-02-24 17:04:23,439 - mmaction - INFO - Epoch [8][1780/1921] lr: 1.500e-01, eta: 14:33:25, time: 2.269, data_time: 0.001, memory: 8675, loss_action_cls: 0.0353, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.7871, recall@top3: 0.8160, prec@top3: 0.6557, recall@top5: 0.9405, prec@top5: 0.4646, loss: 0.0353, grad_norm: 0.0924 2021-02-24 17:05:09,014 - mmaction - INFO - Epoch [8][1800/1921] lr: 1.500e-01, eta: 14:32:42, time: 2.278, data_time: 0.001, memory: 8675, loss_action_cls: 0.0363, recall@thr=0.5: 0.7022, prec@thr=0.5: 0.7689, recall@top3: 0.8080, prec@top3: 0.6500, recall@top5: 0.9383, prec@top5: 0.4640, loss: 0.0363, grad_norm: 0.0951 2021-02-24 17:05:53,297 - mmaction - INFO - Epoch [8][1820/1921] lr: 1.500e-01, eta: 14:31:53, time: 2.214, data_time: 0.001, memory: 8675, loss_action_cls: 0.0350, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.7863, recall@top3: 0.8211, prec@top3: 0.6586, recall@top5: 0.9434, prec@top5: 0.4653, loss: 0.0350, grad_norm: 0.0933 2021-02-24 17:06:37,474 - mmaction - INFO - Epoch [8][1840/1921] lr: 1.500e-01, eta: 14:31:03, time: 2.208, data_time: 0.001, memory: 8675, loss_action_cls: 0.0365, recall@thr=0.5: 0.7174, prec@thr=0.5: 0.7841, recall@top3: 0.8086, prec@top3: 0.6669, recall@top5: 0.9392, prec@top5: 0.4767, loss: 0.0365, grad_norm: 0.0992 2021-02-24 17:07:22,751 - mmaction - INFO - Epoch [8][1860/1921] lr: 1.500e-01, eta: 14:30:19, time: 2.264, data_time: 0.001, memory: 8675, loss_action_cls: 0.0355, recall@thr=0.5: 0.7145, prec@thr=0.5: 0.7876, recall@top3: 0.8203, prec@top3: 0.6673, recall@top5: 0.9392, prec@top5: 0.4692, loss: 0.0355, grad_norm: 0.0890 2021-02-24 17:08:09,026 - mmaction - INFO - Epoch [8][1880/1921] lr: 1.500e-01, eta: 14:29:38, time: 2.314, data_time: 0.001, memory: 8675, loss_action_cls: 0.0366, recall@thr=0.5: 0.7109, prec@thr=0.5: 0.7788, recall@top3: 0.8068, prec@top3: 0.6620, recall@top5: 0.9360, prec@top5: 0.4714, loss: 0.0366, grad_norm: 0.0890 2021-02-24 17:08:53,502 - mmaction - INFO - Epoch [8][1900/1921] lr: 1.500e-01, eta: 14:28:50, time: 2.224, data_time: 0.001, memory: 8675, loss_action_cls: 0.0363, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7865, recall@top3: 0.8130, prec@top3: 0.6610, recall@top5: 0.9377, prec@top5: 0.4700, loss: 0.0363, grad_norm: 0.0932 2021-02-24 17:09:36,909 - mmaction - INFO - Epoch [8][1920/1921] lr: 1.500e-01, eta: 14:27:57, time: 2.170, data_time: 0.001, memory: 8675, loss_action_cls: 0.0360, recall@thr=0.5: 0.7204, prec@thr=0.5: 0.7843, recall@top3: 0.8127, prec@top3: 0.6665, recall@top5: 0.9370, prec@top5: 0.4736, loss: 0.0360, grad_norm: 0.0910 2021-02-24 17:09:41,610 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-02-24 17:20:59,120 - mmaction - INFO - Evaluating mAP ... 2021-02-24 17:29:07,261 - mmaction - INFO - mAP@0.5IOU 0.2355 2021-02-24 17:29:09,027 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_8.pth. 2021-02-24 17:29:09,028 - mmaction - INFO - Best mAP@0.5IOU is 0.2355 at 8 epoch. 2021-02-24 17:29:10,121 - mmaction - INFO - Epoch(val) [8][1921] mAP@0.5IOU: 0.2355 2021-02-24 17:30:40,179 - mmaction - INFO - Epoch [9][20/1921] lr: 1.500e-01, eta: 14:30:00, time: 4.502, data_time: 2.313, memory: 8675, loss_action_cls: 0.0353, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.7867, recall@top3: 0.8161, prec@top3: 0.6643, recall@top5: 0.9428, prec@top5: 0.4720, loss: 0.0353, grad_norm: 0.0908 2021-02-24 17:31:24,648 - mmaction - INFO - Epoch [9][40/1921] lr: 1.500e-01, eta: 14:29:11, time: 2.223, data_time: 0.001, memory: 8675, loss_action_cls: 0.0355, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7830, recall@top3: 0.8212, prec@top3: 0.6633, recall@top5: 0.9405, prec@top5: 0.4679, loss: 0.0355, grad_norm: 0.0957 2021-02-24 17:32:09,500 - mmaction - INFO - Epoch [9][60/1921] lr: 1.500e-01, eta: 14:28:24, time: 2.243, data_time: 0.001, memory: 8675, loss_action_cls: 0.0353, recall@thr=0.5: 0.7137, prec@thr=0.5: 0.7879, recall@top3: 0.8197, prec@top3: 0.6630, recall@top5: 0.9437, prec@top5: 0.4695, loss: 0.0353, grad_norm: 0.0901 2021-02-24 17:32:53,617 - mmaction - INFO - Epoch [9][80/1921] lr: 1.500e-01, eta: 14:27:34, time: 2.206, data_time: 0.001, memory: 8675, loss_action_cls: 0.0367, recall@thr=0.5: 0.7119, prec@thr=0.5: 0.7789, recall@top3: 0.8095, prec@top3: 0.6557, recall@top5: 0.9377, prec@top5: 0.4682, loss: 0.0367, grad_norm: 0.1029 2021-02-24 17:33:38,526 - mmaction - INFO - Epoch [9][100/1921] lr: 1.500e-01, eta: 14:26:47, time: 2.245, data_time: 0.001, memory: 8675, loss_action_cls: 0.0363, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.7829, recall@top3: 0.8147, prec@top3: 0.6701, recall@top5: 0.9417, prec@top5: 0.4771, loss: 0.0363, grad_norm: 0.0957 2021-02-24 17:34:22,033 - mmaction - INFO - Epoch [9][120/1921] lr: 1.500e-01, eta: 14:25:54, time: 2.175, data_time: 0.001, memory: 8675, loss_action_cls: 0.0356, recall@thr=0.5: 0.7070, prec@thr=0.5: 0.7778, recall@top3: 0.8128, prec@top3: 0.6568, recall@top5: 0.9422, prec@top5: 0.4683, loss: 0.0356, grad_norm: 0.0953 2021-02-24 17:35:06,560 - mmaction - INFO - Epoch [9][140/1921] lr: 1.500e-01, eta: 14:25:06, time: 2.226, data_time: 0.001, memory: 8675, loss_action_cls: 0.0358, recall@thr=0.5: 0.7240, prec@thr=0.5: 0.7909, recall@top3: 0.8149, prec@top3: 0.6739, recall@top5: 0.9395, prec@top5: 0.4789, loss: 0.0358, grad_norm: 0.0943 2021-02-24 17:35:50,633 - mmaction - INFO - Epoch [9][160/1921] lr: 1.500e-01, eta: 14:24:16, time: 2.204, data_time: 0.028, memory: 8675, loss_action_cls: 0.0348, recall@thr=0.5: 0.7304, prec@thr=0.5: 0.7901, recall@top3: 0.8256, prec@top3: 0.6761, recall@top5: 0.9433, prec@top5: 0.4735, loss: 0.0348, grad_norm: 0.0945 2021-02-24 17:36:34,974 - mmaction - INFO - Epoch [9][180/1921] lr: 1.500e-01, eta: 14:23:27, time: 2.217, data_time: 0.001, memory: 8675, loss_action_cls: 0.0363, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7816, recall@top3: 0.8113, prec@top3: 0.6651, recall@top5: 0.9377, prec@top5: 0.4739, loss: 0.0363, grad_norm: 0.0930 2021-02-24 17:37:18,502 - mmaction - INFO - Epoch [9][200/1921] lr: 1.500e-01, eta: 14:22:35, time: 2.176, data_time: 0.001, memory: 8675, loss_action_cls: 0.0354, recall@thr=0.5: 0.7187, prec@thr=0.5: 0.7810, recall@top3: 0.8183, prec@top3: 0.6647, recall@top5: 0.9402, prec@top5: 0.4698, loss: 0.0354, grad_norm: 0.0940 2021-02-24 17:38:04,022 - mmaction - INFO - Epoch [9][220/1921] lr: 1.500e-01, eta: 14:21:50, time: 2.276, data_time: 0.001, memory: 8675, loss_action_cls: 0.0355, recall@thr=0.5: 0.7143, prec@thr=0.5: 0.7814, recall@top3: 0.8189, prec@top3: 0.6678, recall@top5: 0.9424, prec@top5: 0.4723, loss: 0.0355, grad_norm: 0.0945 2021-02-24 17:38:48,479 - mmaction - INFO - Epoch [9][240/1921] lr: 1.500e-01, eta: 14:21:02, time: 2.223, data_time: 0.001, memory: 8675, loss_action_cls: 0.0353, recall@thr=0.5: 0.7242, prec@thr=0.5: 0.7950, recall@top3: 0.8229, prec@top3: 0.6661, recall@top5: 0.9419, prec@top5: 0.4688, loss: 0.0353, grad_norm: 0.0940 2021-02-24 17:39:33,038 - mmaction - INFO - Epoch [9][260/1921] lr: 1.500e-01, eta: 14:20:14, time: 2.228, data_time: 0.001, memory: 8675, loss_action_cls: 0.0354, recall@thr=0.5: 0.7140, prec@thr=0.5: 0.7870, recall@top3: 0.8142, prec@top3: 0.6585, recall@top5: 0.9402, prec@top5: 0.4688, loss: 0.0354, grad_norm: 0.0948 2021-02-24 17:40:18,115 - mmaction - INFO - Epoch [9][280/1921] lr: 1.500e-01, eta: 14:19:28, time: 2.254, data_time: 0.001, memory: 8675, loss_action_cls: 0.0349, recall@thr=0.5: 0.7233, prec@thr=0.5: 0.7838, recall@top3: 0.8236, prec@top3: 0.6685, recall@top5: 0.9435, prec@top5: 0.4709, loss: 0.0349, grad_norm: 0.0930 2021-02-24 17:41:02,959 - mmaction - INFO - Epoch [9][300/1921] lr: 1.500e-01, eta: 14:18:41, time: 2.242, data_time: 0.001, memory: 8675, loss_action_cls: 0.0349, recall@thr=0.5: 0.7237, prec@thr=0.5: 0.7936, recall@top3: 0.8182, prec@top3: 0.6681, recall@top5: 0.9392, prec@top5: 0.4726, loss: 0.0349, grad_norm: 0.0932 2021-02-24 17:41:48,122 - mmaction - INFO - Epoch [9][320/1921] lr: 1.500e-01, eta: 14:17:55, time: 2.258, data_time: 0.001, memory: 8675, loss_action_cls: 0.0359, recall@thr=0.5: 0.7111, prec@thr=0.5: 0.7765, recall@top3: 0.8160, prec@top3: 0.6571, recall@top5: 0.9394, prec@top5: 0.4660, loss: 0.0359, grad_norm: 0.0963 2021-02-24 17:42:32,865 - mmaction - INFO - Epoch [9][340/1921] lr: 1.500e-01, eta: 14:17:08, time: 2.237, data_time: 0.001, memory: 8675, loss_action_cls: 0.0357, recall@thr=0.5: 0.7192, prec@thr=0.5: 0.7849, recall@top3: 0.8163, prec@top3: 0.6629, recall@top5: 0.9414, prec@top5: 0.4720, loss: 0.0357, grad_norm: 0.0926 2021-02-24 17:43:18,702 - mmaction - INFO - Epoch [9][360/1921] lr: 1.500e-01, eta: 14:16:24, time: 2.292, data_time: 0.001, memory: 8675, loss_action_cls: 0.0349, recall@thr=0.5: 0.7258, prec@thr=0.5: 0.7938, recall@top3: 0.8176, prec@top3: 0.6712, recall@top5: 0.9410, prec@top5: 0.4778, loss: 0.0349, grad_norm: 0.0892 2021-02-24 17:44:03,375 - mmaction - INFO - Epoch [9][380/1921] lr: 1.500e-01, eta: 14:15:37, time: 2.233, data_time: 0.001, memory: 8675, loss_action_cls: 0.0356, recall@thr=0.5: 0.7180, prec@thr=0.5: 0.7821, recall@top3: 0.8194, prec@top3: 0.6681, recall@top5: 0.9411, prec@top5: 0.4717, loss: 0.0356, grad_norm: 0.1009 2021-02-24 17:44:47,999 - mmaction - INFO - Epoch [9][400/1921] lr: 1.500e-01, eta: 14:14:49, time: 2.231, data_time: 0.001, memory: 8675, loss_action_cls: 0.0357, recall@thr=0.5: 0.7140, prec@thr=0.5: 0.7846, recall@top3: 0.8207, prec@top3: 0.6643, recall@top5: 0.9414, prec@top5: 0.4701, loss: 0.0357, grad_norm: 0.0919 2021-02-24 17:45:33,237 - mmaction - INFO - Epoch [9][420/1921] lr: 1.500e-01, eta: 14:14:04, time: 2.262, data_time: 0.001, memory: 8675, loss_action_cls: 0.0360, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7780, recall@top3: 0.8148, prec@top3: 0.6606, recall@top5: 0.9353, prec@top5: 0.4666, loss: 0.0360, grad_norm: 0.0920 2021-02-24 17:46:18,156 - mmaction - INFO - Epoch [9][440/1921] lr: 1.500e-01, eta: 14:13:17, time: 2.246, data_time: 0.001, memory: 8675, loss_action_cls: 0.0368, recall@thr=0.5: 0.7123, prec@thr=0.5: 0.7703, recall@top3: 0.8110, prec@top3: 0.6558, recall@top5: 0.9397, prec@top5: 0.4684, loss: 0.0368, grad_norm: 0.1024 2021-02-24 17:47:02,542 - mmaction - INFO - Epoch [9][460/1921] lr: 1.500e-01, eta: 14:12:29, time: 2.219, data_time: 0.001, memory: 8675, loss_action_cls: 0.0372, recall@thr=0.5: 0.6991, prec@thr=0.5: 0.7866, recall@top3: 0.8124, prec@top3: 0.6619, recall@top5: 0.9381, prec@top5: 0.4705, loss: 0.0372, grad_norm: 0.0990 2021-02-24 17:47:47,809 - mmaction - INFO - Epoch [9][480/1921] lr: 1.500e-01, eta: 14:11:43, time: 2.263, data_time: 0.001, memory: 8675, loss_action_cls: 0.0360, recall@thr=0.5: 0.7174, prec@thr=0.5: 0.7845, recall@top3: 0.8189, prec@top3: 0.6651, recall@top5: 0.9393, prec@top5: 0.4697, loss: 0.0360, grad_norm: 0.0971 2021-02-24 17:48:33,211 - mmaction - INFO - Epoch [9][500/1921] lr: 1.500e-01, eta: 14:10:58, time: 2.270, data_time: 0.001, memory: 8675, loss_action_cls: 0.0357, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.7922, recall@top3: 0.8201, prec@top3: 0.6654, recall@top5: 0.9394, prec@top5: 0.4697, loss: 0.0357, grad_norm: 0.0920 2021-02-24 17:49:17,242 - mmaction - INFO - Epoch [9][520/1921] lr: 1.500e-01, eta: 14:10:09, time: 2.202, data_time: 0.001, memory: 8675, loss_action_cls: 0.0347, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.7936, recall@top3: 0.8186, prec@top3: 0.6662, recall@top5: 0.9426, prec@top5: 0.4709, loss: 0.0347, grad_norm: 0.0970 2021-02-24 17:50:01,836 - mmaction - INFO - Epoch [9][540/1921] lr: 1.500e-01, eta: 14:09:21, time: 2.229, data_time: 0.001, memory: 8675, loss_action_cls: 0.0357, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7869, recall@top3: 0.8190, prec@top3: 0.6632, recall@top5: 0.9419, prec@top5: 0.4700, loss: 0.0357, grad_norm: 0.0907 2021-02-24 17:50:46,908 - mmaction - INFO - Epoch [9][560/1921] lr: 1.500e-01, eta: 14:08:35, time: 2.254, data_time: 0.001, memory: 8675, loss_action_cls: 0.0345, recall@thr=0.5: 0.7369, prec@thr=0.5: 0.7903, recall@top3: 0.8222, prec@top3: 0.6829, recall@top5: 0.9434, prec@top5: 0.4817, loss: 0.0345, grad_norm: 0.0972 2021-02-24 17:51:31,710 - mmaction - INFO - Epoch [9][580/1921] lr: 1.500e-01, eta: 14:07:48, time: 2.240, data_time: 0.001, memory: 8675, loss_action_cls: 0.0364, recall@thr=0.5: 0.7065, prec@thr=0.5: 0.7741, recall@top3: 0.8155, prec@top3: 0.6603, recall@top5: 0.9373, prec@top5: 0.4674, loss: 0.0364, grad_norm: 0.0972 2021-02-24 17:52:16,982 - mmaction - INFO - Epoch [9][600/1921] lr: 1.500e-01, eta: 14:07:03, time: 2.264, data_time: 0.001, memory: 8675, loss_action_cls: 0.0354, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.7854, recall@top3: 0.8186, prec@top3: 0.6628, recall@top5: 0.9432, prec@top5: 0.4713, loss: 0.0354, grad_norm: 0.0932 2021-02-24 17:53:00,878 - mmaction - INFO - Epoch [9][620/1921] lr: 1.500e-01, eta: 14:06:13, time: 2.195, data_time: 0.001, memory: 8675, loss_action_cls: 0.0355, recall@thr=0.5: 0.7232, prec@thr=0.5: 0.7805, recall@top3: 0.8177, prec@top3: 0.6642, recall@top5: 0.9425, prec@top5: 0.4716, loss: 0.0355, grad_norm: 0.0941 2021-02-24 17:53:46,080 - mmaction - INFO - Epoch [9][640/1921] lr: 1.500e-01, eta: 14:05:27, time: 2.260, data_time: 0.001, memory: 8675, loss_action_cls: 0.0355, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7919, recall@top3: 0.8201, prec@top3: 0.6672, recall@top5: 0.9380, prec@top5: 0.4702, loss: 0.0355, grad_norm: 0.0944 2021-02-24 17:54:30,228 - mmaction - INFO - Epoch [9][660/1921] lr: 1.500e-01, eta: 14:04:38, time: 2.207, data_time: 0.001, memory: 8675, loss_action_cls: 0.0366, recall@thr=0.5: 0.7097, prec@thr=0.5: 0.7794, recall@top3: 0.8080, prec@top3: 0.6607, recall@top5: 0.9372, prec@top5: 0.4702, loss: 0.0366, grad_norm: 0.0964 2021-02-24 17:55:14,854 - mmaction - INFO - Epoch [9][680/1921] lr: 1.500e-01, eta: 14:03:50, time: 2.232, data_time: 0.001, memory: 8675, loss_action_cls: 0.0351, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7841, recall@top3: 0.8246, prec@top3: 0.6707, recall@top5: 0.9432, prec@top5: 0.4709, loss: 0.0351, grad_norm: 0.0933 2021-02-24 17:55:59,385 - mmaction - INFO - Epoch [9][700/1921] lr: 1.500e-01, eta: 14:03:03, time: 2.226, data_time: 0.001, memory: 8675, loss_action_cls: 0.0363, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7810, recall@top3: 0.8148, prec@top3: 0.6625, recall@top5: 0.9347, prec@top5: 0.4676, loss: 0.0363, grad_norm: 0.0925 2021-02-24 17:56:44,568 - mmaction - INFO - Epoch [9][720/1921] lr: 1.500e-01, eta: 14:02:17, time: 2.259, data_time: 0.001, memory: 8675, loss_action_cls: 0.0356, recall@thr=0.5: 0.7145, prec@thr=0.5: 0.7845, recall@top3: 0.8168, prec@top3: 0.6643, recall@top5: 0.9411, prec@top5: 0.4720, loss: 0.0356, grad_norm: 0.0922 2021-02-24 17:57:29,107 - mmaction - INFO - Epoch [9][740/1921] lr: 1.500e-01, eta: 14:01:29, time: 2.227, data_time: 0.001, memory: 8675, loss_action_cls: 0.0363, recall@thr=0.5: 0.7070, prec@thr=0.5: 0.7776, recall@top3: 0.8099, prec@top3: 0.6631, recall@top5: 0.9391, prec@top5: 0.4730, loss: 0.0363, grad_norm: 0.0995 2021-02-24 17:58:14,056 - mmaction - INFO - Epoch [9][760/1921] lr: 1.500e-01, eta: 14:00:43, time: 2.247, data_time: 0.001, memory: 8675, loss_action_cls: 0.0365, recall@thr=0.5: 0.7037, prec@thr=0.5: 0.7712, recall@top3: 0.8129, prec@top3: 0.6617, recall@top5: 0.9372, prec@top5: 0.4688, loss: 0.0365, grad_norm: 0.0927 2021-02-24 17:58:58,665 - mmaction - INFO - Epoch [9][780/1921] lr: 1.500e-01, eta: 13:59:56, time: 2.231, data_time: 0.001, memory: 8675, loss_action_cls: 0.0360, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.7879, recall@top3: 0.8145, prec@top3: 0.6666, recall@top5: 0.9403, prec@top5: 0.4744, loss: 0.0360, grad_norm: 0.0952 2021-02-24 17:59:43,039 - mmaction - INFO - Epoch [9][800/1921] lr: 1.500e-01, eta: 13:59:07, time: 2.219, data_time: 0.001, memory: 8675, loss_action_cls: 0.0356, recall@thr=0.5: 0.7204, prec@thr=0.5: 0.7854, recall@top3: 0.8165, prec@top3: 0.6598, recall@top5: 0.9394, prec@top5: 0.4674, loss: 0.0356, grad_norm: 0.0915 2021-02-24 18:00:29,722 - mmaction - INFO - Epoch [9][820/1921] lr: 1.500e-01, eta: 13:58:27, time: 2.332, data_time: 0.001, memory: 8675, loss_action_cls: 0.0369, recall@thr=0.5: 0.7096, prec@thr=0.5: 0.7750, recall@top3: 0.8059, prec@top3: 0.6538, recall@top5: 0.9320, prec@top5: 0.4654, loss: 0.0369, grad_norm: 0.1006 2021-02-24 18:01:17,374 - mmaction - INFO - Epoch [9][840/1921] lr: 1.500e-01, eta: 13:57:50, time: 2.385, data_time: 0.010, memory: 8675, loss_action_cls: 0.0353, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.7877, recall@top3: 0.8212, prec@top3: 0.6721, recall@top5: 0.9431, prec@top5: 0.4754, loss: 0.0353, grad_norm: 0.0890 2021-02-24 18:02:02,436 - mmaction - INFO - Epoch [9][860/1921] lr: 1.500e-01, eta: 13:57:04, time: 2.253, data_time: 0.001, memory: 8675, loss_action_cls: 0.0369, recall@thr=0.5: 0.7074, prec@thr=0.5: 0.7743, recall@top3: 0.8178, prec@top3: 0.6585, recall@top5: 0.9396, prec@top5: 0.4659, loss: 0.0369, grad_norm: 0.0985 2021-02-24 18:02:47,900 - mmaction - INFO - Epoch [9][880/1921] lr: 1.500e-01, eta: 13:56:19, time: 2.273, data_time: 0.001, memory: 8675, loss_action_cls: 0.0364, recall@thr=0.5: 0.7161, prec@thr=0.5: 0.7846, recall@top3: 0.8072, prec@top3: 0.6645, recall@top5: 0.9376, prec@top5: 0.4751, loss: 0.0364, grad_norm: 0.0977 2021-02-24 18:03:32,845 - mmaction - INFO - Epoch [9][900/1921] lr: 1.500e-01, eta: 13:55:33, time: 2.247, data_time: 0.001, memory: 8675, loss_action_cls: 0.0367, recall@thr=0.5: 0.7105, prec@thr=0.5: 0.7810, recall@top3: 0.8131, prec@top3: 0.6588, recall@top5: 0.9370, prec@top5: 0.4664, loss: 0.0367, grad_norm: 0.0966 2021-02-24 18:04:17,213 - mmaction - INFO - Epoch [9][920/1921] lr: 1.500e-01, eta: 13:54:45, time: 2.218, data_time: 0.001, memory: 8675, loss_action_cls: 0.0346, recall@thr=0.5: 0.7234, prec@thr=0.5: 0.8005, recall@top3: 0.8222, prec@top3: 0.6702, recall@top5: 0.9395, prec@top5: 0.4717, loss: 0.0346, grad_norm: 0.0926 2021-02-24 18:05:02,484 - mmaction - INFO - Epoch [9][940/1921] lr: 1.500e-01, eta: 13:53:59, time: 2.264, data_time: 0.001, memory: 8675, loss_action_cls: 0.0355, recall@thr=0.5: 0.7172, prec@thr=0.5: 0.7882, recall@top3: 0.8174, prec@top3: 0.6625, recall@top5: 0.9372, prec@top5: 0.4675, loss: 0.0355, grad_norm: 0.1000 2021-02-24 18:05:46,760 - mmaction - INFO - Epoch [9][960/1921] lr: 1.500e-01, eta: 13:53:11, time: 2.214, data_time: 0.001, memory: 8675, loss_action_cls: 0.0365, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7693, recall@top3: 0.8123, prec@top3: 0.6540, recall@top5: 0.9373, prec@top5: 0.4658, loss: 0.0365, grad_norm: 0.0986 2021-02-24 18:06:31,707 - mmaction - INFO - Epoch [9][980/1921] lr: 1.500e-01, eta: 13:52:25, time: 2.247, data_time: 0.001, memory: 8675, loss_action_cls: 0.0361, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.7879, recall@top3: 0.8225, prec@top3: 0.6651, recall@top5: 0.9396, prec@top5: 0.4685, loss: 0.0361, grad_norm: 0.0897 2021-02-24 18:07:15,856 - mmaction - INFO - Epoch [9][1000/1921] lr: 1.500e-01, eta: 13:51:36, time: 2.208, data_time: 0.001, memory: 8675, loss_action_cls: 0.0355, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7869, recall@top3: 0.8157, prec@top3: 0.6658, recall@top5: 0.9402, prec@top5: 0.4731, loss: 0.0355, grad_norm: 0.0908 2021-02-24 18:07:59,887 - mmaction - INFO - Epoch [9][1020/1921] lr: 1.500e-01, eta: 13:50:46, time: 2.202, data_time: 0.001, memory: 8675, loss_action_cls: 0.0365, recall@thr=0.5: 0.7090, prec@thr=0.5: 0.7827, recall@top3: 0.8156, prec@top3: 0.6539, recall@top5: 0.9363, prec@top5: 0.4618, loss: 0.0365, grad_norm: 0.1008 2021-02-24 18:08:44,766 - mmaction - INFO - Epoch [9][1040/1921] lr: 1.500e-01, eta: 13:50:00, time: 2.244, data_time: 0.001, memory: 8675, loss_action_cls: 0.0350, recall@thr=0.5: 0.7287, prec@thr=0.5: 0.7905, recall@top3: 0.8201, prec@top3: 0.6790, recall@top5: 0.9457, prec@top5: 0.4815, loss: 0.0350, grad_norm: 0.0972 2021-02-24 18:09:29,624 - mmaction - INFO - Epoch [9][1060/1921] lr: 1.500e-01, eta: 13:49:14, time: 2.243, data_time: 0.001, memory: 8675, loss_action_cls: 0.0361, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7871, recall@top3: 0.8161, prec@top3: 0.6661, recall@top5: 0.9397, prec@top5: 0.4729, loss: 0.0361, grad_norm: 0.0952 2021-02-24 18:10:14,473 - mmaction - INFO - Epoch [9][1080/1921] lr: 1.500e-01, eta: 13:48:27, time: 2.243, data_time: 0.001, memory: 8675, loss_action_cls: 0.0361, recall@thr=0.5: 0.7130, prec@thr=0.5: 0.7772, recall@top3: 0.8140, prec@top3: 0.6605, recall@top5: 0.9352, prec@top5: 0.4663, loss: 0.0361, grad_norm: 0.0934 2021-02-24 18:10:58,174 - mmaction - INFO - Epoch [9][1100/1921] lr: 1.500e-01, eta: 13:47:37, time: 2.185, data_time: 0.001, memory: 8675, loss_action_cls: 0.0353, recall@thr=0.5: 0.7218, prec@thr=0.5: 0.7826, recall@top3: 0.8218, prec@top3: 0.6696, recall@top5: 0.9407, prec@top5: 0.4705, loss: 0.0353, grad_norm: 0.0970 2021-02-24 18:11:42,321 - mmaction - INFO - Epoch [9][1120/1921] lr: 1.500e-01, eta: 13:46:48, time: 2.207, data_time: 0.001, memory: 8675, loss_action_cls: 0.0359, recall@thr=0.5: 0.7102, prec@thr=0.5: 0.7791, recall@top3: 0.8105, prec@top3: 0.6641, recall@top5: 0.9367, prec@top5: 0.4715, loss: 0.0359, grad_norm: 0.0932 2021-02-24 18:12:27,647 - mmaction - INFO - Epoch [9][1140/1921] lr: 1.500e-01, eta: 13:46:03, time: 2.266, data_time: 0.001, memory: 8675, loss_action_cls: 0.0345, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.7847, recall@top3: 0.8237, prec@top3: 0.6750, recall@top5: 0.9442, prec@top5: 0.4750, loss: 0.0345, grad_norm: 0.0955 2021-02-24 18:13:11,420 - mmaction - INFO - Epoch [9][1160/1921] lr: 1.500e-01, eta: 13:45:13, time: 2.189, data_time: 0.002, memory: 8675, loss_action_cls: 0.0351, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.7854, recall@top3: 0.8182, prec@top3: 0.6703, recall@top5: 0.9449, prec@top5: 0.4747, loss: 0.0351, grad_norm: 0.0941 2021-02-24 18:13:56,119 - mmaction - INFO - Epoch [9][1180/1921] lr: 1.500e-01, eta: 13:44:26, time: 2.235, data_time: 0.001, memory: 8675, loss_action_cls: 0.0351, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7874, recall@top3: 0.8202, prec@top3: 0.6644, recall@top5: 0.9420, prec@top5: 0.4693, loss: 0.0351, grad_norm: 0.0916 2021-02-24 18:14:40,861 - mmaction - INFO - Epoch [9][1200/1921] lr: 1.500e-01, eta: 13:43:40, time: 2.237, data_time: 0.001, memory: 8675, loss_action_cls: 0.0365, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7819, recall@top3: 0.8110, prec@top3: 0.6658, recall@top5: 0.9378, prec@top5: 0.4745, loss: 0.0365, grad_norm: 0.0998 2021-02-24 18:15:25,261 - mmaction - INFO - Epoch [9][1220/1921] lr: 1.500e-01, eta: 13:42:52, time: 2.220, data_time: 0.001, memory: 8675, loss_action_cls: 0.0367, recall@thr=0.5: 0.7114, prec@thr=0.5: 0.7744, recall@top3: 0.8117, prec@top3: 0.6652, recall@top5: 0.9347, prec@top5: 0.4717, loss: 0.0367, grad_norm: 0.0943 2021-02-24 18:16:10,057 - mmaction - INFO - Epoch [9][1240/1921] lr: 1.500e-01, eta: 13:42:05, time: 2.240, data_time: 0.001, memory: 8675, loss_action_cls: 0.0353, recall@thr=0.5: 0.7249, prec@thr=0.5: 0.7895, recall@top3: 0.8231, prec@top3: 0.6711, recall@top5: 0.9400, prec@top5: 0.4722, loss: 0.0353, grad_norm: 0.0899 2021-02-24 18:16:54,045 - mmaction - INFO - Epoch [9][1260/1921] lr: 1.500e-01, eta: 13:41:16, time: 2.199, data_time: 0.001, memory: 8675, loss_action_cls: 0.0348, recall@thr=0.5: 0.7248, prec@thr=0.5: 0.7892, recall@top3: 0.8240, prec@top3: 0.6665, recall@top5: 0.9404, prec@top5: 0.4687, loss: 0.0348, grad_norm: 0.0942 2021-02-24 18:17:37,812 - mmaction - INFO - Epoch [9][1280/1921] lr: 1.500e-01, eta: 13:40:26, time: 2.189, data_time: 0.001, memory: 8675, loss_action_cls: 0.0359, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7821, recall@top3: 0.8121, prec@top3: 0.6622, recall@top5: 0.9386, prec@top5: 0.4722, loss: 0.0359, grad_norm: 0.0938 2021-02-24 18:18:23,038 - mmaction - INFO - Epoch [9][1300/1921] lr: 1.500e-01, eta: 13:39:41, time: 2.261, data_time: 0.001, memory: 8675, loss_action_cls: 0.0358, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.7871, recall@top3: 0.8142, prec@top3: 0.6620, recall@top5: 0.9378, prec@top5: 0.4694, loss: 0.0358, grad_norm: 0.0921 2021-02-24 18:19:08,087 - mmaction - INFO - Epoch [9][1320/1921] lr: 1.500e-01, eta: 13:38:55, time: 2.253, data_time: 0.001, memory: 8675, loss_action_cls: 0.0362, recall@thr=0.5: 0.7129, prec@thr=0.5: 0.7808, recall@top3: 0.8132, prec@top3: 0.6616, recall@top5: 0.9387, prec@top5: 0.4696, loss: 0.0362, grad_norm: 0.0919 2021-02-24 18:19:52,785 - mmaction - INFO - Epoch [9][1340/1921] lr: 1.500e-01, eta: 13:38:09, time: 2.235, data_time: 0.001, memory: 8675, loss_action_cls: 0.0350, recall@thr=0.5: 0.7132, prec@thr=0.5: 0.7827, recall@top3: 0.8200, prec@top3: 0.6667, recall@top5: 0.9404, prec@top5: 0.4706, loss: 0.0350, grad_norm: 0.0946 2021-02-24 18:20:37,341 - mmaction - INFO - Epoch [9][1360/1921] lr: 1.500e-01, eta: 13:37:21, time: 2.228, data_time: 0.001, memory: 8675, loss_action_cls: 0.0353, recall@thr=0.5: 0.7269, prec@thr=0.5: 0.7954, recall@top3: 0.8203, prec@top3: 0.6663, recall@top5: 0.9439, prec@top5: 0.4712, loss: 0.0353, grad_norm: 0.0952 2021-02-24 18:21:22,988 - mmaction - INFO - Epoch [9][1380/1921] lr: 1.500e-01, eta: 13:36:37, time: 2.282, data_time: 0.001, memory: 8675, loss_action_cls: 0.0355, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7812, recall@top3: 0.8212, prec@top3: 0.6683, recall@top5: 0.9435, prec@top5: 0.4714, loss: 0.0355, grad_norm: 0.0915 2021-02-24 18:22:07,652 - mmaction - INFO - Epoch [9][1400/1921] lr: 1.500e-01, eta: 13:35:51, time: 2.233, data_time: 0.001, memory: 8675, loss_action_cls: 0.0356, recall@thr=0.5: 0.7261, prec@thr=0.5: 0.7892, recall@top3: 0.8143, prec@top3: 0.6766, recall@top5: 0.9422, prec@top5: 0.4819, loss: 0.0356, grad_norm: 0.0947 2021-02-24 18:22:53,085 - mmaction - INFO - Epoch [9][1420/1921] lr: 1.500e-01, eta: 13:35:06, time: 2.272, data_time: 0.001, memory: 8675, loss_action_cls: 0.0352, recall@thr=0.5: 0.7157, prec@thr=0.5: 0.7842, recall@top3: 0.8195, prec@top3: 0.6628, recall@top5: 0.9392, prec@top5: 0.4678, loss: 0.0352, grad_norm: 0.0920 2021-02-24 18:23:37,163 - mmaction - INFO - Epoch [9][1440/1921] lr: 1.500e-01, eta: 13:34:17, time: 2.204, data_time: 0.001, memory: 8675, loss_action_cls: 0.0351, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.7824, recall@top3: 0.8222, prec@top3: 0.6620, recall@top5: 0.9413, prec@top5: 0.4667, loss: 0.0351, grad_norm: 0.0946 2021-02-24 18:24:21,747 - mmaction - INFO - Epoch [9][1460/1921] lr: 1.500e-01, eta: 13:33:30, time: 2.229, data_time: 0.001, memory: 8675, loss_action_cls: 0.0348, recall@thr=0.5: 0.7278, prec@thr=0.5: 0.7843, recall@top3: 0.8223, prec@top3: 0.6630, recall@top5: 0.9441, prec@top5: 0.4693, loss: 0.0348, grad_norm: 0.0914 2021-02-24 18:25:06,023 - mmaction - INFO - Epoch [9][1480/1921] lr: 1.500e-01, eta: 13:32:42, time: 2.214, data_time: 0.001, memory: 8675, loss_action_cls: 0.0355, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.7900, recall@top3: 0.8163, prec@top3: 0.6729, recall@top5: 0.9401, prec@top5: 0.4761, loss: 0.0355, grad_norm: 0.0989 2021-02-24 18:25:51,782 - mmaction - INFO - Epoch [9][1500/1921] lr: 1.500e-01, eta: 13:31:58, time: 2.284, data_time: 0.006, memory: 8675, loss_action_cls: 0.0357, recall@thr=0.5: 0.7299, prec@thr=0.5: 0.7871, recall@top3: 0.8188, prec@top3: 0.6761, recall@top5: 0.9391, prec@top5: 0.4780, loss: 0.0357, grad_norm: 0.0933 2021-02-24 18:26:36,303 - mmaction - INFO - Epoch [9][1520/1921] lr: 1.500e-01, eta: 13:31:11, time: 2.230, data_time: 0.013, memory: 8675, loss_action_cls: 0.0359, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7851, recall@top3: 0.8164, prec@top3: 0.6662, recall@top5: 0.9365, prec@top5: 0.4690, loss: 0.0359, grad_norm: 0.0925 2021-02-24 18:27:20,777 - mmaction - INFO - Epoch [9][1540/1921] lr: 1.500e-01, eta: 13:30:24, time: 2.224, data_time: 0.001, memory: 8675, loss_action_cls: 0.0359, recall@thr=0.5: 0.7073, prec@thr=0.5: 0.7810, recall@top3: 0.8127, prec@top3: 0.6640, recall@top5: 0.9370, prec@top5: 0.4713, loss: 0.0359, grad_norm: 0.0958 2021-02-24 18:28:05,714 - mmaction - INFO - Epoch [9][1560/1921] lr: 1.500e-01, eta: 13:29:38, time: 2.247, data_time: 0.001, memory: 8675, loss_action_cls: 0.0357, recall@thr=0.5: 0.7187, prec@thr=0.5: 0.7857, recall@top3: 0.8187, prec@top3: 0.6710, recall@top5: 0.9405, prec@top5: 0.4736, loss: 0.0357, grad_norm: 0.0948 2021-02-24 18:28:49,886 - mmaction - INFO - Epoch [9][1580/1921] lr: 1.500e-01, eta: 13:28:50, time: 2.209, data_time: 0.001, memory: 8675, loss_action_cls: 0.0350, recall@thr=0.5: 0.7177, prec@thr=0.5: 0.7876, recall@top3: 0.8182, prec@top3: 0.6687, recall@top5: 0.9458, prec@top5: 0.4754, loss: 0.0350, grad_norm: 0.0914 2021-02-24 18:29:34,598 - mmaction - INFO - Epoch [9][1600/1921] lr: 1.500e-01, eta: 13:28:03, time: 2.236, data_time: 0.001, memory: 8675, loss_action_cls: 0.0356, recall@thr=0.5: 0.7104, prec@thr=0.5: 0.7787, recall@top3: 0.8196, prec@top3: 0.6595, recall@top5: 0.9371, prec@top5: 0.4643, loss: 0.0356, grad_norm: 0.0942 2021-02-24 18:30:19,791 - mmaction - INFO - Epoch [9][1620/1921] lr: 1.500e-01, eta: 13:27:18, time: 2.260, data_time: 0.001, memory: 8675, loss_action_cls: 0.0352, recall@thr=0.5: 0.7237, prec@thr=0.5: 0.7874, recall@top3: 0.8213, prec@top3: 0.6722, recall@top5: 0.9402, prec@top5: 0.4730, loss: 0.0352, grad_norm: 0.0954 2021-02-24 18:31:04,043 - mmaction - INFO - Epoch [9][1640/1921] lr: 1.500e-01, eta: 13:26:30, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0359, recall@thr=0.5: 0.7196, prec@thr=0.5: 0.7797, recall@top3: 0.8189, prec@top3: 0.6589, recall@top5: 0.9371, prec@top5: 0.4639, loss: 0.0359, grad_norm: 0.0980 2021-02-24 18:31:47,792 - mmaction - INFO - Epoch [9][1660/1921] lr: 1.500e-01, eta: 13:25:41, time: 2.187, data_time: 0.001, memory: 8675, loss_action_cls: 0.0362, recall@thr=0.5: 0.7129, prec@thr=0.5: 0.7819, recall@top3: 0.8172, prec@top3: 0.6655, recall@top5: 0.9343, prec@top5: 0.4680, loss: 0.0362, grad_norm: 0.0970 2021-02-24 18:32:33,358 - mmaction - INFO - Epoch [9][1680/1921] lr: 1.500e-01, eta: 13:24:56, time: 2.278, data_time: 0.006, memory: 8675, loss_action_cls: 0.0352, recall@thr=0.5: 0.7196, prec@thr=0.5: 0.7855, recall@top3: 0.8166, prec@top3: 0.6623, recall@top5: 0.9434, prec@top5: 0.4721, loss: 0.0352, grad_norm: 0.0944 2021-02-24 18:33:18,438 - mmaction - INFO - Epoch [9][1700/1921] lr: 1.500e-01, eta: 13:24:11, time: 2.254, data_time: 0.001, memory: 8675, loss_action_cls: 0.0349, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.7794, recall@top3: 0.8231, prec@top3: 0.6647, recall@top5: 0.9430, prec@top5: 0.4689, loss: 0.0349, grad_norm: 0.0935 2021-02-24 18:34:02,547 - mmaction - INFO - Epoch [9][1720/1921] lr: 1.500e-01, eta: 13:23:23, time: 2.205, data_time: 0.001, memory: 8675, loss_action_cls: 0.0364, recall@thr=0.5: 0.7054, prec@thr=0.5: 0.7803, recall@top3: 0.8086, prec@top3: 0.6551, recall@top5: 0.9382, prec@top5: 0.4688, loss: 0.0364, grad_norm: 0.0962 2021-02-24 18:34:46,904 - mmaction - INFO - Epoch [9][1740/1921] lr: 1.500e-01, eta: 13:22:35, time: 2.218, data_time: 0.001, memory: 8675, loss_action_cls: 0.0363, recall@thr=0.5: 0.7113, prec@thr=0.5: 0.7781, recall@top3: 0.8145, prec@top3: 0.6629, recall@top5: 0.9382, prec@top5: 0.4706, loss: 0.0363, grad_norm: 0.0940 2021-02-24 18:35:31,619 - mmaction - INFO - Epoch [9][1760/1921] lr: 1.500e-01, eta: 13:21:49, time: 2.236, data_time: 0.001, memory: 8675, loss_action_cls: 0.0359, recall@thr=0.5: 0.7096, prec@thr=0.5: 0.7825, recall@top3: 0.8149, prec@top3: 0.6597, recall@top5: 0.9365, prec@top5: 0.4661, loss: 0.0359, grad_norm: 0.0932 2021-02-24 18:36:16,676 - mmaction - INFO - Epoch [9][1780/1921] lr: 1.500e-01, eta: 13:21:03, time: 2.253, data_time: 0.001, memory: 8675, loss_action_cls: 0.0357, recall@thr=0.5: 0.7165, prec@thr=0.5: 0.7820, recall@top3: 0.8163, prec@top3: 0.6615, recall@top5: 0.9394, prec@top5: 0.4692, loss: 0.0357, grad_norm: 0.0951 2021-02-24 18:37:01,266 - mmaction - INFO - Epoch [9][1800/1921] lr: 1.500e-01, eta: 13:20:16, time: 2.230, data_time: 0.001, memory: 8675, loss_action_cls: 0.0352, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7795, recall@top3: 0.8179, prec@top3: 0.6610, recall@top5: 0.9408, prec@top5: 0.4676, loss: 0.0352, grad_norm: 0.0933 2021-02-24 18:37:45,890 - mmaction - INFO - Epoch [9][1820/1921] lr: 1.500e-01, eta: 13:19:29, time: 2.231, data_time: 0.001, memory: 8675, loss_action_cls: 0.0360, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7847, recall@top3: 0.8167, prec@top3: 0.6638, recall@top5: 0.9392, prec@top5: 0.4694, loss: 0.0360, grad_norm: 0.0953 2021-02-24 18:38:30,491 - mmaction - INFO - Epoch [9][1840/1921] lr: 1.500e-01, eta: 13:18:43, time: 2.230, data_time: 0.001, memory: 8675, loss_action_cls: 0.0352, recall@thr=0.5: 0.7252, prec@thr=0.5: 0.7931, recall@top3: 0.8144, prec@top3: 0.6714, recall@top5: 0.9396, prec@top5: 0.4765, loss: 0.0352, grad_norm: 0.0914 2021-02-24 18:39:15,176 - mmaction - INFO - Epoch [9][1860/1921] lr: 1.500e-01, eta: 13:17:56, time: 2.234, data_time: 0.001, memory: 8675, loss_action_cls: 0.0349, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.7907, recall@top3: 0.8205, prec@top3: 0.6593, recall@top5: 0.9455, prec@top5: 0.4673, loss: 0.0349, grad_norm: 0.0943 2021-02-24 18:39:59,591 - mmaction - INFO - Epoch [9][1880/1921] lr: 1.500e-01, eta: 13:17:09, time: 2.221, data_time: 0.001, memory: 8675, loss_action_cls: 0.0348, recall@thr=0.5: 0.7232, prec@thr=0.5: 0.7905, recall@top3: 0.8152, prec@top3: 0.6663, recall@top5: 0.9433, prec@top5: 0.4746, loss: 0.0348, grad_norm: 0.0940 2021-02-24 18:40:43,650 - mmaction - INFO - Epoch [9][1900/1921] lr: 1.500e-01, eta: 13:16:20, time: 2.203, data_time: 0.001, memory: 8675, loss_action_cls: 0.0359, recall@thr=0.5: 0.7161, prec@thr=0.5: 0.7874, recall@top3: 0.8137, prec@top3: 0.6597, recall@top5: 0.9377, prec@top5: 0.4676, loss: 0.0359, grad_norm: 0.0975 2021-02-24 18:41:27,009 - mmaction - INFO - Epoch [9][1920/1921] lr: 1.500e-01, eta: 13:15:30, time: 2.168, data_time: 0.001, memory: 8675, loss_action_cls: 0.0353, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7880, recall@top3: 0.8196, prec@top3: 0.6753, recall@top5: 0.9400, prec@top5: 0.4758, loss: 0.0353, grad_norm: 0.0968 2021-02-24 18:41:34,221 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-02-24 18:52:58,581 - mmaction - INFO - Evaluating mAP ... 2021-02-24 19:00:56,431 - mmaction - INFO - mAP@0.5IOU 0.2343 2021-02-24 19:00:57,500 - mmaction - INFO - Epoch(val) [9][1921] mAP@0.5IOU: 0.2343 2021-02-24 19:02:28,697 - mmaction - INFO - Epoch [10][20/1921] lr: 1.500e-01, eta: 13:16:42, time: 4.539, data_time: 2.349, memory: 8675, loss_action_cls: 0.0351, recall@thr=0.5: 0.7218, prec@thr=0.5: 0.7910, recall@top3: 0.8162, prec@top3: 0.6664, recall@top5: 0.9415, prec@top5: 0.4732, loss: 0.0351, grad_norm: 0.0943 2021-02-24 19:03:13,115 - mmaction - INFO - Epoch [10][40/1921] lr: 1.500e-01, eta: 13:15:54, time: 2.221, data_time: 0.001, memory: 8675, loss_action_cls: 0.0347, recall@thr=0.5: 0.7344, prec@thr=0.5: 0.7942, recall@top3: 0.8241, prec@top3: 0.6731, recall@top5: 0.9453, prec@top5: 0.4753, loss: 0.0347, grad_norm: 0.0948 2021-02-24 19:03:57,674 - mmaction - INFO - Epoch [10][60/1921] lr: 1.500e-01, eta: 13:15:07, time: 2.228, data_time: 0.001, memory: 8675, loss_action_cls: 0.0352, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.8001, recall@top3: 0.8196, prec@top3: 0.6693, recall@top5: 0.9390, prec@top5: 0.4718, loss: 0.0352, grad_norm: 0.0917 2021-02-24 19:04:42,200 - mmaction - INFO - Epoch [10][80/1921] lr: 1.500e-01, eta: 13:14:19, time: 2.226, data_time: 0.001, memory: 8675, loss_action_cls: 0.0360, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.7863, recall@top3: 0.8147, prec@top3: 0.6688, recall@top5: 0.9396, prec@top5: 0.4739, loss: 0.0360, grad_norm: 0.0977 2021-02-24 19:05:27,252 - mmaction - INFO - Epoch [10][100/1921] lr: 1.500e-01, eta: 13:13:33, time: 2.253, data_time: 0.001, memory: 8675, loss_action_cls: 0.0356, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.7892, recall@top3: 0.8147, prec@top3: 0.6714, recall@top5: 0.9380, prec@top5: 0.4749, loss: 0.0356, grad_norm: 0.0928 2021-02-24 19:06:11,827 - mmaction - INFO - Epoch [10][120/1921] lr: 1.500e-01, eta: 13:12:46, time: 2.229, data_time: 0.001, memory: 8675, loss_action_cls: 0.0353, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7846, recall@top3: 0.8181, prec@top3: 0.6684, recall@top5: 0.9427, prec@top5: 0.4732, loss: 0.0353, grad_norm: 0.0960 2021-02-24 19:06:56,244 - mmaction - INFO - Epoch [10][140/1921] lr: 1.500e-01, eta: 13:11:59, time: 2.221, data_time: 0.001, memory: 8675, loss_action_cls: 0.0351, recall@thr=0.5: 0.7269, prec@thr=0.5: 0.7915, recall@top3: 0.8220, prec@top3: 0.6704, recall@top5: 0.9394, prec@top5: 0.4722, loss: 0.0351, grad_norm: 0.0936 2021-02-24 19:07:39,949 - mmaction - INFO - Epoch [10][160/1921] lr: 1.500e-01, eta: 13:11:09, time: 2.185, data_time: 0.001, memory: 8675, loss_action_cls: 0.0342, recall@thr=0.5: 0.7313, prec@thr=0.5: 0.7999, recall@top3: 0.8279, prec@top3: 0.6692, recall@top5: 0.9423, prec@top5: 0.4687, loss: 0.0342, grad_norm: 0.0974 2021-02-24 19:08:25,336 - mmaction - INFO - Epoch [10][180/1921] lr: 1.500e-01, eta: 13:10:24, time: 2.269, data_time: 0.001, memory: 8675, loss_action_cls: 0.0348, recall@thr=0.5: 0.7265, prec@thr=0.5: 0.7963, recall@top3: 0.8216, prec@top3: 0.6704, recall@top5: 0.9414, prec@top5: 0.4733, loss: 0.0348, grad_norm: 0.0909 2021-02-24 19:09:09,948 - mmaction - INFO - Epoch [10][200/1921] lr: 1.500e-01, eta: 13:09:37, time: 2.231, data_time: 0.001, memory: 8675, loss_action_cls: 0.0354, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7906, recall@top3: 0.8203, prec@top3: 0.6701, recall@top5: 0.9370, prec@top5: 0.4708, loss: 0.0354, grad_norm: 0.0907 2021-02-24 19:09:54,411 - mmaction - INFO - Epoch [10][220/1921] lr: 1.500e-01, eta: 13:08:50, time: 2.223, data_time: 0.001, memory: 8675, loss_action_cls: 0.0354, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.7832, recall@top3: 0.8204, prec@top3: 0.6676, recall@top5: 0.9408, prec@top5: 0.4710, loss: 0.0354, grad_norm: 0.0980 2021-02-24 19:10:39,929 - mmaction - INFO - Epoch [10][240/1921] lr: 1.500e-01, eta: 13:08:05, time: 2.276, data_time: 0.001, memory: 8675, loss_action_cls: 0.0350, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.7870, recall@top3: 0.8200, prec@top3: 0.6688, recall@top5: 0.9446, prec@top5: 0.4749, loss: 0.0350, grad_norm: 0.0954 2021-02-24 19:11:24,358 - mmaction - INFO - Epoch [10][260/1921] lr: 1.500e-01, eta: 13:07:18, time: 2.221, data_time: 0.001, memory: 8675, loss_action_cls: 0.0348, recall@thr=0.5: 0.7174, prec@thr=0.5: 0.7884, recall@top3: 0.8187, prec@top3: 0.6634, recall@top5: 0.9411, prec@top5: 0.4679, loss: 0.0348, grad_norm: 0.0945 2021-02-24 19:12:08,742 - mmaction - INFO - Epoch [10][280/1921] lr: 1.500e-01, eta: 13:06:30, time: 2.219, data_time: 0.001, memory: 8675, loss_action_cls: 0.0346, recall@thr=0.5: 0.7252, prec@thr=0.5: 0.7903, recall@top3: 0.8243, prec@top3: 0.6750, recall@top5: 0.9408, prec@top5: 0.4742, loss: 0.0346, grad_norm: 0.0959 2021-02-24 19:13:31,355 - mmaction - INFO - Epoch [10][300/1921] lr: 1.500e-01, eta: 13:07:22, time: 4.130, data_time: 1.957, memory: 8675, loss_action_cls: 0.0358, recall@thr=0.5: 0.7145, prec@thr=0.5: 0.7827, recall@top3: 0.8073, prec@top3: 0.6622, recall@top5: 0.9370, prec@top5: 0.4727, loss: 0.0358, grad_norm: 0.0982 2021-02-24 19:14:16,054 - mmaction - INFO - Epoch [10][320/1921] lr: 1.500e-01, eta: 13:06:35, time: 2.235, data_time: 0.001, memory: 8675, loss_action_cls: 0.0352, recall@thr=0.5: 0.7204, prec@thr=0.5: 0.7910, recall@top3: 0.8184, prec@top3: 0.6724, recall@top5: 0.9399, prec@top5: 0.4759, loss: 0.0352, grad_norm: 0.0925 2021-02-24 19:15:00,876 - mmaction - INFO - Epoch [10][340/1921] lr: 1.500e-01, eta: 13:05:48, time: 2.242, data_time: 0.001, memory: 8675, loss_action_cls: 0.0346, recall@thr=0.5: 0.7371, prec@thr=0.5: 0.7969, recall@top3: 0.8237, prec@top3: 0.6746, recall@top5: 0.9428, prec@top5: 0.4755, loss: 0.0346, grad_norm: 0.0939 2021-02-24 19:15:45,702 - mmaction - INFO - Epoch [10][360/1921] lr: 1.500e-01, eta: 13:05:02, time: 2.241, data_time: 0.001, memory: 8675, loss_action_cls: 0.0360, recall@thr=0.5: 0.7132, prec@thr=0.5: 0.7789, recall@top3: 0.8093, prec@top3: 0.6621, recall@top5: 0.9385, prec@top5: 0.4723, loss: 0.0360, grad_norm: 0.0957 2021-02-24 19:16:29,223 - mmaction - INFO - Epoch [10][380/1921] lr: 1.500e-01, eta: 13:04:12, time: 2.176, data_time: 0.001, memory: 8675, loss_action_cls: 0.0347, recall@thr=0.5: 0.7220, prec@thr=0.5: 0.7865, recall@top3: 0.8221, prec@top3: 0.6642, recall@top5: 0.9440, prec@top5: 0.4700, loss: 0.0347, grad_norm: 0.0913 2021-02-24 19:17:13,693 - mmaction - INFO - Epoch [10][400/1921] lr: 1.500e-01, eta: 13:03:24, time: 2.224, data_time: 0.001, memory: 8675, loss_action_cls: 0.0353, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7917, recall@top3: 0.8211, prec@top3: 0.6658, recall@top5: 0.9400, prec@top5: 0.4685, loss: 0.0353, grad_norm: 0.0938 2021-02-24 19:17:58,401 - mmaction - INFO - Epoch [10][420/1921] lr: 1.500e-01, eta: 13:02:37, time: 2.235, data_time: 0.001, memory: 8675, loss_action_cls: 0.0359, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7748, recall@top3: 0.8175, prec@top3: 0.6684, recall@top5: 0.9421, prec@top5: 0.4739, loss: 0.0359, grad_norm: 0.0964 2021-02-24 19:18:42,714 - mmaction - INFO - Epoch [10][440/1921] lr: 1.500e-01, eta: 13:01:49, time: 2.216, data_time: 0.001, memory: 8675, loss_action_cls: 0.0345, recall@thr=0.5: 0.7243, prec@thr=0.5: 0.7969, recall@top3: 0.8207, prec@top3: 0.6691, recall@top5: 0.9468, prec@top5: 0.4757, loss: 0.0345, grad_norm: 0.0953 2021-02-24 19:19:26,789 - mmaction - INFO - Epoch [10][460/1921] lr: 1.500e-01, eta: 13:01:00, time: 2.203, data_time: 0.001, memory: 8675, loss_action_cls: 0.0354, recall@thr=0.5: 0.7274, prec@thr=0.5: 0.7923, recall@top3: 0.8187, prec@top3: 0.6827, recall@top5: 0.9377, prec@top5: 0.4804, loss: 0.0354, grad_norm: 0.1001 2021-02-24 19:20:11,712 - mmaction - INFO - Epoch [10][480/1921] lr: 1.500e-01, eta: 13:00:14, time: 2.247, data_time: 0.001, memory: 8675, loss_action_cls: 0.0353, recall@thr=0.5: 0.7244, prec@thr=0.5: 0.7847, recall@top3: 0.8208, prec@top3: 0.6758, recall@top5: 0.9413, prec@top5: 0.4776, loss: 0.0353, grad_norm: 0.0947 2021-02-24 19:20:57,032 - mmaction - INFO - Epoch [10][500/1921] lr: 1.500e-01, eta: 12:59:29, time: 2.266, data_time: 0.001, memory: 8675, loss_action_cls: 0.0349, recall@thr=0.5: 0.7285, prec@thr=0.5: 0.7955, recall@top3: 0.8230, prec@top3: 0.6688, recall@top5: 0.9445, prec@top5: 0.4719, loss: 0.0349, grad_norm: 0.0944 2021-02-24 19:21:41,979 - mmaction - INFO - Epoch [10][520/1921] lr: 1.500e-01, eta: 12:58:42, time: 2.247, data_time: 0.001, memory: 8675, loss_action_cls: 0.0354, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7859, recall@top3: 0.8168, prec@top3: 0.6682, recall@top5: 0.9428, prec@top5: 0.4753, loss: 0.0354, grad_norm: 0.0980 2021-02-24 19:22:26,398 - mmaction - INFO - Epoch [10][540/1921] lr: 1.500e-01, eta: 12:57:55, time: 2.221, data_time: 0.001, memory: 8675, loss_action_cls: 0.0362, recall@thr=0.5: 0.7143, prec@thr=0.5: 0.7847, recall@top3: 0.8138, prec@top3: 0.6606, recall@top5: 0.9357, prec@top5: 0.4676, loss: 0.0362, grad_norm: 0.0962 2021-02-24 19:23:10,556 - mmaction - INFO - Epoch [10][560/1921] lr: 1.500e-01, eta: 12:57:06, time: 2.208, data_time: 0.001, memory: 8675, loss_action_cls: 0.0348, recall@thr=0.5: 0.7297, prec@thr=0.5: 0.7929, recall@top3: 0.8209, prec@top3: 0.6776, recall@top5: 0.9388, prec@top5: 0.4765, loss: 0.0348, grad_norm: 0.0935 2021-02-24 19:23:54,876 - mmaction - INFO - Epoch [10][580/1921] lr: 1.500e-01, eta: 12:56:19, time: 2.216, data_time: 0.001, memory: 8675, loss_action_cls: 0.0359, recall@thr=0.5: 0.7161, prec@thr=0.5: 0.7798, recall@top3: 0.8106, prec@top3: 0.6612, recall@top5: 0.9300, prec@top5: 0.4661, loss: 0.0359, grad_norm: 0.0959 2021-02-24 19:24:39,247 - mmaction - INFO - Epoch [10][600/1921] lr: 1.500e-01, eta: 12:55:31, time: 2.219, data_time: 0.001, memory: 8675, loss_action_cls: 0.0348, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.7934, recall@top3: 0.8232, prec@top3: 0.6767, recall@top5: 0.9460, prec@top5: 0.4783, loss: 0.0348, grad_norm: 0.0945 2021-02-24 19:25:24,044 - mmaction - INFO - Epoch [10][620/1921] lr: 1.500e-01, eta: 12:54:44, time: 2.240, data_time: 0.001, memory: 8675, loss_action_cls: 0.0357, recall@thr=0.5: 0.7182, prec@thr=0.5: 0.7875, recall@top3: 0.8155, prec@top3: 0.6758, recall@top5: 0.9405, prec@top5: 0.4798, loss: 0.0357, grad_norm: 0.0916 2021-02-24 19:26:09,440 - mmaction - INFO - Epoch [10][640/1921] lr: 1.500e-01, eta: 12:53:59, time: 2.269, data_time: 0.001, memory: 8675, loss_action_cls: 0.0363, recall@thr=0.5: 0.7115, prec@thr=0.5: 0.7809, recall@top3: 0.8154, prec@top3: 0.6590, recall@top5: 0.9373, prec@top5: 0.4674, loss: 0.0363, grad_norm: 0.0975 2021-02-24 19:26:54,580 - mmaction - INFO - Epoch [10][660/1921] lr: 1.500e-01, eta: 12:53:13, time: 2.257, data_time: 0.001, memory: 8675, loss_action_cls: 0.0354, recall@thr=0.5: 0.7180, prec@thr=0.5: 0.7887, recall@top3: 0.8230, prec@top3: 0.6643, recall@top5: 0.9406, prec@top5: 0.4678, loss: 0.0354, grad_norm: 0.0965 2021-02-24 19:27:39,620 - mmaction - INFO - Epoch [10][680/1921] lr: 1.500e-01, eta: 12:52:27, time: 2.252, data_time: 0.001, memory: 8675, loss_action_cls: 0.0346, recall@thr=0.5: 0.7328, prec@thr=0.5: 0.7983, recall@top3: 0.8214, prec@top3: 0.6736, recall@top5: 0.9396, prec@top5: 0.4744, loss: 0.0346, grad_norm: 0.0892 2021-02-24 19:28:23,951 - mmaction - INFO - Epoch [10][700/1921] lr: 1.500e-01, eta: 12:51:40, time: 2.217, data_time: 0.001, memory: 8675, loss_action_cls: 0.0344, recall@thr=0.5: 0.7242, prec@thr=0.5: 0.7900, recall@top3: 0.8243, prec@top3: 0.6637, recall@top5: 0.9462, prec@top5: 0.4697, loss: 0.0344, grad_norm: 0.0958 2021-02-24 19:29:08,703 - mmaction - INFO - Epoch [10][720/1921] lr: 1.500e-01, eta: 12:50:53, time: 2.238, data_time: 0.001, memory: 8675, loss_action_cls: 0.0348, recall@thr=0.5: 0.7291, prec@thr=0.5: 0.7890, recall@top3: 0.8243, prec@top3: 0.6725, recall@top5: 0.9425, prec@top5: 0.4723, loss: 0.0348, grad_norm: 0.0919 2021-02-24 19:29:53,374 - mmaction - INFO - Epoch [10][740/1921] lr: 1.500e-01, eta: 12:50:06, time: 2.234, data_time: 0.001, memory: 8675, loss_action_cls: 0.0351, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.7924, recall@top3: 0.8218, prec@top3: 0.6709, recall@top5: 0.9462, prec@top5: 0.4749, loss: 0.0351, grad_norm: 0.0918 2021-02-24 19:30:37,473 - mmaction - INFO - Epoch [10][760/1921] lr: 1.500e-01, eta: 12:49:18, time: 2.205, data_time: 0.001, memory: 8675, loss_action_cls: 0.0344, recall@thr=0.5: 0.7245, prec@thr=0.5: 0.7958, recall@top3: 0.8208, prec@top3: 0.6655, recall@top5: 0.9410, prec@top5: 0.4700, loss: 0.0344, grad_norm: 0.0937 2021-02-24 19:31:22,197 - mmaction - INFO - Epoch [10][780/1921] lr: 1.500e-01, eta: 12:48:31, time: 2.236, data_time: 0.001, memory: 8675, loss_action_cls: 0.0347, recall@thr=0.5: 0.7240, prec@thr=0.5: 0.7911, recall@top3: 0.8218, prec@top3: 0.6599, recall@top5: 0.9444, prec@top5: 0.4674, loss: 0.0347, grad_norm: 0.0980 2021-02-24 19:32:07,479 - mmaction - INFO - Epoch [10][800/1921] lr: 1.500e-01, eta: 12:47:46, time: 2.264, data_time: 0.001, memory: 8675, loss_action_cls: 0.0360, recall@thr=0.5: 0.7099, prec@thr=0.5: 0.7776, recall@top3: 0.8138, prec@top3: 0.6597, recall@top5: 0.9391, prec@top5: 0.4687, loss: 0.0360, grad_norm: 0.0990 2021-02-24 19:32:51,937 - mmaction - INFO - Epoch [10][820/1921] lr: 1.500e-01, eta: 12:46:58, time: 2.223, data_time: 0.001, memory: 8675, loss_action_cls: 0.0358, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7819, recall@top3: 0.8127, prec@top3: 0.6660, recall@top5: 0.9383, prec@top5: 0.4730, loss: 0.0358, grad_norm: 0.0994 2021-02-24 19:33:35,931 - mmaction - INFO - Epoch [10][840/1921] lr: 1.500e-01, eta: 12:46:10, time: 2.200, data_time: 0.001, memory: 8675, loss_action_cls: 0.0367, recall@thr=0.5: 0.7059, prec@thr=0.5: 0.7728, recall@top3: 0.8056, prec@top3: 0.6579, recall@top5: 0.9334, prec@top5: 0.4689, loss: 0.0367, grad_norm: 0.0986 2021-02-24 19:34:20,543 - mmaction - INFO - Epoch [10][860/1921] lr: 1.500e-01, eta: 12:45:23, time: 2.230, data_time: 0.001, memory: 8675, loss_action_cls: 0.0349, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.7914, recall@top3: 0.8282, prec@top3: 0.6671, recall@top5: 0.9445, prec@top5: 0.4688, loss: 0.0349, grad_norm: 0.0933 2021-02-24 19:35:04,973 - mmaction - INFO - Epoch [10][880/1921] lr: 1.500e-01, eta: 12:44:35, time: 2.222, data_time: 0.001, memory: 8675, loss_action_cls: 0.0350, recall@thr=0.5: 0.7196, prec@thr=0.5: 0.7898, recall@top3: 0.8199, prec@top3: 0.6624, recall@top5: 0.9399, prec@top5: 0.4689, loss: 0.0350, grad_norm: 0.0956 2021-02-24 19:35:51,127 - mmaction - INFO - Epoch [10][900/1921] lr: 1.500e-01, eta: 12:43:52, time: 2.307, data_time: 0.001, memory: 8675, loss_action_cls: 0.0355, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7864, recall@top3: 0.8179, prec@top3: 0.6734, recall@top5: 0.9422, prec@top5: 0.4773, loss: 0.0355, grad_norm: 0.0922 2021-02-24 19:36:35,441 - mmaction - INFO - Epoch [10][920/1921] lr: 1.500e-01, eta: 12:43:04, time: 2.216, data_time: 0.001, memory: 8675, loss_action_cls: 0.0360, recall@thr=0.5: 0.7070, prec@thr=0.5: 0.7894, recall@top3: 0.8116, prec@top3: 0.6608, recall@top5: 0.9380, prec@top5: 0.4703, loss: 0.0360, grad_norm: 0.0958 2021-02-24 19:37:20,021 - mmaction - INFO - Epoch [10][940/1921] lr: 1.500e-01, eta: 12:42:17, time: 2.229, data_time: 0.001, memory: 8675, loss_action_cls: 0.0342, recall@thr=0.5: 0.7348, prec@thr=0.5: 0.7934, recall@top3: 0.8300, prec@top3: 0.6730, recall@top5: 0.9438, prec@top5: 0.4718, loss: 0.0342, grad_norm: 0.0923 2021-02-24 19:38:05,259 - mmaction - INFO - Epoch [10][960/1921] lr: 1.500e-01, eta: 12:41:32, time: 2.262, data_time: 0.001, memory: 8675, loss_action_cls: 0.0347, recall@thr=0.5: 0.7192, prec@thr=0.5: 0.7921, recall@top3: 0.8243, prec@top3: 0.6700, recall@top5: 0.9392, prec@top5: 0.4693, loss: 0.0347, grad_norm: 0.0938 2021-02-24 19:38:49,573 - mmaction - INFO - Epoch [10][980/1921] lr: 1.500e-01, eta: 12:40:44, time: 2.216, data_time: 0.001, memory: 8675, loss_action_cls: 0.0347, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.8002, recall@top3: 0.8228, prec@top3: 0.6701, recall@top5: 0.9415, prec@top5: 0.4726, loss: 0.0347, grad_norm: 0.0935 2021-02-24 19:39:34,094 - mmaction - INFO - Epoch [10][1000/1921] lr: 1.500e-01, eta: 12:39:57, time: 2.226, data_time: 0.001, memory: 8675, loss_action_cls: 0.0342, recall@thr=0.5: 0.7342, prec@thr=0.5: 0.7888, recall@top3: 0.8283, prec@top3: 0.6706, recall@top5: 0.9469, prec@top5: 0.4731, loss: 0.0342, grad_norm: 0.0979 2021-02-24 19:40:19,391 - mmaction - INFO - Epoch [10][1020/1921] lr: 1.500e-01, eta: 12:39:12, time: 2.265, data_time: 0.001, memory: 8675, loss_action_cls: 0.0353, recall@thr=0.5: 0.7304, prec@thr=0.5: 0.7924, recall@top3: 0.8207, prec@top3: 0.6664, recall@top5: 0.9389, prec@top5: 0.4687, loss: 0.0353, grad_norm: 0.0976 2021-02-24 19:41:03,915 - mmaction - INFO - Epoch [10][1040/1921] lr: 1.500e-01, eta: 12:38:25, time: 2.226, data_time: 0.001, memory: 8675, loss_action_cls: 0.0343, recall@thr=0.5: 0.7343, prec@thr=0.5: 0.8015, recall@top3: 0.8303, prec@top3: 0.6783, recall@top5: 0.9450, prec@top5: 0.4774, loss: 0.0343, grad_norm: 0.0935 2021-02-24 19:41:48,064 - mmaction - INFO - Epoch [10][1060/1921] lr: 1.500e-01, eta: 12:37:37, time: 2.207, data_time: 0.001, memory: 8675, loss_action_cls: 0.0351, recall@thr=0.5: 0.7290, prec@thr=0.5: 0.7882, recall@top3: 0.8247, prec@top3: 0.6602, recall@top5: 0.9437, prec@top5: 0.4659, loss: 0.0351, grad_norm: 0.1003 2021-02-24 19:42:33,098 - mmaction - INFO - Epoch [10][1080/1921] lr: 1.500e-01, eta: 12:36:51, time: 2.252, data_time: 0.001, memory: 8675, loss_action_cls: 0.0361, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7796, recall@top3: 0.8164, prec@top3: 0.6644, recall@top5: 0.9386, prec@top5: 0.4707, loss: 0.0361, grad_norm: 0.0964 2021-02-24 19:43:17,617 - mmaction - INFO - Epoch [10][1100/1921] lr: 1.500e-01, eta: 12:36:04, time: 2.226, data_time: 0.001, memory: 8675, loss_action_cls: 0.0346, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.7888, recall@top3: 0.8207, prec@top3: 0.6702, recall@top5: 0.9418, prec@top5: 0.4727, loss: 0.0346, grad_norm: 0.0973 2021-02-24 19:44:02,945 - mmaction - INFO - Epoch [10][1120/1921] lr: 1.500e-01, eta: 12:35:19, time: 2.266, data_time: 0.001, memory: 8675, loss_action_cls: 0.0353, recall@thr=0.5: 0.7170, prec@thr=0.5: 0.7843, recall@top3: 0.8241, prec@top3: 0.6665, recall@top5: 0.9405, prec@top5: 0.4694, loss: 0.0353, grad_norm: 0.0937 2021-02-24 19:44:47,399 - mmaction - INFO - Epoch [10][1140/1921] lr: 1.500e-01, eta: 12:34:32, time: 2.223, data_time: 0.001, memory: 8675, loss_action_cls: 0.0347, recall@thr=0.5: 0.7218, prec@thr=0.5: 0.7973, recall@top3: 0.8217, prec@top3: 0.6695, recall@top5: 0.9440, prec@top5: 0.4734, loss: 0.0347, grad_norm: 0.0996 2021-02-24 19:45:32,302 - mmaction - INFO - Epoch [10][1160/1921] lr: 1.500e-01, eta: 12:33:45, time: 2.245, data_time: 0.001, memory: 8675, loss_action_cls: 0.0353, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.7871, recall@top3: 0.8179, prec@top3: 0.6684, recall@top5: 0.9441, prec@top5: 0.4749, loss: 0.0353, grad_norm: 0.1026 2021-02-24 19:46:16,956 - mmaction - INFO - Epoch [10][1180/1921] lr: 1.500e-01, eta: 12:32:59, time: 2.233, data_time: 0.001, memory: 8675, loss_action_cls: 0.0354, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.7868, recall@top3: 0.8206, prec@top3: 0.6676, recall@top5: 0.9401, prec@top5: 0.4713, loss: 0.0354, grad_norm: 0.0954 2021-02-24 19:47:01,489 - mmaction - INFO - Epoch [10][1200/1921] lr: 1.500e-01, eta: 12:32:12, time: 2.227, data_time: 0.001, memory: 8675, loss_action_cls: 0.0342, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.7867, recall@top3: 0.8265, prec@top3: 0.6635, recall@top5: 0.9472, prec@top5: 0.4667, loss: 0.0342, grad_norm: 0.0937 2021-02-24 19:47:46,223 - mmaction - INFO - Epoch [10][1220/1921] lr: 1.500e-01, eta: 12:31:25, time: 2.237, data_time: 0.001, memory: 8675, loss_action_cls: 0.0355, recall@thr=0.5: 0.7276, prec@thr=0.5: 0.7856, recall@top3: 0.8178, prec@top3: 0.6692, recall@top5: 0.9399, prec@top5: 0.4734, loss: 0.0355, grad_norm: 0.0975 2021-02-24 19:48:30,841 - mmaction - INFO - Epoch [10][1240/1921] lr: 1.500e-01, eta: 12:30:38, time: 2.231, data_time: 0.001, memory: 8675, loss_action_cls: 0.0349, recall@thr=0.5: 0.7255, prec@thr=0.5: 0.7872, recall@top3: 0.8206, prec@top3: 0.6758, recall@top5: 0.9439, prec@top5: 0.4773, loss: 0.0349, grad_norm: 0.0932 2021-02-24 19:49:14,406 - mmaction - INFO - Epoch [10][1260/1921] lr: 1.500e-01, eta: 12:29:49, time: 2.178, data_time: 0.001, memory: 8675, loss_action_cls: 0.0346, recall@thr=0.5: 0.7316, prec@thr=0.5: 0.7951, recall@top3: 0.8235, prec@top3: 0.6760, recall@top5: 0.9440, prec@top5: 0.4763, loss: 0.0346, grad_norm: 0.0959 2021-02-24 19:49:58,999 - mmaction - INFO - Epoch [10][1280/1921] lr: 1.500e-01, eta: 12:29:02, time: 2.229, data_time: 0.001, memory: 8675, loss_action_cls: 0.0357, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.7791, recall@top3: 0.8157, prec@top3: 0.6621, recall@top5: 0.9399, prec@top5: 0.4695, loss: 0.0357, grad_norm: 0.0960 2021-02-24 19:50:44,570 - mmaction - INFO - Epoch [10][1300/1921] lr: 1.500e-01, eta: 12:28:18, time: 2.279, data_time: 0.001, memory: 8675, loss_action_cls: 0.0350, recall@thr=0.5: 0.7244, prec@thr=0.5: 0.7877, recall@top3: 0.8236, prec@top3: 0.6611, recall@top5: 0.9430, prec@top5: 0.4670, loss: 0.0350, grad_norm: 0.0934 2021-02-24 19:51:28,316 - mmaction - INFO - Epoch [10][1320/1921] lr: 1.500e-01, eta: 12:27:29, time: 2.187, data_time: 0.001, memory: 8675, loss_action_cls: 0.0344, recall@thr=0.5: 0.7290, prec@thr=0.5: 0.7889, recall@top3: 0.8272, prec@top3: 0.6728, recall@top5: 0.9436, prec@top5: 0.4723, loss: 0.0344, grad_norm: 0.0931 2021-02-24 19:52:12,559 - mmaction - INFO - Epoch [10][1340/1921] lr: 1.500e-01, eta: 12:26:42, time: 2.212, data_time: 0.001, memory: 8675, loss_action_cls: 0.0352, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7855, recall@top3: 0.8157, prec@top3: 0.6657, recall@top5: 0.9424, prec@top5: 0.4734, loss: 0.0352, grad_norm: 0.0973 2021-02-24 19:52:56,787 - mmaction - INFO - Epoch [10][1360/1921] lr: 1.500e-01, eta: 12:25:54, time: 2.212, data_time: 0.001, memory: 8675, loss_action_cls: 0.0353, recall@thr=0.5: 0.7204, prec@thr=0.5: 0.7853, recall@top3: 0.8214, prec@top3: 0.6710, recall@top5: 0.9452, prec@top5: 0.4759, loss: 0.0353, grad_norm: 0.0944 2021-02-24 19:53:41,270 - mmaction - INFO - Epoch [10][1380/1921] lr: 1.500e-01, eta: 12:25:07, time: 2.224, data_time: 0.001, memory: 8675, loss_action_cls: 0.0354, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7879, recall@top3: 0.8198, prec@top3: 0.6722, recall@top5: 0.9408, prec@top5: 0.4740, loss: 0.0354, grad_norm: 0.1006 2021-02-24 19:54:25,683 - mmaction - INFO - Epoch [10][1400/1921] lr: 1.500e-01, eta: 12:24:20, time: 2.221, data_time: 0.001, memory: 8675, loss_action_cls: 0.0356, recall@thr=0.5: 0.7217, prec@thr=0.5: 0.7873, recall@top3: 0.8138, prec@top3: 0.6714, recall@top5: 0.9371, prec@top5: 0.4755, loss: 0.0356, grad_norm: 0.1035 2021-02-24 19:55:10,342 - mmaction - INFO - Epoch [10][1420/1921] lr: 1.500e-01, eta: 12:23:33, time: 2.233, data_time: 0.001, memory: 8675, loss_action_cls: 0.0351, recall@thr=0.5: 0.7192, prec@thr=0.5: 0.7904, recall@top3: 0.8174, prec@top3: 0.6633, recall@top5: 0.9392, prec@top5: 0.4700, loss: 0.0351, grad_norm: 0.0990 2021-02-24 19:55:54,480 - mmaction - INFO - Epoch [10][1440/1921] lr: 1.500e-01, eta: 12:22:46, time: 2.207, data_time: 0.001, memory: 8675, loss_action_cls: 0.0365, recall@thr=0.5: 0.7097, prec@thr=0.5: 0.7765, recall@top3: 0.8127, prec@top3: 0.6637, recall@top5: 0.9335, prec@top5: 0.4686, loss: 0.0365, grad_norm: 0.1022 2021-02-24 19:56:39,078 - mmaction - INFO - Epoch [10][1460/1921] lr: 1.500e-01, eta: 12:21:59, time: 2.230, data_time: 0.001, memory: 8675, loss_action_cls: 0.0367, recall@thr=0.5: 0.7047, prec@thr=0.5: 0.7784, recall@top3: 0.8120, prec@top3: 0.6587, recall@top5: 0.9392, prec@top5: 0.4686, loss: 0.0367, grad_norm: 0.1008 2021-02-24 19:57:23,581 - mmaction - INFO - Epoch [10][1480/1921] lr: 1.500e-01, eta: 12:21:12, time: 2.225, data_time: 0.001, memory: 8675, loss_action_cls: 0.0340, recall@thr=0.5: 0.7315, prec@thr=0.5: 0.7923, recall@top3: 0.8294, prec@top3: 0.6696, recall@top5: 0.9472, prec@top5: 0.4710, loss: 0.0340, grad_norm: 0.0976 2021-02-24 19:58:09,235 - mmaction - INFO - Epoch [10][1500/1921] lr: 1.500e-01, eta: 12:20:28, time: 2.283, data_time: 0.001, memory: 8675, loss_action_cls: 0.0345, recall@thr=0.5: 0.7292, prec@thr=0.5: 0.7900, recall@top3: 0.8251, prec@top3: 0.6688, recall@top5: 0.9413, prec@top5: 0.4698, loss: 0.0345, grad_norm: 0.0952 2021-02-24 19:58:53,722 - mmaction - INFO - Epoch [10][1520/1921] lr: 1.500e-01, eta: 12:19:41, time: 2.224, data_time: 0.001, memory: 8675, loss_action_cls: 0.0351, recall@thr=0.5: 0.7180, prec@thr=0.5: 0.7935, recall@top3: 0.8228, prec@top3: 0.6616, recall@top5: 0.9452, prec@top5: 0.4676, loss: 0.0351, grad_norm: 0.0916 2021-02-24 19:59:38,127 - mmaction - INFO - Epoch [10][1540/1921] lr: 1.500e-01, eta: 12:18:54, time: 2.220, data_time: 0.001, memory: 8675, loss_action_cls: 0.0344, recall@thr=0.5: 0.7265, prec@thr=0.5: 0.7951, recall@top3: 0.8308, prec@top3: 0.6686, recall@top5: 0.9458, prec@top5: 0.4679, loss: 0.0344, grad_norm: 0.0930 2021-02-24 20:00:22,479 - mmaction - INFO - Epoch [10][1560/1921] lr: 1.500e-01, eta: 12:18:06, time: 2.218, data_time: 0.001, memory: 8675, loss_action_cls: 0.0343, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7929, recall@top3: 0.8223, prec@top3: 0.6686, recall@top5: 0.9436, prec@top5: 0.4720, loss: 0.0343, grad_norm: 0.0959 2021-02-24 20:01:06,130 - mmaction - INFO - Epoch [10][1580/1921] lr: 1.500e-01, eta: 12:17:18, time: 2.182, data_time: 0.001, memory: 8675, loss_action_cls: 0.0356, recall@thr=0.5: 0.7085, prec@thr=0.5: 0.7829, recall@top3: 0.8191, prec@top3: 0.6633, recall@top5: 0.9398, prec@top5: 0.4682, loss: 0.0356, grad_norm: 0.1028 2021-02-24 20:01:50,718 - mmaction - INFO - Epoch [10][1600/1921] lr: 1.500e-01, eta: 12:16:31, time: 2.229, data_time: 0.001, memory: 8675, loss_action_cls: 0.0357, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7840, recall@top3: 0.8189, prec@top3: 0.6717, recall@top5: 0.9413, prec@top5: 0.4739, loss: 0.0357, grad_norm: 0.0934 2021-02-24 20:02:35,103 - mmaction - INFO - Epoch [10][1620/1921] lr: 1.500e-01, eta: 12:15:44, time: 2.219, data_time: 0.001, memory: 8675, loss_action_cls: 0.0349, recall@thr=0.5: 0.7263, prec@thr=0.5: 0.7913, recall@top3: 0.8242, prec@top3: 0.6626, recall@top5: 0.9457, prec@top5: 0.4679, loss: 0.0349, grad_norm: 0.0912 2021-02-24 20:03:19,302 - mmaction - INFO - Epoch [10][1640/1921] lr: 1.500e-01, eta: 12:14:57, time: 2.210, data_time: 0.001, memory: 8675, loss_action_cls: 0.0356, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.7886, recall@top3: 0.8160, prec@top3: 0.6675, recall@top5: 0.9401, prec@top5: 0.4714, loss: 0.0356, grad_norm: 0.0923 2021-02-24 20:04:03,930 - mmaction - INFO - Epoch [10][1660/1921] lr: 1.500e-01, eta: 12:14:10, time: 2.232, data_time: 0.001, memory: 8675, loss_action_cls: 0.0355, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7822, recall@top3: 0.8162, prec@top3: 0.6662, recall@top5: 0.9397, prec@top5: 0.4709, loss: 0.0355, grad_norm: 0.0957 2021-02-24 20:04:48,812 - mmaction - INFO - Epoch [10][1680/1921] lr: 1.500e-01, eta: 12:13:24, time: 2.244, data_time: 0.001, memory: 8675, loss_action_cls: 0.0347, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7925, recall@top3: 0.8177, prec@top3: 0.6692, recall@top5: 0.9398, prec@top5: 0.4740, loss: 0.0347, grad_norm: 0.0966 2021-02-24 20:05:33,559 - mmaction - INFO - Epoch [10][1700/1921] lr: 1.500e-01, eta: 12:12:38, time: 2.237, data_time: 0.001, memory: 8675, loss_action_cls: 0.0340, recall@thr=0.5: 0.7349, prec@thr=0.5: 0.7978, recall@top3: 0.8259, prec@top3: 0.6710, recall@top5: 0.9442, prec@top5: 0.4733, loss: 0.0340, grad_norm: 0.0939 2021-02-24 20:06:17,601 - mmaction - INFO - Epoch [10][1720/1921] lr: 1.500e-01, eta: 12:11:50, time: 2.202, data_time: 0.001, memory: 8675, loss_action_cls: 0.0351, recall@thr=0.5: 0.7192, prec@thr=0.5: 0.7841, recall@top3: 0.8227, prec@top3: 0.6696, recall@top5: 0.9432, prec@top5: 0.4724, loss: 0.0351, grad_norm: 0.0962 2021-02-24 20:07:02,348 - mmaction - INFO - Epoch [10][1740/1921] lr: 1.500e-01, eta: 12:11:04, time: 2.237, data_time: 0.001, memory: 8675, loss_action_cls: 0.0343, recall@thr=0.5: 0.7269, prec@thr=0.5: 0.7948, recall@top3: 0.8220, prec@top3: 0.6776, recall@top5: 0.9446, prec@top5: 0.4786, loss: 0.0343, grad_norm: 0.0917 2021-02-24 20:07:46,903 - mmaction - INFO - Epoch [10][1760/1921] lr: 1.500e-01, eta: 12:10:17, time: 2.228, data_time: 0.001, memory: 8675, loss_action_cls: 0.0357, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.7849, recall@top3: 0.8237, prec@top3: 0.6610, recall@top5: 0.9386, prec@top5: 0.4634, loss: 0.0357, grad_norm: 0.0990 2021-02-24 20:08:31,851 - mmaction - INFO - Epoch [10][1780/1921] lr: 1.500e-01, eta: 12:09:31, time: 2.247, data_time: 0.001, memory: 8675, loss_action_cls: 0.0352, recall@thr=0.5: 0.7189, prec@thr=0.5: 0.7904, recall@top3: 0.8198, prec@top3: 0.6670, recall@top5: 0.9451, prec@top5: 0.4730, loss: 0.0352, grad_norm: 0.0976 2021-02-24 20:09:16,266 - mmaction - INFO - Epoch [10][1800/1921] lr: 1.500e-01, eta: 12:08:44, time: 2.221, data_time: 0.001, memory: 8675, loss_action_cls: 0.0355, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.7867, recall@top3: 0.8148, prec@top3: 0.6620, recall@top5: 0.9401, prec@top5: 0.4692, loss: 0.0355, grad_norm: 0.0941 2021-02-24 20:10:01,199 - mmaction - INFO - Epoch [10][1820/1921] lr: 1.500e-01, eta: 12:07:58, time: 2.247, data_time: 0.001, memory: 8675, loss_action_cls: 0.0350, recall@thr=0.5: 0.7221, prec@thr=0.5: 0.7972, recall@top3: 0.8168, prec@top3: 0.6649, recall@top5: 0.9423, prec@top5: 0.4726, loss: 0.0350, grad_norm: 0.0956 2021-02-24 20:10:45,968 - mmaction - INFO - Epoch [10][1840/1921] lr: 1.500e-01, eta: 12:07:12, time: 2.239, data_time: 0.001, memory: 8675, loss_action_cls: 0.0353, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7841, recall@top3: 0.8188, prec@top3: 0.6657, recall@top5: 0.9407, prec@top5: 0.4713, loss: 0.0353, grad_norm: 0.0958 2021-02-24 20:11:29,221 - mmaction - INFO - Epoch [10][1860/1921] lr: 1.500e-01, eta: 12:06:23, time: 2.163, data_time: 0.001, memory: 8675, loss_action_cls: 0.0350, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7879, recall@top3: 0.8230, prec@top3: 0.6587, recall@top5: 0.9412, prec@top5: 0.4633, loss: 0.0350, grad_norm: 0.0937 2021-02-24 20:12:13,958 - mmaction - INFO - Epoch [10][1880/1921] lr: 1.500e-01, eta: 12:05:37, time: 2.237, data_time: 0.001, memory: 8675, loss_action_cls: 0.0352, recall@thr=0.5: 0.7153, prec@thr=0.5: 0.7866, recall@top3: 0.8176, prec@top3: 0.6675, recall@top5: 0.9405, prec@top5: 0.4733, loss: 0.0352, grad_norm: 0.0920 2021-02-24 20:12:58,778 - mmaction - INFO - Epoch [10][1900/1921] lr: 1.500e-01, eta: 12:04:51, time: 2.241, data_time: 0.001, memory: 8675, loss_action_cls: 0.0354, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7958, recall@top3: 0.8216, prec@top3: 0.6683, recall@top5: 0.9394, prec@top5: 0.4711, loss: 0.0354, grad_norm: 0.0938 2021-02-24 20:13:40,778 - mmaction - INFO - Epoch [10][1920/1921] lr: 1.500e-01, eta: 12:03:59, time: 2.100, data_time: 0.001, memory: 8675, loss_action_cls: 0.0341, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.8004, recall@top3: 0.8277, prec@top3: 0.6653, recall@top5: 0.9429, prec@top5: 0.4669, loss: 0.0341, grad_norm: 0.0974 2021-02-24 20:13:45,461 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-02-24 20:25:01,609 - mmaction - INFO - Evaluating mAP ... 2021-02-24 20:32:56,744 - mmaction - INFO - mAP@0.5IOU 0.2350 2021-02-24 20:32:57,985 - mmaction - INFO - Epoch(val) [10][1921] mAP@0.5IOU: 0.2350 2021-02-24 20:34:29,841 - mmaction - INFO - Epoch [11][20/1921] lr: 1.500e-02, eta: 12:04:40, time: 4.591, data_time: 2.407, memory: 8675, loss_action_cls: 0.0345, recall@thr=0.5: 0.7377, prec@thr=0.5: 0.7863, recall@top3: 0.8268, prec@top3: 0.6684, recall@top5: 0.9435, prec@top5: 0.4698, loss: 0.0345, grad_norm: 0.0943 2021-02-24 20:35:14,821 - mmaction - INFO - Epoch [11][40/1921] lr: 1.500e-02, eta: 12:03:54, time: 2.249, data_time: 0.001, memory: 8675, loss_action_cls: 0.0342, recall@thr=0.5: 0.7297, prec@thr=0.5: 0.7954, recall@top3: 0.8265, prec@top3: 0.6700, recall@top5: 0.9442, prec@top5: 0.4705, loss: 0.0342, grad_norm: 0.0887 2021-02-24 20:35:59,905 - mmaction - INFO - Epoch [11][60/1921] lr: 1.500e-02, eta: 12:03:08, time: 2.254, data_time: 0.001, memory: 8675, loss_action_cls: 0.0344, recall@thr=0.5: 0.7314, prec@thr=0.5: 0.7899, recall@top3: 0.8278, prec@top3: 0.6639, recall@top5: 0.9465, prec@top5: 0.4683, loss: 0.0344, grad_norm: 0.0887 2021-02-24 20:36:45,018 - mmaction - INFO - Epoch [11][80/1921] lr: 1.500e-02, eta: 12:02:22, time: 2.256, data_time: 0.001, memory: 8675, loss_action_cls: 0.0341, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.7992, recall@top3: 0.8250, prec@top3: 0.6745, recall@top5: 0.9436, prec@top5: 0.4746, loss: 0.0341, grad_norm: 0.0913 2021-02-24 20:37:30,166 - mmaction - INFO - Epoch [11][100/1921] lr: 1.500e-02, eta: 12:01:37, time: 2.258, data_time: 0.001, memory: 8675, loss_action_cls: 0.0345, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7826, recall@top3: 0.8207, prec@top3: 0.6657, recall@top5: 0.9416, prec@top5: 0.4709, loss: 0.0345, grad_norm: 0.0907 2021-02-24 20:38:15,184 - mmaction - INFO - Epoch [11][120/1921] lr: 1.500e-02, eta: 12:00:51, time: 2.251, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7395, prec@thr=0.5: 0.8060, recall@top3: 0.8304, prec@top3: 0.6796, recall@top5: 0.9465, prec@top5: 0.4769, loss: 0.0332, grad_norm: 0.0858 2021-02-24 20:38:59,599 - mmaction - INFO - Epoch [11][140/1921] lr: 1.500e-02, eta: 12:00:04, time: 2.221, data_time: 0.001, memory: 8675, loss_action_cls: 0.0335, recall@thr=0.5: 0.7382, prec@thr=0.5: 0.8021, recall@top3: 0.8311, prec@top3: 0.6804, recall@top5: 0.9459, prec@top5: 0.4760, loss: 0.0335, grad_norm: 0.0904 2021-02-24 20:39:44,144 - mmaction - INFO - Epoch [11][160/1921] lr: 1.500e-02, eta: 11:59:17, time: 2.227, data_time: 0.001, memory: 8675, loss_action_cls: 0.0335, recall@thr=0.5: 0.7323, prec@thr=0.5: 0.8006, recall@top3: 0.8300, prec@top3: 0.6731, recall@top5: 0.9477, prec@top5: 0.4722, loss: 0.0335, grad_norm: 0.0857 2021-02-24 20:40:29,789 - mmaction - INFO - Epoch [11][180/1921] lr: 1.500e-02, eta: 11:58:32, time: 2.282, data_time: 0.001, memory: 8675, loss_action_cls: 0.0344, recall@thr=0.5: 0.7288, prec@thr=0.5: 0.7932, recall@top3: 0.8217, prec@top3: 0.6712, recall@top5: 0.9419, prec@top5: 0.4730, loss: 0.0344, grad_norm: 0.0933 2021-02-24 20:41:14,006 - mmaction - INFO - Epoch [11][200/1921] lr: 1.500e-02, eta: 11:57:45, time: 2.211, data_time: 0.001, memory: 8675, loss_action_cls: 0.0338, recall@thr=0.5: 0.7340, prec@thr=0.5: 0.7916, recall@top3: 0.8267, prec@top3: 0.6724, recall@top5: 0.9482, prec@top5: 0.4746, loss: 0.0338, grad_norm: 0.0917 2021-02-24 20:41:58,049 - mmaction - INFO - Epoch [11][220/1921] lr: 1.500e-02, eta: 11:56:57, time: 2.202, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7441, prec@thr=0.5: 0.8051, recall@top3: 0.8336, prec@top3: 0.6787, recall@top5: 0.9488, prec@top5: 0.4760, loss: 0.0330, grad_norm: 0.0905 2021-02-24 20:42:42,065 - mmaction - INFO - Epoch [11][240/1921] lr: 1.500e-02, eta: 11:56:09, time: 2.201, data_time: 0.001, memory: 8675, loss_action_cls: 0.0338, recall@thr=0.5: 0.7289, prec@thr=0.5: 0.7967, recall@top3: 0.8246, prec@top3: 0.6663, recall@top5: 0.9448, prec@top5: 0.4708, loss: 0.0338, grad_norm: 0.0894 2021-02-24 20:43:26,383 - mmaction - INFO - Epoch [11][260/1921] lr: 1.500e-02, eta: 11:55:22, time: 2.216, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8025, recall@top3: 0.8305, prec@top3: 0.6716, recall@top5: 0.9462, prec@top5: 0.4712, loss: 0.0333, grad_norm: 0.0881 2021-02-24 20:44:11,187 - mmaction - INFO - Epoch [11][280/1921] lr: 1.500e-02, eta: 11:54:36, time: 2.240, data_time: 0.001, memory: 8675, loss_action_cls: 0.0345, recall@thr=0.5: 0.7273, prec@thr=0.5: 0.7952, recall@top3: 0.8224, prec@top3: 0.6670, recall@top5: 0.9438, prec@top5: 0.4708, loss: 0.0345, grad_norm: 0.0907 2021-02-24 20:44:56,275 - mmaction - INFO - Epoch [11][300/1921] lr: 1.500e-02, eta: 11:53:50, time: 2.254, data_time: 0.001, memory: 8675, loss_action_cls: 0.0344, recall@thr=0.5: 0.7277, prec@thr=0.5: 0.7972, recall@top3: 0.8244, prec@top3: 0.6736, recall@top5: 0.9428, prec@top5: 0.4734, loss: 0.0344, grad_norm: 0.0887 2021-02-24 20:45:40,141 - mmaction - INFO - Epoch [11][320/1921] lr: 1.500e-02, eta: 11:53:02, time: 2.193, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7380, prec@thr=0.5: 0.8022, recall@top3: 0.8339, prec@top3: 0.6716, recall@top5: 0.9483, prec@top5: 0.4707, loss: 0.0329, grad_norm: 0.0926 2021-02-24 20:46:24,452 - mmaction - INFO - Epoch [11][340/1921] lr: 1.500e-02, eta: 11:52:15, time: 2.215, data_time: 0.001, memory: 8675, loss_action_cls: 0.0339, recall@thr=0.5: 0.7342, prec@thr=0.5: 0.8072, recall@top3: 0.8275, prec@top3: 0.6718, recall@top5: 0.9429, prec@top5: 0.4721, loss: 0.0339, grad_norm: 0.0911 2021-02-24 20:47:09,146 - mmaction - INFO - Epoch [11][360/1921] lr: 1.500e-02, eta: 11:51:29, time: 2.235, data_time: 0.001, memory: 8675, loss_action_cls: 0.0340, recall@thr=0.5: 0.7316, prec@thr=0.5: 0.8051, recall@top3: 0.8220, prec@top3: 0.6800, recall@top5: 0.9418, prec@top5: 0.4799, loss: 0.0340, grad_norm: 0.0903 2021-02-24 20:47:53,661 - mmaction - INFO - Epoch [11][380/1921] lr: 1.500e-02, eta: 11:50:42, time: 2.226, data_time: 0.001, memory: 8675, loss_action_cls: 0.0337, recall@thr=0.5: 0.7336, prec@thr=0.5: 0.7957, recall@top3: 0.8261, prec@top3: 0.6717, recall@top5: 0.9462, prec@top5: 0.4731, loss: 0.0337, grad_norm: 0.0930 2021-02-24 20:48:38,203 - mmaction - INFO - Epoch [11][400/1921] lr: 1.500e-02, eta: 11:49:55, time: 2.227, data_time: 0.001, memory: 8675, loss_action_cls: 0.0335, recall@thr=0.5: 0.7330, prec@thr=0.5: 0.8024, recall@top3: 0.8286, prec@top3: 0.6730, recall@top5: 0.9480, prec@top5: 0.4731, loss: 0.0335, grad_norm: 0.0908 2021-02-24 20:49:22,574 - mmaction - INFO - Epoch [11][420/1921] lr: 1.500e-02, eta: 11:49:08, time: 2.219, data_time: 0.001, memory: 8675, loss_action_cls: 0.0338, recall@thr=0.5: 0.7409, prec@thr=0.5: 0.7994, recall@top3: 0.8293, prec@top3: 0.6743, recall@top5: 0.9492, prec@top5: 0.4767, loss: 0.0338, grad_norm: 0.0932 2021-02-24 20:50:07,413 - mmaction - INFO - Epoch [11][440/1921] lr: 1.500e-02, eta: 11:48:22, time: 2.242, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7314, prec@thr=0.5: 0.8053, recall@top3: 0.8324, prec@top3: 0.6794, recall@top5: 0.9472, prec@top5: 0.4769, loss: 0.0332, grad_norm: 0.0905 2021-02-24 20:50:51,980 - mmaction - INFO - Epoch [11][460/1921] lr: 1.500e-02, eta: 11:47:35, time: 2.228, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7441, prec@thr=0.5: 0.7997, recall@top3: 0.8362, prec@top3: 0.6784, recall@top5: 0.9469, prec@top5: 0.4718, loss: 0.0330, grad_norm: 0.0887 2021-02-24 20:51:36,557 - mmaction - INFO - Epoch [11][480/1921] lr: 1.500e-02, eta: 11:46:49, time: 2.229, data_time: 0.001, memory: 8675, loss_action_cls: 0.0340, recall@thr=0.5: 0.7314, prec@thr=0.5: 0.7966, recall@top3: 0.8236, prec@top3: 0.6766, recall@top5: 0.9418, prec@top5: 0.4762, loss: 0.0340, grad_norm: 0.0932 2021-02-24 20:52:21,569 - mmaction - INFO - Epoch [11][500/1921] lr: 1.500e-02, eta: 11:46:03, time: 2.251, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7389, prec@thr=0.5: 0.8043, recall@top3: 0.8326, prec@top3: 0.6748, recall@top5: 0.9448, prec@top5: 0.4717, loss: 0.0333, grad_norm: 0.0884 2021-02-24 20:53:05,202 - mmaction - INFO - Epoch [11][520/1921] lr: 1.500e-02, eta: 11:45:15, time: 2.182, data_time: 0.001, memory: 8675, loss_action_cls: 0.0337, recall@thr=0.5: 0.7329, prec@thr=0.5: 0.7994, recall@top3: 0.8318, prec@top3: 0.6681, recall@top5: 0.9437, prec@top5: 0.4675, loss: 0.0337, grad_norm: 0.0895 2021-02-24 20:53:49,462 - mmaction - INFO - Epoch [11][540/1921] lr: 1.500e-02, eta: 11:44:28, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0335, recall@thr=0.5: 0.7488, prec@thr=0.5: 0.8064, recall@top3: 0.8330, prec@top3: 0.6806, recall@top5: 0.9473, prec@top5: 0.4767, loss: 0.0335, grad_norm: 0.0910 2021-02-24 20:54:33,787 - mmaction - INFO - Epoch [11][560/1921] lr: 1.500e-02, eta: 11:43:40, time: 2.216, data_time: 0.001, memory: 8675, loss_action_cls: 0.0338, recall@thr=0.5: 0.7363, prec@thr=0.5: 0.7984, recall@top3: 0.8298, prec@top3: 0.6850, recall@top5: 0.9458, prec@top5: 0.4797, loss: 0.0338, grad_norm: 0.0913 2021-02-24 20:55:18,168 - mmaction - INFO - Epoch [11][580/1921] lr: 1.500e-02, eta: 11:42:54, time: 2.219, data_time: 0.001, memory: 8675, loss_action_cls: 0.0338, recall@thr=0.5: 0.7376, prec@thr=0.5: 0.7976, recall@top3: 0.8320, prec@top3: 0.6706, recall@top5: 0.9461, prec@top5: 0.4701, loss: 0.0338, grad_norm: 0.0911 2021-02-24 20:56:02,174 - mmaction - INFO - Epoch [11][600/1921] lr: 1.500e-02, eta: 11:42:06, time: 2.200, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7403, prec@thr=0.5: 0.8154, recall@top3: 0.8339, prec@top3: 0.6732, recall@top5: 0.9438, prec@top5: 0.4708, loss: 0.0330, grad_norm: 0.0903 2021-02-24 20:56:46,028 - mmaction - INFO - Epoch [11][620/1921] lr: 1.500e-02, eta: 11:41:18, time: 2.193, data_time: 0.001, memory: 8675, loss_action_cls: 0.0336, recall@thr=0.5: 0.7316, prec@thr=0.5: 0.7959, recall@top3: 0.8353, prec@top3: 0.6689, recall@top5: 0.9485, prec@top5: 0.4664, loss: 0.0336, grad_norm: 0.0904 2021-02-24 20:57:30,537 - mmaction - INFO - Epoch [11][640/1921] lr: 1.500e-02, eta: 11:40:31, time: 2.226, data_time: 0.001, memory: 8675, loss_action_cls: 0.0341, recall@thr=0.5: 0.7309, prec@thr=0.5: 0.7933, recall@top3: 0.8296, prec@top3: 0.6715, recall@top5: 0.9429, prec@top5: 0.4699, loss: 0.0341, grad_norm: 0.0921 2021-02-24 20:58:14,710 - mmaction - INFO - Epoch [11][660/1921] lr: 1.500e-02, eta: 11:39:44, time: 2.209, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7399, prec@thr=0.5: 0.8090, recall@top3: 0.8355, prec@top3: 0.6770, recall@top5: 0.9501, prec@top5: 0.4738, loss: 0.0327, grad_norm: 0.0897 2021-02-24 20:58:59,148 - mmaction - INFO - Epoch [11][680/1921] lr: 1.500e-02, eta: 11:38:57, time: 2.222, data_time: 0.001, memory: 8675, loss_action_cls: 0.0342, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.7939, recall@top3: 0.8268, prec@top3: 0.6740, recall@top5: 0.9439, prec@top5: 0.4744, loss: 0.0342, grad_norm: 0.0931 2021-02-24 20:59:43,376 - mmaction - INFO - Epoch [11][700/1921] lr: 1.500e-02, eta: 11:38:10, time: 2.211, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7473, prec@thr=0.5: 0.8076, recall@top3: 0.8355, prec@top3: 0.6821, recall@top5: 0.9500, prec@top5: 0.4769, loss: 0.0322, grad_norm: 0.0867 2021-02-24 21:00:28,049 - mmaction - INFO - Epoch [11][720/1921] lr: 1.500e-02, eta: 11:37:24, time: 2.233, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7379, prec@thr=0.5: 0.8031, recall@top3: 0.8275, prec@top3: 0.6821, recall@top5: 0.9443, prec@top5: 0.4790, loss: 0.0334, grad_norm: 0.0887 2021-02-24 21:01:12,158 - mmaction - INFO - Epoch [11][740/1921] lr: 1.500e-02, eta: 11:36:37, time: 2.205, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7405, prec@thr=0.5: 0.8095, recall@top3: 0.8356, prec@top3: 0.6720, recall@top5: 0.9489, prec@top5: 0.4705, loss: 0.0325, grad_norm: 0.0891 2021-02-24 21:01:56,599 - mmaction - INFO - Epoch [11][760/1921] lr: 1.500e-02, eta: 11:35:50, time: 2.222, data_time: 0.001, memory: 8675, loss_action_cls: 0.0335, recall@thr=0.5: 0.7348, prec@thr=0.5: 0.8028, recall@top3: 0.8321, prec@top3: 0.6699, recall@top5: 0.9441, prec@top5: 0.4678, loss: 0.0335, grad_norm: 0.0919 2021-02-24 21:02:41,777 - mmaction - INFO - Epoch [11][780/1921] lr: 1.500e-02, eta: 11:35:05, time: 2.259, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7497, prec@thr=0.5: 0.8021, recall@top3: 0.8354, prec@top3: 0.6835, recall@top5: 0.9497, prec@top5: 0.4796, loss: 0.0327, grad_norm: 0.0870 2021-02-24 21:03:26,089 - mmaction - INFO - Epoch [11][800/1921] lr: 1.500e-02, eta: 11:34:18, time: 2.216, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7412, prec@thr=0.5: 0.7983, recall@top3: 0.8324, prec@top3: 0.6771, recall@top5: 0.9460, prec@top5: 0.4737, loss: 0.0329, grad_norm: 0.0929 2021-02-24 21:04:10,529 - mmaction - INFO - Epoch [11][820/1921] lr: 1.500e-02, eta: 11:33:31, time: 2.222, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7411, prec@thr=0.5: 0.8083, recall@top3: 0.8389, prec@top3: 0.6765, recall@top5: 0.9467, prec@top5: 0.4699, loss: 0.0332, grad_norm: 0.0908 2021-02-24 21:04:54,999 - mmaction - INFO - Epoch [11][840/1921] lr: 1.500e-02, eta: 11:32:44, time: 2.224, data_time: 0.001, memory: 8675, loss_action_cls: 0.0342, recall@thr=0.5: 0.7352, prec@thr=0.5: 0.8041, recall@top3: 0.8227, prec@top3: 0.6745, recall@top5: 0.9452, prec@top5: 0.4782, loss: 0.0342, grad_norm: 0.0922 2021-02-24 21:05:38,415 - mmaction - INFO - Epoch [11][860/1921] lr: 1.500e-02, eta: 11:31:56, time: 2.171, data_time: 0.001, memory: 8675, loss_action_cls: 0.0336, recall@thr=0.5: 0.7372, prec@thr=0.5: 0.7951, recall@top3: 0.8314, prec@top3: 0.6693, recall@top5: 0.9449, prec@top5: 0.4685, loss: 0.0336, grad_norm: 0.0957 2021-02-24 21:06:23,101 - mmaction - INFO - Epoch [11][880/1921] lr: 1.500e-02, eta: 11:31:10, time: 2.234, data_time: 0.001, memory: 8675, loss_action_cls: 0.0346, recall@thr=0.5: 0.7249, prec@thr=0.5: 0.7909, recall@top3: 0.8171, prec@top3: 0.6627, recall@top5: 0.9412, prec@top5: 0.4698, loss: 0.0346, grad_norm: 0.0921 2021-02-24 21:07:08,183 - mmaction - INFO - Epoch [11][900/1921] lr: 1.500e-02, eta: 11:30:24, time: 2.254, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7408, prec@thr=0.5: 0.8122, recall@top3: 0.8367, prec@top3: 0.6821, recall@top5: 0.9488, prec@top5: 0.4751, loss: 0.0333, grad_norm: 0.0922 2021-02-24 21:07:52,538 - mmaction - INFO - Epoch [11][920/1921] lr: 1.500e-02, eta: 11:29:37, time: 2.218, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7297, prec@thr=0.5: 0.7960, recall@top3: 0.8314, prec@top3: 0.6698, recall@top5: 0.9459, prec@top5: 0.4690, loss: 0.0333, grad_norm: 0.0927 2021-02-24 21:08:37,228 - mmaction - INFO - Epoch [11][940/1921] lr: 1.500e-02, eta: 11:28:51, time: 2.234, data_time: 0.001, memory: 8675, loss_action_cls: 0.0338, recall@thr=0.5: 0.7302, prec@thr=0.5: 0.7974, recall@top3: 0.8285, prec@top3: 0.6681, recall@top5: 0.9441, prec@top5: 0.4693, loss: 0.0338, grad_norm: 0.0914 2021-02-24 21:09:21,950 - mmaction - INFO - Epoch [11][960/1921] lr: 1.500e-02, eta: 11:28:05, time: 2.236, data_time: 0.001, memory: 8675, loss_action_cls: 0.0338, recall@thr=0.5: 0.7425, prec@thr=0.5: 0.8010, recall@top3: 0.8271, prec@top3: 0.6816, recall@top5: 0.9458, prec@top5: 0.4809, loss: 0.0338, grad_norm: 0.0928 2021-02-24 21:10:06,577 - mmaction - INFO - Epoch [11][980/1921] lr: 1.500e-02, eta: 11:27:19, time: 2.231, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7398, prec@thr=0.5: 0.8031, recall@top3: 0.8308, prec@top3: 0.6821, recall@top5: 0.9478, prec@top5: 0.4776, loss: 0.0329, grad_norm: 0.0894 2021-02-24 21:10:51,643 - mmaction - INFO - Epoch [11][1000/1921] lr: 1.500e-02, eta: 11:26:33, time: 2.253, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7433, prec@thr=0.5: 0.8104, recall@top3: 0.8391, prec@top3: 0.6719, recall@top5: 0.9481, prec@top5: 0.4689, loss: 0.0324, grad_norm: 0.0888 2021-02-24 21:11:36,183 - mmaction - INFO - Epoch [11][1020/1921] lr: 1.500e-02, eta: 11:25:47, time: 2.227, data_time: 0.001, memory: 8675, loss_action_cls: 0.0335, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.8052, recall@top3: 0.8289, prec@top3: 0.6695, recall@top5: 0.9462, prec@top5: 0.4699, loss: 0.0335, grad_norm: 0.0915 2021-02-24 21:12:20,378 - mmaction - INFO - Epoch [11][1040/1921] lr: 1.500e-02, eta: 11:25:00, time: 2.210, data_time: 0.001, memory: 8675, loss_action_cls: 0.0339, recall@thr=0.5: 0.7339, prec@thr=0.5: 0.8033, recall@top3: 0.8256, prec@top3: 0.6868, recall@top5: 0.9455, prec@top5: 0.4835, loss: 0.0339, grad_norm: 0.0934 2021-02-24 21:13:04,589 - mmaction - INFO - Epoch [11][1060/1921] lr: 1.500e-02, eta: 11:24:13, time: 2.210, data_time: 0.001, memory: 8675, loss_action_cls: 0.0335, recall@thr=0.5: 0.7431, prec@thr=0.5: 0.8027, recall@top3: 0.8316, prec@top3: 0.6798, recall@top5: 0.9459, prec@top5: 0.4757, loss: 0.0335, grad_norm: 0.0928 2021-02-24 21:13:48,577 - mmaction - INFO - Epoch [11][1080/1921] lr: 1.500e-02, eta: 11:23:25, time: 2.199, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7367, prec@thr=0.5: 0.7992, recall@top3: 0.8313, prec@top3: 0.6837, recall@top5: 0.9488, prec@top5: 0.4792, loss: 0.0334, grad_norm: 0.0931 2021-02-24 21:14:32,460 - mmaction - INFO - Epoch [11][1100/1921] lr: 1.500e-02, eta: 11:22:38, time: 2.194, data_time: 0.001, memory: 8675, loss_action_cls: 0.0340, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.7980, recall@top3: 0.8277, prec@top3: 0.6735, recall@top5: 0.9440, prec@top5: 0.4720, loss: 0.0340, grad_norm: 0.0922 2021-02-24 21:15:16,431 - mmaction - INFO - Epoch [11][1120/1921] lr: 1.500e-02, eta: 11:21:50, time: 2.199, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8054, recall@top3: 0.8351, prec@top3: 0.6786, recall@top5: 0.9472, prec@top5: 0.4742, loss: 0.0334, grad_norm: 0.0916 2021-02-24 21:16:00,665 - mmaction - INFO - Epoch [11][1140/1921] lr: 1.500e-02, eta: 11:21:03, time: 2.212, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7437, prec@thr=0.5: 0.8030, recall@top3: 0.8336, prec@top3: 0.6804, recall@top5: 0.9480, prec@top5: 0.4773, loss: 0.0334, grad_norm: 0.0906 2021-02-24 21:16:44,868 - mmaction - INFO - Epoch [11][1160/1921] lr: 1.500e-02, eta: 11:20:17, time: 2.210, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7334, prec@thr=0.5: 0.8039, recall@top3: 0.8314, prec@top3: 0.6774, recall@top5: 0.9453, prec@top5: 0.4739, loss: 0.0334, grad_norm: 0.0921 2021-02-24 21:17:28,853 - mmaction - INFO - Epoch [11][1180/1921] lr: 1.500e-02, eta: 11:19:29, time: 2.199, data_time: 0.001, memory: 8675, loss_action_cls: 0.0340, recall@thr=0.5: 0.7386, prec@thr=0.5: 0.7973, recall@top3: 0.8252, prec@top3: 0.6715, recall@top5: 0.9418, prec@top5: 0.4715, loss: 0.0340, grad_norm: 0.1023 2021-02-24 21:18:12,712 - mmaction - INFO - Epoch [11][1200/1921] lr: 1.500e-02, eta: 11:18:42, time: 2.193, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7331, prec@thr=0.5: 0.8060, recall@top3: 0.8360, prec@top3: 0.6785, recall@top5: 0.9477, prec@top5: 0.4734, loss: 0.0330, grad_norm: 0.0939 2021-02-24 21:18:56,709 - mmaction - INFO - Epoch [11][1220/1921] lr: 1.500e-02, eta: 11:17:54, time: 2.200, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7467, prec@thr=0.5: 0.8024, recall@top3: 0.8353, prec@top3: 0.6786, recall@top5: 0.9498, prec@top5: 0.4743, loss: 0.0329, grad_norm: 0.0943 2021-02-24 21:19:40,697 - mmaction - INFO - Epoch [11][1240/1921] lr: 1.500e-02, eta: 11:17:07, time: 2.199, data_time: 0.001, memory: 8675, loss_action_cls: 0.0343, recall@thr=0.5: 0.7296, prec@thr=0.5: 0.7985, recall@top3: 0.8223, prec@top3: 0.6749, recall@top5: 0.9411, prec@top5: 0.4742, loss: 0.0343, grad_norm: 0.0966 2021-02-24 21:20:25,169 - mmaction - INFO - Epoch [11][1260/1921] lr: 1.500e-02, eta: 11:16:21, time: 2.224, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7458, prec@thr=0.5: 0.8000, recall@top3: 0.8366, prec@top3: 0.6783, recall@top5: 0.9475, prec@top5: 0.4722, loss: 0.0332, grad_norm: 0.0924 2021-02-24 21:21:09,569 - mmaction - INFO - Epoch [11][1280/1921] lr: 1.500e-02, eta: 11:15:34, time: 2.220, data_time: 0.001, memory: 8675, loss_action_cls: 0.0337, recall@thr=0.5: 0.7328, prec@thr=0.5: 0.7993, recall@top3: 0.8254, prec@top3: 0.6727, recall@top5: 0.9463, prec@top5: 0.4753, loss: 0.0337, grad_norm: 0.0919 2021-02-24 21:21:55,061 - mmaction - INFO - Epoch [11][1300/1921] lr: 1.500e-02, eta: 11:14:49, time: 2.275, data_time: 0.001, memory: 8675, loss_action_cls: 0.0342, recall@thr=0.5: 0.7365, prec@thr=0.5: 0.7986, recall@top3: 0.8269, prec@top3: 0.6738, recall@top5: 0.9417, prec@top5: 0.4715, loss: 0.0342, grad_norm: 0.0914 2021-02-24 21:22:39,537 - mmaction - INFO - Epoch [11][1320/1921] lr: 1.500e-02, eta: 11:14:03, time: 2.224, data_time: 0.001, memory: 8675, loss_action_cls: 0.0340, recall@thr=0.5: 0.7302, prec@thr=0.5: 0.7932, recall@top3: 0.8257, prec@top3: 0.6722, recall@top5: 0.9447, prec@top5: 0.4732, loss: 0.0340, grad_norm: 0.0911 2021-02-24 21:23:23,897 - mmaction - INFO - Epoch [11][1340/1921] lr: 1.500e-02, eta: 11:13:16, time: 2.218, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7485, prec@thr=0.5: 0.8139, recall@top3: 0.8366, prec@top3: 0.6803, recall@top5: 0.9502, prec@top5: 0.4753, loss: 0.0330, grad_norm: 0.0882 2021-02-24 21:24:08,150 - mmaction - INFO - Epoch [11][1360/1921] lr: 1.500e-02, eta: 11:12:30, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0337, recall@thr=0.5: 0.7378, prec@thr=0.5: 0.8028, recall@top3: 0.8295, prec@top3: 0.6745, recall@top5: 0.9443, prec@top5: 0.4724, loss: 0.0337, grad_norm: 0.0928 2021-02-24 21:24:53,522 - mmaction - INFO - Epoch [11][1380/1921] lr: 1.500e-02, eta: 11:11:45, time: 2.269, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7405, prec@thr=0.5: 0.8082, recall@top3: 0.8346, prec@top3: 0.6767, recall@top5: 0.9472, prec@top5: 0.4726, loss: 0.0330, grad_norm: 0.0906 2021-02-24 21:25:37,577 - mmaction - INFO - Epoch [11][1400/1921] lr: 1.500e-02, eta: 11:10:58, time: 2.203, data_time: 0.008, memory: 8675, loss_action_cls: 0.0343, recall@thr=0.5: 0.7208, prec@thr=0.5: 0.7912, recall@top3: 0.8284, prec@top3: 0.6727, recall@top5: 0.9436, prec@top5: 0.4707, loss: 0.0343, grad_norm: 0.0930 2021-02-24 21:26:20,949 - mmaction - INFO - Epoch [11][1420/1921] lr: 1.500e-02, eta: 11:10:09, time: 2.168, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7387, prec@thr=0.5: 0.8010, recall@top3: 0.8337, prec@top3: 0.6724, recall@top5: 0.9470, prec@top5: 0.4688, loss: 0.0328, grad_norm: 0.0925 2021-02-24 21:27:05,956 - mmaction - INFO - Epoch [11][1440/1921] lr: 1.500e-02, eta: 11:09:24, time: 2.251, data_time: 0.001, memory: 8675, loss_action_cls: 0.0337, recall@thr=0.5: 0.7424, prec@thr=0.5: 0.8083, recall@top3: 0.8292, prec@top3: 0.6765, recall@top5: 0.9463, prec@top5: 0.4756, loss: 0.0337, grad_norm: 0.0896 2021-02-24 21:27:50,217 - mmaction - INFO - Epoch [11][1460/1921] lr: 1.500e-02, eta: 11:08:37, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0341, recall@thr=0.5: 0.7294, prec@thr=0.5: 0.7971, recall@top3: 0.8262, prec@top3: 0.6670, recall@top5: 0.9430, prec@top5: 0.4686, loss: 0.0341, grad_norm: 0.0934 2021-02-24 21:28:34,478 - mmaction - INFO - Epoch [11][1480/1921] lr: 1.500e-02, eta: 11:07:50, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0342, recall@thr=0.5: 0.7329, prec@thr=0.5: 0.8036, recall@top3: 0.8215, prec@top3: 0.6714, recall@top5: 0.9432, prec@top5: 0.4754, loss: 0.0342, grad_norm: 0.0926 2021-02-24 21:29:18,893 - mmaction - INFO - Epoch [11][1500/1921] lr: 1.500e-02, eta: 11:07:04, time: 2.221, data_time: 0.001, memory: 8675, loss_action_cls: 0.0337, recall@thr=0.5: 0.7385, prec@thr=0.5: 0.8035, recall@top3: 0.8332, prec@top3: 0.6816, recall@top5: 0.9454, prec@top5: 0.4757, loss: 0.0337, grad_norm: 0.0918 2021-02-24 21:30:03,073 - mmaction - INFO - Epoch [11][1520/1921] lr: 1.500e-02, eta: 11:06:17, time: 2.209, data_time: 0.002, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7447, prec@thr=0.5: 0.8063, recall@top3: 0.8366, prec@top3: 0.6789, recall@top5: 0.9495, prec@top5: 0.4735, loss: 0.0328, grad_norm: 0.0918 2021-02-24 21:30:46,864 - mmaction - INFO - Epoch [11][1540/1921] lr: 1.500e-02, eta: 11:05:30, time: 2.189, data_time: 0.001, memory: 8675, loss_action_cls: 0.0339, recall@thr=0.5: 0.7240, prec@thr=0.5: 0.8013, recall@top3: 0.8278, prec@top3: 0.6635, recall@top5: 0.9433, prec@top5: 0.4664, loss: 0.0339, grad_norm: 0.0921 2021-02-24 21:31:31,424 - mmaction - INFO - Epoch [11][1560/1921] lr: 1.500e-02, eta: 11:04:44, time: 2.228, data_time: 0.001, memory: 8675, loss_action_cls: 0.0336, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8007, recall@top3: 0.8297, prec@top3: 0.6763, recall@top5: 0.9429, prec@top5: 0.4722, loss: 0.0336, grad_norm: 0.0905 2021-02-24 21:32:16,028 - mmaction - INFO - Epoch [11][1580/1921] lr: 1.500e-02, eta: 11:03:57, time: 2.230, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7523, prec@thr=0.5: 0.8156, recall@top3: 0.8376, prec@top3: 0.6803, recall@top5: 0.9488, prec@top5: 0.4739, loss: 0.0325, grad_norm: 0.0914 2021-02-24 21:32:59,930 - mmaction - INFO - Epoch [11][1600/1921] lr: 1.500e-02, eta: 11:03:10, time: 2.195, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7411, prec@thr=0.5: 0.8032, recall@top3: 0.8290, prec@top3: 0.6836, recall@top5: 0.9487, prec@top5: 0.4793, loss: 0.0332, grad_norm: 0.0960 2021-02-24 21:33:44,163 - mmaction - INFO - Epoch [11][1620/1921] lr: 1.500e-02, eta: 11:02:24, time: 2.212, data_time: 0.001, memory: 8675, loss_action_cls: 0.0335, recall@thr=0.5: 0.7410, prec@thr=0.5: 0.8085, recall@top3: 0.8278, prec@top3: 0.6777, recall@top5: 0.9433, prec@top5: 0.4740, loss: 0.0335, grad_norm: 0.0898 2021-02-24 21:34:28,454 - mmaction - INFO - Epoch [11][1640/1921] lr: 1.500e-02, eta: 11:01:37, time: 2.214, data_time: 0.001, memory: 8675, loss_action_cls: 0.0341, recall@thr=0.5: 0.7392, prec@thr=0.5: 0.7970, recall@top3: 0.8209, prec@top3: 0.6770, recall@top5: 0.9439, prec@top5: 0.4801, loss: 0.0341, grad_norm: 0.0968 2021-02-24 21:35:12,861 - mmaction - INFO - Epoch [11][1660/1921] lr: 1.500e-02, eta: 11:00:51, time: 2.220, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7419, prec@thr=0.5: 0.8024, recall@top3: 0.8370, prec@top3: 0.6812, recall@top5: 0.9484, prec@top5: 0.4757, loss: 0.0332, grad_norm: 0.0886 2021-02-24 21:35:57,114 - mmaction - INFO - Epoch [11][1680/1921] lr: 1.500e-02, eta: 11:00:04, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7476, prec@thr=0.5: 0.8088, recall@top3: 0.8400, prec@top3: 0.6877, recall@top5: 0.9511, prec@top5: 0.4801, loss: 0.0325, grad_norm: 0.0929 2021-02-24 21:36:41,028 - mmaction - INFO - Epoch [11][1700/1921] lr: 1.500e-02, eta: 10:59:17, time: 2.196, data_time: 0.001, memory: 8675, loss_action_cls: 0.0337, recall@thr=0.5: 0.7393, prec@thr=0.5: 0.8006, recall@top3: 0.8253, prec@top3: 0.6779, recall@top5: 0.9429, prec@top5: 0.4771, loss: 0.0337, grad_norm: 0.0915 2021-02-24 21:37:25,700 - mmaction - INFO - Epoch [11][1720/1921] lr: 1.500e-02, eta: 10:58:31, time: 2.234, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7337, prec@thr=0.5: 0.8032, recall@top3: 0.8266, prec@top3: 0.6749, recall@top5: 0.9443, prec@top5: 0.4745, loss: 0.0334, grad_norm: 0.0941 2021-02-24 21:38:09,874 - mmaction - INFO - Epoch [11][1740/1921] lr: 1.500e-02, eta: 10:57:44, time: 2.209, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7420, prec@thr=0.5: 0.8041, recall@top3: 0.8345, prec@top3: 0.6817, recall@top5: 0.9498, prec@top5: 0.4777, loss: 0.0328, grad_norm: 0.0937 2021-02-24 21:38:54,444 - mmaction - INFO - Epoch [11][1760/1921] lr: 1.500e-02, eta: 10:56:58, time: 2.228, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7347, prec@thr=0.5: 0.8045, recall@top3: 0.8336, prec@top3: 0.6738, recall@top5: 0.9473, prec@top5: 0.4705, loss: 0.0333, grad_norm: 0.0953 2021-02-24 21:39:38,162 - mmaction - INFO - Epoch [11][1780/1921] lr: 1.500e-02, eta: 10:56:10, time: 2.186, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7412, prec@thr=0.5: 0.8071, recall@top3: 0.8344, prec@top3: 0.6792, recall@top5: 0.9503, prec@top5: 0.4772, loss: 0.0332, grad_norm: 0.0940 2021-02-24 21:40:22,024 - mmaction - INFO - Epoch [11][1800/1921] lr: 1.500e-02, eta: 10:55:23, time: 2.193, data_time: 0.001, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7542, prec@thr=0.5: 0.8160, recall@top3: 0.8422, prec@top3: 0.6904, recall@top5: 0.9538, prec@top5: 0.4814, loss: 0.0317, grad_norm: 0.0933 2021-02-24 21:41:06,652 - mmaction - INFO - Epoch [11][1820/1921] lr: 1.500e-02, eta: 10:54:37, time: 2.231, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7342, prec@thr=0.5: 0.7985, recall@top3: 0.8265, prec@top3: 0.6769, recall@top5: 0.9437, prec@top5: 0.4763, loss: 0.0334, grad_norm: 0.0947 2021-02-24 21:41:50,950 - mmaction - INFO - Epoch [11][1840/1921] lr: 1.500e-02, eta: 10:53:51, time: 2.215, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7528, prec@thr=0.5: 0.8079, recall@top3: 0.8350, prec@top3: 0.6849, recall@top5: 0.9523, prec@top5: 0.4809, loss: 0.0326, grad_norm: 0.0931 2021-02-24 21:42:35,644 - mmaction - INFO - Epoch [11][1860/1921] lr: 1.500e-02, eta: 10:53:05, time: 2.235, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.7995, recall@top3: 0.8332, prec@top3: 0.6815, recall@top5: 0.9459, prec@top5: 0.4763, loss: 0.0334, grad_norm: 0.0966 2021-02-24 21:43:20,138 - mmaction - INFO - Epoch [11][1880/1921] lr: 1.500e-02, eta: 10:52:19, time: 2.225, data_time: 0.001, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7450, prec@thr=0.5: 0.8112, recall@top3: 0.8395, prec@top3: 0.6813, recall@top5: 0.9498, prec@top5: 0.4748, loss: 0.0317, grad_norm: 0.0914 2021-02-24 21:44:04,454 - mmaction - INFO - Epoch [11][1900/1921] lr: 1.500e-02, eta: 10:51:32, time: 2.216, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7399, prec@thr=0.5: 0.8084, recall@top3: 0.8308, prec@top3: 0.6783, recall@top5: 0.9495, prec@top5: 0.4761, loss: 0.0331, grad_norm: 0.0931 2021-02-24 21:44:47,379 - mmaction - INFO - Epoch [11][1920/1921] lr: 1.500e-02, eta: 10:50:44, time: 2.146, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7512, prec@thr=0.5: 0.8086, recall@top3: 0.8370, prec@top3: 0.6776, recall@top5: 0.9477, prec@top5: 0.4746, loss: 0.0328, grad_norm: 0.0936 2021-02-24 21:44:51,759 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-02-24 21:56:09,203 - mmaction - INFO - Evaluating mAP ... 2021-02-24 22:04:06,535 - mmaction - INFO - mAP@0.5IOU 0.2381 2021-02-24 22:04:08,718 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_11.pth. 2021-02-24 22:04:08,718 - mmaction - INFO - Best mAP@0.5IOU is 0.2381 at 11 epoch. 2021-02-24 22:04:10,054 - mmaction - INFO - Epoch(val) [11][1921] mAP@0.5IOU: 0.2381 2021-02-24 22:05:46,685 - mmaction - INFO - Epoch [12][20/1921] lr: 1.500e-02, eta: 10:51:07, time: 4.722, data_time: 2.534, memory: 8675, loss_action_cls: 0.0343, recall@thr=0.5: 0.7376, prec@thr=0.5: 0.8021, recall@top3: 0.8262, prec@top3: 0.6782, recall@top5: 0.9439, prec@top5: 0.4775, loss: 0.0343, grad_norm: 0.0958 2021-02-24 22:06:31,001 - mmaction - INFO - Epoch [12][40/1921] lr: 1.500e-02, eta: 10:50:20, time: 2.216, data_time: 0.002, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7446, prec@thr=0.5: 0.8090, recall@top3: 0.8296, prec@top3: 0.6849, recall@top5: 0.9460, prec@top5: 0.4813, loss: 0.0330, grad_norm: 0.0956 2021-02-24 22:07:14,856 - mmaction - INFO - Epoch [12][60/1921] lr: 1.500e-02, eta: 10:49:33, time: 2.193, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7377, prec@thr=0.5: 0.7958, recall@top3: 0.8279, prec@top3: 0.6727, recall@top5: 0.9474, prec@top5: 0.4740, loss: 0.0334, grad_norm: 0.0949 2021-02-24 22:07:58,369 - mmaction - INFO - Epoch [12][80/1921] lr: 1.500e-02, eta: 10:48:45, time: 2.175, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7394, prec@thr=0.5: 0.8114, recall@top3: 0.8337, prec@top3: 0.6814, recall@top5: 0.9474, prec@top5: 0.4770, loss: 0.0326, grad_norm: 0.0951 2021-02-24 22:08:42,796 - mmaction - INFO - Epoch [12][100/1921] lr: 1.500e-02, eta: 10:47:58, time: 2.221, data_time: 0.001, memory: 8675, loss_action_cls: 0.0339, recall@thr=0.5: 0.7356, prec@thr=0.5: 0.7977, recall@top3: 0.8235, prec@top3: 0.6740, recall@top5: 0.9436, prec@top5: 0.4740, loss: 0.0339, grad_norm: 0.0981 2021-02-24 22:09:26,606 - mmaction - INFO - Epoch [12][120/1921] lr: 1.500e-02, eta: 10:47:11, time: 2.191, data_time: 0.001, memory: 8675, loss_action_cls: 0.0337, recall@thr=0.5: 0.7292, prec@thr=0.5: 0.7909, recall@top3: 0.8282, prec@top3: 0.6620, recall@top5: 0.9466, prec@top5: 0.4670, loss: 0.0337, grad_norm: 0.0969 2021-02-24 22:10:11,098 - mmaction - INFO - Epoch [12][140/1921] lr: 1.500e-02, eta: 10:46:25, time: 2.225, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7416, prec@thr=0.5: 0.8004, recall@top3: 0.8294, prec@top3: 0.6721, recall@top5: 0.9477, prec@top5: 0.4725, loss: 0.0331, grad_norm: 0.0944 2021-02-24 22:10:56,579 - mmaction - INFO - Epoch [12][160/1921] lr: 1.500e-02, eta: 10:45:40, time: 2.274, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7446, prec@thr=0.5: 0.8103, recall@top3: 0.8357, prec@top3: 0.6829, recall@top5: 0.9470, prec@top5: 0.4767, loss: 0.0324, grad_norm: 0.0933 2021-02-24 22:11:40,309 - mmaction - INFO - Epoch [12][180/1921] lr: 1.500e-02, eta: 10:44:52, time: 2.186, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7447, prec@thr=0.5: 0.8096, recall@top3: 0.8358, prec@top3: 0.6843, recall@top5: 0.9479, prec@top5: 0.4786, loss: 0.0325, grad_norm: 0.0948 2021-02-24 22:12:24,540 - mmaction - INFO - Epoch [12][200/1921] lr: 1.500e-02, eta: 10:44:06, time: 2.212, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7387, prec@thr=0.5: 0.8027, recall@top3: 0.8320, prec@top3: 0.6743, recall@top5: 0.9513, prec@top5: 0.4734, loss: 0.0327, grad_norm: 0.0964 2021-02-24 22:13:08,257 - mmaction - INFO - Epoch [12][220/1921] lr: 1.500e-02, eta: 10:43:18, time: 2.186, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7393, prec@thr=0.5: 0.8045, recall@top3: 0.8378, prec@top3: 0.6874, recall@top5: 0.9486, prec@top5: 0.4786, loss: 0.0327, grad_norm: 0.0944 2021-02-24 22:13:52,476 - mmaction - INFO - Epoch [12][240/1921] lr: 1.500e-02, eta: 10:42:32, time: 2.211, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7425, prec@thr=0.5: 0.8100, recall@top3: 0.8334, prec@top3: 0.6680, recall@top5: 0.9447, prec@top5: 0.4674, loss: 0.0329, grad_norm: 0.0971 2021-02-24 22:14:37,124 - mmaction - INFO - Epoch [12][260/1921] lr: 1.500e-02, eta: 10:41:46, time: 2.232, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7481, prec@thr=0.5: 0.8161, recall@top3: 0.8313, prec@top3: 0.6906, recall@top5: 0.9492, prec@top5: 0.4845, loss: 0.0332, grad_norm: 0.0942 2021-02-24 22:15:48,212 - mmaction - INFO - Epoch [12][280/1921] lr: 1.500e-02, eta: 10:41:38, time: 3.555, data_time: 1.408, memory: 8675, loss_action_cls: 0.0335, recall@thr=0.5: 0.7374, prec@thr=0.5: 0.8011, recall@top3: 0.8296, prec@top3: 0.6745, recall@top5: 0.9474, prec@top5: 0.4745, loss: 0.0335, grad_norm: 0.0984 2021-02-24 22:16:34,926 - mmaction - INFO - Epoch [12][300/1921] lr: 1.500e-02, eta: 10:40:54, time: 2.336, data_time: 0.159, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7478, prec@thr=0.5: 0.8044, recall@top3: 0.8380, prec@top3: 0.6845, recall@top5: 0.9488, prec@top5: 0.4765, loss: 0.0324, grad_norm: 0.0942 2021-02-24 22:17:18,944 - mmaction - INFO - Epoch [12][320/1921] lr: 1.500e-02, eta: 10:40:07, time: 2.201, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7363, prec@thr=0.5: 0.7974, recall@top3: 0.8305, prec@top3: 0.6726, recall@top5: 0.9471, prec@top5: 0.4718, loss: 0.0333, grad_norm: 0.0954 2021-02-24 22:18:03,520 - mmaction - INFO - Epoch [12][340/1921] lr: 1.500e-02, eta: 10:39:21, time: 2.229, data_time: 0.001, memory: 8675, loss_action_cls: 0.0337, recall@thr=0.5: 0.7343, prec@thr=0.5: 0.8045, recall@top3: 0.8299, prec@top3: 0.6695, recall@top5: 0.9437, prec@top5: 0.4679, loss: 0.0337, grad_norm: 0.0945 2021-02-24 22:18:47,865 - mmaction - INFO - Epoch [12][360/1921] lr: 1.500e-02, eta: 10:38:35, time: 2.218, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7480, prec@thr=0.5: 0.8035, recall@top3: 0.8353, prec@top3: 0.6776, recall@top5: 0.9474, prec@top5: 0.4734, loss: 0.0324, grad_norm: 0.0931 2021-02-24 22:19:32,499 - mmaction - INFO - Epoch [12][380/1921] lr: 1.500e-02, eta: 10:37:48, time: 2.231, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7424, prec@thr=0.5: 0.8079, recall@top3: 0.8331, prec@top3: 0.6805, recall@top5: 0.9490, prec@top5: 0.4770, loss: 0.0327, grad_norm: 0.0954 2021-02-24 22:20:16,626 - mmaction - INFO - Epoch [12][400/1921] lr: 1.500e-02, eta: 10:37:02, time: 2.206, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8128, recall@top3: 0.8386, prec@top3: 0.6768, recall@top5: 0.9481, prec@top5: 0.4718, loss: 0.0325, grad_norm: 0.0960 2021-02-24 22:21:01,568 - mmaction - INFO - Epoch [12][420/1921] lr: 1.500e-02, eta: 10:36:16, time: 2.247, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7440, prec@thr=0.5: 0.8081, recall@top3: 0.8237, prec@top3: 0.6808, recall@top5: 0.9448, prec@top5: 0.4794, loss: 0.0332, grad_norm: 0.0928 2021-02-24 22:21:46,439 - mmaction - INFO - Epoch [12][440/1921] lr: 1.500e-02, eta: 10:35:30, time: 2.244, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7394, prec@thr=0.5: 0.8050, recall@top3: 0.8315, prec@top3: 0.6704, recall@top5: 0.9463, prec@top5: 0.4698, loss: 0.0333, grad_norm: 0.0903 2021-02-24 22:22:30,905 - mmaction - INFO - Epoch [12][460/1921] lr: 1.500e-02, eta: 10:34:44, time: 2.223, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7466, prec@thr=0.5: 0.8134, recall@top3: 0.8376, prec@top3: 0.6796, recall@top5: 0.9537, prec@top5: 0.4765, loss: 0.0318, grad_norm: 0.0908 2021-02-24 22:23:14,945 - mmaction - INFO - Epoch [12][480/1921] lr: 1.500e-02, eta: 10:33:57, time: 2.202, data_time: 0.001, memory: 8675, loss_action_cls: 0.0338, recall@thr=0.5: 0.7381, prec@thr=0.5: 0.7997, recall@top3: 0.8299, prec@top3: 0.6761, recall@top5: 0.9436, prec@top5: 0.4735, loss: 0.0338, grad_norm: 0.0971 2021-02-24 22:23:58,984 - mmaction - INFO - Epoch [12][500/1921] lr: 1.500e-02, eta: 10:33:10, time: 2.202, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7402, prec@thr=0.5: 0.8071, recall@top3: 0.8316, prec@top3: 0.6745, recall@top5: 0.9452, prec@top5: 0.4713, loss: 0.0333, grad_norm: 0.0938 2021-02-24 22:24:42,901 - mmaction - INFO - Epoch [12][520/1921] lr: 1.500e-02, eta: 10:32:23, time: 2.196, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7427, prec@thr=0.5: 0.8052, recall@top3: 0.8377, prec@top3: 0.6865, recall@top5: 0.9524, prec@top5: 0.4800, loss: 0.0321, grad_norm: 0.0981 2021-02-24 22:25:27,414 - mmaction - INFO - Epoch [12][540/1921] lr: 1.500e-02, eta: 10:31:36, time: 2.226, data_time: 0.001, memory: 8675, loss_action_cls: 0.0338, recall@thr=0.5: 0.7359, prec@thr=0.5: 0.7968, recall@top3: 0.8251, prec@top3: 0.6717, recall@top5: 0.9445, prec@top5: 0.4731, loss: 0.0338, grad_norm: 0.0943 2021-02-24 22:26:11,736 - mmaction - INFO - Epoch [12][560/1921] lr: 1.500e-02, eta: 10:30:50, time: 2.216, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7372, prec@thr=0.5: 0.8096, recall@top3: 0.8362, prec@top3: 0.6759, recall@top5: 0.9465, prec@top5: 0.4709, loss: 0.0327, grad_norm: 0.0935 2021-02-24 22:26:56,516 - mmaction - INFO - Epoch [12][580/1921] lr: 1.500e-02, eta: 10:30:04, time: 2.239, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8099, recall@top3: 0.8336, prec@top3: 0.6873, recall@top5: 0.9468, prec@top5: 0.4811, loss: 0.0330, grad_norm: 0.0958 2021-02-24 22:27:40,391 - mmaction - INFO - Epoch [12][600/1921] lr: 1.500e-02, eta: 10:29:17, time: 2.194, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7435, prec@thr=0.5: 0.8052, recall@top3: 0.8369, prec@top3: 0.6820, recall@top5: 0.9500, prec@top5: 0.4769, loss: 0.0330, grad_norm: 0.0940 2021-02-24 22:28:24,932 - mmaction - INFO - Epoch [12][620/1921] lr: 1.500e-02, eta: 10:28:30, time: 2.227, data_time: 0.001, memory: 8675, loss_action_cls: 0.0337, recall@thr=0.5: 0.7323, prec@thr=0.5: 0.7976, recall@top3: 0.8256, prec@top3: 0.6723, recall@top5: 0.9439, prec@top5: 0.4721, loss: 0.0337, grad_norm: 0.0948 2021-02-24 22:29:09,645 - mmaction - INFO - Epoch [12][640/1921] lr: 1.500e-02, eta: 10:27:45, time: 2.236, data_time: 0.001, memory: 8675, loss_action_cls: 0.0337, recall@thr=0.5: 0.7294, prec@thr=0.5: 0.7972, recall@top3: 0.8254, prec@top3: 0.6673, recall@top5: 0.9447, prec@top5: 0.4703, loss: 0.0337, grad_norm: 0.0968 2021-02-24 22:29:54,023 - mmaction - INFO - Epoch [12][660/1921] lr: 1.500e-02, eta: 10:26:58, time: 2.219, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7322, prec@thr=0.5: 0.8053, recall@top3: 0.8306, prec@top3: 0.6748, recall@top5: 0.9494, prec@top5: 0.4750, loss: 0.0334, grad_norm: 0.0972 2021-02-24 22:30:37,614 - mmaction - INFO - Epoch [12][680/1921] lr: 1.500e-02, eta: 10:26:11, time: 2.180, data_time: 0.001, memory: 8675, loss_action_cls: 0.0337, recall@thr=0.5: 0.7405, prec@thr=0.5: 0.8023, recall@top3: 0.8271, prec@top3: 0.6876, recall@top5: 0.9427, prec@top5: 0.4819, loss: 0.0337, grad_norm: 0.0991 2021-02-24 22:31:21,906 - mmaction - INFO - Epoch [12][700/1921] lr: 1.500e-02, eta: 10:25:24, time: 2.215, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7465, prec@thr=0.5: 0.7988, recall@top3: 0.8270, prec@top3: 0.6715, recall@top5: 0.9456, prec@top5: 0.4724, loss: 0.0334, grad_norm: 0.0996 2021-02-24 22:32:06,269 - mmaction - INFO - Epoch [12][720/1921] lr: 1.500e-02, eta: 10:24:38, time: 2.218, data_time: 0.001, memory: 8675, loss_action_cls: 0.0336, recall@thr=0.5: 0.7365, prec@thr=0.5: 0.8098, recall@top3: 0.8334, prec@top3: 0.6794, recall@top5: 0.9436, prec@top5: 0.4741, loss: 0.0336, grad_norm: 0.0945 2021-02-24 22:32:50,060 - mmaction - INFO - Epoch [12][740/1921] lr: 1.500e-02, eta: 10:23:50, time: 2.190, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8095, recall@top3: 0.8379, prec@top3: 0.6761, recall@top5: 0.9519, prec@top5: 0.4727, loss: 0.0326, grad_norm: 0.0953 2021-02-24 22:33:35,231 - mmaction - INFO - Epoch [12][760/1921] lr: 1.500e-02, eta: 10:23:05, time: 2.259, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7450, prec@thr=0.5: 0.8048, recall@top3: 0.8274, prec@top3: 0.6770, recall@top5: 0.9453, prec@top5: 0.4760, loss: 0.0334, grad_norm: 0.0941 2021-02-24 22:34:18,963 - mmaction - INFO - Epoch [12][780/1921] lr: 1.500e-02, eta: 10:22:18, time: 2.186, data_time: 0.001, memory: 8675, loss_action_cls: 0.0336, recall@thr=0.5: 0.7288, prec@thr=0.5: 0.8000, recall@top3: 0.8242, prec@top3: 0.6738, recall@top5: 0.9416, prec@top5: 0.4743, loss: 0.0336, grad_norm: 0.0985 2021-02-24 22:35:02,502 - mmaction - INFO - Epoch [12][800/1921] lr: 1.500e-02, eta: 10:21:30, time: 2.177, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7294, prec@thr=0.5: 0.7958, recall@top3: 0.8305, prec@top3: 0.6721, recall@top5: 0.9459, prec@top5: 0.4714, loss: 0.0334, grad_norm: 0.0962 2021-02-24 22:35:47,919 - mmaction - INFO - Epoch [12][820/1921] lr: 1.500e-02, eta: 10:20:45, time: 2.271, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7404, prec@thr=0.5: 0.7972, recall@top3: 0.8285, prec@top3: 0.6790, recall@top5: 0.9470, prec@top5: 0.4769, loss: 0.0331, grad_norm: 0.0928 2021-02-24 22:36:33,155 - mmaction - INFO - Epoch [12][840/1921] lr: 1.500e-02, eta: 10:20:00, time: 2.262, data_time: 0.001, memory: 8675, loss_action_cls: 0.0338, recall@thr=0.5: 0.7342, prec@thr=0.5: 0.7939, recall@top3: 0.8310, prec@top3: 0.6770, recall@top5: 0.9467, prec@top5: 0.4741, loss: 0.0338, grad_norm: 0.0980 2021-02-24 22:37:17,646 - mmaction - INFO - Epoch [12][860/1921] lr: 1.500e-02, eta: 10:19:14, time: 2.225, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7423, prec@thr=0.5: 0.8032, recall@top3: 0.8302, prec@top3: 0.6784, recall@top5: 0.9481, prec@top5: 0.4770, loss: 0.0334, grad_norm: 0.0964 2021-02-24 22:38:01,934 - mmaction - INFO - Epoch [12][880/1921] lr: 1.500e-02, eta: 10:18:27, time: 2.214, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7431, prec@thr=0.5: 0.8081, recall@top3: 0.8372, prec@top3: 0.6761, recall@top5: 0.9475, prec@top5: 0.4711, loss: 0.0329, grad_norm: 0.0915 2021-02-24 22:38:46,322 - mmaction - INFO - Epoch [12][900/1921] lr: 1.500e-02, eta: 10:17:41, time: 2.220, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7399, prec@thr=0.5: 0.8054, recall@top3: 0.8327, prec@top3: 0.6772, recall@top5: 0.9464, prec@top5: 0.4727, loss: 0.0330, grad_norm: 0.0966 2021-02-24 22:39:30,179 - mmaction - INFO - Epoch [12][920/1921] lr: 1.500e-02, eta: 10:16:54, time: 2.193, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7472, prec@thr=0.5: 0.8082, recall@top3: 0.8358, prec@top3: 0.6814, recall@top5: 0.9523, prec@top5: 0.4772, loss: 0.0324, grad_norm: 0.0926 2021-02-24 22:40:14,543 - mmaction - INFO - Epoch [12][940/1921] lr: 1.500e-02, eta: 10:16:08, time: 2.218, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7383, prec@thr=0.5: 0.8070, recall@top3: 0.8362, prec@top3: 0.6713, recall@top5: 0.9460, prec@top5: 0.4674, loss: 0.0327, grad_norm: 0.0947 2021-02-24 22:40:58,251 - mmaction - INFO - Epoch [12][960/1921] lr: 1.500e-02, eta: 10:15:21, time: 2.186, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7421, prec@thr=0.5: 0.8087, recall@top3: 0.8375, prec@top3: 0.6754, recall@top5: 0.9481, prec@top5: 0.4712, loss: 0.0328, grad_norm: 0.0960 2021-02-24 22:41:43,094 - mmaction - INFO - Epoch [12][980/1921] lr: 1.500e-02, eta: 10:14:35, time: 2.242, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7357, prec@thr=0.5: 0.7946, recall@top3: 0.8317, prec@top3: 0.6739, recall@top5: 0.9485, prec@top5: 0.4727, loss: 0.0330, grad_norm: 0.0974 2021-02-24 22:42:27,265 - mmaction - INFO - Epoch [12][1000/1921] lr: 1.500e-02, eta: 10:13:48, time: 2.208, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7329, prec@thr=0.5: 0.8132, recall@top3: 0.8337, prec@top3: 0.6822, recall@top5: 0.9492, prec@top5: 0.4787, loss: 0.0331, grad_norm: 0.0936 2021-02-24 22:43:11,609 - mmaction - INFO - Epoch [12][1020/1921] lr: 1.500e-02, eta: 10:13:02, time: 2.217, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7454, prec@thr=0.5: 0.8010, recall@top3: 0.8381, prec@top3: 0.6780, recall@top5: 0.9475, prec@top5: 0.4715, loss: 0.0328, grad_norm: 0.0997 2021-02-24 22:43:56,127 - mmaction - INFO - Epoch [12][1040/1921] lr: 1.500e-02, eta: 10:12:16, time: 2.226, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7464, prec@thr=0.5: 0.8074, recall@top3: 0.8416, prec@top3: 0.6836, recall@top5: 0.9508, prec@top5: 0.4755, loss: 0.0325, grad_norm: 0.0942 2021-02-24 22:44:40,668 - mmaction - INFO - Epoch [12][1060/1921] lr: 1.500e-02, eta: 10:11:30, time: 2.227, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7457, prec@thr=0.5: 0.8139, recall@top3: 0.8363, prec@top3: 0.6830, recall@top5: 0.9506, prec@top5: 0.4781, loss: 0.0324, grad_norm: 0.0945 2021-02-24 22:45:25,173 - mmaction - INFO - Epoch [12][1080/1921] lr: 1.500e-02, eta: 10:10:44, time: 2.225, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7408, prec@thr=0.5: 0.8047, recall@top3: 0.8379, prec@top3: 0.6826, recall@top5: 0.9499, prec@top5: 0.4761, loss: 0.0333, grad_norm: 0.0940 2021-02-24 22:46:10,994 - mmaction - INFO - Epoch [12][1100/1921] lr: 1.500e-02, eta: 10:09:59, time: 2.290, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7491, prec@thr=0.5: 0.8063, recall@top3: 0.8380, prec@top3: 0.6812, recall@top5: 0.9486, prec@top5: 0.4748, loss: 0.0332, grad_norm: 0.0968 2021-02-24 22:46:55,151 - mmaction - INFO - Epoch [12][1120/1921] lr: 1.500e-02, eta: 10:09:13, time: 2.209, data_time: 0.002, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7419, prec@thr=0.5: 0.8059, recall@top3: 0.8354, prec@top3: 0.6768, recall@top5: 0.9475, prec@top5: 0.4731, loss: 0.0330, grad_norm: 0.0966 2021-02-24 22:47:39,912 - mmaction - INFO - Epoch [12][1140/1921] lr: 1.500e-02, eta: 10:08:27, time: 2.238, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7552, prec@thr=0.5: 0.8131, recall@top3: 0.8415, prec@top3: 0.6863, recall@top5: 0.9481, prec@top5: 0.4763, loss: 0.0320, grad_norm: 0.0943 2021-02-24 22:48:24,228 - mmaction - INFO - Epoch [12][1160/1921] lr: 1.500e-02, eta: 10:07:40, time: 2.216, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7498, prec@thr=0.5: 0.8049, recall@top3: 0.8389, prec@top3: 0.6786, recall@top5: 0.9510, prec@top5: 0.4740, loss: 0.0324, grad_norm: 0.0954 2021-02-24 22:49:09,559 - mmaction - INFO - Epoch [12][1180/1921] lr: 1.500e-02, eta: 10:06:55, time: 2.267, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7459, prec@thr=0.5: 0.8158, recall@top3: 0.8434, prec@top3: 0.6809, recall@top5: 0.9533, prec@top5: 0.4740, loss: 0.0320, grad_norm: 0.0948 2021-02-24 22:49:53,651 - mmaction - INFO - Epoch [12][1200/1921] lr: 1.500e-02, eta: 10:06:09, time: 2.205, data_time: 0.001, memory: 8675, loss_action_cls: 0.0337, recall@thr=0.5: 0.7340, prec@thr=0.5: 0.7950, recall@top3: 0.8255, prec@top3: 0.6820, recall@top5: 0.9466, prec@top5: 0.4818, loss: 0.0337, grad_norm: 0.0960 2021-02-24 22:50:38,837 - mmaction - INFO - Epoch [12][1220/1921] lr: 1.500e-02, eta: 10:05:23, time: 2.259, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7449, prec@thr=0.5: 0.8008, recall@top3: 0.8361, prec@top3: 0.6818, recall@top5: 0.9463, prec@top5: 0.4752, loss: 0.0329, grad_norm: 0.0924 2021-02-24 22:51:22,759 - mmaction - INFO - Epoch [12][1240/1921] lr: 1.500e-02, eta: 10:04:37, time: 2.196, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7449, prec@thr=0.5: 0.8115, recall@top3: 0.8333, prec@top3: 0.6824, recall@top5: 0.9495, prec@top5: 0.4788, loss: 0.0325, grad_norm: 0.0953 2021-02-24 22:52:07,582 - mmaction - INFO - Epoch [12][1260/1921] lr: 1.500e-02, eta: 10:03:51, time: 2.241, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7406, prec@thr=0.5: 0.8037, recall@top3: 0.8347, prec@top3: 0.6697, recall@top5: 0.9487, prec@top5: 0.4684, loss: 0.0324, grad_norm: 0.0983 2021-02-24 22:52:52,505 - mmaction - INFO - Epoch [12][1280/1921] lr: 1.500e-02, eta: 10:03:05, time: 2.246, data_time: 0.001, memory: 8675, loss_action_cls: 0.0340, recall@thr=0.5: 0.7337, prec@thr=0.5: 0.7976, recall@top3: 0.8276, prec@top3: 0.6734, recall@top5: 0.9441, prec@top5: 0.4744, loss: 0.0340, grad_norm: 0.0991 2021-02-24 22:53:36,946 - mmaction - INFO - Epoch [12][1300/1921] lr: 1.500e-02, eta: 10:02:19, time: 2.222, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7399, prec@thr=0.5: 0.8028, recall@top3: 0.8369, prec@top3: 0.6740, recall@top5: 0.9486, prec@top5: 0.4712, loss: 0.0332, grad_norm: 0.0956 2021-02-24 22:54:23,097 - mmaction - INFO - Epoch [12][1320/1921] lr: 1.500e-02, eta: 10:01:35, time: 2.308, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7273, prec@thr=0.5: 0.7980, recall@top3: 0.8325, prec@top3: 0.6711, recall@top5: 0.9485, prec@top5: 0.4712, loss: 0.0334, grad_norm: 0.0916 2021-02-24 22:55:07,892 - mmaction - INFO - Epoch [12][1340/1921] lr: 1.500e-02, eta: 10:00:49, time: 2.240, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7408, prec@thr=0.5: 0.8022, recall@top3: 0.8360, prec@top3: 0.6776, recall@top5: 0.9458, prec@top5: 0.4718, loss: 0.0326, grad_norm: 0.0959 2021-02-24 22:55:51,800 - mmaction - INFO - Epoch [12][1360/1921] lr: 1.500e-02, eta: 10:00:03, time: 2.195, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7394, prec@thr=0.5: 0.8130, recall@top3: 0.8362, prec@top3: 0.6860, recall@top5: 0.9494, prec@top5: 0.4800, loss: 0.0328, grad_norm: 0.0989 2021-02-24 22:56:36,273 - mmaction - INFO - Epoch [12][1380/1921] lr: 1.500e-02, eta: 9:59:17, time: 2.224, data_time: 0.001, memory: 8675, loss_action_cls: 0.0336, recall@thr=0.5: 0.7406, prec@thr=0.5: 0.8029, recall@top3: 0.8291, prec@top3: 0.6726, recall@top5: 0.9454, prec@top5: 0.4735, loss: 0.0336, grad_norm: 0.0957 2021-02-24 22:57:20,282 - mmaction - INFO - Epoch [12][1400/1921] lr: 1.500e-02, eta: 9:58:30, time: 2.200, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7460, prec@thr=0.5: 0.8121, recall@top3: 0.8346, prec@top3: 0.6807, recall@top5: 0.9483, prec@top5: 0.4770, loss: 0.0327, grad_norm: 0.0957 2021-02-24 22:58:04,890 - mmaction - INFO - Epoch [12][1420/1921] lr: 1.500e-02, eta: 9:57:44, time: 2.230, data_time: 0.001, memory: 8675, loss_action_cls: 0.0337, recall@thr=0.5: 0.7268, prec@thr=0.5: 0.7980, recall@top3: 0.8266, prec@top3: 0.6701, recall@top5: 0.9422, prec@top5: 0.4705, loss: 0.0337, grad_norm: 0.0955 2021-02-24 22:58:48,743 - mmaction - INFO - Epoch [12][1440/1921] lr: 1.500e-02, eta: 9:56:57, time: 2.193, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7387, prec@thr=0.5: 0.7953, recall@top3: 0.8326, prec@top3: 0.6778, recall@top5: 0.9451, prec@top5: 0.4751, loss: 0.0333, grad_norm: 0.0974 2021-02-24 22:59:33,135 - mmaction - INFO - Epoch [12][1460/1921] lr: 1.500e-02, eta: 9:56:11, time: 2.220, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7320, prec@thr=0.5: 0.8023, recall@top3: 0.8306, prec@top3: 0.6743, recall@top5: 0.9472, prec@top5: 0.4727, loss: 0.0333, grad_norm: 0.0940 2021-02-24 23:00:16,915 - mmaction - INFO - Epoch [12][1480/1921] lr: 1.500e-02, eta: 9:55:24, time: 2.189, data_time: 0.001, memory: 8675, loss_action_cls: 0.0339, recall@thr=0.5: 0.7403, prec@thr=0.5: 0.8010, recall@top3: 0.8280, prec@top3: 0.6772, recall@top5: 0.9439, prec@top5: 0.4746, loss: 0.0339, grad_norm: 0.0980 2021-02-24 23:01:01,978 - mmaction - INFO - Epoch [12][1500/1921] lr: 1.500e-02, eta: 9:54:39, time: 2.253, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7454, prec@thr=0.5: 0.8155, recall@top3: 0.8364, prec@top3: 0.6842, recall@top5: 0.9499, prec@top5: 0.4779, loss: 0.0321, grad_norm: 0.0923 2021-02-24 23:01:46,327 - mmaction - INFO - Epoch [12][1520/1921] lr: 1.500e-02, eta: 9:53:52, time: 2.217, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7451, prec@thr=0.5: 0.8054, recall@top3: 0.8295, prec@top3: 0.6758, recall@top5: 0.9469, prec@top5: 0.4752, loss: 0.0327, grad_norm: 0.0964 2021-02-24 23:02:29,898 - mmaction - INFO - Epoch [12][1540/1921] lr: 1.500e-02, eta: 9:53:05, time: 2.179, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7446, prec@thr=0.5: 0.8162, recall@top3: 0.8382, prec@top3: 0.6809, recall@top5: 0.9491, prec@top5: 0.4744, loss: 0.0325, grad_norm: 0.0950 2021-02-24 23:03:14,258 - mmaction - INFO - Epoch [12][1560/1921] lr: 1.500e-02, eta: 9:52:19, time: 2.218, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7376, prec@thr=0.5: 0.8049, recall@top3: 0.8310, prec@top3: 0.6779, recall@top5: 0.9481, prec@top5: 0.4765, loss: 0.0330, grad_norm: 0.0948 2021-02-24 23:03:58,354 - mmaction - INFO - Epoch [12][1580/1921] lr: 1.500e-02, eta: 9:51:33, time: 2.205, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7517, prec@thr=0.5: 0.8105, recall@top3: 0.8308, prec@top3: 0.6839, recall@top5: 0.9466, prec@top5: 0.4798, loss: 0.0332, grad_norm: 0.1015 2021-02-24 23:04:42,232 - mmaction - INFO - Epoch [12][1600/1921] lr: 1.500e-02, eta: 9:50:46, time: 2.194, data_time: 0.001, memory: 8675, loss_action_cls: 0.0336, recall@thr=0.5: 0.7340, prec@thr=0.5: 0.7940, recall@top3: 0.8268, prec@top3: 0.6677, recall@top5: 0.9434, prec@top5: 0.4693, loss: 0.0336, grad_norm: 0.0990 2021-02-24 23:05:26,746 - mmaction - INFO - Epoch [12][1620/1921] lr: 1.500e-02, eta: 9:50:00, time: 2.226, data_time: 0.001, memory: 8675, loss_action_cls: 0.0336, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.8048, recall@top3: 0.8268, prec@top3: 0.6699, recall@top5: 0.9424, prec@top5: 0.4701, loss: 0.0336, grad_norm: 0.0978 2021-02-24 23:06:10,725 - mmaction - INFO - Epoch [12][1640/1921] lr: 1.500e-02, eta: 9:49:13, time: 2.199, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7412, prec@thr=0.5: 0.8047, recall@top3: 0.8335, prec@top3: 0.6783, recall@top5: 0.9467, prec@top5: 0.4734, loss: 0.0331, grad_norm: 0.0939 2021-02-24 23:06:55,103 - mmaction - INFO - Epoch [12][1660/1921] lr: 1.500e-02, eta: 9:48:27, time: 2.219, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7377, prec@thr=0.5: 0.8060, recall@top3: 0.8338, prec@top3: 0.6780, recall@top5: 0.9489, prec@top5: 0.4740, loss: 0.0331, grad_norm: 0.0964 2021-02-24 23:07:39,332 - mmaction - INFO - Epoch [12][1680/1921] lr: 1.500e-02, eta: 9:47:41, time: 2.211, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7455, prec@thr=0.5: 0.8037, recall@top3: 0.8405, prec@top3: 0.6760, recall@top5: 0.9507, prec@top5: 0.4718, loss: 0.0323, grad_norm: 0.0963 2021-02-24 23:08:23,781 - mmaction - INFO - Epoch [12][1700/1921] lr: 1.500e-02, eta: 9:46:55, time: 2.223, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7311, prec@thr=0.5: 0.8010, recall@top3: 0.8268, prec@top3: 0.6669, recall@top5: 0.9459, prec@top5: 0.4699, loss: 0.0331, grad_norm: 0.0970 2021-02-24 23:09:08,389 - mmaction - INFO - Epoch [12][1720/1921] lr: 1.500e-02, eta: 9:46:09, time: 2.230, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7389, prec@thr=0.5: 0.8060, recall@top3: 0.8353, prec@top3: 0.6717, recall@top5: 0.9473, prec@top5: 0.4687, loss: 0.0327, grad_norm: 0.0976 2021-02-24 23:09:52,365 - mmaction - INFO - Epoch [12][1740/1921] lr: 1.500e-02, eta: 9:45:22, time: 2.199, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7475, prec@thr=0.5: 0.8088, recall@top3: 0.8367, prec@top3: 0.6775, recall@top5: 0.9470, prec@top5: 0.4724, loss: 0.0327, grad_norm: 0.0979 2021-02-24 23:10:37,859 - mmaction - INFO - Epoch [12][1760/1921] lr: 1.500e-02, eta: 9:44:37, time: 2.275, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7452, prec@thr=0.5: 0.8168, recall@top3: 0.8381, prec@top3: 0.6896, recall@top5: 0.9525, prec@top5: 0.4819, loss: 0.0325, grad_norm: 0.0943 2021-02-24 23:11:21,449 - mmaction - INFO - Epoch [12][1780/1921] lr: 1.500e-02, eta: 9:43:50, time: 2.179, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7450, prec@thr=0.5: 0.7999, recall@top3: 0.8349, prec@top3: 0.6731, recall@top5: 0.9520, prec@top5: 0.4728, loss: 0.0325, grad_norm: 0.0982 2021-02-24 23:12:05,945 - mmaction - INFO - Epoch [12][1800/1921] lr: 1.500e-02, eta: 9:43:04, time: 2.225, data_time: 0.001, memory: 8675, loss_action_cls: 0.0346, recall@thr=0.5: 0.7331, prec@thr=0.5: 0.7966, recall@top3: 0.8222, prec@top3: 0.6765, recall@top5: 0.9403, prec@top5: 0.4765, loss: 0.0346, grad_norm: 0.0994 2021-02-24 23:12:50,684 - mmaction - INFO - Epoch [12][1820/1921] lr: 1.500e-02, eta: 9:42:19, time: 2.237, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7440, prec@thr=0.5: 0.8008, recall@top3: 0.8326, prec@top3: 0.6832, recall@top5: 0.9482, prec@top5: 0.4786, loss: 0.0330, grad_norm: 0.1020 2021-02-24 23:13:34,573 - mmaction - INFO - Epoch [12][1840/1921] lr: 1.500e-02, eta: 9:41:32, time: 2.194, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7454, prec@thr=0.5: 0.8067, recall@top3: 0.8364, prec@top3: 0.6822, recall@top5: 0.9512, prec@top5: 0.4775, loss: 0.0322, grad_norm: 0.0951 2021-02-24 23:14:18,663 - mmaction - INFO - Epoch [12][1860/1921] lr: 1.500e-02, eta: 9:40:46, time: 2.204, data_time: 0.001, memory: 8675, loss_action_cls: 0.0340, recall@thr=0.5: 0.7306, prec@thr=0.5: 0.7926, recall@top3: 0.8249, prec@top3: 0.6679, recall@top5: 0.9440, prec@top5: 0.4707, loss: 0.0340, grad_norm: 0.1005 2021-02-24 23:15:03,259 - mmaction - INFO - Epoch [12][1880/1921] lr: 1.500e-02, eta: 9:40:00, time: 2.230, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7477, prec@thr=0.5: 0.8058, recall@top3: 0.8412, prec@top3: 0.6854, recall@top5: 0.9490, prec@top5: 0.4748, loss: 0.0321, grad_norm: 0.0935 2021-02-24 23:15:47,863 - mmaction - INFO - Epoch [12][1900/1921] lr: 1.500e-02, eta: 9:39:14, time: 2.230, data_time: 0.001, memory: 8675, loss_action_cls: 0.0335, recall@thr=0.5: 0.7410, prec@thr=0.5: 0.8021, recall@top3: 0.8309, prec@top3: 0.6884, recall@top5: 0.9445, prec@top5: 0.4799, loss: 0.0335, grad_norm: 0.0938 2021-02-24 23:16:30,827 - mmaction - INFO - Epoch [12][1920/1921] lr: 1.500e-02, eta: 9:38:26, time: 2.148, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7500, prec@thr=0.5: 0.8131, recall@top3: 0.8345, prec@top3: 0.6745, recall@top5: 0.9452, prec@top5: 0.4699, loss: 0.0328, grad_norm: 0.0921 2021-02-24 23:16:36,280 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-02-24 23:27:50,141 - mmaction - INFO - Evaluating mAP ... 2021-02-24 23:35:43,320 - mmaction - INFO - mAP@0.5IOU 0.2379 2021-02-24 23:35:44,380 - mmaction - INFO - Epoch(val) [12][1921] mAP@0.5IOU: 0.2379 2021-02-24 23:37:17,144 - mmaction - INFO - Epoch [13][20/1921] lr: 1.500e-02, eta: 9:38:30, time: 4.594, data_time: 2.450, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7425, prec@thr=0.5: 0.8052, recall@top3: 0.8327, prec@top3: 0.6859, recall@top5: 0.9513, prec@top5: 0.4818, loss: 0.0328, grad_norm: 0.0982 2021-02-24 23:38:01,320 - mmaction - INFO - Epoch [13][40/1921] lr: 1.500e-02, eta: 9:37:43, time: 2.209, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7437, prec@thr=0.5: 0.8110, recall@top3: 0.8347, prec@top3: 0.6836, recall@top5: 0.9483, prec@top5: 0.4785, loss: 0.0326, grad_norm: 0.0981 2021-02-24 23:38:45,793 - mmaction - INFO - Epoch [13][60/1921] lr: 1.500e-02, eta: 9:36:57, time: 2.224, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7514, prec@thr=0.5: 0.8051, recall@top3: 0.8324, prec@top3: 0.6809, recall@top5: 0.9487, prec@top5: 0.4776, loss: 0.0329, grad_norm: 0.0928 2021-02-24 23:39:29,167 - mmaction - INFO - Epoch [13][80/1921] lr: 1.500e-02, eta: 9:36:10, time: 2.169, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7437, prec@thr=0.5: 0.8064, recall@top3: 0.8362, prec@top3: 0.6841, recall@top5: 0.9516, prec@top5: 0.4795, loss: 0.0326, grad_norm: 0.0974 2021-02-24 23:40:13,561 - mmaction - INFO - Epoch [13][100/1921] lr: 1.500e-02, eta: 9:35:24, time: 2.220, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7486, prec@thr=0.5: 0.8115, recall@top3: 0.8370, prec@top3: 0.6894, recall@top5: 0.9513, prec@top5: 0.4818, loss: 0.0323, grad_norm: 0.0936 2021-02-24 23:40:57,412 - mmaction - INFO - Epoch [13][120/1921] lr: 1.500e-02, eta: 9:34:37, time: 2.192, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7447, prec@thr=0.5: 0.8074, recall@top3: 0.8305, prec@top3: 0.6780, recall@top5: 0.9448, prec@top5: 0.4751, loss: 0.0328, grad_norm: 0.0963 2021-02-24 23:41:41,100 - mmaction - INFO - Epoch [13][140/1921] lr: 1.500e-02, eta: 9:33:50, time: 2.184, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7484, prec@thr=0.5: 0.8105, recall@top3: 0.8363, prec@top3: 0.6789, recall@top5: 0.9491, prec@top5: 0.4747, loss: 0.0329, grad_norm: 0.0972 2021-02-24 23:42:24,971 - mmaction - INFO - Epoch [13][160/1921] lr: 1.500e-02, eta: 9:33:03, time: 2.194, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7449, prec@thr=0.5: 0.8067, recall@top3: 0.8297, prec@top3: 0.6809, recall@top5: 0.9482, prec@top5: 0.4801, loss: 0.0333, grad_norm: 0.0959 2021-02-24 23:43:09,577 - mmaction - INFO - Epoch [13][180/1921] lr: 1.500e-02, eta: 9:32:17, time: 2.230, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7438, prec@thr=0.5: 0.8094, recall@top3: 0.8343, prec@top3: 0.6729, recall@top5: 0.9464, prec@top5: 0.4698, loss: 0.0331, grad_norm: 0.0951 2021-02-24 23:43:54,148 - mmaction - INFO - Epoch [13][200/1921] lr: 1.500e-02, eta: 9:31:31, time: 2.229, data_time: 0.001, memory: 8675, loss_action_cls: 0.0335, recall@thr=0.5: 0.7385, prec@thr=0.5: 0.8082, recall@top3: 0.8369, prec@top3: 0.6738, recall@top5: 0.9468, prec@top5: 0.4691, loss: 0.0335, grad_norm: 0.0940 2021-02-24 23:44:38,670 - mmaction - INFO - Epoch [13][220/1921] lr: 1.500e-02, eta: 9:30:45, time: 2.226, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8124, recall@top3: 0.8369, prec@top3: 0.6856, recall@top5: 0.9473, prec@top5: 0.4769, loss: 0.0328, grad_norm: 0.0994 2021-02-24 23:45:22,767 - mmaction - INFO - Epoch [13][240/1921] lr: 1.500e-02, eta: 9:29:59, time: 2.205, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7454, prec@thr=0.5: 0.8083, recall@top3: 0.8385, prec@top3: 0.6721, recall@top5: 0.9497, prec@top5: 0.4685, loss: 0.0322, grad_norm: 0.0936 2021-02-24 23:46:07,271 - mmaction - INFO - Epoch [13][260/1921] lr: 1.500e-02, eta: 9:29:13, time: 2.225, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7408, prec@thr=0.5: 0.8133, recall@top3: 0.8361, prec@top3: 0.6782, recall@top5: 0.9510, prec@top5: 0.4748, loss: 0.0323, grad_norm: 0.0961 2021-02-24 23:46:51,810 - mmaction - INFO - Epoch [13][280/1921] lr: 1.500e-02, eta: 9:28:27, time: 2.227, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7374, prec@thr=0.5: 0.8046, recall@top3: 0.8290, prec@top3: 0.6853, recall@top5: 0.9463, prec@top5: 0.4803, loss: 0.0332, grad_norm: 0.0980 2021-02-24 23:47:35,833 - mmaction - INFO - Epoch [13][300/1921] lr: 1.500e-02, eta: 9:27:40, time: 2.201, data_time: 0.001, memory: 8675, loss_action_cls: 0.0341, recall@thr=0.5: 0.7372, prec@thr=0.5: 0.7996, recall@top3: 0.8273, prec@top3: 0.6797, recall@top5: 0.9437, prec@top5: 0.4770, loss: 0.0341, grad_norm: 0.1003 2021-02-24 23:48:20,680 - mmaction - INFO - Epoch [13][320/1921] lr: 1.500e-02, eta: 9:26:55, time: 2.243, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7425, prec@thr=0.5: 0.8115, recall@top3: 0.8331, prec@top3: 0.6830, recall@top5: 0.9492, prec@top5: 0.4780, loss: 0.0331, grad_norm: 0.0967 2021-02-24 23:49:04,928 - mmaction - INFO - Epoch [13][340/1921] lr: 1.500e-02, eta: 9:26:09, time: 2.212, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7435, prec@thr=0.5: 0.8018, recall@top3: 0.8328, prec@top3: 0.6819, recall@top5: 0.9485, prec@top5: 0.4791, loss: 0.0333, grad_norm: 0.0973 2021-02-24 23:49:49,876 - mmaction - INFO - Epoch [13][360/1921] lr: 1.500e-02, eta: 9:25:23, time: 2.247, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.8086, recall@top3: 0.8321, prec@top3: 0.6818, recall@top5: 0.9476, prec@top5: 0.4771, loss: 0.0329, grad_norm: 0.0978 2021-02-24 23:50:33,888 - mmaction - INFO - Epoch [13][380/1921] lr: 1.500e-02, eta: 9:24:37, time: 2.201, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7475, prec@thr=0.5: 0.8120, recall@top3: 0.8373, prec@top3: 0.6831, recall@top5: 0.9462, prec@top5: 0.4754, loss: 0.0328, grad_norm: 0.0954 2021-02-24 23:51:18,958 - mmaction - INFO - Epoch [13][400/1921] lr: 1.500e-02, eta: 9:23:51, time: 2.254, data_time: 0.002, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7409, prec@thr=0.5: 0.8077, recall@top3: 0.8285, prec@top3: 0.6729, recall@top5: 0.9448, prec@top5: 0.4729, loss: 0.0332, grad_norm: 0.0974 2021-02-24 23:52:03,919 - mmaction - INFO - Epoch [13][420/1921] lr: 1.500e-02, eta: 9:23:06, time: 2.248, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7427, prec@thr=0.5: 0.8036, recall@top3: 0.8353, prec@top3: 0.6860, recall@top5: 0.9500, prec@top5: 0.4790, loss: 0.0325, grad_norm: 0.0974 2021-02-24 23:52:47,612 - mmaction - INFO - Epoch [13][440/1921] lr: 1.500e-02, eta: 9:22:19, time: 2.185, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7476, prec@thr=0.5: 0.8098, recall@top3: 0.8394, prec@top3: 0.6761, recall@top5: 0.9513, prec@top5: 0.4716, loss: 0.0322, grad_norm: 0.1023 2021-02-24 23:53:31,999 - mmaction - INFO - Epoch [13][460/1921] lr: 1.500e-02, eta: 9:21:33, time: 2.219, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7395, prec@thr=0.5: 0.7969, recall@top3: 0.8285, prec@top3: 0.6819, recall@top5: 0.9453, prec@top5: 0.4782, loss: 0.0334, grad_norm: 0.0967 2021-02-24 23:54:16,529 - mmaction - INFO - Epoch [13][480/1921] lr: 1.500e-02, eta: 9:20:47, time: 2.226, data_time: 0.001, memory: 8675, loss_action_cls: 0.0336, recall@thr=0.5: 0.7363, prec@thr=0.5: 0.7955, recall@top3: 0.8260, prec@top3: 0.6769, recall@top5: 0.9442, prec@top5: 0.4764, loss: 0.0336, grad_norm: 0.0967 2021-02-24 23:55:01,507 - mmaction - INFO - Epoch [13][500/1921] lr: 1.500e-02, eta: 9:20:02, time: 2.249, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7455, prec@thr=0.5: 0.8046, recall@top3: 0.8344, prec@top3: 0.6879, recall@top5: 0.9502, prec@top5: 0.4820, loss: 0.0328, grad_norm: 0.0947 2021-02-24 23:55:45,725 - mmaction - INFO - Epoch [13][520/1921] lr: 1.500e-02, eta: 9:19:15, time: 2.211, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7374, prec@thr=0.5: 0.8003, recall@top3: 0.8335, prec@top3: 0.6742, recall@top5: 0.9464, prec@top5: 0.4713, loss: 0.0333, grad_norm: 0.0975 2021-02-24 23:56:29,689 - mmaction - INFO - Epoch [13][540/1921] lr: 1.500e-02, eta: 9:18:29, time: 2.198, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7335, prec@thr=0.5: 0.8023, recall@top3: 0.8296, prec@top3: 0.6691, recall@top5: 0.9434, prec@top5: 0.4683, loss: 0.0329, grad_norm: 0.0957 2021-02-24 23:57:13,072 - mmaction - INFO - Epoch [13][560/1921] lr: 1.500e-02, eta: 9:17:42, time: 2.169, data_time: 0.001, memory: 8675, loss_action_cls: 0.0316, recall@thr=0.5: 0.7541, prec@thr=0.5: 0.8183, recall@top3: 0.8434, prec@top3: 0.6793, recall@top5: 0.9504, prec@top5: 0.4706, loss: 0.0316, grad_norm: 0.0914 2021-02-24 23:57:57,328 - mmaction - INFO - Epoch [13][580/1921] lr: 1.500e-02, eta: 9:16:55, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0335, recall@thr=0.5: 0.7312, prec@thr=0.5: 0.7983, recall@top3: 0.8276, prec@top3: 0.6649, recall@top5: 0.9458, prec@top5: 0.4678, loss: 0.0335, grad_norm: 0.0985 2021-02-24 23:58:42,064 - mmaction - INFO - Epoch [13][600/1921] lr: 1.500e-02, eta: 9:16:10, time: 2.237, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7411, prec@thr=0.5: 0.8072, recall@top3: 0.8282, prec@top3: 0.6798, recall@top5: 0.9467, prec@top5: 0.4786, loss: 0.0333, grad_norm: 0.0949 2021-02-24 23:59:25,948 - mmaction - INFO - Epoch [13][620/1921] lr: 1.500e-02, eta: 9:15:23, time: 2.194, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7532, prec@thr=0.5: 0.8149, recall@top3: 0.8409, prec@top3: 0.6806, recall@top5: 0.9508, prec@top5: 0.4730, loss: 0.0318, grad_norm: 0.0951 2021-02-25 00:00:11,114 - mmaction - INFO - Epoch [13][640/1921] lr: 1.500e-02, eta: 9:14:38, time: 2.253, data_time: 0.001, memory: 8675, loss_action_cls: 0.0336, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.8012, recall@top3: 0.8276, prec@top3: 0.6747, recall@top5: 0.9448, prec@top5: 0.4743, loss: 0.0336, grad_norm: 0.0993 2021-02-25 00:00:56,259 - mmaction - INFO - Epoch [13][660/1921] lr: 1.500e-02, eta: 9:13:53, time: 2.263, data_time: 0.024, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7479, prec@thr=0.5: 0.8101, recall@top3: 0.8358, prec@top3: 0.6839, recall@top5: 0.9482, prec@top5: 0.4789, loss: 0.0322, grad_norm: 0.0959 2021-02-25 00:01:40,909 - mmaction - INFO - Epoch [13][680/1921] lr: 1.500e-02, eta: 9:13:07, time: 2.232, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7353, prec@thr=0.5: 0.8036, recall@top3: 0.8341, prec@top3: 0.6777, recall@top5: 0.9465, prec@top5: 0.4739, loss: 0.0329, grad_norm: 0.0923 2021-02-25 00:02:25,143 - mmaction - INFO - Epoch [13][700/1921] lr: 1.500e-02, eta: 9:12:21, time: 2.212, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7442, prec@thr=0.5: 0.8014, recall@top3: 0.8397, prec@top3: 0.6754, recall@top5: 0.9465, prec@top5: 0.4694, loss: 0.0326, grad_norm: 0.0950 2021-02-25 00:03:10,653 - mmaction - INFO - Epoch [13][720/1921] lr: 1.500e-02, eta: 9:11:36, time: 2.275, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7343, prec@thr=0.5: 0.8040, recall@top3: 0.8310, prec@top3: 0.6763, recall@top5: 0.9436, prec@top5: 0.4726, loss: 0.0332, grad_norm: 0.0946 2021-02-25 00:03:54,206 - mmaction - INFO - Epoch [13][740/1921] lr: 1.500e-02, eta: 9:10:49, time: 2.178, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7377, prec@thr=0.5: 0.8059, recall@top3: 0.8331, prec@top3: 0.6788, recall@top5: 0.9471, prec@top5: 0.4737, loss: 0.0329, grad_norm: 0.0979 2021-02-25 00:04:37,914 - mmaction - INFO - Epoch [13][760/1921] lr: 1.500e-02, eta: 9:10:02, time: 2.185, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7536, prec@thr=0.5: 0.8092, recall@top3: 0.8399, prec@top3: 0.6789, recall@top5: 0.9518, prec@top5: 0.4746, loss: 0.0323, grad_norm: 0.0976 2021-02-25 00:05:23,130 - mmaction - INFO - Epoch [13][780/1921] lr: 1.500e-02, eta: 9:09:17, time: 2.260, data_time: 0.001, memory: 8675, loss_action_cls: 0.0335, recall@thr=0.5: 0.7389, prec@thr=0.5: 0.7999, recall@top3: 0.8254, prec@top3: 0.6804, recall@top5: 0.9451, prec@top5: 0.4799, loss: 0.0335, grad_norm: 0.1025 2021-02-25 00:06:07,574 - mmaction - INFO - Epoch [13][800/1921] lr: 1.500e-02, eta: 9:08:31, time: 2.223, data_time: 0.003, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7472, prec@thr=0.5: 0.8095, recall@top3: 0.8350, prec@top3: 0.6823, recall@top5: 0.9524, prec@top5: 0.4790, loss: 0.0323, grad_norm: 0.0925 2021-02-25 00:06:51,558 - mmaction - INFO - Epoch [13][820/1921] lr: 1.500e-02, eta: 9:07:45, time: 2.199, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7506, prec@thr=0.5: 0.8080, recall@top3: 0.8435, prec@top3: 0.6799, recall@top5: 0.9486, prec@top5: 0.4711, loss: 0.0321, grad_norm: 0.0951 2021-02-25 00:07:35,430 - mmaction - INFO - Epoch [13][840/1921] lr: 1.500e-02, eta: 9:06:58, time: 2.194, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7365, prec@thr=0.5: 0.8014, recall@top3: 0.8323, prec@top3: 0.6796, recall@top5: 0.9495, prec@top5: 0.4761, loss: 0.0333, grad_norm: 0.0978 2021-02-25 00:08:20,410 - mmaction - INFO - Epoch [13][860/1921] lr: 1.500e-02, eta: 9:06:13, time: 2.249, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7337, prec@thr=0.5: 0.7979, recall@top3: 0.8350, prec@top3: 0.6699, recall@top5: 0.9481, prec@top5: 0.4674, loss: 0.0334, grad_norm: 0.0969 2021-02-25 00:09:05,146 - mmaction - INFO - Epoch [13][880/1921] lr: 1.500e-02, eta: 9:05:27, time: 2.237, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7437, prec@thr=0.5: 0.8138, recall@top3: 0.8321, prec@top3: 0.6789, recall@top5: 0.9478, prec@top5: 0.4752, loss: 0.0328, grad_norm: 0.0942 2021-02-25 00:09:49,319 - mmaction - INFO - Epoch [13][900/1921] lr: 1.500e-02, eta: 9:04:41, time: 2.209, data_time: 0.001, memory: 8675, loss_action_cls: 0.0338, recall@thr=0.5: 0.7309, prec@thr=0.5: 0.7961, recall@top3: 0.8259, prec@top3: 0.6727, recall@top5: 0.9438, prec@top5: 0.4729, loss: 0.0338, grad_norm: 0.1041 2021-02-25 00:10:33,431 - mmaction - INFO - Epoch [13][920/1921] lr: 1.500e-02, eta: 9:03:55, time: 2.206, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7418, prec@thr=0.5: 0.8099, recall@top3: 0.8407, prec@top3: 0.6738, recall@top5: 0.9503, prec@top5: 0.4690, loss: 0.0326, grad_norm: 0.0960 2021-02-25 00:11:18,334 - mmaction - INFO - Epoch [13][940/1921] lr: 1.500e-02, eta: 9:03:09, time: 2.245, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7406, prec@thr=0.5: 0.8053, recall@top3: 0.8314, prec@top3: 0.6846, recall@top5: 0.9462, prec@top5: 0.4796, loss: 0.0330, grad_norm: 0.0986 2021-02-25 00:12:02,299 - mmaction - INFO - Epoch [13][960/1921] lr: 1.500e-02, eta: 9:02:23, time: 2.198, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7454, prec@thr=0.5: 0.8112, recall@top3: 0.8423, prec@top3: 0.6799, recall@top5: 0.9485, prec@top5: 0.4711, loss: 0.0323, grad_norm: 0.0955 2021-02-25 00:12:47,191 - mmaction - INFO - Epoch [13][980/1921] lr: 1.500e-02, eta: 9:01:38, time: 2.244, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7505, prec@thr=0.5: 0.8119, recall@top3: 0.8371, prec@top3: 0.6843, recall@top5: 0.9511, prec@top5: 0.4787, loss: 0.0321, grad_norm: 0.0970 2021-02-25 00:13:31,448 - mmaction - INFO - Epoch [13][1000/1921] lr: 1.500e-02, eta: 9:00:52, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7379, prec@thr=0.5: 0.8074, recall@top3: 0.8338, prec@top3: 0.6796, recall@top5: 0.9465, prec@top5: 0.4760, loss: 0.0325, grad_norm: 0.1030 2021-02-25 00:14:15,239 - mmaction - INFO - Epoch [13][1020/1921] lr: 1.500e-02, eta: 9:00:05, time: 2.190, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7471, prec@thr=0.5: 0.8031, recall@top3: 0.8377, prec@top3: 0.6757, recall@top5: 0.9490, prec@top5: 0.4712, loss: 0.0333, grad_norm: 0.1010 2021-02-25 00:14:59,416 - mmaction - INFO - Epoch [13][1040/1921] lr: 1.500e-02, eta: 8:59:19, time: 2.209, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7398, prec@thr=0.5: 0.8061, recall@top3: 0.8355, prec@top3: 0.6778, recall@top5: 0.9484, prec@top5: 0.4736, loss: 0.0325, grad_norm: 0.0965 2021-02-25 00:15:43,096 - mmaction - INFO - Epoch [13][1060/1921] lr: 1.500e-02, eta: 8:58:32, time: 2.184, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7498, prec@thr=0.5: 0.8157, recall@top3: 0.8394, prec@top3: 0.6739, recall@top5: 0.9499, prec@top5: 0.4704, loss: 0.0326, grad_norm: 0.1050 2021-02-25 00:16:27,648 - mmaction - INFO - Epoch [13][1080/1921] lr: 1.500e-02, eta: 8:57:46, time: 2.227, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7392, prec@thr=0.5: 0.8058, recall@top3: 0.8289, prec@top3: 0.6811, recall@top5: 0.9456, prec@top5: 0.4777, loss: 0.0329, grad_norm: 0.0954 2021-02-25 00:17:11,428 - mmaction - INFO - Epoch [13][1100/1921] lr: 1.500e-02, eta: 8:57:00, time: 2.189, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7488, prec@thr=0.5: 0.8114, recall@top3: 0.8365, prec@top3: 0.6749, recall@top5: 0.9499, prec@top5: 0.4731, loss: 0.0326, grad_norm: 0.0966 2021-02-25 00:17:55,155 - mmaction - INFO - Epoch [13][1120/1921] lr: 1.500e-02, eta: 8:56:13, time: 2.186, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7442, prec@thr=0.5: 0.8050, recall@top3: 0.8327, prec@top3: 0.6777, recall@top5: 0.9455, prec@top5: 0.4733, loss: 0.0332, grad_norm: 0.1036 2021-02-25 00:18:39,148 - mmaction - INFO - Epoch [13][1140/1921] lr: 1.500e-02, eta: 8:55:27, time: 2.200, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7581, prec@thr=0.5: 0.8163, recall@top3: 0.8443, prec@top3: 0.6854, recall@top5: 0.9512, prec@top5: 0.4749, loss: 0.0320, grad_norm: 0.0982 2021-02-25 00:19:23,165 - mmaction - INFO - Epoch [13][1160/1921] lr: 1.500e-02, eta: 8:54:41, time: 2.200, data_time: 0.001, memory: 8675, loss_action_cls: 0.0340, recall@thr=0.5: 0.7361, prec@thr=0.5: 0.7969, recall@top3: 0.8325, prec@top3: 0.6804, recall@top5: 0.9430, prec@top5: 0.4746, loss: 0.0340, grad_norm: 0.1015 2021-02-25 00:20:07,925 - mmaction - INFO - Epoch [13][1180/1921] lr: 1.500e-02, eta: 8:53:55, time: 2.238, data_time: 0.001, memory: 8675, loss_action_cls: 0.0337, recall@thr=0.5: 0.7340, prec@thr=0.5: 0.8006, recall@top3: 0.8282, prec@top3: 0.6884, recall@top5: 0.9464, prec@top5: 0.4836, loss: 0.0337, grad_norm: 0.0977 2021-02-25 00:20:52,506 - mmaction - INFO - Epoch [13][1200/1921] lr: 1.500e-02, eta: 8:53:09, time: 2.229, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7417, prec@thr=0.5: 0.8004, recall@top3: 0.8298, prec@top3: 0.6739, recall@top5: 0.9413, prec@top5: 0.4713, loss: 0.0333, grad_norm: 0.0963 2021-02-25 00:21:36,642 - mmaction - INFO - Epoch [13][1220/1921] lr: 1.500e-02, eta: 8:52:23, time: 2.207, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7339, prec@thr=0.5: 0.7926, recall@top3: 0.8276, prec@top3: 0.6723, recall@top5: 0.9433, prec@top5: 0.4722, loss: 0.0334, grad_norm: 0.1010 2021-02-25 00:22:21,688 - mmaction - INFO - Epoch [13][1240/1921] lr: 1.500e-02, eta: 8:51:38, time: 2.252, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7341, prec@thr=0.5: 0.8029, recall@top3: 0.8300, prec@top3: 0.6755, recall@top5: 0.9479, prec@top5: 0.4756, loss: 0.0333, grad_norm: 0.0964 2021-02-25 00:23:06,149 - mmaction - INFO - Epoch [13][1260/1921] lr: 1.500e-02, eta: 8:50:52, time: 2.223, data_time: 0.001, memory: 8675, loss_action_cls: 0.0335, recall@thr=0.5: 0.7305, prec@thr=0.5: 0.8004, recall@top3: 0.8277, prec@top3: 0.6787, recall@top5: 0.9458, prec@top5: 0.4777, loss: 0.0335, grad_norm: 0.0967 2021-02-25 00:23:50,915 - mmaction - INFO - Epoch [13][1280/1921] lr: 1.500e-02, eta: 8:50:07, time: 2.239, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7493, prec@thr=0.5: 0.8063, recall@top3: 0.8355, prec@top3: 0.6775, recall@top5: 0.9467, prec@top5: 0.4725, loss: 0.0329, grad_norm: 0.0940 2021-02-25 00:24:35,787 - mmaction - INFO - Epoch [13][1300/1921] lr: 1.500e-02, eta: 8:49:21, time: 2.244, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7353, prec@thr=0.5: 0.8065, recall@top3: 0.8353, prec@top3: 0.6843, recall@top5: 0.9475, prec@top5: 0.4772, loss: 0.0330, grad_norm: 0.0954 2021-02-25 00:25:19,351 - mmaction - INFO - Epoch [13][1320/1921] lr: 1.500e-02, eta: 8:48:35, time: 2.178, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7369, prec@thr=0.5: 0.7977, recall@top3: 0.8306, prec@top3: 0.6766, recall@top5: 0.9438, prec@top5: 0.4731, loss: 0.0331, grad_norm: 0.1000 2021-02-25 00:26:04,239 - mmaction - INFO - Epoch [13][1340/1921] lr: 1.500e-02, eta: 8:47:49, time: 2.245, data_time: 0.001, memory: 8675, loss_action_cls: 0.0336, recall@thr=0.5: 0.7265, prec@thr=0.5: 0.8000, recall@top3: 0.8296, prec@top3: 0.6725, recall@top5: 0.9432, prec@top5: 0.4715, loss: 0.0336, grad_norm: 0.0975 2021-02-25 00:26:48,002 - mmaction - INFO - Epoch [13][1360/1921] lr: 1.500e-02, eta: 8:47:03, time: 2.188, data_time: 0.001, memory: 8675, loss_action_cls: 0.0312, recall@thr=0.5: 0.7524, prec@thr=0.5: 0.8112, recall@top3: 0.8423, prec@top3: 0.6829, recall@top5: 0.9539, prec@top5: 0.4751, loss: 0.0312, grad_norm: 0.0943 2021-02-25 00:27:32,592 - mmaction - INFO - Epoch [13][1380/1921] lr: 1.500e-02, eta: 8:46:17, time: 2.230, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7455, prec@thr=0.5: 0.8054, recall@top3: 0.8375, prec@top3: 0.6828, recall@top5: 0.9498, prec@top5: 0.4769, loss: 0.0328, grad_norm: 0.1025 2021-02-25 00:28:17,133 - mmaction - INFO - Epoch [13][1400/1921] lr: 1.500e-02, eta: 8:45:31, time: 2.227, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7367, prec@thr=0.5: 0.8084, recall@top3: 0.8364, prec@top3: 0.6780, recall@top5: 0.9488, prec@top5: 0.4730, loss: 0.0327, grad_norm: 0.0973 2021-02-25 00:29:02,354 - mmaction - INFO - Epoch [13][1420/1921] lr: 1.500e-02, eta: 8:44:46, time: 2.261, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7519, prec@thr=0.5: 0.8146, recall@top3: 0.8373, prec@top3: 0.6887, recall@top5: 0.9530, prec@top5: 0.4840, loss: 0.0323, grad_norm: 0.0961 2021-02-25 00:29:46,565 - mmaction - INFO - Epoch [13][1440/1921] lr: 1.500e-02, eta: 8:44:00, time: 2.211, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7418, prec@thr=0.5: 0.7973, recall@top3: 0.8321, prec@top3: 0.6740, recall@top5: 0.9466, prec@top5: 0.4724, loss: 0.0332, grad_norm: 0.0994 2021-02-25 00:30:31,024 - mmaction - INFO - Epoch [13][1460/1921] lr: 1.500e-02, eta: 8:43:14, time: 2.223, data_time: 0.001, memory: 8675, loss_action_cls: 0.0335, recall@thr=0.5: 0.7377, prec@thr=0.5: 0.8065, recall@top3: 0.8287, prec@top3: 0.6709, recall@top5: 0.9416, prec@top5: 0.4693, loss: 0.0335, grad_norm: 0.0983 2021-02-25 00:31:15,417 - mmaction - INFO - Epoch [13][1480/1921] lr: 1.500e-02, eta: 8:42:29, time: 2.220, data_time: 0.001, memory: 8675, loss_action_cls: 0.0336, recall@thr=0.5: 0.7341, prec@thr=0.5: 0.8028, recall@top3: 0.8261, prec@top3: 0.6751, recall@top5: 0.9434, prec@top5: 0.4741, loss: 0.0336, grad_norm: 0.1042 2021-02-25 00:31:59,301 - mmaction - INFO - Epoch [13][1500/1921] lr: 1.500e-02, eta: 8:41:42, time: 2.194, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7458, prec@thr=0.5: 0.8036, recall@top3: 0.8268, prec@top3: 0.6747, recall@top5: 0.9449, prec@top5: 0.4753, loss: 0.0333, grad_norm: 0.1038 2021-02-25 00:32:42,758 - mmaction - INFO - Epoch [13][1520/1921] lr: 1.500e-02, eta: 8:40:56, time: 2.173, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7431, prec@thr=0.5: 0.8124, recall@top3: 0.8402, prec@top3: 0.6785, recall@top5: 0.9528, prec@top5: 0.4744, loss: 0.0322, grad_norm: 0.0952 2021-02-25 00:33:30,433 - mmaction - INFO - Epoch [13][1540/1921] lr: 1.500e-02, eta: 8:40:13, time: 2.383, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7530, prec@thr=0.5: 0.8086, recall@top3: 0.8371, prec@top3: 0.6842, recall@top5: 0.9500, prec@top5: 0.4785, loss: 0.0325, grad_norm: 0.0988 2021-02-25 00:34:14,397 - mmaction - INFO - Epoch [13][1560/1921] lr: 1.500e-02, eta: 8:39:27, time: 2.198, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7476, prec@thr=0.5: 0.8134, recall@top3: 0.8352, prec@top3: 0.6826, recall@top5: 0.9512, prec@top5: 0.4773, loss: 0.0319, grad_norm: 0.0995 2021-02-25 00:34:59,249 - mmaction - INFO - Epoch [13][1580/1921] lr: 1.500e-02, eta: 8:38:41, time: 2.243, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7385, prec@thr=0.5: 0.8053, recall@top3: 0.8324, prec@top3: 0.6769, recall@top5: 0.9441, prec@top5: 0.4734, loss: 0.0328, grad_norm: 0.0974 2021-02-25 00:35:43,719 - mmaction - INFO - Epoch [13][1600/1921] lr: 1.500e-02, eta: 8:37:55, time: 2.224, data_time: 0.001, memory: 8675, loss_action_cls: 0.0336, recall@thr=0.5: 0.7360, prec@thr=0.5: 0.7987, recall@top3: 0.8291, prec@top3: 0.6731, recall@top5: 0.9436, prec@top5: 0.4704, loss: 0.0336, grad_norm: 0.0990 2021-02-25 00:36:28,042 - mmaction - INFO - Epoch [13][1620/1921] lr: 1.500e-02, eta: 8:37:10, time: 2.216, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7366, prec@thr=0.5: 0.8094, recall@top3: 0.8337, prec@top3: 0.6753, recall@top5: 0.9460, prec@top5: 0.4722, loss: 0.0329, grad_norm: 0.0995 2021-02-25 00:37:12,374 - mmaction - INFO - Epoch [13][1640/1921] lr: 1.500e-02, eta: 8:36:24, time: 2.217, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7439, prec@thr=0.5: 0.8074, recall@top3: 0.8332, prec@top3: 0.6770, recall@top5: 0.9504, prec@top5: 0.4753, loss: 0.0333, grad_norm: 0.0983 2021-02-25 00:37:56,778 - mmaction - INFO - Epoch [13][1660/1921] lr: 1.500e-02, eta: 8:35:38, time: 2.220, data_time: 0.001, memory: 8675, loss_action_cls: 0.0336, recall@thr=0.5: 0.7354, prec@thr=0.5: 0.8065, recall@top3: 0.8315, prec@top3: 0.6780, recall@top5: 0.9466, prec@top5: 0.4758, loss: 0.0336, grad_norm: 0.0950 2021-02-25 00:38:40,683 - mmaction - INFO - Epoch [13][1680/1921] lr: 1.500e-02, eta: 8:34:52, time: 2.195, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7453, prec@thr=0.5: 0.8039, recall@top3: 0.8401, prec@top3: 0.6742, recall@top5: 0.9462, prec@top5: 0.4664, loss: 0.0325, grad_norm: 0.0957 2021-02-25 00:39:25,848 - mmaction - INFO - Epoch [13][1700/1921] lr: 1.500e-02, eta: 8:34:06, time: 2.259, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7338, prec@thr=0.5: 0.7992, recall@top3: 0.8311, prec@top3: 0.6721, recall@top5: 0.9461, prec@top5: 0.4697, loss: 0.0329, grad_norm: 0.0974 2021-02-25 00:40:10,583 - mmaction - INFO - Epoch [13][1720/1921] lr: 1.500e-02, eta: 8:33:21, time: 2.237, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7419, prec@thr=0.5: 0.8073, recall@top3: 0.8348, prec@top3: 0.6843, recall@top5: 0.9495, prec@top5: 0.4788, loss: 0.0331, grad_norm: 0.0981 2021-02-25 00:40:54,575 - mmaction - INFO - Epoch [13][1740/1921] lr: 1.500e-02, eta: 8:32:35, time: 2.200, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7365, prec@thr=0.5: 0.7982, recall@top3: 0.8278, prec@top3: 0.6710, recall@top5: 0.9473, prec@top5: 0.4727, loss: 0.0334, grad_norm: 0.0986 2021-02-25 00:41:38,818 - mmaction - INFO - Epoch [13][1760/1921] lr: 1.500e-02, eta: 8:31:49, time: 2.212, data_time: 0.001, memory: 8675, loss_action_cls: 0.0341, recall@thr=0.5: 0.7343, prec@thr=0.5: 0.8008, recall@top3: 0.8311, prec@top3: 0.6760, recall@top5: 0.9445, prec@top5: 0.4733, loss: 0.0341, grad_norm: 0.1013 2021-02-25 00:42:23,644 - mmaction - INFO - Epoch [13][1780/1921] lr: 1.500e-02, eta: 8:31:03, time: 2.241, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7451, prec@thr=0.5: 0.8041, recall@top3: 0.8331, prec@top3: 0.6821, recall@top5: 0.9492, prec@top5: 0.4804, loss: 0.0331, grad_norm: 0.0978 2021-02-25 00:43:07,868 - mmaction - INFO - Epoch [13][1800/1921] lr: 1.500e-02, eta: 8:30:18, time: 2.211, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7467, prec@thr=0.5: 0.8105, recall@top3: 0.8365, prec@top3: 0.6813, recall@top5: 0.9507, prec@top5: 0.4770, loss: 0.0326, grad_norm: 0.1012 2021-02-25 00:43:52,171 - mmaction - INFO - Epoch [13][1820/1921] lr: 1.500e-02, eta: 8:29:32, time: 2.215, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7429, prec@thr=0.5: 0.8074, recall@top3: 0.8374, prec@top3: 0.6747, recall@top5: 0.9467, prec@top5: 0.4687, loss: 0.0325, grad_norm: 0.0992 2021-02-25 00:44:37,083 - mmaction - INFO - Epoch [13][1840/1921] lr: 1.500e-02, eta: 8:28:46, time: 2.246, data_time: 0.001, memory: 8675, loss_action_cls: 0.0335, recall@thr=0.5: 0.7349, prec@thr=0.5: 0.8025, recall@top3: 0.8274, prec@top3: 0.6762, recall@top5: 0.9483, prec@top5: 0.4764, loss: 0.0335, grad_norm: 0.1015 2021-02-25 00:45:22,369 - mmaction - INFO - Epoch [13][1860/1921] lr: 1.500e-02, eta: 8:28:01, time: 2.264, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7408, prec@thr=0.5: 0.8045, recall@top3: 0.8335, prec@top3: 0.6815, recall@top5: 0.9504, prec@top5: 0.4785, loss: 0.0330, grad_norm: 0.0992 2021-02-25 00:46:07,133 - mmaction - INFO - Epoch [13][1880/1921] lr: 1.500e-02, eta: 8:27:16, time: 2.238, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7425, prec@thr=0.5: 0.8026, recall@top3: 0.8366, prec@top3: 0.6706, recall@top5: 0.9440, prec@top5: 0.4665, loss: 0.0329, grad_norm: 0.0990 2021-02-25 00:46:52,176 - mmaction - INFO - Epoch [13][1900/1921] lr: 1.500e-02, eta: 8:26:31, time: 2.252, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7482, prec@thr=0.5: 0.8076, recall@top3: 0.8378, prec@top3: 0.6848, recall@top5: 0.9489, prec@top5: 0.4777, loss: 0.0331, grad_norm: 0.0970 2021-02-25 00:47:34,794 - mmaction - INFO - Epoch [13][1920/1921] lr: 1.500e-02, eta: 8:25:43, time: 2.131, data_time: 0.002, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7446, prec@thr=0.5: 0.8094, recall@top3: 0.8383, prec@top3: 0.6827, recall@top5: 0.9516, prec@top5: 0.4763, loss: 0.0323, grad_norm: 0.1013 2021-02-25 00:47:52,300 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-02-25 01:01:40,528 - mmaction - INFO - Evaluating mAP ... 2021-02-25 01:09:35,224 - mmaction - INFO - mAP@0.5IOU 0.2402 2021-02-25 01:09:36,221 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_13.pth. 2021-02-25 01:09:36,221 - mmaction - INFO - Best mAP@0.5IOU is 0.2402 at 13 epoch. 2021-02-25 01:09:37,327 - mmaction - INFO - Epoch(val) [13][1921] mAP@0.5IOU: 0.2402 2021-02-25 01:11:04,839 - mmaction - INFO - Epoch [14][20/1921] lr: 1.500e-02, eta: 8:25:31, time: 4.375, data_time: 2.228, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7459, prec@thr=0.5: 0.8051, recall@top3: 0.8360, prec@top3: 0.6836, recall@top5: 0.9521, prec@top5: 0.4791, loss: 0.0317, grad_norm: 0.0976 2021-02-25 01:11:48,397 - mmaction - INFO - Epoch [14][40/1921] lr: 1.500e-02, eta: 8:24:44, time: 2.178, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7542, prec@thr=0.5: 0.8106, recall@top3: 0.8392, prec@top3: 0.6850, recall@top5: 0.9483, prec@top5: 0.4771, loss: 0.0327, grad_norm: 0.0978 2021-02-25 01:12:32,067 - mmaction - INFO - Epoch [14][60/1921] lr: 1.500e-02, eta: 8:23:58, time: 2.183, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7454, prec@thr=0.5: 0.8073, recall@top3: 0.8421, prec@top3: 0.6758, recall@top5: 0.9472, prec@top5: 0.4684, loss: 0.0326, grad_norm: 0.1000 2021-02-25 01:13:17,601 - mmaction - INFO - Epoch [14][80/1921] lr: 1.500e-02, eta: 8:23:13, time: 2.277, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7440, prec@thr=0.5: 0.8117, recall@top3: 0.8360, prec@top3: 0.6844, recall@top5: 0.9521, prec@top5: 0.4796, loss: 0.0324, grad_norm: 0.0971 2021-02-25 01:14:01,725 - mmaction - INFO - Epoch [14][100/1921] lr: 1.500e-02, eta: 8:22:27, time: 2.206, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7461, prec@thr=0.5: 0.8059, recall@top3: 0.8353, prec@top3: 0.6784, recall@top5: 0.9486, prec@top5: 0.4745, loss: 0.0330, grad_norm: 0.0984 2021-02-25 01:14:45,430 - mmaction - INFO - Epoch [14][120/1921] lr: 1.500e-02, eta: 8:21:40, time: 2.185, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7460, prec@thr=0.5: 0.8094, recall@top3: 0.8366, prec@top3: 0.6741, recall@top5: 0.9489, prec@top5: 0.4707, loss: 0.0327, grad_norm: 0.0967 2021-02-25 01:15:29,851 - mmaction - INFO - Epoch [14][140/1921] lr: 1.500e-02, eta: 8:20:55, time: 2.221, data_time: 0.001, memory: 8675, loss_action_cls: 0.0338, recall@thr=0.5: 0.7274, prec@thr=0.5: 0.8042, recall@top3: 0.8237, prec@top3: 0.6769, recall@top5: 0.9401, prec@top5: 0.4758, loss: 0.0338, grad_norm: 0.1033 2021-02-25 01:16:14,725 - mmaction - INFO - Epoch [14][160/1921] lr: 1.500e-02, eta: 8:20:09, time: 2.244, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7459, prec@thr=0.5: 0.8060, recall@top3: 0.8343, prec@top3: 0.6813, recall@top5: 0.9494, prec@top5: 0.4762, loss: 0.0325, grad_norm: 0.0975 2021-02-25 01:16:59,256 - mmaction - INFO - Epoch [14][180/1921] lr: 1.500e-02, eta: 8:19:24, time: 2.226, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7503, prec@thr=0.5: 0.8169, recall@top3: 0.8380, prec@top3: 0.6859, recall@top5: 0.9488, prec@top5: 0.4775, loss: 0.0324, grad_norm: 0.0981 2021-02-25 01:17:43,837 - mmaction - INFO - Epoch [14][200/1921] lr: 1.500e-02, eta: 8:18:38, time: 2.229, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7351, prec@thr=0.5: 0.7981, recall@top3: 0.8300, prec@top3: 0.6750, recall@top5: 0.9409, prec@top5: 0.4697, loss: 0.0334, grad_norm: 0.0999 2021-02-25 01:18:28,556 - mmaction - INFO - Epoch [14][220/1921] lr: 1.500e-02, eta: 8:17:52, time: 2.236, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7470, prec@thr=0.5: 0.8043, recall@top3: 0.8266, prec@top3: 0.6789, recall@top5: 0.9447, prec@top5: 0.4787, loss: 0.0330, grad_norm: 0.1002 2021-02-25 01:19:12,758 - mmaction - INFO - Epoch [14][240/1921] lr: 1.500e-02, eta: 8:17:06, time: 2.210, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7479, prec@thr=0.5: 0.8123, recall@top3: 0.8391, prec@top3: 0.6822, recall@top5: 0.9487, prec@top5: 0.4755, loss: 0.0323, grad_norm: 0.0995 2021-02-25 01:19:56,236 - mmaction - INFO - Epoch [14][260/1921] lr: 1.500e-02, eta: 8:16:20, time: 2.174, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7370, prec@thr=0.5: 0.8037, recall@top3: 0.8363, prec@top3: 0.6791, recall@top5: 0.9450, prec@top5: 0.4720, loss: 0.0330, grad_norm: 0.0974 2021-02-25 01:20:40,534 - mmaction - INFO - Epoch [14][280/1921] lr: 1.500e-02, eta: 8:15:34, time: 2.215, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7465, prec@thr=0.5: 0.8053, recall@top3: 0.8342, prec@top3: 0.6775, recall@top5: 0.9469, prec@top5: 0.4734, loss: 0.0328, grad_norm: 0.0985 2021-02-25 01:21:25,264 - mmaction - INFO - Epoch [14][300/1921] lr: 1.500e-02, eta: 8:14:48, time: 2.236, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7498, prec@thr=0.5: 0.8121, recall@top3: 0.8379, prec@top3: 0.6873, recall@top5: 0.9511, prec@top5: 0.4792, loss: 0.0320, grad_norm: 0.0934 2021-02-25 01:22:09,131 - mmaction - INFO - Epoch [14][320/1921] lr: 1.500e-02, eta: 8:14:02, time: 2.193, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7376, prec@thr=0.5: 0.8011, recall@top3: 0.8301, prec@top3: 0.6700, recall@top5: 0.9470, prec@top5: 0.4708, loss: 0.0333, grad_norm: 0.1039 2021-02-25 01:22:54,102 - mmaction - INFO - Epoch [14][340/1921] lr: 1.500e-02, eta: 8:13:17, time: 2.249, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7460, prec@thr=0.5: 0.8091, recall@top3: 0.8336, prec@top3: 0.6815, recall@top5: 0.9477, prec@top5: 0.4763, loss: 0.0333, grad_norm: 0.0994 2021-02-25 01:23:38,765 - mmaction - INFO - Epoch [14][360/1921] lr: 1.500e-02, eta: 8:12:31, time: 2.233, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7364, prec@thr=0.5: 0.7988, recall@top3: 0.8339, prec@top3: 0.6771, recall@top5: 0.9504, prec@top5: 0.4752, loss: 0.0329, grad_norm: 0.0978 2021-02-25 01:24:23,696 - mmaction - INFO - Epoch [14][380/1921] lr: 1.500e-02, eta: 8:11:46, time: 2.247, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7388, prec@thr=0.5: 0.8011, recall@top3: 0.8310, prec@top3: 0.6778, recall@top5: 0.9474, prec@top5: 0.4746, loss: 0.0328, grad_norm: 0.0997 2021-02-25 01:25:09,047 - mmaction - INFO - Epoch [14][400/1921] lr: 1.500e-02, eta: 8:11:01, time: 2.267, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7420, prec@thr=0.5: 0.8130, recall@top3: 0.8328, prec@top3: 0.6780, recall@top5: 0.9477, prec@top5: 0.4757, loss: 0.0329, grad_norm: 0.0963 2021-02-25 01:25:54,257 - mmaction - INFO - Epoch [14][420/1921] lr: 1.500e-02, eta: 8:10:16, time: 2.261, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7464, prec@thr=0.5: 0.8005, recall@top3: 0.8343, prec@top3: 0.6876, recall@top5: 0.9483, prec@top5: 0.4810, loss: 0.0325, grad_norm: 0.0992 2021-02-25 01:26:37,832 - mmaction - INFO - Epoch [14][440/1921] lr: 1.500e-02, eta: 8:09:29, time: 2.179, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7475, prec@thr=0.5: 0.8160, recall@top3: 0.8379, prec@top3: 0.6772, recall@top5: 0.9479, prec@top5: 0.4723, loss: 0.0323, grad_norm: 0.0993 2021-02-25 01:27:22,879 - mmaction - INFO - Epoch [14][460/1921] lr: 1.500e-02, eta: 8:08:44, time: 2.252, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7448, prec@thr=0.5: 0.8035, recall@top3: 0.8360, prec@top3: 0.6839, recall@top5: 0.9490, prec@top5: 0.4768, loss: 0.0324, grad_norm: 0.0998 2021-02-25 01:28:06,456 - mmaction - INFO - Epoch [14][480/1921] lr: 1.500e-02, eta: 8:07:57, time: 2.179, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7350, prec@thr=0.5: 0.8110, recall@top3: 0.8356, prec@top3: 0.6697, recall@top5: 0.9471, prec@top5: 0.4679, loss: 0.0324, grad_norm: 0.0997 2021-02-25 01:28:51,035 - mmaction - INFO - Epoch [14][500/1921] lr: 1.500e-02, eta: 8:07:12, time: 2.229, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7380, prec@thr=0.5: 0.7976, recall@top3: 0.8358, prec@top3: 0.6654, recall@top5: 0.9482, prec@top5: 0.4648, loss: 0.0330, grad_norm: 0.1008 2021-02-25 01:29:35,436 - mmaction - INFO - Epoch [14][520/1921] lr: 1.500e-02, eta: 8:06:26, time: 2.220, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7364, prec@thr=0.5: 0.8056, recall@top3: 0.8302, prec@top3: 0.6759, recall@top5: 0.9470, prec@top5: 0.4748, loss: 0.0333, grad_norm: 0.1011 2021-02-25 01:30:19,902 - mmaction - INFO - Epoch [14][540/1921] lr: 1.500e-02, eta: 8:05:40, time: 2.223, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7402, prec@thr=0.5: 0.8067, recall@top3: 0.8368, prec@top3: 0.6748, recall@top5: 0.9492, prec@top5: 0.4709, loss: 0.0320, grad_norm: 0.1007 2021-02-25 01:31:04,891 - mmaction - INFO - Epoch [14][560/1921] lr: 1.500e-02, eta: 8:04:55, time: 2.250, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7500, prec@thr=0.5: 0.8167, recall@top3: 0.8353, prec@top3: 0.6870, recall@top5: 0.9494, prec@top5: 0.4809, loss: 0.0322, grad_norm: 0.0998 2021-02-25 01:31:49,738 - mmaction - INFO - Epoch [14][580/1921] lr: 1.500e-02, eta: 8:04:10, time: 2.242, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7366, prec@thr=0.5: 0.8065, recall@top3: 0.8342, prec@top3: 0.6780, recall@top5: 0.9516, prec@top5: 0.4759, loss: 0.0322, grad_norm: 0.0999 2021-02-25 01:32:33,935 - mmaction - INFO - Epoch [14][600/1921] lr: 1.500e-02, eta: 8:03:24, time: 2.210, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7540, prec@thr=0.5: 0.8142, recall@top3: 0.8478, prec@top3: 0.6912, recall@top5: 0.9532, prec@top5: 0.4779, loss: 0.0318, grad_norm: 0.0998 2021-02-25 01:33:18,817 - mmaction - INFO - Epoch [14][620/1921] lr: 1.500e-02, eta: 8:02:38, time: 2.244, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7375, prec@thr=0.5: 0.7972, recall@top3: 0.8337, prec@top3: 0.6785, recall@top5: 0.9486, prec@top5: 0.4736, loss: 0.0330, grad_norm: 0.1010 2021-02-25 01:34:03,553 - mmaction - INFO - Epoch [14][640/1921] lr: 1.500e-02, eta: 8:01:53, time: 2.237, data_time: 0.001, memory: 8675, loss_action_cls: 0.0316, recall@thr=0.5: 0.7640, prec@thr=0.5: 0.8205, recall@top3: 0.8451, prec@top3: 0.6854, recall@top5: 0.9498, prec@top5: 0.4742, loss: 0.0316, grad_norm: 0.0973 2021-02-25 01:34:47,310 - mmaction - INFO - Epoch [14][660/1921] lr: 1.500e-02, eta: 8:01:07, time: 2.188, data_time: 0.001, memory: 8675, loss_action_cls: 0.0339, recall@thr=0.5: 0.7281, prec@thr=0.5: 0.8029, recall@top3: 0.8246, prec@top3: 0.6715, recall@top5: 0.9422, prec@top5: 0.4728, loss: 0.0339, grad_norm: 0.1050 2021-02-25 01:35:31,475 - mmaction - INFO - Epoch [14][680/1921] lr: 1.500e-02, eta: 8:00:21, time: 2.208, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7435, prec@thr=0.5: 0.8060, recall@top3: 0.8372, prec@top3: 0.6789, recall@top5: 0.9466, prec@top5: 0.4732, loss: 0.0331, grad_norm: 0.0978 2021-02-25 01:36:15,862 - mmaction - INFO - Epoch [14][700/1921] lr: 1.500e-02, eta: 7:59:35, time: 2.219, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7447, prec@thr=0.5: 0.8087, recall@top3: 0.8371, prec@top3: 0.6915, recall@top5: 0.9468, prec@top5: 0.4821, loss: 0.0329, grad_norm: 0.1000 2021-02-25 01:37:00,373 - mmaction - INFO - Epoch [14][720/1921] lr: 1.500e-02, eta: 7:58:49, time: 2.226, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7457, prec@thr=0.5: 0.8032, recall@top3: 0.8346, prec@top3: 0.6796, recall@top5: 0.9498, prec@top5: 0.4771, loss: 0.0331, grad_norm: 0.1025 2021-02-25 01:37:44,489 - mmaction - INFO - Epoch [14][740/1921] lr: 1.500e-02, eta: 7:58:03, time: 2.206, data_time: 0.001, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7503, prec@thr=0.5: 0.8114, recall@top3: 0.8422, prec@top3: 0.6856, recall@top5: 0.9536, prec@top5: 0.4776, loss: 0.0317, grad_norm: 0.0951 2021-02-25 01:38:28,538 - mmaction - INFO - Epoch [14][760/1921] lr: 1.500e-02, eta: 7:57:17, time: 2.202, data_time: 0.002, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7405, prec@thr=0.5: 0.7991, recall@top3: 0.8318, prec@top3: 0.6789, recall@top5: 0.9495, prec@top5: 0.4766, loss: 0.0329, grad_norm: 0.1007 2021-02-25 01:39:13,246 - mmaction - INFO - Epoch [14][780/1921] lr: 1.500e-02, eta: 7:56:32, time: 2.236, data_time: 0.001, memory: 8675, loss_action_cls: 0.0340, recall@thr=0.5: 0.7335, prec@thr=0.5: 0.8088, recall@top3: 0.8272, prec@top3: 0.6802, recall@top5: 0.9465, prec@top5: 0.4788, loss: 0.0340, grad_norm: 0.1033 2021-02-25 01:39:57,650 - mmaction - INFO - Epoch [14][800/1921] lr: 1.500e-02, eta: 7:55:46, time: 2.220, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7495, prec@thr=0.5: 0.8046, recall@top3: 0.8345, prec@top3: 0.6750, recall@top5: 0.9454, prec@top5: 0.4708, loss: 0.0327, grad_norm: 0.0975 2021-02-25 01:40:41,874 - mmaction - INFO - Epoch [14][820/1921] lr: 1.500e-02, eta: 7:55:00, time: 2.211, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7349, prec@thr=0.5: 0.8072, recall@top3: 0.8369, prec@top3: 0.6749, recall@top5: 0.9503, prec@top5: 0.4710, loss: 0.0325, grad_norm: 0.0997 2021-02-25 01:41:26,669 - mmaction - INFO - Epoch [14][840/1921] lr: 1.500e-02, eta: 7:54:15, time: 2.240, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7459, prec@thr=0.5: 0.7988, recall@top3: 0.8362, prec@top3: 0.6709, recall@top5: 0.9448, prec@top5: 0.4666, loss: 0.0329, grad_norm: 0.0959 2021-02-25 01:42:10,383 - mmaction - INFO - Epoch [14][860/1921] lr: 1.500e-02, eta: 7:53:29, time: 2.186, data_time: 0.001, memory: 8675, loss_action_cls: 0.0336, recall@thr=0.5: 0.7336, prec@thr=0.5: 0.8071, recall@top3: 0.8318, prec@top3: 0.6829, recall@top5: 0.9460, prec@top5: 0.4787, loss: 0.0336, grad_norm: 0.0979 2021-02-25 01:42:55,515 - mmaction - INFO - Epoch [14][880/1921] lr: 1.500e-02, eta: 7:52:43, time: 2.257, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7476, prec@thr=0.5: 0.7984, recall@top3: 0.8321, prec@top3: 0.6802, recall@top5: 0.9462, prec@top5: 0.4754, loss: 0.0331, grad_norm: 0.0979 2021-02-25 01:43:40,082 - mmaction - INFO - Epoch [14][900/1921] lr: 1.500e-02, eta: 7:51:58, time: 2.228, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7478, prec@thr=0.5: 0.8158, recall@top3: 0.8382, prec@top3: 0.6887, recall@top5: 0.9527, prec@top5: 0.4816, loss: 0.0320, grad_norm: 0.0975 2021-02-25 01:44:23,730 - mmaction - INFO - Epoch [14][920/1921] lr: 1.500e-02, eta: 7:51:12, time: 2.182, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7504, prec@thr=0.5: 0.8115, recall@top3: 0.8385, prec@top3: 0.6799, recall@top5: 0.9497, prec@top5: 0.4733, loss: 0.0320, grad_norm: 0.0986 2021-02-25 01:45:07,915 - mmaction - INFO - Epoch [14][940/1921] lr: 1.500e-02, eta: 7:50:26, time: 2.209, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7469, prec@thr=0.5: 0.7977, recall@top3: 0.8378, prec@top3: 0.6750, recall@top5: 0.9474, prec@top5: 0.4702, loss: 0.0325, grad_norm: 0.1025 2021-02-25 01:45:52,151 - mmaction - INFO - Epoch [14][960/1921] lr: 1.500e-02, eta: 7:49:40, time: 2.212, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7448, prec@thr=0.5: 0.8103, recall@top3: 0.8392, prec@top3: 0.6786, recall@top5: 0.9469, prec@top5: 0.4702, loss: 0.0326, grad_norm: 0.1010 2021-02-25 01:46:36,574 - mmaction - INFO - Epoch [14][980/1921] lr: 1.500e-02, eta: 7:48:54, time: 2.221, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7419, prec@thr=0.5: 0.8134, recall@top3: 0.8334, prec@top3: 0.6810, recall@top5: 0.9469, prec@top5: 0.4783, loss: 0.0331, grad_norm: 0.1021 2021-02-25 01:47:20,830 - mmaction - INFO - Epoch [14][1000/1921] lr: 1.500e-02, eta: 7:48:08, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7476, prec@thr=0.5: 0.8027, recall@top3: 0.8342, prec@top3: 0.6775, recall@top5: 0.9436, prec@top5: 0.4725, loss: 0.0330, grad_norm: 0.1010 2021-02-25 01:48:05,442 - mmaction - INFO - Epoch [14][1020/1921] lr: 1.500e-02, eta: 7:47:23, time: 2.231, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7390, prec@thr=0.5: 0.8095, recall@top3: 0.8338, prec@top3: 0.6790, recall@top5: 0.9491, prec@top5: 0.4759, loss: 0.0331, grad_norm: 0.1030 2021-02-25 01:48:50,204 - mmaction - INFO - Epoch [14][1040/1921] lr: 1.500e-02, eta: 7:46:37, time: 2.238, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7471, prec@thr=0.5: 0.8072, recall@top3: 0.8368, prec@top3: 0.6769, recall@top5: 0.9484, prec@top5: 0.4727, loss: 0.0322, grad_norm: 0.0972 2021-02-25 01:49:34,270 - mmaction - INFO - Epoch [14][1060/1921] lr: 1.500e-02, eta: 7:45:51, time: 2.203, data_time: 0.001, memory: 8675, loss_action_cls: 0.0336, recall@thr=0.5: 0.7312, prec@thr=0.5: 0.8054, recall@top3: 0.8317, prec@top3: 0.6782, recall@top5: 0.9474, prec@top5: 0.4754, loss: 0.0336, grad_norm: 0.1013 2021-02-25 01:50:20,081 - mmaction - INFO - Epoch [14][1080/1921] lr: 1.500e-02, eta: 7:45:07, time: 2.290, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.7988, recall@top3: 0.8313, prec@top3: 0.6823, recall@top5: 0.9457, prec@top5: 0.4767, loss: 0.0331, grad_norm: 0.0983 2021-02-25 01:51:05,189 - mmaction - INFO - Epoch [14][1100/1921] lr: 1.500e-02, eta: 7:44:22, time: 2.256, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7502, prec@thr=0.5: 0.8195, recall@top3: 0.8439, prec@top3: 0.6870, recall@top5: 0.9516, prec@top5: 0.4773, loss: 0.0322, grad_norm: 0.0972 2021-02-25 01:51:49,778 - mmaction - INFO - Epoch [14][1120/1921] lr: 1.500e-02, eta: 7:43:36, time: 2.229, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7483, prec@thr=0.5: 0.8078, recall@top3: 0.8335, prec@top3: 0.6816, recall@top5: 0.9478, prec@top5: 0.4766, loss: 0.0329, grad_norm: 0.1006 2021-02-25 01:52:34,544 - mmaction - INFO - Epoch [14][1140/1921] lr: 1.500e-02, eta: 7:42:51, time: 2.238, data_time: 0.001, memory: 8675, loss_action_cls: 0.0335, recall@thr=0.5: 0.7388, prec@thr=0.5: 0.7985, recall@top3: 0.8308, prec@top3: 0.6789, recall@top5: 0.9489, prec@top5: 0.4780, loss: 0.0335, grad_norm: 0.1029 2021-02-25 01:53:18,900 - mmaction - INFO - Epoch [14][1160/1921] lr: 1.500e-02, eta: 7:42:05, time: 2.218, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7349, prec@thr=0.5: 0.8072, recall@top3: 0.8320, prec@top3: 0.6787, recall@top5: 0.9458, prec@top5: 0.4741, loss: 0.0333, grad_norm: 0.0997 2021-02-25 01:54:03,287 - mmaction - INFO - Epoch [14][1180/1921] lr: 1.500e-02, eta: 7:41:19, time: 2.219, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7423, prec@thr=0.5: 0.8035, recall@top3: 0.8339, prec@top3: 0.6848, recall@top5: 0.9473, prec@top5: 0.4797, loss: 0.0327, grad_norm: 0.0990 2021-02-25 01:54:47,554 - mmaction - INFO - Epoch [14][1200/1921] lr: 1.500e-02, eta: 7:40:34, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7473, prec@thr=0.5: 0.8103, recall@top3: 0.8372, prec@top3: 0.6813, recall@top5: 0.9502, prec@top5: 0.4767, loss: 0.0325, grad_norm: 0.0975 2021-02-25 01:55:32,411 - mmaction - INFO - Epoch [14][1220/1921] lr: 1.500e-02, eta: 7:39:48, time: 2.243, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7512, prec@thr=0.5: 0.8109, recall@top3: 0.8377, prec@top3: 0.6890, recall@top5: 0.9489, prec@top5: 0.4812, loss: 0.0327, grad_norm: 0.1014 2021-02-25 01:56:16,561 - mmaction - INFO - Epoch [14][1240/1921] lr: 1.500e-02, eta: 7:39:02, time: 2.207, data_time: 0.001, memory: 8675, loss_action_cls: 0.0313, recall@thr=0.5: 0.7517, prec@thr=0.5: 0.8185, recall@top3: 0.8454, prec@top3: 0.6890, recall@top5: 0.9514, prec@top5: 0.4777, loss: 0.0313, grad_norm: 0.0982 2021-02-25 01:57:00,850 - mmaction - INFO - Epoch [14][1260/1921] lr: 1.500e-02, eta: 7:38:17, time: 2.214, data_time: 0.001, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7472, prec@thr=0.5: 0.8112, recall@top3: 0.8414, prec@top3: 0.6781, recall@top5: 0.9553, prec@top5: 0.4745, loss: 0.0317, grad_norm: 0.1001 2021-02-25 01:57:44,482 - mmaction - INFO - Epoch [14][1280/1921] lr: 1.500e-02, eta: 7:37:30, time: 2.182, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7474, prec@thr=0.5: 0.8108, recall@top3: 0.8321, prec@top3: 0.6687, recall@top5: 0.9489, prec@top5: 0.4709, loss: 0.0328, grad_norm: 0.1011 2021-02-25 01:58:29,425 - mmaction - INFO - Epoch [14][1300/1921] lr: 1.500e-02, eta: 7:36:45, time: 2.247, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7390, prec@thr=0.5: 0.8139, recall@top3: 0.8366, prec@top3: 0.6809, recall@top5: 0.9492, prec@top5: 0.4754, loss: 0.0326, grad_norm: 0.0964 2021-02-25 01:59:14,246 - mmaction - INFO - Epoch [14][1320/1921] lr: 1.500e-02, eta: 7:36:00, time: 2.241, data_time: 0.002, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8024, recall@top3: 0.8339, prec@top3: 0.6766, recall@top5: 0.9453, prec@top5: 0.4721, loss: 0.0334, grad_norm: 0.0995 2021-02-25 01:59:57,984 - mmaction - INFO - Epoch [14][1340/1921] lr: 1.500e-02, eta: 7:35:14, time: 2.187, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7533, prec@thr=0.5: 0.8148, recall@top3: 0.8433, prec@top3: 0.6798, recall@top5: 0.9514, prec@top5: 0.4711, loss: 0.0320, grad_norm: 0.0977 2021-02-25 02:00:42,829 - mmaction - INFO - Epoch [14][1360/1921] lr: 1.500e-02, eta: 7:34:28, time: 2.242, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7401, prec@thr=0.5: 0.8034, recall@top3: 0.8347, prec@top3: 0.6816, recall@top5: 0.9479, prec@top5: 0.4769, loss: 0.0327, grad_norm: 0.0975 2021-02-25 02:01:27,586 - mmaction - INFO - Epoch [14][1380/1921] lr: 1.500e-02, eta: 7:33:43, time: 2.238, data_time: 0.001, memory: 8675, loss_action_cls: 0.0335, recall@thr=0.5: 0.7385, prec@thr=0.5: 0.7961, recall@top3: 0.8273, prec@top3: 0.6760, recall@top5: 0.9451, prec@top5: 0.4746, loss: 0.0335, grad_norm: 0.1006 2021-02-25 02:02:11,879 - mmaction - INFO - Epoch [14][1400/1921] lr: 1.500e-02, eta: 7:32:57, time: 2.215, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7382, prec@thr=0.5: 0.8057, recall@top3: 0.8347, prec@top3: 0.6776, recall@top5: 0.9494, prec@top5: 0.4736, loss: 0.0328, grad_norm: 0.1016 2021-02-25 02:02:56,073 - mmaction - INFO - Epoch [14][1420/1921] lr: 1.500e-02, eta: 7:32:12, time: 2.210, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7483, prec@thr=0.5: 0.8076, recall@top3: 0.8360, prec@top3: 0.6871, recall@top5: 0.9527, prec@top5: 0.4811, loss: 0.0326, grad_norm: 0.1012 2021-02-25 02:03:40,376 - mmaction - INFO - Epoch [14][1440/1921] lr: 1.500e-02, eta: 7:31:26, time: 2.215, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7517, prec@thr=0.5: 0.8118, recall@top3: 0.8395, prec@top3: 0.6927, recall@top5: 0.9495, prec@top5: 0.4815, loss: 0.0319, grad_norm: 0.0999 2021-02-25 02:04:24,598 - mmaction - INFO - Epoch [14][1460/1921] lr: 1.500e-02, eta: 7:30:40, time: 2.211, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7478, prec@thr=0.5: 0.8141, recall@top3: 0.8401, prec@top3: 0.6793, recall@top5: 0.9476, prec@top5: 0.4720, loss: 0.0325, grad_norm: 0.0998 2021-02-25 02:05:09,470 - mmaction - INFO - Epoch [14][1480/1921] lr: 1.500e-02, eta: 7:29:55, time: 2.244, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7441, prec@thr=0.5: 0.8106, recall@top3: 0.8344, prec@top3: 0.6800, recall@top5: 0.9503, prec@top5: 0.4760, loss: 0.0326, grad_norm: 0.1005 2021-02-25 02:05:54,378 - mmaction - INFO - Epoch [14][1500/1921] lr: 1.500e-02, eta: 7:29:10, time: 2.246, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7489, prec@thr=0.5: 0.8066, recall@top3: 0.8279, prec@top3: 0.6882, recall@top5: 0.9500, prec@top5: 0.4864, loss: 0.0328, grad_norm: 0.0984 2021-02-25 02:06:38,034 - mmaction - INFO - Epoch [14][1520/1921] lr: 1.500e-02, eta: 7:28:23, time: 2.183, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7555, prec@thr=0.5: 0.8193, recall@top3: 0.8385, prec@top3: 0.6869, recall@top5: 0.9491, prec@top5: 0.4788, loss: 0.0319, grad_norm: 0.1023 2021-02-25 02:07:22,312 - mmaction - INFO - Epoch [14][1540/1921] lr: 1.500e-02, eta: 7:27:38, time: 2.214, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7501, prec@thr=0.5: 0.8091, recall@top3: 0.8337, prec@top3: 0.6925, recall@top5: 0.9471, prec@top5: 0.4835, loss: 0.0328, grad_norm: 0.0978 2021-02-25 02:08:06,841 - mmaction - INFO - Epoch [14][1560/1921] lr: 1.500e-02, eta: 7:26:52, time: 2.226, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7327, prec@thr=0.5: 0.8047, recall@top3: 0.8303, prec@top3: 0.6778, recall@top5: 0.9469, prec@top5: 0.4753, loss: 0.0334, grad_norm: 0.0991 2021-02-25 02:08:50,421 - mmaction - INFO - Epoch [14][1580/1921] lr: 1.500e-02, eta: 7:26:06, time: 2.179, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7497, prec@thr=0.5: 0.8082, recall@top3: 0.8401, prec@top3: 0.6679, recall@top5: 0.9496, prec@top5: 0.4649, loss: 0.0323, grad_norm: 0.1028 2021-02-25 02:09:35,260 - mmaction - INFO - Epoch [14][1600/1921] lr: 1.500e-02, eta: 7:25:21, time: 2.242, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7384, prec@thr=0.5: 0.8114, recall@top3: 0.8361, prec@top3: 0.6813, recall@top5: 0.9466, prec@top5: 0.4764, loss: 0.0332, grad_norm: 0.1008 2021-02-25 02:10:19,958 - mmaction - INFO - Epoch [14][1620/1921] lr: 1.500e-02, eta: 7:24:35, time: 2.235, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7554, prec@thr=0.5: 0.8136, recall@top3: 0.8418, prec@top3: 0.6836, recall@top5: 0.9495, prec@top5: 0.4748, loss: 0.0319, grad_norm: 0.0997 2021-02-25 02:11:04,357 - mmaction - INFO - Epoch [14][1640/1921] lr: 1.500e-02, eta: 7:23:50, time: 2.220, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7456, prec@thr=0.5: 0.8099, recall@top3: 0.8351, prec@top3: 0.6810, recall@top5: 0.9484, prec@top5: 0.4765, loss: 0.0325, grad_norm: 0.0982 2021-02-25 02:11:48,118 - mmaction - INFO - Epoch [14][1660/1921] lr: 1.500e-02, eta: 7:23:04, time: 2.188, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7468, prec@thr=0.5: 0.8091, recall@top3: 0.8350, prec@top3: 0.6718, recall@top5: 0.9464, prec@top5: 0.4691, loss: 0.0324, grad_norm: 0.0999 2021-02-25 02:12:32,054 - mmaction - INFO - Epoch [14][1680/1921] lr: 1.500e-02, eta: 7:22:18, time: 2.197, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8055, recall@top3: 0.8370, prec@top3: 0.6695, recall@top5: 0.9488, prec@top5: 0.4676, loss: 0.0325, grad_norm: 0.1019 2021-02-25 02:13:16,167 - mmaction - INFO - Epoch [14][1700/1921] lr: 1.500e-02, eta: 7:21:32, time: 2.206, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7445, prec@thr=0.5: 0.8126, recall@top3: 0.8286, prec@top3: 0.6840, recall@top5: 0.9454, prec@top5: 0.4801, loss: 0.0330, grad_norm: 0.1028 2021-02-25 02:14:00,484 - mmaction - INFO - Epoch [14][1720/1921] lr: 1.500e-02, eta: 7:20:46, time: 2.216, data_time: 0.001, memory: 8675, loss_action_cls: 0.0339, recall@thr=0.5: 0.7351, prec@thr=0.5: 0.7964, recall@top3: 0.8286, prec@top3: 0.6713, recall@top5: 0.9470, prec@top5: 0.4720, loss: 0.0339, grad_norm: 0.1017 2021-02-25 02:14:44,733 - mmaction - INFO - Epoch [14][1740/1921] lr: 1.500e-02, eta: 7:20:01, time: 2.212, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7499, prec@thr=0.5: 0.8124, recall@top3: 0.8368, prec@top3: 0.6788, recall@top5: 0.9490, prec@top5: 0.4735, loss: 0.0323, grad_norm: 0.0978 2021-02-25 02:15:29,207 - mmaction - INFO - Epoch [14][1760/1921] lr: 1.500e-02, eta: 7:19:15, time: 2.224, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7507, prec@thr=0.5: 0.8157, recall@top3: 0.8386, prec@top3: 0.6857, recall@top5: 0.9508, prec@top5: 0.4789, loss: 0.0321, grad_norm: 0.0995 2021-02-25 02:16:13,496 - mmaction - INFO - Epoch [14][1780/1921] lr: 1.500e-02, eta: 7:18:29, time: 2.215, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7445, prec@thr=0.5: 0.8052, recall@top3: 0.8355, prec@top3: 0.6796, recall@top5: 0.9473, prec@top5: 0.4744, loss: 0.0334, grad_norm: 0.0996 2021-02-25 02:16:57,630 - mmaction - INFO - Epoch [14][1800/1921] lr: 1.500e-02, eta: 7:17:44, time: 2.207, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.8071, recall@top3: 0.8339, prec@top3: 0.6865, recall@top5: 0.9450, prec@top5: 0.4791, loss: 0.0332, grad_norm: 0.1003 2021-02-25 02:17:40,975 - mmaction - INFO - Epoch [14][1820/1921] lr: 1.500e-02, eta: 7:16:57, time: 2.166, data_time: 0.004, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7483, prec@thr=0.5: 0.8079, recall@top3: 0.8432, prec@top3: 0.6718, recall@top5: 0.9462, prec@top5: 0.4633, loss: 0.0324, grad_norm: 0.1014 2021-02-25 02:18:25,903 - mmaction - INFO - Epoch [14][1840/1921] lr: 1.500e-02, eta: 7:16:12, time: 2.248, data_time: 0.003, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7402, prec@thr=0.5: 0.8065, recall@top3: 0.8345, prec@top3: 0.6887, recall@top5: 0.9468, prec@top5: 0.4806, loss: 0.0332, grad_norm: 0.1012 2021-02-25 02:19:09,560 - mmaction - INFO - Epoch [14][1860/1921] lr: 1.500e-02, eta: 7:15:26, time: 2.183, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7383, prec@thr=0.5: 0.7989, recall@top3: 0.8317, prec@top3: 0.6692, recall@top5: 0.9431, prec@top5: 0.4672, loss: 0.0331, grad_norm: 0.1020 2021-02-25 02:19:53,926 - mmaction - INFO - Epoch [14][1880/1921] lr: 1.500e-02, eta: 7:14:41, time: 2.218, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7431, prec@thr=0.5: 0.8100, recall@top3: 0.8348, prec@top3: 0.6810, recall@top5: 0.9494, prec@top5: 0.4769, loss: 0.0328, grad_norm: 0.0997 2021-02-25 02:20:37,991 - mmaction - INFO - Epoch [14][1900/1921] lr: 1.500e-02, eta: 7:13:55, time: 2.203, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7244, prec@thr=0.5: 0.7886, recall@top3: 0.8306, prec@top3: 0.6688, recall@top5: 0.9459, prec@top5: 0.4690, loss: 0.0334, grad_norm: 0.1009 2021-02-25 02:21:21,619 - mmaction - INFO - Epoch [14][1920/1921] lr: 1.500e-02, eta: 7:13:09, time: 2.181, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7531, prec@thr=0.5: 0.8154, recall@top3: 0.8408, prec@top3: 0.6851, recall@top5: 0.9505, prec@top5: 0.4765, loss: 0.0318, grad_norm: 0.0990 2021-02-25 02:21:25,521 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-02-25 02:32:42,826 - mmaction - INFO - Evaluating mAP ... 2021-02-25 02:40:38,699 - mmaction - INFO - mAP@0.5IOU 0.2398 2021-02-25 02:40:39,787 - mmaction - INFO - Epoch(val) [14][1921] mAP@0.5IOU: 0.2398 2021-02-25 02:42:10,214 - mmaction - INFO - Epoch [15][20/1921] lr: 1.500e-02, eta: 7:12:50, time: 4.496, data_time: 2.319, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7542, prec@thr=0.5: 0.8116, recall@top3: 0.8421, prec@top3: 0.6789, recall@top5: 0.9507, prec@top5: 0.4715, loss: 0.0318, grad_norm: 0.0983 2021-02-25 02:42:54,576 - mmaction - INFO - Epoch [15][40/1921] lr: 1.500e-02, eta: 7:12:04, time: 2.218, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7431, prec@thr=0.5: 0.8135, recall@top3: 0.8361, prec@top3: 0.6856, recall@top5: 0.9481, prec@top5: 0.4788, loss: 0.0322, grad_norm: 0.0983 2021-02-25 02:43:39,465 - mmaction - INFO - Epoch [15][60/1921] lr: 1.500e-02, eta: 7:11:19, time: 2.244, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7406, prec@thr=0.5: 0.7964, recall@top3: 0.8377, prec@top3: 0.6787, recall@top5: 0.9472, prec@top5: 0.4716, loss: 0.0332, grad_norm: 0.1031 2021-02-25 02:44:24,360 - mmaction - INFO - Epoch [15][80/1921] lr: 1.500e-02, eta: 7:10:33, time: 2.245, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7487, prec@thr=0.5: 0.8131, recall@top3: 0.8401, prec@top3: 0.6906, recall@top5: 0.9494, prec@top5: 0.4801, loss: 0.0327, grad_norm: 0.0985 2021-02-25 02:45:08,649 - mmaction - INFO - Epoch [15][100/1921] lr: 1.500e-02, eta: 7:09:48, time: 2.214, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7475, prec@thr=0.5: 0.8104, recall@top3: 0.8329, prec@top3: 0.6846, recall@top5: 0.9456, prec@top5: 0.4784, loss: 0.0329, grad_norm: 0.0995 2021-02-25 02:45:53,142 - mmaction - INFO - Epoch [15][120/1921] lr: 1.500e-02, eta: 7:09:02, time: 2.225, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7511, prec@thr=0.5: 0.8101, recall@top3: 0.8343, prec@top3: 0.6774, recall@top5: 0.9486, prec@top5: 0.4742, loss: 0.0325, grad_norm: 0.0985 2021-02-25 02:46:37,238 - mmaction - INFO - Epoch [15][140/1921] lr: 1.500e-02, eta: 7:08:16, time: 2.205, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7466, prec@thr=0.5: 0.8058, recall@top3: 0.8353, prec@top3: 0.6793, recall@top5: 0.9478, prec@top5: 0.4729, loss: 0.0323, grad_norm: 0.0987 2021-02-25 02:47:21,099 - mmaction - INFO - Epoch [15][160/1921] lr: 1.500e-02, eta: 7:07:30, time: 2.193, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7303, prec@thr=0.5: 0.7993, recall@top3: 0.8326, prec@top3: 0.6668, recall@top5: 0.9429, prec@top5: 0.4647, loss: 0.0331, grad_norm: 0.1017 2021-02-25 02:48:05,374 - mmaction - INFO - Epoch [15][180/1921] lr: 1.500e-02, eta: 7:06:45, time: 2.214, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7508, prec@thr=0.5: 0.8130, recall@top3: 0.8380, prec@top3: 0.6858, recall@top5: 0.9474, prec@top5: 0.4774, loss: 0.0326, grad_norm: 0.1005 2021-02-25 02:48:49,529 - mmaction - INFO - Epoch [15][200/1921] lr: 1.500e-02, eta: 7:05:59, time: 2.208, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7472, prec@thr=0.5: 0.8136, recall@top3: 0.8394, prec@top3: 0.6851, recall@top5: 0.9502, prec@top5: 0.4779, loss: 0.0320, grad_norm: 0.0981 2021-02-25 02:49:33,844 - mmaction - INFO - Epoch [15][220/1921] lr: 1.500e-02, eta: 7:05:13, time: 2.216, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7467, prec@thr=0.5: 0.7990, recall@top3: 0.8387, prec@top3: 0.6735, recall@top5: 0.9526, prec@top5: 0.4696, loss: 0.0327, grad_norm: 0.1025 2021-02-25 02:50:18,470 - mmaction - INFO - Epoch [15][240/1921] lr: 1.500e-02, eta: 7:04:28, time: 2.231, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7484, prec@thr=0.5: 0.8085, recall@top3: 0.8323, prec@top3: 0.6825, recall@top5: 0.9497, prec@top5: 0.4793, loss: 0.0329, grad_norm: 0.1013 2021-02-25 02:51:02,727 - mmaction - INFO - Epoch [15][260/1921] lr: 1.500e-02, eta: 7:03:42, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7462, prec@thr=0.5: 0.8176, recall@top3: 0.8349, prec@top3: 0.6779, recall@top5: 0.9481, prec@top5: 0.4752, loss: 0.0322, grad_norm: 0.1006 2021-02-25 02:51:47,965 - mmaction - INFO - Epoch [15][280/1921] lr: 1.500e-02, eta: 7:02:57, time: 2.262, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7477, prec@thr=0.5: 0.8108, recall@top3: 0.8374, prec@top3: 0.6782, recall@top5: 0.9498, prec@top5: 0.4748, loss: 0.0322, grad_norm: 0.0979 2021-02-25 02:52:32,352 - mmaction - INFO - Epoch [15][300/1921] lr: 1.500e-02, eta: 7:02:11, time: 2.219, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7462, prec@thr=0.5: 0.8088, recall@top3: 0.8376, prec@top3: 0.6803, recall@top5: 0.9530, prec@top5: 0.4766, loss: 0.0327, grad_norm: 0.1012 2021-02-25 02:53:16,414 - mmaction - INFO - Epoch [15][320/1921] lr: 1.500e-02, eta: 7:01:26, time: 2.203, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7466, prec@thr=0.5: 0.8078, recall@top3: 0.8361, prec@top3: 0.6821, recall@top5: 0.9478, prec@top5: 0.4768, loss: 0.0329, grad_norm: 0.1041 2021-02-25 02:54:01,444 - mmaction - INFO - Epoch [15][340/1921] lr: 1.500e-02, eta: 7:00:40, time: 2.252, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7452, prec@thr=0.5: 0.8122, recall@top3: 0.8314, prec@top3: 0.6827, recall@top5: 0.9474, prec@top5: 0.4789, loss: 0.0328, grad_norm: 0.0973 2021-02-25 02:54:46,240 - mmaction - INFO - Epoch [15][360/1921] lr: 1.500e-02, eta: 6:59:55, time: 2.240, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7441, prec@thr=0.5: 0.8116, recall@top3: 0.8352, prec@top3: 0.6761, recall@top5: 0.9460, prec@top5: 0.4710, loss: 0.0326, grad_norm: 0.1030 2021-02-25 02:55:30,519 - mmaction - INFO - Epoch [15][380/1921] lr: 1.500e-02, eta: 6:59:09, time: 2.214, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7440, prec@thr=0.5: 0.8091, recall@top3: 0.8373, prec@top3: 0.6731, recall@top5: 0.9481, prec@top5: 0.4706, loss: 0.0327, grad_norm: 0.1009 2021-02-25 02:56:14,978 - mmaction - INFO - Epoch [15][400/1921] lr: 1.500e-02, eta: 6:58:24, time: 2.223, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7470, prec@thr=0.5: 0.8059, recall@top3: 0.8310, prec@top3: 0.6817, recall@top5: 0.9482, prec@top5: 0.4780, loss: 0.0327, grad_norm: 0.1034 2021-02-25 02:56:59,138 - mmaction - INFO - Epoch [15][420/1921] lr: 1.500e-02, eta: 6:57:38, time: 2.208, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7534, prec@thr=0.5: 0.8218, recall@top3: 0.8396, prec@top3: 0.6832, recall@top5: 0.9481, prec@top5: 0.4756, loss: 0.0319, grad_norm: 0.1002 2021-02-25 02:57:43,911 - mmaction - INFO - Epoch [15][440/1921] lr: 1.500e-02, eta: 6:56:53, time: 2.239, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7428, prec@thr=0.5: 0.8052, recall@top3: 0.8371, prec@top3: 0.6780, recall@top5: 0.9486, prec@top5: 0.4736, loss: 0.0326, grad_norm: 0.1089 2021-02-25 02:58:28,498 - mmaction - INFO - Epoch [15][460/1921] lr: 1.500e-02, eta: 6:56:07, time: 2.229, data_time: 0.001, memory: 8675, loss_action_cls: 0.0315, recall@thr=0.5: 0.7545, prec@thr=0.5: 0.8155, recall@top3: 0.8457, prec@top3: 0.6904, recall@top5: 0.9525, prec@top5: 0.4784, loss: 0.0315, grad_norm: 0.0991 2021-02-25 02:59:14,134 - mmaction - INFO - Epoch [15][480/1921] lr: 1.500e-02, eta: 6:55:22, time: 2.282, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8059, recall@top3: 0.8335, prec@top3: 0.6758, recall@top5: 0.9518, prec@top5: 0.4761, loss: 0.0326, grad_norm: 0.0998 2021-02-25 02:59:57,781 - mmaction - INFO - Epoch [15][500/1921] lr: 1.500e-02, eta: 6:54:36, time: 2.182, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7389, prec@thr=0.5: 0.8039, recall@top3: 0.8306, prec@top3: 0.6795, recall@top5: 0.9460, prec@top5: 0.4772, loss: 0.0333, grad_norm: 0.1054 2021-02-25 03:00:41,519 - mmaction - INFO - Epoch [15][520/1921] lr: 1.500e-02, eta: 6:53:50, time: 2.187, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7529, prec@thr=0.5: 0.8133, recall@top3: 0.8410, prec@top3: 0.6813, recall@top5: 0.9474, prec@top5: 0.4725, loss: 0.0323, grad_norm: 0.0966 2021-02-25 03:01:26,358 - mmaction - INFO - Epoch [15][540/1921] lr: 1.500e-02, eta: 6:53:05, time: 2.242, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7421, prec@thr=0.5: 0.8129, recall@top3: 0.8330, prec@top3: 0.6771, recall@top5: 0.9510, prec@top5: 0.4762, loss: 0.0322, grad_norm: 0.0990 2021-02-25 03:02:10,280 - mmaction - INFO - Epoch [15][560/1921] lr: 1.500e-02, eta: 6:52:19, time: 2.196, data_time: 0.002, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7468, prec@thr=0.5: 0.8073, recall@top3: 0.8384, prec@top3: 0.6865, recall@top5: 0.9500, prec@top5: 0.4799, loss: 0.0321, grad_norm: 0.0997 2021-02-25 03:02:53,765 - mmaction - INFO - Epoch [15][580/1921] lr: 1.500e-02, eta: 6:51:33, time: 2.174, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7480, prec@thr=0.5: 0.8091, recall@top3: 0.8419, prec@top3: 0.6734, recall@top5: 0.9513, prec@top5: 0.4688, loss: 0.0322, grad_norm: 0.1016 2021-02-25 03:03:37,702 - mmaction - INFO - Epoch [15][600/1921] lr: 1.500e-02, eta: 6:50:47, time: 2.197, data_time: 0.001, memory: 8675, loss_action_cls: 0.0316, recall@thr=0.5: 0.7469, prec@thr=0.5: 0.8084, recall@top3: 0.8427, prec@top3: 0.6731, recall@top5: 0.9510, prec@top5: 0.4686, loss: 0.0316, grad_norm: 0.1046 2021-02-25 03:04:22,136 - mmaction - INFO - Epoch [15][620/1921] lr: 1.500e-02, eta: 6:50:02, time: 2.222, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7363, prec@thr=0.5: 0.8014, recall@top3: 0.8329, prec@top3: 0.6797, recall@top5: 0.9482, prec@top5: 0.4759, loss: 0.0328, grad_norm: 0.1056 2021-02-25 03:05:07,088 - mmaction - INFO - Epoch [15][640/1921] lr: 1.500e-02, eta: 6:49:17, time: 2.247, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7508, prec@thr=0.5: 0.8177, recall@top3: 0.8441, prec@top3: 0.6860, recall@top5: 0.9519, prec@top5: 0.4759, loss: 0.0323, grad_norm: 0.0978 2021-02-25 03:05:51,656 - mmaction - INFO - Epoch [15][660/1921] lr: 1.500e-02, eta: 6:48:31, time: 2.229, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7461, prec@thr=0.5: 0.8058, recall@top3: 0.8391, prec@top3: 0.6776, recall@top5: 0.9466, prec@top5: 0.4692, loss: 0.0328, grad_norm: 0.1013 2021-02-25 03:06:35,678 - mmaction - INFO - Epoch [15][680/1921] lr: 1.500e-02, eta: 6:47:45, time: 2.201, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7398, prec@thr=0.5: 0.8054, recall@top3: 0.8308, prec@top3: 0.6756, recall@top5: 0.9485, prec@top5: 0.4744, loss: 0.0326, grad_norm: 0.1045 2021-02-25 03:07:20,201 - mmaction - INFO - Epoch [15][700/1921] lr: 1.500e-02, eta: 6:47:00, time: 2.226, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7451, prec@thr=0.5: 0.8005, recall@top3: 0.8378, prec@top3: 0.6734, recall@top5: 0.9541, prec@top5: 0.4720, loss: 0.0320, grad_norm: 0.0956 2021-02-25 03:08:03,926 - mmaction - INFO - Epoch [15][720/1921] lr: 1.500e-02, eta: 6:46:14, time: 2.186, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7494, prec@thr=0.5: 0.8140, recall@top3: 0.8400, prec@top3: 0.6793, recall@top5: 0.9506, prec@top5: 0.4735, loss: 0.0320, grad_norm: 0.1001 2021-02-25 03:08:48,628 - mmaction - INFO - Epoch [15][740/1921] lr: 1.500e-02, eta: 6:45:29, time: 2.235, data_time: 0.001, memory: 8675, loss_action_cls: 0.0316, recall@thr=0.5: 0.7547, prec@thr=0.5: 0.8144, recall@top3: 0.8401, prec@top3: 0.6818, recall@top5: 0.9554, prec@top5: 0.4772, loss: 0.0316, grad_norm: 0.1008 2021-02-25 03:09:32,920 - mmaction - INFO - Epoch [15][760/1921] lr: 1.500e-02, eta: 6:44:43, time: 2.215, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7470, prec@thr=0.5: 0.8120, recall@top3: 0.8317, prec@top3: 0.6745, recall@top5: 0.9466, prec@top5: 0.4727, loss: 0.0331, grad_norm: 0.1038 2021-02-25 03:10:16,674 - mmaction - INFO - Epoch [15][780/1921] lr: 1.500e-02, eta: 6:43:57, time: 2.188, data_time: 0.001, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7591, prec@thr=0.5: 0.8151, recall@top3: 0.8401, prec@top3: 0.6835, recall@top5: 0.9496, prec@top5: 0.4759, loss: 0.0317, grad_norm: 0.0978 2021-02-25 03:11:01,223 - mmaction - INFO - Epoch [15][800/1921] lr: 1.500e-02, eta: 6:43:12, time: 2.227, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7476, prec@thr=0.5: 0.8153, recall@top3: 0.8403, prec@top3: 0.6885, recall@top5: 0.9490, prec@top5: 0.4784, loss: 0.0321, grad_norm: 0.1016 2021-02-25 03:11:45,376 - mmaction - INFO - Epoch [15][820/1921] lr: 1.500e-02, eta: 6:42:26, time: 2.208, data_time: 0.001, memory: 8675, loss_action_cls: 0.0336, recall@thr=0.5: 0.7375, prec@thr=0.5: 0.8025, recall@top3: 0.8324, prec@top3: 0.6780, recall@top5: 0.9434, prec@top5: 0.4731, loss: 0.0336, grad_norm: 0.1016 2021-02-25 03:12:28,968 - mmaction - INFO - Epoch [15][840/1921] lr: 1.500e-02, eta: 6:41:40, time: 2.180, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7503, prec@thr=0.5: 0.8031, recall@top3: 0.8347, prec@top3: 0.6776, recall@top5: 0.9513, prec@top5: 0.4748, loss: 0.0323, grad_norm: 0.1030 2021-02-25 03:13:12,844 - mmaction - INFO - Epoch [15][860/1921] lr: 1.500e-02, eta: 6:40:54, time: 2.193, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7449, prec@thr=0.5: 0.8108, recall@top3: 0.8364, prec@top3: 0.6783, recall@top5: 0.9469, prec@top5: 0.4721, loss: 0.0329, grad_norm: 0.1029 2021-02-25 03:13:57,896 - mmaction - INFO - Epoch [15][880/1921] lr: 1.500e-02, eta: 6:40:09, time: 2.253, data_time: 0.001, memory: 8675, loss_action_cls: 0.0340, recall@thr=0.5: 0.7353, prec@thr=0.5: 0.8084, recall@top3: 0.8329, prec@top3: 0.6781, recall@top5: 0.9425, prec@top5: 0.4721, loss: 0.0340, grad_norm: 0.0997 2021-02-25 03:14:42,173 - mmaction - INFO - Epoch [15][900/1921] lr: 1.500e-02, eta: 6:39:23, time: 2.214, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7484, prec@thr=0.5: 0.8029, recall@top3: 0.8320, prec@top3: 0.6736, recall@top5: 0.9460, prec@top5: 0.4723, loss: 0.0326, grad_norm: 0.1016 2021-02-25 03:15:27,055 - mmaction - INFO - Epoch [15][920/1921] lr: 1.500e-02, eta: 6:38:38, time: 2.244, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7391, prec@thr=0.5: 0.8008, recall@top3: 0.8305, prec@top3: 0.6693, recall@top5: 0.9497, prec@top5: 0.4698, loss: 0.0332, grad_norm: 0.1010 2021-02-25 03:16:10,889 - mmaction - INFO - Epoch [15][940/1921] lr: 1.500e-02, eta: 6:37:52, time: 2.192, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7537, prec@thr=0.5: 0.8143, recall@top3: 0.8376, prec@top3: 0.6890, recall@top5: 0.9504, prec@top5: 0.4819, loss: 0.0320, grad_norm: 0.1000 2021-02-25 03:16:54,694 - mmaction - INFO - Epoch [15][960/1921] lr: 1.500e-02, eta: 6:37:06, time: 2.190, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7314, prec@thr=0.5: 0.8061, recall@top3: 0.8326, prec@top3: 0.6805, recall@top5: 0.9443, prec@top5: 0.4750, loss: 0.0330, grad_norm: 0.1026 2021-02-25 03:17:39,611 - mmaction - INFO - Epoch [15][980/1921] lr: 1.500e-02, eta: 6:36:21, time: 2.246, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7603, prec@thr=0.5: 0.8046, recall@top3: 0.8396, prec@top3: 0.6865, recall@top5: 0.9509, prec@top5: 0.4782, loss: 0.0322, grad_norm: 0.1009 2021-02-25 03:18:23,472 - mmaction - INFO - Epoch [15][1000/1921] lr: 1.500e-02, eta: 6:35:35, time: 2.193, data_time: 0.001, memory: 8675, loss_action_cls: 0.0316, recall@thr=0.5: 0.7453, prec@thr=0.5: 0.8178, recall@top3: 0.8429, prec@top3: 0.6825, recall@top5: 0.9517, prec@top5: 0.4751, loss: 0.0316, grad_norm: 0.1005 2021-02-25 03:19:07,400 - mmaction - INFO - Epoch [15][1020/1921] lr: 1.500e-02, eta: 6:34:50, time: 2.196, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7546, prec@thr=0.5: 0.8128, recall@top3: 0.8360, prec@top3: 0.6829, recall@top5: 0.9521, prec@top5: 0.4791, loss: 0.0321, grad_norm: 0.1010 2021-02-25 03:19:51,437 - mmaction - INFO - Epoch [15][1040/1921] lr: 1.500e-02, eta: 6:34:04, time: 2.202, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7626, prec@thr=0.5: 0.8166, recall@top3: 0.8407, prec@top3: 0.6894, recall@top5: 0.9517, prec@top5: 0.4793, loss: 0.0321, grad_norm: 0.1020 2021-02-25 03:20:36,172 - mmaction - INFO - Epoch [15][1060/1921] lr: 1.500e-02, eta: 6:33:19, time: 2.237, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7437, prec@thr=0.5: 0.8119, recall@top3: 0.8400, prec@top3: 0.6857, recall@top5: 0.9503, prec@top5: 0.4778, loss: 0.0325, grad_norm: 0.1024 2021-02-25 03:21:20,463 - mmaction - INFO - Epoch [15][1080/1921] lr: 1.500e-02, eta: 6:32:33, time: 2.215, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7513, prec@thr=0.5: 0.8094, recall@top3: 0.8405, prec@top3: 0.6845, recall@top5: 0.9506, prec@top5: 0.4760, loss: 0.0323, grad_norm: 0.1001 2021-02-25 03:22:04,383 - mmaction - INFO - Epoch [15][1100/1921] lr: 1.500e-02, eta: 6:31:47, time: 2.196, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7440, prec@thr=0.5: 0.8051, recall@top3: 0.8351, prec@top3: 0.6758, recall@top5: 0.9478, prec@top5: 0.4723, loss: 0.0326, grad_norm: 0.0978 2021-02-25 03:22:48,497 - mmaction - INFO - Epoch [15][1120/1921] lr: 1.500e-02, eta: 6:31:02, time: 2.206, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7505, prec@thr=0.5: 0.8094, recall@top3: 0.8435, prec@top3: 0.6862, recall@top5: 0.9505, prec@top5: 0.4755, loss: 0.0322, grad_norm: 0.1032 2021-02-25 03:23:32,746 - mmaction - INFO - Epoch [15][1140/1921] lr: 1.500e-02, eta: 6:30:16, time: 2.212, data_time: 0.001, memory: 8675, loss_action_cls: 0.0316, recall@thr=0.5: 0.7499, prec@thr=0.5: 0.8163, recall@top3: 0.8397, prec@top3: 0.6870, recall@top5: 0.9519, prec@top5: 0.4789, loss: 0.0316, grad_norm: 0.0995 2021-02-25 03:24:16,854 - mmaction - INFO - Epoch [15][1160/1921] lr: 1.500e-02, eta: 6:29:30, time: 2.206, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7527, prec@thr=0.5: 0.8133, recall@top3: 0.8374, prec@top3: 0.6831, recall@top5: 0.9536, prec@top5: 0.4787, loss: 0.0319, grad_norm: 0.1007 2021-02-25 03:25:01,630 - mmaction - INFO - Epoch [15][1180/1921] lr: 1.500e-02, eta: 6:28:45, time: 2.239, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7431, prec@thr=0.5: 0.8041, recall@top3: 0.8335, prec@top3: 0.6870, recall@top5: 0.9501, prec@top5: 0.4810, loss: 0.0324, grad_norm: 0.1063 2021-02-25 03:25:46,635 - mmaction - INFO - Epoch [15][1200/1921] lr: 1.500e-02, eta: 6:28:00, time: 2.250, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7476, prec@thr=0.5: 0.8139, recall@top3: 0.8410, prec@top3: 0.6860, recall@top5: 0.9489, prec@top5: 0.4760, loss: 0.0318, grad_norm: 0.0974 2021-02-25 03:26:30,607 - mmaction - INFO - Epoch [15][1220/1921] lr: 1.500e-02, eta: 6:27:14, time: 2.199, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7633, prec@thr=0.5: 0.8140, recall@top3: 0.8392, prec@top3: 0.6917, recall@top5: 0.9501, prec@top5: 0.4830, loss: 0.0320, grad_norm: 0.1045 2021-02-25 03:27:14,222 - mmaction - INFO - Epoch [15][1240/1921] lr: 1.500e-02, eta: 6:26:28, time: 2.180, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7471, prec@thr=0.5: 0.8157, recall@top3: 0.8351, prec@top3: 0.6820, recall@top5: 0.9439, prec@top5: 0.4742, loss: 0.0326, grad_norm: 0.1051 2021-02-25 03:27:58,408 - mmaction - INFO - Epoch [15][1260/1921] lr: 1.500e-02, eta: 6:25:43, time: 2.210, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7469, prec@thr=0.5: 0.8153, recall@top3: 0.8403, prec@top3: 0.6863, recall@top5: 0.9519, prec@top5: 0.4785, loss: 0.0324, grad_norm: 0.1024 2021-02-25 03:28:42,858 - mmaction - INFO - Epoch [15][1280/1921] lr: 1.500e-02, eta: 6:24:57, time: 2.222, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7523, prec@thr=0.5: 0.8088, recall@top3: 0.8394, prec@top3: 0.6849, recall@top5: 0.9512, prec@top5: 0.4776, loss: 0.0319, grad_norm: 0.1000 2021-02-25 03:29:27,670 - mmaction - INFO - Epoch [15][1300/1921] lr: 1.500e-02, eta: 6:24:12, time: 2.240, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7353, prec@thr=0.5: 0.8102, recall@top3: 0.8317, prec@top3: 0.6784, recall@top5: 0.9463, prec@top5: 0.4750, loss: 0.0328, grad_norm: 0.0997 2021-02-25 03:30:11,972 - mmaction - INFO - Epoch [15][1320/1921] lr: 1.500e-02, eta: 6:23:27, time: 2.216, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7472, prec@thr=0.5: 0.8047, recall@top3: 0.8337, prec@top3: 0.6846, recall@top5: 0.9507, prec@top5: 0.4804, loss: 0.0326, grad_norm: 0.1046 2021-02-25 03:30:56,223 - mmaction - INFO - Epoch [15][1340/1921] lr: 1.500e-02, eta: 6:22:41, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7434, prec@thr=0.5: 0.8076, recall@top3: 0.8362, prec@top3: 0.6901, recall@top5: 0.9489, prec@top5: 0.4811, loss: 0.0325, grad_norm: 0.1031 2021-02-25 03:31:41,073 - mmaction - INFO - Epoch [15][1360/1921] lr: 1.500e-02, eta: 6:21:56, time: 2.242, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7492, prec@thr=0.5: 0.8031, recall@top3: 0.8371, prec@top3: 0.6847, recall@top5: 0.9473, prec@top5: 0.4771, loss: 0.0329, grad_norm: 0.1008 2021-02-25 03:32:25,775 - mmaction - INFO - Epoch [15][1380/1921] lr: 1.500e-02, eta: 6:21:11, time: 2.235, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7368, prec@thr=0.5: 0.7992, recall@top3: 0.8338, prec@top3: 0.6787, recall@top5: 0.9464, prec@top5: 0.4741, loss: 0.0331, grad_norm: 0.1027 2021-02-25 03:33:10,135 - mmaction - INFO - Epoch [15][1400/1921] lr: 1.500e-02, eta: 6:20:25, time: 2.218, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7405, prec@thr=0.5: 0.7979, recall@top3: 0.8306, prec@top3: 0.6767, recall@top5: 0.9467, prec@top5: 0.4742, loss: 0.0333, grad_norm: 0.1021 2021-02-25 03:33:54,905 - mmaction - INFO - Epoch [15][1420/1921] lr: 1.500e-02, eta: 6:19:40, time: 2.238, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7473, prec@thr=0.5: 0.8111, recall@top3: 0.8408, prec@top3: 0.6839, recall@top5: 0.9487, prec@top5: 0.4747, loss: 0.0322, grad_norm: 0.1003 2021-02-25 03:34:39,442 - mmaction - INFO - Epoch [15][1440/1921] lr: 1.500e-02, eta: 6:18:54, time: 2.227, data_time: 0.001, memory: 8675, loss_action_cls: 0.0338, recall@thr=0.5: 0.7389, prec@thr=0.5: 0.7971, recall@top3: 0.8239, prec@top3: 0.6812, recall@top5: 0.9450, prec@top5: 0.4800, loss: 0.0338, grad_norm: 0.1031 2021-02-25 03:35:23,056 - mmaction - INFO - Epoch [15][1460/1921] lr: 1.500e-02, eta: 6:18:09, time: 2.181, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7400, prec@thr=0.5: 0.8129, recall@top3: 0.8378, prec@top3: 0.6697, recall@top5: 0.9458, prec@top5: 0.4659, loss: 0.0329, grad_norm: 0.1025 2021-02-25 03:36:06,811 - mmaction - INFO - Epoch [15][1480/1921] lr: 1.500e-02, eta: 6:17:23, time: 2.188, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7416, prec@thr=0.5: 0.8138, recall@top3: 0.8329, prec@top3: 0.6799, recall@top5: 0.9499, prec@top5: 0.4769, loss: 0.0322, grad_norm: 0.1006 2021-02-25 03:36:51,013 - mmaction - INFO - Epoch [15][1500/1921] lr: 1.500e-02, eta: 6:16:37, time: 2.210, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7492, prec@thr=0.5: 0.8072, recall@top3: 0.8372, prec@top3: 0.6818, recall@top5: 0.9465, prec@top5: 0.4748, loss: 0.0326, grad_norm: 0.1011 2021-02-25 03:37:34,653 - mmaction - INFO - Epoch [15][1520/1921] lr: 1.500e-02, eta: 6:15:51, time: 2.182, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7442, prec@thr=0.5: 0.8106, recall@top3: 0.8373, prec@top3: 0.6761, recall@top5: 0.9538, prec@top5: 0.4751, loss: 0.0324, grad_norm: 0.1046 2021-02-25 03:38:19,420 - mmaction - INFO - Epoch [15][1540/1921] lr: 1.500e-02, eta: 6:15:06, time: 2.238, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7478, prec@thr=0.5: 0.8069, recall@top3: 0.8383, prec@top3: 0.6830, recall@top5: 0.9521, prec@top5: 0.4768, loss: 0.0323, grad_norm: 0.1028 2021-02-25 03:39:04,177 - mmaction - INFO - Epoch [15][1560/1921] lr: 1.500e-02, eta: 6:14:21, time: 2.238, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7423, prec@thr=0.5: 0.8082, recall@top3: 0.8363, prec@top3: 0.6767, recall@top5: 0.9480, prec@top5: 0.4714, loss: 0.0328, grad_norm: 0.1013 2021-02-25 03:39:48,408 - mmaction - INFO - Epoch [15][1580/1921] lr: 1.500e-02, eta: 6:13:35, time: 2.212, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7350, prec@thr=0.5: 0.8030, recall@top3: 0.8312, prec@top3: 0.6695, recall@top5: 0.9460, prec@top5: 0.4686, loss: 0.0330, grad_norm: 0.1086 2021-02-25 03:40:33,061 - mmaction - INFO - Epoch [15][1600/1921] lr: 1.500e-02, eta: 6:12:50, time: 2.232, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7516, prec@thr=0.5: 0.8137, recall@top3: 0.8413, prec@top3: 0.6807, recall@top5: 0.9516, prec@top5: 0.4749, loss: 0.0320, grad_norm: 0.1030 2021-02-25 03:41:17,120 - mmaction - INFO - Epoch [15][1620/1921] lr: 1.500e-02, eta: 6:12:04, time: 2.203, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7505, prec@thr=0.5: 0.8121, recall@top3: 0.8385, prec@top3: 0.6870, recall@top5: 0.9491, prec@top5: 0.4784, loss: 0.0325, grad_norm: 0.1021 2021-02-25 03:42:00,245 - mmaction - INFO - Epoch [15][1640/1921] lr: 1.500e-02, eta: 6:11:18, time: 2.156, data_time: 0.002, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7347, prec@thr=0.5: 0.8034, recall@top3: 0.8321, prec@top3: 0.6751, recall@top5: 0.9481, prec@top5: 0.4742, loss: 0.0324, grad_norm: 0.1018 2021-02-25 03:42:44,885 - mmaction - INFO - Epoch [15][1660/1921] lr: 1.500e-02, eta: 6:10:33, time: 2.232, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7481, prec@thr=0.5: 0.8135, recall@top3: 0.8377, prec@top3: 0.6826, recall@top5: 0.9510, prec@top5: 0.4770, loss: 0.0326, grad_norm: 0.1022 2021-02-25 03:43:28,862 - mmaction - INFO - Epoch [15][1680/1921] lr: 1.500e-02, eta: 6:09:47, time: 2.199, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7434, prec@thr=0.5: 0.8041, recall@top3: 0.8346, prec@top3: 0.6792, recall@top5: 0.9516, prec@top5: 0.4756, loss: 0.0323, grad_norm: 0.1024 2021-02-25 03:44:13,006 - mmaction - INFO - Epoch [15][1700/1921] lr: 1.500e-02, eta: 6:09:02, time: 2.207, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7404, prec@thr=0.5: 0.8044, recall@top3: 0.8387, prec@top3: 0.6777, recall@top5: 0.9484, prec@top5: 0.4715, loss: 0.0324, grad_norm: 0.1049 2021-02-25 03:44:57,665 - mmaction - INFO - Epoch [15][1720/1921] lr: 1.500e-02, eta: 6:08:17, time: 2.233, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7399, prec@thr=0.5: 0.7984, recall@top3: 0.8323, prec@top3: 0.6734, recall@top5: 0.9441, prec@top5: 0.4703, loss: 0.0330, grad_norm: 0.1004 2021-02-25 03:45:41,872 - mmaction - INFO - Epoch [15][1740/1921] lr: 1.500e-02, eta: 6:07:31, time: 2.210, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7473, prec@thr=0.5: 0.8117, recall@top3: 0.8310, prec@top3: 0.6857, recall@top5: 0.9426, prec@top5: 0.4786, loss: 0.0328, grad_norm: 0.1019 2021-02-25 03:46:26,800 - mmaction - INFO - Epoch [15][1760/1921] lr: 1.500e-02, eta: 6:06:46, time: 2.246, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7452, prec@thr=0.5: 0.7961, recall@top3: 0.8234, prec@top3: 0.6841, recall@top5: 0.9420, prec@top5: 0.4823, loss: 0.0333, grad_norm: 0.1048 2021-02-25 03:47:11,000 - mmaction - INFO - Epoch [15][1780/1921] lr: 1.500e-02, eta: 6:06:00, time: 2.210, data_time: 0.001, memory: 8675, loss_action_cls: 0.0337, recall@thr=0.5: 0.7373, prec@thr=0.5: 0.8051, recall@top3: 0.8309, prec@top3: 0.6817, recall@top5: 0.9448, prec@top5: 0.4771, loss: 0.0337, grad_norm: 0.1045 2021-02-25 03:47:54,551 - mmaction - INFO - Epoch [15][1800/1921] lr: 1.500e-02, eta: 6:05:15, time: 2.177, data_time: 0.001, memory: 8675, loss_action_cls: 0.0316, recall@thr=0.5: 0.7528, prec@thr=0.5: 0.8167, recall@top3: 0.8421, prec@top3: 0.6889, recall@top5: 0.9538, prec@top5: 0.4801, loss: 0.0316, grad_norm: 0.1023 2021-02-25 03:48:38,857 - mmaction - INFO - Epoch [15][1820/1921] lr: 1.500e-02, eta: 6:04:29, time: 2.215, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7461, prec@thr=0.5: 0.8082, recall@top3: 0.8330, prec@top3: 0.6826, recall@top5: 0.9468, prec@top5: 0.4778, loss: 0.0327, grad_norm: 0.1022 2021-02-25 03:49:22,679 - mmaction - INFO - Epoch [15][1840/1921] lr: 1.500e-02, eta: 6:03:43, time: 2.191, data_time: 0.001, memory: 8675, loss_action_cls: 0.0339, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.8049, recall@top3: 0.8268, prec@top3: 0.6762, recall@top5: 0.9434, prec@top5: 0.4743, loss: 0.0339, grad_norm: 0.1030 2021-02-25 03:50:06,898 - mmaction - INFO - Epoch [15][1860/1921] lr: 1.500e-02, eta: 6:02:58, time: 2.211, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7468, prec@thr=0.5: 0.7999, recall@top3: 0.8364, prec@top3: 0.6815, recall@top5: 0.9461, prec@top5: 0.4743, loss: 0.0328, grad_norm: 0.1007 2021-02-25 03:50:52,255 - mmaction - INFO - Epoch [15][1880/1921] lr: 1.500e-02, eta: 6:02:13, time: 2.268, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7357, prec@thr=0.5: 0.7952, recall@top3: 0.8327, prec@top3: 0.6775, recall@top5: 0.9475, prec@top5: 0.4739, loss: 0.0332, grad_norm: 0.0990 2021-02-25 03:51:36,699 - mmaction - INFO - Epoch [15][1900/1921] lr: 1.500e-02, eta: 6:01:28, time: 2.222, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7392, prec@thr=0.5: 0.8078, recall@top3: 0.8324, prec@top3: 0.6712, recall@top5: 0.9463, prec@top5: 0.4687, loss: 0.0330, grad_norm: 0.1038 2021-02-25 03:52:20,350 - mmaction - INFO - Epoch [15][1920/1921] lr: 1.500e-02, eta: 6:00:42, time: 2.183, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7466, prec@thr=0.5: 0.8120, recall@top3: 0.8340, prec@top3: 0.6851, recall@top5: 0.9493, prec@top5: 0.4791, loss: 0.0325, grad_norm: 0.0978 2021-02-25 03:52:25,882 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-02-25 04:03:44,782 - mmaction - INFO - Evaluating mAP ... 2021-02-25 04:11:43,906 - mmaction - INFO - mAP@0.5IOU 0.2411 2021-02-25 04:11:45,651 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_15.pth. 2021-02-25 04:11:45,652 - mmaction - INFO - Best mAP@0.5IOU is 0.2411 at 15 epoch. 2021-02-25 04:11:46,782 - mmaction - INFO - Epoch(val) [15][1921] mAP@0.5IOU: 0.2411 2021-02-25 04:13:17,805 - mmaction - INFO - Epoch [16][20/1921] lr: 1.500e-03, eta: 6:00:16, time: 4.484, data_time: 2.335, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7457, prec@thr=0.5: 0.8110, recall@top3: 0.8336, prec@top3: 0.6840, recall@top5: 0.9496, prec@top5: 0.4797, loss: 0.0329, grad_norm: 0.1010 2021-02-25 04:14:01,158 - mmaction - INFO - Epoch [16][40/1921] lr: 1.500e-03, eta: 5:59:30, time: 2.168, data_time: 0.002, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7419, prec@thr=0.5: 0.8010, recall@top3: 0.8357, prec@top3: 0.6766, recall@top5: 0.9481, prec@top5: 0.4718, loss: 0.0327, grad_norm: 0.1055 2021-02-25 04:14:45,164 - mmaction - INFO - Epoch [16][60/1921] lr: 1.500e-03, eta: 5:58:44, time: 2.200, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7400, prec@thr=0.5: 0.8015, recall@top3: 0.8380, prec@top3: 0.6770, recall@top5: 0.9490, prec@top5: 0.4710, loss: 0.0326, grad_norm: 0.1009 2021-02-25 04:15:29,363 - mmaction - INFO - Epoch [16][80/1921] lr: 1.500e-03, eta: 5:57:59, time: 2.210, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7475, prec@thr=0.5: 0.8088, recall@top3: 0.8300, prec@top3: 0.6732, recall@top5: 0.9484, prec@top5: 0.4750, loss: 0.0330, grad_norm: 0.1020 2021-02-25 04:16:13,883 - mmaction - INFO - Epoch [16][100/1921] lr: 1.500e-03, eta: 5:57:13, time: 2.226, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7411, prec@thr=0.5: 0.8085, recall@top3: 0.8369, prec@top3: 0.6830, recall@top5: 0.9499, prec@top5: 0.4775, loss: 0.0322, grad_norm: 0.0985 2021-02-25 04:16:57,770 - mmaction - INFO - Epoch [16][120/1921] lr: 1.500e-03, eta: 5:56:28, time: 2.194, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7447, prec@thr=0.5: 0.8100, recall@top3: 0.8382, prec@top3: 0.6821, recall@top5: 0.9482, prec@top5: 0.4747, loss: 0.0322, grad_norm: 0.0988 2021-02-25 04:17:42,055 - mmaction - INFO - Epoch [16][140/1921] lr: 1.500e-03, eta: 5:55:42, time: 2.214, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7441, prec@thr=0.5: 0.8113, recall@top3: 0.8309, prec@top3: 0.6806, recall@top5: 0.9440, prec@top5: 0.4766, loss: 0.0332, grad_norm: 0.1034 2021-02-25 04:18:25,877 - mmaction - INFO - Epoch [16][160/1921] lr: 1.500e-03, eta: 5:54:56, time: 2.191, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7544, prec@thr=0.5: 0.8104, recall@top3: 0.8384, prec@top3: 0.6774, recall@top5: 0.9470, prec@top5: 0.4710, loss: 0.0324, grad_norm: 0.0996 2021-02-25 04:19:10,186 - mmaction - INFO - Epoch [16][180/1921] lr: 1.500e-03, eta: 5:54:11, time: 2.215, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7497, prec@thr=0.5: 0.8144, recall@top3: 0.8337, prec@top3: 0.6822, recall@top5: 0.9483, prec@top5: 0.4779, loss: 0.0327, grad_norm: 0.0997 2021-02-25 04:19:54,136 - mmaction - INFO - Epoch [16][200/1921] lr: 1.500e-03, eta: 5:53:25, time: 2.198, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7448, prec@thr=0.5: 0.8081, recall@top3: 0.8381, prec@top3: 0.6802, recall@top5: 0.9494, prec@top5: 0.4746, loss: 0.0323, grad_norm: 0.1006 2021-02-25 04:20:38,596 - mmaction - INFO - Epoch [16][220/1921] lr: 1.500e-03, eta: 5:52:40, time: 2.223, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7537, prec@thr=0.5: 0.8158, recall@top3: 0.8388, prec@top3: 0.6782, recall@top5: 0.9485, prec@top5: 0.4734, loss: 0.0323, grad_norm: 0.0989 2021-02-25 04:21:22,324 - mmaction - INFO - Epoch [16][240/1921] lr: 1.500e-03, eta: 5:51:54, time: 2.186, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7454, prec@thr=0.5: 0.8039, recall@top3: 0.8344, prec@top3: 0.6731, recall@top5: 0.9478, prec@top5: 0.4707, loss: 0.0325, grad_norm: 0.1006 2021-02-25 04:22:06,393 - mmaction - INFO - Epoch [16][260/1921] lr: 1.500e-03, eta: 5:51:08, time: 2.203, data_time: 0.001, memory: 8675, loss_action_cls: 0.0316, recall@thr=0.5: 0.7532, prec@thr=0.5: 0.8174, recall@top3: 0.8385, prec@top3: 0.6864, recall@top5: 0.9520, prec@top5: 0.4799, loss: 0.0316, grad_norm: 0.0978 2021-02-25 04:22:50,242 - mmaction - INFO - Epoch [16][280/1921] lr: 1.500e-03, eta: 5:50:23, time: 2.193, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7528, prec@thr=0.5: 0.8111, recall@top3: 0.8415, prec@top3: 0.6842, recall@top5: 0.9514, prec@top5: 0.4758, loss: 0.0318, grad_norm: 0.1018 2021-02-25 04:23:34,787 - mmaction - INFO - Epoch [16][300/1921] lr: 1.500e-03, eta: 5:49:37, time: 2.228, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7489, prec@thr=0.5: 0.8205, recall@top3: 0.8406, prec@top3: 0.6887, recall@top5: 0.9543, prec@top5: 0.4807, loss: 0.0320, grad_norm: 0.0979 2021-02-25 04:24:18,391 - mmaction - INFO - Epoch [16][320/1921] lr: 1.500e-03, eta: 5:48:52, time: 2.180, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7445, prec@thr=0.5: 0.8058, recall@top3: 0.8387, prec@top3: 0.6772, recall@top5: 0.9461, prec@top5: 0.4697, loss: 0.0325, grad_norm: 0.1026 2021-02-25 04:25:02,665 - mmaction - INFO - Epoch [16][340/1921] lr: 1.500e-03, eta: 5:48:06, time: 2.214, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7446, prec@thr=0.5: 0.8075, recall@top3: 0.8337, prec@top3: 0.6840, recall@top5: 0.9485, prec@top5: 0.4792, loss: 0.0329, grad_norm: 0.1028 2021-02-25 04:25:47,365 - mmaction - INFO - Epoch [16][360/1921] lr: 1.500e-03, eta: 5:47:21, time: 2.235, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7380, prec@thr=0.5: 0.8039, recall@top3: 0.8338, prec@top3: 0.6766, recall@top5: 0.9538, prec@top5: 0.4759, loss: 0.0324, grad_norm: 0.1024 2021-02-25 04:26:32,035 - mmaction - INFO - Epoch [16][380/1921] lr: 1.500e-03, eta: 5:46:36, time: 2.234, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7370, prec@thr=0.5: 0.7996, recall@top3: 0.8320, prec@top3: 0.6768, recall@top5: 0.9476, prec@top5: 0.4736, loss: 0.0330, grad_norm: 0.1010 2021-02-25 04:27:16,971 - mmaction - INFO - Epoch [16][400/1921] lr: 1.500e-03, eta: 5:45:50, time: 2.247, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7403, prec@thr=0.5: 0.8085, recall@top3: 0.8298, prec@top3: 0.6786, recall@top5: 0.9474, prec@top5: 0.4757, loss: 0.0331, grad_norm: 0.1018 2021-02-25 04:28:00,824 - mmaction - INFO - Epoch [16][420/1921] lr: 1.500e-03, eta: 5:45:05, time: 2.193, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7436, prec@thr=0.5: 0.8123, recall@top3: 0.8339, prec@top3: 0.6854, recall@top5: 0.9491, prec@top5: 0.4794, loss: 0.0327, grad_norm: 0.0995 2021-02-25 04:28:44,992 - mmaction - INFO - Epoch [16][440/1921] lr: 1.500e-03, eta: 5:44:19, time: 2.208, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7456, prec@thr=0.5: 0.8063, recall@top3: 0.8416, prec@top3: 0.6801, recall@top5: 0.9516, prec@top5: 0.4722, loss: 0.0321, grad_norm: 0.1031 2021-02-25 04:29:28,928 - mmaction - INFO - Epoch [16][460/1921] lr: 1.500e-03, eta: 5:43:34, time: 2.197, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7456, prec@thr=0.5: 0.8115, recall@top3: 0.8357, prec@top3: 0.6788, recall@top5: 0.9489, prec@top5: 0.4753, loss: 0.0324, grad_norm: 0.1003 2021-02-25 04:30:13,084 - mmaction - INFO - Epoch [16][480/1921] lr: 1.500e-03, eta: 5:42:48, time: 2.208, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7489, prec@thr=0.5: 0.8112, recall@top3: 0.8400, prec@top3: 0.6763, recall@top5: 0.9503, prec@top5: 0.4699, loss: 0.0319, grad_norm: 0.0992 2021-02-25 04:30:56,876 - mmaction - INFO - Epoch [16][500/1921] lr: 1.500e-03, eta: 5:42:02, time: 2.190, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7418, prec@thr=0.5: 0.8114, recall@top3: 0.8426, prec@top3: 0.6791, recall@top5: 0.9465, prec@top5: 0.4688, loss: 0.0321, grad_norm: 0.1004 2021-02-25 04:31:40,882 - mmaction - INFO - Epoch [16][520/1921] lr: 1.500e-03, eta: 5:41:17, time: 2.200, data_time: 0.001, memory: 8675, loss_action_cls: 0.0312, recall@thr=0.5: 0.7525, prec@thr=0.5: 0.8156, recall@top3: 0.8412, prec@top3: 0.6776, recall@top5: 0.9541, prec@top5: 0.4727, loss: 0.0312, grad_norm: 0.1016 2021-02-25 04:32:24,485 - mmaction - INFO - Epoch [16][540/1921] lr: 1.500e-03, eta: 5:40:31, time: 2.180, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7400, prec@thr=0.5: 0.8067, recall@top3: 0.8337, prec@top3: 0.6792, recall@top5: 0.9476, prec@top5: 0.4749, loss: 0.0328, grad_norm: 0.1025 2021-02-25 04:33:09,117 - mmaction - INFO - Epoch [16][560/1921] lr: 1.500e-03, eta: 5:39:46, time: 2.232, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7372, prec@thr=0.5: 0.8027, recall@top3: 0.8324, prec@top3: 0.6739, recall@top5: 0.9480, prec@top5: 0.4731, loss: 0.0327, grad_norm: 0.0999 2021-02-25 04:33:52,632 - mmaction - INFO - Epoch [16][580/1921] lr: 1.500e-03, eta: 5:39:00, time: 2.176, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7423, prec@thr=0.5: 0.8067, recall@top3: 0.8327, prec@top3: 0.6852, recall@top5: 0.9441, prec@top5: 0.4776, loss: 0.0329, grad_norm: 0.1010 2021-02-25 04:34:36,886 - mmaction - INFO - Epoch [16][600/1921] lr: 1.500e-03, eta: 5:38:15, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7495, prec@thr=0.5: 0.8079, recall@top3: 0.8440, prec@top3: 0.6825, recall@top5: 0.9516, prec@top5: 0.4727, loss: 0.0317, grad_norm: 0.1029 2021-02-25 04:35:20,948 - mmaction - INFO - Epoch [16][620/1921] lr: 1.500e-03, eta: 5:37:29, time: 2.203, data_time: 0.004, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7531, prec@thr=0.5: 0.8215, recall@top3: 0.8432, prec@top3: 0.6938, recall@top5: 0.9516, prec@top5: 0.4826, loss: 0.0318, grad_norm: 0.0986 2021-02-25 04:36:05,417 - mmaction - INFO - Epoch [16][640/1921] lr: 1.500e-03, eta: 5:36:44, time: 2.223, data_time: 0.003, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7499, prec@thr=0.5: 0.8074, recall@top3: 0.8312, prec@top3: 0.6890, recall@top5: 0.9474, prec@top5: 0.4820, loss: 0.0327, grad_norm: 0.1027 2021-02-25 04:36:49,360 - mmaction - INFO - Epoch [16][660/1921] lr: 1.500e-03, eta: 5:35:58, time: 2.198, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7472, prec@thr=0.5: 0.8142, recall@top3: 0.8345, prec@top3: 0.6854, recall@top5: 0.9496, prec@top5: 0.4795, loss: 0.0323, grad_norm: 0.0990 2021-02-25 04:37:33,051 - mmaction - INFO - Epoch [16][680/1921] lr: 1.500e-03, eta: 5:35:12, time: 2.185, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7367, prec@thr=0.5: 0.8004, recall@top3: 0.8298, prec@top3: 0.6667, recall@top5: 0.9427, prec@top5: 0.4654, loss: 0.0329, grad_norm: 0.1057 2021-02-25 04:38:17,136 - mmaction - INFO - Epoch [16][700/1921] lr: 1.500e-03, eta: 5:34:27, time: 2.204, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7380, prec@thr=0.5: 0.8036, recall@top3: 0.8339, prec@top3: 0.6749, recall@top5: 0.9450, prec@top5: 0.4717, loss: 0.0328, grad_norm: 0.1024 2021-02-25 04:39:01,586 - mmaction - INFO - Epoch [16][720/1921] lr: 1.500e-03, eta: 5:33:42, time: 2.222, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7404, prec@thr=0.5: 0.8143, recall@top3: 0.8376, prec@top3: 0.6852, recall@top5: 0.9466, prec@top5: 0.4760, loss: 0.0323, grad_norm: 0.0993 2021-02-25 04:39:45,658 - mmaction - INFO - Epoch [16][740/1921] lr: 1.500e-03, eta: 5:32:56, time: 2.204, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.8017, recall@top3: 0.8308, prec@top3: 0.6740, recall@top5: 0.9443, prec@top5: 0.4710, loss: 0.0330, grad_norm: 0.1098 2021-02-25 04:40:30,759 - mmaction - INFO - Epoch [16][760/1921] lr: 1.500e-03, eta: 5:32:11, time: 2.255, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7470, prec@thr=0.5: 0.8117, recall@top3: 0.8423, prec@top3: 0.6787, recall@top5: 0.9530, prec@top5: 0.4725, loss: 0.0325, grad_norm: 0.0999 2021-02-25 04:41:15,076 - mmaction - INFO - Epoch [16][780/1921] lr: 1.500e-03, eta: 5:31:26, time: 2.216, data_time: 0.001, memory: 8675, loss_action_cls: 0.0315, recall@thr=0.5: 0.7520, prec@thr=0.5: 0.8132, recall@top3: 0.8451, prec@top3: 0.6810, recall@top5: 0.9537, prec@top5: 0.4723, loss: 0.0315, grad_norm: 0.1004 2021-02-25 04:41:59,469 - mmaction - INFO - Epoch [16][800/1921] lr: 1.500e-03, eta: 5:30:40, time: 2.220, data_time: 0.001, memory: 8675, loss_action_cls: 0.0337, recall@thr=0.5: 0.7459, prec@thr=0.5: 0.8075, recall@top3: 0.8323, prec@top3: 0.6867, recall@top5: 0.9491, prec@top5: 0.4814, loss: 0.0337, grad_norm: 0.1047 2021-02-25 04:42:43,252 - mmaction - INFO - Epoch [16][820/1921] lr: 1.500e-03, eta: 5:29:55, time: 2.189, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7500, prec@thr=0.5: 0.8060, recall@top3: 0.8370, prec@top3: 0.6843, recall@top5: 0.9477, prec@top5: 0.4759, loss: 0.0326, grad_norm: 0.1006 2021-02-25 04:43:27,410 - mmaction - INFO - Epoch [16][840/1921] lr: 1.500e-03, eta: 5:29:09, time: 2.208, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7456, prec@thr=0.5: 0.8117, recall@top3: 0.8354, prec@top3: 0.6873, recall@top5: 0.9502, prec@top5: 0.4826, loss: 0.0328, grad_norm: 0.1011 2021-02-25 04:44:11,337 - mmaction - INFO - Epoch [16][860/1921] lr: 1.500e-03, eta: 5:28:24, time: 2.196, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7507, prec@thr=0.5: 0.8124, recall@top3: 0.8371, prec@top3: 0.6796, recall@top5: 0.9519, prec@top5: 0.4772, loss: 0.0319, grad_norm: 0.0986 2021-02-25 04:44:55,109 - mmaction - INFO - Epoch [16][880/1921] lr: 1.500e-03, eta: 5:27:38, time: 2.189, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7460, prec@thr=0.5: 0.8069, recall@top3: 0.8390, prec@top3: 0.6719, recall@top5: 0.9466, prec@top5: 0.4667, loss: 0.0327, grad_norm: 0.1041 2021-02-25 04:45:39,045 - mmaction - INFO - Epoch [16][900/1921] lr: 1.500e-03, eta: 5:26:52, time: 2.197, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7370, prec@thr=0.5: 0.8059, recall@top3: 0.8325, prec@top3: 0.6828, recall@top5: 0.9490, prec@top5: 0.4789, loss: 0.0329, grad_norm: 0.1017 2021-02-25 04:46:22,710 - mmaction - INFO - Epoch [16][920/1921] lr: 1.500e-03, eta: 5:26:07, time: 2.183, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7539, prec@thr=0.5: 0.8098, recall@top3: 0.8417, prec@top3: 0.6809, recall@top5: 0.9513, prec@top5: 0.4739, loss: 0.0320, grad_norm: 0.1018 2021-02-25 04:47:06,905 - mmaction - INFO - Epoch [16][940/1921] lr: 1.500e-03, eta: 5:25:21, time: 2.210, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7510, prec@thr=0.5: 0.8127, recall@top3: 0.8425, prec@top3: 0.6801, recall@top5: 0.9483, prec@top5: 0.4713, loss: 0.0319, grad_norm: 0.1033 2021-02-25 04:47:51,684 - mmaction - INFO - Epoch [16][960/1921] lr: 1.500e-03, eta: 5:24:36, time: 2.239, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7440, prec@thr=0.5: 0.8158, recall@top3: 0.8393, prec@top3: 0.6876, recall@top5: 0.9534, prec@top5: 0.4803, loss: 0.0321, grad_norm: 0.0988 2021-02-25 04:48:35,560 - mmaction - INFO - Epoch [16][980/1921] lr: 1.500e-03, eta: 5:23:51, time: 2.194, data_time: 0.001, memory: 8675, loss_action_cls: 0.0314, recall@thr=0.5: 0.7554, prec@thr=0.5: 0.8115, recall@top3: 0.8468, prec@top3: 0.6817, recall@top5: 0.9507, prec@top5: 0.4704, loss: 0.0314, grad_norm: 0.1002 2021-02-25 04:49:20,331 - mmaction - INFO - Epoch [16][1000/1921] lr: 1.500e-03, eta: 5:23:05, time: 2.239, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7369, prec@thr=0.5: 0.8081, recall@top3: 0.8308, prec@top3: 0.6763, recall@top5: 0.9486, prec@top5: 0.4753, loss: 0.0326, grad_norm: 0.1031 2021-02-25 04:50:03,532 - mmaction - INFO - Epoch [16][1020/1921] lr: 1.500e-03, eta: 5:22:20, time: 2.160, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7485, prec@thr=0.5: 0.8089, recall@top3: 0.8374, prec@top3: 0.6834, recall@top5: 0.9480, prec@top5: 0.4763, loss: 0.0322, grad_norm: 0.1057 2021-02-25 04:50:48,009 - mmaction - INFO - Epoch [16][1040/1921] lr: 1.500e-03, eta: 5:21:34, time: 2.224, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7493, prec@thr=0.5: 0.8096, recall@top3: 0.8373, prec@top3: 0.6839, recall@top5: 0.9502, prec@top5: 0.4788, loss: 0.0320, grad_norm: 0.1011 2021-02-25 04:51:31,864 - mmaction - INFO - Epoch [16][1060/1921] lr: 1.500e-03, eta: 5:20:49, time: 2.193, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7505, prec@thr=0.5: 0.8110, recall@top3: 0.8386, prec@top3: 0.6786, recall@top5: 0.9487, prec@top5: 0.4725, loss: 0.0323, grad_norm: 0.0991 2021-02-25 04:52:21,434 - mmaction - INFO - Epoch [16][1080/1921] lr: 1.500e-03, eta: 5:20:06, time: 2.478, data_time: 0.359, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7471, prec@thr=0.5: 0.8080, recall@top3: 0.8388, prec@top3: 0.6788, recall@top5: 0.9500, prec@top5: 0.4733, loss: 0.0319, grad_norm: 0.1013 2021-02-25 04:53:05,261 - mmaction - INFO - Epoch [16][1100/1921] lr: 1.500e-03, eta: 5:19:20, time: 2.191, data_time: 0.001, memory: 8675, loss_action_cls: 0.0312, recall@thr=0.5: 0.7533, prec@thr=0.5: 0.8204, recall@top3: 0.8441, prec@top3: 0.6915, recall@top5: 0.9508, prec@top5: 0.4798, loss: 0.0312, grad_norm: 0.0979 2021-02-25 04:53:50,116 - mmaction - INFO - Epoch [16][1120/1921] lr: 1.500e-03, eta: 5:18:35, time: 2.242, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7435, prec@thr=0.5: 0.8134, recall@top3: 0.8330, prec@top3: 0.6870, recall@top5: 0.9473, prec@top5: 0.4819, loss: 0.0329, grad_norm: 0.1006 2021-02-25 04:54:34,708 - mmaction - INFO - Epoch [16][1140/1921] lr: 1.500e-03, eta: 5:17:50, time: 2.230, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7467, prec@thr=0.5: 0.8074, recall@top3: 0.8386, prec@top3: 0.6807, recall@top5: 0.9527, prec@top5: 0.4766, loss: 0.0319, grad_norm: 0.1032 2021-02-25 04:55:19,399 - mmaction - INFO - Epoch [16][1160/1921] lr: 1.500e-03, eta: 5:17:04, time: 2.234, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7482, prec@thr=0.5: 0.8054, recall@top3: 0.8365, prec@top3: 0.6789, recall@top5: 0.9487, prec@top5: 0.4735, loss: 0.0326, grad_norm: 0.1012 2021-02-25 04:56:03,952 - mmaction - INFO - Epoch [16][1180/1921] lr: 1.500e-03, eta: 5:16:19, time: 2.228, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7492, prec@thr=0.5: 0.8127, recall@top3: 0.8405, prec@top3: 0.6909, recall@top5: 0.9515, prec@top5: 0.4820, loss: 0.0323, grad_norm: 0.1000 2021-02-25 04:56:48,501 - mmaction - INFO - Epoch [16][1200/1921] lr: 1.500e-03, eta: 5:15:34, time: 2.227, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7478, prec@thr=0.5: 0.8060, recall@top3: 0.8356, prec@top3: 0.6933, recall@top5: 0.9513, prec@top5: 0.4847, loss: 0.0323, grad_norm: 0.1022 2021-02-25 04:57:33,253 - mmaction - INFO - Epoch [16][1220/1921] lr: 1.500e-03, eta: 5:14:49, time: 2.238, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7464, prec@thr=0.5: 0.8015, recall@top3: 0.8309, prec@top3: 0.6760, recall@top5: 0.9501, prec@top5: 0.4766, loss: 0.0330, grad_norm: 0.1010 2021-02-25 04:58:17,123 - mmaction - INFO - Epoch [16][1240/1921] lr: 1.500e-03, eta: 5:14:03, time: 2.193, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7410, prec@thr=0.5: 0.8056, recall@top3: 0.8322, prec@top3: 0.6848, recall@top5: 0.9479, prec@top5: 0.4812, loss: 0.0328, grad_norm: 0.1015 2021-02-25 04:59:00,783 - mmaction - INFO - Epoch [16][1260/1921] lr: 1.500e-03, eta: 5:13:17, time: 2.183, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7462, prec@thr=0.5: 0.8085, recall@top3: 0.8400, prec@top3: 0.6837, recall@top5: 0.9512, prec@top5: 0.4750, loss: 0.0321, grad_norm: 0.1028 2021-02-25 04:59:44,824 - mmaction - INFO - Epoch [16][1280/1921] lr: 1.500e-03, eta: 5:12:32, time: 2.202, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7411, prec@thr=0.5: 0.8004, recall@top3: 0.8327, prec@top3: 0.6723, recall@top5: 0.9466, prec@top5: 0.4694, loss: 0.0329, grad_norm: 0.1047 2021-02-25 05:00:29,504 - mmaction - INFO - Epoch [16][1300/1921] lr: 1.500e-03, eta: 5:11:47, time: 2.234, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7478, prec@thr=0.5: 0.8097, recall@top3: 0.8361, prec@top3: 0.6830, recall@top5: 0.9462, prec@top5: 0.4752, loss: 0.0326, grad_norm: 0.1001 2021-02-25 05:01:13,262 - mmaction - INFO - Epoch [16][1320/1921] lr: 1.500e-03, eta: 5:11:01, time: 2.188, data_time: 0.001, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7455, prec@thr=0.5: 0.8119, recall@top3: 0.8416, prec@top3: 0.6815, recall@top5: 0.9470, prec@top5: 0.4715, loss: 0.0317, grad_norm: 0.1021 2021-02-25 05:01:56,263 - mmaction - INFO - Epoch [16][1340/1921] lr: 1.500e-03, eta: 5:10:15, time: 2.150, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7395, prec@thr=0.5: 0.8076, recall@top3: 0.8316, prec@top3: 0.6778, recall@top5: 0.9479, prec@top5: 0.4766, loss: 0.0331, grad_norm: 0.1033 2021-02-25 05:02:40,942 - mmaction - INFO - Epoch [16][1360/1921] lr: 1.500e-03, eta: 5:09:30, time: 2.234, data_time: 0.001, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7490, prec@thr=0.5: 0.8037, recall@top3: 0.8378, prec@top3: 0.6809, recall@top5: 0.9518, prec@top5: 0.4750, loss: 0.0317, grad_norm: 0.0985 2021-02-25 05:03:25,228 - mmaction - INFO - Epoch [16][1380/1921] lr: 1.500e-03, eta: 5:08:45, time: 2.214, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7440, prec@thr=0.5: 0.8079, recall@top3: 0.8376, prec@top3: 0.6912, recall@top5: 0.9474, prec@top5: 0.4805, loss: 0.0325, grad_norm: 0.1028 2021-02-25 05:04:09,671 - mmaction - INFO - Epoch [16][1400/1921] lr: 1.500e-03, eta: 5:08:00, time: 2.222, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7545, prec@thr=0.5: 0.8102, recall@top3: 0.8396, prec@top3: 0.6824, recall@top5: 0.9538, prec@top5: 0.4783, loss: 0.0319, grad_norm: 0.1008 2021-02-25 05:04:54,410 - mmaction - INFO - Epoch [16][1420/1921] lr: 1.500e-03, eta: 5:07:14, time: 2.237, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7475, prec@thr=0.5: 0.8110, recall@top3: 0.8357, prec@top3: 0.6829, recall@top5: 0.9456, prec@top5: 0.4760, loss: 0.0326, grad_norm: 0.0964 2021-02-25 05:05:38,738 - mmaction - INFO - Epoch [16][1440/1921] lr: 1.500e-03, eta: 5:06:29, time: 2.217, data_time: 0.001, memory: 8675, loss_action_cls: 0.0316, recall@thr=0.5: 0.7549, prec@thr=0.5: 0.8215, recall@top3: 0.8422, prec@top3: 0.6880, recall@top5: 0.9487, prec@top5: 0.4768, loss: 0.0316, grad_norm: 0.1022 2021-02-25 05:06:22,513 - mmaction - INFO - Epoch [16][1460/1921] lr: 1.500e-03, eta: 5:05:43, time: 2.189, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7460, prec@thr=0.5: 0.8068, recall@top3: 0.8378, prec@top3: 0.6797, recall@top5: 0.9511, prec@top5: 0.4765, loss: 0.0327, grad_norm: 0.1030 2021-02-25 05:07:06,757 - mmaction - INFO - Epoch [16][1480/1921] lr: 1.500e-03, eta: 5:04:58, time: 2.212, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7455, prec@thr=0.5: 0.8044, recall@top3: 0.8336, prec@top3: 0.6735, recall@top5: 0.9473, prec@top5: 0.4712, loss: 0.0324, grad_norm: 0.1041 2021-02-25 05:07:50,738 - mmaction - INFO - Epoch [16][1500/1921] lr: 1.500e-03, eta: 5:04:13, time: 2.199, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7437, prec@thr=0.5: 0.8076, recall@top3: 0.8396, prec@top3: 0.6767, recall@top5: 0.9496, prec@top5: 0.4706, loss: 0.0324, grad_norm: 0.1035 2021-02-25 05:08:34,289 - mmaction - INFO - Epoch [16][1520/1921] lr: 1.500e-03, eta: 5:03:27, time: 2.178, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8162, recall@top3: 0.8347, prec@top3: 0.6802, recall@top5: 0.9493, prec@top5: 0.4763, loss: 0.0321, grad_norm: 0.1068 2021-02-25 05:09:17,573 - mmaction - INFO - Epoch [16][1540/1921] lr: 1.500e-03, eta: 5:02:41, time: 2.164, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7473, prec@thr=0.5: 0.8072, recall@top3: 0.8387, prec@top3: 0.6813, recall@top5: 0.9517, prec@top5: 0.4762, loss: 0.0322, grad_norm: 0.1032 2021-02-25 05:10:02,335 - mmaction - INFO - Epoch [16][1560/1921] lr: 1.500e-03, eta: 5:01:56, time: 2.238, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7514, prec@thr=0.5: 0.8120, recall@top3: 0.8393, prec@top3: 0.6815, recall@top5: 0.9500, prec@top5: 0.4742, loss: 0.0321, grad_norm: 0.1026 2021-02-25 05:10:46,308 - mmaction - INFO - Epoch [16][1580/1921] lr: 1.500e-03, eta: 5:01:11, time: 2.199, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7467, prec@thr=0.5: 0.8180, recall@top3: 0.8346, prec@top3: 0.6824, recall@top5: 0.9485, prec@top5: 0.4779, loss: 0.0326, grad_norm: 0.0988 2021-02-25 05:11:30,118 - mmaction - INFO - Epoch [16][1600/1921] lr: 1.500e-03, eta: 5:00:25, time: 2.190, data_time: 0.001, memory: 8675, loss_action_cls: 0.0315, recall@thr=0.5: 0.7450, prec@thr=0.5: 0.8117, recall@top3: 0.8383, prec@top3: 0.6869, recall@top5: 0.9533, prec@top5: 0.4795, loss: 0.0315, grad_norm: 0.1048 2021-02-25 05:12:14,276 - mmaction - INFO - Epoch [16][1620/1921] lr: 1.500e-03, eta: 4:59:40, time: 2.208, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7395, prec@thr=0.5: 0.8051, recall@top3: 0.8287, prec@top3: 0.6715, recall@top5: 0.9478, prec@top5: 0.4725, loss: 0.0328, grad_norm: 0.1013 2021-02-25 05:12:59,038 - mmaction - INFO - Epoch [16][1640/1921] lr: 1.500e-03, eta: 4:58:55, time: 2.238, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7475, prec@thr=0.5: 0.8111, recall@top3: 0.8373, prec@top3: 0.6856, recall@top5: 0.9508, prec@top5: 0.4802, loss: 0.0324, grad_norm: 0.0995 2021-02-25 05:13:43,456 - mmaction - INFO - Epoch [16][1660/1921] lr: 1.500e-03, eta: 4:58:09, time: 2.221, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8077, recall@top3: 0.8391, prec@top3: 0.6801, recall@top5: 0.9495, prec@top5: 0.4722, loss: 0.0323, grad_norm: 0.1024 2021-02-25 05:14:27,360 - mmaction - INFO - Epoch [16][1680/1921] lr: 1.500e-03, eta: 4:57:24, time: 2.195, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7504, prec@thr=0.5: 0.8068, recall@top3: 0.8261, prec@top3: 0.6829, recall@top5: 0.9459, prec@top5: 0.4822, loss: 0.0331, grad_norm: 0.1009 2021-02-25 05:15:10,980 - mmaction - INFO - Epoch [16][1700/1921] lr: 1.500e-03, eta: 4:56:38, time: 2.180, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7461, prec@thr=0.5: 0.8054, recall@top3: 0.8359, prec@top3: 0.6738, recall@top5: 0.9481, prec@top5: 0.4710, loss: 0.0326, grad_norm: 0.1069 2021-02-25 05:15:55,639 - mmaction - INFO - Epoch [16][1720/1921] lr: 1.500e-03, eta: 4:55:53, time: 2.234, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7440, prec@thr=0.5: 0.8068, recall@top3: 0.8413, prec@top3: 0.6764, recall@top5: 0.9494, prec@top5: 0.4700, loss: 0.0320, grad_norm: 0.0986 2021-02-25 05:16:39,154 - mmaction - INFO - Epoch [16][1740/1921] lr: 1.500e-03, eta: 4:55:08, time: 2.176, data_time: 0.001, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7533, prec@thr=0.5: 0.8181, recall@top3: 0.8435, prec@top3: 0.6815, recall@top5: 0.9525, prec@top5: 0.4726, loss: 0.0317, grad_norm: 0.1023 2021-02-25 05:17:23,612 - mmaction - INFO - Epoch [16][1760/1921] lr: 1.500e-03, eta: 4:54:22, time: 2.223, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7390, prec@thr=0.5: 0.8062, recall@top3: 0.8365, prec@top3: 0.6856, recall@top5: 0.9501, prec@top5: 0.4776, loss: 0.0326, grad_norm: 0.1023 2021-02-25 05:18:07,993 - mmaction - INFO - Epoch [16][1780/1921] lr: 1.500e-03, eta: 4:53:37, time: 2.219, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7436, prec@thr=0.5: 0.8079, recall@top3: 0.8302, prec@top3: 0.6818, recall@top5: 0.9494, prec@top5: 0.4815, loss: 0.0328, grad_norm: 0.1032 2021-02-25 05:18:51,991 - mmaction - INFO - Epoch [16][1800/1921] lr: 1.500e-03, eta: 4:52:52, time: 2.200, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7466, prec@thr=0.5: 0.8057, recall@top3: 0.8354, prec@top3: 0.6842, recall@top5: 0.9495, prec@top5: 0.4789, loss: 0.0321, grad_norm: 0.1006 2021-02-25 05:19:35,612 - mmaction - INFO - Epoch [16][1820/1921] lr: 1.500e-03, eta: 4:52:06, time: 2.181, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7545, prec@thr=0.5: 0.8109, recall@top3: 0.8410, prec@top3: 0.6846, recall@top5: 0.9503, prec@top5: 0.4766, loss: 0.0323, grad_norm: 0.1019 2021-02-25 05:20:19,866 - mmaction - INFO - Epoch [16][1840/1921] lr: 1.500e-03, eta: 4:51:21, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7464, prec@thr=0.5: 0.8178, recall@top3: 0.8445, prec@top3: 0.6826, recall@top5: 0.9501, prec@top5: 0.4715, loss: 0.0318, grad_norm: 0.1001 2021-02-25 05:21:04,121 - mmaction - INFO - Epoch [16][1860/1921] lr: 1.500e-03, eta: 4:50:36, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7574, prec@thr=0.5: 0.8168, recall@top3: 0.8421, prec@top3: 0.6837, recall@top5: 0.9538, prec@top5: 0.4768, loss: 0.0317, grad_norm: 0.1007 2021-02-25 05:21:47,646 - mmaction - INFO - Epoch [16][1880/1921] lr: 1.500e-03, eta: 4:49:50, time: 2.176, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7436, prec@thr=0.5: 0.8127, recall@top3: 0.8349, prec@top3: 0.6770, recall@top5: 0.9441, prec@top5: 0.4721, loss: 0.0327, grad_norm: 0.1036 2021-02-25 05:22:31,088 - mmaction - INFO - Epoch [16][1900/1921] lr: 1.500e-03, eta: 4:49:04, time: 2.172, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7458, prec@thr=0.5: 0.8112, recall@top3: 0.8351, prec@top3: 0.6892, recall@top5: 0.9484, prec@top5: 0.4807, loss: 0.0322, grad_norm: 0.1047 2021-02-25 05:23:13,614 - mmaction - INFO - Epoch [16][1920/1921] lr: 1.500e-03, eta: 4:48:18, time: 2.126, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7509, prec@thr=0.5: 0.8071, recall@top3: 0.8361, prec@top3: 0.6719, recall@top5: 0.9473, prec@top5: 0.4674, loss: 0.0321, grad_norm: 0.0996 2021-02-25 05:23:17,890 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-02-25 05:34:38,901 - mmaction - INFO - Evaluating mAP ... 2021-02-25 05:42:30,633 - mmaction - INFO - mAP@0.5IOU 0.2399 2021-02-25 05:42:31,779 - mmaction - INFO - Epoch(val) [16][1921] mAP@0.5IOU: 0.2399 2021-02-25 05:44:00,394 - mmaction - INFO - Epoch [17][20/1921] lr: 1.500e-03, eta: 4:47:46, time: 4.430, data_time: 2.299, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7479, prec@thr=0.5: 0.8111, recall@top3: 0.8369, prec@top3: 0.6742, recall@top5: 0.9479, prec@top5: 0.4695, loss: 0.0320, grad_norm: 0.0997 2021-02-25 05:44:44,648 - mmaction - INFO - Epoch [17][40/1921] lr: 1.500e-03, eta: 4:47:01, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7563, prec@thr=0.5: 0.8105, recall@top3: 0.8364, prec@top3: 0.6792, recall@top5: 0.9437, prec@top5: 0.4725, loss: 0.0325, grad_norm: 0.0988 2021-02-25 05:45:28,903 - mmaction - INFO - Epoch [17][60/1921] lr: 1.500e-03, eta: 4:46:15, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7497, prec@thr=0.5: 0.8096, recall@top3: 0.8422, prec@top3: 0.6729, recall@top5: 0.9504, prec@top5: 0.4677, loss: 0.0319, grad_norm: 0.1054 2021-02-25 05:46:13,397 - mmaction - INFO - Epoch [17][80/1921] lr: 1.500e-03, eta: 4:45:30, time: 2.225, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7445, prec@thr=0.5: 0.8148, recall@top3: 0.8358, prec@top3: 0.6793, recall@top5: 0.9463, prec@top5: 0.4743, loss: 0.0326, grad_norm: 0.1021 2021-02-25 05:46:57,886 - mmaction - INFO - Epoch [17][100/1921] lr: 1.500e-03, eta: 4:44:45, time: 2.224, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7467, prec@thr=0.5: 0.8088, recall@top3: 0.8373, prec@top3: 0.6895, recall@top5: 0.9486, prec@top5: 0.4816, loss: 0.0322, grad_norm: 0.1051 2021-02-25 05:47:42,569 - mmaction - INFO - Epoch [17][120/1921] lr: 1.500e-03, eta: 4:44:00, time: 2.234, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7453, prec@thr=0.5: 0.8081, recall@top3: 0.8377, prec@top3: 0.6840, recall@top5: 0.9509, prec@top5: 0.4791, loss: 0.0325, grad_norm: 0.1027 2021-02-25 05:48:26,315 - mmaction - INFO - Epoch [17][140/1921] lr: 1.500e-03, eta: 4:43:14, time: 2.187, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7475, prec@thr=0.5: 0.8139, recall@top3: 0.8334, prec@top3: 0.6807, recall@top5: 0.9456, prec@top5: 0.4758, loss: 0.0330, grad_norm: 0.1024 2021-02-25 05:49:10,846 - mmaction - INFO - Epoch [17][160/1921] lr: 1.500e-03, eta: 4:42:29, time: 2.226, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7483, prec@thr=0.5: 0.8114, recall@top3: 0.8341, prec@top3: 0.6889, recall@top5: 0.9492, prec@top5: 0.4826, loss: 0.0325, grad_norm: 0.1043 2021-02-25 05:49:54,622 - mmaction - INFO - Epoch [17][180/1921] lr: 1.500e-03, eta: 4:41:43, time: 2.189, data_time: 0.001, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7608, prec@thr=0.5: 0.8179, recall@top3: 0.8418, prec@top3: 0.6903, recall@top5: 0.9529, prec@top5: 0.4801, loss: 0.0317, grad_norm: 0.1026 2021-02-25 05:50:39,119 - mmaction - INFO - Epoch [17][200/1921] lr: 1.500e-03, eta: 4:40:58, time: 2.225, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7445, prec@thr=0.5: 0.8065, recall@top3: 0.8372, prec@top3: 0.6763, recall@top5: 0.9474, prec@top5: 0.4729, loss: 0.0327, grad_norm: 0.0976 2021-02-25 05:51:23,703 - mmaction - INFO - Epoch [17][220/1921] lr: 1.500e-03, eta: 4:40:13, time: 2.229, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7556, prec@thr=0.5: 0.8091, recall@top3: 0.8406, prec@top3: 0.6803, recall@top5: 0.9491, prec@top5: 0.4730, loss: 0.0326, grad_norm: 0.1011 2021-02-25 05:52:07,891 - mmaction - INFO - Epoch [17][240/1921] lr: 1.500e-03, eta: 4:39:28, time: 2.210, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7466, prec@thr=0.5: 0.8126, recall@top3: 0.8366, prec@top3: 0.6867, recall@top5: 0.9490, prec@top5: 0.4795, loss: 0.0326, grad_norm: 0.1036 2021-02-25 05:52:52,510 - mmaction - INFO - Epoch [17][260/1921] lr: 1.500e-03, eta: 4:38:42, time: 2.231, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7429, prec@thr=0.5: 0.8105, recall@top3: 0.8351, prec@top3: 0.6811, recall@top5: 0.9461, prec@top5: 0.4745, loss: 0.0329, grad_norm: 0.1031 2021-02-25 05:53:36,152 - mmaction - INFO - Epoch [17][280/1921] lr: 1.500e-03, eta: 4:37:57, time: 2.182, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7477, prec@thr=0.5: 0.8149, recall@top3: 0.8403, prec@top3: 0.6777, recall@top5: 0.9505, prec@top5: 0.4708, loss: 0.0318, grad_norm: 0.1008 2021-02-25 05:54:20,592 - mmaction - INFO - Epoch [17][300/1921] lr: 1.500e-03, eta: 4:37:12, time: 2.222, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7465, prec@thr=0.5: 0.8143, recall@top3: 0.8375, prec@top3: 0.6853, recall@top5: 0.9515, prec@top5: 0.4794, loss: 0.0323, grad_norm: 0.1017 2021-02-25 05:55:04,580 - mmaction - INFO - Epoch [17][320/1921] lr: 1.500e-03, eta: 4:36:26, time: 2.199, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7462, prec@thr=0.5: 0.8070, recall@top3: 0.8358, prec@top3: 0.6776, recall@top5: 0.9501, prec@top5: 0.4753, loss: 0.0324, grad_norm: 0.1023 2021-02-25 05:55:48,982 - mmaction - INFO - Epoch [17][340/1921] lr: 1.500e-03, eta: 4:35:41, time: 2.220, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7532, prec@thr=0.5: 0.8157, recall@top3: 0.8342, prec@top3: 0.6841, recall@top5: 0.9466, prec@top5: 0.4789, loss: 0.0324, grad_norm: 0.1011 2021-02-25 05:56:33,425 - mmaction - INFO - Epoch [17][360/1921] lr: 1.500e-03, eta: 4:34:56, time: 2.222, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7425, prec@thr=0.5: 0.8056, recall@top3: 0.8400, prec@top3: 0.6725, recall@top5: 0.9515, prec@top5: 0.4687, loss: 0.0324, grad_norm: 0.1009 2021-02-25 05:57:16,938 - mmaction - INFO - Epoch [17][380/1921] lr: 1.500e-03, eta: 4:34:10, time: 2.176, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7514, prec@thr=0.5: 0.8079, recall@top3: 0.8343, prec@top3: 0.6788, recall@top5: 0.9485, prec@top5: 0.4747, loss: 0.0324, grad_norm: 0.1030 2021-02-25 05:58:00,931 - mmaction - INFO - Epoch [17][400/1921] lr: 1.500e-03, eta: 4:33:25, time: 2.200, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7405, prec@thr=0.5: 0.8043, recall@top3: 0.8335, prec@top3: 0.6752, recall@top5: 0.9465, prec@top5: 0.4724, loss: 0.0322, grad_norm: 0.1024 2021-02-25 05:58:45,105 - mmaction - INFO - Epoch [17][420/1921] lr: 1.500e-03, eta: 4:32:39, time: 2.209, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7440, prec@thr=0.5: 0.8081, recall@top3: 0.8347, prec@top3: 0.6810, recall@top5: 0.9456, prec@top5: 0.4754, loss: 0.0326, grad_norm: 0.1039 2021-02-25 05:59:29,409 - mmaction - INFO - Epoch [17][440/1921] lr: 1.500e-03, eta: 4:31:54, time: 2.215, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7502, prec@thr=0.5: 0.8135, recall@top3: 0.8425, prec@top3: 0.6866, recall@top5: 0.9536, prec@top5: 0.4776, loss: 0.0318, grad_norm: 0.0970 2021-02-25 06:00:14,633 - mmaction - INFO - Epoch [17][460/1921] lr: 1.500e-03, eta: 4:31:09, time: 2.260, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7460, prec@thr=0.5: 0.8115, recall@top3: 0.8343, prec@top3: 0.6870, recall@top5: 0.9499, prec@top5: 0.4819, loss: 0.0330, grad_norm: 0.1035 2021-02-25 06:01:00,450 - mmaction - INFO - Epoch [17][480/1921] lr: 1.500e-03, eta: 4:30:24, time: 2.289, data_time: 0.002, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7399, prec@thr=0.5: 0.8038, recall@top3: 0.8313, prec@top3: 0.6724, recall@top5: 0.9431, prec@top5: 0.4699, loss: 0.0330, grad_norm: 0.1051 2021-02-25 06:01:45,792 - mmaction - INFO - Epoch [17][500/1921] lr: 1.500e-03, eta: 4:29:39, time: 2.270, data_time: 0.005, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7500, prec@thr=0.5: 0.8121, recall@top3: 0.8379, prec@top3: 0.6795, recall@top5: 0.9462, prec@top5: 0.4733, loss: 0.0326, grad_norm: 0.1029 2021-02-25 06:02:30,179 - mmaction - INFO - Epoch [17][520/1921] lr: 1.500e-03, eta: 4:28:54, time: 2.219, data_time: 0.001, memory: 8675, loss_action_cls: 0.0309, recall@thr=0.5: 0.7590, prec@thr=0.5: 0.8169, recall@top3: 0.8480, prec@top3: 0.6899, recall@top5: 0.9541, prec@top5: 0.4775, loss: 0.0309, grad_norm: 0.0993 2021-02-25 06:03:15,203 - mmaction - INFO - Epoch [17][540/1921] lr: 1.500e-03, eta: 4:28:09, time: 2.251, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7533, prec@thr=0.5: 0.8190, recall@top3: 0.8397, prec@top3: 0.6851, recall@top5: 0.9498, prec@top5: 0.4777, loss: 0.0318, grad_norm: 0.0992 2021-02-25 06:03:59,535 - mmaction - INFO - Epoch [17][560/1921] lr: 1.500e-03, eta: 4:27:24, time: 2.216, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7511, prec@thr=0.5: 0.8198, recall@top3: 0.8344, prec@top3: 0.6847, recall@top5: 0.9451, prec@top5: 0.4768, loss: 0.0320, grad_norm: 0.0976 2021-02-25 06:04:44,224 - mmaction - INFO - Epoch [17][580/1921] lr: 1.500e-03, eta: 4:26:39, time: 2.234, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7514, prec@thr=0.5: 0.8087, recall@top3: 0.8430, prec@top3: 0.6895, recall@top5: 0.9516, prec@top5: 0.4786, loss: 0.0321, grad_norm: 0.0990 2021-02-25 06:05:28,496 - mmaction - INFO - Epoch [17][600/1921] lr: 1.500e-03, eta: 4:25:53, time: 2.214, data_time: 0.001, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7535, prec@thr=0.5: 0.8184, recall@top3: 0.8388, prec@top3: 0.6869, recall@top5: 0.9526, prec@top5: 0.4801, loss: 0.0317, grad_norm: 0.0973 2021-02-25 06:06:12,507 - mmaction - INFO - Epoch [17][620/1921] lr: 1.500e-03, eta: 4:25:08, time: 2.201, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7505, prec@thr=0.5: 0.8155, recall@top3: 0.8397, prec@top3: 0.6814, recall@top5: 0.9501, prec@top5: 0.4753, loss: 0.0325, grad_norm: 0.1029 2021-02-25 06:06:56,132 - mmaction - INFO - Epoch [17][640/1921] lr: 1.500e-03, eta: 4:24:22, time: 2.181, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7520, prec@thr=0.5: 0.8226, recall@top3: 0.8419, prec@top3: 0.6847, recall@top5: 0.9498, prec@top5: 0.4767, loss: 0.0319, grad_norm: 0.1014 2021-02-25 06:07:40,672 - mmaction - INFO - Epoch [17][660/1921] lr: 1.500e-03, eta: 4:23:37, time: 2.227, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7417, prec@thr=0.5: 0.8026, recall@top3: 0.8335, prec@top3: 0.6845, recall@top5: 0.9493, prec@top5: 0.4796, loss: 0.0325, grad_norm: 0.1068 2021-02-25 06:08:25,742 - mmaction - INFO - Epoch [17][680/1921] lr: 1.500e-03, eta: 4:22:52, time: 2.254, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7481, prec@thr=0.5: 0.8066, recall@top3: 0.8328, prec@top3: 0.6824, recall@top5: 0.9471, prec@top5: 0.4770, loss: 0.0325, grad_norm: 0.1007 2021-02-25 06:09:10,650 - mmaction - INFO - Epoch [17][700/1921] lr: 1.500e-03, eta: 4:22:07, time: 2.245, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7346, prec@thr=0.5: 0.8024, recall@top3: 0.8284, prec@top3: 0.6779, recall@top5: 0.9474, prec@top5: 0.4777, loss: 0.0330, grad_norm: 0.1021 2021-02-25 06:09:54,384 - mmaction - INFO - Epoch [17][720/1921] lr: 1.500e-03, eta: 4:21:22, time: 2.187, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7413, prec@thr=0.5: 0.8018, recall@top3: 0.8316, prec@top3: 0.6786, recall@top5: 0.9468, prec@top5: 0.4752, loss: 0.0329, grad_norm: 0.1048 2021-02-25 06:10:38,227 - mmaction - INFO - Epoch [17][740/1921] lr: 1.500e-03, eta: 4:20:36, time: 2.192, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7389, prec@thr=0.5: 0.8098, recall@top3: 0.8352, prec@top3: 0.6877, recall@top5: 0.9493, prec@top5: 0.4805, loss: 0.0323, grad_norm: 0.1004 2021-02-25 06:11:21,966 - mmaction - INFO - Epoch [17][760/1921] lr: 1.500e-03, eta: 4:19:51, time: 2.187, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7469, prec@thr=0.5: 0.8018, recall@top3: 0.8354, prec@top3: 0.6766, recall@top5: 0.9497, prec@top5: 0.4734, loss: 0.0325, grad_norm: 0.0991 2021-02-25 06:12:06,173 - mmaction - INFO - Epoch [17][780/1921] lr: 1.500e-03, eta: 4:19:06, time: 2.210, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7396, prec@thr=0.5: 0.8086, recall@top3: 0.8310, prec@top3: 0.6781, recall@top5: 0.9466, prec@top5: 0.4757, loss: 0.0330, grad_norm: 0.1062 2021-02-25 06:12:50,748 - mmaction - INFO - Epoch [17][800/1921] lr: 1.500e-03, eta: 4:18:20, time: 2.229, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7446, prec@thr=0.5: 0.8052, recall@top3: 0.8386, prec@top3: 0.6713, recall@top5: 0.9487, prec@top5: 0.4691, loss: 0.0327, grad_norm: 0.1044 2021-02-25 06:13:34,831 - mmaction - INFO - Epoch [17][820/1921] lr: 1.500e-03, eta: 4:17:35, time: 2.204, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7389, prec@thr=0.5: 0.7984, recall@top3: 0.8352, prec@top3: 0.6777, recall@top5: 0.9486, prec@top5: 0.4728, loss: 0.0330, grad_norm: 0.1050 2021-02-25 06:14:18,351 - mmaction - INFO - Epoch [17][840/1921] lr: 1.500e-03, eta: 4:16:50, time: 2.176, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.8051, recall@top3: 0.8307, prec@top3: 0.6823, recall@top5: 0.9460, prec@top5: 0.4786, loss: 0.0331, grad_norm: 0.1036 2021-02-25 06:15:02,468 - mmaction - INFO - Epoch [17][860/1921] lr: 1.500e-03, eta: 4:16:04, time: 2.206, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7420, prec@thr=0.5: 0.8056, recall@top3: 0.8335, prec@top3: 0.6766, recall@top5: 0.9497, prec@top5: 0.4740, loss: 0.0324, grad_norm: 0.1045 2021-02-25 06:15:46,938 - mmaction - INFO - Epoch [17][880/1921] lr: 1.500e-03, eta: 4:15:19, time: 2.223, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7489, prec@thr=0.5: 0.8082, recall@top3: 0.8344, prec@top3: 0.6819, recall@top5: 0.9467, prec@top5: 0.4760, loss: 0.0329, grad_norm: 0.1011 2021-02-25 06:16:32,356 - mmaction - INFO - Epoch [17][900/1921] lr: 1.500e-03, eta: 4:14:34, time: 2.271, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7540, prec@thr=0.5: 0.8133, recall@top3: 0.8393, prec@top3: 0.6843, recall@top5: 0.9489, prec@top5: 0.4754, loss: 0.0319, grad_norm: 0.0996 2021-02-25 06:17:16,574 - mmaction - INFO - Epoch [17][920/1921] lr: 1.500e-03, eta: 4:13:49, time: 2.211, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7478, prec@thr=0.5: 0.8111, recall@top3: 0.8343, prec@top3: 0.6816, recall@top5: 0.9482, prec@top5: 0.4775, loss: 0.0323, grad_norm: 0.1038 2021-02-25 06:17:59,982 - mmaction - INFO - Epoch [17][940/1921] lr: 1.500e-03, eta: 4:13:03, time: 2.170, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7454, prec@thr=0.5: 0.8032, recall@top3: 0.8352, prec@top3: 0.6797, recall@top5: 0.9504, prec@top5: 0.4767, loss: 0.0322, grad_norm: 0.1056 2021-02-25 06:18:44,432 - mmaction - INFO - Epoch [17][960/1921] lr: 1.500e-03, eta: 4:12:18, time: 2.222, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7405, prec@thr=0.5: 0.8128, recall@top3: 0.8367, prec@top3: 0.6777, recall@top5: 0.9510, prec@top5: 0.4751, loss: 0.0329, grad_norm: 0.1012 2021-02-25 06:19:28,646 - mmaction - INFO - Epoch [17][980/1921] lr: 1.500e-03, eta: 4:11:33, time: 2.211, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7486, prec@thr=0.5: 0.8114, recall@top3: 0.8372, prec@top3: 0.6764, recall@top5: 0.9485, prec@top5: 0.4718, loss: 0.0318, grad_norm: 0.1006 2021-02-25 06:20:13,262 - mmaction - INFO - Epoch [17][1000/1921] lr: 1.500e-03, eta: 4:10:48, time: 2.231, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7464, prec@thr=0.5: 0.8098, recall@top3: 0.8377, prec@top3: 0.6821, recall@top5: 0.9490, prec@top5: 0.4757, loss: 0.0322, grad_norm: 0.1005 2021-02-25 06:20:58,228 - mmaction - INFO - Epoch [17][1020/1921] lr: 1.500e-03, eta: 4:10:03, time: 2.248, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7495, prec@thr=0.5: 0.8037, recall@top3: 0.8340, prec@top3: 0.6760, recall@top5: 0.9490, prec@top5: 0.4727, loss: 0.0321, grad_norm: 0.1000 2021-02-25 06:21:42,341 - mmaction - INFO - Epoch [17][1040/1921] lr: 1.500e-03, eta: 4:09:17, time: 2.206, data_time: 0.001, memory: 8675, loss_action_cls: 0.0315, recall@thr=0.5: 0.7474, prec@thr=0.5: 0.8132, recall@top3: 0.8431, prec@top3: 0.6885, recall@top5: 0.9531, prec@top5: 0.4784, loss: 0.0315, grad_norm: 0.1035 2021-02-25 06:22:26,880 - mmaction - INFO - Epoch [17][1060/1921] lr: 1.500e-03, eta: 4:08:32, time: 2.227, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7421, prec@thr=0.5: 0.8063, recall@top3: 0.8300, prec@top3: 0.6778, recall@top5: 0.9428, prec@top5: 0.4736, loss: 0.0332, grad_norm: 0.1041 2021-02-25 06:23:10,765 - mmaction - INFO - Epoch [17][1080/1921] lr: 1.500e-03, eta: 4:07:47, time: 2.194, data_time: 0.001, memory: 8675, loss_action_cls: 0.0315, recall@thr=0.5: 0.7555, prec@thr=0.5: 0.8172, recall@top3: 0.8420, prec@top3: 0.6791, recall@top5: 0.9520, prec@top5: 0.4727, loss: 0.0315, grad_norm: 0.0987 2021-02-25 06:23:54,565 - mmaction - INFO - Epoch [17][1100/1921] lr: 1.500e-03, eta: 4:07:01, time: 2.190, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7475, prec@thr=0.5: 0.8084, recall@top3: 0.8365, prec@top3: 0.6800, recall@top5: 0.9495, prec@top5: 0.4755, loss: 0.0321, grad_norm: 0.0992 2021-02-25 06:24:38,392 - mmaction - INFO - Epoch [17][1120/1921] lr: 1.500e-03, eta: 4:06:16, time: 2.191, data_time: 0.001, memory: 8675, loss_action_cls: 0.0336, recall@thr=0.5: 0.7336, prec@thr=0.5: 0.8012, recall@top3: 0.8315, prec@top3: 0.6849, recall@top5: 0.9435, prec@top5: 0.4776, loss: 0.0336, grad_norm: 0.1042 2021-02-25 06:25:21,659 - mmaction - INFO - Epoch [17][1140/1921] lr: 1.500e-03, eta: 4:05:30, time: 2.163, data_time: 0.001, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7517, prec@thr=0.5: 0.8117, recall@top3: 0.8441, prec@top3: 0.6860, recall@top5: 0.9527, prec@top5: 0.4765, loss: 0.0317, grad_norm: 0.1014 2021-02-25 06:26:05,728 - mmaction - INFO - Epoch [17][1160/1921] lr: 1.500e-03, eta: 4:04:45, time: 2.204, data_time: 0.001, memory: 8675, loss_action_cls: 0.0314, recall@thr=0.5: 0.7507, prec@thr=0.5: 0.8155, recall@top3: 0.8412, prec@top3: 0.6849, recall@top5: 0.9500, prec@top5: 0.4753, loss: 0.0314, grad_norm: 0.1014 2021-02-25 06:26:49,366 - mmaction - INFO - Epoch [17][1180/1921] lr: 1.500e-03, eta: 4:04:00, time: 2.182, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7468, prec@thr=0.5: 0.8074, recall@top3: 0.8373, prec@top3: 0.6796, recall@top5: 0.9502, prec@top5: 0.4749, loss: 0.0327, grad_norm: 0.1039 2021-02-25 06:27:33,955 - mmaction - INFO - Epoch [17][1200/1921] lr: 1.500e-03, eta: 4:03:15, time: 2.230, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7350, prec@thr=0.5: 0.8108, recall@top3: 0.8309, prec@top3: 0.6838, recall@top5: 0.9448, prec@top5: 0.4791, loss: 0.0331, grad_norm: 0.1010 2021-02-25 06:28:18,056 - mmaction - INFO - Epoch [17][1220/1921] lr: 1.500e-03, eta: 4:02:29, time: 2.205, data_time: 0.001, memory: 8675, loss_action_cls: 0.0316, recall@thr=0.5: 0.7596, prec@thr=0.5: 0.8226, recall@top3: 0.8421, prec@top3: 0.6998, recall@top5: 0.9531, prec@top5: 0.4873, loss: 0.0316, grad_norm: 0.1013 2021-02-25 06:29:02,067 - mmaction - INFO - Epoch [17][1240/1921] lr: 1.500e-03, eta: 4:01:44, time: 2.200, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7479, prec@thr=0.5: 0.8072, recall@top3: 0.8408, prec@top3: 0.6751, recall@top5: 0.9490, prec@top5: 0.4687, loss: 0.0318, grad_norm: 0.1006 2021-02-25 06:29:46,516 - mmaction - INFO - Epoch [17][1260/1921] lr: 1.500e-03, eta: 4:00:59, time: 2.222, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7478, prec@thr=0.5: 0.8070, recall@top3: 0.8394, prec@top3: 0.6793, recall@top5: 0.9482, prec@top5: 0.4724, loss: 0.0323, grad_norm: 0.1047 2021-02-25 06:30:30,667 - mmaction - INFO - Epoch [17][1280/1921] lr: 1.500e-03, eta: 4:00:14, time: 2.208, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7475, prec@thr=0.5: 0.8087, recall@top3: 0.8408, prec@top3: 0.6815, recall@top5: 0.9505, prec@top5: 0.4753, loss: 0.0318, grad_norm: 0.0989 2021-02-25 06:31:15,060 - mmaction - INFO - Epoch [17][1300/1921] lr: 1.500e-03, eta: 3:59:28, time: 2.220, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7394, prec@thr=0.5: 0.8126, recall@top3: 0.8302, prec@top3: 0.6751, recall@top5: 0.9430, prec@top5: 0.4731, loss: 0.0332, grad_norm: 0.1015 2021-02-25 06:31:58,740 - mmaction - INFO - Epoch [17][1320/1921] lr: 1.500e-03, eta: 3:58:43, time: 2.184, data_time: 0.001, memory: 8675, loss_action_cls: 0.0335, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8026, recall@top3: 0.8323, prec@top3: 0.6805, recall@top5: 0.9439, prec@top5: 0.4745, loss: 0.0335, grad_norm: 0.1063 2021-02-25 06:32:42,765 - mmaction - INFO - Epoch [17][1340/1921] lr: 1.500e-03, eta: 3:57:58, time: 2.201, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7508, prec@thr=0.5: 0.8111, recall@top3: 0.8441, prec@top3: 0.6855, recall@top5: 0.9523, prec@top5: 0.4740, loss: 0.0319, grad_norm: 0.1030 2021-02-25 06:33:27,232 - mmaction - INFO - Epoch [17][1360/1921] lr: 1.500e-03, eta: 3:57:13, time: 2.223, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7429, prec@thr=0.5: 0.8061, recall@top3: 0.8345, prec@top3: 0.6674, recall@top5: 0.9470, prec@top5: 0.4667, loss: 0.0326, grad_norm: 0.1022 2021-02-25 06:34:11,732 - mmaction - INFO - Epoch [17][1380/1921] lr: 1.500e-03, eta: 3:56:27, time: 2.225, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7435, prec@thr=0.5: 0.8092, recall@top3: 0.8416, prec@top3: 0.6771, recall@top5: 0.9476, prec@top5: 0.4693, loss: 0.0323, grad_norm: 0.1005 2021-02-25 06:34:55,740 - mmaction - INFO - Epoch [17][1400/1921] lr: 1.500e-03, eta: 3:55:42, time: 2.201, data_time: 0.001, memory: 8675, loss_action_cls: 0.0316, recall@thr=0.5: 0.7517, prec@thr=0.5: 0.8176, recall@top3: 0.8427, prec@top3: 0.6819, recall@top5: 0.9513, prec@top5: 0.4749, loss: 0.0316, grad_norm: 0.0999 2021-02-25 06:35:40,362 - mmaction - INFO - Epoch [17][1420/1921] lr: 1.500e-03, eta: 3:54:57, time: 2.231, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7470, prec@thr=0.5: 0.8115, recall@top3: 0.8403, prec@top3: 0.6789, recall@top5: 0.9472, prec@top5: 0.4714, loss: 0.0325, grad_norm: 0.1035 2021-02-25 06:36:23,702 - mmaction - INFO - Epoch [17][1440/1921] lr: 1.500e-03, eta: 3:54:11, time: 2.167, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7422, prec@thr=0.5: 0.8029, recall@top3: 0.8328, prec@top3: 0.6771, recall@top5: 0.9480, prec@top5: 0.4754, loss: 0.0330, grad_norm: 0.1075 2021-02-25 06:37:07,830 - mmaction - INFO - Epoch [17][1460/1921] lr: 1.500e-03, eta: 3:53:26, time: 2.206, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7383, prec@thr=0.5: 0.7994, recall@top3: 0.8339, prec@top3: 0.6771, recall@top5: 0.9479, prec@top5: 0.4733, loss: 0.0332, grad_norm: 0.1051 2021-02-25 06:37:52,681 - mmaction - INFO - Epoch [17][1480/1921] lr: 1.500e-03, eta: 3:52:41, time: 2.243, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7412, prec@thr=0.5: 0.8046, recall@top3: 0.8330, prec@top3: 0.6812, recall@top5: 0.9480, prec@top5: 0.4773, loss: 0.0326, grad_norm: 0.0988 2021-02-25 06:38:36,635 - mmaction - INFO - Epoch [17][1500/1921] lr: 1.500e-03, eta: 3:51:56, time: 2.198, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7472, prec@thr=0.5: 0.8098, recall@top3: 0.8312, prec@top3: 0.6820, recall@top5: 0.9489, prec@top5: 0.4776, loss: 0.0326, grad_norm: 0.1054 2021-02-25 06:39:20,737 - mmaction - INFO - Epoch [17][1520/1921] lr: 1.500e-03, eta: 3:51:11, time: 2.205, data_time: 0.001, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7530, prec@thr=0.5: 0.8151, recall@top3: 0.8429, prec@top3: 0.6834, recall@top5: 0.9509, prec@top5: 0.4732, loss: 0.0317, grad_norm: 0.0992 2021-02-25 06:40:05,320 - mmaction - INFO - Epoch [17][1540/1921] lr: 1.500e-03, eta: 3:50:26, time: 2.229, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7383, prec@thr=0.5: 0.8029, recall@top3: 0.8335, prec@top3: 0.6774, recall@top5: 0.9475, prec@top5: 0.4749, loss: 0.0327, grad_norm: 0.0997 2021-02-25 06:40:49,783 - mmaction - INFO - Epoch [17][1560/1921] lr: 1.500e-03, eta: 3:49:40, time: 2.223, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7527, prec@thr=0.5: 0.8204, recall@top3: 0.8433, prec@top3: 0.6952, recall@top5: 0.9526, prec@top5: 0.4829, loss: 0.0323, grad_norm: 0.1013 2021-02-25 06:41:33,749 - mmaction - INFO - Epoch [17][1580/1921] lr: 1.500e-03, eta: 3:48:55, time: 2.198, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7451, prec@thr=0.5: 0.8042, recall@top3: 0.8379, prec@top3: 0.6740, recall@top5: 0.9460, prec@top5: 0.4683, loss: 0.0321, grad_norm: 0.1056 2021-02-25 06:42:18,808 - mmaction - INFO - Epoch [17][1600/1921] lr: 1.500e-03, eta: 3:48:10, time: 2.253, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7494, prec@thr=0.5: 0.8081, recall@top3: 0.8360, prec@top3: 0.6830, recall@top5: 0.9493, prec@top5: 0.4781, loss: 0.0322, grad_norm: 0.1034 2021-02-25 06:43:02,793 - mmaction - INFO - Epoch [17][1620/1921] lr: 1.500e-03, eta: 3:47:25, time: 2.199, data_time: 0.001, memory: 8675, loss_action_cls: 0.0312, recall@thr=0.5: 0.7601, prec@thr=0.5: 0.8201, recall@top3: 0.8454, prec@top3: 0.6913, recall@top5: 0.9530, prec@top5: 0.4796, loss: 0.0312, grad_norm: 0.1006 2021-02-25 06:43:47,286 - mmaction - INFO - Epoch [17][1640/1921] lr: 1.500e-03, eta: 3:46:40, time: 2.224, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8063, recall@top3: 0.8361, prec@top3: 0.6697, recall@top5: 0.9505, prec@top5: 0.4686, loss: 0.0324, grad_norm: 0.1012 2021-02-25 06:44:31,227 - mmaction - INFO - Epoch [17][1660/1921] lr: 1.500e-03, eta: 3:45:54, time: 2.197, data_time: 0.001, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7466, prec@thr=0.5: 0.8157, recall@top3: 0.8421, prec@top3: 0.6848, recall@top5: 0.9484, prec@top5: 0.4737, loss: 0.0317, grad_norm: 0.1061 2021-02-25 06:45:16,480 - mmaction - INFO - Epoch [17][1680/1921] lr: 1.500e-03, eta: 3:45:09, time: 2.263, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7511, prec@thr=0.5: 0.8169, recall@top3: 0.8390, prec@top3: 0.6941, recall@top5: 0.9510, prec@top5: 0.4834, loss: 0.0322, grad_norm: 0.1030 2021-02-25 06:46:01,638 - mmaction - INFO - Epoch [17][1700/1921] lr: 1.500e-03, eta: 3:44:24, time: 2.258, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7449, prec@thr=0.5: 0.8090, recall@top3: 0.8330, prec@top3: 0.6845, recall@top5: 0.9482, prec@top5: 0.4798, loss: 0.0323, grad_norm: 0.0999 2021-02-25 06:46:45,793 - mmaction - INFO - Epoch [17][1720/1921] lr: 1.500e-03, eta: 3:43:39, time: 2.208, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7499, prec@thr=0.5: 0.8130, recall@top3: 0.8449, prec@top3: 0.6821, recall@top5: 0.9541, prec@top5: 0.4733, loss: 0.0319, grad_norm: 0.0986 2021-02-25 06:47:30,181 - mmaction - INFO - Epoch [17][1740/1921] lr: 1.500e-03, eta: 3:42:54, time: 2.219, data_time: 0.001, memory: 8675, loss_action_cls: 0.0310, recall@thr=0.5: 0.7610, prec@thr=0.5: 0.8132, recall@top3: 0.8450, prec@top3: 0.6876, recall@top5: 0.9529, prec@top5: 0.4776, loss: 0.0310, grad_norm: 0.0974 2021-02-25 06:48:14,371 - mmaction - INFO - Epoch [17][1760/1921] lr: 1.500e-03, eta: 3:42:09, time: 2.210, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7585, prec@thr=0.5: 0.8216, recall@top3: 0.8399, prec@top3: 0.6883, recall@top5: 0.9495, prec@top5: 0.4790, loss: 0.0318, grad_norm: 0.1019 2021-02-25 06:48:58,409 - mmaction - INFO - Epoch [17][1780/1921] lr: 1.500e-03, eta: 3:41:24, time: 2.202, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7570, prec@thr=0.5: 0.8197, recall@top3: 0.8453, prec@top3: 0.6914, recall@top5: 0.9493, prec@top5: 0.4781, loss: 0.0319, grad_norm: 0.1019 2021-02-25 06:49:42,519 - mmaction - INFO - Epoch [17][1800/1921] lr: 1.500e-03, eta: 3:40:38, time: 2.206, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7495, prec@thr=0.5: 0.8130, recall@top3: 0.8397, prec@top3: 0.6817, recall@top5: 0.9496, prec@top5: 0.4741, loss: 0.0319, grad_norm: 0.1018 2021-02-25 06:50:26,644 - mmaction - INFO - Epoch [17][1820/1921] lr: 1.500e-03, eta: 3:39:53, time: 2.206, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7478, prec@thr=0.5: 0.8058, recall@top3: 0.8418, prec@top3: 0.6869, recall@top5: 0.9531, prec@top5: 0.4779, loss: 0.0318, grad_norm: 0.1043 2021-02-25 06:51:11,255 - mmaction - INFO - Epoch [17][1840/1921] lr: 1.500e-03, eta: 3:39:08, time: 2.230, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7465, prec@thr=0.5: 0.8097, recall@top3: 0.8411, prec@top3: 0.6864, recall@top5: 0.9507, prec@top5: 0.4766, loss: 0.0321, grad_norm: 0.1033 2021-02-25 06:51:55,287 - mmaction - INFO - Epoch [17][1860/1921] lr: 1.500e-03, eta: 3:38:23, time: 2.202, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7495, prec@thr=0.5: 0.8129, recall@top3: 0.8365, prec@top3: 0.6827, recall@top5: 0.9493, prec@top5: 0.4783, loss: 0.0331, grad_norm: 0.1038 2021-02-25 06:52:39,177 - mmaction - INFO - Epoch [17][1880/1921] lr: 1.500e-03, eta: 3:37:38, time: 2.194, data_time: 0.001, memory: 8675, loss_action_cls: 0.0310, recall@thr=0.5: 0.7582, prec@thr=0.5: 0.8213, recall@top3: 0.8461, prec@top3: 0.6865, recall@top5: 0.9549, prec@top5: 0.4771, loss: 0.0310, grad_norm: 0.0991 2021-02-25 06:53:23,953 - mmaction - INFO - Epoch [17][1900/1921] lr: 1.500e-03, eta: 3:36:52, time: 2.239, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7545, prec@thr=0.5: 0.8149, recall@top3: 0.8408, prec@top3: 0.6812, recall@top5: 0.9503, prec@top5: 0.4746, loss: 0.0319, grad_norm: 0.1034 2021-02-25 06:54:06,454 - mmaction - INFO - Epoch [17][1920/1921] lr: 1.500e-03, eta: 3:36:07, time: 2.125, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7417, prec@thr=0.5: 0.8036, recall@top3: 0.8339, prec@top3: 0.6777, recall@top5: 0.9480, prec@top5: 0.4751, loss: 0.0329, grad_norm: 0.1040 2021-02-25 06:54:11,965 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-02-25 07:05:29,056 - mmaction - INFO - Evaluating mAP ... 2021-02-25 07:13:19,891 - mmaction - INFO - mAP@0.5IOU 0.2390 2021-02-25 07:13:21,023 - mmaction - INFO - Epoch(val) [17][1921] mAP@0.5IOU: 0.2390 2021-02-25 07:14:49,274 - mmaction - INFO - Epoch [18][20/1921] lr: 1.500e-03, eta: 3:35:30, time: 4.412, data_time: 2.254, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7410, prec@thr=0.5: 0.8189, recall@top3: 0.8342, prec@top3: 0.6828, recall@top5: 0.9500, prec@top5: 0.4785, loss: 0.0328, grad_norm: 0.1032 2021-02-25 07:15:33,769 - mmaction - INFO - Epoch [18][40/1921] lr: 1.500e-03, eta: 3:34:45, time: 2.225, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7506, prec@thr=0.5: 0.8095, recall@top3: 0.8366, prec@top3: 0.6806, recall@top5: 0.9494, prec@top5: 0.4751, loss: 0.0321, grad_norm: 0.1061 2021-02-25 07:16:17,624 - mmaction - INFO - Epoch [18][60/1921] lr: 1.500e-03, eta: 3:33:59, time: 2.193, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7539, prec@thr=0.5: 0.8143, recall@top3: 0.8415, prec@top3: 0.6803, recall@top5: 0.9481, prec@top5: 0.4725, loss: 0.0320, grad_norm: 0.1012 2021-02-25 07:17:01,412 - mmaction - INFO - Epoch [18][80/1921] lr: 1.500e-03, eta: 3:33:14, time: 2.189, data_time: 0.001, memory: 8675, loss_action_cls: 0.0315, recall@thr=0.5: 0.7508, prec@thr=0.5: 0.8157, recall@top3: 0.8438, prec@top3: 0.6839, recall@top5: 0.9539, prec@top5: 0.4770, loss: 0.0315, grad_norm: 0.1034 2021-02-25 07:17:44,977 - mmaction - INFO - Epoch [18][100/1921] lr: 1.500e-03, eta: 3:32:29, time: 2.178, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7537, prec@thr=0.5: 0.8152, recall@top3: 0.8463, prec@top3: 0.6840, recall@top5: 0.9490, prec@top5: 0.4718, loss: 0.0318, grad_norm: 0.1000 2021-02-25 07:18:29,924 - mmaction - INFO - Epoch [18][120/1921] lr: 1.500e-03, eta: 3:31:44, time: 2.247, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7461, prec@thr=0.5: 0.8109, recall@top3: 0.8359, prec@top3: 0.6885, recall@top5: 0.9466, prec@top5: 0.4798, loss: 0.0328, grad_norm: 0.1023 2021-02-25 07:19:14,231 - mmaction - INFO - Epoch [18][140/1921] lr: 1.500e-03, eta: 3:30:58, time: 2.215, data_time: 0.001, memory: 8675, loss_action_cls: 0.0316, recall@thr=0.5: 0.7543, prec@thr=0.5: 0.8150, recall@top3: 0.8448, prec@top3: 0.6862, recall@top5: 0.9501, prec@top5: 0.4744, loss: 0.0316, grad_norm: 0.0983 2021-02-25 07:19:58,347 - mmaction - INFO - Epoch [18][160/1921] lr: 1.500e-03, eta: 3:30:13, time: 2.206, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7477, prec@thr=0.5: 0.8066, recall@top3: 0.8347, prec@top3: 0.6788, recall@top5: 0.9486, prec@top5: 0.4734, loss: 0.0322, grad_norm: 0.0994 2021-02-25 07:20:42,967 - mmaction - INFO - Epoch [18][180/1921] lr: 1.500e-03, eta: 3:29:28, time: 2.231, data_time: 0.001, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7552, prec@thr=0.5: 0.8206, recall@top3: 0.8415, prec@top3: 0.6830, recall@top5: 0.9530, prec@top5: 0.4777, loss: 0.0317, grad_norm: 0.1003 2021-02-25 07:21:27,473 - mmaction - INFO - Epoch [18][200/1921] lr: 1.500e-03, eta: 3:28:43, time: 2.226, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7514, prec@thr=0.5: 0.8152, recall@top3: 0.8408, prec@top3: 0.6773, recall@top5: 0.9482, prec@top5: 0.4698, loss: 0.0322, grad_norm: 0.1033 2021-02-25 07:22:11,894 - mmaction - INFO - Epoch [18][220/1921] lr: 1.500e-03, eta: 3:27:58, time: 2.221, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7495, prec@thr=0.5: 0.8081, recall@top3: 0.8352, prec@top3: 0.6839, recall@top5: 0.9493, prec@top5: 0.4776, loss: 0.0327, grad_norm: 0.1014 2021-02-25 07:22:56,838 - mmaction - INFO - Epoch [18][240/1921] lr: 1.500e-03, eta: 3:27:13, time: 2.247, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7475, prec@thr=0.5: 0.8081, recall@top3: 0.8326, prec@top3: 0.6839, recall@top5: 0.9496, prec@top5: 0.4799, loss: 0.0324, grad_norm: 0.1008 2021-02-25 07:23:41,727 - mmaction - INFO - Epoch [18][260/1921] lr: 1.500e-03, eta: 3:26:28, time: 2.244, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7569, prec@thr=0.5: 0.8101, recall@top3: 0.8374, prec@top3: 0.6876, recall@top5: 0.9509, prec@top5: 0.4819, loss: 0.0319, grad_norm: 0.1004 2021-02-25 07:24:25,910 - mmaction - INFO - Epoch [18][280/1921] lr: 1.500e-03, eta: 3:25:42, time: 2.209, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7451, prec@thr=0.5: 0.8086, recall@top3: 0.8356, prec@top3: 0.6840, recall@top5: 0.9464, prec@top5: 0.4768, loss: 0.0332, grad_norm: 0.1015 2021-02-25 07:25:09,730 - mmaction - INFO - Epoch [18][300/1921] lr: 1.500e-03, eta: 3:24:57, time: 2.191, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7473, prec@thr=0.5: 0.8117, recall@top3: 0.8342, prec@top3: 0.6774, recall@top5: 0.9495, prec@top5: 0.4750, loss: 0.0326, grad_norm: 0.1006 2021-02-25 07:25:54,189 - mmaction - INFO - Epoch [18][320/1921] lr: 1.500e-03, eta: 3:24:12, time: 2.223, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7437, prec@thr=0.5: 0.8025, recall@top3: 0.8374, prec@top3: 0.6827, recall@top5: 0.9487, prec@top5: 0.4758, loss: 0.0327, grad_norm: 0.1019 2021-02-25 07:26:37,868 - mmaction - INFO - Epoch [18][340/1921] lr: 1.500e-03, eta: 3:23:27, time: 2.184, data_time: 0.001, memory: 8675, loss_action_cls: 0.0311, recall@thr=0.5: 0.7624, prec@thr=0.5: 0.8166, recall@top3: 0.8477, prec@top3: 0.6832, recall@top5: 0.9530, prec@top5: 0.4731, loss: 0.0311, grad_norm: 0.0989 2021-02-25 07:27:21,309 - mmaction - INFO - Epoch [18][360/1921] lr: 1.500e-03, eta: 3:22:41, time: 2.172, data_time: 0.001, memory: 8675, loss_action_cls: 0.0314, recall@thr=0.5: 0.7546, prec@thr=0.5: 0.8116, recall@top3: 0.8434, prec@top3: 0.6833, recall@top5: 0.9510, prec@top5: 0.4750, loss: 0.0314, grad_norm: 0.1018 2021-02-25 07:28:04,857 - mmaction - INFO - Epoch [18][380/1921] lr: 1.500e-03, eta: 3:21:56, time: 2.178, data_time: 0.001, memory: 8675, loss_action_cls: 0.0312, recall@thr=0.5: 0.7550, prec@thr=0.5: 0.8229, recall@top3: 0.8501, prec@top3: 0.6908, recall@top5: 0.9571, prec@top5: 0.4786, loss: 0.0312, grad_norm: 0.1022 2021-02-25 07:28:49,732 - mmaction - INFO - Epoch [18][400/1921] lr: 1.500e-03, eta: 3:21:11, time: 2.244, data_time: 0.001, memory: 8675, loss_action_cls: 0.0314, recall@thr=0.5: 0.7497, prec@thr=0.5: 0.8080, recall@top3: 0.8408, prec@top3: 0.6833, recall@top5: 0.9515, prec@top5: 0.4763, loss: 0.0314, grad_norm: 0.1011 2021-02-25 07:29:33,624 - mmaction - INFO - Epoch [18][420/1921] lr: 1.500e-03, eta: 3:20:26, time: 2.195, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7420, prec@thr=0.5: 0.8103, recall@top3: 0.8332, prec@top3: 0.6730, recall@top5: 0.9454, prec@top5: 0.4699, loss: 0.0327, grad_norm: 0.1025 2021-02-25 07:30:18,198 - mmaction - INFO - Epoch [18][440/1921] lr: 1.500e-03, eta: 3:19:40, time: 2.228, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7437, prec@thr=0.5: 0.8091, recall@top3: 0.8329, prec@top3: 0.6789, recall@top5: 0.9421, prec@top5: 0.4736, loss: 0.0330, grad_norm: 0.1042 2021-02-25 07:31:02,015 - mmaction - INFO - Epoch [18][460/1921] lr: 1.500e-03, eta: 3:18:55, time: 2.191, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7469, prec@thr=0.5: 0.8118, recall@top3: 0.8364, prec@top3: 0.6790, recall@top5: 0.9495, prec@top5: 0.4752, loss: 0.0323, grad_norm: 0.1044 2021-02-25 07:31:46,775 - mmaction - INFO - Epoch [18][480/1921] lr: 1.500e-03, eta: 3:18:10, time: 2.238, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7438, prec@thr=0.5: 0.8108, recall@top3: 0.8284, prec@top3: 0.6867, recall@top5: 0.9502, prec@top5: 0.4868, loss: 0.0327, grad_norm: 0.1004 2021-02-25 07:32:30,078 - mmaction - INFO - Epoch [18][500/1921] lr: 1.500e-03, eta: 3:17:25, time: 2.165, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7437, prec@thr=0.5: 0.8043, recall@top3: 0.8310, prec@top3: 0.6704, recall@top5: 0.9451, prec@top5: 0.4678, loss: 0.0328, grad_norm: 0.1078 2021-02-25 07:33:14,449 - mmaction - INFO - Epoch [18][520/1921] lr: 1.500e-03, eta: 3:16:40, time: 2.219, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7527, prec@thr=0.5: 0.8122, recall@top3: 0.8360, prec@top3: 0.6870, recall@top5: 0.9503, prec@top5: 0.4806, loss: 0.0322, grad_norm: 0.1034 2021-02-25 07:33:58,234 - mmaction - INFO - Epoch [18][540/1921] lr: 1.500e-03, eta: 3:15:54, time: 2.189, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7445, prec@thr=0.5: 0.8078, recall@top3: 0.8315, prec@top3: 0.6764, recall@top5: 0.9503, prec@top5: 0.4765, loss: 0.0327, grad_norm: 0.1019 2021-02-25 07:34:41,979 - mmaction - INFO - Epoch [18][560/1921] lr: 1.500e-03, eta: 3:15:09, time: 2.187, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7388, prec@thr=0.5: 0.8028, recall@top3: 0.8324, prec@top3: 0.6724, recall@top5: 0.9475, prec@top5: 0.4690, loss: 0.0321, grad_norm: 0.1071 2021-02-25 07:35:25,506 - mmaction - INFO - Epoch [18][580/1921] lr: 1.500e-03, eta: 3:14:24, time: 2.176, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7523, prec@thr=0.5: 0.8154, recall@top3: 0.8406, prec@top3: 0.6817, recall@top5: 0.9529, prec@top5: 0.4764, loss: 0.0321, grad_norm: 0.1020 2021-02-25 07:36:09,163 - mmaction - INFO - Epoch [18][600/1921] lr: 1.500e-03, eta: 3:13:38, time: 2.183, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7477, prec@thr=0.5: 0.8116, recall@top3: 0.8459, prec@top3: 0.6874, recall@top5: 0.9511, prec@top5: 0.4761, loss: 0.0318, grad_norm: 0.1028 2021-02-25 07:36:53,976 - mmaction - INFO - Epoch [18][620/1921] lr: 1.500e-03, eta: 3:12:53, time: 2.241, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7479, prec@thr=0.5: 0.8124, recall@top3: 0.8393, prec@top3: 0.6830, recall@top5: 0.9496, prec@top5: 0.4749, loss: 0.0319, grad_norm: 0.1028 2021-02-25 07:37:37,779 - mmaction - INFO - Epoch [18][640/1921] lr: 1.500e-03, eta: 3:12:08, time: 2.190, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7442, prec@thr=0.5: 0.8074, recall@top3: 0.8373, prec@top3: 0.6843, recall@top5: 0.9495, prec@top5: 0.4760, loss: 0.0324, grad_norm: 0.1026 2021-02-25 07:38:21,904 - mmaction - INFO - Epoch [18][660/1921] lr: 1.500e-03, eta: 3:11:23, time: 2.206, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7446, prec@thr=0.5: 0.8098, recall@top3: 0.8330, prec@top3: 0.6876, recall@top5: 0.9510, prec@top5: 0.4827, loss: 0.0325, grad_norm: 0.1039 2021-02-25 07:39:05,739 - mmaction - INFO - Epoch [18][680/1921] lr: 1.500e-03, eta: 3:10:38, time: 2.192, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7421, prec@thr=0.5: 0.8089, recall@top3: 0.8397, prec@top3: 0.6779, recall@top5: 0.9505, prec@top5: 0.4722, loss: 0.0327, grad_norm: 0.1023 2021-02-25 07:39:49,879 - mmaction - INFO - Epoch [18][700/1921] lr: 1.500e-03, eta: 3:09:52, time: 2.207, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7474, prec@thr=0.5: 0.8141, recall@top3: 0.8366, prec@top3: 0.6859, recall@top5: 0.9504, prec@top5: 0.4789, loss: 0.0321, grad_norm: 0.1037 2021-02-25 07:40:33,632 - mmaction - INFO - Epoch [18][720/1921] lr: 1.500e-03, eta: 3:09:07, time: 2.188, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7442, prec@thr=0.5: 0.8085, recall@top3: 0.8328, prec@top3: 0.6833, recall@top5: 0.9420, prec@top5: 0.4757, loss: 0.0332, grad_norm: 0.1064 2021-02-25 07:41:17,766 - mmaction - INFO - Epoch [18][740/1921] lr: 1.500e-03, eta: 3:08:22, time: 2.206, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7483, prec@thr=0.5: 0.8059, recall@top3: 0.8405, prec@top3: 0.6800, recall@top5: 0.9510, prec@top5: 0.4742, loss: 0.0320, grad_norm: 0.1040 2021-02-25 07:42:02,698 - mmaction - INFO - Epoch [18][760/1921] lr: 1.500e-03, eta: 3:07:37, time: 2.247, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7522, prec@thr=0.5: 0.8121, recall@top3: 0.8433, prec@top3: 0.6860, recall@top5: 0.9512, prec@top5: 0.4756, loss: 0.0321, grad_norm: 0.0982 2021-02-25 07:42:47,371 - mmaction - INFO - Epoch [18][780/1921] lr: 1.500e-03, eta: 3:06:52, time: 2.234, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7493, prec@thr=0.5: 0.8099, recall@top3: 0.8455, prec@top3: 0.6817, recall@top5: 0.9527, prec@top5: 0.4728, loss: 0.0319, grad_norm: 0.1022 2021-02-25 07:43:31,423 - mmaction - INFO - Epoch [18][800/1921] lr: 1.500e-03, eta: 3:06:07, time: 2.202, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7478, prec@thr=0.5: 0.8169, recall@top3: 0.8390, prec@top3: 0.6867, recall@top5: 0.9501, prec@top5: 0.4789, loss: 0.0325, grad_norm: 0.1040 2021-02-25 07:44:15,396 - mmaction - INFO - Epoch [18][820/1921] lr: 1.500e-03, eta: 3:05:21, time: 2.198, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7414, prec@thr=0.5: 0.8067, recall@top3: 0.8375, prec@top3: 0.6740, recall@top5: 0.9476, prec@top5: 0.4696, loss: 0.0327, grad_norm: 0.1015 2021-02-25 07:44:59,424 - mmaction - INFO - Epoch [18][840/1921] lr: 1.500e-03, eta: 3:04:36, time: 2.201, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7461, prec@thr=0.5: 0.8058, recall@top3: 0.8377, prec@top3: 0.6845, recall@top5: 0.9464, prec@top5: 0.4754, loss: 0.0324, grad_norm: 0.1018 2021-02-25 07:45:43,076 - mmaction - INFO - Epoch [18][860/1921] lr: 1.500e-03, eta: 3:03:51, time: 2.183, data_time: 0.001, memory: 8675, loss_action_cls: 0.0316, recall@thr=0.5: 0.7559, prec@thr=0.5: 0.8062, recall@top3: 0.8435, prec@top3: 0.6812, recall@top5: 0.9526, prec@top5: 0.4725, loss: 0.0316, grad_norm: 0.1037 2021-02-25 07:46:27,405 - mmaction - INFO - Epoch [18][880/1921] lr: 1.500e-03, eta: 3:03:06, time: 2.216, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8094, recall@top3: 0.8368, prec@top3: 0.6737, recall@top5: 0.9496, prec@top5: 0.4711, loss: 0.0324, grad_norm: 0.1016 2021-02-25 07:47:11,569 - mmaction - INFO - Epoch [18][900/1921] lr: 1.500e-03, eta: 3:02:21, time: 2.208, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7491, prec@thr=0.5: 0.8174, recall@top3: 0.8375, prec@top3: 0.6845, recall@top5: 0.9489, prec@top5: 0.4769, loss: 0.0320, grad_norm: 0.1017 2021-02-25 07:47:54,931 - mmaction - INFO - Epoch [18][920/1921] lr: 1.500e-03, eta: 3:01:35, time: 2.168, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7381, prec@thr=0.5: 0.8138, recall@top3: 0.8315, prec@top3: 0.6822, recall@top5: 0.9450, prec@top5: 0.4771, loss: 0.0327, grad_norm: 0.1053 2021-02-25 07:48:39,514 - mmaction - INFO - Epoch [18][940/1921] lr: 1.500e-03, eta: 3:00:50, time: 2.229, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7441, prec@thr=0.5: 0.8009, recall@top3: 0.8331, prec@top3: 0.6778, recall@top5: 0.9453, prec@top5: 0.4740, loss: 0.0333, grad_norm: 0.1065 2021-02-25 07:49:24,327 - mmaction - INFO - Epoch [18][960/1921] lr: 1.500e-03, eta: 3:00:05, time: 2.241, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7576, prec@thr=0.5: 0.8099, recall@top3: 0.8346, prec@top3: 0.6814, recall@top5: 0.9494, prec@top5: 0.4768, loss: 0.0320, grad_norm: 0.1028 2021-02-25 07:50:08,719 - mmaction - INFO - Epoch [18][980/1921] lr: 1.500e-03, eta: 2:59:20, time: 2.220, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7522, prec@thr=0.5: 0.8123, recall@top3: 0.8371, prec@top3: 0.6850, recall@top5: 0.9500, prec@top5: 0.4783, loss: 0.0322, grad_norm: 0.1041 2021-02-25 07:50:52,589 - mmaction - INFO - Epoch [18][1000/1921] lr: 1.500e-03, eta: 2:58:35, time: 2.193, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7447, prec@thr=0.5: 0.8030, recall@top3: 0.8338, prec@top3: 0.6822, recall@top5: 0.9496, prec@top5: 0.4777, loss: 0.0329, grad_norm: 0.1019 2021-02-25 07:51:36,450 - mmaction - INFO - Epoch [18][1020/1921] lr: 1.500e-03, eta: 2:57:50, time: 2.193, data_time: 0.001, memory: 8675, loss_action_cls: 0.0337, recall@thr=0.5: 0.7331, prec@thr=0.5: 0.7987, recall@top3: 0.8265, prec@top3: 0.6744, recall@top5: 0.9409, prec@top5: 0.4720, loss: 0.0337, grad_norm: 0.1068 2021-02-25 07:52:20,603 - mmaction - INFO - Epoch [18][1040/1921] lr: 1.500e-03, eta: 2:57:04, time: 2.208, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7474, prec@thr=0.5: 0.8192, recall@top3: 0.8388, prec@top3: 0.6961, recall@top5: 0.9500, prec@top5: 0.4858, loss: 0.0320, grad_norm: 0.1035 2021-02-25 07:53:05,425 - mmaction - INFO - Epoch [18][1060/1921] lr: 1.500e-03, eta: 2:56:19, time: 2.241, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7422, prec@thr=0.5: 0.8038, recall@top3: 0.8311, prec@top3: 0.6843, recall@top5: 0.9485, prec@top5: 0.4803, loss: 0.0325, grad_norm: 0.1015 2021-02-25 07:53:49,985 - mmaction - INFO - Epoch [18][1080/1921] lr: 1.500e-03, eta: 2:55:34, time: 2.228, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7476, prec@thr=0.5: 0.8125, recall@top3: 0.8336, prec@top3: 0.6860, recall@top5: 0.9485, prec@top5: 0.4795, loss: 0.0327, grad_norm: 0.1043 2021-02-25 07:54:34,548 - mmaction - INFO - Epoch [18][1100/1921] lr: 1.500e-03, eta: 2:54:49, time: 2.228, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8046, recall@top3: 0.8338, prec@top3: 0.6737, recall@top5: 0.9452, prec@top5: 0.4692, loss: 0.0325, grad_norm: 0.1031 2021-02-25 07:55:19,148 - mmaction - INFO - Epoch [18][1120/1921] lr: 1.500e-03, eta: 2:54:04, time: 2.230, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7533, prec@thr=0.5: 0.8105, recall@top3: 0.8412, prec@top3: 0.6764, recall@top5: 0.9504, prec@top5: 0.4712, loss: 0.0321, grad_norm: 0.0978 2021-02-25 07:56:03,358 - mmaction - INFO - Epoch [18][1140/1921] lr: 1.500e-03, eta: 2:53:19, time: 2.211, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7578, prec@thr=0.5: 0.8156, recall@top3: 0.8417, prec@top3: 0.6863, recall@top5: 0.9513, prec@top5: 0.4771, loss: 0.0319, grad_norm: 0.1025 2021-02-25 07:56:48,368 - mmaction - INFO - Epoch [18][1160/1921] lr: 1.500e-03, eta: 2:52:34, time: 2.250, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7498, prec@thr=0.5: 0.8133, recall@top3: 0.8409, prec@top3: 0.6873, recall@top5: 0.9531, prec@top5: 0.4806, loss: 0.0320, grad_norm: 0.1006 2021-02-25 07:57:32,799 - mmaction - INFO - Epoch [18][1180/1921] lr: 1.500e-03, eta: 2:51:49, time: 2.222, data_time: 0.001, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7518, prec@thr=0.5: 0.8252, recall@top3: 0.8382, prec@top3: 0.6853, recall@top5: 0.9491, prec@top5: 0.4784, loss: 0.0317, grad_norm: 0.0992 2021-02-25 07:58:16,957 - mmaction - INFO - Epoch [18][1200/1921] lr: 1.500e-03, eta: 2:51:04, time: 2.208, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7514, prec@thr=0.5: 0.8054, recall@top3: 0.8422, prec@top3: 0.6798, recall@top5: 0.9496, prec@top5: 0.4709, loss: 0.0319, grad_norm: 0.0989 2021-02-25 07:59:01,276 - mmaction - INFO - Epoch [18][1220/1921] lr: 1.500e-03, eta: 2:50:19, time: 2.216, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7556, prec@thr=0.5: 0.8233, recall@top3: 0.8423, prec@top3: 0.6868, recall@top5: 0.9533, prec@top5: 0.4794, loss: 0.0318, grad_norm: 0.0986 2021-02-25 07:59:45,545 - mmaction - INFO - Epoch [18][1240/1921] lr: 1.500e-03, eta: 2:49:34, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7405, prec@thr=0.5: 0.8090, recall@top3: 0.8425, prec@top3: 0.6873, recall@top5: 0.9508, prec@top5: 0.4782, loss: 0.0326, grad_norm: 0.1053 2021-02-25 08:00:29,407 - mmaction - INFO - Epoch [18][1260/1921] lr: 1.500e-03, eta: 2:48:48, time: 2.193, data_time: 0.001, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7498, prec@thr=0.5: 0.8121, recall@top3: 0.8411, prec@top3: 0.6812, recall@top5: 0.9502, prec@top5: 0.4735, loss: 0.0317, grad_norm: 0.1000 2021-02-25 08:01:13,449 - mmaction - INFO - Epoch [18][1280/1921] lr: 1.500e-03, eta: 2:48:03, time: 2.202, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7465, prec@thr=0.5: 0.8123, recall@top3: 0.8380, prec@top3: 0.6830, recall@top5: 0.9513, prec@top5: 0.4767, loss: 0.0321, grad_norm: 0.1009 2021-02-25 08:01:57,586 - mmaction - INFO - Epoch [18][1300/1921] lr: 1.500e-03, eta: 2:47:18, time: 2.207, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7525, prec@thr=0.5: 0.8120, recall@top3: 0.8384, prec@top3: 0.6771, recall@top5: 0.9488, prec@top5: 0.4717, loss: 0.0324, grad_norm: 0.1067 2021-02-25 08:02:41,554 - mmaction - INFO - Epoch [18][1320/1921] lr: 1.500e-03, eta: 2:46:33, time: 2.199, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7427, prec@thr=0.5: 0.8126, recall@top3: 0.8383, prec@top3: 0.6809, recall@top5: 0.9460, prec@top5: 0.4723, loss: 0.0327, grad_norm: 0.1034 2021-02-25 08:03:25,205 - mmaction - INFO - Epoch [18][1340/1921] lr: 1.500e-03, eta: 2:45:48, time: 2.183, data_time: 0.001, memory: 8675, loss_action_cls: 0.0316, recall@thr=0.5: 0.7505, prec@thr=0.5: 0.8143, recall@top3: 0.8427, prec@top3: 0.6771, recall@top5: 0.9489, prec@top5: 0.4700, loss: 0.0316, grad_norm: 0.1028 2021-02-25 08:04:09,094 - mmaction - INFO - Epoch [18][1360/1921] lr: 1.500e-03, eta: 2:45:03, time: 2.194, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7437, prec@thr=0.5: 0.8123, recall@top3: 0.8353, prec@top3: 0.6944, recall@top5: 0.9492, prec@top5: 0.4855, loss: 0.0325, grad_norm: 0.1030 2021-02-25 08:04:54,129 - mmaction - INFO - Epoch [18][1380/1921] lr: 1.500e-03, eta: 2:44:18, time: 2.252, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7494, prec@thr=0.5: 0.8151, recall@top3: 0.8335, prec@top3: 0.6907, recall@top5: 0.9446, prec@top5: 0.4817, loss: 0.0331, grad_norm: 0.1006 2021-02-25 08:05:38,610 - mmaction - INFO - Epoch [18][1400/1921] lr: 1.500e-03, eta: 2:43:32, time: 2.224, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7543, prec@thr=0.5: 0.8152, recall@top3: 0.8399, prec@top3: 0.6889, recall@top5: 0.9505, prec@top5: 0.4807, loss: 0.0321, grad_norm: 0.1004 2021-02-25 08:06:23,108 - mmaction - INFO - Epoch [18][1420/1921] lr: 1.500e-03, eta: 2:42:47, time: 2.225, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7576, prec@thr=0.5: 0.8180, recall@top3: 0.8418, prec@top3: 0.6863, recall@top5: 0.9494, prec@top5: 0.4763, loss: 0.0319, grad_norm: 0.1002 2021-02-25 08:07:07,927 - mmaction - INFO - Epoch [18][1440/1921] lr: 1.500e-03, eta: 2:42:02, time: 2.241, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7436, prec@thr=0.5: 0.8002, recall@top3: 0.8367, prec@top3: 0.6855, recall@top5: 0.9493, prec@top5: 0.4780, loss: 0.0327, grad_norm: 0.0995 2021-02-25 08:07:52,282 - mmaction - INFO - Epoch [18][1460/1921] lr: 1.500e-03, eta: 2:41:17, time: 2.218, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7543, prec@thr=0.5: 0.8123, recall@top3: 0.8384, prec@top3: 0.6775, recall@top5: 0.9462, prec@top5: 0.4715, loss: 0.0322, grad_norm: 0.1018 2021-02-25 08:08:35,992 - mmaction - INFO - Epoch [18][1480/1921] lr: 1.500e-03, eta: 2:40:32, time: 2.185, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7441, prec@thr=0.5: 0.7986, recall@top3: 0.8356, prec@top3: 0.6751, recall@top5: 0.9497, prec@top5: 0.4725, loss: 0.0328, grad_norm: 0.1099 2021-02-25 08:09:19,754 - mmaction - INFO - Epoch [18][1500/1921] lr: 1.500e-03, eta: 2:39:47, time: 2.188, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7370, prec@thr=0.5: 0.8047, recall@top3: 0.8306, prec@top3: 0.6786, recall@top5: 0.9480, prec@top5: 0.4761, loss: 0.0333, grad_norm: 0.1048 2021-02-25 08:10:03,869 - mmaction - INFO - Epoch [18][1520/1921] lr: 1.500e-03, eta: 2:39:02, time: 2.206, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7322, prec@thr=0.5: 0.8011, recall@top3: 0.8250, prec@top3: 0.6679, recall@top5: 0.9443, prec@top5: 0.4701, loss: 0.0333, grad_norm: 0.1033 2021-02-25 08:10:47,295 - mmaction - INFO - Epoch [18][1540/1921] lr: 1.500e-03, eta: 2:38:17, time: 2.172, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7449, prec@thr=0.5: 0.8056, recall@top3: 0.8350, prec@top3: 0.6781, recall@top5: 0.9432, prec@top5: 0.4715, loss: 0.0328, grad_norm: 0.1029 2021-02-25 08:11:30,942 - mmaction - INFO - Epoch [18][1560/1921] lr: 1.500e-03, eta: 2:37:31, time: 2.182, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7410, prec@thr=0.5: 0.8043, recall@top3: 0.8319, prec@top3: 0.6789, recall@top5: 0.9456, prec@top5: 0.4738, loss: 0.0329, grad_norm: 0.1058 2021-02-25 08:12:14,349 - mmaction - INFO - Epoch [18][1580/1921] lr: 1.500e-03, eta: 2:36:46, time: 2.170, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7433, prec@thr=0.5: 0.8056, recall@top3: 0.8360, prec@top3: 0.6856, recall@top5: 0.9529, prec@top5: 0.4819, loss: 0.0322, grad_norm: 0.1066 2021-02-25 08:12:58,448 - mmaction - INFO - Epoch [18][1600/1921] lr: 1.500e-03, eta: 2:36:01, time: 2.205, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7489, prec@thr=0.5: 0.8216, recall@top3: 0.8336, prec@top3: 0.6899, recall@top5: 0.9466, prec@top5: 0.4825, loss: 0.0327, grad_norm: 0.1032 2021-02-25 08:13:42,786 - mmaction - INFO - Epoch [18][1620/1921] lr: 1.500e-03, eta: 2:35:16, time: 2.217, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7483, prec@thr=0.5: 0.8040, recall@top3: 0.8345, prec@top3: 0.6705, recall@top5: 0.9487, prec@top5: 0.4691, loss: 0.0320, grad_norm: 0.1037 2021-02-25 08:14:26,187 - mmaction - INFO - Epoch [18][1640/1921] lr: 1.500e-03, eta: 2:34:31, time: 2.170, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7550, prec@thr=0.5: 0.8160, recall@top3: 0.8416, prec@top3: 0.6894, recall@top5: 0.9546, prec@top5: 0.4813, loss: 0.0318, grad_norm: 0.1019 2021-02-25 08:15:10,058 - mmaction - INFO - Epoch [18][1660/1921] lr: 1.500e-03, eta: 2:33:45, time: 2.193, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7571, prec@thr=0.5: 0.8133, recall@top3: 0.8398, prec@top3: 0.6770, recall@top5: 0.9522, prec@top5: 0.4735, loss: 0.0320, grad_norm: 0.1020 2021-02-25 08:15:55,937 - mmaction - INFO - Epoch [18][1680/1921] lr: 1.500e-03, eta: 2:33:01, time: 2.294, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7482, prec@thr=0.5: 0.8126, recall@top3: 0.8264, prec@top3: 0.6839, recall@top5: 0.9446, prec@top5: 0.4806, loss: 0.0331, grad_norm: 0.0991 2021-02-25 08:16:40,030 - mmaction - INFO - Epoch [18][1700/1921] lr: 1.500e-03, eta: 2:32:16, time: 2.204, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7460, prec@thr=0.5: 0.8115, recall@top3: 0.8364, prec@top3: 0.6791, recall@top5: 0.9477, prec@top5: 0.4739, loss: 0.0325, grad_norm: 0.1004 2021-02-25 08:17:24,407 - mmaction - INFO - Epoch [18][1720/1921] lr: 1.500e-03, eta: 2:31:30, time: 2.219, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7513, prec@thr=0.5: 0.8149, recall@top3: 0.8406, prec@top3: 0.6832, recall@top5: 0.9510, prec@top5: 0.4765, loss: 0.0318, grad_norm: 0.1039 2021-02-25 08:18:09,092 - mmaction - INFO - Epoch [18][1740/1921] lr: 1.500e-03, eta: 2:30:45, time: 2.234, data_time: 0.001, memory: 8675, loss_action_cls: 0.0314, recall@thr=0.5: 0.7576, prec@thr=0.5: 0.8165, recall@top3: 0.8439, prec@top3: 0.6804, recall@top5: 0.9500, prec@top5: 0.4705, loss: 0.0314, grad_norm: 0.0971 2021-02-25 08:18:52,963 - mmaction - INFO - Epoch [18][1760/1921] lr: 1.500e-03, eta: 2:30:00, time: 2.194, data_time: 0.001, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7534, prec@thr=0.5: 0.8037, recall@top3: 0.8398, prec@top3: 0.6749, recall@top5: 0.9488, prec@top5: 0.4687, loss: 0.0317, grad_norm: 0.1042 2021-02-25 08:19:36,580 - mmaction - INFO - Epoch [18][1780/1921] lr: 1.500e-03, eta: 2:29:15, time: 2.181, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7450, prec@thr=0.5: 0.8042, recall@top3: 0.8329, prec@top3: 0.6764, recall@top5: 0.9427, prec@top5: 0.4714, loss: 0.0332, grad_norm: 0.1019 2021-02-25 08:20:20,495 - mmaction - INFO - Epoch [18][1800/1921] lr: 1.500e-03, eta: 2:28:30, time: 2.196, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7410, prec@thr=0.5: 0.8071, recall@top3: 0.8306, prec@top3: 0.6767, recall@top5: 0.9443, prec@top5: 0.4739, loss: 0.0332, grad_norm: 0.1047 2021-02-25 08:21:05,846 - mmaction - INFO - Epoch [18][1820/1921] lr: 1.500e-03, eta: 2:27:45, time: 2.268, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7513, prec@thr=0.5: 0.8159, recall@top3: 0.8379, prec@top3: 0.6816, recall@top5: 0.9483, prec@top5: 0.4747, loss: 0.0321, grad_norm: 0.0999 2021-02-25 08:21:50,544 - mmaction - INFO - Epoch [18][1840/1921] lr: 1.500e-03, eta: 2:27:00, time: 2.235, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7449, prec@thr=0.5: 0.8046, recall@top3: 0.8364, prec@top3: 0.6746, recall@top5: 0.9499, prec@top5: 0.4723, loss: 0.0324, grad_norm: 0.1020 2021-02-25 08:22:34,584 - mmaction - INFO - Epoch [18][1860/1921] lr: 1.500e-03, eta: 2:26:15, time: 2.202, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7367, prec@thr=0.5: 0.8096, recall@top3: 0.8318, prec@top3: 0.6663, recall@top5: 0.9452, prec@top5: 0.4674, loss: 0.0333, grad_norm: 0.1071 2021-02-25 08:23:18,503 - mmaction - INFO - Epoch [18][1880/1921] lr: 1.500e-03, eta: 2:25:30, time: 2.196, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7397, prec@thr=0.5: 0.8092, recall@top3: 0.8346, prec@top3: 0.6830, recall@top5: 0.9474, prec@top5: 0.4774, loss: 0.0329, grad_norm: 0.1033 2021-02-25 08:24:02,715 - mmaction - INFO - Epoch [18][1900/1921] lr: 1.500e-03, eta: 2:24:45, time: 2.211, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7403, prec@thr=0.5: 0.8172, recall@top3: 0.8390, prec@top3: 0.6800, recall@top5: 0.9501, prec@top5: 0.4723, loss: 0.0318, grad_norm: 0.1029 2021-02-25 08:24:46,417 - mmaction - INFO - Epoch [18][1920/1921] lr: 1.500e-03, eta: 2:24:00, time: 2.185, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7428, prec@thr=0.5: 0.8122, recall@top3: 0.8345, prec@top3: 0.6818, recall@top5: 0.9449, prec@top5: 0.4759, loss: 0.0327, grad_norm: 0.1004 2021-02-25 08:24:51,061 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-02-25 08:36:00,116 - mmaction - INFO - Evaluating mAP ... 2021-02-25 08:44:02,871 - mmaction - INFO - mAP@0.5IOU 0.2396 2021-02-25 08:44:03,970 - mmaction - INFO - Epoch(val) [18][1921] mAP@0.5IOU: 0.2396 2021-02-25 08:45:31,932 - mmaction - INFO - Epoch [19][20/1921] lr: 1.500e-03, eta: 2:23:19, time: 4.398, data_time: 2.246, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7454, prec@thr=0.5: 0.8103, recall@top3: 0.8331, prec@top3: 0.6874, recall@top5: 0.9441, prec@top5: 0.4790, loss: 0.0329, grad_norm: 0.1012 2021-02-25 08:46:15,923 - mmaction - INFO - Epoch [19][40/1921] lr: 1.500e-03, eta: 2:22:33, time: 2.199, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7478, prec@thr=0.5: 0.8068, recall@top3: 0.8297, prec@top3: 0.6922, recall@top5: 0.9478, prec@top5: 0.4863, loss: 0.0330, grad_norm: 0.1021 2021-02-25 08:46:59,670 - mmaction - INFO - Epoch [19][60/1921] lr: 1.500e-03, eta: 2:21:48, time: 2.187, data_time: 0.001, memory: 8675, loss_action_cls: 0.0316, recall@thr=0.5: 0.7554, prec@thr=0.5: 0.8176, recall@top3: 0.8427, prec@top3: 0.6932, recall@top5: 0.9542, prec@top5: 0.4833, loss: 0.0316, grad_norm: 0.1015 2021-02-25 08:47:43,305 - mmaction - INFO - Epoch [19][80/1921] lr: 1.500e-03, eta: 2:21:03, time: 2.182, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7470, prec@thr=0.5: 0.8069, recall@top3: 0.8384, prec@top3: 0.6750, recall@top5: 0.9470, prec@top5: 0.4688, loss: 0.0325, grad_norm: 0.1071 2021-02-25 08:48:27,567 - mmaction - INFO - Epoch [19][100/1921] lr: 1.500e-03, eta: 2:20:18, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0316, recall@thr=0.5: 0.7513, prec@thr=0.5: 0.8153, recall@top3: 0.8414, prec@top3: 0.6856, recall@top5: 0.9527, prec@top5: 0.4779, loss: 0.0316, grad_norm: 0.0997 2021-02-25 08:49:11,834 - mmaction - INFO - Epoch [19][120/1921] lr: 1.500e-03, eta: 2:19:33, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7559, prec@thr=0.5: 0.8085, recall@top3: 0.8401, prec@top3: 0.6751, recall@top5: 0.9497, prec@top5: 0.4699, loss: 0.0320, grad_norm: 0.1041 2021-02-25 08:49:56,199 - mmaction - INFO - Epoch [19][140/1921] lr: 1.500e-03, eta: 2:18:48, time: 2.218, data_time: 0.001, memory: 8675, loss_action_cls: 0.0340, recall@thr=0.5: 0.7335, prec@thr=0.5: 0.7996, recall@top3: 0.8258, prec@top3: 0.6758, recall@top5: 0.9403, prec@top5: 0.4755, loss: 0.0340, grad_norm: 0.1063 2021-02-25 08:50:40,229 - mmaction - INFO - Epoch [19][160/1921] lr: 1.500e-03, eta: 2:18:03, time: 2.201, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7487, prec@thr=0.5: 0.8103, recall@top3: 0.8420, prec@top3: 0.6739, recall@top5: 0.9509, prec@top5: 0.4679, loss: 0.0320, grad_norm: 0.1028 2021-02-25 08:51:25,320 - mmaction - INFO - Epoch [19][180/1921] lr: 1.500e-03, eta: 2:17:18, time: 2.255, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7518, prec@thr=0.5: 0.8182, recall@top3: 0.8409, prec@top3: 0.6825, recall@top5: 0.9494, prec@top5: 0.4755, loss: 0.0318, grad_norm: 0.0954 2021-02-25 08:52:09,433 - mmaction - INFO - Epoch [19][200/1921] lr: 1.500e-03, eta: 2:16:33, time: 2.205, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7454, prec@thr=0.5: 0.8119, recall@top3: 0.8319, prec@top3: 0.6800, recall@top5: 0.9458, prec@top5: 0.4759, loss: 0.0328, grad_norm: 0.1049 2021-02-25 08:52:53,394 - mmaction - INFO - Epoch [19][220/1921] lr: 1.500e-03, eta: 2:15:47, time: 2.198, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7505, prec@thr=0.5: 0.8106, recall@top3: 0.8402, prec@top3: 0.6892, recall@top5: 0.9508, prec@top5: 0.4802, loss: 0.0319, grad_norm: 0.0999 2021-02-25 08:53:38,356 - mmaction - INFO - Epoch [19][240/1921] lr: 1.500e-03, eta: 2:15:02, time: 2.248, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7472, prec@thr=0.5: 0.8051, recall@top3: 0.8360, prec@top3: 0.6815, recall@top5: 0.9470, prec@top5: 0.4749, loss: 0.0328, grad_norm: 0.1038 2021-02-25 08:54:22,479 - mmaction - INFO - Epoch [19][260/1921] lr: 1.500e-03, eta: 2:14:17, time: 2.206, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7492, prec@thr=0.5: 0.8106, recall@top3: 0.8395, prec@top3: 0.6859, recall@top5: 0.9527, prec@top5: 0.4803, loss: 0.0322, grad_norm: 0.1024 2021-02-25 08:55:06,659 - mmaction - INFO - Epoch [19][280/1921] lr: 1.500e-03, eta: 2:13:32, time: 2.209, data_time: 0.009, memory: 8675, loss_action_cls: 0.0312, recall@thr=0.5: 0.7566, prec@thr=0.5: 0.8124, recall@top3: 0.8408, prec@top3: 0.6841, recall@top5: 0.9561, prec@top5: 0.4783, loss: 0.0312, grad_norm: 0.1032 2021-02-25 08:55:51,592 - mmaction - INFO - Epoch [19][300/1921] lr: 1.500e-03, eta: 2:12:47, time: 2.247, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7472, prec@thr=0.5: 0.8125, recall@top3: 0.8374, prec@top3: 0.6889, recall@top5: 0.9516, prec@top5: 0.4815, loss: 0.0327, grad_norm: 0.1071 2021-02-25 08:56:34,768 - mmaction - INFO - Epoch [19][320/1921] lr: 1.500e-03, eta: 2:12:02, time: 2.159, data_time: 0.001, memory: 8675, loss_action_cls: 0.0314, recall@thr=0.5: 0.7516, prec@thr=0.5: 0.8204, recall@top3: 0.8428, prec@top3: 0.6867, recall@top5: 0.9532, prec@top5: 0.4774, loss: 0.0314, grad_norm: 0.1028 2021-02-25 08:57:19,094 - mmaction - INFO - Epoch [19][340/1921] lr: 1.500e-03, eta: 2:11:17, time: 2.216, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7524, prec@thr=0.5: 0.8131, recall@top3: 0.8388, prec@top3: 0.6793, recall@top5: 0.9465, prec@top5: 0.4724, loss: 0.0329, grad_norm: 0.1052 2021-02-25 08:58:03,967 - mmaction - INFO - Epoch [19][360/1921] lr: 1.500e-03, eta: 2:10:32, time: 2.244, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7584, prec@thr=0.5: 0.8099, recall@top3: 0.8407, prec@top3: 0.6798, recall@top5: 0.9518, prec@top5: 0.4739, loss: 0.0322, grad_norm: 0.1015 2021-02-25 08:58:47,755 - mmaction - INFO - Epoch [19][380/1921] lr: 1.500e-03, eta: 2:09:47, time: 2.189, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7496, prec@thr=0.5: 0.8149, recall@top3: 0.8344, prec@top3: 0.6890, recall@top5: 0.9490, prec@top5: 0.4827, loss: 0.0321, grad_norm: 0.1001 2021-02-25 08:59:32,209 - mmaction - INFO - Epoch [19][400/1921] lr: 1.500e-03, eta: 2:09:02, time: 2.223, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7553, prec@thr=0.5: 0.8130, recall@top3: 0.8386, prec@top3: 0.6808, recall@top5: 0.9531, prec@top5: 0.4758, loss: 0.0320, grad_norm: 0.1005 2021-02-25 09:00:15,098 - mmaction - INFO - Epoch [19][420/1921] lr: 1.500e-03, eta: 2:08:16, time: 2.144, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7452, prec@thr=0.5: 0.8070, recall@top3: 0.8378, prec@top3: 0.6678, recall@top5: 0.9483, prec@top5: 0.4646, loss: 0.0325, grad_norm: 0.1034 2021-02-25 09:00:59,504 - mmaction - INFO - Epoch [19][440/1921] lr: 1.500e-03, eta: 2:07:31, time: 2.221, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7492, prec@thr=0.5: 0.8158, recall@top3: 0.8397, prec@top3: 0.6833, recall@top5: 0.9484, prec@top5: 0.4749, loss: 0.0323, grad_norm: 0.1080 2021-02-25 09:01:44,706 - mmaction - INFO - Epoch [19][460/1921] lr: 1.500e-03, eta: 2:06:46, time: 2.260, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7438, prec@thr=0.5: 0.8072, recall@top3: 0.8377, prec@top3: 0.6879, recall@top5: 0.9478, prec@top5: 0.4789, loss: 0.0329, grad_norm: 0.1049 2021-02-25 09:02:29,376 - mmaction - INFO - Epoch [19][480/1921] lr: 1.500e-03, eta: 2:06:01, time: 2.233, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7340, prec@thr=0.5: 0.7969, recall@top3: 0.8296, prec@top3: 0.6754, recall@top5: 0.9458, prec@top5: 0.4739, loss: 0.0328, grad_norm: 0.1043 2021-02-25 09:03:13,796 - mmaction - INFO - Epoch [19][500/1921] lr: 1.500e-03, eta: 2:05:16, time: 2.221, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7411, prec@thr=0.5: 0.7956, recall@top3: 0.8315, prec@top3: 0.6723, recall@top5: 0.9493, prec@top5: 0.4718, loss: 0.0329, grad_norm: 0.1047 2021-02-25 09:03:57,854 - mmaction - INFO - Epoch [19][520/1921] lr: 1.500e-03, eta: 2:04:31, time: 2.203, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7389, prec@thr=0.5: 0.8052, recall@top3: 0.8408, prec@top3: 0.6789, recall@top5: 0.9524, prec@top5: 0.4717, loss: 0.0323, grad_norm: 0.1018 2021-02-25 09:04:42,411 - mmaction - INFO - Epoch [19][540/1921] lr: 1.500e-03, eta: 2:03:46, time: 2.228, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7383, prec@thr=0.5: 0.8098, recall@top3: 0.8348, prec@top3: 0.6841, recall@top5: 0.9467, prec@top5: 0.4769, loss: 0.0328, grad_norm: 0.1035 2021-02-25 09:05:27,157 - mmaction - INFO - Epoch [19][560/1921] lr: 1.500e-03, eta: 2:03:01, time: 2.238, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7535, prec@thr=0.5: 0.8121, recall@top3: 0.8397, prec@top3: 0.6824, recall@top5: 0.9478, prec@top5: 0.4744, loss: 0.0325, grad_norm: 0.1014 2021-02-25 09:06:11,245 - mmaction - INFO - Epoch [19][580/1921] lr: 1.500e-03, eta: 2:02:16, time: 2.204, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7534, prec@thr=0.5: 0.8148, recall@top3: 0.8386, prec@top3: 0.6827, recall@top5: 0.9483, prec@top5: 0.4759, loss: 0.0321, grad_norm: 0.1030 2021-02-25 09:06:55,043 - mmaction - INFO - Epoch [19][600/1921] lr: 1.500e-03, eta: 2:01:31, time: 2.190, data_time: 0.001, memory: 8675, loss_action_cls: 0.0313, recall@thr=0.5: 0.7569, prec@thr=0.5: 0.8203, recall@top3: 0.8464, prec@top3: 0.6872, recall@top5: 0.9516, prec@top5: 0.4760, loss: 0.0313, grad_norm: 0.1018 2021-02-25 09:07:39,087 - mmaction - INFO - Epoch [19][620/1921] lr: 1.500e-03, eta: 2:00:46, time: 2.202, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7403, prec@thr=0.5: 0.7986, recall@top3: 0.8363, prec@top3: 0.6712, recall@top5: 0.9511, prec@top5: 0.4693, loss: 0.0323, grad_norm: 0.1049 2021-02-25 09:08:23,729 - mmaction - INFO - Epoch [19][640/1921] lr: 1.500e-03, eta: 2:00:01, time: 2.232, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7459, prec@thr=0.5: 0.8080, recall@top3: 0.8337, prec@top3: 0.6774, recall@top5: 0.9494, prec@top5: 0.4752, loss: 0.0327, grad_norm: 0.1047 2021-02-25 09:09:07,639 - mmaction - INFO - Epoch [19][660/1921] lr: 1.500e-03, eta: 1:59:16, time: 2.195, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7404, prec@thr=0.5: 0.8108, recall@top3: 0.8391, prec@top3: 0.6771, recall@top5: 0.9485, prec@top5: 0.4700, loss: 0.0326, grad_norm: 0.1044 2021-02-25 09:09:51,242 - mmaction - INFO - Epoch [19][680/1921] lr: 1.500e-03, eta: 1:58:31, time: 2.180, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7410, prec@thr=0.5: 0.8123, recall@top3: 0.8341, prec@top3: 0.6767, recall@top5: 0.9483, prec@top5: 0.4728, loss: 0.0327, grad_norm: 0.1025 2021-02-25 09:10:35,254 - mmaction - INFO - Epoch [19][700/1921] lr: 1.500e-03, eta: 1:57:45, time: 2.201, data_time: 0.001, memory: 8675, loss_action_cls: 0.0316, recall@thr=0.5: 0.7542, prec@thr=0.5: 0.8160, recall@top3: 0.8444, prec@top3: 0.6805, recall@top5: 0.9456, prec@top5: 0.4692, loss: 0.0316, grad_norm: 0.1040 2021-02-25 09:11:18,592 - mmaction - INFO - Epoch [19][720/1921] lr: 1.500e-03, eta: 1:57:00, time: 2.167, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7506, prec@thr=0.5: 0.8122, recall@top3: 0.8417, prec@top3: 0.6885, recall@top5: 0.9499, prec@top5: 0.4778, loss: 0.0319, grad_norm: 0.1001 2021-02-25 09:12:03,128 - mmaction - INFO - Epoch [19][740/1921] lr: 1.500e-03, eta: 1:56:15, time: 2.227, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7476, prec@thr=0.5: 0.8225, recall@top3: 0.8446, prec@top3: 0.6865, recall@top5: 0.9492, prec@top5: 0.4758, loss: 0.0321, grad_norm: 0.0996 2021-02-25 09:12:47,133 - mmaction - INFO - Epoch [19][760/1921] lr: 1.500e-03, eta: 1:55:30, time: 2.200, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7465, prec@thr=0.5: 0.8078, recall@top3: 0.8393, prec@top3: 0.6801, recall@top5: 0.9479, prec@top5: 0.4727, loss: 0.0324, grad_norm: 0.1018 2021-02-25 09:13:30,979 - mmaction - INFO - Epoch [19][780/1921] lr: 1.500e-03, eta: 1:54:45, time: 2.192, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7362, prec@thr=0.5: 0.8065, recall@top3: 0.8360, prec@top3: 0.6779, recall@top5: 0.9486, prec@top5: 0.4736, loss: 0.0328, grad_norm: 0.1082 2021-02-25 09:14:15,020 - mmaction - INFO - Epoch [19][800/1921] lr: 1.500e-03, eta: 1:54:00, time: 2.202, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7498, prec@thr=0.5: 0.8087, recall@top3: 0.8320, prec@top3: 0.6928, recall@top5: 0.9479, prec@top5: 0.4860, loss: 0.0325, grad_norm: 0.1082 2021-02-25 09:15:00,045 - mmaction - INFO - Epoch [19][820/1921] lr: 1.500e-03, eta: 1:53:15, time: 2.251, data_time: 0.001, memory: 8675, loss_action_cls: 0.0338, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8087, recall@top3: 0.8282, prec@top3: 0.7000, recall@top5: 0.9455, prec@top5: 0.4919, loss: 0.0338, grad_norm: 0.1031 2021-02-25 09:15:44,886 - mmaction - INFO - Epoch [19][840/1921] lr: 1.500e-03, eta: 1:52:30, time: 2.242, data_time: 0.001, memory: 8675, loss_action_cls: 0.0312, recall@thr=0.5: 0.7620, prec@thr=0.5: 0.8138, recall@top3: 0.8452, prec@top3: 0.6826, recall@top5: 0.9521, prec@top5: 0.4749, loss: 0.0312, grad_norm: 0.0999 2021-02-25 09:16:29,247 - mmaction - INFO - Epoch [19][860/1921] lr: 1.500e-03, eta: 1:51:45, time: 2.218, data_time: 0.001, memory: 8675, loss_action_cls: 0.0315, recall@thr=0.5: 0.7587, prec@thr=0.5: 0.8131, recall@top3: 0.8406, prec@top3: 0.6913, recall@top5: 0.9529, prec@top5: 0.4812, loss: 0.0315, grad_norm: 0.1004 2021-02-25 09:17:13,039 - mmaction - INFO - Epoch [19][880/1921] lr: 1.500e-03, eta: 1:51:00, time: 2.190, data_time: 0.001, memory: 8675, loss_action_cls: 0.0316, recall@thr=0.5: 0.7497, prec@thr=0.5: 0.8058, recall@top3: 0.8424, prec@top3: 0.6810, recall@top5: 0.9528, prec@top5: 0.4736, loss: 0.0316, grad_norm: 0.1033 2021-02-25 09:17:57,246 - mmaction - INFO - Epoch [19][900/1921] lr: 1.500e-03, eta: 1:50:15, time: 2.210, data_time: 0.001, memory: 8675, loss_action_cls: 0.0316, recall@thr=0.5: 0.7573, prec@thr=0.5: 0.8140, recall@top3: 0.8405, prec@top3: 0.6823, recall@top5: 0.9511, prec@top5: 0.4761, loss: 0.0316, grad_norm: 0.1039 2021-02-25 09:18:41,442 - mmaction - INFO - Epoch [19][920/1921] lr: 1.500e-03, eta: 1:49:30, time: 2.210, data_time: 0.001, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7532, prec@thr=0.5: 0.8146, recall@top3: 0.8400, prec@top3: 0.6932, recall@top5: 0.9555, prec@top5: 0.4866, loss: 0.0317, grad_norm: 0.1044 2021-02-25 09:19:25,403 - mmaction - INFO - Epoch [19][940/1921] lr: 1.500e-03, eta: 1:48:45, time: 2.198, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7457, prec@thr=0.5: 0.8134, recall@top3: 0.8365, prec@top3: 0.6756, recall@top5: 0.9507, prec@top5: 0.4737, loss: 0.0326, grad_norm: 0.1011 2021-02-25 09:20:09,950 - mmaction - INFO - Epoch [19][960/1921] lr: 1.500e-03, eta: 1:48:00, time: 2.227, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7324, prec@thr=0.5: 0.8003, recall@top3: 0.8262, prec@top3: 0.6736, recall@top5: 0.9469, prec@top5: 0.4743, loss: 0.0332, grad_norm: 0.1052 2021-02-25 09:20:54,045 - mmaction - INFO - Epoch [19][980/1921] lr: 1.500e-03, eta: 1:47:15, time: 2.205, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7527, prec@thr=0.5: 0.8172, recall@top3: 0.8406, prec@top3: 0.6878, recall@top5: 0.9501, prec@top5: 0.4785, loss: 0.0318, grad_norm: 0.0991 2021-02-25 09:21:38,709 - mmaction - INFO - Epoch [19][1000/1921] lr: 1.500e-03, eta: 1:46:30, time: 2.233, data_time: 0.001, memory: 8675, loss_action_cls: 0.0316, recall@thr=0.5: 0.7534, prec@thr=0.5: 0.8076, recall@top3: 0.8419, prec@top3: 0.6848, recall@top5: 0.9522, prec@top5: 0.4772, loss: 0.0316, grad_norm: 0.1030 2021-02-25 09:22:22,961 - mmaction - INFO - Epoch [19][1020/1921] lr: 1.500e-03, eta: 1:45:44, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7472, prec@thr=0.5: 0.8127, recall@top3: 0.8367, prec@top3: 0.6872, recall@top5: 0.9492, prec@top5: 0.4793, loss: 0.0325, grad_norm: 0.1012 2021-02-25 09:23:06,984 - mmaction - INFO - Epoch [19][1040/1921] lr: 1.500e-03, eta: 1:44:59, time: 2.201, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7529, prec@thr=0.5: 0.8119, recall@top3: 0.8433, prec@top3: 0.6793, recall@top5: 0.9474, prec@top5: 0.4709, loss: 0.0318, grad_norm: 0.1038 2021-02-25 09:23:50,994 - mmaction - INFO - Epoch [19][1060/1921] lr: 1.500e-03, eta: 1:44:14, time: 2.201, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7509, prec@thr=0.5: 0.8038, recall@top3: 0.8381, prec@top3: 0.6757, recall@top5: 0.9485, prec@top5: 0.4704, loss: 0.0322, grad_norm: 0.1041 2021-02-25 09:24:35,068 - mmaction - INFO - Epoch [19][1080/1921] lr: 1.500e-03, eta: 1:43:29, time: 2.204, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7489, prec@thr=0.5: 0.8122, recall@top3: 0.8394, prec@top3: 0.6762, recall@top5: 0.9527, prec@top5: 0.4733, loss: 0.0319, grad_norm: 0.1042 2021-02-25 09:25:19,326 - mmaction - INFO - Epoch [19][1100/1921] lr: 1.500e-03, eta: 1:42:44, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7465, prec@thr=0.5: 0.8152, recall@top3: 0.8359, prec@top3: 0.6791, recall@top5: 0.9495, prec@top5: 0.4747, loss: 0.0322, grad_norm: 0.1023 2021-02-25 09:26:03,071 - mmaction - INFO - Epoch [19][1120/1921] lr: 1.500e-03, eta: 1:41:59, time: 2.187, data_time: 0.001, memory: 8675, loss_action_cls: 0.0315, recall@thr=0.5: 0.7543, prec@thr=0.5: 0.8254, recall@top3: 0.8437, prec@top3: 0.6942, recall@top5: 0.9518, prec@top5: 0.4824, loss: 0.0315, grad_norm: 0.1056 2021-02-25 09:26:47,852 - mmaction - INFO - Epoch [19][1140/1921] lr: 1.500e-03, eta: 1:41:14, time: 2.239, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7551, prec@thr=0.5: 0.8125, recall@top3: 0.8405, prec@top3: 0.6827, recall@top5: 0.9479, prec@top5: 0.4749, loss: 0.0322, grad_norm: 0.1024 2021-02-25 09:27:31,732 - mmaction - INFO - Epoch [19][1160/1921] lr: 1.500e-03, eta: 1:40:29, time: 2.194, data_time: 0.004, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7550, prec@thr=0.5: 0.8187, recall@top3: 0.8364, prec@top3: 0.6800, recall@top5: 0.9508, prec@top5: 0.4766, loss: 0.0321, grad_norm: 0.1055 2021-02-25 09:28:15,790 - mmaction - INFO - Epoch [19][1180/1921] lr: 1.500e-03, eta: 1:39:44, time: 2.203, data_time: 0.001, memory: 8675, loss_action_cls: 0.0312, recall@thr=0.5: 0.7507, prec@thr=0.5: 0.8182, recall@top3: 0.8416, prec@top3: 0.6920, recall@top5: 0.9536, prec@top5: 0.4822, loss: 0.0312, grad_norm: 0.1036 2021-02-25 09:28:59,622 - mmaction - INFO - Epoch [19][1200/1921] lr: 1.500e-03, eta: 1:38:59, time: 2.192, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7503, prec@thr=0.5: 0.8142, recall@top3: 0.8340, prec@top3: 0.6807, recall@top5: 0.9478, prec@top5: 0.4765, loss: 0.0321, grad_norm: 0.1033 2021-02-25 09:29:44,332 - mmaction - INFO - Epoch [19][1220/1921] lr: 1.500e-03, eta: 1:38:14, time: 2.235, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7448, prec@thr=0.5: 0.8040, recall@top3: 0.8337, prec@top3: 0.6876, recall@top5: 0.9480, prec@top5: 0.4809, loss: 0.0326, grad_norm: 0.1036 2021-02-25 09:30:28,274 - mmaction - INFO - Epoch [19][1240/1921] lr: 1.500e-03, eta: 1:37:29, time: 2.197, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7525, prec@thr=0.5: 0.8157, recall@top3: 0.8317, prec@top3: 0.6828, recall@top5: 0.9475, prec@top5: 0.4808, loss: 0.0324, grad_norm: 0.1048 2021-02-25 09:31:12,778 - mmaction - INFO - Epoch [19][1260/1921] lr: 1.500e-03, eta: 1:36:44, time: 2.225, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8094, recall@top3: 0.8377, prec@top3: 0.6840, recall@top5: 0.9480, prec@top5: 0.4757, loss: 0.0323, grad_norm: 0.1018 2021-02-25 09:31:55,977 - mmaction - INFO - Epoch [19][1280/1921] lr: 1.500e-03, eta: 1:35:59, time: 2.160, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7444, prec@thr=0.5: 0.8071, recall@top3: 0.8321, prec@top3: 0.6714, recall@top5: 0.9432, prec@top5: 0.4693, loss: 0.0333, grad_norm: 0.1049 2021-02-25 09:32:39,372 - mmaction - INFO - Epoch [19][1300/1921] lr: 1.500e-03, eta: 1:35:14, time: 2.170, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7513, prec@thr=0.5: 0.8194, recall@top3: 0.8401, prec@top3: 0.6828, recall@top5: 0.9532, prec@top5: 0.4776, loss: 0.0318, grad_norm: 0.1032 2021-02-25 09:33:23,643 - mmaction - INFO - Epoch [19][1320/1921] lr: 1.500e-03, eta: 1:34:29, time: 2.214, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7506, prec@thr=0.5: 0.8122, recall@top3: 0.8361, prec@top3: 0.6842, recall@top5: 0.9498, prec@top5: 0.4778, loss: 0.0321, grad_norm: 0.1021 2021-02-25 09:34:08,173 - mmaction - INFO - Epoch [19][1340/1921] lr: 1.500e-03, eta: 1:33:44, time: 2.226, data_time: 0.001, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7563, prec@thr=0.5: 0.8084, recall@top3: 0.8387, prec@top3: 0.6874, recall@top5: 0.9494, prec@top5: 0.4779, loss: 0.0317, grad_norm: 0.0990 2021-02-25 09:34:52,139 - mmaction - INFO - Epoch [19][1360/1921] lr: 1.500e-03, eta: 1:32:59, time: 2.198, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7386, prec@thr=0.5: 0.7995, recall@top3: 0.8289, prec@top3: 0.6706, recall@top5: 0.9459, prec@top5: 0.4714, loss: 0.0330, grad_norm: 0.1064 2021-02-25 09:35:36,452 - mmaction - INFO - Epoch [19][1380/1921] lr: 1.500e-03, eta: 1:32:14, time: 2.216, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7411, prec@thr=0.5: 0.8006, recall@top3: 0.8319, prec@top3: 0.6774, recall@top5: 0.9473, prec@top5: 0.4746, loss: 0.0330, grad_norm: 0.1049 2021-02-25 09:36:20,051 - mmaction - INFO - Epoch [19][1400/1921] lr: 1.500e-03, eta: 1:31:28, time: 2.180, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7387, prec@thr=0.5: 0.8034, recall@top3: 0.8354, prec@top3: 0.6826, recall@top5: 0.9491, prec@top5: 0.4772, loss: 0.0326, grad_norm: 0.1051 2021-02-25 09:37:04,458 - mmaction - INFO - Epoch [19][1420/1921] lr: 1.500e-03, eta: 1:30:43, time: 2.220, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7469, prec@thr=0.5: 0.8106, recall@top3: 0.8375, prec@top3: 0.6751, recall@top5: 0.9527, prec@top5: 0.4722, loss: 0.0320, grad_norm: 0.1055 2021-02-25 09:37:48,418 - mmaction - INFO - Epoch [19][1440/1921] lr: 1.500e-03, eta: 1:29:58, time: 2.198, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7530, prec@thr=0.5: 0.8166, recall@top3: 0.8395, prec@top3: 0.6907, recall@top5: 0.9504, prec@top5: 0.4823, loss: 0.0322, grad_norm: 0.1036 2021-02-25 09:38:32,436 - mmaction - INFO - Epoch [19][1460/1921] lr: 1.500e-03, eta: 1:29:13, time: 2.201, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7392, prec@thr=0.5: 0.8067, recall@top3: 0.8394, prec@top3: 0.6787, recall@top5: 0.9501, prec@top5: 0.4717, loss: 0.0331, grad_norm: 0.1038 2021-02-25 09:39:16,723 - mmaction - INFO - Epoch [19][1480/1921] lr: 1.500e-03, eta: 1:28:28, time: 2.215, data_time: 0.001, memory: 8675, loss_action_cls: 0.0316, recall@thr=0.5: 0.7530, prec@thr=0.5: 0.8135, recall@top3: 0.8449, prec@top3: 0.6944, recall@top5: 0.9498, prec@top5: 0.4806, loss: 0.0316, grad_norm: 0.0991 2021-02-25 09:40:00,449 - mmaction - INFO - Epoch [19][1500/1921] lr: 1.500e-03, eta: 1:27:43, time: 2.186, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7470, prec@thr=0.5: 0.8022, recall@top3: 0.8372, prec@top3: 0.6711, recall@top5: 0.9455, prec@top5: 0.4676, loss: 0.0326, grad_norm: 0.1033 2021-02-25 09:40:44,416 - mmaction - INFO - Epoch [19][1520/1921] lr: 1.500e-03, eta: 1:26:58, time: 2.198, data_time: 0.001, memory: 8675, loss_action_cls: 0.0313, recall@thr=0.5: 0.7536, prec@thr=0.5: 0.8119, recall@top3: 0.8468, prec@top3: 0.6850, recall@top5: 0.9515, prec@top5: 0.4743, loss: 0.0313, grad_norm: 0.1049 2021-02-25 09:41:29,216 - mmaction - INFO - Epoch [19][1540/1921] lr: 1.500e-03, eta: 1:26:13, time: 2.240, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7349, prec@thr=0.5: 0.8061, recall@top3: 0.8319, prec@top3: 0.6787, recall@top5: 0.9464, prec@top5: 0.4747, loss: 0.0328, grad_norm: 0.1038 2021-02-25 09:42:12,828 - mmaction - INFO - Epoch [19][1560/1921] lr: 1.500e-03, eta: 1:25:28, time: 2.180, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7490, prec@thr=0.5: 0.8111, recall@top3: 0.8381, prec@top3: 0.6867, recall@top5: 0.9476, prec@top5: 0.4772, loss: 0.0321, grad_norm: 0.1048 2021-02-25 09:42:57,346 - mmaction - INFO - Epoch [19][1580/1921] lr: 1.500e-03, eta: 1:24:43, time: 2.226, data_time: 0.001, memory: 8675, loss_action_cls: 0.0315, recall@thr=0.5: 0.7493, prec@thr=0.5: 0.8118, recall@top3: 0.8445, prec@top3: 0.6721, recall@top5: 0.9513, prec@top5: 0.4660, loss: 0.0315, grad_norm: 0.1041 2021-02-25 09:43:41,132 - mmaction - INFO - Epoch [19][1600/1921] lr: 1.500e-03, eta: 1:23:58, time: 2.189, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7407, prec@thr=0.5: 0.8059, recall@top3: 0.8410, prec@top3: 0.6779, recall@top5: 0.9500, prec@top5: 0.4713, loss: 0.0323, grad_norm: 0.1029 2021-02-25 09:44:25,134 - mmaction - INFO - Epoch [19][1620/1921] lr: 1.500e-03, eta: 1:23:13, time: 2.200, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7512, prec@thr=0.5: 0.8120, recall@top3: 0.8368, prec@top3: 0.6839, recall@top5: 0.9457, prec@top5: 0.4750, loss: 0.0327, grad_norm: 0.1026 2021-02-25 09:45:08,600 - mmaction - INFO - Epoch [19][1640/1921] lr: 1.500e-03, eta: 1:22:28, time: 2.173, data_time: 0.001, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7425, prec@thr=0.5: 0.8079, recall@top3: 0.8402, prec@top3: 0.6775, recall@top5: 0.9541, prec@top5: 0.4740, loss: 0.0317, grad_norm: 0.1027 2021-02-25 09:45:52,405 - mmaction - INFO - Epoch [19][1660/1921] lr: 1.500e-03, eta: 1:21:43, time: 2.190, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7397, prec@thr=0.5: 0.8045, recall@top3: 0.8291, prec@top3: 0.6743, recall@top5: 0.9502, prec@top5: 0.4759, loss: 0.0330, grad_norm: 0.1036 2021-02-25 09:46:36,295 - mmaction - INFO - Epoch [19][1680/1921] lr: 1.500e-03, eta: 1:20:58, time: 2.195, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7452, prec@thr=0.5: 0.8123, recall@top3: 0.8400, prec@top3: 0.6734, recall@top5: 0.9470, prec@top5: 0.4667, loss: 0.0324, grad_norm: 0.1011 2021-02-25 09:47:20,484 - mmaction - INFO - Epoch [19][1700/1921] lr: 1.500e-03, eta: 1:20:13, time: 2.209, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7458, prec@thr=0.5: 0.8138, recall@top3: 0.8411, prec@top3: 0.6834, recall@top5: 0.9474, prec@top5: 0.4741, loss: 0.0322, grad_norm: 0.1000 2021-02-25 09:48:04,639 - mmaction - INFO - Epoch [19][1720/1921] lr: 1.500e-03, eta: 1:19:28, time: 2.208, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7496, prec@thr=0.5: 0.8107, recall@top3: 0.8394, prec@top3: 0.6806, recall@top5: 0.9487, prec@top5: 0.4729, loss: 0.0322, grad_norm: 0.1028 2021-02-25 09:48:48,265 - mmaction - INFO - Epoch [19][1740/1921] lr: 1.500e-03, eta: 1:18:43, time: 2.181, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7500, prec@thr=0.5: 0.8097, recall@top3: 0.8341, prec@top3: 0.6823, recall@top5: 0.9465, prec@top5: 0.4762, loss: 0.0326, grad_norm: 0.1046 2021-02-25 09:49:32,408 - mmaction - INFO - Epoch [19][1760/1921] lr: 1.500e-03, eta: 1:17:58, time: 2.207, data_time: 0.001, memory: 8675, loss_action_cls: 0.0314, recall@thr=0.5: 0.7544, prec@thr=0.5: 0.8154, recall@top3: 0.8455, prec@top3: 0.6879, recall@top5: 0.9491, prec@top5: 0.4748, loss: 0.0314, grad_norm: 0.1011 2021-02-25 09:50:17,097 - mmaction - INFO - Epoch [19][1780/1921] lr: 1.500e-03, eta: 1:17:13, time: 2.235, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7438, prec@thr=0.5: 0.8102, recall@top3: 0.8339, prec@top3: 0.6908, recall@top5: 0.9486, prec@top5: 0.4839, loss: 0.0326, grad_norm: 0.1034 2021-02-25 09:51:01,948 - mmaction - INFO - Epoch [19][1800/1921] lr: 1.500e-03, eta: 1:16:28, time: 2.242, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7445, prec@thr=0.5: 0.8000, recall@top3: 0.8359, prec@top3: 0.6772, recall@top5: 0.9487, prec@top5: 0.4729, loss: 0.0331, grad_norm: 0.1057 2021-02-25 09:51:45,693 - mmaction - INFO - Epoch [19][1820/1921] lr: 1.500e-03, eta: 1:15:43, time: 2.187, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7497, prec@thr=0.5: 0.8050, recall@top3: 0.8364, prec@top3: 0.6780, recall@top5: 0.9472, prec@top5: 0.4729, loss: 0.0327, grad_norm: 0.1039 2021-02-25 09:52:29,913 - mmaction - INFO - Epoch [19][1840/1921] lr: 1.500e-03, eta: 1:14:58, time: 2.211, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7470, prec@thr=0.5: 0.8113, recall@top3: 0.8405, prec@top3: 0.6770, recall@top5: 0.9490, prec@top5: 0.4700, loss: 0.0321, grad_norm: 0.1057 2021-02-25 09:53:14,197 - mmaction - INFO - Epoch [19][1860/1921] lr: 1.500e-03, eta: 1:14:13, time: 2.214, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7448, prec@thr=0.5: 0.8194, recall@top3: 0.8393, prec@top3: 0.6798, recall@top5: 0.9486, prec@top5: 0.4724, loss: 0.0322, grad_norm: 0.1001 2021-02-25 09:53:57,760 - mmaction - INFO - Epoch [19][1880/1921] lr: 1.500e-03, eta: 1:13:28, time: 2.178, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7502, prec@thr=0.5: 0.8086, recall@top3: 0.8398, prec@top3: 0.6824, recall@top5: 0.9473, prec@top5: 0.4735, loss: 0.0324, grad_norm: 0.1039 2021-02-25 09:54:41,098 - mmaction - INFO - Epoch [19][1900/1921] lr: 1.500e-03, eta: 1:12:43, time: 2.167, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7429, prec@thr=0.5: 0.8064, recall@top3: 0.8297, prec@top3: 0.6752, recall@top5: 0.9442, prec@top5: 0.4720, loss: 0.0326, grad_norm: 0.1059 2021-02-25 09:55:24,224 - mmaction - INFO - Epoch [19][1920/1921] lr: 1.500e-03, eta: 1:11:58, time: 2.156, data_time: 0.001, memory: 8675, loss_action_cls: 0.0319, recall@thr=0.5: 0.7496, prec@thr=0.5: 0.8115, recall@top3: 0.8407, prec@top3: 0.6826, recall@top5: 0.9485, prec@top5: 0.4735, loss: 0.0319, grad_norm: 0.1049 2021-02-25 09:55:28,208 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-02-25 10:06:43,191 - mmaction - INFO - Evaluating mAP ... 2021-02-25 10:14:39,171 - mmaction - INFO - mAP@0.5IOU 0.2393 2021-02-25 10:14:40,253 - mmaction - INFO - Epoch(val) [19][1921] mAP@0.5IOU: 0.2393 2021-02-25 10:16:08,290 - mmaction - INFO - Epoch [20][20/1921] lr: 1.500e-03, eta: 1:11:14, time: 4.402, data_time: 2.259, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7369, prec@thr=0.5: 0.8016, recall@top3: 0.8339, prec@top3: 0.6767, recall@top5: 0.9464, prec@top5: 0.4732, loss: 0.0331, grad_norm: 0.1016 2021-02-25 10:16:51,800 - mmaction - INFO - Epoch [20][40/1921] lr: 1.500e-03, eta: 1:10:29, time: 2.175, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7447, prec@thr=0.5: 0.8090, recall@top3: 0.8323, prec@top3: 0.6773, recall@top5: 0.9483, prec@top5: 0.4753, loss: 0.0325, grad_norm: 0.1036 2021-02-25 10:17:36,023 - mmaction - INFO - Epoch [20][60/1921] lr: 1.500e-03, eta: 1:09:44, time: 2.211, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7457, prec@thr=0.5: 0.8009, recall@top3: 0.8332, prec@top3: 0.6728, recall@top5: 0.9478, prec@top5: 0.4706, loss: 0.0330, grad_norm: 0.1070 2021-02-25 10:18:20,227 - mmaction - INFO - Epoch [20][80/1921] lr: 1.500e-03, eta: 1:08:58, time: 2.210, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7417, prec@thr=0.5: 0.8097, recall@top3: 0.8370, prec@top3: 0.6771, recall@top5: 0.9496, prec@top5: 0.4727, loss: 0.0325, grad_norm: 0.1013 2021-02-25 10:19:04,885 - mmaction - INFO - Epoch [20][100/1921] lr: 1.500e-03, eta: 1:08:14, time: 2.233, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7385, prec@thr=0.5: 0.8045, recall@top3: 0.8351, prec@top3: 0.6804, recall@top5: 0.9459, prec@top5: 0.4746, loss: 0.0330, grad_norm: 0.1007 2021-02-25 10:19:49,899 - mmaction - INFO - Epoch [20][120/1921] lr: 1.500e-03, eta: 1:07:29, time: 2.251, data_time: 0.001, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7547, prec@thr=0.5: 0.8170, recall@top3: 0.8444, prec@top3: 0.6891, recall@top5: 0.9538, prec@top5: 0.4798, loss: 0.0317, grad_norm: 0.0990 2021-02-25 10:20:34,209 - mmaction - INFO - Epoch [20][140/1921] lr: 1.500e-03, eta: 1:06:44, time: 2.215, data_time: 0.001, memory: 8675, loss_action_cls: 0.0315, recall@thr=0.5: 0.7540, prec@thr=0.5: 0.8117, recall@top3: 0.8438, prec@top3: 0.6762, recall@top5: 0.9508, prec@top5: 0.4681, loss: 0.0315, grad_norm: 0.0992 2021-02-25 10:21:18,076 - mmaction - INFO - Epoch [20][160/1921] lr: 1.500e-03, eta: 1:05:59, time: 2.193, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8137, recall@top3: 0.8366, prec@top3: 0.6825, recall@top5: 0.9513, prec@top5: 0.4777, loss: 0.0325, grad_norm: 0.1047 2021-02-25 10:22:01,715 - mmaction - INFO - Epoch [20][180/1921] lr: 1.500e-03, eta: 1:05:13, time: 2.182, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7417, prec@thr=0.5: 0.8112, recall@top3: 0.8426, prec@top3: 0.6743, recall@top5: 0.9502, prec@top5: 0.4682, loss: 0.0321, grad_norm: 0.1021 2021-02-25 10:22:46,131 - mmaction - INFO - Epoch [20][200/1921] lr: 1.500e-03, eta: 1:04:28, time: 2.221, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7369, prec@thr=0.5: 0.8092, recall@top3: 0.8282, prec@top3: 0.6743, recall@top5: 0.9446, prec@top5: 0.4728, loss: 0.0329, grad_norm: 0.1034 2021-02-25 10:23:30,929 - mmaction - INFO - Epoch [20][220/1921] lr: 1.500e-03, eta: 1:03:43, time: 2.240, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7492, prec@thr=0.5: 0.8173, recall@top3: 0.8349, prec@top3: 0.6886, recall@top5: 0.9512, prec@top5: 0.4850, loss: 0.0322, grad_norm: 0.1002 2021-02-25 10:24:14,463 - mmaction - INFO - Epoch [20][240/1921] lr: 1.500e-03, eta: 1:02:58, time: 2.177, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7486, prec@thr=0.5: 0.8122, recall@top3: 0.8379, prec@top3: 0.6855, recall@top5: 0.9491, prec@top5: 0.4770, loss: 0.0323, grad_norm: 0.1029 2021-02-25 10:24:58,777 - mmaction - INFO - Epoch [20][260/1921] lr: 1.500e-03, eta: 1:02:13, time: 2.216, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7481, prec@thr=0.5: 0.7998, recall@top3: 0.8326, prec@top3: 0.6752, recall@top5: 0.9428, prec@top5: 0.4700, loss: 0.0331, grad_norm: 0.1061 2021-02-25 10:25:43,047 - mmaction - INFO - Epoch [20][280/1921] lr: 1.500e-03, eta: 1:01:28, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7449, prec@thr=0.5: 0.8109, recall@top3: 0.8362, prec@top3: 0.6739, recall@top5: 0.9467, prec@top5: 0.4688, loss: 0.0321, grad_norm: 0.1019 2021-02-25 10:26:27,881 - mmaction - INFO - Epoch [20][300/1921] lr: 1.500e-03, eta: 1:00:43, time: 2.242, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7460, prec@thr=0.5: 0.8162, recall@top3: 0.8386, prec@top3: 0.6861, recall@top5: 0.9500, prec@top5: 0.4788, loss: 0.0322, grad_norm: 0.1001 2021-02-25 10:27:12,128 - mmaction - INFO - Epoch [20][320/1921] lr: 1.500e-03, eta: 0:59:58, time: 2.212, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7475, prec@thr=0.5: 0.8021, recall@top3: 0.8345, prec@top3: 0.6781, recall@top5: 0.9439, prec@top5: 0.4709, loss: 0.0331, grad_norm: 0.1067 2021-02-25 10:27:56,120 - mmaction - INFO - Epoch [20][340/1921] lr: 1.500e-03, eta: 0:59:13, time: 2.200, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7458, prec@thr=0.5: 0.8111, recall@top3: 0.8387, prec@top3: 0.6809, recall@top5: 0.9482, prec@top5: 0.4740, loss: 0.0323, grad_norm: 0.1027 2021-02-25 10:28:40,361 - mmaction - INFO - Epoch [20][360/1921] lr: 1.500e-03, eta: 0:58:28, time: 2.212, data_time: 0.001, memory: 8675, loss_action_cls: 0.0316, recall@thr=0.5: 0.7478, prec@thr=0.5: 0.8108, recall@top3: 0.8402, prec@top3: 0.6893, recall@top5: 0.9550, prec@top5: 0.4826, loss: 0.0316, grad_norm: 0.1015 2021-02-25 10:29:24,317 - mmaction - INFO - Epoch [20][380/1921] lr: 1.500e-03, eta: 0:57:43, time: 2.198, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7399, prec@thr=0.5: 0.8152, recall@top3: 0.8344, prec@top3: 0.6913, recall@top5: 0.9461, prec@top5: 0.4829, loss: 0.0332, grad_norm: 0.1025 2021-02-25 10:30:09,097 - mmaction - INFO - Epoch [20][400/1921] lr: 1.500e-03, eta: 0:56:58, time: 2.239, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7499, prec@thr=0.5: 0.8080, recall@top3: 0.8374, prec@top3: 0.6813, recall@top5: 0.9483, prec@top5: 0.4753, loss: 0.0322, grad_norm: 0.1031 2021-02-25 10:30:53,502 - mmaction - INFO - Epoch [20][420/1921] lr: 1.500e-03, eta: 0:56:13, time: 2.221, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7412, prec@thr=0.5: 0.8076, recall@top3: 0.8338, prec@top3: 0.6778, recall@top5: 0.9479, prec@top5: 0.4736, loss: 0.0325, grad_norm: 0.1044 2021-02-25 10:31:37,666 - mmaction - INFO - Epoch [20][440/1921] lr: 1.500e-03, eta: 0:55:28, time: 2.208, data_time: 0.001, memory: 8675, loss_action_cls: 0.0312, recall@thr=0.5: 0.7609, prec@thr=0.5: 0.8135, recall@top3: 0.8462, prec@top3: 0.6929, recall@top5: 0.9552, prec@top5: 0.4822, loss: 0.0312, grad_norm: 0.1019 2021-02-25 10:32:21,687 - mmaction - INFO - Epoch [20][460/1921] lr: 1.500e-03, eta: 0:54:43, time: 2.201, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7462, prec@thr=0.5: 0.8134, recall@top3: 0.8361, prec@top3: 0.6843, recall@top5: 0.9500, prec@top5: 0.4789, loss: 0.0321, grad_norm: 0.1002 2021-02-25 10:33:05,615 - mmaction - INFO - Epoch [20][480/1921] lr: 1.500e-03, eta: 0:53:58, time: 2.196, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7513, prec@thr=0.5: 0.8091, recall@top3: 0.8360, prec@top3: 0.6768, recall@top5: 0.9467, prec@top5: 0.4722, loss: 0.0329, grad_norm: 0.1027 2021-02-25 10:33:49,605 - mmaction - INFO - Epoch [20][500/1921] lr: 1.500e-03, eta: 0:53:13, time: 2.199, data_time: 0.001, memory: 8675, loss_action_cls: 0.0331, recall@thr=0.5: 0.7447, prec@thr=0.5: 0.8096, recall@top3: 0.8326, prec@top3: 0.6768, recall@top5: 0.9452, prec@top5: 0.4742, loss: 0.0331, grad_norm: 0.1034 2021-02-25 10:34:34,130 - mmaction - INFO - Epoch [20][520/1921] lr: 1.500e-03, eta: 0:52:28, time: 2.226, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7509, prec@thr=0.5: 0.8048, recall@top3: 0.8403, prec@top3: 0.6753, recall@top5: 0.9508, prec@top5: 0.4711, loss: 0.0322, grad_norm: 0.1014 2021-02-25 10:35:19,027 - mmaction - INFO - Epoch [20][540/1921] lr: 1.500e-03, eta: 0:51:44, time: 2.245, data_time: 0.001, memory: 8675, loss_action_cls: 0.0316, recall@thr=0.5: 0.7558, prec@thr=0.5: 0.8191, recall@top3: 0.8428, prec@top3: 0.6893, recall@top5: 0.9499, prec@top5: 0.4784, loss: 0.0316, grad_norm: 0.1039 2021-02-25 10:36:03,745 - mmaction - INFO - Epoch [20][560/1921] lr: 1.500e-03, eta: 0:50:59, time: 2.236, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7443, prec@thr=0.5: 0.8098, recall@top3: 0.8431, prec@top3: 0.6811, recall@top5: 0.9508, prec@top5: 0.4726, loss: 0.0322, grad_norm: 0.1014 2021-02-25 10:36:47,700 - mmaction - INFO - Epoch [20][580/1921] lr: 1.500e-03, eta: 0:50:14, time: 2.198, data_time: 0.001, memory: 8675, loss_action_cls: 0.0312, recall@thr=0.5: 0.7451, prec@thr=0.5: 0.8151, recall@top3: 0.8354, prec@top3: 0.6772, recall@top5: 0.9535, prec@top5: 0.4760, loss: 0.0312, grad_norm: 0.1024 2021-02-25 10:37:32,128 - mmaction - INFO - Epoch [20][600/1921] lr: 1.500e-03, eta: 0:49:29, time: 2.222, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7540, prec@thr=0.5: 0.8146, recall@top3: 0.8338, prec@top3: 0.6888, recall@top5: 0.9508, prec@top5: 0.4848, loss: 0.0323, grad_norm: 0.1059 2021-02-25 10:38:16,033 - mmaction - INFO - Epoch [20][620/1921] lr: 1.500e-03, eta: 0:48:44, time: 2.195, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7574, prec@thr=0.5: 0.8106, recall@top3: 0.8424, prec@top3: 0.6769, recall@top5: 0.9489, prec@top5: 0.4708, loss: 0.0323, grad_norm: 0.1076 2021-02-25 10:38:59,707 - mmaction - INFO - Epoch [20][640/1921] lr: 1.500e-03, eta: 0:47:59, time: 2.184, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7479, prec@thr=0.5: 0.8130, recall@top3: 0.8399, prec@top3: 0.6765, recall@top5: 0.9493, prec@top5: 0.4699, loss: 0.0323, grad_norm: 0.1052 2021-02-25 10:39:44,066 - mmaction - INFO - Epoch [20][660/1921] lr: 1.500e-03, eta: 0:47:14, time: 2.218, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7476, prec@thr=0.5: 0.8139, recall@top3: 0.8378, prec@top3: 0.6871, recall@top5: 0.9474, prec@top5: 0.4775, loss: 0.0324, grad_norm: 0.1051 2021-02-25 10:40:28,958 - mmaction - INFO - Epoch [20][680/1921] lr: 1.500e-03, eta: 0:46:29, time: 2.245, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7478, prec@thr=0.5: 0.8131, recall@top3: 0.8412, prec@top3: 0.6841, recall@top5: 0.9506, prec@top5: 0.4764, loss: 0.0322, grad_norm: 0.1043 2021-02-25 10:41:12,335 - mmaction - INFO - Epoch [20][700/1921] lr: 1.500e-03, eta: 0:45:44, time: 2.169, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7535, prec@thr=0.5: 0.8137, recall@top3: 0.8425, prec@top3: 0.6916, recall@top5: 0.9532, prec@top5: 0.4820, loss: 0.0322, grad_norm: 0.1013 2021-02-25 10:41:56,080 - mmaction - INFO - Epoch [20][720/1921] lr: 1.500e-03, eta: 0:44:59, time: 2.187, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7544, prec@thr=0.5: 0.8151, recall@top3: 0.8375, prec@top3: 0.6871, recall@top5: 0.9482, prec@top5: 0.4793, loss: 0.0322, grad_norm: 0.1021 2021-02-25 10:42:39,287 - mmaction - INFO - Epoch [20][740/1921] lr: 1.500e-03, eta: 0:44:14, time: 2.161, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7460, prec@thr=0.5: 0.8087, recall@top3: 0.8316, prec@top3: 0.6788, recall@top5: 0.9486, prec@top5: 0.4777, loss: 0.0323, grad_norm: 0.1083 2021-02-25 10:43:23,320 - mmaction - INFO - Epoch [20][760/1921] lr: 1.500e-03, eta: 0:43:29, time: 2.202, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7400, prec@thr=0.5: 0.8003, recall@top3: 0.8364, prec@top3: 0.6726, recall@top5: 0.9482, prec@top5: 0.4701, loss: 0.0325, grad_norm: 0.1051 2021-02-25 10:44:07,330 - mmaction - INFO - Epoch [20][780/1921] lr: 1.500e-03, eta: 0:42:44, time: 2.200, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7456, prec@thr=0.5: 0.8084, recall@top3: 0.8318, prec@top3: 0.6791, recall@top5: 0.9485, prec@top5: 0.4771, loss: 0.0326, grad_norm: 0.1027 2021-02-25 10:44:51,714 - mmaction - INFO - Epoch [20][800/1921] lr: 1.500e-03, eta: 0:41:59, time: 2.219, data_time: 0.001, memory: 8675, loss_action_cls: 0.0315, recall@thr=0.5: 0.7643, prec@thr=0.5: 0.8197, recall@top3: 0.8415, prec@top3: 0.6835, recall@top5: 0.9521, prec@top5: 0.4770, loss: 0.0315, grad_norm: 0.0974 2021-02-25 10:45:35,280 - mmaction - INFO - Epoch [20][820/1921] lr: 1.500e-03, eta: 0:41:14, time: 2.178, data_time: 0.001, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7423, prec@thr=0.5: 0.8136, recall@top3: 0.8414, prec@top3: 0.6736, recall@top5: 0.9521, prec@top5: 0.4690, loss: 0.0317, grad_norm: 0.1041 2021-02-25 10:46:19,564 - mmaction - INFO - Epoch [20][840/1921] lr: 1.500e-03, eta: 0:40:29, time: 2.214, data_time: 0.001, memory: 8675, loss_action_cls: 0.0315, recall@thr=0.5: 0.7508, prec@thr=0.5: 0.8148, recall@top3: 0.8404, prec@top3: 0.6863, recall@top5: 0.9537, prec@top5: 0.4787, loss: 0.0315, grad_norm: 0.1023 2021-02-25 10:47:04,335 - mmaction - INFO - Epoch [20][860/1921] lr: 1.500e-03, eta: 0:39:44, time: 2.239, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7402, prec@thr=0.5: 0.7990, recall@top3: 0.8292, prec@top3: 0.6733, recall@top5: 0.9466, prec@top5: 0.4735, loss: 0.0334, grad_norm: 0.1059 2021-02-25 10:47:48,776 - mmaction - INFO - Epoch [20][880/1921] lr: 1.500e-03, eta: 0:38:59, time: 2.222, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7516, prec@thr=0.5: 0.8188, recall@top3: 0.8384, prec@top3: 0.6923, recall@top5: 0.9517, prec@top5: 0.4834, loss: 0.0321, grad_norm: 0.1023 2021-02-25 10:48:33,327 - mmaction - INFO - Epoch [20][900/1921] lr: 1.500e-03, eta: 0:38:14, time: 2.227, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7462, prec@thr=0.5: 0.8114, recall@top3: 0.8340, prec@top3: 0.6837, recall@top5: 0.9442, prec@top5: 0.4766, loss: 0.0326, grad_norm: 0.1039 2021-02-25 10:49:17,414 - mmaction - INFO - Epoch [20][920/1921] lr: 1.500e-03, eta: 0:37:29, time: 2.204, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7511, prec@thr=0.5: 0.8121, recall@top3: 0.8379, prec@top3: 0.6815, recall@top5: 0.9511, prec@top5: 0.4750, loss: 0.0320, grad_norm: 0.1063 2021-02-25 10:50:01,844 - mmaction - INFO - Epoch [20][940/1921] lr: 1.500e-03, eta: 0:36:44, time: 2.221, data_time: 0.001, memory: 8675, loss_action_cls: 0.0307, recall@thr=0.5: 0.7589, prec@thr=0.5: 0.8181, recall@top3: 0.8479, prec@top3: 0.6860, recall@top5: 0.9515, prec@top5: 0.4735, loss: 0.0307, grad_norm: 0.1012 2021-02-25 10:50:47,264 - mmaction - INFO - Epoch [20][960/1921] lr: 1.500e-03, eta: 0:35:59, time: 2.271, data_time: 0.001, memory: 8675, loss_action_cls: 0.0317, recall@thr=0.5: 0.7493, prec@thr=0.5: 0.8165, recall@top3: 0.8412, prec@top3: 0.6876, recall@top5: 0.9520, prec@top5: 0.4782, loss: 0.0317, grad_norm: 0.0997 2021-02-25 10:51:31,382 - mmaction - INFO - Epoch [20][980/1921] lr: 1.500e-03, eta: 0:35:14, time: 2.206, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7501, prec@thr=0.5: 0.8143, recall@top3: 0.8318, prec@top3: 0.6849, recall@top5: 0.9436, prec@top5: 0.4793, loss: 0.0328, grad_norm: 0.1050 2021-02-25 10:52:15,751 - mmaction - INFO - Epoch [20][1000/1921] lr: 1.500e-03, eta: 0:34:29, time: 2.218, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7462, prec@thr=0.5: 0.8131, recall@top3: 0.8391, prec@top3: 0.6793, recall@top5: 0.9488, prec@top5: 0.4731, loss: 0.0323, grad_norm: 0.1038 2021-02-25 10:52:59,675 - mmaction - INFO - Epoch [20][1020/1921] lr: 1.500e-03, eta: 0:33:44, time: 2.196, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7469, prec@thr=0.5: 0.8102, recall@top3: 0.8364, prec@top3: 0.6851, recall@top5: 0.9517, prec@top5: 0.4793, loss: 0.0321, grad_norm: 0.1034 2021-02-25 10:53:43,515 - mmaction - INFO - Epoch [20][1040/1921] lr: 1.500e-03, eta: 0:32:59, time: 2.192, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7434, prec@thr=0.5: 0.8131, recall@top3: 0.8400, prec@top3: 0.6827, recall@top5: 0.9473, prec@top5: 0.4745, loss: 0.0327, grad_norm: 0.1025 2021-02-25 10:54:28,279 - mmaction - INFO - Epoch [20][1060/1921] lr: 1.500e-03, eta: 0:32:14, time: 2.238, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7565, prec@thr=0.5: 0.8117, recall@top3: 0.8368, prec@top3: 0.6841, recall@top5: 0.9468, prec@top5: 0.4760, loss: 0.0324, grad_norm: 0.1003 2021-02-25 10:55:12,439 - mmaction - INFO - Epoch [20][1080/1921] lr: 1.500e-03, eta: 0:31:29, time: 2.208, data_time: 0.001, memory: 8675, loss_action_cls: 0.0313, recall@thr=0.5: 0.7487, prec@thr=0.5: 0.8198, recall@top3: 0.8370, prec@top3: 0.6889, recall@top5: 0.9525, prec@top5: 0.4819, loss: 0.0313, grad_norm: 0.1052 2021-02-25 10:55:57,089 - mmaction - INFO - Epoch [20][1100/1921] lr: 1.500e-03, eta: 0:30:44, time: 2.232, data_time: 0.001, memory: 8675, loss_action_cls: 0.0333, recall@thr=0.5: 0.7367, prec@thr=0.5: 0.7989, recall@top3: 0.8313, prec@top3: 0.6724, recall@top5: 0.9459, prec@top5: 0.4716, loss: 0.0333, grad_norm: 0.1066 2021-02-25 10:56:40,897 - mmaction - INFO - Epoch [20][1120/1921] lr: 1.500e-03, eta: 0:29:59, time: 2.191, data_time: 0.001, memory: 8675, loss_action_cls: 0.0332, recall@thr=0.5: 0.7419, prec@thr=0.5: 0.8068, recall@top3: 0.8319, prec@top3: 0.6827, recall@top5: 0.9444, prec@top5: 0.4762, loss: 0.0332, grad_norm: 0.1039 2021-02-25 10:57:24,602 - mmaction - INFO - Epoch [20][1140/1921] lr: 1.500e-03, eta: 0:29:14, time: 2.185, data_time: 0.001, memory: 8675, loss_action_cls: 0.0316, recall@thr=0.5: 0.7520, prec@thr=0.5: 0.8155, recall@top3: 0.8411, prec@top3: 0.6894, recall@top5: 0.9518, prec@top5: 0.4807, loss: 0.0316, grad_norm: 0.1005 2021-02-25 10:58:09,948 - mmaction - INFO - Epoch [20][1160/1921] lr: 1.500e-03, eta: 0:28:29, time: 2.267, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7390, prec@thr=0.5: 0.8079, recall@top3: 0.8332, prec@top3: 0.6905, recall@top5: 0.9461, prec@top5: 0.4833, loss: 0.0329, grad_norm: 0.1038 2021-02-25 10:58:53,610 - mmaction - INFO - Epoch [20][1180/1921] lr: 1.500e-03, eta: 0:27:44, time: 2.183, data_time: 0.001, memory: 8675, loss_action_cls: 0.0314, recall@thr=0.5: 0.7546, prec@thr=0.5: 0.8138, recall@top3: 0.8505, prec@top3: 0.6859, recall@top5: 0.9533, prec@top5: 0.4737, loss: 0.0314, grad_norm: 0.1025 2021-02-25 10:59:37,775 - mmaction - INFO - Epoch [20][1200/1921] lr: 1.500e-03, eta: 0:26:59, time: 2.208, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7453, prec@thr=0.5: 0.8056, recall@top3: 0.8334, prec@top3: 0.6804, recall@top5: 0.9453, prec@top5: 0.4733, loss: 0.0326, grad_norm: 0.1022 2021-02-25 11:00:22,360 - mmaction - INFO - Epoch [20][1220/1921] lr: 1.500e-03, eta: 0:26:14, time: 2.229, data_time: 0.001, memory: 8675, loss_action_cls: 0.0313, recall@thr=0.5: 0.7561, prec@thr=0.5: 0.8179, recall@top3: 0.8415, prec@top3: 0.6853, recall@top5: 0.9554, prec@top5: 0.4793, loss: 0.0313, grad_norm: 0.1017 2021-02-25 11:01:05,998 - mmaction - INFO - Epoch [20][1240/1921] lr: 1.500e-03, eta: 0:25:30, time: 2.182, data_time: 0.001, memory: 8675, loss_action_cls: 0.0314, recall@thr=0.5: 0.7561, prec@thr=0.5: 0.8170, recall@top3: 0.8426, prec@top3: 0.6846, recall@top5: 0.9500, prec@top5: 0.4740, loss: 0.0314, grad_norm: 0.1019 2021-02-25 11:01:49,950 - mmaction - INFO - Epoch [20][1260/1921] lr: 1.500e-03, eta: 0:24:45, time: 2.198, data_time: 0.001, memory: 8675, loss_action_cls: 0.0316, recall@thr=0.5: 0.7501, prec@thr=0.5: 0.8157, recall@top3: 0.8454, prec@top3: 0.6850, recall@top5: 0.9512, prec@top5: 0.4752, loss: 0.0316, grad_norm: 0.1025 2021-02-25 11:02:33,865 - mmaction - INFO - Epoch [20][1280/1921] lr: 1.500e-03, eta: 0:24:00, time: 2.196, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7468, prec@thr=0.5: 0.8163, recall@top3: 0.8427, prec@top3: 0.6877, recall@top5: 0.9502, prec@top5: 0.4774, loss: 0.0323, grad_norm: 0.1038 2021-02-25 11:03:18,717 - mmaction - INFO - Epoch [20][1300/1921] lr: 1.500e-03, eta: 0:23:15, time: 2.243, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7417, prec@thr=0.5: 0.8086, recall@top3: 0.8295, prec@top3: 0.6928, recall@top5: 0.9481, prec@top5: 0.4869, loss: 0.0334, grad_norm: 0.1029 2021-02-25 11:04:03,519 - mmaction - INFO - Epoch [20][1320/1921] lr: 1.500e-03, eta: 0:22:30, time: 2.240, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7452, prec@thr=0.5: 0.8062, recall@top3: 0.8325, prec@top3: 0.6807, recall@top5: 0.9491, prec@top5: 0.4771, loss: 0.0328, grad_norm: 0.1022 2021-02-25 11:04:46,998 - mmaction - INFO - Epoch [20][1340/1921] lr: 1.500e-03, eta: 0:21:45, time: 2.174, data_time: 0.001, memory: 8675, loss_action_cls: 0.0315, recall@thr=0.5: 0.7598, prec@thr=0.5: 0.8098, recall@top3: 0.8423, prec@top3: 0.6761, recall@top5: 0.9535, prec@top5: 0.4720, loss: 0.0315, grad_norm: 0.1032 2021-02-25 11:05:30,898 - mmaction - INFO - Epoch [20][1360/1921] lr: 1.500e-03, eta: 0:21:00, time: 2.195, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7418, prec@thr=0.5: 0.8169, recall@top3: 0.8376, prec@top3: 0.6804, recall@top5: 0.9489, prec@top5: 0.4737, loss: 0.0327, grad_norm: 0.1017 2021-02-25 11:06:14,804 - mmaction - INFO - Epoch [20][1380/1921] lr: 1.500e-03, eta: 0:20:15, time: 2.195, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7488, prec@thr=0.5: 0.8094, recall@top3: 0.8310, prec@top3: 0.6775, recall@top5: 0.9461, prec@top5: 0.4743, loss: 0.0330, grad_norm: 0.1032 2021-02-25 11:06:58,990 - mmaction - INFO - Epoch [20][1400/1921] lr: 1.500e-03, eta: 0:19:30, time: 2.209, data_time: 0.001, memory: 8675, loss_action_cls: 0.0328, recall@thr=0.5: 0.7445, prec@thr=0.5: 0.8104, recall@top3: 0.8326, prec@top3: 0.6803, recall@top5: 0.9457, prec@top5: 0.4767, loss: 0.0328, grad_norm: 0.1013 2021-02-25 11:07:43,036 - mmaction - INFO - Epoch [20][1420/1921] lr: 1.500e-03, eta: 0:18:45, time: 2.202, data_time: 0.001, memory: 8675, loss_action_cls: 0.0315, recall@thr=0.5: 0.7517, prec@thr=0.5: 0.8178, recall@top3: 0.8397, prec@top3: 0.6942, recall@top5: 0.9534, prec@top5: 0.4840, loss: 0.0315, grad_norm: 0.1041 2021-02-25 11:08:26,933 - mmaction - INFO - Epoch [20][1440/1921] lr: 1.500e-03, eta: 0:18:00, time: 2.195, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7419, prec@thr=0.5: 0.7972, recall@top3: 0.8395, prec@top3: 0.6768, recall@top5: 0.9496, prec@top5: 0.4700, loss: 0.0325, grad_norm: 0.1048 2021-02-25 11:09:10,946 - mmaction - INFO - Epoch [20][1460/1921] lr: 1.500e-03, eta: 0:17:15, time: 2.201, data_time: 0.001, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7418, prec@thr=0.5: 0.8060, recall@top3: 0.8324, prec@top3: 0.6761, recall@top5: 0.9447, prec@top5: 0.4729, loss: 0.0324, grad_norm: 0.1017 2021-02-25 11:09:54,922 - mmaction - INFO - Epoch [20][1480/1921] lr: 1.500e-03, eta: 0:16:30, time: 2.199, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7444, prec@thr=0.5: 0.8155, recall@top3: 0.8375, prec@top3: 0.6824, recall@top5: 0.9505, prec@top5: 0.4770, loss: 0.0321, grad_norm: 0.1037 2021-02-25 11:10:40,119 - mmaction - INFO - Epoch [20][1500/1921] lr: 1.500e-03, eta: 0:15:45, time: 2.259, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7423, prec@thr=0.5: 0.8082, recall@top3: 0.8371, prec@top3: 0.6887, recall@top5: 0.9490, prec@top5: 0.4796, loss: 0.0325, grad_norm: 0.1052 2021-02-25 11:11:23,575 - mmaction - INFO - Epoch [20][1520/1921] lr: 1.500e-03, eta: 0:15:00, time: 2.173, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7467, prec@thr=0.5: 0.8023, recall@top3: 0.8372, prec@top3: 0.6706, recall@top5: 0.9499, prec@top5: 0.4674, loss: 0.0320, grad_norm: 0.1006 2021-02-25 11:12:07,700 - mmaction - INFO - Epoch [20][1540/1921] lr: 1.500e-03, eta: 0:14:15, time: 2.207, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7470, prec@thr=0.5: 0.8074, recall@top3: 0.8416, prec@top3: 0.6868, recall@top5: 0.9495, prec@top5: 0.4750, loss: 0.0323, grad_norm: 0.1003 2021-02-25 11:12:51,502 - mmaction - INFO - Epoch [20][1560/1921] lr: 1.500e-03, eta: 0:13:30, time: 2.190, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7457, prec@thr=0.5: 0.8063, recall@top3: 0.8407, prec@top3: 0.6788, recall@top5: 0.9465, prec@top5: 0.4706, loss: 0.0323, grad_norm: 0.1027 2021-02-25 11:13:35,692 - mmaction - INFO - Epoch [20][1580/1921] lr: 1.500e-03, eta: 0:12:45, time: 2.210, data_time: 0.001, memory: 8675, loss_action_cls: 0.0313, recall@thr=0.5: 0.7587, prec@thr=0.5: 0.8161, recall@top3: 0.8378, prec@top3: 0.6856, recall@top5: 0.9552, prec@top5: 0.4825, loss: 0.0313, grad_norm: 0.1034 2021-02-25 11:14:19,970 - mmaction - INFO - Epoch [20][1600/1921] lr: 1.500e-03, eta: 0:12:01, time: 2.214, data_time: 0.001, memory: 8675, loss_action_cls: 0.0318, recall@thr=0.5: 0.7514, prec@thr=0.5: 0.8154, recall@top3: 0.8402, prec@top3: 0.6814, recall@top5: 0.9502, prec@top5: 0.4763, loss: 0.0318, grad_norm: 0.1048 2021-02-25 11:15:04,248 - mmaction - INFO - Epoch [20][1620/1921] lr: 1.500e-03, eta: 0:11:16, time: 2.214, data_time: 0.001, memory: 8675, loss_action_cls: 0.0323, recall@thr=0.5: 0.7458, prec@thr=0.5: 0.8128, recall@top3: 0.8349, prec@top3: 0.6824, recall@top5: 0.9480, prec@top5: 0.4784, loss: 0.0323, grad_norm: 0.0987 2021-02-25 11:15:47,998 - mmaction - INFO - Epoch [20][1640/1921] lr: 1.500e-03, eta: 0:10:31, time: 2.187, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7510, prec@thr=0.5: 0.8009, recall@top3: 0.8383, prec@top3: 0.6753, recall@top5: 0.9487, prec@top5: 0.4716, loss: 0.0320, grad_norm: 0.1040 2021-02-25 11:16:32,640 - mmaction - INFO - Epoch [20][1660/1921] lr: 1.500e-03, eta: 0:09:46, time: 2.232, data_time: 0.001, memory: 8675, loss_action_cls: 0.0330, recall@thr=0.5: 0.7395, prec@thr=0.5: 0.8007, recall@top3: 0.8321, prec@top3: 0.6788, recall@top5: 0.9484, prec@top5: 0.4773, loss: 0.0330, grad_norm: 0.1041 2021-02-25 11:17:16,081 - mmaction - INFO - Epoch [20][1680/1921] lr: 1.500e-03, eta: 0:09:01, time: 2.172, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7523, prec@thr=0.5: 0.8157, recall@top3: 0.8420, prec@top3: 0.6833, recall@top5: 0.9515, prec@top5: 0.4751, loss: 0.0321, grad_norm: 0.1031 2021-02-25 11:18:00,333 - mmaction - INFO - Epoch [20][1700/1921] lr: 1.500e-03, eta: 0:08:16, time: 2.213, data_time: 0.001, memory: 8675, loss_action_cls: 0.0327, recall@thr=0.5: 0.7415, prec@thr=0.5: 0.8056, recall@top3: 0.8360, prec@top3: 0.6849, recall@top5: 0.9484, prec@top5: 0.4784, loss: 0.0327, grad_norm: 0.1080 2021-02-25 11:18:43,652 - mmaction - INFO - Epoch [20][1720/1921] lr: 1.500e-03, eta: 0:07:31, time: 2.166, data_time: 0.001, memory: 8675, loss_action_cls: 0.0325, recall@thr=0.5: 0.7468, prec@thr=0.5: 0.8070, recall@top3: 0.8372, prec@top3: 0.6695, recall@top5: 0.9489, prec@top5: 0.4670, loss: 0.0325, grad_norm: 0.1060 2021-02-25 11:19:28,453 - mmaction - INFO - Epoch [20][1740/1921] lr: 1.500e-03, eta: 0:06:46, time: 2.240, data_time: 0.001, memory: 8675, loss_action_cls: 0.0334, recall@thr=0.5: 0.7334, prec@thr=0.5: 0.8045, recall@top3: 0.8282, prec@top3: 0.6818, recall@top5: 0.9459, prec@top5: 0.4801, loss: 0.0334, grad_norm: 0.1022 2021-02-25 11:20:12,201 - mmaction - INFO - Epoch [20][1760/1921] lr: 1.500e-03, eta: 0:06:01, time: 2.187, data_time: 0.001, memory: 8675, loss_action_cls: 0.0329, recall@thr=0.5: 0.7490, prec@thr=0.5: 0.8055, recall@top3: 0.8305, prec@top3: 0.6774, recall@top5: 0.9482, prec@top5: 0.4758, loss: 0.0329, grad_norm: 0.1061 2021-02-25 11:20:55,567 - mmaction - INFO - Epoch [20][1780/1921] lr: 1.500e-03, eta: 0:05:16, time: 2.168, data_time: 0.001, memory: 8675, loss_action_cls: 0.0326, recall@thr=0.5: 0.7438, prec@thr=0.5: 0.8182, recall@top3: 0.8370, prec@top3: 0.6874, recall@top5: 0.9498, prec@top5: 0.4803, loss: 0.0326, grad_norm: 0.1019 2021-02-25 11:21:40,197 - mmaction - INFO - Epoch [20][1800/1921] lr: 1.500e-03, eta: 0:04:31, time: 2.231, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7411, prec@thr=0.5: 0.8063, recall@top3: 0.8374, prec@top3: 0.6804, recall@top5: 0.9478, prec@top5: 0.4735, loss: 0.0321, grad_norm: 0.1004 2021-02-25 11:22:24,590 - mmaction - INFO - Epoch [20][1820/1921] lr: 1.500e-03, eta: 0:03:46, time: 2.220, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7506, prec@thr=0.5: 0.8164, recall@top3: 0.8405, prec@top3: 0.6852, recall@top5: 0.9498, prec@top5: 0.4762, loss: 0.0321, grad_norm: 0.1017 2021-02-25 11:23:09,858 - mmaction - INFO - Epoch [20][1840/1921] lr: 1.500e-03, eta: 0:03:01, time: 2.263, data_time: 0.004, memory: 8675, loss_action_cls: 0.0324, recall@thr=0.5: 0.7479, prec@thr=0.5: 0.8104, recall@top3: 0.8343, prec@top3: 0.6781, recall@top5: 0.9488, prec@top5: 0.4746, loss: 0.0324, grad_norm: 0.1019 2021-02-25 11:23:53,924 - mmaction - INFO - Epoch [20][1860/1921] lr: 1.500e-03, eta: 0:02:16, time: 2.203, data_time: 0.001, memory: 8675, loss_action_cls: 0.0314, recall@thr=0.5: 0.7581, prec@thr=0.5: 0.8178, recall@top3: 0.8444, prec@top3: 0.6847, recall@top5: 0.9542, prec@top5: 0.4764, loss: 0.0314, grad_norm: 0.1008 2021-02-25 11:24:37,569 - mmaction - INFO - Epoch [20][1880/1921] lr: 1.500e-03, eta: 0:01:32, time: 2.182, data_time: 0.001, memory: 8675, loss_action_cls: 0.0321, recall@thr=0.5: 0.7480, prec@thr=0.5: 0.8042, recall@top3: 0.8422, prec@top3: 0.6802, recall@top5: 0.9517, prec@top5: 0.4727, loss: 0.0321, grad_norm: 0.1071 2021-02-25 11:25:21,598 - mmaction - INFO - Epoch [20][1900/1921] lr: 1.500e-03, eta: 0:00:47, time: 2.201, data_time: 0.001, memory: 8675, loss_action_cls: 0.0322, recall@thr=0.5: 0.7437, prec@thr=0.5: 0.8093, recall@top3: 0.8350, prec@top3: 0.6708, recall@top5: 0.9498, prec@top5: 0.4700, loss: 0.0322, grad_norm: 0.1017 2021-02-25 11:26:04,941 - mmaction - INFO - Epoch [20][1920/1921] lr: 1.500e-03, eta: 0:00:02, time: 2.168, data_time: 0.001, memory: 8675, loss_action_cls: 0.0320, recall@thr=0.5: 0.7471, prec@thr=0.5: 0.8045, recall@top3: 0.8355, prec@top3: 0.6722, recall@top5: 0.9495, prec@top5: 0.4705, loss: 0.0320, grad_norm: 0.1019 2021-02-25 11:26:09,374 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-02-25 11:37:11,536 - mmaction - INFO - Evaluating mAP ... 2021-02-25 11:44:23,729 - mmaction - INFO - mAP@0.5IOU 0.2381 2021-02-25 11:44:24,883 - mmaction - INFO - Epoch(val) [20][1921] mAP@0.5IOU: 0.2381