2021-03-01 12:48:12,934 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.6 (default, Jan 8 2020, 19:59:22) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: TITAN Xp CUDA_HOME: /mnt/lustre/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.5.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 912ce228837d1ce28e1a61806118835de03f5751) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_70,code=compute_70 - CuDNN 7.6.5 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_INTERNAL_THREADPOOL_IMPL -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.6.0 OpenCV: 4.2.0 MMCV: 1.2.6 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 9.0 MMAction2: 0.11.0+7d79233 ------------------------------------------------------------ 2021-03-01 12:48:12,935 - mmaction - INFO - Distributed training: True 2021-03-01 12:48:12,935 - 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_max_kinetics_pretrained_slowonly_r50_4x16x1_20e_ava_rgb.py _base_ = ['../_base_/models/slowonly_r50.py'] # model settings lfb_prefix_path = 'data/ava/lfb_half' max_num_sampled_feat = 5 window_size = 60 lfb_channels = 2048 dataset_modes = ('train', 'val') model = dict( roi_head=dict( shared_head=dict( type='FBOHead', lfb_cfg=dict( lfb_prefix_path=lfb_prefix_path, max_num_sampled_feat=max_num_sampled_feat, window_size=window_size, lfb_channels=lfb_channels, dataset_modes=dataset_modes, device='gpu'), fbo_cfg=dict(type='max')), bbox_head=dict(in_channels=4096))) dataset_type = 'AVADataset' data_root = 'data/ava/rawframes' anno_root = 'data/ava/annotations' ann_file_train = f'{anno_root}/ava_train_v2.1.csv' ann_file_val = f'{anno_root}/ava_val_v2.1.csv' exclude_file_train = f'{anno_root}/ava_train_excluded_timestamps_v2.1.csv' exclude_file_val = f'{anno_root}/ava_val_excluded_timestamps_v2.1.csv' label_file = f'{anno_root}/ava_action_list_v2.1_for_activitynet_2018.pbtxt' proposal_file_train = (f'{anno_root}/ava_dense_proposals_train.FAIR.' 'recall_93.9.pkl') proposal_file_val = f'{anno_root}/ava_dense_proposals_val.FAIR.recall_93.9.pkl' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleAVAFrames', clip_len=4, frame_interval=16), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='RandomRescale', scale_range=(256, 320)), dict(type='RandomCrop', size=256), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW', collapse=True), # Rename is needed to use mmdet detectors dict(type='Rename', mapping=dict(imgs='img')), dict(type='ToTensor', keys=['img', 'proposals', 'gt_bboxes', 'gt_labels']), dict( type='ToDataContainer', fields=[ dict(key=['proposals', 'gt_bboxes', 'gt_labels'], stack=False) ]), dict( type='Collect', keys=['img', 'proposals', 'gt_bboxes', 'gt_labels'], meta_keys=['scores', 'entity_ids', 'img_key']) ] # The testing is w/o. any cropping / flipping val_pipeline = [ dict(type='SampleAVAFrames', clip_len=4, frame_interval=16), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW', collapse=True), # Rename is needed to use mmdet detectors dict(type='Rename', mapping=dict(imgs='img')), dict(type='ToTensor', keys=['img', 'proposals']), dict(type='ToDataContainer', fields=[dict(key='proposals', stack=False)]), dict( type='Collect', keys=['img', 'proposals'], meta_keys=['scores', 'img_shape', 'img_key'], nested=True) ] data = dict( videos_per_gpu=12, workers_per_gpu=4, val_dataloader=dict(videos_per_gpu=1), test_dataloader=dict(videos_per_gpu=1), train=dict( type=dataset_type, ann_file=ann_file_train, exclude_file=exclude_file_train, pipeline=train_pipeline, label_file=label_file, proposal_file=proposal_file_train, person_det_score_thr=0.9, data_prefix=data_root), val=dict( type=dataset_type, ann_file=ann_file_val, exclude_file=exclude_file_val, pipeline=val_pipeline, label_file=label_file, proposal_file=proposal_file_val, person_det_score_thr=0.9, data_prefix=data_root)) data['test'] = data['val'] evaluation = dict(interval=1, save_best='mAP@0.5IOU') optimizer = dict(type='SGD', lr=0.15, momentum=0.9, weight_decay=1e-05) # this lr is used for 8 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict( policy='step', step=[10, 15], warmup='linear', warmup_by_epoch=True, warmup_iters=5, warmup_ratio=0.1) total_epochs = 20 checkpoint_config = dict(interval=1) workflow = [('train', 1)] log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/lfb/lfb_slowonly_nl_gpu' load_from = ('https://download.openmmlab.com/mmaction/recognition/slowonly/' 'slowonly_r50_4x16x1_256e_kinetics400_rgb/' 'slowonly_r50_4x16x1_256e_kinetics400_rgb_20200704-a69556c6.pth') resume_from = None find_unused_parameters = False 2021-03-01 12:48:12,935 - mmaction - INFO - Set random seed to 0, deterministic: True 2021-03-01 12:49:17,020 - mmaction - INFO - 184378 out of 184378 frames are valid. 2021-03-01 12:49:29,085 - mmaction - INFO - load checkpoint from https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_4x16x1_256e_kinetics400_rgb/slowonly_r50_4x16x1_256e_kinetics400_rgb_20200704-a69556c6.pth 2021-03-01 12:49:29,953 - mmaction - WARNING - The model and loaded state dict do not match exactly unexpected key in source state_dict: cls_head.fc_cls.weight, cls_head.fc_cls.bias missing keys in source state_dict: roi_head.bbox_head.fc_cls.weight, roi_head.bbox_head.fc_cls.bias 2021-03-01 12:49:29,968 - mmaction - INFO - Start running, host: huangbinkun@SH-IDC2-172-20-21-41, work_dir: /mnt/lustre/huangbinkun/mmaction2/work_dirs/lfb_slowonly_max/20210301_124701 2021-03-01 12:49:29,969 - mmaction - INFO - workflow: [('train', 1)], max: 20 epochs 2021-03-01 12:51:09,367 - mmaction - INFO - Epoch [1][20/1921] lr: 1.527e-02, eta: 2 days, 4:58:23, time: 4.966, data_time: 2.697, memory: 8211, loss_action_cls: 0.1761, recall@thr=0.5: 0.2708, prec@thr=0.5: 0.3024, recall@top3: 0.4134, prec@top3: 0.3485, recall@top5: 0.6127, prec@top5: 0.3120, loss: 0.1761, grad_norm: 0.6877 2021-03-01 12:51:52,576 - mmaction - INFO - Epoch [1][40/1921] lr: 1.555e-02, eta: 1 day, 14:00:18, time: 2.163, data_time: 0.005, memory: 8211, loss_action_cls: 0.0856, recall@thr=0.5: 0.2812, prec@thr=0.5: 0.3984, recall@top3: 0.5052, prec@top3: 0.4262, recall@top5: 0.7349, prec@top5: 0.3745, loss: 0.0856, grad_norm: 0.1913 2021-03-01 12:52:35,150 - mmaction - INFO - Epoch [1][60/1921] lr: 1.583e-02, eta: 1 day, 8:53:06, time: 2.129, data_time: 0.001, memory: 8211, loss_action_cls: 0.0798, recall@thr=0.5: 0.3042, prec@thr=0.5: 0.4277, recall@top3: 0.5375, prec@top3: 0.4564, recall@top5: 0.7611, prec@top5: 0.3906, loss: 0.0798, grad_norm: 0.1882 2021-03-01 12:53:18,431 - mmaction - INFO - Epoch [1][80/1921] lr: 1.611e-02, eta: 1 day, 6:24:43, time: 2.164, data_time: 0.001, memory: 8211, loss_action_cls: 0.0761, recall@thr=0.5: 0.3362, prec@thr=0.5: 0.4612, recall@top3: 0.5506, prec@top3: 0.4652, recall@top5: 0.7639, prec@top5: 0.3887, loss: 0.0761, grad_norm: 0.1751 2021-03-01 12:54:02,129 - mmaction - INFO - Epoch [1][100/1921] lr: 1.639e-02, eta: 1 day, 4:58:08, time: 2.185, data_time: 0.001, memory: 8211, loss_action_cls: 0.0721, recall@thr=0.5: 0.3431, prec@thr=0.5: 0.4807, recall@top3: 0.5784, prec@top3: 0.4871, recall@top5: 0.7931, prec@top5: 0.4031, loss: 0.0721, grad_norm: 0.1623 2021-03-01 12:54:44,714 - mmaction - INFO - Epoch [1][120/1921] lr: 1.667e-02, eta: 1 day, 3:54:12, time: 2.129, data_time: 0.001, memory: 8211, loss_action_cls: 0.0716, recall@thr=0.5: 0.3590, prec@thr=0.5: 0.4848, recall@top3: 0.5833, prec@top3: 0.4821, recall@top5: 0.7948, prec@top5: 0.3968, loss: 0.0716, grad_norm: 0.1537 2021-03-01 12:55:28,143 - mmaction - INFO - Epoch [1][140/1921] lr: 1.695e-02, eta: 1 day, 3:12:11, time: 2.171, data_time: 0.001, memory: 8211, loss_action_cls: 0.0700, recall@thr=0.5: 0.3836, prec@thr=0.5: 0.5090, recall@top3: 0.5987, prec@top3: 0.4992, recall@top5: 0.8022, prec@top5: 0.4048, loss: 0.0700, grad_norm: 0.1519 2021-03-01 12:56:11,612 - mmaction - INFO - Epoch [1][160/1921] lr: 1.723e-02, eta: 1 day, 2:40:39, time: 2.173, data_time: 0.001, memory: 8211, loss_action_cls: 0.0689, recall@thr=0.5: 0.3888, prec@thr=0.5: 0.5255, recall@top3: 0.5905, prec@top3: 0.4995, recall@top5: 0.8037, prec@top5: 0.4112, loss: 0.0689, grad_norm: 0.1423 2021-03-01 12:56:54,251 - mmaction - INFO - Epoch [1][180/1921] lr: 1.752e-02, eta: 1 day, 2:13:03, time: 2.132, data_time: 0.001, memory: 8211, loss_action_cls: 0.0677, recall@thr=0.5: 0.3952, prec@thr=0.5: 0.5273, recall@top3: 0.6052, prec@top3: 0.5062, recall@top5: 0.8066, prec@top5: 0.4101, loss: 0.0677, grad_norm: 0.1570 2021-03-01 12:57:37,256 - mmaction - INFO - Epoch [1][200/1921] lr: 1.780e-02, eta: 1 day, 1:51:58, time: 2.150, data_time: 0.002, memory: 8211, loss_action_cls: 0.0673, recall@thr=0.5: 0.3882, prec@thr=0.5: 0.5331, recall@top3: 0.6086, prec@top3: 0.5016, recall@top5: 0.8082, prec@top5: 0.4052, loss: 0.0673, grad_norm: 0.1437 2021-03-01 12:58:19,917 - mmaction - INFO - Epoch [1][220/1921] lr: 1.808e-02, eta: 1 day, 1:33:36, time: 2.133, data_time: 0.001, memory: 8211, loss_action_cls: 0.0655, recall@thr=0.5: 0.4091, prec@thr=0.5: 0.5510, recall@top3: 0.6225, prec@top3: 0.5160, recall@top5: 0.8173, prec@top5: 0.4120, loss: 0.0655, grad_norm: 0.1364 2021-03-01 12:59:03,088 - mmaction - INFO - Epoch [1][240/1921] lr: 1.836e-02, eta: 1 day, 1:19:32, time: 2.159, data_time: 0.001, memory: 8211, loss_action_cls: 0.0660, recall@thr=0.5: 0.4065, prec@thr=0.5: 0.5480, recall@top3: 0.6143, prec@top3: 0.5138, recall@top5: 0.8099, prec@top5: 0.4114, loss: 0.0660, grad_norm: 0.1323 2021-03-01 12:59:46,667 - mmaction - INFO - Epoch [1][260/1921] lr: 1.864e-02, eta: 1 day, 1:08:30, time: 2.179, data_time: 0.001, memory: 8211, loss_action_cls: 0.0644, recall@thr=0.5: 0.4279, prec@thr=0.5: 0.5492, recall@top3: 0.6254, prec@top3: 0.5172, recall@top5: 0.8170, prec@top5: 0.4109, loss: 0.0644, grad_norm: 0.1358 2021-03-01 13:00:30,274 - mmaction - INFO - Epoch [1][280/1921] lr: 1.892e-02, eta: 1 day, 0:59:01, time: 2.180, data_time: 0.001, memory: 8211, loss_action_cls: 0.0638, recall@thr=0.5: 0.4297, prec@thr=0.5: 0.5632, recall@top3: 0.6275, prec@top3: 0.5221, recall@top5: 0.8234, prec@top5: 0.4148, loss: 0.0638, grad_norm: 0.1434 2021-03-01 13:01:12,916 - mmaction - INFO - Epoch [1][300/1921] lr: 1.920e-02, eta: 1 day, 0:48:39, time: 2.132, data_time: 0.001, memory: 8211, loss_action_cls: 0.0628, recall@thr=0.5: 0.4291, prec@thr=0.5: 0.5611, recall@top3: 0.6316, prec@top3: 0.5264, recall@top5: 0.8275, prec@top5: 0.4174, loss: 0.0628, grad_norm: 0.1301 2021-03-01 13:01:55,793 - mmaction - INFO - Epoch [1][320/1921] lr: 1.948e-02, eta: 1 day, 0:39:58, time: 2.144, data_time: 0.001, memory: 8211, loss_action_cls: 0.0633, recall@thr=0.5: 0.4197, prec@thr=0.5: 0.5466, recall@top3: 0.6302, prec@top3: 0.5210, recall@top5: 0.8258, prec@top5: 0.4134, loss: 0.0633, grad_norm: 0.1364 2021-03-01 13:02:39,239 - mmaction - INFO - Epoch [1][340/1921] lr: 1.976e-02, eta: 1 day, 0:33:17, time: 2.172, data_time: 0.001, memory: 8211, loss_action_cls: 0.0615, recall@thr=0.5: 0.4443, prec@thr=0.5: 0.5758, recall@top3: 0.6424, prec@top3: 0.5345, recall@top5: 0.8372, prec@top5: 0.4227, loss: 0.0615, grad_norm: 0.1277 2021-03-01 13:03:22,574 - mmaction - INFO - Epoch [1][360/1921] lr: 2.005e-02, eta: 1 day, 0:27:03, time: 2.167, data_time: 0.001, memory: 8211, loss_action_cls: 0.0619, recall@thr=0.5: 0.4460, prec@thr=0.5: 0.5782, recall@top3: 0.6479, prec@top3: 0.5392, recall@top5: 0.8348, prec@top5: 0.4225, loss: 0.0619, grad_norm: 0.1422 2021-03-01 13:04:06,130 - mmaction - INFO - Epoch [1][380/1921] lr: 2.033e-02, eta: 1 day, 0:21:47, time: 2.178, data_time: 0.001, memory: 8211, loss_action_cls: 0.0606, recall@thr=0.5: 0.4763, prec@thr=0.5: 0.5872, recall@top3: 0.6480, prec@top3: 0.5391, recall@top5: 0.8403, prec@top5: 0.4257, loss: 0.0606, grad_norm: 0.1382 2021-03-01 13:04:49,337 - mmaction - INFO - Epoch [1][400/1921] lr: 2.061e-02, eta: 1 day, 0:16:24, time: 2.160, data_time: 0.001, memory: 8211, loss_action_cls: 0.0603, recall@thr=0.5: 0.4637, prec@thr=0.5: 0.5950, recall@top3: 0.6559, prec@top3: 0.5427, recall@top5: 0.8377, prec@top5: 0.4236, loss: 0.0603, grad_norm: 0.1409 2021-03-01 13:05:32,425 - mmaction - INFO - Epoch [1][420/1921] lr: 2.089e-02, eta: 1 day, 0:11:18, time: 2.154, data_time: 0.001, memory: 8211, loss_action_cls: 0.0604, recall@thr=0.5: 0.4679, prec@thr=0.5: 0.5930, recall@top3: 0.6579, prec@top3: 0.5487, recall@top5: 0.8423, prec@top5: 0.4296, loss: 0.0604, grad_norm: 0.1305 2021-03-01 13:06:15,354 - mmaction - INFO - Epoch [1][440/1921] lr: 2.117e-02, eta: 1 day, 0:06:21, time: 2.147, data_time: 0.001, memory: 8211, loss_action_cls: 0.0594, recall@thr=0.5: 0.4816, prec@thr=0.5: 0.5924, recall@top3: 0.6557, prec@top3: 0.5382, recall@top5: 0.8355, prec@top5: 0.4177, loss: 0.0594, grad_norm: 0.1421 2021-03-01 13:06:58,346 - mmaction - INFO - Epoch [1][460/1921] lr: 2.145e-02, eta: 1 day, 0:01:52, time: 2.150, data_time: 0.001, memory: 8211, loss_action_cls: 0.0599, recall@thr=0.5: 0.4593, prec@thr=0.5: 0.5843, recall@top3: 0.6539, prec@top3: 0.5384, recall@top5: 0.8379, prec@top5: 0.4203, loss: 0.0599, grad_norm: 0.1360 2021-03-01 13:07:41,754 - mmaction - INFO - Epoch [1][480/1921] lr: 2.173e-02, eta: 23:58:15, time: 2.170, data_time: 0.001, memory: 8211, loss_action_cls: 0.0597, recall@thr=0.5: 0.4623, prec@thr=0.5: 0.5826, recall@top3: 0.6487, prec@top3: 0.5387, recall@top5: 0.8377, prec@top5: 0.4215, loss: 0.0597, grad_norm: 0.1357 2021-03-01 13:08:24,051 - mmaction - INFO - Epoch [1][500/1921] lr: 2.201e-02, eta: 23:53:27, time: 2.115, data_time: 0.001, memory: 8211, loss_action_cls: 0.0586, recall@thr=0.5: 0.4625, prec@thr=0.5: 0.6008, recall@top3: 0.6628, prec@top3: 0.5437, recall@top5: 0.8421, prec@top5: 0.4215, loss: 0.0586, grad_norm: 0.1375 2021-03-01 13:09:06,700 - mmaction - INFO - Epoch [1][520/1921] lr: 2.229e-02, eta: 23:49:24, time: 2.132, data_time: 0.001, memory: 8211, loss_action_cls: 0.0584, recall@thr=0.5: 0.4804, prec@thr=0.5: 0.5962, recall@top3: 0.6655, prec@top3: 0.5503, recall@top5: 0.8423, prec@top5: 0.4247, loss: 0.0584, grad_norm: 0.1449 2021-03-01 13:09:50,033 - mmaction - INFO - Epoch [1][540/1921] lr: 2.258e-02, eta: 23:46:24, time: 2.167, data_time: 0.001, memory: 8211, loss_action_cls: 0.0583, recall@thr=0.5: 0.4863, prec@thr=0.5: 0.6067, recall@top3: 0.6643, prec@top3: 0.5549, recall@top5: 0.8454, prec@top5: 0.4304, loss: 0.0583, grad_norm: 0.1349 2021-03-01 13:10:32,660 - mmaction - INFO - Epoch [1][560/1921] lr: 2.286e-02, eta: 23:42:46, time: 2.131, data_time: 0.001, memory: 8211, loss_action_cls: 0.0592, recall@thr=0.5: 0.4699, prec@thr=0.5: 0.5997, recall@top3: 0.6594, prec@top3: 0.5461, recall@top5: 0.8454, prec@top5: 0.4275, loss: 0.0592, grad_norm: 0.1473 2021-03-01 13:11:16,455 - mmaction - INFO - Epoch [1][580/1921] lr: 2.314e-02, eta: 23:40:36, time: 2.190, data_time: 0.001, memory: 8211, loss_action_cls: 0.0583, recall@thr=0.5: 0.4901, prec@thr=0.5: 0.6110, recall@top3: 0.6617, prec@top3: 0.5502, recall@top5: 0.8490, prec@top5: 0.4307, loss: 0.0583, grad_norm: 0.1521 2021-03-01 13:11:59,720 - mmaction - INFO - Epoch [1][600/1921] lr: 2.342e-02, eta: 23:37:58, time: 2.163, data_time: 0.001, memory: 8229, loss_action_cls: 0.0594, recall@thr=0.5: 0.4884, prec@thr=0.5: 0.6043, recall@top3: 0.6667, prec@top3: 0.5498, recall@top5: 0.8442, prec@top5: 0.4264, loss: 0.0594, grad_norm: 0.1395 2021-03-01 13:12:43,181 - mmaction - INFO - Epoch [1][620/1921] lr: 2.370e-02, eta: 23:35:40, time: 2.173, data_time: 0.001, memory: 8229, loss_action_cls: 0.0569, recall@thr=0.5: 0.4909, prec@thr=0.5: 0.6115, recall@top3: 0.6693, prec@top3: 0.5522, recall@top5: 0.8490, prec@top5: 0.4277, loss: 0.0569, grad_norm: 0.1267 2021-03-01 13:13:26,078 - mmaction - INFO - Epoch [1][640/1921] lr: 2.398e-02, eta: 23:32:54, time: 2.145, data_time: 0.001, memory: 8229, loss_action_cls: 0.0571, recall@thr=0.5: 0.4813, prec@thr=0.5: 0.6058, recall@top3: 0.6755, prec@top3: 0.5502, recall@top5: 0.8453, prec@top5: 0.4221, loss: 0.0571, grad_norm: 0.1382 2021-03-01 13:14:09,376 - mmaction - INFO - Epoch [1][660/1921] lr: 2.426e-02, eta: 23:30:39, time: 2.165, data_time: 0.001, memory: 8229, loss_action_cls: 0.0576, recall@thr=0.5: 0.4976, prec@thr=0.5: 0.6146, recall@top3: 0.6680, prec@top3: 0.5531, recall@top5: 0.8515, prec@top5: 0.4300, loss: 0.0576, grad_norm: 0.1279 2021-03-01 13:14:52,948 - mmaction - INFO - Epoch [1][680/1921] lr: 2.454e-02, eta: 23:28:44, time: 2.179, data_time: 0.001, memory: 8229, loss_action_cls: 0.0573, recall@thr=0.5: 0.4969, prec@thr=0.5: 0.6276, recall@top3: 0.6619, prec@top3: 0.5526, recall@top5: 0.8482, prec@top5: 0.4320, loss: 0.0573, grad_norm: 0.1334 2021-03-01 13:15:35,867 - mmaction - INFO - Epoch [1][700/1921] lr: 2.482e-02, eta: 23:26:18, time: 2.146, data_time: 0.001, memory: 8237, loss_action_cls: 0.0572, recall@thr=0.5: 0.4960, prec@thr=0.5: 0.6135, recall@top3: 0.6768, prec@top3: 0.5550, recall@top5: 0.8539, prec@top5: 0.4297, loss: 0.0572, grad_norm: 0.1411 2021-03-01 13:16:19,105 - mmaction - INFO - Epoch [1][720/1921] lr: 2.511e-02, eta: 23:24:15, time: 2.162, data_time: 0.001, memory: 8237, loss_action_cls: 0.0576, recall@thr=0.5: 0.4866, prec@thr=0.5: 0.6134, recall@top3: 0.6705, prec@top3: 0.5507, recall@top5: 0.8458, prec@top5: 0.4251, loss: 0.0576, grad_norm: 0.1342 2021-03-01 13:17:01,579 - mmaction - INFO - Epoch [1][740/1921] lr: 2.539e-02, eta: 23:21:37, time: 2.124, data_time: 0.001, memory: 8237, loss_action_cls: 0.0562, recall@thr=0.5: 0.5143, prec@thr=0.5: 0.6298, recall@top3: 0.6763, prec@top3: 0.5633, recall@top5: 0.8563, prec@top5: 0.4357, loss: 0.0562, grad_norm: 0.1281 2021-03-01 13:17:44,478 - mmaction - INFO - Epoch [1][760/1921] lr: 2.567e-02, eta: 23:19:26, time: 2.145, data_time: 0.001, memory: 8237, loss_action_cls: 0.0571, recall@thr=0.5: 0.5085, prec@thr=0.5: 0.6338, recall@top3: 0.6799, prec@top3: 0.5675, recall@top5: 0.8524, prec@top5: 0.4343, loss: 0.0571, grad_norm: 0.1316 2021-03-01 13:18:27,531 - mmaction - INFO - Epoch [1][780/1921] lr: 2.595e-02, eta: 23:17:27, time: 2.153, data_time: 0.001, memory: 8237, loss_action_cls: 0.0569, recall@thr=0.5: 0.4868, prec@thr=0.5: 0.6102, recall@top3: 0.6713, prec@top3: 0.5543, recall@top5: 0.8492, prec@top5: 0.4280, loss: 0.0569, grad_norm: 0.1318 2021-03-01 13:19:10,624 - mmaction - INFO - Epoch [1][800/1921] lr: 2.623e-02, eta: 23:15:34, time: 2.155, data_time: 0.001, memory: 8237, loss_action_cls: 0.0551, recall@thr=0.5: 0.5273, prec@thr=0.5: 0.6457, recall@top3: 0.6873, prec@top3: 0.5756, recall@top5: 0.8670, prec@top5: 0.4430, loss: 0.0551, grad_norm: 0.1325 2021-03-01 13:19:54,051 - mmaction - INFO - Epoch [1][820/1921] lr: 2.651e-02, eta: 23:14:00, time: 2.171, data_time: 0.001, memory: 8237, loss_action_cls: 0.0564, recall@thr=0.5: 0.5153, prec@thr=0.5: 0.6280, recall@top3: 0.6823, prec@top3: 0.5624, recall@top5: 0.8605, prec@top5: 0.4349, loss: 0.0564, grad_norm: 0.1324 2021-03-01 13:20:36,877 - mmaction - INFO - Epoch [1][840/1921] lr: 2.679e-02, eta: 23:12:01, time: 2.141, data_time: 0.001, memory: 8237, loss_action_cls: 0.0559, recall@thr=0.5: 0.4993, prec@thr=0.5: 0.6282, recall@top3: 0.6766, prec@top3: 0.5650, recall@top5: 0.8553, prec@top5: 0.4363, loss: 0.0559, grad_norm: 0.1417 2021-03-01 13:21:19,031 - mmaction - INFO - Epoch [1][860/1921] lr: 2.707e-02, eta: 23:09:36, time: 2.108, data_time: 0.001, memory: 8237, loss_action_cls: 0.0554, recall@thr=0.5: 0.4822, prec@thr=0.5: 0.6128, recall@top3: 0.6779, prec@top3: 0.5449, recall@top5: 0.8559, prec@top5: 0.4202, loss: 0.0554, grad_norm: 0.1518 2021-03-01 13:22:02,020 - mmaction - INFO - Epoch [1][880/1921] lr: 2.735e-02, eta: 23:07:52, time: 2.150, data_time: 0.001, memory: 8237, loss_action_cls: 0.0551, recall@thr=0.5: 0.5131, prec@thr=0.5: 0.6249, recall@top3: 0.6886, prec@top3: 0.5622, recall@top5: 0.8619, prec@top5: 0.4326, loss: 0.0551, grad_norm: 0.1503 2021-03-01 13:22:44,357 - mmaction - INFO - Epoch [1][900/1921] lr: 2.764e-02, eta: 23:05:43, time: 2.117, data_time: 0.001, memory: 8237, loss_action_cls: 0.0538, recall@thr=0.5: 0.5169, prec@thr=0.5: 0.6382, recall@top3: 0.6932, prec@top3: 0.5717, recall@top5: 0.8737, prec@top5: 0.4407, loss: 0.0538, grad_norm: 0.1329 2021-03-01 13:23:26,916 - mmaction - INFO - Epoch [1][920/1921] lr: 2.792e-02, eta: 23:03:47, time: 2.128, data_time: 0.001, memory: 8237, loss_action_cls: 0.0557, recall@thr=0.5: 0.5151, prec@thr=0.5: 0.6228, recall@top3: 0.6766, prec@top3: 0.5592, recall@top5: 0.8542, prec@top5: 0.4328, loss: 0.0557, grad_norm: 0.1486 2021-03-01 13:24:10,259 - mmaction - INFO - Epoch [1][940/1921] lr: 2.820e-02, eta: 23:02:25, time: 2.167, data_time: 0.001, memory: 8237, loss_action_cls: 0.0547, recall@thr=0.5: 0.5118, prec@thr=0.5: 0.6315, recall@top3: 0.6864, prec@top3: 0.5706, recall@top5: 0.8660, prec@top5: 0.4392, loss: 0.0547, grad_norm: 0.1302 2021-03-01 13:24:53,569 - mmaction - INFO - Epoch [1][960/1921] lr: 2.848e-02, eta: 23:01:04, time: 2.165, data_time: 0.001, memory: 8237, loss_action_cls: 0.0542, recall@thr=0.5: 0.5196, prec@thr=0.5: 0.6418, recall@top3: 0.6875, prec@top3: 0.5677, recall@top5: 0.8654, prec@top5: 0.4357, loss: 0.0542, grad_norm: 0.1266 2021-03-01 13:25:36,655 - mmaction - INFO - Epoch [1][980/1921] lr: 2.876e-02, eta: 22:59:35, time: 2.154, data_time: 0.001, memory: 8237, loss_action_cls: 0.0559, recall@thr=0.5: 0.4919, prec@thr=0.5: 0.6175, recall@top3: 0.6720, prec@top3: 0.5594, recall@top5: 0.8500, prec@top5: 0.4315, loss: 0.0559, grad_norm: 0.1272 2021-03-01 13:26:19,526 - mmaction - INFO - Epoch [1][1000/1921] lr: 2.904e-02, eta: 22:58:01, time: 2.144, data_time: 0.001, memory: 8237, loss_action_cls: 0.0550, recall@thr=0.5: 0.5149, prec@thr=0.5: 0.6342, recall@top3: 0.6896, prec@top3: 0.5713, recall@top5: 0.8591, prec@top5: 0.4377, loss: 0.0550, grad_norm: 0.1297 2021-03-01 13:27:02,428 - mmaction - INFO - Epoch [1][1020/1921] lr: 2.932e-02, eta: 22:56:29, time: 2.145, data_time: 0.001, memory: 8237, loss_action_cls: 0.0537, recall@thr=0.5: 0.5229, prec@thr=0.5: 0.6430, recall@top3: 0.6870, prec@top3: 0.5675, recall@top5: 0.8623, prec@top5: 0.4347, loss: 0.0537, grad_norm: 0.1260 2021-03-01 13:27:44,824 - mmaction - INFO - Epoch [1][1040/1921] lr: 2.960e-02, eta: 22:54:41, time: 2.120, data_time: 0.001, memory: 8237, loss_action_cls: 0.0541, recall@thr=0.5: 0.5296, prec@thr=0.5: 0.6468, recall@top3: 0.6935, prec@top3: 0.5715, recall@top5: 0.8602, prec@top5: 0.4352, loss: 0.0541, grad_norm: 0.1226 2021-03-01 13:28:28,079 - mmaction - INFO - Epoch [1][1060/1921] lr: 2.988e-02, eta: 22:53:26, time: 2.163, data_time: 0.001, memory: 8237, loss_action_cls: 0.0533, recall@thr=0.5: 0.5327, prec@thr=0.5: 0.6501, recall@top3: 0.6998, prec@top3: 0.5748, recall@top5: 0.8751, prec@top5: 0.4401, loss: 0.0533, grad_norm: 0.1384 2021-03-01 13:29:11,422 - mmaction - INFO - Epoch [1][1080/1921] lr: 3.017e-02, eta: 22:52:16, time: 2.167, data_time: 0.001, memory: 8237, loss_action_cls: 0.0560, recall@thr=0.5: 0.5024, prec@thr=0.5: 0.6182, recall@top3: 0.6798, prec@top3: 0.5623, recall@top5: 0.8529, prec@top5: 0.4318, loss: 0.0560, grad_norm: 0.1460 2021-03-01 13:29:54,956 - mmaction - INFO - Epoch [1][1100/1921] lr: 3.045e-02, eta: 22:51:12, time: 2.177, data_time: 0.001, memory: 8237, loss_action_cls: 0.0538, recall@thr=0.5: 0.5072, prec@thr=0.5: 0.6299, recall@top3: 0.6847, prec@top3: 0.5609, recall@top5: 0.8632, prec@top5: 0.4323, loss: 0.0538, grad_norm: 0.1190 2021-03-01 13:30:38,238 - mmaction - INFO - Epoch [1][1120/1921] lr: 3.073e-02, eta: 22:50:01, time: 2.164, data_time: 0.001, memory: 8237, loss_action_cls: 0.0528, recall@thr=0.5: 0.5307, prec@thr=0.5: 0.6381, recall@top3: 0.6989, prec@top3: 0.5687, recall@top5: 0.8755, prec@top5: 0.4352, loss: 0.0528, grad_norm: 0.1296 2021-03-01 13:31:21,042 - mmaction - INFO - Epoch [1][1140/1921] lr: 3.101e-02, eta: 22:48:35, time: 2.140, data_time: 0.001, memory: 8237, loss_action_cls: 0.0543, recall@thr=0.5: 0.5176, prec@thr=0.5: 0.6371, recall@top3: 0.6950, prec@top3: 0.5718, recall@top5: 0.8635, prec@top5: 0.4342, loss: 0.0543, grad_norm: 0.1293 2021-03-01 13:32:04,142 - mmaction - INFO - Epoch [1][1160/1921] lr: 3.129e-02, eta: 22:47:21, time: 2.155, data_time: 0.001, memory: 8237, loss_action_cls: 0.0532, recall@thr=0.5: 0.5223, prec@thr=0.5: 0.6413, recall@top3: 0.6983, prec@top3: 0.5710, recall@top5: 0.8717, prec@top5: 0.4361, loss: 0.0532, grad_norm: 0.1384 2021-03-01 13:32:47,025 - mmaction - INFO - Epoch [1][1180/1921] lr: 3.157e-02, eta: 22:46:00, time: 2.144, data_time: 0.001, memory: 8237, loss_action_cls: 0.0525, recall@thr=0.5: 0.5261, prec@thr=0.5: 0.6403, recall@top3: 0.6999, prec@top3: 0.5771, recall@top5: 0.8725, prec@top5: 0.4392, loss: 0.0525, grad_norm: 0.1211 2021-03-01 13:33:30,917 - mmaction - INFO - Epoch [1][1200/1921] lr: 3.185e-02, eta: 22:45:12, time: 2.195, data_time: 0.001, memory: 8237, loss_action_cls: 0.0520, recall@thr=0.5: 0.5382, prec@thr=0.5: 0.6596, recall@top3: 0.7073, prec@top3: 0.5846, recall@top5: 0.8774, prec@top5: 0.4445, loss: 0.0520, grad_norm: 0.1320 2021-03-01 13:34:15,349 - mmaction - INFO - Epoch [1][1220/1921] lr: 3.213e-02, eta: 22:44:41, time: 2.222, data_time: 0.001, memory: 8237, loss_action_cls: 0.0526, recall@thr=0.5: 0.5380, prec@thr=0.5: 0.6403, recall@top3: 0.7064, prec@top3: 0.5803, recall@top5: 0.8766, prec@top5: 0.4403, loss: 0.0526, grad_norm: 0.1277 2021-03-01 13:34:58,338 - mmaction - INFO - Epoch [1][1240/1921] lr: 3.241e-02, eta: 22:43:26, time: 2.150, data_time: 0.001, memory: 8237, loss_action_cls: 0.0533, recall@thr=0.5: 0.5192, prec@thr=0.5: 0.6361, recall@top3: 0.6927, prec@top3: 0.5726, recall@top5: 0.8682, prec@top5: 0.4393, loss: 0.0533, grad_norm: 0.1323 2021-03-01 13:35:41,415 - mmaction - INFO - Epoch [1][1260/1921] lr: 3.270e-02, eta: 22:42:15, time: 2.154, data_time: 0.001, memory: 8237, loss_action_cls: 0.0523, recall@thr=0.5: 0.5353, prec@thr=0.5: 0.6437, recall@top3: 0.7003, prec@top3: 0.5798, recall@top5: 0.8747, prec@top5: 0.4436, loss: 0.0523, grad_norm: 0.1273 2021-03-01 13:36:24,441 - mmaction - INFO - Epoch [1][1280/1921] lr: 3.298e-02, eta: 22:41:03, time: 2.151, data_time: 0.001, memory: 8237, loss_action_cls: 0.0517, recall@thr=0.5: 0.5305, prec@thr=0.5: 0.6464, recall@top3: 0.6975, prec@top3: 0.5741, recall@top5: 0.8731, prec@top5: 0.4393, loss: 0.0517, grad_norm: 0.1318 2021-03-01 13:37:07,990 - mmaction - INFO - Epoch [1][1300/1921] lr: 3.326e-02, eta: 22:40:06, time: 2.177, data_time: 0.001, memory: 8237, loss_action_cls: 0.0509, recall@thr=0.5: 0.5386, prec@thr=0.5: 0.6527, recall@top3: 0.7092, prec@top3: 0.5743, recall@top5: 0.8796, prec@top5: 0.4357, loss: 0.0509, grad_norm: 0.1158 2021-03-01 13:37:51,099 - mmaction - INFO - Epoch [1][1320/1921] lr: 3.354e-02, eta: 22:38:58, time: 2.156, data_time: 0.001, memory: 8237, loss_action_cls: 0.0523, recall@thr=0.5: 0.5365, prec@thr=0.5: 0.6480, recall@top3: 0.7086, prec@top3: 0.5783, recall@top5: 0.8780, prec@top5: 0.4387, loss: 0.0523, grad_norm: 0.1116 2021-03-01 13:38:34,590 - mmaction - INFO - Epoch [1][1340/1921] lr: 3.382e-02, eta: 22:38:02, time: 2.175, data_time: 0.001, memory: 8237, loss_action_cls: 0.0512, recall@thr=0.5: 0.5434, prec@thr=0.5: 0.6560, recall@top3: 0.7178, prec@top3: 0.5808, recall@top5: 0.8838, prec@top5: 0.4385, loss: 0.0512, grad_norm: 0.1207 2021-03-01 13:39:17,883 - mmaction - INFO - Epoch [1][1360/1921] lr: 3.410e-02, eta: 22:37:00, time: 2.165, data_time: 0.001, memory: 8237, loss_action_cls: 0.0518, recall@thr=0.5: 0.5400, prec@thr=0.5: 0.6418, recall@top3: 0.7019, prec@top3: 0.5786, recall@top5: 0.8768, prec@top5: 0.4435, loss: 0.0518, grad_norm: 0.1274 2021-03-01 13:40:01,341 - mmaction - INFO - Epoch [1][1380/1921] lr: 3.438e-02, eta: 22:36:03, time: 2.173, data_time: 0.001, memory: 8237, loss_action_cls: 0.0524, recall@thr=0.5: 0.5284, prec@thr=0.5: 0.6398, recall@top3: 0.7010, prec@top3: 0.5699, recall@top5: 0.8766, prec@top5: 0.4357, loss: 0.0524, grad_norm: 0.1390 2021-03-01 13:40:45,344 - mmaction - INFO - Epoch [1][1400/1921] lr: 3.466e-02, eta: 22:35:21, time: 2.200, data_time: 0.001, memory: 8237, loss_action_cls: 0.0523, recall@thr=0.5: 0.5332, prec@thr=0.5: 0.6518, recall@top3: 0.7062, prec@top3: 0.5774, recall@top5: 0.8761, prec@top5: 0.4387, loss: 0.0523, grad_norm: 0.1308 2021-03-01 13:41:28,312 - mmaction - INFO - Epoch [1][1420/1921] lr: 3.494e-02, eta: 22:34:12, time: 2.148, data_time: 0.001, memory: 8237, loss_action_cls: 0.0511, recall@thr=0.5: 0.5419, prec@thr=0.5: 0.6538, recall@top3: 0.7104, prec@top3: 0.5852, recall@top5: 0.8778, prec@top5: 0.4426, loss: 0.0511, grad_norm: 0.1222 2021-03-01 13:42:11,208 - mmaction - INFO - Epoch [1][1440/1921] lr: 3.523e-02, eta: 22:33:01, time: 2.145, data_time: 0.001, memory: 8237, loss_action_cls: 0.0516, recall@thr=0.5: 0.5444, prec@thr=0.5: 0.6568, recall@top3: 0.7122, prec@top3: 0.5854, recall@top5: 0.8771, prec@top5: 0.4406, loss: 0.0516, grad_norm: 0.1277 2021-03-01 13:42:53,746 - mmaction - INFO - Epoch [1][1460/1921] lr: 3.551e-02, eta: 22:31:43, time: 2.127, data_time: 0.002, memory: 8237, loss_action_cls: 0.0522, recall@thr=0.5: 0.5392, prec@thr=0.5: 0.6576, recall@top3: 0.7019, prec@top3: 0.5791, recall@top5: 0.8740, prec@top5: 0.4413, loss: 0.0522, grad_norm: 0.1257 2021-03-01 13:43:36,371 - mmaction - INFO - Epoch [1][1480/1921] lr: 3.579e-02, eta: 22:30:28, time: 2.131, data_time: 0.001, memory: 8237, loss_action_cls: 0.0526, recall@thr=0.5: 0.5289, prec@thr=0.5: 0.6429, recall@top3: 0.6979, prec@top3: 0.5726, recall@top5: 0.8726, prec@top5: 0.4383, loss: 0.0526, grad_norm: 0.1319 2021-03-01 13:44:19,241 - mmaction - INFO - Epoch [1][1500/1921] lr: 3.607e-02, eta: 22:29:19, time: 2.144, data_time: 0.001, memory: 8237, loss_action_cls: 0.0530, recall@thr=0.5: 0.5294, prec@thr=0.5: 0.6418, recall@top3: 0.6993, prec@top3: 0.5747, recall@top5: 0.8671, prec@top5: 0.4348, loss: 0.0530, grad_norm: 0.1430 2021-03-01 13:45:02,948 - mmaction - INFO - Epoch [1][1520/1921] lr: 3.635e-02, eta: 22:28:32, time: 2.185, data_time: 0.001, memory: 8237, loss_action_cls: 0.0523, recall@thr=0.5: 0.5333, prec@thr=0.5: 0.6575, recall@top3: 0.7070, prec@top3: 0.5779, recall@top5: 0.8732, prec@top5: 0.4377, loss: 0.0523, grad_norm: 0.1210 2021-03-01 13:45:46,262 - mmaction - INFO - Epoch [1][1540/1921] lr: 3.663e-02, eta: 22:27:35, time: 2.166, data_time: 0.001, memory: 8237, loss_action_cls: 0.0516, recall@thr=0.5: 0.5452, prec@thr=0.5: 0.6559, recall@top3: 0.7070, prec@top3: 0.5900, recall@top5: 0.8767, prec@top5: 0.4473, loss: 0.0516, grad_norm: 0.1182 2021-03-01 13:46:29,415 - mmaction - INFO - Epoch [1][1560/1921] lr: 3.691e-02, eta: 22:26:34, time: 2.158, data_time: 0.001, memory: 8237, loss_action_cls: 0.0516, recall@thr=0.5: 0.5413, prec@thr=0.5: 0.6588, recall@top3: 0.7126, prec@top3: 0.5855, recall@top5: 0.8786, prec@top5: 0.4424, loss: 0.0516, grad_norm: 0.1271 2021-03-01 13:47:12,718 - mmaction - INFO - Epoch [1][1580/1921] lr: 3.719e-02, eta: 22:25:38, time: 2.165, data_time: 0.001, memory: 8237, loss_action_cls: 0.0515, recall@thr=0.5: 0.5317, prec@thr=0.5: 0.6419, recall@top3: 0.7090, prec@top3: 0.5760, recall@top5: 0.8757, prec@top5: 0.4362, loss: 0.0515, grad_norm: 0.1239 2021-03-01 13:47:56,109 - mmaction - INFO - Epoch [1][1600/1921] lr: 3.747e-02, eta: 22:24:44, time: 2.169, data_time: 0.001, memory: 8237, loss_action_cls: 0.0509, recall@thr=0.5: 0.5476, prec@thr=0.5: 0.6599, recall@top3: 0.7095, prec@top3: 0.5820, recall@top5: 0.8858, prec@top5: 0.4445, loss: 0.0509, grad_norm: 0.1215 2021-03-01 13:48:39,019 - mmaction - INFO - Epoch [1][1620/1921] lr: 3.776e-02, eta: 22:23:40, time: 2.146, data_time: 0.001, memory: 8237, loss_action_cls: 0.0515, recall@thr=0.5: 0.5311, prec@thr=0.5: 0.6483, recall@top3: 0.7064, prec@top3: 0.5831, recall@top5: 0.8780, prec@top5: 0.4417, loss: 0.0515, grad_norm: 0.1228 2021-03-01 13:49:22,247 - mmaction - INFO - Epoch [1][1640/1921] lr: 3.804e-02, eta: 22:22:43, time: 2.161, data_time: 0.001, memory: 8237, loss_action_cls: 0.0511, recall@thr=0.5: 0.5373, prec@thr=0.5: 0.6571, recall@top3: 0.7107, prec@top3: 0.5932, recall@top5: 0.8816, prec@top5: 0.4490, loss: 0.0511, grad_norm: 0.1279 2021-03-01 13:50:05,427 - mmaction - INFO - Epoch [1][1660/1921] lr: 3.832e-02, eta: 22:21:45, time: 2.159, data_time: 0.001, memory: 8237, loss_action_cls: 0.0517, recall@thr=0.5: 0.5525, prec@thr=0.5: 0.6547, recall@top3: 0.7065, prec@top3: 0.5861, recall@top5: 0.8713, prec@top5: 0.4415, loss: 0.0517, grad_norm: 0.1251 2021-03-01 13:50:48,231 - mmaction - INFO - Epoch [1][1680/1921] lr: 3.860e-02, eta: 22:20:39, time: 2.140, data_time: 0.001, memory: 8237, loss_action_cls: 0.0502, recall@thr=0.5: 0.5571, prec@thr=0.5: 0.6691, recall@top3: 0.7161, prec@top3: 0.5937, recall@top5: 0.8856, prec@top5: 0.4480, loss: 0.0502, grad_norm: 0.1271 2021-03-01 13:51:31,006 - mmaction - INFO - Epoch [1][1700/1921] lr: 3.888e-02, eta: 22:19:33, time: 2.139, data_time: 0.001, memory: 8237, loss_action_cls: 0.0520, recall@thr=0.5: 0.5472, prec@thr=0.5: 0.6620, recall@top3: 0.7047, prec@top3: 0.5822, recall@top5: 0.8823, prec@top5: 0.4464, loss: 0.0520, grad_norm: 0.1359 2021-03-01 13:52:14,967 - mmaction - INFO - Epoch [1][1720/1921] lr: 3.916e-02, eta: 22:18:54, time: 2.198, data_time: 0.001, memory: 8237, loss_action_cls: 0.0512, recall@thr=0.5: 0.5547, prec@thr=0.5: 0.6609, recall@top3: 0.7080, prec@top3: 0.5869, recall@top5: 0.8787, prec@top5: 0.4444, loss: 0.0512, grad_norm: 0.1268 2021-03-01 13:52:58,027 - mmaction - INFO - Epoch [1][1740/1921] lr: 3.944e-02, eta: 22:17:55, time: 2.153, data_time: 0.001, memory: 8237, loss_action_cls: 0.0510, recall@thr=0.5: 0.5531, prec@thr=0.5: 0.6601, recall@top3: 0.7080, prec@top3: 0.5865, recall@top5: 0.8816, prec@top5: 0.4457, loss: 0.0510, grad_norm: 0.1219 2021-03-01 13:53:41,660 - mmaction - INFO - Epoch [1][1760/1921] lr: 3.972e-02, eta: 22:17:08, time: 2.182, data_time: 0.001, memory: 8237, loss_action_cls: 0.0496, recall@thr=0.5: 0.5525, prec@thr=0.5: 0.6652, recall@top3: 0.7177, prec@top3: 0.5821, recall@top5: 0.8865, prec@top5: 0.4405, loss: 0.0496, grad_norm: 0.1153 2021-03-01 13:54:24,150 - mmaction - INFO - Epoch [1][1780/1921] lr: 4.000e-02, eta: 22:15:58, time: 2.125, data_time: 0.001, memory: 8237, loss_action_cls: 0.0511, recall@thr=0.5: 0.5456, prec@thr=0.5: 0.6566, recall@top3: 0.7072, prec@top3: 0.5806, recall@top5: 0.8738, prec@top5: 0.4385, loss: 0.0511, grad_norm: 0.1243 2021-03-01 13:55:07,320 - mmaction - INFO - Epoch [1][1800/1921] lr: 4.029e-02, eta: 22:15:02, time: 2.158, data_time: 0.001, memory: 8237, loss_action_cls: 0.0510, recall@thr=0.5: 0.5577, prec@thr=0.5: 0.6611, recall@top3: 0.7170, prec@top3: 0.5899, recall@top5: 0.8852, prec@top5: 0.4444, loss: 0.0510, grad_norm: 0.1271 2021-03-01 13:55:50,556 - mmaction - INFO - Epoch [1][1820/1921] lr: 4.057e-02, eta: 22:14:08, time: 2.162, data_time: 0.001, memory: 8237, loss_action_cls: 0.0501, recall@thr=0.5: 0.5643, prec@thr=0.5: 0.6759, recall@top3: 0.7182, prec@top3: 0.5917, recall@top5: 0.8878, prec@top5: 0.4479, loss: 0.0501, grad_norm: 0.1378 2021-03-01 13:56:34,003 - mmaction - INFO - Epoch [1][1840/1921] lr: 4.085e-02, eta: 22:13:19, time: 2.172, data_time: 0.001, memory: 8237, loss_action_cls: 0.0513, recall@thr=0.5: 0.5515, prec@thr=0.5: 0.6665, recall@top3: 0.7133, prec@top3: 0.5899, recall@top5: 0.8775, prec@top5: 0.4447, loss: 0.0513, grad_norm: 0.1250 2021-03-01 13:57:16,523 - mmaction - INFO - Epoch [1][1860/1921] lr: 4.113e-02, eta: 22:12:11, time: 2.126, data_time: 0.001, memory: 8237, loss_action_cls: 0.0511, recall@thr=0.5: 0.5380, prec@thr=0.5: 0.6555, recall@top3: 0.7099, prec@top3: 0.5761, recall@top5: 0.8752, prec@top5: 0.4357, loss: 0.0511, grad_norm: 0.1317 2021-03-01 13:57:59,649 - mmaction - INFO - Epoch [1][1880/1921] lr: 4.141e-02, eta: 22:11:16, time: 2.156, data_time: 0.001, memory: 8237, loss_action_cls: 0.0498, recall@thr=0.5: 0.5576, prec@thr=0.5: 0.6661, recall@top3: 0.7157, prec@top3: 0.5921, recall@top5: 0.8834, prec@top5: 0.4477, loss: 0.0498, grad_norm: 0.1139 2021-03-01 13:58:42,691 - mmaction - INFO - Epoch [1][1900/1921] lr: 4.169e-02, eta: 22:10:19, time: 2.152, data_time: 0.001, memory: 8237, loss_action_cls: 0.0506, recall@thr=0.5: 0.5525, prec@thr=0.5: 0.6555, recall@top3: 0.7171, prec@top3: 0.5835, recall@top5: 0.8844, prec@top5: 0.4414, loss: 0.0506, grad_norm: 0.1319 2021-03-01 13:59:24,523 - mmaction - INFO - Epoch [1][1920/1921] lr: 4.197e-02, eta: 22:08:59, time: 2.092, data_time: 0.001, memory: 8237, loss_action_cls: 0.0511, recall@thr=0.5: 0.5349, prec@thr=0.5: 0.6489, recall@top3: 0.7060, prec@top3: 0.5747, recall@top5: 0.8730, prec@top5: 0.4363, loss: 0.0511, grad_norm: 0.1321 2021-03-01 13:59:29,970 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-03-01 14:10:20,877 - mmaction - INFO - Evaluating mAP ... 2021-03-01 14:18:38,109 - mmaction - INFO - mAP@0.5IOU 0.1656 2021-03-01 14:18:38,396 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_1.pth. 2021-03-01 14:18:38,396 - mmaction - INFO - Best mAP@0.5IOU is 0.1656 at 1 epoch. 2021-03-01 14:18:39,509 - mmaction - INFO - Epoch(val) [1][1921] mAP@0.5IOU: 0.1656 2021-03-01 14:20:16,432 - mmaction - INFO - Epoch [2][20/1921] lr: 4.227e-02, eta: 22:24:05, time: 4.825, data_time: 2.646, memory: 8237, loss_action_cls: 0.0499, recall@thr=0.5: 0.5606, prec@thr=0.5: 0.6678, recall@top3: 0.7220, prec@top3: 0.5940, recall@top5: 0.8862, prec@top5: 0.4477, loss: 0.0499, grad_norm: 0.1145 2021-03-01 14:20:58,758 - mmaction - INFO - Epoch [2][40/1921] lr: 4.255e-02, eta: 22:22:46, time: 2.116, data_time: 0.001, memory: 8237, loss_action_cls: 0.0500, recall@thr=0.5: 0.5446, prec@thr=0.5: 0.6533, recall@top3: 0.7133, prec@top3: 0.5821, recall@top5: 0.8786, prec@top5: 0.4388, loss: 0.0500, grad_norm: 0.1273 2021-03-01 14:21:41,698 - mmaction - INFO - Epoch [2][60/1921] lr: 4.283e-02, eta: 22:21:38, time: 2.147, data_time: 0.002, memory: 8237, loss_action_cls: 0.0491, recall@thr=0.5: 0.5602, prec@thr=0.5: 0.6680, recall@top3: 0.7242, prec@top3: 0.5947, recall@top5: 0.8951, prec@top5: 0.4497, loss: 0.0491, grad_norm: 0.1275 2021-03-01 14:22:25,296 - mmaction - INFO - Epoch [2][80/1921] lr: 4.311e-02, eta: 22:20:44, time: 2.180, data_time: 0.001, memory: 8237, loss_action_cls: 0.0492, recall@thr=0.5: 0.5694, prec@thr=0.5: 0.6726, recall@top3: 0.7269, prec@top3: 0.5907, recall@top5: 0.8850, prec@top5: 0.4417, loss: 0.0492, grad_norm: 0.1226 2021-03-01 14:23:08,415 - mmaction - INFO - Epoch [2][100/1921] lr: 4.339e-02, eta: 22:19:40, time: 2.156, data_time: 0.001, memory: 8237, loss_action_cls: 0.0496, recall@thr=0.5: 0.5653, prec@thr=0.5: 0.6717, recall@top3: 0.7271, prec@top3: 0.5941, recall@top5: 0.8909, prec@top5: 0.4466, loss: 0.0496, grad_norm: 0.1176 2021-03-01 14:23:50,778 - mmaction - INFO - Epoch [2][120/1921] lr: 4.367e-02, eta: 22:18:24, time: 2.118, data_time: 0.001, memory: 8237, loss_action_cls: 0.0497, recall@thr=0.5: 0.5637, prec@thr=0.5: 0.6748, recall@top3: 0.7226, prec@top3: 0.5893, recall@top5: 0.8899, prec@top5: 0.4449, loss: 0.0497, grad_norm: 0.1220 2021-03-01 14:24:34,205 - mmaction - INFO - Epoch [2][140/1921] lr: 4.395e-02, eta: 22:17:27, time: 2.171, data_time: 0.001, memory: 8237, loss_action_cls: 0.0491, recall@thr=0.5: 0.5777, prec@thr=0.5: 0.6768, recall@top3: 0.7184, prec@top3: 0.6011, recall@top5: 0.8832, prec@top5: 0.4532, loss: 0.0491, grad_norm: 0.1114 2021-03-01 14:25:17,749 - mmaction - INFO - Epoch [2][160/1921] lr: 4.423e-02, eta: 22:16:32, time: 2.177, data_time: 0.001, memory: 8237, loss_action_cls: 0.0503, recall@thr=0.5: 0.5588, prec@thr=0.5: 0.6699, recall@top3: 0.7235, prec@top3: 0.5851, recall@top5: 0.8833, prec@top5: 0.4396, loss: 0.0503, grad_norm: 0.1332 2021-03-01 14:26:01,225 - mmaction - INFO - Epoch [2][180/1921] lr: 4.452e-02, eta: 22:15:37, time: 2.174, data_time: 0.001, memory: 8237, loss_action_cls: 0.0497, recall@thr=0.5: 0.5663, prec@thr=0.5: 0.6657, recall@top3: 0.7172, prec@top3: 0.5940, recall@top5: 0.8855, prec@top5: 0.4483, loss: 0.0497, grad_norm: 0.1348 2021-03-01 14:26:44,238 - mmaction - INFO - Epoch [2][200/1921] lr: 4.480e-02, eta: 22:14:34, time: 2.151, data_time: 0.001, memory: 8237, loss_action_cls: 0.0500, recall@thr=0.5: 0.5516, prec@thr=0.5: 0.6556, recall@top3: 0.7194, prec@top3: 0.5834, recall@top5: 0.8910, prec@top5: 0.4425, loss: 0.0500, grad_norm: 0.1196 2021-03-01 14:27:26,998 - mmaction - INFO - Epoch [2][220/1921] lr: 4.508e-02, eta: 22:13:27, time: 2.138, data_time: 0.001, memory: 8237, loss_action_cls: 0.0500, recall@thr=0.5: 0.5523, prec@thr=0.5: 0.6619, recall@top3: 0.7214, prec@top3: 0.5884, recall@top5: 0.8806, prec@top5: 0.4403, loss: 0.0500, grad_norm: 0.1127 2021-03-01 14:28:09,591 - mmaction - INFO - Epoch [2][240/1921] lr: 4.536e-02, eta: 22:12:17, time: 2.129, data_time: 0.001, memory: 8237, loss_action_cls: 0.0496, recall@thr=0.5: 0.5852, prec@thr=0.5: 0.6831, recall@top3: 0.7238, prec@top3: 0.6095, recall@top5: 0.8886, prec@top5: 0.4576, loss: 0.0496, grad_norm: 0.1199 2021-03-01 14:28:52,956 - mmaction - INFO - Epoch [2][260/1921] lr: 4.564e-02, eta: 22:11:21, time: 2.168, data_time: 0.001, memory: 8237, loss_action_cls: 0.0503, recall@thr=0.5: 0.5618, prec@thr=0.5: 0.6586, recall@top3: 0.7178, prec@top3: 0.5958, recall@top5: 0.8830, prec@top5: 0.4468, loss: 0.0503, grad_norm: 0.1371 2021-03-01 14:29:35,809 - mmaction - INFO - Epoch [2][280/1921] lr: 4.592e-02, eta: 22:10:16, time: 2.143, data_time: 0.001, memory: 8237, loss_action_cls: 0.0496, recall@thr=0.5: 0.5611, prec@thr=0.5: 0.6705, recall@top3: 0.7209, prec@top3: 0.5916, recall@top5: 0.8863, prec@top5: 0.4453, loss: 0.0496, grad_norm: 0.1183 2021-03-01 14:30:18,581 - mmaction - INFO - Epoch [2][300/1921] lr: 4.620e-02, eta: 22:09:11, time: 2.139, data_time: 0.002, memory: 8237, loss_action_cls: 0.0508, recall@thr=0.5: 0.5476, prec@thr=0.5: 0.6602, recall@top3: 0.7150, prec@top3: 0.5834, recall@top5: 0.8810, prec@top5: 0.4406, loss: 0.0508, grad_norm: 0.1260 2021-03-01 14:31:01,582 - mmaction - INFO - Epoch [2][320/1921] lr: 4.648e-02, eta: 22:08:10, time: 2.150, data_time: 0.001, memory: 8237, loss_action_cls: 0.0501, recall@thr=0.5: 0.5473, prec@thr=0.5: 0.6597, recall@top3: 0.7187, prec@top3: 0.5866, recall@top5: 0.8905, prec@top5: 0.4440, loss: 0.0501, grad_norm: 0.1350 2021-03-01 14:31:44,207 - mmaction - INFO - Epoch [2][340/1921] lr: 4.676e-02, eta: 22:07:03, time: 2.131, data_time: 0.001, memory: 8237, loss_action_cls: 0.0488, recall@thr=0.5: 0.5626, prec@thr=0.5: 0.6606, recall@top3: 0.7191, prec@top3: 0.5887, recall@top5: 0.8862, prec@top5: 0.4435, loss: 0.0488, grad_norm: 0.1267 2021-03-01 14:32:27,114 - mmaction - INFO - Epoch [2][360/1921] lr: 4.705e-02, eta: 22:06:01, time: 2.145, data_time: 0.001, memory: 8237, loss_action_cls: 0.0487, recall@thr=0.5: 0.5787, prec@thr=0.5: 0.6766, recall@top3: 0.7239, prec@top3: 0.5994, recall@top5: 0.8893, prec@top5: 0.4502, loss: 0.0487, grad_norm: 0.1345 2021-03-01 14:33:08,693 - mmaction - INFO - Epoch [2][380/1921] lr: 4.733e-02, eta: 22:04:39, time: 2.079, data_time: 0.001, memory: 8237, loss_action_cls: 0.0498, recall@thr=0.5: 0.5659, prec@thr=0.5: 0.6636, recall@top3: 0.7228, prec@top3: 0.5946, recall@top5: 0.8875, prec@top5: 0.4460, loss: 0.0498, grad_norm: 0.1306 2021-03-01 14:33:52,594 - mmaction - INFO - Epoch [2][400/1921] lr: 4.761e-02, eta: 22:03:53, time: 2.195, data_time: 0.001, memory: 8237, loss_action_cls: 0.0503, recall@thr=0.5: 0.5515, prec@thr=0.5: 0.6615, recall@top3: 0.7130, prec@top3: 0.5800, recall@top5: 0.8838, prec@top5: 0.4397, loss: 0.0503, grad_norm: 0.1231 2021-03-01 14:34:35,469 - mmaction - INFO - Epoch [2][420/1921] lr: 4.789e-02, eta: 22:02:51, time: 2.144, data_time: 0.001, memory: 8237, loss_action_cls: 0.0499, recall@thr=0.5: 0.5692, prec@thr=0.5: 0.6710, recall@top3: 0.7208, prec@top3: 0.5971, recall@top5: 0.8908, prec@top5: 0.4523, loss: 0.0499, grad_norm: 0.1288 2021-03-01 14:35:19,007 - mmaction - INFO - Epoch [2][440/1921] lr: 4.817e-02, eta: 22:02:00, time: 2.177, data_time: 0.002, memory: 8237, loss_action_cls: 0.0496, recall@thr=0.5: 0.5652, prec@thr=0.5: 0.6698, recall@top3: 0.7208, prec@top3: 0.5934, recall@top5: 0.8858, prec@top5: 0.4457, loss: 0.0496, grad_norm: 0.1342 2021-03-01 14:36:01,975 - mmaction - INFO - Epoch [2][460/1921] lr: 4.845e-02, eta: 22:01:01, time: 2.148, data_time: 0.001, memory: 8237, loss_action_cls: 0.0494, recall@thr=0.5: 0.5628, prec@thr=0.5: 0.6708, recall@top3: 0.7251, prec@top3: 0.5938, recall@top5: 0.8833, prec@top5: 0.4427, loss: 0.0494, grad_norm: 0.1297 2021-03-01 14:36:44,698 - mmaction - INFO - Epoch [2][480/1921] lr: 4.873e-02, eta: 21:59:58, time: 2.136, data_time: 0.002, memory: 8237, loss_action_cls: 0.0498, recall@thr=0.5: 0.5642, prec@thr=0.5: 0.6719, recall@top3: 0.7185, prec@top3: 0.5981, recall@top5: 0.8820, prec@top5: 0.4504, loss: 0.0498, grad_norm: 0.1295 2021-03-01 14:37:27,368 - mmaction - INFO - Epoch [2][500/1921] lr: 4.901e-02, eta: 21:58:54, time: 2.133, data_time: 0.001, memory: 8237, loss_action_cls: 0.0493, recall@thr=0.5: 0.5699, prec@thr=0.5: 0.6678, recall@top3: 0.7211, prec@top3: 0.5898, recall@top5: 0.8865, prec@top5: 0.4460, loss: 0.0493, grad_norm: 0.1352 2021-03-01 14:38:10,580 - mmaction - INFO - Epoch [2][520/1921] lr: 4.929e-02, eta: 21:57:59, time: 2.161, data_time: 0.001, memory: 8237, loss_action_cls: 0.0507, recall@thr=0.5: 0.5576, prec@thr=0.5: 0.6627, recall@top3: 0.7138, prec@top3: 0.5860, recall@top5: 0.8778, prec@top5: 0.4417, loss: 0.0507, grad_norm: 0.1395 2021-03-01 14:38:53,269 - mmaction - INFO - Epoch [2][540/1921] lr: 4.958e-02, eta: 21:56:57, time: 2.134, data_time: 0.001, memory: 8237, loss_action_cls: 0.0492, recall@thr=0.5: 0.5575, prec@thr=0.5: 0.6669, recall@top3: 0.7288, prec@top3: 0.5897, recall@top5: 0.8901, prec@top5: 0.4416, loss: 0.0492, grad_norm: 0.1200 2021-03-01 14:39:35,745 - mmaction - INFO - Epoch [2][560/1921] lr: 4.986e-02, eta: 21:55:52, time: 2.124, data_time: 0.001, memory: 8237, loss_action_cls: 0.0487, recall@thr=0.5: 0.5681, prec@thr=0.5: 0.6751, recall@top3: 0.7239, prec@top3: 0.5887, recall@top5: 0.8934, prec@top5: 0.4451, loss: 0.0487, grad_norm: 0.1192 2021-03-01 14:40:18,828 - mmaction - INFO - Epoch [2][580/1921] lr: 5.014e-02, eta: 21:54:55, time: 2.154, data_time: 0.001, memory: 8237, loss_action_cls: 0.0487, recall@thr=0.5: 0.5744, prec@thr=0.5: 0.6764, recall@top3: 0.7235, prec@top3: 0.5890, recall@top5: 0.8907, prec@top5: 0.4446, loss: 0.0487, grad_norm: 0.1141 2021-03-01 14:41:02,500 - mmaction - INFO - Epoch [2][600/1921] lr: 5.042e-02, eta: 21:54:08, time: 2.183, data_time: 0.001, memory: 8237, loss_action_cls: 0.0497, recall@thr=0.5: 0.5559, prec@thr=0.5: 0.6622, recall@top3: 0.7197, prec@top3: 0.5818, recall@top5: 0.8873, prec@top5: 0.4385, loss: 0.0497, grad_norm: 0.1263 2021-03-01 14:41:45,415 - mmaction - INFO - Epoch [2][620/1921] lr: 5.070e-02, eta: 21:53:10, time: 2.146, data_time: 0.001, memory: 8237, loss_action_cls: 0.0488, recall@thr=0.5: 0.5780, prec@thr=0.5: 0.6828, recall@top3: 0.7348, prec@top3: 0.5985, recall@top5: 0.8947, prec@top5: 0.4467, loss: 0.0488, grad_norm: 0.1272 2021-03-01 14:42:28,132 - mmaction - INFO - Epoch [2][640/1921] lr: 5.098e-02, eta: 21:52:09, time: 2.136, data_time: 0.001, memory: 8237, loss_action_cls: 0.0487, recall@thr=0.5: 0.5672, prec@thr=0.5: 0.6808, recall@top3: 0.7345, prec@top3: 0.6026, recall@top5: 0.8916, prec@top5: 0.4488, loss: 0.0487, grad_norm: 0.1239 2021-03-01 14:43:10,773 - mmaction - INFO - Epoch [2][660/1921] lr: 5.126e-02, eta: 21:51:07, time: 2.132, data_time: 0.001, memory: 8237, loss_action_cls: 0.0496, recall@thr=0.5: 0.5649, prec@thr=0.5: 0.6632, recall@top3: 0.7249, prec@top3: 0.5869, recall@top5: 0.8859, prec@top5: 0.4405, loss: 0.0496, grad_norm: 0.1203 2021-03-01 14:43:53,791 - mmaction - INFO - Epoch [2][680/1921] lr: 5.154e-02, eta: 21:50:11, time: 2.151, data_time: 0.001, memory: 8237, loss_action_cls: 0.0483, recall@thr=0.5: 0.5627, prec@thr=0.5: 0.6738, recall@top3: 0.7261, prec@top3: 0.5867, recall@top5: 0.8905, prec@top5: 0.4406, loss: 0.0483, grad_norm: 0.1140 2021-03-01 14:44:36,685 - mmaction - INFO - Epoch [2][700/1921] lr: 5.182e-02, eta: 21:49:14, time: 2.145, data_time: 0.001, memory: 8237, loss_action_cls: 0.0489, recall@thr=0.5: 0.5639, prec@thr=0.5: 0.6749, recall@top3: 0.7228, prec@top3: 0.5966, recall@top5: 0.8884, prec@top5: 0.4491, loss: 0.0489, grad_norm: 0.1170 2021-03-01 14:45:20,214 - mmaction - INFO - Epoch [2][720/1921] lr: 5.211e-02, eta: 21:48:25, time: 2.176, data_time: 0.001, memory: 8237, loss_action_cls: 0.0482, recall@thr=0.5: 0.5766, prec@thr=0.5: 0.6788, recall@top3: 0.7253, prec@top3: 0.5917, recall@top5: 0.8952, prec@top5: 0.4469, loss: 0.0482, grad_norm: 0.1233 2021-03-01 14:46:02,989 - mmaction - INFO - Epoch [2][740/1921] lr: 5.239e-02, eta: 21:47:26, time: 2.139, data_time: 0.001, memory: 8237, loss_action_cls: 0.0479, recall@thr=0.5: 0.5930, prec@thr=0.5: 0.6955, recall@top3: 0.7374, prec@top3: 0.6032, recall@top5: 0.8968, prec@top5: 0.4504, loss: 0.0479, grad_norm: 0.1141 2021-03-01 14:46:45,618 - mmaction - INFO - Epoch [2][760/1921] lr: 5.267e-02, eta: 21:46:26, time: 2.131, data_time: 0.001, memory: 8237, loss_action_cls: 0.0485, recall@thr=0.5: 0.5779, prec@thr=0.5: 0.6821, recall@top3: 0.7306, prec@top3: 0.6008, recall@top5: 0.8926, prec@top5: 0.4493, loss: 0.0485, grad_norm: 0.1246 2021-03-01 14:47:29,169 - mmaction - INFO - Epoch [2][780/1921] lr: 5.295e-02, eta: 21:45:38, time: 2.178, data_time: 0.001, memory: 8237, loss_action_cls: 0.0492, recall@thr=0.5: 0.5713, prec@thr=0.5: 0.6669, recall@top3: 0.7233, prec@top3: 0.5927, recall@top5: 0.8868, prec@top5: 0.4461, loss: 0.0492, grad_norm: 0.1146 2021-03-01 14:48:12,112 - mmaction - INFO - Epoch [2][800/1921] lr: 5.323e-02, eta: 21:44:42, time: 2.147, data_time: 0.003, memory: 8237, loss_action_cls: 0.0480, recall@thr=0.5: 0.5722, prec@thr=0.5: 0.6706, recall@top3: 0.7305, prec@top3: 0.5996, recall@top5: 0.8964, prec@top5: 0.4506, loss: 0.0480, grad_norm: 0.1183 2021-03-01 14:48:54,657 - mmaction - INFO - Epoch [2][820/1921] lr: 5.351e-02, eta: 21:43:41, time: 2.127, data_time: 0.001, memory: 8237, loss_action_cls: 0.0495, recall@thr=0.5: 0.5838, prec@thr=0.5: 0.6775, recall@top3: 0.7260, prec@top3: 0.5951, recall@top5: 0.8871, prec@top5: 0.4476, loss: 0.0495, grad_norm: 0.1333 2021-03-01 14:49:37,728 - mmaction - INFO - Epoch [2][840/1921] lr: 5.379e-02, eta: 21:42:47, time: 2.154, data_time: 0.001, memory: 8237, loss_action_cls: 0.0485, recall@thr=0.5: 0.5728, prec@thr=0.5: 0.6853, recall@top3: 0.7286, prec@top3: 0.5988, recall@top5: 0.8903, prec@top5: 0.4487, loss: 0.0485, grad_norm: 0.1292 2021-03-01 14:50:20,718 - mmaction - INFO - Epoch [2][860/1921] lr: 5.407e-02, eta: 21:41:52, time: 2.149, data_time: 0.001, memory: 8237, loss_action_cls: 0.0485, recall@thr=0.5: 0.5716, prec@thr=0.5: 0.6732, recall@top3: 0.7278, prec@top3: 0.5908, recall@top5: 0.8879, prec@top5: 0.4431, loss: 0.0485, grad_norm: 0.1223 2021-03-01 14:51:03,752 - mmaction - INFO - Epoch [2][880/1921] lr: 5.435e-02, eta: 21:40:58, time: 2.152, data_time: 0.001, memory: 8237, loss_action_cls: 0.0483, recall@thr=0.5: 0.5661, prec@thr=0.5: 0.6788, recall@top3: 0.7315, prec@top3: 0.5930, recall@top5: 0.8931, prec@top5: 0.4439, loss: 0.0483, grad_norm: 0.1128 2021-03-01 14:51:46,762 - mmaction - INFO - Epoch [2][900/1921] lr: 5.464e-02, eta: 21:40:04, time: 2.150, data_time: 0.001, memory: 8237, loss_action_cls: 0.0485, recall@thr=0.5: 0.5758, prec@thr=0.5: 0.6777, recall@top3: 0.7310, prec@top3: 0.5964, recall@top5: 0.8936, prec@top5: 0.4464, loss: 0.0485, grad_norm: 0.1067 2021-03-01 14:52:29,158 - mmaction - INFO - Epoch [2][920/1921] lr: 5.492e-02, eta: 21:39:02, time: 2.120, data_time: 0.001, memory: 8237, loss_action_cls: 0.0476, recall@thr=0.5: 0.5865, prec@thr=0.5: 0.6858, recall@top3: 0.7357, prec@top3: 0.6023, recall@top5: 0.8928, prec@top5: 0.4474, loss: 0.0476, grad_norm: 0.1088 2021-03-01 14:53:12,289 - mmaction - INFO - Epoch [2][940/1921] lr: 5.520e-02, eta: 21:38:10, time: 2.157, data_time: 0.001, memory: 8237, loss_action_cls: 0.0490, recall@thr=0.5: 0.5700, prec@thr=0.5: 0.6798, recall@top3: 0.7306, prec@top3: 0.5883, recall@top5: 0.8900, prec@top5: 0.4401, loss: 0.0490, grad_norm: 0.1158 2021-03-01 14:53:55,816 - mmaction - INFO - Epoch [2][960/1921] lr: 5.548e-02, eta: 21:37:23, time: 2.176, data_time: 0.001, memory: 8237, loss_action_cls: 0.0493, recall@thr=0.5: 0.5744, prec@thr=0.5: 0.6662, recall@top3: 0.7227, prec@top3: 0.5982, recall@top5: 0.8923, prec@top5: 0.4526, loss: 0.0493, grad_norm: 0.1313 2021-03-01 14:54:38,648 - mmaction - INFO - Epoch [2][980/1921] lr: 5.576e-02, eta: 21:36:27, time: 2.142, data_time: 0.001, memory: 8237, loss_action_cls: 0.0489, recall@thr=0.5: 0.5773, prec@thr=0.5: 0.6845, recall@top3: 0.7261, prec@top3: 0.5976, recall@top5: 0.8960, prec@top5: 0.4534, loss: 0.0489, grad_norm: 0.1526 2021-03-01 14:55:20,695 - mmaction - INFO - Epoch [2][1000/1921] lr: 5.604e-02, eta: 21:35:22, time: 2.102, data_time: 0.001, memory: 8237, loss_action_cls: 0.0484, recall@thr=0.5: 0.5718, prec@thr=0.5: 0.6806, recall@top3: 0.7296, prec@top3: 0.5959, recall@top5: 0.8929, prec@top5: 0.4470, loss: 0.0484, grad_norm: 0.1236 2021-03-01 14:56:03,047 - mmaction - INFO - Epoch [2][1020/1921] lr: 5.632e-02, eta: 21:34:21, time: 2.118, data_time: 0.001, memory: 8237, loss_action_cls: 0.0475, recall@thr=0.5: 0.5841, prec@thr=0.5: 0.6855, recall@top3: 0.7397, prec@top3: 0.5981, recall@top5: 0.9016, prec@top5: 0.4467, loss: 0.0475, grad_norm: 0.1135 2021-03-01 14:56:46,222 - mmaction - INFO - Epoch [2][1040/1921] lr: 5.660e-02, eta: 21:33:30, time: 2.159, data_time: 0.001, memory: 8237, loss_action_cls: 0.0492, recall@thr=0.5: 0.5741, prec@thr=0.5: 0.6753, recall@top3: 0.7302, prec@top3: 0.5985, recall@top5: 0.8905, prec@top5: 0.4472, loss: 0.0492, grad_norm: 0.1167 2021-03-01 14:57:28,771 - mmaction - INFO - Epoch [2][1060/1921] lr: 5.688e-02, eta: 21:32:31, time: 2.127, data_time: 0.001, memory: 8237, loss_action_cls: 0.0487, recall@thr=0.5: 0.5660, prec@thr=0.5: 0.6628, recall@top3: 0.7238, prec@top3: 0.5938, recall@top5: 0.8893, prec@top5: 0.4461, loss: 0.0487, grad_norm: 0.1176 2021-03-01 14:58:11,797 - mmaction - INFO - Epoch [2][1080/1921] lr: 5.717e-02, eta: 21:31:39, time: 2.152, data_time: 0.001, memory: 8237, loss_action_cls: 0.0491, recall@thr=0.5: 0.5789, prec@thr=0.5: 0.6800, recall@top3: 0.7273, prec@top3: 0.5945, recall@top5: 0.8849, prec@top5: 0.4425, loss: 0.0491, grad_norm: 0.1161 2021-03-01 14:58:53,995 - mmaction - INFO - Epoch [2][1100/1921] lr: 5.745e-02, eta: 21:30:37, time: 2.110, data_time: 0.001, memory: 8237, loss_action_cls: 0.0485, recall@thr=0.5: 0.5701, prec@thr=0.5: 0.6752, recall@top3: 0.7270, prec@top3: 0.5962, recall@top5: 0.8897, prec@top5: 0.4470, loss: 0.0485, grad_norm: 0.1118 2021-03-01 14:59:37,580 - mmaction - INFO - Epoch [2][1120/1921] lr: 5.773e-02, eta: 21:29:51, time: 2.179, data_time: 0.001, memory: 8237, loss_action_cls: 0.0482, recall@thr=0.5: 0.5826, prec@thr=0.5: 0.6862, recall@top3: 0.7322, prec@top3: 0.6049, recall@top5: 0.8959, prec@top5: 0.4543, loss: 0.0482, grad_norm: 0.1169 2021-03-01 15:00:20,957 - mmaction - INFO - Epoch [2][1140/1921] lr: 5.801e-02, eta: 21:29:03, time: 2.169, data_time: 0.001, memory: 8237, loss_action_cls: 0.0496, recall@thr=0.5: 0.5701, prec@thr=0.5: 0.6782, recall@top3: 0.7208, prec@top3: 0.5966, recall@top5: 0.8853, prec@top5: 0.4495, loss: 0.0496, grad_norm: 0.1204 2021-03-01 15:01:04,081 - mmaction - INFO - Epoch [2][1160/1921] lr: 5.829e-02, eta: 21:28:12, time: 2.156, data_time: 0.001, memory: 8237, loss_action_cls: 0.0486, recall@thr=0.5: 0.5692, prec@thr=0.5: 0.6754, recall@top3: 0.7276, prec@top3: 0.5870, recall@top5: 0.8901, prec@top5: 0.4388, loss: 0.0486, grad_norm: 0.1271 2021-03-01 15:01:46,989 - mmaction - INFO - Epoch [2][1180/1921] lr: 5.857e-02, eta: 21:27:19, time: 2.145, data_time: 0.001, memory: 8237, loss_action_cls: 0.0474, recall@thr=0.5: 0.5852, prec@thr=0.5: 0.6836, recall@top3: 0.7393, prec@top3: 0.6047, recall@top5: 0.8966, prec@top5: 0.4493, loss: 0.0474, grad_norm: 0.1206 2021-03-01 15:02:30,296 - mmaction - INFO - Epoch [2][1200/1921] lr: 5.885e-02, eta: 21:26:30, time: 2.165, data_time: 0.001, memory: 8237, loss_action_cls: 0.0475, recall@thr=0.5: 0.5830, prec@thr=0.5: 0.6898, recall@top3: 0.7382, prec@top3: 0.6028, recall@top5: 0.8945, prec@top5: 0.4485, loss: 0.0475, grad_norm: 0.1237 2021-03-01 15:03:13,223 - mmaction - INFO - Epoch [2][1220/1921] lr: 5.913e-02, eta: 21:25:37, time: 2.147, data_time: 0.001, memory: 8237, loss_action_cls: 0.0487, recall@thr=0.5: 0.5857, prec@thr=0.5: 0.6791, recall@top3: 0.7243, prec@top3: 0.6061, recall@top5: 0.8874, prec@top5: 0.4546, loss: 0.0487, grad_norm: 0.1224 2021-03-01 15:03:55,535 - mmaction - INFO - Epoch [2][1240/1921] lr: 5.941e-02, eta: 21:24:38, time: 2.116, data_time: 0.001, memory: 8237, loss_action_cls: 0.0472, recall@thr=0.5: 0.5883, prec@thr=0.5: 0.6788, recall@top3: 0.7350, prec@top3: 0.6014, recall@top5: 0.8935, prec@top5: 0.4484, loss: 0.0472, grad_norm: 0.1197 2021-03-01 15:04:38,843 - mmaction - INFO - Epoch [2][1260/1921] lr: 5.970e-02, eta: 21:23:49, time: 2.165, data_time: 0.001, memory: 8237, loss_action_cls: 0.0481, recall@thr=0.5: 0.5830, prec@thr=0.5: 0.6875, recall@top3: 0.7318, prec@top3: 0.6037, recall@top5: 0.8975, prec@top5: 0.4526, loss: 0.0481, grad_norm: 0.1175 2021-03-01 15:05:22,410 - mmaction - INFO - Epoch [2][1280/1921] lr: 5.998e-02, eta: 21:23:04, time: 2.179, data_time: 0.001, memory: 8237, loss_action_cls: 0.0482, recall@thr=0.5: 0.5832, prec@thr=0.5: 0.6811, recall@top3: 0.7331, prec@top3: 0.6066, recall@top5: 0.8921, prec@top5: 0.4496, loss: 0.0482, grad_norm: 0.1111 2021-03-01 15:06:05,826 - mmaction - INFO - Epoch [2][1300/1921] lr: 6.026e-02, eta: 21:22:17, time: 2.171, data_time: 0.001, memory: 8237, loss_action_cls: 0.0478, recall@thr=0.5: 0.5974, prec@thr=0.5: 0.6922, recall@top3: 0.7353, prec@top3: 0.6077, recall@top5: 0.8962, prec@top5: 0.4539, loss: 0.0478, grad_norm: 0.1105 2021-03-01 15:06:48,913 - mmaction - INFO - Epoch [2][1320/1921] lr: 6.054e-02, eta: 21:21:27, time: 2.154, data_time: 0.001, memory: 8243, loss_action_cls: 0.0486, recall@thr=0.5: 0.5787, prec@thr=0.5: 0.6806, recall@top3: 0.7304, prec@top3: 0.6055, recall@top5: 0.8913, prec@top5: 0.4525, loss: 0.0486, grad_norm: 0.1164 2021-03-01 15:07:32,199 - mmaction - INFO - Epoch [2][1340/1921] lr: 6.082e-02, eta: 21:20:38, time: 2.164, data_time: 0.001, memory: 8243, loss_action_cls: 0.0478, recall@thr=0.5: 0.5839, prec@thr=0.5: 0.6848, recall@top3: 0.7358, prec@top3: 0.5978, recall@top5: 0.8928, prec@top5: 0.4450, loss: 0.0478, grad_norm: 0.1114 2021-03-01 15:08:14,585 - mmaction - INFO - Epoch [2][1360/1921] lr: 6.110e-02, eta: 21:19:40, time: 2.119, data_time: 0.001, memory: 8243, loss_action_cls: 0.0474, recall@thr=0.5: 0.5893, prec@thr=0.5: 0.6981, recall@top3: 0.7407, prec@top3: 0.6018, recall@top5: 0.8956, prec@top5: 0.4458, loss: 0.0474, grad_norm: 0.1220 2021-03-01 15:08:57,485 - mmaction - INFO - Epoch [2][1380/1921] lr: 6.138e-02, eta: 21:18:48, time: 2.145, data_time: 0.001, memory: 8243, loss_action_cls: 0.0473, recall@thr=0.5: 0.5805, prec@thr=0.5: 0.6747, recall@top3: 0.7393, prec@top3: 0.5985, recall@top5: 0.8978, prec@top5: 0.4443, loss: 0.0473, grad_norm: 0.1219 2021-03-01 15:09:39,499 - mmaction - INFO - Epoch [2][1400/1921] lr: 6.166e-02, eta: 21:17:47, time: 2.101, data_time: 0.001, memory: 8243, loss_action_cls: 0.0480, recall@thr=0.5: 0.5755, prec@thr=0.5: 0.6831, recall@top3: 0.7294, prec@top3: 0.5941, recall@top5: 0.8922, prec@top5: 0.4455, loss: 0.0480, grad_norm: 0.1202 2021-03-01 15:10:22,009 - mmaction - INFO - Epoch [2][1420/1921] lr: 6.194e-02, eta: 21:16:51, time: 2.125, data_time: 0.001, memory: 8243, loss_action_cls: 0.0481, recall@thr=0.5: 0.5841, prec@thr=0.5: 0.6788, recall@top3: 0.7349, prec@top3: 0.6031, recall@top5: 0.8952, prec@top5: 0.4501, loss: 0.0481, grad_norm: 0.1150 2021-03-01 15:11:05,354 - mmaction - INFO - Epoch [2][1440/1921] lr: 6.223e-02, eta: 21:16:03, time: 2.167, data_time: 0.001, memory: 8243, loss_action_cls: 0.0483, recall@thr=0.5: 0.5869, prec@thr=0.5: 0.6830, recall@top3: 0.7320, prec@top3: 0.6045, recall@top5: 0.8951, prec@top5: 0.4531, loss: 0.0483, grad_norm: 0.1098 2021-03-01 15:11:48,183 - mmaction - INFO - Epoch [2][1460/1921] lr: 6.251e-02, eta: 21:15:11, time: 2.141, data_time: 0.001, memory: 8243, loss_action_cls: 0.0483, recall@thr=0.5: 0.5836, prec@thr=0.5: 0.6736, recall@top3: 0.7367, prec@top3: 0.6038, recall@top5: 0.8931, prec@top5: 0.4494, loss: 0.0483, grad_norm: 0.1184 2021-03-01 15:12:30,407 - mmaction - INFO - Epoch [2][1480/1921] lr: 6.279e-02, eta: 21:14:12, time: 2.111, data_time: 0.001, memory: 8243, loss_action_cls: 0.0478, recall@thr=0.5: 0.5859, prec@thr=0.5: 0.6909, recall@top3: 0.7340, prec@top3: 0.6055, recall@top5: 0.8936, prec@top5: 0.4521, loss: 0.0478, grad_norm: 0.1259 2021-03-01 15:13:13,144 - mmaction - INFO - Epoch [2][1500/1921] lr: 6.307e-02, eta: 21:13:19, time: 2.137, data_time: 0.003, memory: 8243, loss_action_cls: 0.0482, recall@thr=0.5: 0.5707, prec@thr=0.5: 0.6723, recall@top3: 0.7267, prec@top3: 0.5930, recall@top5: 0.8874, prec@top5: 0.4424, loss: 0.0482, grad_norm: 0.1186 2021-03-01 15:13:55,948 - mmaction - INFO - Epoch [2][1520/1921] lr: 6.335e-02, eta: 21:12:27, time: 2.140, data_time: 0.001, memory: 8243, loss_action_cls: 0.0490, recall@thr=0.5: 0.5768, prec@thr=0.5: 0.6744, recall@top3: 0.7192, prec@top3: 0.5894, recall@top5: 0.8883, prec@top5: 0.4461, loss: 0.0490, grad_norm: 0.1167 2021-03-01 15:14:38,681 - mmaction - INFO - Epoch [2][1540/1921] lr: 6.363e-02, eta: 21:11:34, time: 2.137, data_time: 0.001, memory: 8243, loss_action_cls: 0.0483, recall@thr=0.5: 0.5794, prec@thr=0.5: 0.6834, recall@top3: 0.7268, prec@top3: 0.5965, recall@top5: 0.8922, prec@top5: 0.4501, loss: 0.0483, grad_norm: 0.1167 2021-03-01 15:15:21,704 - mmaction - INFO - Epoch [2][1560/1921] lr: 6.391e-02, eta: 21:10:44, time: 2.151, data_time: 0.001, memory: 8243, loss_action_cls: 0.0472, recall@thr=0.5: 0.5900, prec@thr=0.5: 0.6843, recall@top3: 0.7361, prec@top3: 0.6015, recall@top5: 0.8939, prec@top5: 0.4479, loss: 0.0472, grad_norm: 0.1228 2021-03-01 15:16:04,242 - mmaction - INFO - Epoch [2][1580/1921] lr: 6.419e-02, eta: 21:09:49, time: 2.127, data_time: 0.001, memory: 8243, loss_action_cls: 0.0476, recall@thr=0.5: 0.5860, prec@thr=0.5: 0.6856, recall@top3: 0.7315, prec@top3: 0.5982, recall@top5: 0.8926, prec@top5: 0.4481, loss: 0.0476, grad_norm: 0.1237 2021-03-01 15:16:47,843 - mmaction - INFO - Epoch [2][1600/1921] lr: 6.447e-02, eta: 21:09:05, time: 2.180, data_time: 0.001, memory: 8243, loss_action_cls: 0.0481, recall@thr=0.5: 0.5799, prec@thr=0.5: 0.6793, recall@top3: 0.7314, prec@top3: 0.5994, recall@top5: 0.8851, prec@top5: 0.4452, loss: 0.0481, grad_norm: 0.1327 2021-03-01 15:17:30,389 - mmaction - INFO - Epoch [2][1620/1921] lr: 6.476e-02, eta: 21:08:11, time: 2.127, data_time: 0.004, memory: 8243, loss_action_cls: 0.0485, recall@thr=0.5: 0.5757, prec@thr=0.5: 0.6819, recall@top3: 0.7265, prec@top3: 0.5924, recall@top5: 0.8854, prec@top5: 0.4439, loss: 0.0485, grad_norm: 0.1152 2021-03-01 15:18:14,259 - mmaction - INFO - Epoch [2][1640/1921] lr: 6.504e-02, eta: 21:07:30, time: 2.193, data_time: 0.001, memory: 8243, loss_action_cls: 0.0474, recall@thr=0.5: 0.5970, prec@thr=0.5: 0.6864, recall@top3: 0.7364, prec@top3: 0.6087, recall@top5: 0.8981, prec@top5: 0.4552, loss: 0.0474, grad_norm: 0.1092 2021-03-01 15:18:56,962 - mmaction - INFO - Epoch [2][1660/1921] lr: 6.532e-02, eta: 21:06:37, time: 2.135, data_time: 0.001, memory: 8243, loss_action_cls: 0.0480, recall@thr=0.5: 0.5807, prec@thr=0.5: 0.6919, recall@top3: 0.7289, prec@top3: 0.6012, recall@top5: 0.8908, prec@top5: 0.4511, loss: 0.0480, grad_norm: 0.1205 2021-03-01 15:19:40,082 - mmaction - INFO - Epoch [2][1680/1921] lr: 6.560e-02, eta: 21:05:48, time: 2.156, data_time: 0.001, memory: 8260, loss_action_cls: 0.0478, recall@thr=0.5: 0.5946, prec@thr=0.5: 0.6925, recall@top3: 0.7404, prec@top3: 0.6059, recall@top5: 0.9021, prec@top5: 0.4531, loss: 0.0478, grad_norm: 0.1408 2021-03-01 15:20:23,409 - mmaction - INFO - Epoch [2][1700/1921] lr: 6.588e-02, eta: 21:05:02, time: 2.166, data_time: 0.001, memory: 8260, loss_action_cls: 0.0486, recall@thr=0.5: 0.5756, prec@thr=0.5: 0.6757, recall@top3: 0.7244, prec@top3: 0.6015, recall@top5: 0.8944, prec@top5: 0.4552, loss: 0.0486, grad_norm: 0.1409 2021-03-01 15:21:06,619 - mmaction - INFO - Epoch [2][1720/1921] lr: 6.616e-02, eta: 21:04:14, time: 2.160, data_time: 0.001, memory: 8260, loss_action_cls: 0.0487, recall@thr=0.5: 0.5797, prec@thr=0.5: 0.6695, recall@top3: 0.7209, prec@top3: 0.5946, recall@top5: 0.8920, prec@top5: 0.4498, loss: 0.0487, grad_norm: 0.1284 2021-03-01 15:21:49,410 - mmaction - INFO - Epoch [2][1740/1921] lr: 6.644e-02, eta: 21:03:23, time: 2.140, data_time: 0.001, memory: 8260, loss_action_cls: 0.0474, recall@thr=0.5: 0.5852, prec@thr=0.5: 0.6846, recall@top3: 0.7378, prec@top3: 0.5972, recall@top5: 0.8986, prec@top5: 0.4477, loss: 0.0474, grad_norm: 0.1250 2021-03-01 15:22:32,115 - mmaction - INFO - Epoch [2][1760/1921] lr: 6.672e-02, eta: 21:02:31, time: 2.135, data_time: 0.001, memory: 8260, loss_action_cls: 0.0479, recall@thr=0.5: 0.5851, prec@thr=0.5: 0.6766, recall@top3: 0.7367, prec@top3: 0.5968, recall@top5: 0.8979, prec@top5: 0.4469, loss: 0.0479, grad_norm: 0.1288 2021-03-01 15:23:14,931 - mmaction - INFO - Epoch [2][1780/1921] lr: 6.700e-02, eta: 21:01:40, time: 2.141, data_time: 0.001, memory: 8260, loss_action_cls: 0.0483, recall@thr=0.5: 0.5761, prec@thr=0.5: 0.6829, recall@top3: 0.7343, prec@top3: 0.5907, recall@top5: 0.8937, prec@top5: 0.4408, loss: 0.0483, grad_norm: 0.1296 2021-03-01 15:23:57,423 - mmaction - INFO - Epoch [2][1800/1921] lr: 6.729e-02, eta: 21:00:46, time: 2.125, data_time: 0.001, memory: 8260, loss_action_cls: 0.0473, recall@thr=0.5: 0.5842, prec@thr=0.5: 0.6888, recall@top3: 0.7311, prec@top3: 0.5900, recall@top5: 0.8958, prec@top5: 0.4434, loss: 0.0473, grad_norm: 0.1247 2021-03-01 15:24:41,689 - mmaction - INFO - Epoch [2][1820/1921] lr: 6.757e-02, eta: 21:00:08, time: 2.213, data_time: 0.001, memory: 8260, loss_action_cls: 0.0473, recall@thr=0.5: 0.5878, prec@thr=0.5: 0.6893, recall@top3: 0.7320, prec@top3: 0.6063, recall@top5: 0.8960, prec@top5: 0.4549, loss: 0.0473, grad_norm: 0.1060 2021-03-01 15:25:24,429 - mmaction - INFO - Epoch [2][1840/1921] lr: 6.785e-02, eta: 20:59:17, time: 2.137, data_time: 0.001, memory: 8260, loss_action_cls: 0.0470, recall@thr=0.5: 0.5945, prec@thr=0.5: 0.6962, recall@top3: 0.7354, prec@top3: 0.5987, recall@top5: 0.8992, prec@top5: 0.4492, loss: 0.0470, grad_norm: 0.1087 2021-03-01 15:26:07,673 - mmaction - INFO - Epoch [2][1860/1921] lr: 6.813e-02, eta: 20:58:30, time: 2.162, data_time: 0.001, memory: 8260, loss_action_cls: 0.0468, recall@thr=0.5: 0.5946, prec@thr=0.5: 0.6868, recall@top3: 0.7402, prec@top3: 0.6111, recall@top5: 0.8977, prec@top5: 0.4536, loss: 0.0468, grad_norm: 0.1180 2021-03-01 15:26:51,574 - mmaction - INFO - Epoch [2][1880/1921] lr: 6.841e-02, eta: 20:57:49, time: 2.195, data_time: 0.001, memory: 8260, loss_action_cls: 0.0483, recall@thr=0.5: 0.5767, prec@thr=0.5: 0.6791, recall@top3: 0.7299, prec@top3: 0.6019, recall@top5: 0.8940, prec@top5: 0.4504, loss: 0.0483, grad_norm: 0.1148 2021-03-01 15:27:35,176 - mmaction - INFO - Epoch [2][1900/1921] lr: 6.869e-02, eta: 20:57:05, time: 2.180, data_time: 0.001, memory: 8260, loss_action_cls: 0.0470, recall@thr=0.5: 0.5857, prec@thr=0.5: 0.6876, recall@top3: 0.7387, prec@top3: 0.5998, recall@top5: 0.8967, prec@top5: 0.4460, loss: 0.0470, grad_norm: 0.1258 2021-03-01 15:28:16,356 - mmaction - INFO - Epoch [2][1920/1921] lr: 6.897e-02, eta: 20:56:00, time: 2.059, data_time: 0.001, memory: 8260, loss_action_cls: 0.0476, recall@thr=0.5: 0.5843, prec@thr=0.5: 0.6825, recall@top3: 0.7276, prec@top3: 0.6032, recall@top5: 0.8941, prec@top5: 0.4543, loss: 0.0476, grad_norm: 0.1163 2021-03-01 15:28:20,885 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-03-01 15:39:23,918 - mmaction - INFO - Evaluating mAP ... 2021-03-01 15:47:42,755 - mmaction - INFO - mAP@0.5IOU 0.1883 2021-03-01 15:47:43,065 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_2.pth. 2021-03-01 15:47:43,066 - mmaction - INFO - Best mAP@0.5IOU is 0.1883 at 2 epoch. 2021-03-01 15:47:44,220 - mmaction - INFO - Epoch(val) [2][1921] mAP@0.5IOU: 0.1883 2021-03-01 15:49:17,143 - mmaction - INFO - Epoch [3][20/1921] lr: 6.927e-02, eta: 21:02:15, time: 4.642, data_time: 2.482, memory: 8260, loss_action_cls: 0.0464, recall@thr=0.5: 0.5855, prec@thr=0.5: 0.6843, recall@top3: 0.7385, prec@top3: 0.6056, recall@top5: 0.8996, prec@top5: 0.4508, loss: 0.0464, grad_norm: 0.1132 2021-03-01 15:50:00,042 - mmaction - INFO - Epoch [3][40/1921] lr: 6.955e-02, eta: 21:01:23, time: 2.145, data_time: 0.002, memory: 8260, loss_action_cls: 0.0463, recall@thr=0.5: 0.5988, prec@thr=0.5: 0.6932, recall@top3: 0.7390, prec@top3: 0.6083, recall@top5: 0.9014, prec@top5: 0.4528, loss: 0.0463, grad_norm: 0.1227 2021-03-01 15:50:43,691 - mmaction - INFO - Epoch [3][60/1921] lr: 6.983e-02, eta: 21:00:38, time: 2.182, data_time: 0.001, memory: 8260, loss_action_cls: 0.0471, recall@thr=0.5: 0.5934, prec@thr=0.5: 0.6894, recall@top3: 0.7383, prec@top3: 0.6065, recall@top5: 0.8976, prec@top5: 0.4523, loss: 0.0471, grad_norm: 0.1153 2021-03-01 15:51:26,445 - mmaction - INFO - Epoch [3][80/1921] lr: 7.011e-02, eta: 20:59:45, time: 2.138, data_time: 0.001, memory: 8260, loss_action_cls: 0.0474, recall@thr=0.5: 0.5996, prec@thr=0.5: 0.7018, recall@top3: 0.7413, prec@top3: 0.6067, recall@top5: 0.8976, prec@top5: 0.4531, loss: 0.0474, grad_norm: 0.1177 2021-03-01 15:52:09,587 - mmaction - INFO - Epoch [3][100/1921] lr: 7.039e-02, eta: 20:58:55, time: 2.157, data_time: 0.001, memory: 8260, loss_action_cls: 0.0464, recall@thr=0.5: 0.5983, prec@thr=0.5: 0.6926, recall@top3: 0.7427, prec@top3: 0.6103, recall@top5: 0.9007, prec@top5: 0.4543, loss: 0.0464, grad_norm: 0.1211 2021-03-01 15:52:52,768 - mmaction - INFO - Epoch [3][120/1921] lr: 7.067e-02, eta: 20:58:05, time: 2.159, data_time: 0.001, memory: 8260, loss_action_cls: 0.0479, recall@thr=0.5: 0.5968, prec@thr=0.5: 0.6871, recall@top3: 0.7398, prec@top3: 0.6034, recall@top5: 0.8956, prec@top5: 0.4492, loss: 0.0479, grad_norm: 0.1272 2021-03-01 15:53:36,153 - mmaction - INFO - Epoch [3][140/1921] lr: 7.095e-02, eta: 20:57:18, time: 2.169, data_time: 0.001, memory: 8260, loss_action_cls: 0.0466, recall@thr=0.5: 0.5927, prec@thr=0.5: 0.6782, recall@top3: 0.7379, prec@top3: 0.6014, recall@top5: 0.9004, prec@top5: 0.4486, loss: 0.0466, grad_norm: 0.1226 2021-03-01 15:54:18,608 - mmaction - INFO - Epoch [3][160/1921] lr: 7.123e-02, eta: 20:56:22, time: 2.123, data_time: 0.001, memory: 8260, loss_action_cls: 0.0470, recall@thr=0.5: 0.5856, prec@thr=0.5: 0.6905, recall@top3: 0.7462, prec@top3: 0.6010, recall@top5: 0.8996, prec@top5: 0.4452, loss: 0.0470, grad_norm: 0.1147 2021-03-01 15:55:01,754 - mmaction - INFO - Epoch [3][180/1921] lr: 7.152e-02, eta: 20:55:33, time: 2.157, data_time: 0.001, memory: 8260, loss_action_cls: 0.0472, recall@thr=0.5: 0.5892, prec@thr=0.5: 0.6946, recall@top3: 0.7381, prec@top3: 0.6065, recall@top5: 0.8983, prec@top5: 0.4523, loss: 0.0472, grad_norm: 0.1092 2021-03-01 15:55:45,388 - mmaction - INFO - Epoch [3][200/1921] lr: 7.180e-02, eta: 20:54:48, time: 2.181, data_time: 0.001, memory: 8260, loss_action_cls: 0.0467, recall@thr=0.5: 0.6020, prec@thr=0.5: 0.6959, recall@top3: 0.7447, prec@top3: 0.6133, recall@top5: 0.8969, prec@top5: 0.4540, loss: 0.0467, grad_norm: 0.1082 2021-03-01 15:56:28,701 - mmaction - INFO - Epoch [3][220/1921] lr: 7.208e-02, eta: 20:54:00, time: 2.166, data_time: 0.001, memory: 8260, loss_action_cls: 0.0474, recall@thr=0.5: 0.6042, prec@thr=0.5: 0.6999, recall@top3: 0.7387, prec@top3: 0.6174, recall@top5: 0.8980, prec@top5: 0.4594, loss: 0.0474, grad_norm: 0.1207 2021-03-01 15:57:11,818 - mmaction - INFO - Epoch [3][240/1921] lr: 7.236e-02, eta: 20:53:10, time: 2.156, data_time: 0.001, memory: 8260, loss_action_cls: 0.0474, recall@thr=0.5: 0.5850, prec@thr=0.5: 0.6846, recall@top3: 0.7268, prec@top3: 0.5955, recall@top5: 0.8948, prec@top5: 0.4488, loss: 0.0474, grad_norm: 0.1319 2021-03-01 15:57:54,751 - mmaction - INFO - Epoch [3][260/1921] lr: 7.264e-02, eta: 20:52:19, time: 2.147, data_time: 0.001, memory: 8260, loss_action_cls: 0.0474, recall@thr=0.5: 0.5974, prec@thr=0.5: 0.6858, recall@top3: 0.7351, prec@top3: 0.6052, recall@top5: 0.8987, prec@top5: 0.4537, loss: 0.0474, grad_norm: 0.1224 2021-03-01 15:58:37,707 - mmaction - INFO - Epoch [3][280/1921] lr: 7.292e-02, eta: 20:51:29, time: 2.148, data_time: 0.001, memory: 8260, loss_action_cls: 0.0469, recall@thr=0.5: 0.5922, prec@thr=0.5: 0.6925, recall@top3: 0.7408, prec@top3: 0.6030, recall@top5: 0.9007, prec@top5: 0.4499, loss: 0.0469, grad_norm: 0.1125 2021-03-01 15:59:21,119 - mmaction - INFO - Epoch [3][300/1921] lr: 7.320e-02, eta: 20:50:42, time: 2.171, data_time: 0.001, memory: 8260, loss_action_cls: 0.0462, recall@thr=0.5: 0.5887, prec@thr=0.5: 0.6929, recall@top3: 0.7369, prec@top3: 0.5994, recall@top5: 0.8997, prec@top5: 0.4485, loss: 0.0462, grad_norm: 0.1170 2021-03-01 16:00:03,893 - mmaction - INFO - Epoch [3][320/1921] lr: 7.348e-02, eta: 20:49:50, time: 2.139, data_time: 0.001, memory: 8260, loss_action_cls: 0.0465, recall@thr=0.5: 0.5951, prec@thr=0.5: 0.6910, recall@top3: 0.7472, prec@top3: 0.6068, recall@top5: 0.9020, prec@top5: 0.4489, loss: 0.0465, grad_norm: 0.1206 2021-03-01 16:00:46,371 - mmaction - INFO - Epoch [3][340/1921] lr: 7.376e-02, eta: 20:48:55, time: 2.124, data_time: 0.001, memory: 8260, loss_action_cls: 0.0460, recall@thr=0.5: 0.6010, prec@thr=0.5: 0.6987, recall@top3: 0.7490, prec@top3: 0.6078, recall@top5: 0.9025, prec@top5: 0.4487, loss: 0.0460, grad_norm: 0.1110 2021-03-01 16:01:29,095 - mmaction - INFO - Epoch [3][360/1921] lr: 7.405e-02, eta: 20:48:03, time: 2.136, data_time: 0.001, memory: 8260, loss_action_cls: 0.0465, recall@thr=0.5: 0.5971, prec@thr=0.5: 0.6941, recall@top3: 0.7482, prec@top3: 0.6060, recall@top5: 0.8975, prec@top5: 0.4465, loss: 0.0465, grad_norm: 0.1080 2021-03-01 16:02:12,682 - mmaction - INFO - Epoch [3][380/1921] lr: 7.433e-02, eta: 20:47:18, time: 2.180, data_time: 0.001, memory: 8260, loss_action_cls: 0.0466, recall@thr=0.5: 0.6026, prec@thr=0.5: 0.6949, recall@top3: 0.7394, prec@top3: 0.6122, recall@top5: 0.8983, prec@top5: 0.4559, loss: 0.0466, grad_norm: 0.1181 2021-03-01 16:02:56,406 - mmaction - INFO - Epoch [3][400/1921] lr: 7.461e-02, eta: 20:46:34, time: 2.186, data_time: 0.001, memory: 8260, loss_action_cls: 0.0461, recall@thr=0.5: 0.6047, prec@thr=0.5: 0.7008, recall@top3: 0.7443, prec@top3: 0.6151, recall@top5: 0.8989, prec@top5: 0.4544, loss: 0.0461, grad_norm: 0.1083 2021-03-01 16:03:39,512 - mmaction - INFO - Epoch [3][420/1921] lr: 7.489e-02, eta: 20:45:44, time: 2.155, data_time: 0.002, memory: 8260, loss_action_cls: 0.0474, recall@thr=0.5: 0.5955, prec@thr=0.5: 0.6865, recall@top3: 0.7392, prec@top3: 0.5933, recall@top5: 0.8903, prec@top5: 0.4384, loss: 0.0474, grad_norm: 0.1199 2021-03-01 16:04:23,743 - mmaction - INFO - Epoch [3][440/1921] lr: 7.517e-02, eta: 20:45:04, time: 2.212, data_time: 0.001, memory: 8260, loss_action_cls: 0.0472, recall@thr=0.5: 0.5985, prec@thr=0.5: 0.6892, recall@top3: 0.7348, prec@top3: 0.6082, recall@top5: 0.8935, prec@top5: 0.4527, loss: 0.0472, grad_norm: 0.1158 2021-03-01 16:05:06,810 - mmaction - INFO - Epoch [3][460/1921] lr: 7.545e-02, eta: 20:44:15, time: 2.153, data_time: 0.001, memory: 8260, loss_action_cls: 0.0472, recall@thr=0.5: 0.5857, prec@thr=0.5: 0.6848, recall@top3: 0.7393, prec@top3: 0.6044, recall@top5: 0.8985, prec@top5: 0.4496, loss: 0.0472, grad_norm: 0.1170 2021-03-01 16:05:49,808 - mmaction - INFO - Epoch [3][480/1921] lr: 7.573e-02, eta: 20:43:25, time: 2.150, data_time: 0.001, memory: 8260, loss_action_cls: 0.0472, recall@thr=0.5: 0.5797, prec@thr=0.5: 0.6793, recall@top3: 0.7307, prec@top3: 0.5946, recall@top5: 0.8976, prec@top5: 0.4483, loss: 0.0472, grad_norm: 0.1129 2021-03-01 16:06:33,554 - mmaction - INFO - Epoch [3][500/1921] lr: 7.601e-02, eta: 20:42:41, time: 2.187, data_time: 0.002, memory: 8260, loss_action_cls: 0.0463, recall@thr=0.5: 0.5994, prec@thr=0.5: 0.6891, recall@top3: 0.7465, prec@top3: 0.6087, recall@top5: 0.9041, prec@top5: 0.4523, loss: 0.0463, grad_norm: 0.1163 2021-03-01 16:07:17,064 - mmaction - INFO - Epoch [3][520/1921] lr: 7.629e-02, eta: 20:41:56, time: 2.175, data_time: 0.001, memory: 8260, loss_action_cls: 0.0468, recall@thr=0.5: 0.5930, prec@thr=0.5: 0.7023, recall@top3: 0.7382, prec@top3: 0.6125, recall@top5: 0.9014, prec@top5: 0.4585, loss: 0.0468, grad_norm: 0.1143 2021-03-01 16:07:59,936 - mmaction - INFO - Epoch [3][540/1921] lr: 7.658e-02, eta: 20:41:05, time: 2.144, data_time: 0.001, memory: 8260, loss_action_cls: 0.0477, recall@thr=0.5: 0.5955, prec@thr=0.5: 0.6851, recall@top3: 0.7302, prec@top3: 0.6025, recall@top5: 0.8979, prec@top5: 0.4544, loss: 0.0477, grad_norm: 0.1174 2021-03-01 16:08:43,196 - mmaction - INFO - Epoch [3][560/1921] lr: 7.686e-02, eta: 20:40:17, time: 2.163, data_time: 0.001, memory: 8260, loss_action_cls: 0.0470, recall@thr=0.5: 0.5909, prec@thr=0.5: 0.6909, recall@top3: 0.7411, prec@top3: 0.6049, recall@top5: 0.9027, prec@top5: 0.4522, loss: 0.0470, grad_norm: 0.1207 2021-03-01 16:09:26,287 - mmaction - INFO - Epoch [3][580/1921] lr: 7.714e-02, eta: 20:39:29, time: 2.155, data_time: 0.001, memory: 8260, loss_action_cls: 0.0466, recall@thr=0.5: 0.6042, prec@thr=0.5: 0.6862, recall@top3: 0.7393, prec@top3: 0.6095, recall@top5: 0.9010, prec@top5: 0.4557, loss: 0.0466, grad_norm: 0.1190 2021-03-01 16:10:08,876 - mmaction - INFO - Epoch [3][600/1921] lr: 7.742e-02, eta: 20:38:36, time: 2.129, data_time: 0.001, memory: 8260, loss_action_cls: 0.0466, recall@thr=0.5: 0.5891, prec@thr=0.5: 0.6887, recall@top3: 0.7352, prec@top3: 0.6021, recall@top5: 0.9014, prec@top5: 0.4523, loss: 0.0466, grad_norm: 0.1207 2021-03-01 16:10:51,967 - mmaction - INFO - Epoch [3][620/1921] lr: 7.770e-02, eta: 20:37:47, time: 2.155, data_time: 0.001, memory: 8260, loss_action_cls: 0.0466, recall@thr=0.5: 0.6005, prec@thr=0.5: 0.6987, recall@top3: 0.7436, prec@top3: 0.6100, recall@top5: 0.8990, prec@top5: 0.4540, loss: 0.0466, grad_norm: 0.1232 2021-03-01 16:11:34,515 - mmaction - INFO - Epoch [3][640/1921] lr: 7.798e-02, eta: 20:36:55, time: 2.127, data_time: 0.001, memory: 8260, loss_action_cls: 0.0460, recall@thr=0.5: 0.6104, prec@thr=0.5: 0.7013, recall@top3: 0.7469, prec@top3: 0.6088, recall@top5: 0.9008, prec@top5: 0.4513, loss: 0.0460, grad_norm: 0.1166 2021-03-01 16:12:17,644 - mmaction - INFO - Epoch [3][660/1921] lr: 7.826e-02, eta: 20:36:06, time: 2.157, data_time: 0.001, memory: 8260, loss_action_cls: 0.0468, recall@thr=0.5: 0.6057, prec@thr=0.5: 0.6897, recall@top3: 0.7409, prec@top3: 0.6079, recall@top5: 0.8990, prec@top5: 0.4521, loss: 0.0468, grad_norm: 0.1149 2021-03-01 16:13:01,203 - mmaction - INFO - Epoch [3][680/1921] lr: 7.854e-02, eta: 20:35:21, time: 2.178, data_time: 0.001, memory: 8260, loss_action_cls: 0.0468, recall@thr=0.5: 0.5877, prec@thr=0.5: 0.6928, recall@top3: 0.7363, prec@top3: 0.6078, recall@top5: 0.8959, prec@top5: 0.4524, loss: 0.0468, grad_norm: 0.1075 2021-03-01 16:13:44,608 - mmaction - INFO - Epoch [3][700/1921] lr: 7.882e-02, eta: 20:34:35, time: 2.170, data_time: 0.001, memory: 8260, loss_action_cls: 0.0469, recall@thr=0.5: 0.5912, prec@thr=0.5: 0.6912, recall@top3: 0.7420, prec@top3: 0.6039, recall@top5: 0.8984, prec@top5: 0.4488, loss: 0.0469, grad_norm: 0.1144 2021-03-01 16:14:27,534 - mmaction - INFO - Epoch [3][720/1921] lr: 7.911e-02, eta: 20:33:45, time: 2.146, data_time: 0.001, memory: 8260, loss_action_cls: 0.0459, recall@thr=0.5: 0.6175, prec@thr=0.5: 0.6984, recall@top3: 0.7542, prec@top3: 0.6258, recall@top5: 0.9053, prec@top5: 0.4609, loss: 0.0459, grad_norm: 0.1049 2021-03-01 16:15:11,031 - mmaction - INFO - Epoch [3][740/1921] lr: 7.939e-02, eta: 20:33:00, time: 2.175, data_time: 0.001, memory: 8260, loss_action_cls: 0.0461, recall@thr=0.5: 0.6015, prec@thr=0.5: 0.6922, recall@top3: 0.7363, prec@top3: 0.6054, recall@top5: 0.9034, prec@top5: 0.4556, loss: 0.0461, grad_norm: 0.1169 2021-03-01 16:15:54,866 - mmaction - INFO - Epoch [3][760/1921] lr: 7.967e-02, eta: 20:32:17, time: 2.192, data_time: 0.001, memory: 8260, loss_action_cls: 0.0450, recall@thr=0.5: 0.5967, prec@thr=0.5: 0.7004, recall@top3: 0.7510, prec@top3: 0.6047, recall@top5: 0.9069, prec@top5: 0.4484, loss: 0.0450, grad_norm: 0.1137 2021-03-01 16:16:38,458 - mmaction - INFO - Epoch [3][780/1921] lr: 7.995e-02, eta: 20:31:32, time: 2.180, data_time: 0.001, memory: 8260, loss_action_cls: 0.0456, recall@thr=0.5: 0.6011, prec@thr=0.5: 0.6976, recall@top3: 0.7452, prec@top3: 0.6147, recall@top5: 0.9071, prec@top5: 0.4564, loss: 0.0456, grad_norm: 0.1132 2021-03-01 16:17:21,483 - mmaction - INFO - Epoch [3][800/1921] lr: 8.023e-02, eta: 20:30:43, time: 2.151, data_time: 0.001, memory: 8260, loss_action_cls: 0.0466, recall@thr=0.5: 0.6008, prec@thr=0.5: 0.6990, recall@top3: 0.7446, prec@top3: 0.6004, recall@top5: 0.9019, prec@top5: 0.4464, loss: 0.0466, grad_norm: 0.1186 2021-03-01 16:18:04,404 - mmaction - INFO - Epoch [3][820/1921] lr: 8.051e-02, eta: 20:29:54, time: 2.146, data_time: 0.001, memory: 8260, loss_action_cls: 0.0462, recall@thr=0.5: 0.5909, prec@thr=0.5: 0.6943, recall@top3: 0.7462, prec@top3: 0.6109, recall@top5: 0.9000, prec@top5: 0.4516, loss: 0.0462, grad_norm: 0.1251 2021-03-01 16:18:48,146 - mmaction - INFO - Epoch [3][840/1921] lr: 8.079e-02, eta: 20:29:10, time: 2.187, data_time: 0.001, memory: 8260, loss_action_cls: 0.0464, recall@thr=0.5: 0.5908, prec@thr=0.5: 0.6803, recall@top3: 0.7458, prec@top3: 0.6016, recall@top5: 0.8990, prec@top5: 0.4447, loss: 0.0464, grad_norm: 0.1088 2021-03-01 16:19:30,909 - mmaction - INFO - Epoch [3][860/1921] lr: 8.107e-02, eta: 20:28:20, time: 2.138, data_time: 0.001, memory: 8260, loss_action_cls: 0.0466, recall@thr=0.5: 0.5944, prec@thr=0.5: 0.6943, recall@top3: 0.7382, prec@top3: 0.6086, recall@top5: 0.8966, prec@top5: 0.4540, loss: 0.0466, grad_norm: 0.1130 2021-03-01 16:20:13,904 - mmaction - INFO - Epoch [3][880/1921] lr: 8.135e-02, eta: 20:27:31, time: 2.150, data_time: 0.001, memory: 8260, loss_action_cls: 0.0457, recall@thr=0.5: 0.5959, prec@thr=0.5: 0.6868, recall@top3: 0.7466, prec@top3: 0.6032, recall@top5: 0.9058, prec@top5: 0.4496, loss: 0.0457, grad_norm: 0.1115 2021-03-01 16:20:56,588 - mmaction - INFO - Epoch [3][900/1921] lr: 8.164e-02, eta: 20:26:40, time: 2.134, data_time: 0.001, memory: 8260, loss_action_cls: 0.0472, recall@thr=0.5: 0.5954, prec@thr=0.5: 0.6924, recall@top3: 0.7382, prec@top3: 0.5969, recall@top5: 0.8957, prec@top5: 0.4450, loss: 0.0472, grad_norm: 0.1299 2021-03-01 16:21:40,662 - mmaction - INFO - Epoch [3][920/1921] lr: 8.192e-02, eta: 20:25:59, time: 2.204, data_time: 0.001, memory: 8260, loss_action_cls: 0.0468, recall@thr=0.5: 0.5953, prec@thr=0.5: 0.6930, recall@top3: 0.7384, prec@top3: 0.6076, recall@top5: 0.8937, prec@top5: 0.4522, loss: 0.0468, grad_norm: 0.1154 2021-03-01 16:22:23,292 - mmaction - INFO - Epoch [3][940/1921] lr: 8.220e-02, eta: 20:25:07, time: 2.131, data_time: 0.001, memory: 8260, loss_action_cls: 0.0464, recall@thr=0.5: 0.5999, prec@thr=0.5: 0.6980, recall@top3: 0.7452, prec@top3: 0.6110, recall@top5: 0.9040, prec@top5: 0.4556, loss: 0.0464, grad_norm: 0.1110 2021-03-01 16:23:06,667 - mmaction - INFO - Epoch [3][960/1921] lr: 8.248e-02, eta: 20:24:21, time: 2.169, data_time: 0.001, memory: 8260, loss_action_cls: 0.0458, recall@thr=0.5: 0.6058, prec@thr=0.5: 0.6982, recall@top3: 0.7481, prec@top3: 0.6183, recall@top5: 0.8987, prec@top5: 0.4548, loss: 0.0458, grad_norm: 0.1026 2021-03-01 16:23:49,946 - mmaction - INFO - Epoch [3][980/1921] lr: 8.276e-02, eta: 20:23:35, time: 2.164, data_time: 0.001, memory: 8260, loss_action_cls: 0.0461, recall@thr=0.5: 0.6005, prec@thr=0.5: 0.6918, recall@top3: 0.7460, prec@top3: 0.6061, recall@top5: 0.9026, prec@top5: 0.4497, loss: 0.0461, grad_norm: 0.1162 2021-03-01 16:24:33,052 - mmaction - INFO - Epoch [3][1000/1921] lr: 8.304e-02, eta: 20:22:47, time: 2.156, data_time: 0.001, memory: 8260, loss_action_cls: 0.0460, recall@thr=0.5: 0.5997, prec@thr=0.5: 0.6961, recall@top3: 0.7436, prec@top3: 0.6159, recall@top5: 0.9018, prec@top5: 0.4571, loss: 0.0460, grad_norm: 0.1192 2021-03-01 16:25:15,459 - mmaction - INFO - Epoch [3][1020/1921] lr: 8.332e-02, eta: 20:21:54, time: 2.120, data_time: 0.001, memory: 8260, loss_action_cls: 0.0462, recall@thr=0.5: 0.6002, prec@thr=0.5: 0.6895, recall@top3: 0.7422, prec@top3: 0.6021, recall@top5: 0.9011, prec@top5: 0.4492, loss: 0.0462, grad_norm: 0.1212 2021-03-01 16:25:58,815 - mmaction - INFO - Epoch [3][1040/1921] lr: 8.360e-02, eta: 20:21:08, time: 2.168, data_time: 0.001, memory: 8260, loss_action_cls: 0.0458, recall@thr=0.5: 0.6042, prec@thr=0.5: 0.7036, recall@top3: 0.7416, prec@top3: 0.6083, recall@top5: 0.9024, prec@top5: 0.4515, loss: 0.0458, grad_norm: 0.1100 2021-03-01 16:26:41,943 - mmaction - INFO - Epoch [3][1060/1921] lr: 8.388e-02, eta: 20:20:21, time: 2.156, data_time: 0.003, memory: 8260, loss_action_cls: 0.0462, recall@thr=0.5: 0.6012, prec@thr=0.5: 0.6991, recall@top3: 0.7440, prec@top3: 0.6156, recall@top5: 0.8998, prec@top5: 0.4566, loss: 0.0462, grad_norm: 0.1065 2021-03-01 16:27:25,282 - mmaction - INFO - Epoch [3][1080/1921] lr: 8.417e-02, eta: 20:19:35, time: 2.167, data_time: 0.001, memory: 8260, loss_action_cls: 0.0468, recall@thr=0.5: 0.6056, prec@thr=0.5: 0.6930, recall@top3: 0.7405, prec@top3: 0.6104, recall@top5: 0.8952, prec@top5: 0.4521, loss: 0.0468, grad_norm: 0.1218 2021-03-01 16:28:08,239 - mmaction - INFO - Epoch [3][1100/1921] lr: 8.445e-02, eta: 20:18:46, time: 2.148, data_time: 0.001, memory: 8260, loss_action_cls: 0.0460, recall@thr=0.5: 0.5987, prec@thr=0.5: 0.6915, recall@top3: 0.7468, prec@top3: 0.6087, recall@top5: 0.9018, prec@top5: 0.4520, loss: 0.0460, grad_norm: 0.1186 2021-03-01 16:28:51,623 - mmaction - INFO - Epoch [3][1120/1921] lr: 8.473e-02, eta: 20:18:00, time: 2.169, data_time: 0.001, memory: 8260, loss_action_cls: 0.0469, recall@thr=0.5: 0.5974, prec@thr=0.5: 0.6952, recall@top3: 0.7426, prec@top3: 0.6149, recall@top5: 0.8978, prec@top5: 0.4548, loss: 0.0469, grad_norm: 0.1131 2021-03-01 16:29:34,520 - mmaction - INFO - Epoch [3][1140/1921] lr: 8.501e-02, eta: 20:17:11, time: 2.145, data_time: 0.001, memory: 8260, loss_action_cls: 0.0464, recall@thr=0.5: 0.5995, prec@thr=0.5: 0.6926, recall@top3: 0.7425, prec@top3: 0.6059, recall@top5: 0.8984, prec@top5: 0.4493, loss: 0.0464, grad_norm: 0.1362 2021-03-01 16:30:16,687 - mmaction - INFO - Epoch [3][1160/1921] lr: 8.529e-02, eta: 20:16:17, time: 2.109, data_time: 0.001, memory: 8260, loss_action_cls: 0.0467, recall@thr=0.5: 0.5841, prec@thr=0.5: 0.6873, recall@top3: 0.7413, prec@top3: 0.5980, recall@top5: 0.8965, prec@top5: 0.4425, loss: 0.0467, grad_norm: 0.1121 2021-03-01 16:30:59,401 - mmaction - INFO - Epoch [3][1180/1921] lr: 8.557e-02, eta: 20:15:27, time: 2.136, data_time: 0.001, memory: 8260, loss_action_cls: 0.0466, recall@thr=0.5: 0.5848, prec@thr=0.5: 0.6766, recall@top3: 0.7392, prec@top3: 0.5968, recall@top5: 0.8998, prec@top5: 0.4463, loss: 0.0466, grad_norm: 0.1112 2021-03-01 16:31:41,756 - mmaction - INFO - Epoch [3][1200/1921] lr: 8.585e-02, eta: 20:14:35, time: 2.118, data_time: 0.001, memory: 8260, loss_action_cls: 0.0471, recall@thr=0.5: 0.5880, prec@thr=0.5: 0.6908, recall@top3: 0.7385, prec@top3: 0.5935, recall@top5: 0.8970, prec@top5: 0.4441, loss: 0.0471, grad_norm: 0.1213 2021-03-01 16:32:25,813 - mmaction - INFO - Epoch [3][1220/1921] lr: 8.613e-02, eta: 20:13:54, time: 2.203, data_time: 0.001, memory: 8260, loss_action_cls: 0.0473, recall@thr=0.5: 0.5994, prec@thr=0.5: 0.6916, recall@top3: 0.7462, prec@top3: 0.6052, recall@top5: 0.8982, prec@top5: 0.4472, loss: 0.0473, grad_norm: 0.1271 2021-03-01 16:33:09,910 - mmaction - INFO - Epoch [3][1240/1921] lr: 8.641e-02, eta: 20:13:13, time: 2.205, data_time: 0.001, memory: 8260, loss_action_cls: 0.0470, recall@thr=0.5: 0.5911, prec@thr=0.5: 0.6908, recall@top3: 0.7400, prec@top3: 0.6082, recall@top5: 0.8962, prec@top5: 0.4508, loss: 0.0470, grad_norm: 0.1091 2021-03-01 16:33:52,858 - mmaction - INFO - Epoch [3][1260/1921] lr: 8.670e-02, eta: 20:12:25, time: 2.148, data_time: 0.001, memory: 8260, loss_action_cls: 0.0473, recall@thr=0.5: 0.6020, prec@thr=0.5: 0.6793, recall@top3: 0.7316, prec@top3: 0.6053, recall@top5: 0.8938, prec@top5: 0.4518, loss: 0.0473, grad_norm: 0.1274 2021-03-01 16:34:35,690 - mmaction - INFO - Epoch [3][1280/1921] lr: 8.698e-02, eta: 20:11:36, time: 2.141, data_time: 0.002, memory: 8260, loss_action_cls: 0.0453, recall@thr=0.5: 0.6084, prec@thr=0.5: 0.6975, recall@top3: 0.7470, prec@top3: 0.6038, recall@top5: 0.9058, prec@top5: 0.4487, loss: 0.0453, grad_norm: 0.1167 2021-03-01 16:35:19,076 - mmaction - INFO - Epoch [3][1300/1921] lr: 8.726e-02, eta: 20:10:50, time: 2.169, data_time: 0.001, memory: 8260, loss_action_cls: 0.0459, recall@thr=0.5: 0.5825, prec@thr=0.5: 0.6775, recall@top3: 0.7411, prec@top3: 0.6083, recall@top5: 0.9029, prec@top5: 0.4534, loss: 0.0459, grad_norm: 0.1191 2021-03-01 16:36:02,156 - mmaction - INFO - Epoch [3][1320/1921] lr: 8.754e-02, eta: 20:10:03, time: 2.154, data_time: 0.001, memory: 8260, loss_action_cls: 0.0476, recall@thr=0.5: 0.5980, prec@thr=0.5: 0.6874, recall@top3: 0.7378, prec@top3: 0.6070, recall@top5: 0.8990, prec@top5: 0.4547, loss: 0.0476, grad_norm: 0.1125 2021-03-01 16:36:45,354 - mmaction - INFO - Epoch [3][1340/1921] lr: 8.782e-02, eta: 20:09:16, time: 2.160, data_time: 0.001, memory: 8260, loss_action_cls: 0.0463, recall@thr=0.5: 0.5943, prec@thr=0.5: 0.6997, recall@top3: 0.7476, prec@top3: 0.6108, recall@top5: 0.8991, prec@top5: 0.4529, loss: 0.0463, grad_norm: 0.1236 2021-03-01 16:37:28,699 - mmaction - INFO - Epoch [3][1360/1921] lr: 8.810e-02, eta: 20:08:30, time: 2.167, data_time: 0.001, memory: 8260, loss_action_cls: 0.0452, recall@thr=0.5: 0.6125, prec@thr=0.5: 0.7063, recall@top3: 0.7463, prec@top3: 0.6103, recall@top5: 0.9032, prec@top5: 0.4532, loss: 0.0452, grad_norm: 0.1174 2021-03-01 16:38:12,401 - mmaction - INFO - Epoch [3][1380/1921] lr: 8.838e-02, eta: 20:07:47, time: 2.185, data_time: 0.001, memory: 8260, loss_action_cls: 0.0461, recall@thr=0.5: 0.6086, prec@thr=0.5: 0.6921, recall@top3: 0.7414, prec@top3: 0.6137, recall@top5: 0.8967, prec@top5: 0.4538, loss: 0.0461, grad_norm: 0.1265 2021-03-01 16:38:55,381 - mmaction - INFO - Epoch [3][1400/1921] lr: 8.866e-02, eta: 20:06:59, time: 2.149, data_time: 0.001, memory: 8260, loss_action_cls: 0.0467, recall@thr=0.5: 0.5921, prec@thr=0.5: 0.6924, recall@top3: 0.7383, prec@top3: 0.6000, recall@top5: 0.8971, prec@top5: 0.4472, loss: 0.0467, grad_norm: 0.1102 2021-03-01 16:39:39,595 - mmaction - INFO - Epoch [3][1420/1921] lr: 8.894e-02, eta: 20:06:19, time: 2.211, data_time: 0.001, memory: 8260, loss_action_cls: 0.0462, recall@thr=0.5: 0.5967, prec@thr=0.5: 0.7032, recall@top3: 0.7506, prec@top3: 0.6163, recall@top5: 0.9035, prec@top5: 0.4550, loss: 0.0462, grad_norm: 0.1187 2021-03-01 16:40:22,742 - mmaction - INFO - Epoch [3][1440/1921] lr: 8.923e-02, eta: 20:05:32, time: 2.157, data_time: 0.001, memory: 8260, loss_action_cls: 0.0458, recall@thr=0.5: 0.6155, prec@thr=0.5: 0.7064, recall@top3: 0.7463, prec@top3: 0.6160, recall@top5: 0.9026, prec@top5: 0.4562, loss: 0.0458, grad_norm: 0.1154 2021-03-01 16:41:05,530 - mmaction - INFO - Epoch [3][1460/1921] lr: 8.951e-02, eta: 20:04:43, time: 2.139, data_time: 0.001, memory: 8260, loss_action_cls: 0.0461, recall@thr=0.5: 0.6044, prec@thr=0.5: 0.7032, recall@top3: 0.7378, prec@top3: 0.6099, recall@top5: 0.8999, prec@top5: 0.4545, loss: 0.0461, grad_norm: 0.1145 2021-03-01 16:41:48,114 - mmaction - INFO - Epoch [3][1480/1921] lr: 8.979e-02, eta: 20:03:53, time: 2.129, data_time: 0.001, memory: 8260, loss_action_cls: 0.0468, recall@thr=0.5: 0.5925, prec@thr=0.5: 0.6792, recall@top3: 0.7403, prec@top3: 0.6018, recall@top5: 0.9010, prec@top5: 0.4475, loss: 0.0468, grad_norm: 0.1249 2021-03-01 16:42:30,813 - mmaction - INFO - Epoch [3][1500/1921] lr: 9.007e-02, eta: 20:03:03, time: 2.135, data_time: 0.001, memory: 8260, loss_action_cls: 0.0462, recall@thr=0.5: 0.5987, prec@thr=0.5: 0.6966, recall@top3: 0.7465, prec@top3: 0.6029, recall@top5: 0.9010, prec@top5: 0.4475, loss: 0.0462, grad_norm: 0.1113 2021-03-01 16:43:14,191 - mmaction - INFO - Epoch [3][1520/1921] lr: 9.035e-02, eta: 20:02:18, time: 2.169, data_time: 0.001, memory: 8260, loss_action_cls: 0.0462, recall@thr=0.5: 0.6044, prec@thr=0.5: 0.6960, recall@top3: 0.7464, prec@top3: 0.6103, recall@top5: 0.9026, prec@top5: 0.4537, loss: 0.0462, grad_norm: 0.1161 2021-03-01 16:43:56,031 - mmaction - INFO - Epoch [3][1540/1921] lr: 9.063e-02, eta: 20:01:23, time: 2.092, data_time: 0.005, memory: 8260, loss_action_cls: 0.0460, recall@thr=0.5: 0.6090, prec@thr=0.5: 0.7060, recall@top3: 0.7475, prec@top3: 0.6119, recall@top5: 0.8989, prec@top5: 0.4508, loss: 0.0460, grad_norm: 0.1212 2021-03-01 16:44:39,557 - mmaction - INFO - Epoch [3][1560/1921] lr: 9.091e-02, eta: 20:00:39, time: 2.176, data_time: 0.001, memory: 8260, loss_action_cls: 0.0461, recall@thr=0.5: 0.5960, prec@thr=0.5: 0.6882, recall@top3: 0.7425, prec@top3: 0.6056, recall@top5: 0.9026, prec@top5: 0.4521, loss: 0.0461, grad_norm: 0.1131 2021-03-01 16:45:23,340 - mmaction - INFO - Epoch [3][1580/1921] lr: 9.119e-02, eta: 19:59:56, time: 2.189, data_time: 0.001, memory: 8260, loss_action_cls: 0.0464, recall@thr=0.5: 0.6048, prec@thr=0.5: 0.6904, recall@top3: 0.7441, prec@top3: 0.6050, recall@top5: 0.9009, prec@top5: 0.4503, loss: 0.0464, grad_norm: 0.1236 2021-03-01 16:46:06,459 - mmaction - INFO - Epoch [3][1600/1921] lr: 9.147e-02, eta: 19:59:09, time: 2.156, data_time: 0.001, memory: 8260, loss_action_cls: 0.0461, recall@thr=0.5: 0.6033, prec@thr=0.5: 0.7010, recall@top3: 0.7435, prec@top3: 0.6121, recall@top5: 0.9019, prec@top5: 0.4552, loss: 0.0461, grad_norm: 0.1190 2021-03-01 16:46:49,509 - mmaction - INFO - Epoch [3][1620/1921] lr: 9.176e-02, eta: 19:58:22, time: 2.153, data_time: 0.001, memory: 8260, loss_action_cls: 0.0460, recall@thr=0.5: 0.6073, prec@thr=0.5: 0.7042, recall@top3: 0.7454, prec@top3: 0.6118, recall@top5: 0.9005, prec@top5: 0.4548, loss: 0.0460, grad_norm: 0.1042 2021-03-01 16:47:32,075 - mmaction - INFO - Epoch [3][1640/1921] lr: 9.204e-02, eta: 19:57:32, time: 2.128, data_time: 0.001, memory: 8260, loss_action_cls: 0.0461, recall@thr=0.5: 0.6071, prec@thr=0.5: 0.6943, recall@top3: 0.7446, prec@top3: 0.6195, recall@top5: 0.9016, prec@top5: 0.4598, loss: 0.0461, grad_norm: 0.1136 2021-03-01 16:48:15,620 - mmaction - INFO - Epoch [3][1660/1921] lr: 9.232e-02, eta: 19:56:48, time: 2.177, data_time: 0.001, memory: 8260, loss_action_cls: 0.0456, recall@thr=0.5: 0.6087, prec@thr=0.5: 0.6951, recall@top3: 0.7486, prec@top3: 0.6043, recall@top5: 0.9011, prec@top5: 0.4456, loss: 0.0456, grad_norm: 0.1060 2021-03-01 16:48:59,209 - mmaction - INFO - Epoch [3][1680/1921] lr: 9.260e-02, eta: 19:56:04, time: 2.179, data_time: 0.001, memory: 8260, loss_action_cls: 0.0465, recall@thr=0.5: 0.6055, prec@thr=0.5: 0.7042, recall@top3: 0.7498, prec@top3: 0.6132, recall@top5: 0.9035, prec@top5: 0.4538, loss: 0.0465, grad_norm: 0.1167 2021-03-01 16:49:42,540 - mmaction - INFO - Epoch [3][1700/1921] lr: 9.288e-02, eta: 19:55:19, time: 2.167, data_time: 0.001, memory: 8260, loss_action_cls: 0.0460, recall@thr=0.5: 0.6037, prec@thr=0.5: 0.7036, recall@top3: 0.7459, prec@top3: 0.6063, recall@top5: 0.9042, prec@top5: 0.4505, loss: 0.0460, grad_norm: 0.1112 2021-03-01 16:50:25,678 - mmaction - INFO - Epoch [3][1720/1921] lr: 9.316e-02, eta: 19:54:32, time: 2.157, data_time: 0.001, memory: 8260, loss_action_cls: 0.0447, recall@thr=0.5: 0.6160, prec@thr=0.5: 0.7139, recall@top3: 0.7582, prec@top3: 0.6194, recall@top5: 0.9045, prec@top5: 0.4532, loss: 0.0447, grad_norm: 0.1119 2021-03-01 16:51:09,264 - mmaction - INFO - Epoch [3][1740/1921] lr: 9.344e-02, eta: 19:53:48, time: 2.179, data_time: 0.001, memory: 8260, loss_action_cls: 0.0456, recall@thr=0.5: 0.6099, prec@thr=0.5: 0.6988, recall@top3: 0.7473, prec@top3: 0.6146, recall@top5: 0.9026, prec@top5: 0.4551, loss: 0.0456, grad_norm: 0.1102 2021-03-01 16:51:51,622 - mmaction - INFO - Epoch [3][1760/1921] lr: 9.372e-02, eta: 19:52:57, time: 2.118, data_time: 0.001, memory: 8260, loss_action_cls: 0.0460, recall@thr=0.5: 0.6018, prec@thr=0.5: 0.6934, recall@top3: 0.7407, prec@top3: 0.6094, recall@top5: 0.8989, prec@top5: 0.4523, loss: 0.0460, grad_norm: 0.1074 2021-03-01 16:52:35,603 - mmaction - INFO - Epoch [3][1780/1921] lr: 9.400e-02, eta: 19:52:16, time: 2.199, data_time: 0.001, memory: 8260, loss_action_cls: 0.0465, recall@thr=0.5: 0.5963, prec@thr=0.5: 0.6930, recall@top3: 0.7416, prec@top3: 0.6102, recall@top5: 0.8980, prec@top5: 0.4520, loss: 0.0465, grad_norm: 0.1091 2021-03-01 16:53:18,477 - mmaction - INFO - Epoch [3][1800/1921] lr: 9.429e-02, eta: 19:51:28, time: 2.144, data_time: 0.001, memory: 8260, loss_action_cls: 0.0460, recall@thr=0.5: 0.5945, prec@thr=0.5: 0.6907, recall@top3: 0.7442, prec@top3: 0.6026, recall@top5: 0.8956, prec@top5: 0.4438, loss: 0.0460, grad_norm: 0.1076 2021-03-01 16:54:01,268 - mmaction - INFO - Epoch [3][1820/1921] lr: 9.457e-02, eta: 19:50:39, time: 2.140, data_time: 0.001, memory: 8260, loss_action_cls: 0.0453, recall@thr=0.5: 0.6049, prec@thr=0.5: 0.7011, recall@top3: 0.7515, prec@top3: 0.6133, recall@top5: 0.9041, prec@top5: 0.4521, loss: 0.0453, grad_norm: 0.1087 2021-03-01 16:54:43,902 - mmaction - INFO - Epoch [3][1840/1921] lr: 9.485e-02, eta: 19:49:50, time: 2.131, data_time: 0.001, memory: 8260, loss_action_cls: 0.0455, recall@thr=0.5: 0.5968, prec@thr=0.5: 0.6971, recall@top3: 0.7486, prec@top3: 0.6073, recall@top5: 0.9037, prec@top5: 0.4504, loss: 0.0455, grad_norm: 0.1123 2021-03-01 16:55:27,209 - mmaction - INFO - Epoch [3][1860/1921] lr: 9.513e-02, eta: 19:49:05, time: 2.165, data_time: 0.001, memory: 8260, loss_action_cls: 0.0463, recall@thr=0.5: 0.5978, prec@thr=0.5: 0.6985, recall@top3: 0.7401, prec@top3: 0.6023, recall@top5: 0.9003, prec@top5: 0.4502, loss: 0.0463, grad_norm: 0.1157 2021-03-01 16:56:09,914 - mmaction - INFO - Epoch [3][1880/1921] lr: 9.541e-02, eta: 19:48:16, time: 2.135, data_time: 0.001, memory: 8260, loss_action_cls: 0.0466, recall@thr=0.5: 0.6009, prec@thr=0.5: 0.6822, recall@top3: 0.7404, prec@top3: 0.6019, recall@top5: 0.9009, prec@top5: 0.4486, loss: 0.0466, grad_norm: 0.1275 2021-03-01 16:56:52,383 - mmaction - INFO - Epoch [3][1900/1921] lr: 9.569e-02, eta: 19:47:26, time: 2.123, data_time: 0.001, memory: 8260, loss_action_cls: 0.0461, recall@thr=0.5: 0.6009, prec@thr=0.5: 0.6968, recall@top3: 0.7443, prec@top3: 0.6046, recall@top5: 0.8975, prec@top5: 0.4476, loss: 0.0461, grad_norm: 0.1133 2021-03-01 16:57:34,360 - mmaction - INFO - Epoch [3][1920/1921] lr: 9.597e-02, eta: 19:46:33, time: 2.099, data_time: 0.006, memory: 8260, loss_action_cls: 0.0459, recall@thr=0.5: 0.6032, prec@thr=0.5: 0.6905, recall@top3: 0.7500, prec@top3: 0.6048, recall@top5: 0.9058, prec@top5: 0.4469, loss: 0.0459, grad_norm: 0.1158 2021-03-01 16:57:38,567 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-03-01 17:08:35,745 - mmaction - INFO - Evaluating mAP ... 2021-03-01 17:16:42,134 - mmaction - INFO - mAP@0.5IOU 0.2002 2021-03-01 17:16:44,669 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_3.pth. 2021-03-01 17:16:44,669 - mmaction - INFO - Best mAP@0.5IOU is 0.2002 at 3 epoch. 2021-03-01 17:16:45,840 - mmaction - INFO - Epoch(val) [3][1921] mAP@0.5IOU: 0.2002 2021-03-01 17:18:19,643 - mmaction - INFO - Epoch [4][20/1921] lr: 9.627e-02, eta: 19:50:18, time: 4.690, data_time: 2.545, memory: 8260, loss_action_cls: 0.0461, recall@thr=0.5: 0.6135, prec@thr=0.5: 0.7009, recall@top3: 0.7466, prec@top3: 0.6128, recall@top5: 0.9050, prec@top5: 0.4564, loss: 0.0461, grad_norm: 0.1235 2021-03-01 17:19:02,132 - mmaction - INFO - Epoch [4][40/1921] lr: 9.655e-02, eta: 19:49:27, time: 2.124, data_time: 0.001, memory: 8260, loss_action_cls: 0.0456, recall@thr=0.5: 0.6004, prec@thr=0.5: 0.6960, recall@top3: 0.7445, prec@top3: 0.6072, recall@top5: 0.8989, prec@top5: 0.4507, loss: 0.0456, grad_norm: 0.1173 2021-03-01 17:19:45,260 - mmaction - INFO - Epoch [4][60/1921] lr: 9.683e-02, eta: 19:48:40, time: 2.156, data_time: 0.001, memory: 8260, loss_action_cls: 0.0458, recall@thr=0.5: 0.5997, prec@thr=0.5: 0.7003, recall@top3: 0.7455, prec@top3: 0.6141, recall@top5: 0.8993, prec@top5: 0.4530, loss: 0.0458, grad_norm: 0.1159 2021-03-01 17:20:28,685 - mmaction - INFO - Epoch [4][80/1921] lr: 9.711e-02, eta: 19:47:54, time: 2.171, data_time: 0.001, memory: 8260, loss_action_cls: 0.0457, recall@thr=0.5: 0.6099, prec@thr=0.5: 0.7087, recall@top3: 0.7515, prec@top3: 0.6167, recall@top5: 0.9058, prec@top5: 0.4545, loss: 0.0457, grad_norm: 0.1304 2021-03-01 17:21:10,887 - mmaction - INFO - Epoch [4][100/1921] lr: 9.739e-02, eta: 19:47:02, time: 2.110, data_time: 0.001, memory: 8260, loss_action_cls: 0.0465, recall@thr=0.5: 0.5992, prec@thr=0.5: 0.6919, recall@top3: 0.7396, prec@top3: 0.6036, recall@top5: 0.9003, prec@top5: 0.4504, loss: 0.0465, grad_norm: 0.1328 2021-03-01 17:21:53,663 - mmaction - INFO - Epoch [4][120/1921] lr: 9.767e-02, eta: 19:46:13, time: 2.139, data_time: 0.001, memory: 8260, loss_action_cls: 0.0451, recall@thr=0.5: 0.6028, prec@thr=0.5: 0.7096, recall@top3: 0.7439, prec@top3: 0.6100, recall@top5: 0.9032, prec@top5: 0.4526, loss: 0.0451, grad_norm: 0.1078 2021-03-01 17:22:37,111 - mmaction - INFO - Epoch [4][140/1921] lr: 9.795e-02, eta: 19:45:27, time: 2.172, data_time: 0.001, memory: 8260, loss_action_cls: 0.0456, recall@thr=0.5: 0.6227, prec@thr=0.5: 0.7020, recall@top3: 0.7454, prec@top3: 0.6138, recall@top5: 0.9038, prec@top5: 0.4573, loss: 0.0456, grad_norm: 0.1164 2021-03-01 17:23:20,362 - mmaction - INFO - Epoch [4][160/1921] lr: 9.823e-02, eta: 19:44:41, time: 2.163, data_time: 0.001, memory: 8260, loss_action_cls: 0.0452, recall@thr=0.5: 0.6120, prec@thr=0.5: 0.7090, recall@top3: 0.7543, prec@top3: 0.6175, recall@top5: 0.9076, prec@top5: 0.4561, loss: 0.0452, grad_norm: 0.1091 2021-03-01 17:24:03,491 - mmaction - INFO - Epoch [4][180/1921] lr: 9.852e-02, eta: 19:43:54, time: 2.156, data_time: 0.001, memory: 8260, loss_action_cls: 0.0449, recall@thr=0.5: 0.6059, prec@thr=0.5: 0.6950, recall@top3: 0.7468, prec@top3: 0.6082, recall@top5: 0.9059, prec@top5: 0.4508, loss: 0.0449, grad_norm: 0.1225 2021-03-01 17:24:46,456 - mmaction - INFO - Epoch [4][200/1921] lr: 9.880e-02, eta: 19:43:06, time: 2.148, data_time: 0.001, memory: 8260, loss_action_cls: 0.0454, recall@thr=0.5: 0.6134, prec@thr=0.5: 0.7045, recall@top3: 0.7496, prec@top3: 0.6111, recall@top5: 0.9016, prec@top5: 0.4530, loss: 0.0454, grad_norm: 0.1255 2021-03-01 17:25:29,606 - mmaction - INFO - Epoch [4][220/1921] lr: 9.908e-02, eta: 19:42:19, time: 2.157, data_time: 0.001, memory: 8260, loss_action_cls: 0.0464, recall@thr=0.5: 0.6095, prec@thr=0.5: 0.6958, recall@top3: 0.7488, prec@top3: 0.6153, recall@top5: 0.9044, prec@top5: 0.4559, loss: 0.0464, grad_norm: 0.1309 2021-03-01 17:26:12,310 - mmaction - INFO - Epoch [4][240/1921] lr: 9.936e-02, eta: 19:41:30, time: 2.135, data_time: 0.001, memory: 8260, loss_action_cls: 0.0441, recall@thr=0.5: 0.6306, prec@thr=0.5: 0.7182, recall@top3: 0.7555, prec@top3: 0.6171, recall@top5: 0.9094, prec@top5: 0.4561, loss: 0.0441, grad_norm: 0.1149 2021-03-01 17:26:55,295 - mmaction - INFO - Epoch [4][260/1921] lr: 9.964e-02, eta: 19:40:42, time: 2.149, data_time: 0.001, memory: 8260, loss_action_cls: 0.0454, recall@thr=0.5: 0.6068, prec@thr=0.5: 0.7115, recall@top3: 0.7541, prec@top3: 0.6111, recall@top5: 0.9011, prec@top5: 0.4493, loss: 0.0454, grad_norm: 0.1099 2021-03-01 17:27:38,320 - mmaction - INFO - Epoch [4][280/1921] lr: 9.992e-02, eta: 19:39:54, time: 2.151, data_time: 0.001, memory: 8260, loss_action_cls: 0.0459, recall@thr=0.5: 0.6084, prec@thr=0.5: 0.6972, recall@top3: 0.7408, prec@top3: 0.6121, recall@top5: 0.8971, prec@top5: 0.4541, loss: 0.0459, grad_norm: 0.1252 2021-03-01 17:28:21,624 - mmaction - INFO - Epoch [4][300/1921] lr: 1.002e-01, eta: 19:39:08, time: 2.165, data_time: 0.001, memory: 8260, loss_action_cls: 0.0460, recall@thr=0.5: 0.6144, prec@thr=0.5: 0.7032, recall@top3: 0.7473, prec@top3: 0.6193, recall@top5: 0.9039, prec@top5: 0.4582, loss: 0.0460, grad_norm: 0.1260 2021-03-01 17:29:04,743 - mmaction - INFO - Epoch [4][320/1921] lr: 1.005e-01, eta: 19:38:21, time: 2.156, data_time: 0.001, memory: 8260, loss_action_cls: 0.0457, recall@thr=0.5: 0.6076, prec@thr=0.5: 0.7022, recall@top3: 0.7461, prec@top3: 0.6059, recall@top5: 0.8990, prec@top5: 0.4489, loss: 0.0457, grad_norm: 0.1161 2021-03-01 17:29:48,075 - mmaction - INFO - Epoch [4][340/1921] lr: 1.008e-01, eta: 19:37:35, time: 2.167, data_time: 0.001, memory: 8260, loss_action_cls: 0.0443, recall@thr=0.5: 0.6149, prec@thr=0.5: 0.7131, recall@top3: 0.7602, prec@top3: 0.6136, recall@top5: 0.9083, prec@top5: 0.4505, loss: 0.0443, grad_norm: 0.1129 2021-03-01 17:30:31,117 - mmaction - INFO - Epoch [4][360/1921] lr: 1.010e-01, eta: 19:36:48, time: 2.152, data_time: 0.001, memory: 8260, loss_action_cls: 0.0464, recall@thr=0.5: 0.5994, prec@thr=0.5: 0.6886, recall@top3: 0.7443, prec@top3: 0.5967, recall@top5: 0.8967, prec@top5: 0.4406, loss: 0.0464, grad_norm: 0.1176 2021-03-01 17:31:14,302 - mmaction - INFO - Epoch [4][380/1921] lr: 1.013e-01, eta: 19:36:02, time: 2.159, data_time: 0.001, memory: 8260, loss_action_cls: 0.0468, recall@thr=0.5: 0.5915, prec@thr=0.5: 0.6915, recall@top3: 0.7375, prec@top3: 0.6044, recall@top5: 0.8978, prec@top5: 0.4514, loss: 0.0468, grad_norm: 0.1292 2021-03-01 17:31:57,541 - mmaction - INFO - Epoch [4][400/1921] lr: 1.016e-01, eta: 19:35:15, time: 2.162, data_time: 0.001, memory: 8260, loss_action_cls: 0.0450, recall@thr=0.5: 0.6132, prec@thr=0.5: 0.7031, recall@top3: 0.7479, prec@top3: 0.6101, recall@top5: 0.8987, prec@top5: 0.4507, loss: 0.0450, grad_norm: 0.1197 2021-03-01 17:32:40,730 - mmaction - INFO - Epoch [4][420/1921] lr: 1.019e-01, eta: 19:34:29, time: 2.159, data_time: 0.001, memory: 8260, loss_action_cls: 0.0452, recall@thr=0.5: 0.6176, prec@thr=0.5: 0.7038, recall@top3: 0.7526, prec@top3: 0.6113, recall@top5: 0.9017, prec@top5: 0.4509, loss: 0.0452, grad_norm: 0.1231 2021-03-01 17:33:23,876 - mmaction - INFO - Epoch [4][440/1921] lr: 1.022e-01, eta: 19:33:42, time: 2.158, data_time: 0.001, memory: 8260, loss_action_cls: 0.0452, recall@thr=0.5: 0.6164, prec@thr=0.5: 0.7115, recall@top3: 0.7601, prec@top3: 0.6164, recall@top5: 0.9066, prec@top5: 0.4525, loss: 0.0452, grad_norm: 0.1159 2021-03-01 17:34:06,982 - mmaction - INFO - Epoch [4][460/1921] lr: 1.025e-01, eta: 19:32:55, time: 2.155, data_time: 0.001, memory: 8260, loss_action_cls: 0.0454, recall@thr=0.5: 0.6177, prec@thr=0.5: 0.7105, recall@top3: 0.7541, prec@top3: 0.6179, recall@top5: 0.9046, prec@top5: 0.4546, loss: 0.0454, grad_norm: 0.1220 2021-03-01 17:34:49,915 - mmaction - INFO - Epoch [4][480/1921] lr: 1.027e-01, eta: 19:32:07, time: 2.147, data_time: 0.001, memory: 8260, loss_action_cls: 0.0452, recall@thr=0.5: 0.6061, prec@thr=0.5: 0.7006, recall@top3: 0.7507, prec@top3: 0.6101, recall@top5: 0.9028, prec@top5: 0.4507, loss: 0.0452, grad_norm: 0.1121 2021-03-01 17:35:33,642 - mmaction - INFO - Epoch [4][500/1921] lr: 1.030e-01, eta: 19:31:24, time: 2.187, data_time: 0.001, memory: 8260, loss_action_cls: 0.0454, recall@thr=0.5: 0.6008, prec@thr=0.5: 0.6937, recall@top3: 0.7496, prec@top3: 0.6042, recall@top5: 0.9032, prec@top5: 0.4468, loss: 0.0454, grad_norm: 0.1135 2021-03-01 17:36:17,323 - mmaction - INFO - Epoch [4][520/1921] lr: 1.033e-01, eta: 19:30:40, time: 2.184, data_time: 0.001, memory: 8260, loss_action_cls: 0.0449, recall@thr=0.5: 0.6104, prec@thr=0.5: 0.7055, recall@top3: 0.7534, prec@top3: 0.6123, recall@top5: 0.9014, prec@top5: 0.4490, loss: 0.0449, grad_norm: 0.1130 2021-03-01 17:37:00,731 - mmaction - INFO - Epoch [4][540/1921] lr: 1.036e-01, eta: 19:29:55, time: 2.171, data_time: 0.001, memory: 8260, loss_action_cls: 0.0448, recall@thr=0.5: 0.6206, prec@thr=0.5: 0.7052, recall@top3: 0.7479, prec@top3: 0.6169, recall@top5: 0.9074, prec@top5: 0.4572, loss: 0.0448, grad_norm: 0.1133 2021-03-01 17:37:43,589 - mmaction - INFO - Epoch [4][560/1921] lr: 1.039e-01, eta: 19:29:07, time: 2.143, data_time: 0.001, memory: 8260, loss_action_cls: 0.0451, recall@thr=0.5: 0.6024, prec@thr=0.5: 0.7032, recall@top3: 0.7481, prec@top3: 0.6143, recall@top5: 0.9061, prec@top5: 0.4563, loss: 0.0451, grad_norm: 0.1110 2021-03-01 17:38:26,933 - mmaction - INFO - Epoch [4][580/1921] lr: 1.041e-01, eta: 19:28:21, time: 2.167, data_time: 0.001, memory: 8260, loss_action_cls: 0.0449, recall@thr=0.5: 0.6099, prec@thr=0.5: 0.7060, recall@top3: 0.7504, prec@top3: 0.6223, recall@top5: 0.9005, prec@top5: 0.4563, loss: 0.0449, grad_norm: 0.1106 2021-03-01 17:39:10,173 - mmaction - INFO - Epoch [4][600/1921] lr: 1.044e-01, eta: 19:27:35, time: 2.162, data_time: 0.001, memory: 8260, loss_action_cls: 0.0452, recall@thr=0.5: 0.6142, prec@thr=0.5: 0.6953, recall@top3: 0.7494, prec@top3: 0.6121, recall@top5: 0.9050, prec@top5: 0.4521, loss: 0.0452, grad_norm: 0.1146 2021-03-01 17:39:53,324 - mmaction - INFO - Epoch [4][620/1921] lr: 1.047e-01, eta: 19:26:48, time: 2.158, data_time: 0.001, memory: 8260, loss_action_cls: 0.0457, recall@thr=0.5: 0.6192, prec@thr=0.5: 0.7093, recall@top3: 0.7455, prec@top3: 0.6199, recall@top5: 0.9010, prec@top5: 0.4599, loss: 0.0457, grad_norm: 0.1335 2021-03-01 17:40:36,713 - mmaction - INFO - Epoch [4][640/1921] lr: 1.050e-01, eta: 19:26:03, time: 2.169, data_time: 0.001, memory: 8260, loss_action_cls: 0.0451, recall@thr=0.5: 0.6147, prec@thr=0.5: 0.7157, recall@top3: 0.7526, prec@top3: 0.6144, recall@top5: 0.9023, prec@top5: 0.4520, loss: 0.0451, grad_norm: 0.1073 2021-03-01 17:41:19,936 - mmaction - INFO - Epoch [4][660/1921] lr: 1.053e-01, eta: 19:25:17, time: 2.161, data_time: 0.001, memory: 8260, loss_action_cls: 0.0445, recall@thr=0.5: 0.6152, prec@thr=0.5: 0.7045, recall@top3: 0.7565, prec@top3: 0.6150, recall@top5: 0.9043, prec@top5: 0.4519, loss: 0.0445, grad_norm: 0.1051 2021-03-01 17:42:02,927 - mmaction - INFO - Epoch [4][680/1921] lr: 1.055e-01, eta: 19:24:30, time: 2.150, data_time: 0.001, memory: 8260, loss_action_cls: 0.0457, recall@thr=0.5: 0.6145, prec@thr=0.5: 0.7094, recall@top3: 0.7473, prec@top3: 0.6167, recall@top5: 0.9035, prec@top5: 0.4571, loss: 0.0457, grad_norm: 0.1114 2021-03-01 17:42:45,540 - mmaction - INFO - Epoch [4][700/1921] lr: 1.058e-01, eta: 19:23:41, time: 2.131, data_time: 0.001, memory: 8260, loss_action_cls: 0.0452, recall@thr=0.5: 0.6149, prec@thr=0.5: 0.7047, recall@top3: 0.7496, prec@top3: 0.6123, recall@top5: 0.9044, prec@top5: 0.4539, loss: 0.0452, grad_norm: 0.1129 2021-03-01 17:43:28,459 - mmaction - INFO - Epoch [4][720/1921] lr: 1.061e-01, eta: 19:22:53, time: 2.146, data_time: 0.001, memory: 8260, loss_action_cls: 0.0452, recall@thr=0.5: 0.6005, prec@thr=0.5: 0.6984, recall@top3: 0.7477, prec@top3: 0.6103, recall@top5: 0.9070, prec@top5: 0.4542, loss: 0.0452, grad_norm: 0.1345 2021-03-01 17:44:12,188 - mmaction - INFO - Epoch [4][740/1921] lr: 1.064e-01, eta: 19:22:10, time: 2.186, data_time: 0.001, memory: 8260, loss_action_cls: 0.0466, recall@thr=0.5: 0.6186, prec@thr=0.5: 0.6973, recall@top3: 0.7427, prec@top3: 0.6175, recall@top5: 0.8955, prec@top5: 0.4568, loss: 0.0466, grad_norm: 0.1232 2021-03-01 17:44:54,602 - mmaction - INFO - Epoch [4][760/1921] lr: 1.067e-01, eta: 19:21:20, time: 2.121, data_time: 0.001, memory: 8260, loss_action_cls: 0.0447, recall@thr=0.5: 0.6126, prec@thr=0.5: 0.7097, recall@top3: 0.7532, prec@top3: 0.6165, recall@top5: 0.9055, prec@top5: 0.4556, loss: 0.0447, grad_norm: 0.1152 2021-03-01 17:45:37,814 - mmaction - INFO - Epoch [4][780/1921] lr: 1.069e-01, eta: 19:20:34, time: 2.161, data_time: 0.001, memory: 8260, loss_action_cls: 0.0450, recall@thr=0.5: 0.6159, prec@thr=0.5: 0.7046, recall@top3: 0.7537, prec@top3: 0.6157, recall@top5: 0.9108, prec@top5: 0.4564, loss: 0.0450, grad_norm: 0.1207 2021-03-01 17:46:21,513 - mmaction - INFO - Epoch [4][800/1921] lr: 1.072e-01, eta: 19:19:50, time: 2.185, data_time: 0.001, memory: 8260, loss_action_cls: 0.0439, recall@thr=0.5: 0.6348, prec@thr=0.5: 0.7137, recall@top3: 0.7617, prec@top3: 0.6235, recall@top5: 0.9114, prec@top5: 0.4586, loss: 0.0439, grad_norm: 0.1106 2021-03-01 17:47:04,979 - mmaction - INFO - Epoch [4][820/1921] lr: 1.075e-01, eta: 19:19:05, time: 2.173, data_time: 0.001, memory: 8260, loss_action_cls: 0.0440, recall@thr=0.5: 0.6301, prec@thr=0.5: 0.7230, recall@top3: 0.7619, prec@top3: 0.6251, recall@top5: 0.9124, prec@top5: 0.4608, loss: 0.0440, grad_norm: 0.1079 2021-03-01 17:47:48,038 - mmaction - INFO - Epoch [4][840/1921] lr: 1.078e-01, eta: 19:18:19, time: 2.153, data_time: 0.001, memory: 8260, loss_action_cls: 0.0447, recall@thr=0.5: 0.6305, prec@thr=0.5: 0.7116, recall@top3: 0.7565, prec@top3: 0.6200, recall@top5: 0.9047, prec@top5: 0.4557, loss: 0.0447, grad_norm: 0.1145 2021-03-01 17:48:30,754 - mmaction - INFO - Epoch [4][860/1921] lr: 1.081e-01, eta: 19:17:30, time: 2.136, data_time: 0.001, memory: 8260, loss_action_cls: 0.0444, recall@thr=0.5: 0.6121, prec@thr=0.5: 0.7016, recall@top3: 0.7512, prec@top3: 0.6086, recall@top5: 0.9106, prec@top5: 0.4516, loss: 0.0444, grad_norm: 0.1182 2021-03-01 17:49:14,132 - mmaction - INFO - Epoch [4][880/1921] lr: 1.084e-01, eta: 19:16:45, time: 2.169, data_time: 0.001, memory: 8260, loss_action_cls: 0.0446, recall@thr=0.5: 0.6156, prec@thr=0.5: 0.7137, recall@top3: 0.7550, prec@top3: 0.6160, recall@top5: 0.9069, prec@top5: 0.4542, loss: 0.0446, grad_norm: 0.1209 2021-03-01 17:49:57,427 - mmaction - INFO - Epoch [4][900/1921] lr: 1.086e-01, eta: 19:16:00, time: 2.165, data_time: 0.001, memory: 8260, loss_action_cls: 0.0458, recall@thr=0.5: 0.6020, prec@thr=0.5: 0.6955, recall@top3: 0.7427, prec@top3: 0.6043, recall@top5: 0.9027, prec@top5: 0.4496, loss: 0.0458, grad_norm: 0.1234 2021-03-01 17:50:41,150 - mmaction - INFO - Epoch [4][920/1921] lr: 1.089e-01, eta: 19:15:16, time: 2.186, data_time: 0.001, memory: 8260, loss_action_cls: 0.0441, recall@thr=0.5: 0.6379, prec@thr=0.5: 0.7255, recall@top3: 0.7636, prec@top3: 0.6278, recall@top5: 0.9096, prec@top5: 0.4585, loss: 0.0441, grad_norm: 0.1088 2021-03-01 17:51:24,341 - mmaction - INFO - Epoch [4][940/1921] lr: 1.092e-01, eta: 19:14:30, time: 2.160, data_time: 0.001, memory: 8260, loss_action_cls: 0.0449, recall@thr=0.5: 0.6180, prec@thr=0.5: 0.7107, recall@top3: 0.7556, prec@top3: 0.6212, recall@top5: 0.9053, prec@top5: 0.4568, loss: 0.0449, grad_norm: 0.1135 2021-03-01 17:52:06,991 - mmaction - INFO - Epoch [4][960/1921] lr: 1.095e-01, eta: 19:13:42, time: 2.132, data_time: 0.001, memory: 8260, loss_action_cls: 0.0452, recall@thr=0.5: 0.6154, prec@thr=0.5: 0.6993, recall@top3: 0.7504, prec@top3: 0.6149, recall@top5: 0.9083, prec@top5: 0.4559, loss: 0.0452, grad_norm: 0.1140 2021-03-01 17:52:49,928 - mmaction - INFO - Epoch [4][980/1921] lr: 1.098e-01, eta: 19:12:54, time: 2.147, data_time: 0.001, memory: 8260, loss_action_cls: 0.0451, recall@thr=0.5: 0.6035, prec@thr=0.5: 0.6963, recall@top3: 0.7496, prec@top3: 0.6089, recall@top5: 0.9017, prec@top5: 0.4491, loss: 0.0451, grad_norm: 0.1095 2021-03-01 17:53:33,061 - mmaction - INFO - Epoch [4][1000/1921] lr: 1.100e-01, eta: 19:12:08, time: 2.157, data_time: 0.001, memory: 8260, loss_action_cls: 0.0448, recall@thr=0.5: 0.6226, prec@thr=0.5: 0.7126, recall@top3: 0.7588, prec@top3: 0.6175, recall@top5: 0.9069, prec@top5: 0.4527, loss: 0.0448, grad_norm: 0.1123 2021-03-01 17:54:16,617 - mmaction - INFO - Epoch [4][1020/1921] lr: 1.103e-01, eta: 19:11:24, time: 2.178, data_time: 0.001, memory: 8260, loss_action_cls: 0.0455, recall@thr=0.5: 0.6165, prec@thr=0.5: 0.6987, recall@top3: 0.7523, prec@top3: 0.6191, recall@top5: 0.9045, prec@top5: 0.4556, loss: 0.0455, grad_norm: 0.1245 2021-03-01 17:54:58,928 - mmaction - INFO - Epoch [4][1040/1921] lr: 1.106e-01, eta: 19:10:34, time: 2.116, data_time: 0.001, memory: 8260, loss_action_cls: 0.0448, recall@thr=0.5: 0.6221, prec@thr=0.5: 0.7043, recall@top3: 0.7509, prec@top3: 0.6189, recall@top5: 0.9060, prec@top5: 0.4575, loss: 0.0448, grad_norm: 0.1385 2021-03-01 17:55:42,027 - mmaction - INFO - Epoch [4][1060/1921] lr: 1.109e-01, eta: 19:09:48, time: 2.155, data_time: 0.001, memory: 8260, loss_action_cls: 0.0445, recall@thr=0.5: 0.6161, prec@thr=0.5: 0.7073, recall@top3: 0.7548, prec@top3: 0.6135, recall@top5: 0.9058, prec@top5: 0.4511, loss: 0.0445, grad_norm: 0.1263 2021-03-01 17:56:25,052 - mmaction - INFO - Epoch [4][1080/1921] lr: 1.112e-01, eta: 19:09:01, time: 2.151, data_time: 0.001, memory: 8260, loss_action_cls: 0.0438, recall@thr=0.5: 0.6170, prec@thr=0.5: 0.7137, recall@top3: 0.7519, prec@top3: 0.6195, recall@top5: 0.9076, prec@top5: 0.4576, loss: 0.0438, grad_norm: 0.1173 2021-03-01 17:57:07,002 - mmaction - INFO - Epoch [4][1100/1921] lr: 1.114e-01, eta: 19:08:09, time: 2.098, data_time: 0.001, memory: 8260, loss_action_cls: 0.0439, recall@thr=0.5: 0.6154, prec@thr=0.5: 0.7047, recall@top3: 0.7572, prec@top3: 0.6122, recall@top5: 0.9077, prec@top5: 0.4507, loss: 0.0439, grad_norm: 0.1178 2021-03-01 17:57:49,869 - mmaction - INFO - Epoch [4][1120/1921] lr: 1.117e-01, eta: 19:07:22, time: 2.143, data_time: 0.001, memory: 8260, loss_action_cls: 0.0436, recall@thr=0.5: 0.6310, prec@thr=0.5: 0.7133, recall@top3: 0.7656, prec@top3: 0.6264, recall@top5: 0.9144, prec@top5: 0.4580, loss: 0.0436, grad_norm: 0.1141 2021-03-01 17:58:32,966 - mmaction - INFO - Epoch [4][1140/1921] lr: 1.120e-01, eta: 19:06:36, time: 2.155, data_time: 0.001, memory: 8260, loss_action_cls: 0.0442, recall@thr=0.5: 0.6342, prec@thr=0.5: 0.7153, recall@top3: 0.7636, prec@top3: 0.6286, recall@top5: 0.9123, prec@top5: 0.4618, loss: 0.0442, grad_norm: 0.1090 2021-03-01 17:59:15,903 - mmaction - INFO - Epoch [4][1160/1921] lr: 1.123e-01, eta: 19:05:49, time: 2.147, data_time: 0.001, memory: 8260, loss_action_cls: 0.0469, recall@thr=0.5: 0.6064, prec@thr=0.5: 0.6898, recall@top3: 0.7385, prec@top3: 0.6027, recall@top5: 0.8983, prec@top5: 0.4513, loss: 0.0469, grad_norm: 0.1295 2021-03-01 17:59:58,009 - mmaction - INFO - Epoch [4][1180/1921] lr: 1.126e-01, eta: 19:04:58, time: 2.105, data_time: 0.001, memory: 8260, loss_action_cls: 0.0449, recall@thr=0.5: 0.6076, prec@thr=0.5: 0.7019, recall@top3: 0.7509, prec@top3: 0.6121, recall@top5: 0.9087, prec@top5: 0.4535, loss: 0.0449, grad_norm: 0.1167 2021-03-01 18:00:46,316 - mmaction - INFO - Epoch [4][1200/1921] lr: 1.129e-01, eta: 19:04:35, time: 2.403, data_time: 0.018, memory: 8260, loss_action_cls: 0.0441, recall@thr=0.5: 0.6291, prec@thr=0.5: 0.7073, recall@top3: 0.7579, prec@top3: 0.6187, recall@top5: 0.9087, prec@top5: 0.4549, loss: 0.0441, grad_norm: 0.1266 2021-03-01 18:01:29,251 - mmaction - INFO - Epoch [4][1220/1921] lr: 1.131e-01, eta: 19:03:49, time: 2.159, data_time: 0.025, memory: 8260, loss_action_cls: 0.0457, recall@thr=0.5: 0.6061, prec@thr=0.5: 0.7020, recall@top3: 0.7451, prec@top3: 0.6126, recall@top5: 0.9038, prec@top5: 0.4546, loss: 0.0457, grad_norm: 0.1179 2021-03-01 18:02:13,124 - mmaction - INFO - Epoch [4][1240/1921] lr: 1.134e-01, eta: 19:03:06, time: 2.193, data_time: 0.001, memory: 8260, loss_action_cls: 0.0452, recall@thr=0.5: 0.6214, prec@thr=0.5: 0.7010, recall@top3: 0.7569, prec@top3: 0.6145, recall@top5: 0.9082, prec@top5: 0.4535, loss: 0.0452, grad_norm: 0.1165 2021-03-01 18:02:56,419 - mmaction - INFO - Epoch [4][1260/1921] lr: 1.137e-01, eta: 19:02:21, time: 2.165, data_time: 0.001, memory: 8260, loss_action_cls: 0.0453, recall@thr=0.5: 0.6091, prec@thr=0.5: 0.7000, recall@top3: 0.7507, prec@top3: 0.6119, recall@top5: 0.9047, prec@top5: 0.4516, loss: 0.0453, grad_norm: 0.1201 2021-03-01 18:03:40,238 - mmaction - INFO - Epoch [4][1280/1921] lr: 1.140e-01, eta: 19:01:38, time: 2.191, data_time: 0.001, memory: 8260, loss_action_cls: 0.0446, recall@thr=0.5: 0.6279, prec@thr=0.5: 0.7158, recall@top3: 0.7606, prec@top3: 0.6185, recall@top5: 0.9122, prec@top5: 0.4556, loss: 0.0446, grad_norm: 0.1213 2021-03-01 18:04:23,174 - mmaction - INFO - Epoch [4][1300/1921] lr: 1.143e-01, eta: 19:00:51, time: 2.147, data_time: 0.001, memory: 8260, loss_action_cls: 0.0455, recall@thr=0.5: 0.6018, prec@thr=0.5: 0.6940, recall@top3: 0.7466, prec@top3: 0.6057, recall@top5: 0.9015, prec@top5: 0.4487, loss: 0.0455, grad_norm: 0.1129 2021-03-01 18:05:06,016 - mmaction - INFO - Epoch [4][1320/1921] lr: 1.145e-01, eta: 19:00:04, time: 2.142, data_time: 0.001, memory: 8260, loss_action_cls: 0.0455, recall@thr=0.5: 0.6126, prec@thr=0.5: 0.6965, recall@top3: 0.7491, prec@top3: 0.6087, recall@top5: 0.9052, prec@top5: 0.4519, loss: 0.0455, grad_norm: 0.1223 2021-03-01 18:05:49,929 - mmaction - INFO - Epoch [4][1340/1921] lr: 1.148e-01, eta: 18:59:21, time: 2.196, data_time: 0.001, memory: 8260, loss_action_cls: 0.0458, recall@thr=0.5: 0.6148, prec@thr=0.5: 0.7051, recall@top3: 0.7509, prec@top3: 0.6173, recall@top5: 0.9056, prec@top5: 0.4578, loss: 0.0458, grad_norm: 0.1367 2021-03-01 18:06:33,100 - mmaction - INFO - Epoch [4][1360/1921] lr: 1.151e-01, eta: 18:58:35, time: 2.159, data_time: 0.002, memory: 8260, loss_action_cls: 0.0456, recall@thr=0.5: 0.6090, prec@thr=0.5: 0.7008, recall@top3: 0.7458, prec@top3: 0.6120, recall@top5: 0.9012, prec@top5: 0.4546, loss: 0.0456, grad_norm: 0.1157 2021-03-01 18:07:16,108 - mmaction - INFO - Epoch [4][1380/1921] lr: 1.154e-01, eta: 18:57:49, time: 2.150, data_time: 0.001, memory: 8260, loss_action_cls: 0.0452, recall@thr=0.5: 0.6174, prec@thr=0.5: 0.6992, recall@top3: 0.7529, prec@top3: 0.6089, recall@top5: 0.9064, prec@top5: 0.4514, loss: 0.0452, grad_norm: 0.1199 2021-03-01 18:07:59,272 - mmaction - INFO - Epoch [4][1400/1921] lr: 1.157e-01, eta: 18:57:03, time: 2.158, data_time: 0.001, memory: 8260, loss_action_cls: 0.0451, recall@thr=0.5: 0.5999, prec@thr=0.5: 0.6894, recall@top3: 0.7555, prec@top3: 0.6093, recall@top5: 0.9054, prec@top5: 0.4473, loss: 0.0451, grad_norm: 0.1171 2021-03-01 18:08:42,336 - mmaction - INFO - Epoch [4][1420/1921] lr: 1.159e-01, eta: 18:56:17, time: 2.153, data_time: 0.001, memory: 8260, loss_action_cls: 0.0438, recall@thr=0.5: 0.6298, prec@thr=0.5: 0.7132, recall@top3: 0.7621, prec@top3: 0.6274, recall@top5: 0.9109, prec@top5: 0.4616, loss: 0.0438, grad_norm: 0.1098 2021-03-01 18:09:24,912 - mmaction - INFO - Epoch [4][1440/1921] lr: 1.162e-01, eta: 18:55:28, time: 2.129, data_time: 0.001, memory: 8260, loss_action_cls: 0.0454, recall@thr=0.5: 0.6092, prec@thr=0.5: 0.7005, recall@top3: 0.7499, prec@top3: 0.6006, recall@top5: 0.9010, prec@top5: 0.4436, loss: 0.0454, grad_norm: 0.1151 2021-03-01 18:10:08,514 - mmaction - INFO - Epoch [4][1460/1921] lr: 1.165e-01, eta: 18:54:45, time: 2.180, data_time: 0.002, memory: 8260, loss_action_cls: 0.0442, recall@thr=0.5: 0.6293, prec@thr=0.5: 0.7147, recall@top3: 0.7593, prec@top3: 0.6224, recall@top5: 0.9084, prec@top5: 0.4570, loss: 0.0442, grad_norm: 0.1157 2021-03-01 18:10:50,952 - mmaction - INFO - Epoch [4][1480/1921] lr: 1.168e-01, eta: 18:53:56, time: 2.122, data_time: 0.001, memory: 8260, loss_action_cls: 0.0451, recall@thr=0.5: 0.6131, prec@thr=0.5: 0.6944, recall@top3: 0.7494, prec@top3: 0.6095, recall@top5: 0.9038, prec@top5: 0.4494, loss: 0.0451, grad_norm: 0.1228 2021-03-01 18:11:34,640 - mmaction - INFO - Epoch [4][1500/1921] lr: 1.171e-01, eta: 18:53:12, time: 2.185, data_time: 0.001, memory: 8260, loss_action_cls: 0.0443, recall@thr=0.5: 0.6146, prec@thr=0.5: 0.7131, recall@top3: 0.7569, prec@top3: 0.6250, recall@top5: 0.9111, prec@top5: 0.4603, loss: 0.0443, grad_norm: 0.1149 2021-03-01 18:12:18,073 - mmaction - INFO - Epoch [4][1520/1921] lr: 1.173e-01, eta: 18:52:28, time: 2.172, data_time: 0.001, memory: 8260, loss_action_cls: 0.0443, recall@thr=0.5: 0.6213, prec@thr=0.5: 0.7113, recall@top3: 0.7547, prec@top3: 0.6150, recall@top5: 0.9071, prec@top5: 0.4550, loss: 0.0443, grad_norm: 0.1028 2021-03-01 18:13:00,470 - mmaction - INFO - Epoch [4][1540/1921] lr: 1.176e-01, eta: 18:51:39, time: 2.120, data_time: 0.001, memory: 8260, loss_action_cls: 0.0439, recall@thr=0.5: 0.6312, prec@thr=0.5: 0.7224, recall@top3: 0.7629, prec@top3: 0.6227, recall@top5: 0.9124, prec@top5: 0.4583, loss: 0.0439, grad_norm: 0.1110 2021-03-01 18:13:43,728 - mmaction - INFO - Epoch [4][1560/1921] lr: 1.179e-01, eta: 18:50:53, time: 2.163, data_time: 0.001, memory: 8260, loss_action_cls: 0.0449, recall@thr=0.5: 0.6181, prec@thr=0.5: 0.7143, recall@top3: 0.7538, prec@top3: 0.6120, recall@top5: 0.9064, prec@top5: 0.4529, loss: 0.0449, grad_norm: 0.1134 2021-03-01 18:14:27,410 - mmaction - INFO - Epoch [4][1580/1921] lr: 1.182e-01, eta: 18:50:10, time: 2.184, data_time: 0.001, memory: 8260, loss_action_cls: 0.0456, recall@thr=0.5: 0.6089, prec@thr=0.5: 0.7057, recall@top3: 0.7464, prec@top3: 0.6112, recall@top5: 0.9051, prec@top5: 0.4543, loss: 0.0456, grad_norm: 0.1219 2021-03-01 18:15:10,704 - mmaction - INFO - Epoch [4][1600/1921] lr: 1.185e-01, eta: 18:49:25, time: 2.165, data_time: 0.001, memory: 8260, loss_action_cls: 0.0454, recall@thr=0.5: 0.6247, prec@thr=0.5: 0.7080, recall@top3: 0.7488, prec@top3: 0.6182, recall@top5: 0.9053, prec@top5: 0.4589, loss: 0.0454, grad_norm: 0.1221 2021-03-01 18:15:54,789 - mmaction - INFO - Epoch [4][1620/1921] lr: 1.188e-01, eta: 18:48:43, time: 2.204, data_time: 0.001, memory: 8260, loss_action_cls: 0.0445, recall@thr=0.5: 0.6127, prec@thr=0.5: 0.7076, recall@top3: 0.7568, prec@top3: 0.6133, recall@top5: 0.9069, prec@top5: 0.4519, loss: 0.0445, grad_norm: 0.1135 2021-03-01 18:16:38,146 - mmaction - INFO - Epoch [4][1640/1921] lr: 1.190e-01, eta: 18:47:58, time: 2.168, data_time: 0.001, memory: 8260, loss_action_cls: 0.0454, recall@thr=0.5: 0.6167, prec@thr=0.5: 0.7104, recall@top3: 0.7518, prec@top3: 0.6178, recall@top5: 0.9068, prec@top5: 0.4558, loss: 0.0454, grad_norm: 0.1200 2021-03-01 18:17:22,099 - mmaction - INFO - Epoch [4][1660/1921] lr: 1.193e-01, eta: 18:47:16, time: 2.198, data_time: 0.001, memory: 8260, loss_action_cls: 0.0444, recall@thr=0.5: 0.6139, prec@thr=0.5: 0.6985, recall@top3: 0.7550, prec@top3: 0.6185, recall@top5: 0.9012, prec@top5: 0.4523, loss: 0.0444, grad_norm: 0.1179 2021-03-01 18:18:05,356 - mmaction - INFO - Epoch [4][1680/1921] lr: 1.196e-01, eta: 18:46:31, time: 2.163, data_time: 0.001, memory: 8260, loss_action_cls: 0.0450, recall@thr=0.5: 0.6257, prec@thr=0.5: 0.7113, recall@top3: 0.7586, prec@top3: 0.6193, recall@top5: 0.9055, prec@top5: 0.4537, loss: 0.0450, grad_norm: 0.1200 2021-03-01 18:18:49,421 - mmaction - INFO - Epoch [4][1700/1921] lr: 1.199e-01, eta: 18:45:49, time: 2.203, data_time: 0.001, memory: 8260, loss_action_cls: 0.0456, recall@thr=0.5: 0.6121, prec@thr=0.5: 0.7068, recall@top3: 0.7497, prec@top3: 0.6152, recall@top5: 0.9030, prec@top5: 0.4553, loss: 0.0456, grad_norm: 0.1216 2021-03-01 18:19:32,582 - mmaction - INFO - Epoch [4][1720/1921] lr: 1.202e-01, eta: 18:45:03, time: 2.158, data_time: 0.001, memory: 8260, loss_action_cls: 0.0452, recall@thr=0.5: 0.6182, prec@thr=0.5: 0.7089, recall@top3: 0.7554, prec@top3: 0.6143, recall@top5: 0.9045, prec@top5: 0.4521, loss: 0.0452, grad_norm: 0.1153 2021-03-01 18:20:15,749 - mmaction - INFO - Epoch [4][1740/1921] lr: 1.204e-01, eta: 18:44:18, time: 2.158, data_time: 0.001, memory: 8260, loss_action_cls: 0.0454, recall@thr=0.5: 0.6166, prec@thr=0.5: 0.6970, recall@top3: 0.7470, prec@top3: 0.6158, recall@top5: 0.9087, prec@top5: 0.4578, loss: 0.0454, grad_norm: 0.1358 2021-03-01 18:20:58,827 - mmaction - INFO - Epoch [4][1760/1921] lr: 1.207e-01, eta: 18:43:32, time: 2.154, data_time: 0.001, memory: 8260, loss_action_cls: 0.0447, recall@thr=0.5: 0.6392, prec@thr=0.5: 0.7176, recall@top3: 0.7562, prec@top3: 0.6266, recall@top5: 0.9104, prec@top5: 0.4646, loss: 0.0447, grad_norm: 0.1324 2021-03-01 18:21:42,745 - mmaction - INFO - Epoch [4][1780/1921] lr: 1.210e-01, eta: 18:42:49, time: 2.196, data_time: 0.001, memory: 8260, loss_action_cls: 0.0444, recall@thr=0.5: 0.6230, prec@thr=0.5: 0.7059, recall@top3: 0.7597, prec@top3: 0.6225, recall@top5: 0.9127, prec@top5: 0.4573, loss: 0.0444, grad_norm: 0.1193 2021-03-01 18:22:25,508 - mmaction - INFO - Epoch [4][1800/1921] lr: 1.213e-01, eta: 18:42:02, time: 2.138, data_time: 0.001, memory: 8260, loss_action_cls: 0.0447, recall@thr=0.5: 0.6049, prec@thr=0.5: 0.6930, recall@top3: 0.7554, prec@top3: 0.6086, recall@top5: 0.9111, prec@top5: 0.4500, loss: 0.0447, grad_norm: 0.1219 2021-03-01 18:23:08,432 - mmaction - INFO - Epoch [4][1820/1921] lr: 1.216e-01, eta: 18:41:16, time: 2.146, data_time: 0.001, memory: 8260, loss_action_cls: 0.0459, recall@thr=0.5: 0.6040, prec@thr=0.5: 0.6964, recall@top3: 0.7444, prec@top3: 0.6163, recall@top5: 0.9019, prec@top5: 0.4583, loss: 0.0459, grad_norm: 0.1263 2021-03-01 18:23:51,925 - mmaction - INFO - Epoch [4][1840/1921] lr: 1.218e-01, eta: 18:40:31, time: 2.175, data_time: 0.001, memory: 8260, loss_action_cls: 0.0450, recall@thr=0.5: 0.6194, prec@thr=0.5: 0.7028, recall@top3: 0.7515, prec@top3: 0.6057, recall@top5: 0.9079, prec@top5: 0.4490, loss: 0.0450, grad_norm: 0.1224 2021-03-01 18:24:35,335 - mmaction - INFO - Epoch [4][1860/1921] lr: 1.221e-01, eta: 18:39:47, time: 2.170, data_time: 0.001, memory: 8260, loss_action_cls: 0.0445, recall@thr=0.5: 0.6118, prec@thr=0.5: 0.7049, recall@top3: 0.7534, prec@top3: 0.6181, recall@top5: 0.9044, prec@top5: 0.4568, loss: 0.0445, grad_norm: 0.1079 2021-03-01 18:25:18,195 - mmaction - INFO - Epoch [4][1880/1921] lr: 1.224e-01, eta: 18:39:00, time: 2.143, data_time: 0.001, memory: 8260, loss_action_cls: 0.0450, recall@thr=0.5: 0.6167, prec@thr=0.5: 0.7047, recall@top3: 0.7522, prec@top3: 0.6138, recall@top5: 0.9022, prec@top5: 0.4504, loss: 0.0450, grad_norm: 0.1160 2021-03-01 18:26:01,201 - mmaction - INFO - Epoch [4][1900/1921] lr: 1.227e-01, eta: 18:38:14, time: 2.150, data_time: 0.001, memory: 8260, loss_action_cls: 0.0438, recall@thr=0.5: 0.6093, prec@thr=0.5: 0.7044, recall@top3: 0.7631, prec@top3: 0.6171, recall@top5: 0.9098, prec@top5: 0.4507, loss: 0.0438, grad_norm: 0.1044 2021-03-01 18:26:43,062 - mmaction - INFO - Epoch [4][1920/1921] lr: 1.230e-01, eta: 18:37:23, time: 2.093, data_time: 0.002, memory: 8260, loss_action_cls: 0.0446, recall@thr=0.5: 0.6296, prec@thr=0.5: 0.7113, recall@top3: 0.7570, prec@top3: 0.6226, recall@top5: 0.9074, prec@top5: 0.4586, loss: 0.0446, grad_norm: 0.1092 2021-03-01 18:27:04,887 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-03-01 18:39:20,050 - mmaction - INFO - Evaluating mAP ... 2021-03-01 18:47:31,200 - mmaction - INFO - mAP@0.5IOU 0.2069 2021-03-01 18:47:31,581 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_4.pth. 2021-03-01 18:47:31,581 - mmaction - INFO - Best mAP@0.5IOU is 0.2069 at 4 epoch. 2021-03-01 18:47:32,747 - mmaction - INFO - Epoch(val) [4][1921] mAP@0.5IOU: 0.2069 2021-03-01 18:49:16,514 - mmaction - INFO - Epoch [5][20/1921] lr: 1.233e-01, eta: 18:40:27, time: 5.174, data_time: 2.954, memory: 8260, loss_action_cls: 0.0439, recall@thr=0.5: 0.6302, prec@thr=0.5: 0.7171, recall@top3: 0.7583, prec@top3: 0.6311, recall@top5: 0.9102, prec@top5: 0.4629, loss: 0.0439, grad_norm: 0.1150 2021-03-01 18:49:59,331 - mmaction - INFO - Epoch [5][40/1921] lr: 1.235e-01, eta: 18:39:40, time: 2.141, data_time: 0.001, memory: 8260, loss_action_cls: 0.0446, recall@thr=0.5: 0.6157, prec@thr=0.5: 0.7035, recall@top3: 0.7569, prec@top3: 0.6115, recall@top5: 0.9112, prec@top5: 0.4515, loss: 0.0446, grad_norm: 0.1320 2021-03-01 18:50:43,078 - mmaction - INFO - Epoch [5][60/1921] lr: 1.238e-01, eta: 18:38:56, time: 2.187, data_time: 0.001, memory: 8260, loss_action_cls: 0.0437, recall@thr=0.5: 0.6261, prec@thr=0.5: 0.7209, recall@top3: 0.7649, prec@top3: 0.6221, recall@top5: 0.9092, prec@top5: 0.4549, loss: 0.0437, grad_norm: 0.1077 2021-03-01 18:51:27,163 - mmaction - INFO - Epoch [5][80/1921] lr: 1.241e-01, eta: 18:38:13, time: 2.204, data_time: 0.001, memory: 8260, loss_action_cls: 0.0442, recall@thr=0.5: 0.6332, prec@thr=0.5: 0.7073, recall@top3: 0.7627, prec@top3: 0.6168, recall@top5: 0.9150, prec@top5: 0.4549, loss: 0.0442, grad_norm: 0.1181 2021-03-01 18:52:10,391 - mmaction - INFO - Epoch [5][100/1921] lr: 1.244e-01, eta: 18:37:27, time: 2.162, data_time: 0.001, memory: 8260, loss_action_cls: 0.0444, recall@thr=0.5: 0.6145, prec@thr=0.5: 0.7083, recall@top3: 0.7493, prec@top3: 0.6160, recall@top5: 0.9097, prec@top5: 0.4570, loss: 0.0444, grad_norm: 0.1191 2021-03-01 18:52:53,647 - mmaction - INFO - Epoch [5][120/1921] lr: 1.247e-01, eta: 18:36:42, time: 2.163, data_time: 0.001, memory: 8260, loss_action_cls: 0.0444, recall@thr=0.5: 0.6133, prec@thr=0.5: 0.7016, recall@top3: 0.7565, prec@top3: 0.6112, recall@top5: 0.9048, prec@top5: 0.4493, loss: 0.0444, grad_norm: 0.1279 2021-03-01 18:53:37,391 - mmaction - INFO - Epoch [5][140/1921] lr: 1.250e-01, eta: 18:35:58, time: 2.187, data_time: 0.001, memory: 8260, loss_action_cls: 0.0436, recall@thr=0.5: 0.6306, prec@thr=0.5: 0.7142, recall@top3: 0.7623, prec@top3: 0.6265, recall@top5: 0.9105, prec@top5: 0.4588, loss: 0.0436, grad_norm: 0.1134 2021-03-01 18:54:21,013 - mmaction - INFO - Epoch [5][160/1921] lr: 1.252e-01, eta: 18:35:13, time: 2.181, data_time: 0.001, memory: 8260, loss_action_cls: 0.0437, recall@thr=0.5: 0.6173, prec@thr=0.5: 0.7142, recall@top3: 0.7601, prec@top3: 0.6215, recall@top5: 0.9115, prec@top5: 0.4561, loss: 0.0437, grad_norm: 0.1129 2021-03-01 18:55:05,281 - mmaction - INFO - Epoch [5][180/1921] lr: 1.255e-01, eta: 18:34:32, time: 2.214, data_time: 0.001, memory: 8260, loss_action_cls: 0.0439, recall@thr=0.5: 0.6228, prec@thr=0.5: 0.7081, recall@top3: 0.7610, prec@top3: 0.6207, recall@top5: 0.9097, prec@top5: 0.4552, loss: 0.0439, grad_norm: 0.1130 2021-03-01 18:55:48,655 - mmaction - INFO - Epoch [5][200/1921] lr: 1.258e-01, eta: 18:33:46, time: 2.169, data_time: 0.001, memory: 8260, loss_action_cls: 0.0444, recall@thr=0.5: 0.6174, prec@thr=0.5: 0.7079, recall@top3: 0.7570, prec@top3: 0.6190, recall@top5: 0.9056, prec@top5: 0.4548, loss: 0.0444, grad_norm: 0.1080 2021-03-01 18:56:32,092 - mmaction - INFO - Epoch [5][220/1921] lr: 1.261e-01, eta: 18:33:01, time: 2.172, data_time: 0.001, memory: 8260, loss_action_cls: 0.0451, recall@thr=0.5: 0.6148, prec@thr=0.5: 0.7075, recall@top3: 0.7520, prec@top3: 0.6133, recall@top5: 0.9016, prec@top5: 0.4505, loss: 0.0451, grad_norm: 0.1134 2021-03-01 18:57:15,791 - mmaction - INFO - Epoch [5][240/1921] lr: 1.264e-01, eta: 18:32:17, time: 2.184, data_time: 0.001, memory: 8260, loss_action_cls: 0.0430, recall@thr=0.5: 0.6386, prec@thr=0.5: 0.7311, recall@top3: 0.7664, prec@top3: 0.6337, recall@top5: 0.9111, prec@top5: 0.4612, loss: 0.0430, grad_norm: 0.1076 2021-03-01 18:57:59,446 - mmaction - INFO - Epoch [5][260/1921] lr: 1.266e-01, eta: 18:31:33, time: 2.183, data_time: 0.001, memory: 8260, loss_action_cls: 0.0445, recall@thr=0.5: 0.6252, prec@thr=0.5: 0.7075, recall@top3: 0.7539, prec@top3: 0.6172, recall@top5: 0.9087, prec@top5: 0.4555, loss: 0.0445, grad_norm: 0.1160 2021-03-01 18:58:42,364 - mmaction - INFO - Epoch [5][280/1921] lr: 1.269e-01, eta: 18:30:46, time: 2.146, data_time: 0.001, memory: 8260, loss_action_cls: 0.0442, recall@thr=0.5: 0.6183, prec@thr=0.5: 0.7155, recall@top3: 0.7586, prec@top3: 0.6169, recall@top5: 0.9097, prec@top5: 0.4547, loss: 0.0442, grad_norm: 0.1170 2021-03-01 18:59:25,004 - mmaction - INFO - Epoch [5][300/1921] lr: 1.272e-01, eta: 18:29:58, time: 2.132, data_time: 0.001, memory: 8260, loss_action_cls: 0.0438, recall@thr=0.5: 0.6318, prec@thr=0.5: 0.7171, recall@top3: 0.7633, prec@top3: 0.6192, recall@top5: 0.9111, prec@top5: 0.4550, loss: 0.0438, grad_norm: 0.1191 2021-03-01 19:00:08,181 - mmaction - INFO - Epoch [5][320/1921] lr: 1.275e-01, eta: 18:29:12, time: 2.159, data_time: 0.001, memory: 8260, loss_action_cls: 0.0439, recall@thr=0.5: 0.6212, prec@thr=0.5: 0.7093, recall@top3: 0.7640, prec@top3: 0.6151, recall@top5: 0.9126, prec@top5: 0.4504, loss: 0.0439, grad_norm: 0.1092 2021-03-01 19:00:51,998 - mmaction - INFO - Epoch [5][340/1921] lr: 1.278e-01, eta: 18:28:28, time: 2.191, data_time: 0.001, memory: 8260, loss_action_cls: 0.0442, recall@thr=0.5: 0.6307, prec@thr=0.5: 0.7167, recall@top3: 0.7578, prec@top3: 0.6235, recall@top5: 0.9097, prec@top5: 0.4577, loss: 0.0442, grad_norm: 0.1084 2021-03-01 19:01:35,409 - mmaction - INFO - Epoch [5][360/1921] lr: 1.280e-01, eta: 18:27:43, time: 2.171, data_time: 0.001, memory: 8260, loss_action_cls: 0.0441, recall@thr=0.5: 0.6259, prec@thr=0.5: 0.7115, recall@top3: 0.7600, prec@top3: 0.6177, recall@top5: 0.9092, prec@top5: 0.4542, loss: 0.0441, grad_norm: 0.1167 2021-03-01 19:02:18,199 - mmaction - INFO - Epoch [5][380/1921] lr: 1.283e-01, eta: 18:26:56, time: 2.139, data_time: 0.001, memory: 8260, loss_action_cls: 0.0452, recall@thr=0.5: 0.6154, prec@thr=0.5: 0.7124, recall@top3: 0.7530, prec@top3: 0.6208, recall@top5: 0.9047, prec@top5: 0.4573, loss: 0.0452, grad_norm: 0.1249 2021-03-01 19:03:01,273 - mmaction - INFO - Epoch [5][400/1921] lr: 1.286e-01, eta: 18:26:10, time: 2.154, data_time: 0.001, memory: 8260, loss_action_cls: 0.0441, recall@thr=0.5: 0.6287, prec@thr=0.5: 0.7108, recall@top3: 0.7659, prec@top3: 0.6191, recall@top5: 0.9040, prec@top5: 0.4489, loss: 0.0441, grad_norm: 0.1177 2021-03-01 19:03:45,293 - mmaction - INFO - Epoch [5][420/1921] lr: 1.289e-01, eta: 18:25:27, time: 2.201, data_time: 0.001, memory: 8260, loss_action_cls: 0.0441, recall@thr=0.5: 0.6307, prec@thr=0.5: 0.7123, recall@top3: 0.7577, prec@top3: 0.6206, recall@top5: 0.9081, prec@top5: 0.4551, loss: 0.0441, grad_norm: 0.1172 2021-03-01 19:04:28,570 - mmaction - INFO - Epoch [5][440/1921] lr: 1.292e-01, eta: 18:24:41, time: 2.164, data_time: 0.001, memory: 8260, loss_action_cls: 0.0434, recall@thr=0.5: 0.6301, prec@thr=0.5: 0.7172, recall@top3: 0.7657, prec@top3: 0.6249, recall@top5: 0.9154, prec@top5: 0.4595, loss: 0.0434, grad_norm: 0.1233 2021-03-01 19:05:12,623 - mmaction - INFO - Epoch [5][460/1921] lr: 1.295e-01, eta: 18:23:59, time: 2.203, data_time: 0.001, memory: 8260, loss_action_cls: 0.0437, recall@thr=0.5: 0.6319, prec@thr=0.5: 0.7168, recall@top3: 0.7617, prec@top3: 0.6203, recall@top5: 0.9108, prec@top5: 0.4553, loss: 0.0437, grad_norm: 0.1177 2021-03-01 19:05:55,610 - mmaction - INFO - Epoch [5][480/1921] lr: 1.297e-01, eta: 18:23:12, time: 2.149, data_time: 0.001, memory: 8260, loss_action_cls: 0.0432, recall@thr=0.5: 0.6356, prec@thr=0.5: 0.7213, recall@top3: 0.7577, prec@top3: 0.6267, recall@top5: 0.9118, prec@top5: 0.4620, loss: 0.0432, grad_norm: 0.1200 2021-03-01 19:06:39,540 - mmaction - INFO - Epoch [5][500/1921] lr: 1.300e-01, eta: 18:22:29, time: 2.196, data_time: 0.001, memory: 8260, loss_action_cls: 0.0429, recall@thr=0.5: 0.6316, prec@thr=0.5: 0.7216, recall@top3: 0.7679, prec@top3: 0.6204, recall@top5: 0.9139, prec@top5: 0.4526, loss: 0.0429, grad_norm: 0.1129 2021-03-01 19:07:23,158 - mmaction - INFO - Epoch [5][520/1921] lr: 1.303e-01, eta: 18:21:45, time: 2.181, data_time: 0.001, memory: 8260, loss_action_cls: 0.0442, recall@thr=0.5: 0.6263, prec@thr=0.5: 0.7138, recall@top3: 0.7600, prec@top3: 0.6215, recall@top5: 0.9102, prec@top5: 0.4573, loss: 0.0442, grad_norm: 0.1193 2021-03-01 19:08:06,303 - mmaction - INFO - Epoch [5][540/1921] lr: 1.306e-01, eta: 18:20:59, time: 2.157, data_time: 0.001, memory: 8260, loss_action_cls: 0.0442, recall@thr=0.5: 0.6309, prec@thr=0.5: 0.7129, recall@top3: 0.7581, prec@top3: 0.6168, recall@top5: 0.9056, prec@top5: 0.4529, loss: 0.0442, grad_norm: 0.1156 2021-03-01 19:08:49,662 - mmaction - INFO - Epoch [5][560/1921] lr: 1.309e-01, eta: 18:20:13, time: 2.168, data_time: 0.001, memory: 8260, loss_action_cls: 0.0441, recall@thr=0.5: 0.6224, prec@thr=0.5: 0.7166, recall@top3: 0.7583, prec@top3: 0.6240, recall@top5: 0.9079, prec@top5: 0.4584, loss: 0.0441, grad_norm: 0.1201 2021-03-01 19:09:33,845 - mmaction - INFO - Epoch [5][580/1921] lr: 1.311e-01, eta: 18:19:31, time: 2.209, data_time: 0.001, memory: 8260, loss_action_cls: 0.0445, recall@thr=0.5: 0.6304, prec@thr=0.5: 0.7127, recall@top3: 0.7601, prec@top3: 0.6204, recall@top5: 0.9091, prec@top5: 0.4560, loss: 0.0445, grad_norm: 0.1183 2021-03-01 19:10:17,597 - mmaction - INFO - Epoch [5][600/1921] lr: 1.314e-01, eta: 18:18:47, time: 2.187, data_time: 0.001, memory: 8260, loss_action_cls: 0.0446, recall@thr=0.5: 0.6147, prec@thr=0.5: 0.7059, recall@top3: 0.7515, prec@top3: 0.6135, recall@top5: 0.9074, prec@top5: 0.4538, loss: 0.0446, grad_norm: 0.1080 2021-03-01 19:11:02,011 - mmaction - INFO - Epoch [5][620/1921] lr: 1.317e-01, eta: 18:18:06, time: 2.221, data_time: 0.001, memory: 8260, loss_action_cls: 0.0444, recall@thr=0.5: 0.6300, prec@thr=0.5: 0.7140, recall@top3: 0.7649, prec@top3: 0.6230, recall@top5: 0.9081, prec@top5: 0.4544, loss: 0.0444, grad_norm: 0.1114 2021-03-01 19:11:45,421 - mmaction - INFO - Epoch [5][640/1921] lr: 1.320e-01, eta: 18:17:21, time: 2.171, data_time: 0.001, memory: 8260, loss_action_cls: 0.0436, recall@thr=0.5: 0.6219, prec@thr=0.5: 0.7146, recall@top3: 0.7613, prec@top3: 0.6168, recall@top5: 0.9110, prec@top5: 0.4532, loss: 0.0436, grad_norm: 0.1285 2021-03-01 19:12:29,384 - mmaction - INFO - Epoch [5][660/1921] lr: 1.323e-01, eta: 18:16:38, time: 2.198, data_time: 0.001, memory: 8260, loss_action_cls: 0.0441, recall@thr=0.5: 0.6306, prec@thr=0.5: 0.7100, recall@top3: 0.7657, prec@top3: 0.6227, recall@top5: 0.9097, prec@top5: 0.4540, loss: 0.0441, grad_norm: 0.1348 2021-03-01 19:13:13,025 - mmaction - INFO - Epoch [5][680/1921] lr: 1.325e-01, eta: 18:15:54, time: 2.182, data_time: 0.001, memory: 8260, loss_action_cls: 0.0446, recall@thr=0.5: 0.6238, prec@thr=0.5: 0.7086, recall@top3: 0.7532, prec@top3: 0.6179, recall@top5: 0.9047, prec@top5: 0.4555, loss: 0.0446, grad_norm: 0.1302 2021-03-01 19:13:55,783 - mmaction - INFO - Epoch [5][700/1921] lr: 1.328e-01, eta: 18:15:07, time: 2.138, data_time: 0.001, memory: 8260, loss_action_cls: 0.0435, recall@thr=0.5: 0.6252, prec@thr=0.5: 0.7165, recall@top3: 0.7636, prec@top3: 0.6121, recall@top5: 0.9168, prec@top5: 0.4526, loss: 0.0435, grad_norm: 0.1311 2021-03-01 19:14:38,154 - mmaction - INFO - Epoch [5][720/1921] lr: 1.331e-01, eta: 18:14:18, time: 2.119, data_time: 0.001, memory: 8260, loss_action_cls: 0.0432, recall@thr=0.5: 0.6362, prec@thr=0.5: 0.7202, recall@top3: 0.7658, prec@top3: 0.6152, recall@top5: 0.9104, prec@top5: 0.4490, loss: 0.0432, grad_norm: 0.1168 2021-03-01 19:15:21,852 - mmaction - INFO - Epoch [5][740/1921] lr: 1.334e-01, eta: 18:13:34, time: 2.185, data_time: 0.001, memory: 8260, loss_action_cls: 0.0452, recall@thr=0.5: 0.6196, prec@thr=0.5: 0.6996, recall@top3: 0.7568, prec@top3: 0.6106, recall@top5: 0.9032, prec@top5: 0.4486, loss: 0.0452, grad_norm: 0.1261 2021-03-01 19:16:04,648 - mmaction - INFO - Epoch [5][760/1921] lr: 1.337e-01, eta: 18:12:47, time: 2.140, data_time: 0.001, memory: 8260, loss_action_cls: 0.0436, recall@thr=0.5: 0.6290, prec@thr=0.5: 0.7209, recall@top3: 0.7626, prec@top3: 0.6164, recall@top5: 0.9143, prec@top5: 0.4539, loss: 0.0436, grad_norm: 0.1176 2021-03-01 19:16:48,221 - mmaction - INFO - Epoch [5][780/1921] lr: 1.339e-01, eta: 18:12:03, time: 2.179, data_time: 0.001, memory: 8260, loss_action_cls: 0.0440, recall@thr=0.5: 0.6229, prec@thr=0.5: 0.7148, recall@top3: 0.7602, prec@top3: 0.6112, recall@top5: 0.9104, prec@top5: 0.4495, loss: 0.0440, grad_norm: 0.1169 2021-03-01 19:17:31,312 - mmaction - INFO - Epoch [5][800/1921] lr: 1.342e-01, eta: 18:11:16, time: 2.154, data_time: 0.001, memory: 8260, loss_action_cls: 0.0447, recall@thr=0.5: 0.6304, prec@thr=0.5: 0.7214, recall@top3: 0.7521, prec@top3: 0.6203, recall@top5: 0.9030, prec@top5: 0.4573, loss: 0.0447, grad_norm: 0.1260 2021-03-01 19:18:14,192 - mmaction - INFO - Epoch [5][820/1921] lr: 1.345e-01, eta: 18:10:30, time: 2.144, data_time: 0.001, memory: 8260, loss_action_cls: 0.0445, recall@thr=0.5: 0.6189, prec@thr=0.5: 0.7064, recall@top3: 0.7561, prec@top3: 0.6074, recall@top5: 0.9104, prec@top5: 0.4483, loss: 0.0445, grad_norm: 0.1238 2021-03-01 19:18:58,589 - mmaction - INFO - Epoch [5][840/1921] lr: 1.348e-01, eta: 18:09:48, time: 2.220, data_time: 0.002, memory: 8260, loss_action_cls: 0.0457, recall@thr=0.5: 0.6156, prec@thr=0.5: 0.7082, recall@top3: 0.7528, prec@top3: 0.6146, recall@top5: 0.9004, prec@top5: 0.4507, loss: 0.0457, grad_norm: 0.1231 2021-03-01 19:19:41,423 - mmaction - INFO - Epoch [5][860/1921] lr: 1.351e-01, eta: 18:09:01, time: 2.142, data_time: 0.001, memory: 8260, loss_action_cls: 0.0443, recall@thr=0.5: 0.6251, prec@thr=0.5: 0.7105, recall@top3: 0.7558, prec@top3: 0.6147, recall@top5: 0.9120, prec@top5: 0.4540, loss: 0.0443, grad_norm: 0.1321 2021-03-01 19:20:25,308 - mmaction - INFO - Epoch [5][880/1921] lr: 1.354e-01, eta: 18:08:18, time: 2.194, data_time: 0.001, memory: 8260, loss_action_cls: 0.0449, recall@thr=0.5: 0.6363, prec@thr=0.5: 0.7167, recall@top3: 0.7503, prec@top3: 0.6276, recall@top5: 0.9041, prec@top5: 0.4638, loss: 0.0449, grad_norm: 0.1268 2021-03-01 19:21:08,796 - mmaction - INFO - Epoch [5][900/1921] lr: 1.356e-01, eta: 18:07:33, time: 2.174, data_time: 0.001, memory: 8260, loss_action_cls: 0.0446, recall@thr=0.5: 0.6196, prec@thr=0.5: 0.7032, recall@top3: 0.7520, prec@top3: 0.6117, recall@top5: 0.9032, prec@top5: 0.4503, loss: 0.0446, grad_norm: 0.1280 2021-03-01 19:21:52,884 - mmaction - INFO - Epoch [5][920/1921] lr: 1.359e-01, eta: 18:06:51, time: 2.205, data_time: 0.001, memory: 8260, loss_action_cls: 0.0436, recall@thr=0.5: 0.6310, prec@thr=0.5: 0.7291, recall@top3: 0.7603, prec@top3: 0.6260, recall@top5: 0.9103, prec@top5: 0.4600, loss: 0.0436, grad_norm: 0.1189 2021-03-01 19:22:35,895 - mmaction - INFO - Epoch [5][940/1921] lr: 1.362e-01, eta: 18:06:05, time: 2.151, data_time: 0.001, memory: 8260, loss_action_cls: 0.0445, recall@thr=0.5: 0.6272, prec@thr=0.5: 0.7141, recall@top3: 0.7599, prec@top3: 0.6234, recall@top5: 0.9095, prec@top5: 0.4580, loss: 0.0445, grad_norm: 0.1152 2021-03-01 19:23:19,568 - mmaction - INFO - Epoch [5][960/1921] lr: 1.365e-01, eta: 18:05:21, time: 2.183, data_time: 0.001, memory: 8260, loss_action_cls: 0.0444, recall@thr=0.5: 0.6314, prec@thr=0.5: 0.7245, recall@top3: 0.7599, prec@top3: 0.6235, recall@top5: 0.9073, prec@top5: 0.4574, loss: 0.0444, grad_norm: 0.1072 2021-03-01 19:24:02,158 - mmaction - INFO - Epoch [5][980/1921] lr: 1.368e-01, eta: 18:04:33, time: 2.130, data_time: 0.001, memory: 8260, loss_action_cls: 0.0441, recall@thr=0.5: 0.6235, prec@thr=0.5: 0.7130, recall@top3: 0.7587, prec@top3: 0.6221, recall@top5: 0.9057, prec@top5: 0.4547, loss: 0.0441, grad_norm: 0.1216 2021-03-01 19:24:46,015 - mmaction - INFO - Epoch [5][1000/1921] lr: 1.370e-01, eta: 18:03:50, time: 2.193, data_time: 0.001, memory: 8260, loss_action_cls: 0.0429, recall@thr=0.5: 0.6424, prec@thr=0.5: 0.7286, recall@top3: 0.7614, prec@top3: 0.6256, recall@top5: 0.9088, prec@top5: 0.4593, loss: 0.0429, grad_norm: 0.1192 2021-03-01 19:25:29,757 - mmaction - INFO - Epoch [5][1020/1921] lr: 1.373e-01, eta: 18:03:06, time: 2.187, data_time: 0.004, memory: 8260, loss_action_cls: 0.0436, recall@thr=0.5: 0.6205, prec@thr=0.5: 0.7129, recall@top3: 0.7617, prec@top3: 0.6162, recall@top5: 0.9119, prec@top5: 0.4519, loss: 0.0436, grad_norm: 0.1126 2021-03-01 19:26:13,322 - mmaction - INFO - Epoch [5][1040/1921] lr: 1.376e-01, eta: 18:02:22, time: 2.178, data_time: 0.001, memory: 8260, loss_action_cls: 0.0441, recall@thr=0.5: 0.6324, prec@thr=0.5: 0.7111, recall@top3: 0.7564, prec@top3: 0.6189, recall@top5: 0.9092, prec@top5: 0.4572, loss: 0.0441, grad_norm: 0.1250 2021-03-01 19:26:57,109 - mmaction - INFO - Epoch [5][1060/1921] lr: 1.379e-01, eta: 18:01:38, time: 2.189, data_time: 0.001, memory: 8260, loss_action_cls: 0.0442, recall@thr=0.5: 0.6309, prec@thr=0.5: 0.7160, recall@top3: 0.7570, prec@top3: 0.6243, recall@top5: 0.9095, prec@top5: 0.4598, loss: 0.0442, grad_norm: 0.1170 2021-03-01 19:27:41,192 - mmaction - INFO - Epoch [5][1080/1921] lr: 1.382e-01, eta: 18:00:55, time: 2.204, data_time: 0.001, memory: 8260, loss_action_cls: 0.0435, recall@thr=0.5: 0.6423, prec@thr=0.5: 0.7223, recall@top3: 0.7617, prec@top3: 0.6314, recall@top5: 0.9099, prec@top5: 0.4643, loss: 0.0435, grad_norm: 0.1125 2021-03-01 19:28:24,809 - mmaction - INFO - Epoch [5][1100/1921] lr: 1.384e-01, eta: 18:00:11, time: 2.181, data_time: 0.001, memory: 8260, loss_action_cls: 0.0445, recall@thr=0.5: 0.6354, prec@thr=0.5: 0.7099, recall@top3: 0.7551, prec@top3: 0.6230, recall@top5: 0.9051, prec@top5: 0.4595, loss: 0.0445, grad_norm: 0.1228 2021-03-01 19:29:07,733 - mmaction - INFO - Epoch [5][1120/1921] lr: 1.387e-01, eta: 17:59:25, time: 2.146, data_time: 0.001, memory: 8260, loss_action_cls: 0.0452, recall@thr=0.5: 0.6140, prec@thr=0.5: 0.7109, recall@top3: 0.7468, prec@top3: 0.6154, recall@top5: 0.9042, prec@top5: 0.4577, loss: 0.0452, grad_norm: 0.1256 2021-03-01 19:29:51,107 - mmaction - INFO - Epoch [5][1140/1921] lr: 1.390e-01, eta: 17:58:40, time: 2.169, data_time: 0.001, memory: 8260, loss_action_cls: 0.0437, recall@thr=0.5: 0.6241, prec@thr=0.5: 0.7184, recall@top3: 0.7654, prec@top3: 0.6151, recall@top5: 0.9152, prec@top5: 0.4524, loss: 0.0437, grad_norm: 0.1201 2021-03-01 19:30:35,152 - mmaction - INFO - Epoch [5][1160/1921] lr: 1.393e-01, eta: 17:57:57, time: 2.202, data_time: 0.001, memory: 8260, loss_action_cls: 0.0460, recall@thr=0.5: 0.6182, prec@thr=0.5: 0.7077, recall@top3: 0.7505, prec@top3: 0.6129, recall@top5: 0.9041, prec@top5: 0.4530, loss: 0.0460, grad_norm: 0.1346 2021-03-01 19:31:18,172 - mmaction - INFO - Epoch [5][1180/1921] lr: 1.396e-01, eta: 17:57:11, time: 2.151, data_time: 0.001, memory: 8260, loss_action_cls: 0.0452, recall@thr=0.5: 0.6167, prec@thr=0.5: 0.7020, recall@top3: 0.7465, prec@top3: 0.6125, recall@top5: 0.9019, prec@top5: 0.4554, loss: 0.0452, grad_norm: 0.1176 2021-03-01 19:32:01,940 - mmaction - INFO - Epoch [5][1200/1921] lr: 1.399e-01, eta: 17:56:27, time: 2.188, data_time: 0.001, memory: 8260, loss_action_cls: 0.0432, recall@thr=0.5: 0.6298, prec@thr=0.5: 0.7239, recall@top3: 0.7645, prec@top3: 0.6288, recall@top5: 0.9124, prec@top5: 0.4604, loss: 0.0432, grad_norm: 0.1269 2021-03-01 19:32:45,126 - mmaction - INFO - Epoch [5][1220/1921] lr: 1.401e-01, eta: 17:55:42, time: 2.159, data_time: 0.001, memory: 8260, loss_action_cls: 0.0443, recall@thr=0.5: 0.6267, prec@thr=0.5: 0.7079, recall@top3: 0.7553, prec@top3: 0.6163, recall@top5: 0.9112, prec@top5: 0.4571, loss: 0.0443, grad_norm: 0.1332 2021-03-01 19:33:28,106 - mmaction - INFO - Epoch [5][1240/1921] lr: 1.404e-01, eta: 17:54:56, time: 2.149, data_time: 0.001, memory: 8260, loss_action_cls: 0.0436, recall@thr=0.5: 0.6373, prec@thr=0.5: 0.7183, recall@top3: 0.7672, prec@top3: 0.6189, recall@top5: 0.9118, prec@top5: 0.4535, loss: 0.0436, grad_norm: 0.1181 2021-03-01 19:34:11,398 - mmaction - INFO - Epoch [5][1260/1921] lr: 1.407e-01, eta: 17:54:10, time: 2.165, data_time: 0.001, memory: 8260, loss_action_cls: 0.0449, recall@thr=0.5: 0.6179, prec@thr=0.5: 0.7073, recall@top3: 0.7538, prec@top3: 0.6119, recall@top5: 0.9043, prec@top5: 0.4508, loss: 0.0449, grad_norm: 0.1279 2021-03-01 19:34:54,299 - mmaction - INFO - Epoch [5][1280/1921] lr: 1.410e-01, eta: 17:53:24, time: 2.145, data_time: 0.001, memory: 8260, loss_action_cls: 0.0437, recall@thr=0.5: 0.6285, prec@thr=0.5: 0.7136, recall@top3: 0.7637, prec@top3: 0.6093, recall@top5: 0.9100, prec@top5: 0.4451, loss: 0.0437, grad_norm: 0.1230 2021-03-01 19:35:37,739 - mmaction - INFO - Epoch [5][1300/1921] lr: 1.413e-01, eta: 17:52:39, time: 2.172, data_time: 0.001, memory: 8260, loss_action_cls: 0.0446, recall@thr=0.5: 0.6190, prec@thr=0.5: 0.7131, recall@top3: 0.7525, prec@top3: 0.6105, recall@top5: 0.9055, prec@top5: 0.4511, loss: 0.0446, grad_norm: 0.1179 2021-03-01 19:36:20,849 - mmaction - INFO - Epoch [5][1320/1921] lr: 1.415e-01, eta: 17:51:54, time: 2.155, data_time: 0.001, memory: 8260, loss_action_cls: 0.0430, recall@thr=0.5: 0.6362, prec@thr=0.5: 0.7230, recall@top3: 0.7663, prec@top3: 0.6328, recall@top5: 0.9157, prec@top5: 0.4629, loss: 0.0430, grad_norm: 0.1121 2021-03-01 19:37:04,445 - mmaction - INFO - Epoch [5][1340/1921] lr: 1.418e-01, eta: 17:51:09, time: 2.180, data_time: 0.001, memory: 8260, loss_action_cls: 0.0437, recall@thr=0.5: 0.6329, prec@thr=0.5: 0.7179, recall@top3: 0.7642, prec@top3: 0.6267, recall@top5: 0.9074, prec@top5: 0.4574, loss: 0.0437, grad_norm: 0.1220 2021-03-01 19:37:47,551 - mmaction - INFO - Epoch [5][1360/1921] lr: 1.421e-01, eta: 17:50:24, time: 2.155, data_time: 0.001, memory: 8260, loss_action_cls: 0.0438, recall@thr=0.5: 0.6289, prec@thr=0.5: 0.7076, recall@top3: 0.7634, prec@top3: 0.6251, recall@top5: 0.9124, prec@top5: 0.4583, loss: 0.0438, grad_norm: 0.1348 2021-03-01 19:38:30,331 - mmaction - INFO - Epoch [5][1380/1921] lr: 1.424e-01, eta: 17:49:37, time: 2.139, data_time: 0.001, memory: 8260, loss_action_cls: 0.0431, recall@thr=0.5: 0.6405, prec@thr=0.5: 0.7195, recall@top3: 0.7635, prec@top3: 0.6241, recall@top5: 0.9107, prec@top5: 0.4572, loss: 0.0431, grad_norm: 0.1158 2021-03-01 19:39:13,561 - mmaction - INFO - Epoch [5][1400/1921] lr: 1.427e-01, eta: 17:48:52, time: 2.161, data_time: 0.001, memory: 8260, loss_action_cls: 0.0439, recall@thr=0.5: 0.6305, prec@thr=0.5: 0.7201, recall@top3: 0.7717, prec@top3: 0.6280, recall@top5: 0.9143, prec@top5: 0.4585, loss: 0.0439, grad_norm: 0.1221 2021-03-01 19:39:56,524 - mmaction - INFO - Epoch [5][1420/1921] lr: 1.429e-01, eta: 17:48:05, time: 2.148, data_time: 0.001, memory: 8260, loss_action_cls: 0.0437, recall@thr=0.5: 0.6212, prec@thr=0.5: 0.7157, recall@top3: 0.7618, prec@top3: 0.6141, recall@top5: 0.9086, prec@top5: 0.4508, loss: 0.0437, grad_norm: 0.1235 2021-03-01 19:40:38,928 - mmaction - INFO - Epoch [5][1440/1921] lr: 1.432e-01, eta: 17:47:17, time: 2.120, data_time: 0.001, memory: 8260, loss_action_cls: 0.0445, recall@thr=0.5: 0.6400, prec@thr=0.5: 0.7122, recall@top3: 0.7605, prec@top3: 0.6223, recall@top5: 0.9062, prec@top5: 0.4559, loss: 0.0445, grad_norm: 0.1181 2021-03-01 19:41:22,309 - mmaction - INFO - Epoch [5][1460/1921] lr: 1.435e-01, eta: 17:46:33, time: 2.169, data_time: 0.001, memory: 8260, loss_action_cls: 0.0444, recall@thr=0.5: 0.6178, prec@thr=0.5: 0.7124, recall@top3: 0.7524, prec@top3: 0.6202, recall@top5: 0.9103, prec@top5: 0.4604, loss: 0.0444, grad_norm: 0.1144 2021-03-01 19:42:05,787 - mmaction - INFO - Epoch [5][1480/1921] lr: 1.438e-01, eta: 17:45:48, time: 2.174, data_time: 0.001, memory: 8260, loss_action_cls: 0.0440, recall@thr=0.5: 0.6293, prec@thr=0.5: 0.7186, recall@top3: 0.7557, prec@top3: 0.6233, recall@top5: 0.9121, prec@top5: 0.4613, loss: 0.0440, grad_norm: 0.1065 2021-03-01 19:42:48,767 - mmaction - INFO - Epoch [5][1500/1921] lr: 1.441e-01, eta: 17:45:02, time: 2.149, data_time: 0.001, memory: 8260, loss_action_cls: 0.0435, recall@thr=0.5: 0.6226, prec@thr=0.5: 0.7110, recall@top3: 0.7622, prec@top3: 0.6191, recall@top5: 0.9088, prec@top5: 0.4537, loss: 0.0435, grad_norm: 0.1152 2021-03-01 19:43:32,596 - mmaction - INFO - Epoch [5][1520/1921] lr: 1.443e-01, eta: 17:44:19, time: 2.191, data_time: 0.001, memory: 8260, loss_action_cls: 0.0443, recall@thr=0.5: 0.6385, prec@thr=0.5: 0.7160, recall@top3: 0.7590, prec@top3: 0.6213, recall@top5: 0.9118, prec@top5: 0.4583, loss: 0.0443, grad_norm: 0.1247 2021-03-01 19:44:15,726 - mmaction - INFO - Epoch [5][1540/1921] lr: 1.446e-01, eta: 17:43:33, time: 2.156, data_time: 0.001, memory: 8260, loss_action_cls: 0.0442, recall@thr=0.5: 0.6215, prec@thr=0.5: 0.7111, recall@top3: 0.7585, prec@top3: 0.6192, recall@top5: 0.9098, prec@top5: 0.4561, loss: 0.0442, grad_norm: 0.1226 2021-03-01 19:44:58,935 - mmaction - INFO - Epoch [5][1560/1921] lr: 1.449e-01, eta: 17:42:48, time: 2.161, data_time: 0.001, memory: 8260, loss_action_cls: 0.0444, recall@thr=0.5: 0.6245, prec@thr=0.5: 0.7071, recall@top3: 0.7535, prec@top3: 0.6165, recall@top5: 0.9059, prec@top5: 0.4552, loss: 0.0444, grad_norm: 0.1265 2021-03-01 19:45:42,016 - mmaction - INFO - Epoch [5][1580/1921] lr: 1.452e-01, eta: 17:42:02, time: 2.154, data_time: 0.001, memory: 8260, loss_action_cls: 0.0443, recall@thr=0.5: 0.6159, prec@thr=0.5: 0.7119, recall@top3: 0.7592, prec@top3: 0.6167, recall@top5: 0.9063, prec@top5: 0.4526, loss: 0.0443, grad_norm: 0.1241 2021-03-01 19:46:25,047 - mmaction - INFO - Epoch [5][1600/1921] lr: 1.455e-01, eta: 17:41:16, time: 2.151, data_time: 0.001, memory: 8260, loss_action_cls: 0.0444, recall@thr=0.5: 0.6434, prec@thr=0.5: 0.7233, recall@top3: 0.7614, prec@top3: 0.6306, recall@top5: 0.9060, prec@top5: 0.4607, loss: 0.0444, grad_norm: 0.1299 2021-03-01 19:47:07,736 - mmaction - INFO - Epoch [5][1620/1921] lr: 1.458e-01, eta: 17:40:29, time: 2.134, data_time: 0.001, memory: 8260, loss_action_cls: 0.0427, recall@thr=0.5: 0.6379, prec@thr=0.5: 0.7183, recall@top3: 0.7691, prec@top3: 0.6225, recall@top5: 0.9115, prec@top5: 0.4527, loss: 0.0427, grad_norm: 0.1177 2021-03-01 19:47:50,807 - mmaction - INFO - Epoch [5][1640/1921] lr: 1.460e-01, eta: 17:39:44, time: 2.154, data_time: 0.001, memory: 8260, loss_action_cls: 0.0428, recall@thr=0.5: 0.6429, prec@thr=0.5: 0.7301, recall@top3: 0.7724, prec@top3: 0.6301, recall@top5: 0.9197, prec@top5: 0.4613, loss: 0.0428, grad_norm: 0.1204 2021-03-01 19:48:33,628 - mmaction - INFO - Epoch [5][1660/1921] lr: 1.463e-01, eta: 17:38:57, time: 2.141, data_time: 0.001, memory: 8260, loss_action_cls: 0.0436, recall@thr=0.5: 0.6269, prec@thr=0.5: 0.7213, recall@top3: 0.7605, prec@top3: 0.6212, recall@top5: 0.9071, prec@top5: 0.4552, loss: 0.0436, grad_norm: 0.1169 2021-03-01 19:49:15,907 - mmaction - INFO - Epoch [5][1680/1921] lr: 1.466e-01, eta: 17:38:09, time: 2.114, data_time: 0.001, memory: 8260, loss_action_cls: 0.0446, recall@thr=0.5: 0.6221, prec@thr=0.5: 0.6997, recall@top3: 0.7585, prec@top3: 0.6143, recall@top5: 0.9106, prec@top5: 0.4511, loss: 0.0446, grad_norm: 0.1279 2021-03-01 19:49:59,024 - mmaction - INFO - Epoch [5][1700/1921] lr: 1.469e-01, eta: 17:37:24, time: 2.156, data_time: 0.001, memory: 8260, loss_action_cls: 0.0434, recall@thr=0.5: 0.6401, prec@thr=0.5: 0.7314, recall@top3: 0.7663, prec@top3: 0.6224, recall@top5: 0.9093, prec@top5: 0.4537, loss: 0.0434, grad_norm: 0.1313 2021-03-01 19:50:43,123 - mmaction - INFO - Epoch [5][1720/1921] lr: 1.472e-01, eta: 17:36:41, time: 2.205, data_time: 0.001, memory: 8260, loss_action_cls: 0.0436, recall@thr=0.5: 0.6229, prec@thr=0.5: 0.7176, recall@top3: 0.7631, prec@top3: 0.6212, recall@top5: 0.9112, prec@top5: 0.4572, loss: 0.0436, grad_norm: 0.1180 2021-03-01 19:51:26,404 - mmaction - INFO - Epoch [5][1740/1921] lr: 1.474e-01, eta: 17:35:56, time: 2.164, data_time: 0.001, memory: 8260, loss_action_cls: 0.0440, recall@thr=0.5: 0.6354, prec@thr=0.5: 0.7150, recall@top3: 0.7618, prec@top3: 0.6219, recall@top5: 0.9103, prec@top5: 0.4561, loss: 0.0440, grad_norm: 0.1284 2021-03-01 19:52:09,188 - mmaction - INFO - Epoch [5][1760/1921] lr: 1.477e-01, eta: 17:35:10, time: 2.139, data_time: 0.001, memory: 8260, loss_action_cls: 0.0437, recall@thr=0.5: 0.6228, prec@thr=0.5: 0.7160, recall@top3: 0.7570, prec@top3: 0.6312, recall@top5: 0.9081, prec@top5: 0.4628, loss: 0.0437, grad_norm: 0.1173 2021-03-01 19:52:53,301 - mmaction - INFO - Epoch [5][1780/1921] lr: 1.480e-01, eta: 17:34:27, time: 2.206, data_time: 0.001, memory: 8260, loss_action_cls: 0.0438, recall@thr=0.5: 0.6324, prec@thr=0.5: 0.7178, recall@top3: 0.7631, prec@top3: 0.6269, recall@top5: 0.9094, prec@top5: 0.4582, loss: 0.0438, grad_norm: 0.1146 2021-03-01 19:53:36,697 - mmaction - INFO - Epoch [5][1800/1921] lr: 1.483e-01, eta: 17:33:43, time: 2.170, data_time: 0.001, memory: 8260, loss_action_cls: 0.0437, recall@thr=0.5: 0.6371, prec@thr=0.5: 0.7215, recall@top3: 0.7618, prec@top3: 0.6243, recall@top5: 0.9119, prec@top5: 0.4589, loss: 0.0437, grad_norm: 0.1138 2021-03-01 19:54:19,915 - mmaction - INFO - Epoch [5][1820/1921] lr: 1.486e-01, eta: 17:32:57, time: 2.161, data_time: 0.001, memory: 8260, loss_action_cls: 0.0438, recall@thr=0.5: 0.6290, prec@thr=0.5: 0.7189, recall@top3: 0.7612, prec@top3: 0.6204, recall@top5: 0.9054, prec@top5: 0.4523, loss: 0.0438, grad_norm: 0.1206 2021-03-01 19:55:03,441 - mmaction - INFO - Epoch [5][1840/1921] lr: 1.488e-01, eta: 17:32:13, time: 2.176, data_time: 0.001, memory: 8260, loss_action_cls: 0.0441, recall@thr=0.5: 0.6399, prec@thr=0.5: 0.7135, recall@top3: 0.7573, prec@top3: 0.6243, recall@top5: 0.9089, prec@top5: 0.4599, loss: 0.0441, grad_norm: 0.1240 2021-03-01 19:55:46,906 - mmaction - INFO - Epoch [5][1860/1921] lr: 1.491e-01, eta: 17:31:29, time: 2.173, data_time: 0.001, memory: 8260, loss_action_cls: 0.0434, recall@thr=0.5: 0.6322, prec@thr=0.5: 0.7215, recall@top3: 0.7630, prec@top3: 0.6240, recall@top5: 0.9094, prec@top5: 0.4562, loss: 0.0434, grad_norm: 0.1125 2021-03-01 19:56:29,102 - mmaction - INFO - Epoch [5][1880/1921] lr: 1.494e-01, eta: 17:30:41, time: 2.110, data_time: 0.001, memory: 8260, loss_action_cls: 0.0439, recall@thr=0.5: 0.6320, prec@thr=0.5: 0.7183, recall@top3: 0.7635, prec@top3: 0.6286, recall@top5: 0.9096, prec@top5: 0.4591, loss: 0.0439, grad_norm: 0.1147 2021-03-01 19:57:13,078 - mmaction - INFO - Epoch [5][1900/1921] lr: 1.497e-01, eta: 17:29:58, time: 2.199, data_time: 0.001, memory: 8260, loss_action_cls: 0.0425, recall@thr=0.5: 0.6528, prec@thr=0.5: 0.7398, recall@top3: 0.7779, prec@top3: 0.6460, recall@top5: 0.9181, prec@top5: 0.4687, loss: 0.0425, grad_norm: 0.1178 2021-03-01 19:57:55,181 - mmaction - INFO - Epoch [5][1920/1921] lr: 1.500e-01, eta: 17:29:09, time: 2.105, data_time: 0.001, memory: 8260, loss_action_cls: 0.0443, recall@thr=0.5: 0.6296, prec@thr=0.5: 0.7119, recall@top3: 0.7609, prec@top3: 0.6204, recall@top5: 0.9095, prec@top5: 0.4562, loss: 0.0443, grad_norm: 0.1362 2021-03-01 19:57:59,748 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-03-01 20:08:54,442 - mmaction - INFO - Evaluating mAP ... 2021-03-01 20:17:03,482 - mmaction - INFO - mAP@0.5IOU 0.2121 2021-03-01 20:17:05,323 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_5.pth. 2021-03-01 20:17:05,323 - mmaction - INFO - Best mAP@0.5IOU is 0.2121 at 5 epoch. 2021-03-01 20:17:06,522 - mmaction - INFO - Epoch(val) [5][1921] mAP@0.5IOU: 0.2121 2021-03-01 20:18:39,479 - mmaction - INFO - Epoch [6][20/1921] lr: 1.500e-01, eta: 17:30:44, time: 4.645, data_time: 2.517, memory: 8260, loss_action_cls: 0.0440, recall@thr=0.5: 0.6340, prec@thr=0.5: 0.7189, recall@top3: 0.7646, prec@top3: 0.6184, recall@top5: 0.9143, prec@top5: 0.4553, loss: 0.0440, grad_norm: 0.1310 2021-03-01 20:19:23,756 - mmaction - INFO - Epoch [6][40/1921] lr: 1.500e-01, eta: 17:30:02, time: 2.214, data_time: 0.001, memory: 8260, loss_action_cls: 0.0434, recall@thr=0.5: 0.6369, prec@thr=0.5: 0.7238, recall@top3: 0.7639, prec@top3: 0.6293, recall@top5: 0.9135, prec@top5: 0.4623, loss: 0.0434, grad_norm: 0.1173 2021-03-01 20:20:07,514 - mmaction - INFO - Epoch [6][60/1921] lr: 1.500e-01, eta: 17:29:18, time: 2.188, data_time: 0.001, memory: 8260, loss_action_cls: 0.0435, recall@thr=0.5: 0.6369, prec@thr=0.5: 0.7215, recall@top3: 0.7649, prec@top3: 0.6173, recall@top5: 0.9116, prec@top5: 0.4513, loss: 0.0435, grad_norm: 0.1180 2021-03-01 20:20:50,436 - mmaction - INFO - Epoch [6][80/1921] lr: 1.500e-01, eta: 17:28:32, time: 2.146, data_time: 0.001, memory: 8260, loss_action_cls: 0.0433, recall@thr=0.5: 0.6328, prec@thr=0.5: 0.7227, recall@top3: 0.7699, prec@top3: 0.6228, recall@top5: 0.9112, prec@top5: 0.4527, loss: 0.0433, grad_norm: 0.1140 2021-03-01 20:21:33,868 - mmaction - INFO - Epoch [6][100/1921] lr: 1.500e-01, eta: 17:27:47, time: 2.171, data_time: 0.001, memory: 8260, loss_action_cls: 0.0436, recall@thr=0.5: 0.6334, prec@thr=0.5: 0.7162, recall@top3: 0.7660, prec@top3: 0.6214, recall@top5: 0.9089, prec@top5: 0.4530, loss: 0.0436, grad_norm: 0.1214 2021-03-01 20:22:17,544 - mmaction - INFO - Epoch [6][120/1921] lr: 1.500e-01, eta: 17:27:03, time: 2.184, data_time: 0.001, memory: 8260, loss_action_cls: 0.0428, recall@thr=0.5: 0.6412, prec@thr=0.5: 0.7299, recall@top3: 0.7668, prec@top3: 0.6253, recall@top5: 0.9150, prec@top5: 0.4590, loss: 0.0428, grad_norm: 0.1121 2021-03-01 20:23:00,653 - mmaction - INFO - Epoch [6][140/1921] lr: 1.500e-01, eta: 17:26:17, time: 2.155, data_time: 0.001, memory: 8260, loss_action_cls: 0.0435, recall@thr=0.5: 0.6330, prec@thr=0.5: 0.7201, recall@top3: 0.7672, prec@top3: 0.6168, recall@top5: 0.9078, prec@top5: 0.4497, loss: 0.0435, grad_norm: 0.1185 2021-03-01 20:23:44,034 - mmaction - INFO - Epoch [6][160/1921] lr: 1.500e-01, eta: 17:25:32, time: 2.169, data_time: 0.001, memory: 8260, loss_action_cls: 0.0435, recall@thr=0.5: 0.6385, prec@thr=0.5: 0.7168, recall@top3: 0.7645, prec@top3: 0.6310, recall@top5: 0.9085, prec@top5: 0.4604, loss: 0.0435, grad_norm: 0.1168 2021-03-01 20:24:27,502 - mmaction - INFO - Epoch [6][180/1921] lr: 1.500e-01, eta: 17:24:47, time: 2.173, data_time: 0.001, memory: 8260, loss_action_cls: 0.0431, recall@thr=0.5: 0.6463, prec@thr=0.5: 0.7246, recall@top3: 0.7691, prec@top3: 0.6256, recall@top5: 0.9133, prec@top5: 0.4561, loss: 0.0431, grad_norm: 0.1324 2021-03-01 20:25:10,873 - mmaction - INFO - Epoch [6][200/1921] lr: 1.500e-01, eta: 17:24:02, time: 2.169, data_time: 0.001, memory: 8260, loss_action_cls: 0.0434, recall@thr=0.5: 0.6399, prec@thr=0.5: 0.7262, recall@top3: 0.7656, prec@top3: 0.6312, recall@top5: 0.9144, prec@top5: 0.4632, loss: 0.0434, grad_norm: 0.1209 2021-03-01 20:25:54,647 - mmaction - INFO - Epoch [6][220/1921] lr: 1.500e-01, eta: 17:23:18, time: 2.189, data_time: 0.001, memory: 8260, loss_action_cls: 0.0446, recall@thr=0.5: 0.6260, prec@thr=0.5: 0.7187, recall@top3: 0.7561, prec@top3: 0.6213, recall@top5: 0.9069, prec@top5: 0.4561, loss: 0.0446, grad_norm: 0.1347 2021-03-01 20:26:38,357 - mmaction - INFO - Epoch [6][240/1921] lr: 1.500e-01, eta: 17:22:34, time: 2.186, data_time: 0.001, memory: 8260, loss_action_cls: 0.0428, recall@thr=0.5: 0.6452, prec@thr=0.5: 0.7292, recall@top3: 0.7711, prec@top3: 0.6334, recall@top5: 0.9146, prec@top5: 0.4618, loss: 0.0428, grad_norm: 0.1235 2021-03-01 20:27:21,542 - mmaction - INFO - Epoch [6][260/1921] lr: 1.500e-01, eta: 17:21:49, time: 2.159, data_time: 0.001, memory: 8260, loss_action_cls: 0.0428, recall@thr=0.5: 0.6292, prec@thr=0.5: 0.7273, recall@top3: 0.7712, prec@top3: 0.6194, recall@top5: 0.9156, prec@top5: 0.4507, loss: 0.0428, grad_norm: 0.1142 2021-03-01 20:28:05,002 - mmaction - INFO - Epoch [6][280/1921] lr: 1.500e-01, eta: 17:21:04, time: 2.173, data_time: 0.001, memory: 8260, loss_action_cls: 0.0426, recall@thr=0.5: 0.6507, prec@thr=0.5: 0.7297, recall@top3: 0.7719, prec@top3: 0.6329, recall@top5: 0.9151, prec@top5: 0.4614, loss: 0.0426, grad_norm: 0.1138 2021-03-01 20:28:48,764 - mmaction - INFO - Epoch [6][300/1921] lr: 1.500e-01, eta: 17:20:20, time: 2.188, data_time: 0.001, memory: 8260, loss_action_cls: 0.0428, recall@thr=0.5: 0.6422, prec@thr=0.5: 0.7265, recall@top3: 0.7705, prec@top3: 0.6274, recall@top5: 0.9140, prec@top5: 0.4579, loss: 0.0428, grad_norm: 0.1128 2021-03-01 20:29:32,227 - mmaction - INFO - Epoch [6][320/1921] lr: 1.500e-01, eta: 17:19:36, time: 2.173, data_time: 0.001, memory: 8260, loss_action_cls: 0.0430, recall@thr=0.5: 0.6225, prec@thr=0.5: 0.7097, recall@top3: 0.7626, prec@top3: 0.6162, recall@top5: 0.9105, prec@top5: 0.4516, loss: 0.0430, grad_norm: 0.1159 2021-03-01 20:30:15,684 - mmaction - INFO - Epoch [6][340/1921] lr: 1.500e-01, eta: 17:18:51, time: 2.173, data_time: 0.001, memory: 8260, loss_action_cls: 0.0416, recall@thr=0.5: 0.6536, prec@thr=0.5: 0.7326, recall@top3: 0.7751, prec@top3: 0.6440, recall@top5: 0.9191, prec@top5: 0.4684, loss: 0.0416, grad_norm: 0.1145 2021-03-01 20:30:58,953 - mmaction - INFO - Epoch [6][360/1921] lr: 1.500e-01, eta: 17:18:06, time: 2.163, data_time: 0.001, memory: 8260, loss_action_cls: 0.0426, recall@thr=0.5: 0.6520, prec@thr=0.5: 0.7347, recall@top3: 0.7750, prec@top3: 0.6291, recall@top5: 0.9155, prec@top5: 0.4573, loss: 0.0426, grad_norm: 0.1164 2021-03-01 20:31:43,225 - mmaction - INFO - Epoch [6][380/1921] lr: 1.500e-01, eta: 17:17:23, time: 2.214, data_time: 0.001, memory: 8260, loss_action_cls: 0.0425, recall@thr=0.5: 0.6491, prec@thr=0.5: 0.7277, recall@top3: 0.7721, prec@top3: 0.6402, recall@top5: 0.9186, prec@top5: 0.4667, loss: 0.0425, grad_norm: 0.1242 2021-03-01 20:32:27,137 - mmaction - INFO - Epoch [6][400/1921] lr: 1.500e-01, eta: 17:16:40, time: 2.196, data_time: 0.001, memory: 8260, loss_action_cls: 0.0437, recall@thr=0.5: 0.6335, prec@thr=0.5: 0.7154, recall@top3: 0.7641, prec@top3: 0.6217, recall@top5: 0.9105, prec@top5: 0.4556, loss: 0.0437, grad_norm: 0.1227 2021-03-01 20:33:10,835 - mmaction - INFO - Epoch [6][420/1921] lr: 1.500e-01, eta: 17:15:56, time: 2.185, data_time: 0.001, memory: 8260, loss_action_cls: 0.0436, recall@thr=0.5: 0.6359, prec@thr=0.5: 0.7194, recall@top3: 0.7663, prec@top3: 0.6241, recall@top5: 0.9149, prec@top5: 0.4572, loss: 0.0436, grad_norm: 0.1395 2021-03-01 20:33:54,592 - mmaction - INFO - Epoch [6][440/1921] lr: 1.500e-01, eta: 17:15:12, time: 2.188, data_time: 0.001, memory: 8260, loss_action_cls: 0.0430, recall@thr=0.5: 0.6390, prec@thr=0.5: 0.7228, recall@top3: 0.7715, prec@top3: 0.6309, recall@top5: 0.9128, prec@top5: 0.4581, loss: 0.0430, grad_norm: 0.1161 2021-03-01 20:34:38,936 - mmaction - INFO - Epoch [6][460/1921] lr: 1.500e-01, eta: 17:14:30, time: 2.217, data_time: 0.001, memory: 8260, loss_action_cls: 0.0442, recall@thr=0.5: 0.6256, prec@thr=0.5: 0.7174, recall@top3: 0.7614, prec@top3: 0.6235, recall@top5: 0.9140, prec@top5: 0.4598, loss: 0.0442, grad_norm: 0.1278 2021-03-01 20:35:22,278 - mmaction - INFO - Epoch [6][480/1921] lr: 1.500e-01, eta: 17:13:45, time: 2.167, data_time: 0.001, memory: 8260, loss_action_cls: 0.0455, recall@thr=0.5: 0.6144, prec@thr=0.5: 0.7006, recall@top3: 0.7493, prec@top3: 0.6151, recall@top5: 0.9045, prec@top5: 0.4545, loss: 0.0455, grad_norm: 0.1296 2021-03-01 20:36:05,719 - mmaction - INFO - Epoch [6][500/1921] lr: 1.500e-01, eta: 17:13:00, time: 2.172, data_time: 0.001, memory: 8260, loss_action_cls: 0.0427, recall@thr=0.5: 0.6437, prec@thr=0.5: 0.7228, recall@top3: 0.7668, prec@top3: 0.6307, recall@top5: 0.9122, prec@top5: 0.4602, loss: 0.0427, grad_norm: 0.1123 2021-03-01 20:36:49,396 - mmaction - INFO - Epoch [6][520/1921] lr: 1.500e-01, eta: 17:12:16, time: 2.184, data_time: 0.001, memory: 8260, loss_action_cls: 0.0429, recall@thr=0.5: 0.6465, prec@thr=0.5: 0.7253, recall@top3: 0.7681, prec@top3: 0.6287, recall@top5: 0.9160, prec@top5: 0.4597, loss: 0.0429, grad_norm: 0.1139 2021-03-01 20:37:33,382 - mmaction - INFO - Epoch [6][540/1921] lr: 1.500e-01, eta: 17:11:33, time: 2.199, data_time: 0.001, memory: 8260, loss_action_cls: 0.0415, recall@thr=0.5: 0.6497, prec@thr=0.5: 0.7315, recall@top3: 0.7728, prec@top3: 0.6330, recall@top5: 0.9184, prec@top5: 0.4623, loss: 0.0415, grad_norm: 0.1169 2021-03-01 20:38:17,135 - mmaction - INFO - Epoch [6][560/1921] lr: 1.500e-01, eta: 17:10:49, time: 2.187, data_time: 0.001, memory: 8260, loss_action_cls: 0.0438, recall@thr=0.5: 0.6164, prec@thr=0.5: 0.7077, recall@top3: 0.7558, prec@top3: 0.6134, recall@top5: 0.9056, prec@top5: 0.4508, loss: 0.0438, grad_norm: 0.1174 2021-03-01 20:39:00,407 - mmaction - INFO - Epoch [6][580/1921] lr: 1.500e-01, eta: 17:10:04, time: 2.164, data_time: 0.001, memory: 8260, loss_action_cls: 0.0440, recall@thr=0.5: 0.6239, prec@thr=0.5: 0.7107, recall@top3: 0.7633, prec@top3: 0.6111, recall@top5: 0.9101, prec@top5: 0.4476, loss: 0.0440, grad_norm: 0.1222 2021-03-01 20:39:44,773 - mmaction - INFO - Epoch [6][600/1921] lr: 1.500e-01, eta: 17:09:22, time: 2.218, data_time: 0.001, memory: 8260, loss_action_cls: 0.0426, recall@thr=0.5: 0.6457, prec@thr=0.5: 0.7218, recall@top3: 0.7682, prec@top3: 0.6274, recall@top5: 0.9144, prec@top5: 0.4570, loss: 0.0426, grad_norm: 0.1242 2021-03-01 20:40:28,609 - mmaction - INFO - Epoch [6][620/1921] lr: 1.500e-01, eta: 17:08:38, time: 2.192, data_time: 0.001, memory: 8260, loss_action_cls: 0.0431, recall@thr=0.5: 0.6340, prec@thr=0.5: 0.7144, recall@top3: 0.7654, prec@top3: 0.6238, recall@top5: 0.9154, prec@top5: 0.4581, loss: 0.0431, grad_norm: 0.1219 2021-03-01 20:41:12,521 - mmaction - INFO - Epoch [6][640/1921] lr: 1.500e-01, eta: 17:07:55, time: 2.196, data_time: 0.001, memory: 8260, loss_action_cls: 0.0429, recall@thr=0.5: 0.6454, prec@thr=0.5: 0.7224, recall@top3: 0.7686, prec@top3: 0.6300, recall@top5: 0.9129, prec@top5: 0.4586, loss: 0.0429, grad_norm: 0.1187 2021-03-01 20:41:55,954 - mmaction - INFO - Epoch [6][660/1921] lr: 1.500e-01, eta: 17:07:10, time: 2.172, data_time: 0.001, memory: 8260, loss_action_cls: 0.0419, recall@thr=0.5: 0.6561, prec@thr=0.5: 0.7377, recall@top3: 0.7696, prec@top3: 0.6336, recall@top5: 0.9143, prec@top5: 0.4616, loss: 0.0419, grad_norm: 0.1298 2021-03-01 20:42:40,001 - mmaction - INFO - Epoch [6][680/1921] lr: 1.500e-01, eta: 17:06:27, time: 2.202, data_time: 0.001, memory: 8260, loss_action_cls: 0.0440, recall@thr=0.5: 0.6388, prec@thr=0.5: 0.7175, recall@top3: 0.7624, prec@top3: 0.6296, recall@top5: 0.9099, prec@top5: 0.4617, loss: 0.0440, grad_norm: 0.1337 2021-03-01 20:43:23,671 - mmaction - INFO - Epoch [6][700/1921] lr: 1.500e-01, eta: 17:05:43, time: 2.184, data_time: 0.001, memory: 8260, loss_action_cls: 0.0433, recall@thr=0.5: 0.6253, prec@thr=0.5: 0.7158, recall@top3: 0.7638, prec@top3: 0.6192, recall@top5: 0.9120, prec@top5: 0.4539, loss: 0.0433, grad_norm: 0.1324 2021-03-01 20:44:07,242 - mmaction - INFO - Epoch [6][720/1921] lr: 1.500e-01, eta: 17:04:58, time: 2.179, data_time: 0.001, memory: 8260, loss_action_cls: 0.0425, recall@thr=0.5: 0.6511, prec@thr=0.5: 0.7291, recall@top3: 0.7711, prec@top3: 0.6294, recall@top5: 0.9126, prec@top5: 0.4580, loss: 0.0425, grad_norm: 0.1195 2021-03-01 20:44:50,342 - mmaction - INFO - Epoch [6][740/1921] lr: 1.500e-01, eta: 17:04:13, time: 2.155, data_time: 0.001, memory: 8260, loss_action_cls: 0.0433, recall@thr=0.5: 0.6321, prec@thr=0.5: 0.7242, recall@top3: 0.7692, prec@top3: 0.6316, recall@top5: 0.9163, prec@top5: 0.4608, loss: 0.0433, grad_norm: 0.1280 2021-03-01 20:45:33,833 - mmaction - INFO - Epoch [6][760/1921] lr: 1.500e-01, eta: 17:03:28, time: 2.175, data_time: 0.001, memory: 8260, loss_action_cls: 0.0436, recall@thr=0.5: 0.6466, prec@thr=0.5: 0.7258, recall@top3: 0.7658, prec@top3: 0.6261, recall@top5: 0.9131, prec@top5: 0.4596, loss: 0.0436, grad_norm: 0.1202 2021-03-01 20:46:16,264 - mmaction - INFO - Epoch [6][780/1921] lr: 1.500e-01, eta: 17:02:41, time: 2.122, data_time: 0.001, memory: 8260, loss_action_cls: 0.0430, recall@thr=0.5: 0.6314, prec@thr=0.5: 0.7185, recall@top3: 0.7635, prec@top3: 0.6196, recall@top5: 0.9123, prec@top5: 0.4557, loss: 0.0430, grad_norm: 0.1228 2021-03-01 20:46:59,691 - mmaction - INFO - Epoch [6][800/1921] lr: 1.500e-01, eta: 17:01:56, time: 2.171, data_time: 0.001, memory: 8260, loss_action_cls: 0.0434, recall@thr=0.5: 0.6390, prec@thr=0.5: 0.7248, recall@top3: 0.7676, prec@top3: 0.6282, recall@top5: 0.9112, prec@top5: 0.4566, loss: 0.0434, grad_norm: 0.1130 2021-03-01 20:47:42,674 - mmaction - INFO - Epoch [6][820/1921] lr: 1.500e-01, eta: 17:01:10, time: 2.149, data_time: 0.001, memory: 8260, loss_action_cls: 0.0418, recall@thr=0.5: 0.6441, prec@thr=0.5: 0.7253, recall@top3: 0.7735, prec@top3: 0.6284, recall@top5: 0.9195, prec@top5: 0.4598, loss: 0.0418, grad_norm: 0.1137 2021-03-01 20:48:26,168 - mmaction - INFO - Epoch [6][840/1921] lr: 1.500e-01, eta: 17:00:26, time: 2.175, data_time: 0.001, memory: 8260, loss_action_cls: 0.0436, recall@thr=0.5: 0.6265, prec@thr=0.5: 0.7146, recall@top3: 0.7623, prec@top3: 0.6199, recall@top5: 0.9093, prec@top5: 0.4535, loss: 0.0436, grad_norm: 0.1141 2021-03-01 20:49:08,903 - mmaction - INFO - Epoch [6][860/1921] lr: 1.500e-01, eta: 16:59:39, time: 2.136, data_time: 0.001, memory: 8260, loss_action_cls: 0.0426, recall@thr=0.5: 0.6306, prec@thr=0.5: 0.7198, recall@top3: 0.7644, prec@top3: 0.6283, recall@top5: 0.9143, prec@top5: 0.4619, loss: 0.0426, grad_norm: 0.1158 2021-03-01 20:49:52,460 - mmaction - INFO - Epoch [6][880/1921] lr: 1.500e-01, eta: 16:58:55, time: 2.178, data_time: 0.001, memory: 8260, loss_action_cls: 0.0422, recall@thr=0.5: 0.6421, prec@thr=0.5: 0.7220, recall@top3: 0.7673, prec@top3: 0.6378, recall@top5: 0.9183, prec@top5: 0.4668, loss: 0.0422, grad_norm: 0.1248 2021-03-01 20:50:35,694 - mmaction - INFO - Epoch [6][900/1921] lr: 1.500e-01, eta: 16:58:10, time: 2.162, data_time: 0.001, memory: 8260, loss_action_cls: 0.0420, recall@thr=0.5: 0.6583, prec@thr=0.5: 0.7336, recall@top3: 0.7774, prec@top3: 0.6380, recall@top5: 0.9208, prec@top5: 0.4634, loss: 0.0420, grad_norm: 0.1212 2021-03-01 20:51:19,603 - mmaction - INFO - Epoch [6][920/1921] lr: 1.500e-01, eta: 16:57:26, time: 2.196, data_time: 0.001, memory: 8260, loss_action_cls: 0.0441, recall@thr=0.5: 0.6286, prec@thr=0.5: 0.7169, recall@top3: 0.7609, prec@top3: 0.6237, recall@top5: 0.9126, prec@top5: 0.4586, loss: 0.0441, grad_norm: 0.1350 2021-03-01 20:52:03,344 - mmaction - INFO - Epoch [6][940/1921] lr: 1.500e-01, eta: 16:56:42, time: 2.187, data_time: 0.001, memory: 8260, loss_action_cls: 0.0428, recall@thr=0.5: 0.6369, prec@thr=0.5: 0.7198, recall@top3: 0.7696, prec@top3: 0.6245, recall@top5: 0.9101, prec@top5: 0.4533, loss: 0.0428, grad_norm: 0.1135 2021-03-01 20:52:46,847 - mmaction - INFO - Epoch [6][960/1921] lr: 1.500e-01, eta: 16:55:58, time: 2.175, data_time: 0.001, memory: 8260, loss_action_cls: 0.0413, recall@thr=0.5: 0.6557, prec@thr=0.5: 0.7336, recall@top3: 0.7763, prec@top3: 0.6313, recall@top5: 0.9203, prec@top5: 0.4597, loss: 0.0413, grad_norm: 0.1144 2021-03-01 20:53:30,555 - mmaction - INFO - Epoch [6][980/1921] lr: 1.500e-01, eta: 16:55:14, time: 2.185, data_time: 0.001, memory: 8260, loss_action_cls: 0.0428, recall@thr=0.5: 0.6471, prec@thr=0.5: 0.7261, recall@top3: 0.7769, prec@top3: 0.6298, recall@top5: 0.9151, prec@top5: 0.4556, loss: 0.0428, grad_norm: 0.1179 2021-03-01 20:54:13,206 - mmaction - INFO - Epoch [6][1000/1921] lr: 1.500e-01, eta: 16:54:27, time: 2.133, data_time: 0.001, memory: 8260, loss_action_cls: 0.0433, recall@thr=0.5: 0.6498, prec@thr=0.5: 0.7314, recall@top3: 0.7668, prec@top3: 0.6295, recall@top5: 0.9140, prec@top5: 0.4611, loss: 0.0433, grad_norm: 0.1240 2021-03-01 20:54:57,443 - mmaction - INFO - Epoch [6][1020/1921] lr: 1.500e-01, eta: 16:53:45, time: 2.212, data_time: 0.001, memory: 8260, loss_action_cls: 0.0424, recall@thr=0.5: 0.6457, prec@thr=0.5: 0.7319, recall@top3: 0.7739, prec@top3: 0.6286, recall@top5: 0.9202, prec@top5: 0.4595, loss: 0.0424, grad_norm: 0.1181 2021-03-01 20:55:41,099 - mmaction - INFO - Epoch [6][1040/1921] lr: 1.500e-01, eta: 16:53:01, time: 2.183, data_time: 0.001, memory: 8260, loss_action_cls: 0.0440, recall@thr=0.5: 0.6340, prec@thr=0.5: 0.7148, recall@top3: 0.7525, prec@top3: 0.6103, recall@top5: 0.9029, prec@top5: 0.4495, loss: 0.0440, grad_norm: 0.1385 2021-03-01 20:56:24,299 - mmaction - INFO - Epoch [6][1060/1921] lr: 1.500e-01, eta: 16:52:15, time: 2.160, data_time: 0.001, memory: 8260, loss_action_cls: 0.0436, recall@thr=0.5: 0.6337, prec@thr=0.5: 0.7257, recall@top3: 0.7651, prec@top3: 0.6240, recall@top5: 0.9110, prec@top5: 0.4565, loss: 0.0436, grad_norm: 0.1310 2021-03-01 20:57:08,762 - mmaction - INFO - Epoch [6][1080/1921] lr: 1.500e-01, eta: 16:51:33, time: 2.223, data_time: 0.001, memory: 8260, loss_action_cls: 0.0428, recall@thr=0.5: 0.6444, prec@thr=0.5: 0.7254, recall@top3: 0.7663, prec@top3: 0.6301, recall@top5: 0.9113, prec@top5: 0.4597, loss: 0.0428, grad_norm: 0.1095 2021-03-01 20:57:52,246 - mmaction - INFO - Epoch [6][1100/1921] lr: 1.500e-01, eta: 16:50:49, time: 2.174, data_time: 0.001, memory: 8260, loss_action_cls: 0.0434, recall@thr=0.5: 0.6187, prec@thr=0.5: 0.7127, recall@top3: 0.7648, prec@top3: 0.6227, recall@top5: 0.9121, prec@top5: 0.4557, loss: 0.0434, grad_norm: 0.1205 2021-03-01 20:58:35,176 - mmaction - INFO - Epoch [6][1120/1921] lr: 1.500e-01, eta: 16:50:03, time: 2.147, data_time: 0.001, memory: 8260, loss_action_cls: 0.0433, recall@thr=0.5: 0.6534, prec@thr=0.5: 0.7260, recall@top3: 0.7680, prec@top3: 0.6327, recall@top5: 0.9132, prec@top5: 0.4621, loss: 0.0433, grad_norm: 0.1207 2021-03-01 20:59:18,360 - mmaction - INFO - Epoch [6][1140/1921] lr: 1.500e-01, eta: 16:49:18, time: 2.159, data_time: 0.001, memory: 8260, loss_action_cls: 0.0432, recall@thr=0.5: 0.6386, prec@thr=0.5: 0.7309, recall@top3: 0.7682, prec@top3: 0.6287, recall@top5: 0.9101, prec@top5: 0.4573, loss: 0.0432, grad_norm: 0.1173 2021-03-01 21:00:01,169 - mmaction - INFO - Epoch [6][1160/1921] lr: 1.500e-01, eta: 16:48:31, time: 2.140, data_time: 0.001, memory: 8260, loss_action_cls: 0.0430, recall@thr=0.5: 0.6377, prec@thr=0.5: 0.7240, recall@top3: 0.7640, prec@top3: 0.6267, recall@top5: 0.9127, prec@top5: 0.4603, loss: 0.0430, grad_norm: 0.1242 2021-03-01 21:00:44,641 - mmaction - INFO - Epoch [6][1180/1921] lr: 1.500e-01, eta: 16:47:47, time: 2.174, data_time: 0.001, memory: 8260, loss_action_cls: 0.0424, recall@thr=0.5: 0.6507, prec@thr=0.5: 0.7366, recall@top3: 0.7750, prec@top3: 0.6305, recall@top5: 0.9168, prec@top5: 0.4594, loss: 0.0424, grad_norm: 0.1171 2021-03-01 21:01:28,108 - mmaction - INFO - Epoch [6][1200/1921] lr: 1.500e-01, eta: 16:47:02, time: 2.173, data_time: 0.001, memory: 8260, loss_action_cls: 0.0437, recall@thr=0.5: 0.6304, prec@thr=0.5: 0.7151, recall@top3: 0.7679, prec@top3: 0.6301, recall@top5: 0.9090, prec@top5: 0.4583, loss: 0.0437, grad_norm: 0.1287 2021-03-01 21:02:12,506 - mmaction - INFO - Epoch [6][1220/1921] lr: 1.500e-01, eta: 16:46:20, time: 2.220, data_time: 0.001, memory: 8260, loss_action_cls: 0.0437, recall@thr=0.5: 0.6398, prec@thr=0.5: 0.7221, recall@top3: 0.7618, prec@top3: 0.6239, recall@top5: 0.9115, prec@top5: 0.4576, loss: 0.0437, grad_norm: 0.1159 2021-03-01 21:02:55,625 - mmaction - INFO - Epoch [6][1240/1921] lr: 1.500e-01, eta: 16:45:35, time: 2.156, data_time: 0.001, memory: 8260, loss_action_cls: 0.0429, recall@thr=0.5: 0.6490, prec@thr=0.5: 0.7251, recall@top3: 0.7701, prec@top3: 0.6333, recall@top5: 0.9170, prec@top5: 0.4630, loss: 0.0429, grad_norm: 0.1207 2021-03-01 21:03:39,198 - mmaction - INFO - Epoch [6][1260/1921] lr: 1.500e-01, eta: 16:44:51, time: 2.179, data_time: 0.001, memory: 8260, loss_action_cls: 0.0433, recall@thr=0.5: 0.6382, prec@thr=0.5: 0.7208, recall@top3: 0.7639, prec@top3: 0.6315, recall@top5: 0.9107, prec@top5: 0.4620, loss: 0.0433, grad_norm: 0.1254 2021-03-01 21:04:22,800 - mmaction - INFO - Epoch [6][1280/1921] lr: 1.500e-01, eta: 16:44:07, time: 2.180, data_time: 0.001, memory: 8260, loss_action_cls: 0.0435, recall@thr=0.5: 0.6335, prec@thr=0.5: 0.7215, recall@top3: 0.7630, prec@top3: 0.6166, recall@top5: 0.9117, prec@top5: 0.4523, loss: 0.0435, grad_norm: 0.1323 2021-03-01 21:05:06,235 - mmaction - INFO - Epoch [6][1300/1921] lr: 1.500e-01, eta: 16:43:22, time: 2.172, data_time: 0.001, memory: 8260, loss_action_cls: 0.0433, recall@thr=0.5: 0.6351, prec@thr=0.5: 0.7163, recall@top3: 0.7675, prec@top3: 0.6204, recall@top5: 0.9114, prec@top5: 0.4527, loss: 0.0433, grad_norm: 0.1345 2021-03-01 21:05:50,978 - mmaction - INFO - Epoch [6][1320/1921] lr: 1.500e-01, eta: 16:42:41, time: 2.237, data_time: 0.001, memory: 8260, loss_action_cls: 0.0437, recall@thr=0.5: 0.6337, prec@thr=0.5: 0.7188, recall@top3: 0.7638, prec@top3: 0.6290, recall@top5: 0.9130, prec@top5: 0.4627, loss: 0.0437, grad_norm: 0.1328 2021-03-01 21:06:34,456 - mmaction - INFO - Epoch [6][1340/1921] lr: 1.500e-01, eta: 16:41:56, time: 2.174, data_time: 0.001, memory: 8260, loss_action_cls: 0.0430, recall@thr=0.5: 0.6539, prec@thr=0.5: 0.7322, recall@top3: 0.7735, prec@top3: 0.6281, recall@top5: 0.9126, prec@top5: 0.4564, loss: 0.0430, grad_norm: 0.1244 2021-03-01 21:07:17,589 - mmaction - INFO - Epoch [6][1360/1921] lr: 1.500e-01, eta: 16:41:11, time: 2.156, data_time: 0.001, memory: 8260, loss_action_cls: 0.0421, recall@thr=0.5: 0.6393, prec@thr=0.5: 0.7238, recall@top3: 0.7756, prec@top3: 0.6228, recall@top5: 0.9158, prec@top5: 0.4517, loss: 0.0421, grad_norm: 0.1211 2021-03-01 21:08:00,679 - mmaction - INFO - Epoch [6][1380/1921] lr: 1.500e-01, eta: 16:40:25, time: 2.155, data_time: 0.001, memory: 8260, loss_action_cls: 0.0433, recall@thr=0.5: 0.6374, prec@thr=0.5: 0.7182, recall@top3: 0.7620, prec@top3: 0.6176, recall@top5: 0.9121, prec@top5: 0.4539, loss: 0.0433, grad_norm: 0.1334 2021-03-01 21:08:44,342 - mmaction - INFO - Epoch [6][1400/1921] lr: 1.500e-01, eta: 16:39:41, time: 2.183, data_time: 0.001, memory: 8260, loss_action_cls: 0.0420, recall@thr=0.5: 0.6543, prec@thr=0.5: 0.7279, recall@top3: 0.7785, prec@top3: 0.6258, recall@top5: 0.9183, prec@top5: 0.4538, loss: 0.0420, grad_norm: 0.1231 2021-03-01 21:09:27,582 - mmaction - INFO - Epoch [6][1420/1921] lr: 1.500e-01, eta: 16:38:56, time: 2.162, data_time: 0.001, memory: 8260, loss_action_cls: 0.0427, recall@thr=0.5: 0.6449, prec@thr=0.5: 0.7327, recall@top3: 0.7687, prec@top3: 0.6399, recall@top5: 0.9132, prec@top5: 0.4657, loss: 0.0427, grad_norm: 0.1249 2021-03-01 21:10:11,209 - mmaction - INFO - Epoch [6][1440/1921] lr: 1.500e-01, eta: 16:38:12, time: 2.181, data_time: 0.001, memory: 8260, loss_action_cls: 0.0422, recall@thr=0.5: 0.6584, prec@thr=0.5: 0.7336, recall@top3: 0.7727, prec@top3: 0.6358, recall@top5: 0.9205, prec@top5: 0.4641, loss: 0.0422, grad_norm: 0.1275 2021-03-01 21:10:54,883 - mmaction - INFO - Epoch [6][1460/1921] lr: 1.500e-01, eta: 16:37:28, time: 2.184, data_time: 0.001, memory: 8260, loss_action_cls: 0.0421, recall@thr=0.5: 0.6431, prec@thr=0.5: 0.7240, recall@top3: 0.7697, prec@top3: 0.6251, recall@top5: 0.9130, prec@top5: 0.4551, loss: 0.0421, grad_norm: 0.1270 2021-03-01 21:11:38,011 - mmaction - INFO - Epoch [6][1480/1921] lr: 1.500e-01, eta: 16:36:43, time: 2.156, data_time: 0.001, memory: 8260, loss_action_cls: 0.0427, recall@thr=0.5: 0.6467, prec@thr=0.5: 0.7327, recall@top3: 0.7734, prec@top3: 0.6318, recall@top5: 0.9126, prec@top5: 0.4592, loss: 0.0427, grad_norm: 0.1213 2021-03-01 21:12:21,064 - mmaction - INFO - Epoch [6][1500/1921] lr: 1.500e-01, eta: 16:35:58, time: 2.153, data_time: 0.001, memory: 8260, loss_action_cls: 0.0416, recall@thr=0.5: 0.6643, prec@thr=0.5: 0.7435, recall@top3: 0.7804, prec@top3: 0.6394, recall@top5: 0.9177, prec@top5: 0.4613, loss: 0.0416, grad_norm: 0.1198 2021-03-01 21:13:04,444 - mmaction - INFO - Epoch [6][1520/1921] lr: 1.500e-01, eta: 16:35:13, time: 2.169, data_time: 0.001, memory: 8260, loss_action_cls: 0.0434, recall@thr=0.5: 0.6327, prec@thr=0.5: 0.7204, recall@top3: 0.7641, prec@top3: 0.6214, recall@top5: 0.9142, prec@top5: 0.4561, loss: 0.0434, grad_norm: 0.1254 2021-03-01 21:13:47,895 - mmaction - INFO - Epoch [6][1540/1921] lr: 1.500e-01, eta: 16:34:28, time: 2.173, data_time: 0.001, memory: 8260, loss_action_cls: 0.0426, recall@thr=0.5: 0.6451, prec@thr=0.5: 0.7322, recall@top3: 0.7725, prec@top3: 0.6378, recall@top5: 0.9203, prec@top5: 0.4673, loss: 0.0426, grad_norm: 0.1255 2021-03-01 21:14:31,351 - mmaction - INFO - Epoch [6][1560/1921] lr: 1.500e-01, eta: 16:33:44, time: 2.173, data_time: 0.001, memory: 8260, loss_action_cls: 0.0430, recall@thr=0.5: 0.6430, prec@thr=0.5: 0.7172, recall@top3: 0.7660, prec@top3: 0.6279, recall@top5: 0.9132, prec@top5: 0.4592, loss: 0.0430, grad_norm: 0.1200 2021-03-01 21:15:14,851 - mmaction - INFO - Epoch [6][1580/1921] lr: 1.500e-01, eta: 16:33:00, time: 2.175, data_time: 0.001, memory: 8260, loss_action_cls: 0.0430, recall@thr=0.5: 0.6362, prec@thr=0.5: 0.7186, recall@top3: 0.7662, prec@top3: 0.6254, recall@top5: 0.9111, prec@top5: 0.4570, loss: 0.0430, grad_norm: 0.1277 2021-03-01 21:15:58,462 - mmaction - INFO - Epoch [6][1600/1921] lr: 1.500e-01, eta: 16:32:15, time: 2.181, data_time: 0.001, memory: 8260, loss_action_cls: 0.0426, recall@thr=0.5: 0.6400, prec@thr=0.5: 0.7311, recall@top3: 0.7733, prec@top3: 0.6331, recall@top5: 0.9103, prec@top5: 0.4579, loss: 0.0426, grad_norm: 0.1078 2021-03-01 21:16:41,530 - mmaction - INFO - Epoch [6][1620/1921] lr: 1.500e-01, eta: 16:31:30, time: 2.153, data_time: 0.001, memory: 8260, loss_action_cls: 0.0419, recall@thr=0.5: 0.6426, prec@thr=0.5: 0.7287, recall@top3: 0.7668, prec@top3: 0.6304, recall@top5: 0.9126, prec@top5: 0.4576, loss: 0.0419, grad_norm: 0.1107 2021-03-01 21:17:25,556 - mmaction - INFO - Epoch [6][1640/1921] lr: 1.500e-01, eta: 16:30:47, time: 2.201, data_time: 0.001, memory: 8260, loss_action_cls: 0.0421, recall@thr=0.5: 0.6496, prec@thr=0.5: 0.7409, recall@top3: 0.7702, prec@top3: 0.6336, recall@top5: 0.9154, prec@top5: 0.4625, loss: 0.0421, grad_norm: 0.1161 2021-03-01 21:18:08,894 - mmaction - INFO - Epoch [6][1660/1921] lr: 1.500e-01, eta: 16:30:02, time: 2.167, data_time: 0.001, memory: 8260, loss_action_cls: 0.0430, recall@thr=0.5: 0.6418, prec@thr=0.5: 0.7286, recall@top3: 0.7706, prec@top3: 0.6359, recall@top5: 0.9163, prec@top5: 0.4639, loss: 0.0430, grad_norm: 0.1293 2021-03-01 21:18:52,032 - mmaction - INFO - Epoch [6][1680/1921] lr: 1.500e-01, eta: 16:29:17, time: 2.157, data_time: 0.001, memory: 8260, loss_action_cls: 0.0414, recall@thr=0.5: 0.6535, prec@thr=0.5: 0.7338, recall@top3: 0.7715, prec@top3: 0.6249, recall@top5: 0.9217, prec@top5: 0.4582, loss: 0.0414, grad_norm: 0.1167 2021-03-01 21:19:35,383 - mmaction - INFO - Epoch [6][1700/1921] lr: 1.500e-01, eta: 16:28:32, time: 2.168, data_time: 0.001, memory: 8260, loss_action_cls: 0.0434, recall@thr=0.5: 0.6468, prec@thr=0.5: 0.7310, recall@top3: 0.7691, prec@top3: 0.6342, recall@top5: 0.9088, prec@top5: 0.4585, loss: 0.0434, grad_norm: 0.1285 2021-03-01 21:20:18,981 - mmaction - INFO - Epoch [6][1720/1921] lr: 1.500e-01, eta: 16:27:48, time: 2.180, data_time: 0.001, memory: 8260, loss_action_cls: 0.0425, recall@thr=0.5: 0.6328, prec@thr=0.5: 0.7197, recall@top3: 0.7655, prec@top3: 0.6229, recall@top5: 0.9100, prec@top5: 0.4544, loss: 0.0425, grad_norm: 0.1202 2021-03-01 21:21:02,961 - mmaction - INFO - Epoch [6][1740/1921] lr: 1.500e-01, eta: 16:27:05, time: 2.199, data_time: 0.001, memory: 8260, loss_action_cls: 0.0436, recall@thr=0.5: 0.6433, prec@thr=0.5: 0.7265, recall@top3: 0.7626, prec@top3: 0.6184, recall@top5: 0.9119, prec@top5: 0.4554, loss: 0.0436, grad_norm: 0.1223 2021-03-01 21:21:46,862 - mmaction - INFO - Epoch [6][1760/1921] lr: 1.500e-01, eta: 16:26:22, time: 2.195, data_time: 0.001, memory: 8260, loss_action_cls: 0.0435, recall@thr=0.5: 0.6332, prec@thr=0.5: 0.7221, recall@top3: 0.7640, prec@top3: 0.6248, recall@top5: 0.9084, prec@top5: 0.4560, loss: 0.0435, grad_norm: 0.1308 2021-03-01 21:22:29,926 - mmaction - INFO - Epoch [6][1780/1921] lr: 1.500e-01, eta: 16:25:36, time: 2.153, data_time: 0.001, memory: 8260, loss_action_cls: 0.0426, recall@thr=0.5: 0.6386, prec@thr=0.5: 0.7189, recall@top3: 0.7700, prec@top3: 0.6264, recall@top5: 0.9153, prec@top5: 0.4568, loss: 0.0426, grad_norm: 0.1313 2021-03-01 21:23:13,418 - mmaction - INFO - Epoch [6][1800/1921] lr: 1.500e-01, eta: 16:24:52, time: 2.174, data_time: 0.001, memory: 8260, loss_action_cls: 0.0440, recall@thr=0.5: 0.6307, prec@thr=0.5: 0.7179, recall@top3: 0.7569, prec@top3: 0.6194, recall@top5: 0.9080, prec@top5: 0.4557, loss: 0.0440, grad_norm: 0.1264 2021-03-01 21:23:56,711 - mmaction - INFO - Epoch [6][1820/1921] lr: 1.500e-01, eta: 16:24:07, time: 2.165, data_time: 0.001, memory: 8260, loss_action_cls: 0.0430, recall@thr=0.5: 0.6417, prec@thr=0.5: 0.7202, recall@top3: 0.7767, prec@top3: 0.6255, recall@top5: 0.9158, prec@top5: 0.4521, loss: 0.0430, grad_norm: 0.1380 2021-03-01 21:24:40,246 - mmaction - INFO - Epoch [6][1840/1921] lr: 1.500e-01, eta: 16:23:23, time: 2.177, data_time: 0.001, memory: 8260, loss_action_cls: 0.0430, recall@thr=0.5: 0.6443, prec@thr=0.5: 0.7295, recall@top3: 0.7664, prec@top3: 0.6251, recall@top5: 0.9119, prec@top5: 0.4556, loss: 0.0430, grad_norm: 0.1159 2021-03-01 21:25:23,714 - mmaction - INFO - Epoch [6][1860/1921] lr: 1.500e-01, eta: 16:22:38, time: 2.173, data_time: 0.001, memory: 8260, loss_action_cls: 0.0414, recall@thr=0.5: 0.6494, prec@thr=0.5: 0.7381, recall@top3: 0.7808, prec@top3: 0.6300, recall@top5: 0.9198, prec@top5: 0.4568, loss: 0.0414, grad_norm: 0.1143 2021-03-01 21:26:06,928 - mmaction - INFO - Epoch [6][1880/1921] lr: 1.500e-01, eta: 16:21:53, time: 2.161, data_time: 0.001, memory: 8260, loss_action_cls: 0.0419, recall@thr=0.5: 0.6526, prec@thr=0.5: 0.7339, recall@top3: 0.7687, prec@top3: 0.6367, recall@top5: 0.9134, prec@top5: 0.4640, loss: 0.0419, grad_norm: 0.1155 2021-03-01 21:26:50,283 - mmaction - INFO - Epoch [6][1900/1921] lr: 1.500e-01, eta: 16:21:09, time: 2.168, data_time: 0.001, memory: 8260, loss_action_cls: 0.0430, recall@thr=0.5: 0.6383, prec@thr=0.5: 0.7221, recall@top3: 0.7602, prec@top3: 0.6263, recall@top5: 0.9126, prec@top5: 0.4619, loss: 0.0430, grad_norm: 0.1191 2021-03-01 21:27:32,335 - mmaction - INFO - Epoch [6][1920/1921] lr: 1.500e-01, eta: 16:20:21, time: 2.102, data_time: 0.001, memory: 8260, loss_action_cls: 0.0420, recall@thr=0.5: 0.6366, prec@thr=0.5: 0.7234, recall@top3: 0.7680, prec@top3: 0.6243, recall@top5: 0.9142, prec@top5: 0.4557, loss: 0.0420, grad_norm: 0.1238 2021-03-01 21:27:37,082 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-03-01 21:38:38,151 - mmaction - INFO - Evaluating mAP ... 2021-03-01 21:46:47,479 - mmaction - INFO - mAP@0.5IOU 0.2132 2021-03-01 21:46:48,727 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_6.pth. 2021-03-01 21:46:48,727 - mmaction - INFO - Best mAP@0.5IOU is 0.2132 at 6 epoch. 2021-03-01 21:46:49,852 - mmaction - INFO - Epoch(val) [6][1921] mAP@0.5IOU: 0.2132 2021-03-01 21:48:20,158 - mmaction - INFO - Epoch [7][20/1921] lr: 1.500e-01, eta: 16:21:18, time: 4.514, data_time: 2.424, memory: 8260, loss_action_cls: 0.0422, recall@thr=0.5: 0.6420, prec@thr=0.5: 0.7167, recall@top3: 0.7701, prec@top3: 0.6157, recall@top5: 0.9124, prec@top5: 0.4475, loss: 0.0422, grad_norm: 0.1299 2021-03-01 21:49:03,380 - mmaction - INFO - Epoch [7][40/1921] lr: 1.500e-01, eta: 16:20:33, time: 2.161, data_time: 0.001, memory: 8260, loss_action_cls: 0.0421, recall@thr=0.5: 0.6330, prec@thr=0.5: 0.7219, recall@top3: 0.7676, prec@top3: 0.6259, recall@top5: 0.9144, prec@top5: 0.4567, loss: 0.0421, grad_norm: 0.1246 2021-03-01 21:49:46,780 - mmaction - INFO - Epoch [7][60/1921] lr: 1.500e-01, eta: 16:19:48, time: 2.170, data_time: 0.001, memory: 8260, loss_action_cls: 0.0411, recall@thr=0.5: 0.6559, prec@thr=0.5: 0.7346, recall@top3: 0.7799, prec@top3: 0.6344, recall@top5: 0.9171, prec@top5: 0.4590, loss: 0.0411, grad_norm: 0.1125 2021-03-01 21:50:30,961 - mmaction - INFO - Epoch [7][80/1921] lr: 1.500e-01, eta: 16:19:05, time: 2.209, data_time: 0.001, memory: 8260, loss_action_cls: 0.0416, recall@thr=0.5: 0.6588, prec@thr=0.5: 0.7356, recall@top3: 0.7765, prec@top3: 0.6389, recall@top5: 0.9158, prec@top5: 0.4642, loss: 0.0416, grad_norm: 0.1184 2021-03-01 21:51:14,234 - mmaction - INFO - Epoch [7][100/1921] lr: 1.500e-01, eta: 16:18:20, time: 2.164, data_time: 0.001, memory: 8260, loss_action_cls: 0.0420, recall@thr=0.5: 0.6467, prec@thr=0.5: 0.7237, recall@top3: 0.7788, prec@top3: 0.6326, recall@top5: 0.9163, prec@top5: 0.4575, loss: 0.0420, grad_norm: 0.1212 2021-03-01 21:51:56,506 - mmaction - INFO - Epoch [7][120/1921] lr: 1.500e-01, eta: 16:17:33, time: 2.114, data_time: 0.001, memory: 8260, loss_action_cls: 0.0424, recall@thr=0.5: 0.6464, prec@thr=0.5: 0.7278, recall@top3: 0.7732, prec@top3: 0.6258, recall@top5: 0.9156, prec@top5: 0.4547, loss: 0.0424, grad_norm: 0.1280 2021-03-01 21:52:39,731 - mmaction - INFO - Epoch [7][140/1921] lr: 1.500e-01, eta: 16:16:48, time: 2.161, data_time: 0.001, memory: 8260, loss_action_cls: 0.0419, recall@thr=0.5: 0.6517, prec@thr=0.5: 0.7336, recall@top3: 0.7725, prec@top3: 0.6241, recall@top5: 0.9159, prec@top5: 0.4541, loss: 0.0419, grad_norm: 0.1252 2021-03-01 21:53:23,155 - mmaction - INFO - Epoch [7][160/1921] lr: 1.500e-01, eta: 16:16:03, time: 2.171, data_time: 0.001, memory: 8260, loss_action_cls: 0.0421, recall@thr=0.5: 0.6414, prec@thr=0.5: 0.7264, recall@top3: 0.7764, prec@top3: 0.6345, recall@top5: 0.9141, prec@top5: 0.4585, loss: 0.0421, grad_norm: 0.1232 2021-03-01 21:54:05,701 - mmaction - INFO - Epoch [7][180/1921] lr: 1.500e-01, eta: 16:15:16, time: 2.127, data_time: 0.002, memory: 8260, loss_action_cls: 0.0412, recall@thr=0.5: 0.6600, prec@thr=0.5: 0.7348, recall@top3: 0.7773, prec@top3: 0.6272, recall@top5: 0.9199, prec@top5: 0.4570, loss: 0.0412, grad_norm: 0.1207 2021-03-01 21:54:48,567 - mmaction - INFO - Epoch [7][200/1921] lr: 1.500e-01, eta: 16:14:30, time: 2.143, data_time: 0.001, memory: 8260, loss_action_cls: 0.0416, recall@thr=0.5: 0.6497, prec@thr=0.5: 0.7262, recall@top3: 0.7841, prec@top3: 0.6298, recall@top5: 0.9215, prec@top5: 0.4555, loss: 0.0416, grad_norm: 0.1248 2021-03-01 21:55:31,831 - mmaction - INFO - Epoch [7][220/1921] lr: 1.500e-01, eta: 16:13:45, time: 2.163, data_time: 0.001, memory: 8260, loss_action_cls: 0.0426, recall@thr=0.5: 0.6425, prec@thr=0.5: 0.7267, recall@top3: 0.7722, prec@top3: 0.6316, recall@top5: 0.9087, prec@top5: 0.4555, loss: 0.0426, grad_norm: 0.1217 2021-03-01 21:56:14,715 - mmaction - INFO - Epoch [7][240/1921] lr: 1.500e-01, eta: 16:12:59, time: 2.144, data_time: 0.001, memory: 8260, loss_action_cls: 0.0419, recall@thr=0.5: 0.6521, prec@thr=0.5: 0.7311, recall@top3: 0.7726, prec@top3: 0.6316, recall@top5: 0.9113, prec@top5: 0.4573, loss: 0.0419, grad_norm: 0.1240 2021-03-01 21:56:58,787 - mmaction - INFO - Epoch [7][260/1921] lr: 1.500e-01, eta: 16:12:16, time: 2.204, data_time: 0.001, memory: 8260, loss_action_cls: 0.0435, recall@thr=0.5: 0.6387, prec@thr=0.5: 0.7193, recall@top3: 0.7605, prec@top3: 0.6319, recall@top5: 0.9086, prec@top5: 0.4635, loss: 0.0435, grad_norm: 0.1276 2021-03-01 21:57:42,065 - mmaction - INFO - Epoch [7][280/1921] lr: 1.500e-01, eta: 16:11:31, time: 2.164, data_time: 0.001, memory: 8260, loss_action_cls: 0.0422, recall@thr=0.5: 0.6490, prec@thr=0.5: 0.7321, recall@top3: 0.7769, prec@top3: 0.6316, recall@top5: 0.9160, prec@top5: 0.4572, loss: 0.0422, grad_norm: 0.1220 2021-03-01 21:58:25,306 - mmaction - INFO - Epoch [7][300/1921] lr: 1.500e-01, eta: 16:10:46, time: 2.162, data_time: 0.001, memory: 8260, loss_action_cls: 0.0416, recall@thr=0.5: 0.6622, prec@thr=0.5: 0.7411, recall@top3: 0.7823, prec@top3: 0.6380, recall@top5: 0.9215, prec@top5: 0.4630, loss: 0.0416, grad_norm: 0.1212 2021-03-01 21:59:09,302 - mmaction - INFO - Epoch [7][320/1921] lr: 1.500e-01, eta: 16:10:03, time: 2.200, data_time: 0.001, memory: 8260, loss_action_cls: 0.0412, recall@thr=0.5: 0.6595, prec@thr=0.5: 0.7436, recall@top3: 0.7763, prec@top3: 0.6357, recall@top5: 0.9181, prec@top5: 0.4610, loss: 0.0412, grad_norm: 0.1138 2021-03-01 21:59:52,651 - mmaction - INFO - Epoch [7][340/1921] lr: 1.500e-01, eta: 16:09:18, time: 2.167, data_time: 0.001, memory: 8260, loss_action_cls: 0.0417, recall@thr=0.5: 0.6511, prec@thr=0.5: 0.7335, recall@top3: 0.7800, prec@top3: 0.6354, recall@top5: 0.9188, prec@top5: 0.4593, loss: 0.0417, grad_norm: 0.1235 2021-03-01 22:00:35,558 - mmaction - INFO - Epoch [7][360/1921] lr: 1.500e-01, eta: 16:08:32, time: 2.145, data_time: 0.001, memory: 8260, loss_action_cls: 0.0415, recall@thr=0.5: 0.6522, prec@thr=0.5: 0.7352, recall@top3: 0.7777, prec@top3: 0.6337, recall@top5: 0.9222, prec@top5: 0.4616, loss: 0.0415, grad_norm: 0.1215 2021-03-01 22:01:19,259 - mmaction - INFO - Epoch [7][380/1921] lr: 1.500e-01, eta: 16:07:48, time: 2.185, data_time: 0.001, memory: 8260, loss_action_cls: 0.0428, recall@thr=0.5: 0.6501, prec@thr=0.5: 0.7278, recall@top3: 0.7706, prec@top3: 0.6339, recall@top5: 0.9121, prec@top5: 0.4614, loss: 0.0428, grad_norm: 0.1202 2021-03-01 22:02:02,555 - mmaction - INFO - Epoch [7][400/1921] lr: 1.500e-01, eta: 16:07:03, time: 2.165, data_time: 0.001, memory: 8260, loss_action_cls: 0.0433, recall@thr=0.5: 0.6388, prec@thr=0.5: 0.7247, recall@top3: 0.7703, prec@top3: 0.6287, recall@top5: 0.9106, prec@top5: 0.4561, loss: 0.0433, grad_norm: 0.1303 2021-03-01 22:02:45,760 - mmaction - INFO - Epoch [7][420/1921] lr: 1.500e-01, eta: 16:06:18, time: 2.160, data_time: 0.001, memory: 8260, loss_action_cls: 0.0412, recall@thr=0.5: 0.6630, prec@thr=0.5: 0.7442, recall@top3: 0.7792, prec@top3: 0.6355, recall@top5: 0.9211, prec@top5: 0.4616, loss: 0.0412, grad_norm: 0.1195 2021-03-01 22:03:29,514 - mmaction - INFO - Epoch [7][440/1921] lr: 1.500e-01, eta: 16:05:34, time: 2.188, data_time: 0.001, memory: 8260, loss_action_cls: 0.0428, recall@thr=0.5: 0.6513, prec@thr=0.5: 0.7400, recall@top3: 0.7710, prec@top3: 0.6386, recall@top5: 0.9150, prec@top5: 0.4650, loss: 0.0428, grad_norm: 0.1217 2021-03-01 22:04:12,611 - mmaction - INFO - Epoch [7][460/1921] lr: 1.500e-01, eta: 16:04:49, time: 2.155, data_time: 0.001, memory: 8260, loss_action_cls: 0.0433, recall@thr=0.5: 0.6338, prec@thr=0.5: 0.7293, recall@top3: 0.7667, prec@top3: 0.6288, recall@top5: 0.9101, prec@top5: 0.4597, loss: 0.0433, grad_norm: 0.1399 2021-03-01 22:04:55,789 - mmaction - INFO - Epoch [7][480/1921] lr: 1.500e-01, eta: 16:04:04, time: 2.159, data_time: 0.001, memory: 8260, loss_action_cls: 0.0419, recall@thr=0.5: 0.6591, prec@thr=0.5: 0.7312, recall@top3: 0.7744, prec@top3: 0.6301, recall@top5: 0.9186, prec@top5: 0.4592, loss: 0.0419, grad_norm: 0.1359 2021-03-01 22:05:38,839 - mmaction - INFO - Epoch [7][500/1921] lr: 1.500e-01, eta: 16:03:18, time: 2.152, data_time: 0.001, memory: 8260, loss_action_cls: 0.0419, recall@thr=0.5: 0.6559, prec@thr=0.5: 0.7379, recall@top3: 0.7734, prec@top3: 0.6369, recall@top5: 0.9167, prec@top5: 0.4634, loss: 0.0419, grad_norm: 0.1235 2021-03-01 22:06:21,458 - mmaction - INFO - Epoch [7][520/1921] lr: 1.500e-01, eta: 16:02:32, time: 2.131, data_time: 0.001, memory: 8260, loss_action_cls: 0.0421, recall@thr=0.5: 0.6509, prec@thr=0.5: 0.7407, recall@top3: 0.7667, prec@top3: 0.6337, recall@top5: 0.9155, prec@top5: 0.4632, loss: 0.0421, grad_norm: 0.1250 2021-03-01 22:07:05,556 - mmaction - INFO - Epoch [7][540/1921] lr: 1.500e-01, eta: 16:01:49, time: 2.205, data_time: 0.001, memory: 8260, loss_action_cls: 0.0423, recall@thr=0.5: 0.6460, prec@thr=0.5: 0.7263, recall@top3: 0.7776, prec@top3: 0.6281, recall@top5: 0.9172, prec@top5: 0.4551, loss: 0.0423, grad_norm: 0.1173 2021-03-01 22:07:48,820 - mmaction - INFO - Epoch [7][560/1921] lr: 1.500e-01, eta: 16:01:04, time: 2.163, data_time: 0.001, memory: 8260, loss_action_cls: 0.0417, recall@thr=0.5: 0.6637, prec@thr=0.5: 0.7369, recall@top3: 0.7741, prec@top3: 0.6325, recall@top5: 0.9180, prec@top5: 0.4603, loss: 0.0417, grad_norm: 0.1187 2021-03-01 22:08:31,448 - mmaction - INFO - Epoch [7][580/1921] lr: 1.500e-01, eta: 16:00:17, time: 2.131, data_time: 0.001, memory: 8260, loss_action_cls: 0.0415, recall@thr=0.5: 0.6456, prec@thr=0.5: 0.7417, recall@top3: 0.7783, prec@top3: 0.6363, recall@top5: 0.9169, prec@top5: 0.4605, loss: 0.0415, grad_norm: 0.1238 2021-03-01 22:09:15,396 - mmaction - INFO - Epoch [7][600/1921] lr: 1.500e-01, eta: 15:59:34, time: 2.197, data_time: 0.001, memory: 8260, loss_action_cls: 0.0414, recall@thr=0.5: 0.6551, prec@thr=0.5: 0.7309, recall@top3: 0.7801, prec@top3: 0.6272, recall@top5: 0.9164, prec@top5: 0.4533, loss: 0.0414, grad_norm: 0.1254 2021-03-01 22:09:58,669 - mmaction - INFO - Epoch [7][620/1921] lr: 1.500e-01, eta: 15:58:49, time: 2.164, data_time: 0.001, memory: 8260, loss_action_cls: 0.0425, recall@thr=0.5: 0.6454, prec@thr=0.5: 0.7352, recall@top3: 0.7740, prec@top3: 0.6243, recall@top5: 0.9123, prec@top5: 0.4513, loss: 0.0425, grad_norm: 0.1285 2021-03-01 22:10:41,871 - mmaction - INFO - Epoch [7][640/1921] lr: 1.500e-01, eta: 15:58:04, time: 2.160, data_time: 0.001, memory: 8260, loss_action_cls: 0.0421, recall@thr=0.5: 0.6536, prec@thr=0.5: 0.7287, recall@top3: 0.7704, prec@top3: 0.6362, recall@top5: 0.9176, prec@top5: 0.4641, loss: 0.0421, grad_norm: 0.1220 2021-03-01 22:11:25,913 - mmaction - INFO - Epoch [7][660/1921] lr: 1.500e-01, eta: 15:57:21, time: 2.202, data_time: 0.001, memory: 8260, loss_action_cls: 0.0423, recall@thr=0.5: 0.6336, prec@thr=0.5: 0.7243, recall@top3: 0.7692, prec@top3: 0.6326, recall@top5: 0.9180, prec@top5: 0.4625, loss: 0.0423, grad_norm: 0.1236 2021-03-01 22:12:09,097 - mmaction - INFO - Epoch [7][680/1921] lr: 1.500e-01, eta: 15:56:36, time: 2.159, data_time: 0.001, memory: 8260, loss_action_cls: 0.0424, recall@thr=0.5: 0.6556, prec@thr=0.5: 0.7230, recall@top3: 0.7720, prec@top3: 0.6272, recall@top5: 0.9127, prec@top5: 0.4561, loss: 0.0424, grad_norm: 0.1324 2021-03-01 22:12:52,754 - mmaction - INFO - Epoch [7][700/1921] lr: 1.500e-01, eta: 15:55:52, time: 2.183, data_time: 0.001, memory: 8260, loss_action_cls: 0.0428, recall@thr=0.5: 0.6511, prec@thr=0.5: 0.7224, recall@top3: 0.7703, prec@top3: 0.6324, recall@top5: 0.9139, prec@top5: 0.4597, loss: 0.0428, grad_norm: 0.1332 2021-03-01 22:13:35,641 - mmaction - INFO - Epoch [7][720/1921] lr: 1.500e-01, eta: 15:55:06, time: 2.144, data_time: 0.001, memory: 8260, loss_action_cls: 0.0427, recall@thr=0.5: 0.6355, prec@thr=0.5: 0.7325, recall@top3: 0.7656, prec@top3: 0.6289, recall@top5: 0.9133, prec@top5: 0.4593, loss: 0.0427, grad_norm: 0.1180 2021-03-01 22:14:19,757 - mmaction - INFO - Epoch [7][740/1921] lr: 1.500e-01, eta: 15:54:23, time: 2.206, data_time: 0.001, memory: 8260, loss_action_cls: 0.0422, recall@thr=0.5: 0.6499, prec@thr=0.5: 0.7307, recall@top3: 0.7743, prec@top3: 0.6322, recall@top5: 0.9190, prec@top5: 0.4595, loss: 0.0422, grad_norm: 0.1210 2021-03-01 22:15:03,068 - mmaction - INFO - Epoch [7][760/1921] lr: 1.500e-01, eta: 15:53:38, time: 2.165, data_time: 0.001, memory: 8260, loss_action_cls: 0.0417, recall@thr=0.5: 0.6581, prec@thr=0.5: 0.7351, recall@top3: 0.7802, prec@top3: 0.6377, recall@top5: 0.9221, prec@top5: 0.4628, loss: 0.0417, grad_norm: 0.1188 2021-03-01 22:15:46,513 - mmaction - INFO - Epoch [7][780/1921] lr: 1.500e-01, eta: 15:52:53, time: 2.172, data_time: 0.001, memory: 8260, loss_action_cls: 0.0420, recall@thr=0.5: 0.6582, prec@thr=0.5: 0.7315, recall@top3: 0.7702, prec@top3: 0.6426, recall@top5: 0.9200, prec@top5: 0.4720, loss: 0.0420, grad_norm: 0.1245 2021-03-01 22:16:29,877 - mmaction - INFO - Epoch [7][800/1921] lr: 1.500e-01, eta: 15:52:09, time: 2.168, data_time: 0.001, memory: 8260, loss_action_cls: 0.0412, recall@thr=0.5: 0.6624, prec@thr=0.5: 0.7432, recall@top3: 0.7773, prec@top3: 0.6344, recall@top5: 0.9191, prec@top5: 0.4611, loss: 0.0412, grad_norm: 0.1300 2021-03-01 22:17:13,394 - mmaction - INFO - Epoch [7][820/1921] lr: 1.500e-01, eta: 15:51:24, time: 2.176, data_time: 0.001, memory: 8260, loss_action_cls: 0.0428, recall@thr=0.5: 0.6448, prec@thr=0.5: 0.7299, recall@top3: 0.7747, prec@top3: 0.6380, recall@top5: 0.9158, prec@top5: 0.4634, loss: 0.0428, grad_norm: 0.1195 2021-03-01 22:17:55,944 - mmaction - INFO - Epoch [7][840/1921] lr: 1.500e-01, eta: 15:50:38, time: 2.127, data_time: 0.001, memory: 8260, loss_action_cls: 0.0416, recall@thr=0.5: 0.6476, prec@thr=0.5: 0.7343, recall@top3: 0.7812, prec@top3: 0.6319, recall@top5: 0.9212, prec@top5: 0.4580, loss: 0.0416, grad_norm: 0.1146 2021-03-01 22:18:39,319 - mmaction - INFO - Epoch [7][860/1921] lr: 1.500e-01, eta: 15:49:53, time: 2.169, data_time: 0.001, memory: 8260, loss_action_cls: 0.0417, recall@thr=0.5: 0.6506, prec@thr=0.5: 0.7381, recall@top3: 0.7735, prec@top3: 0.6301, recall@top5: 0.9155, prec@top5: 0.4579, loss: 0.0417, grad_norm: 0.1206 2021-03-01 22:19:23,017 - mmaction - INFO - Epoch [7][880/1921] lr: 1.500e-01, eta: 15:49:09, time: 2.185, data_time: 0.001, memory: 8260, loss_action_cls: 0.0425, recall@thr=0.5: 0.6467, prec@thr=0.5: 0.7173, recall@top3: 0.7679, prec@top3: 0.6260, recall@top5: 0.9130, prec@top5: 0.4573, loss: 0.0425, grad_norm: 0.1405 2021-03-01 22:20:06,374 - mmaction - INFO - Epoch [7][900/1921] lr: 1.500e-01, eta: 15:48:25, time: 2.168, data_time: 0.001, memory: 8260, loss_action_cls: 0.0423, recall@thr=0.5: 0.6380, prec@thr=0.5: 0.7308, recall@top3: 0.7724, prec@top3: 0.6257, recall@top5: 0.9146, prec@top5: 0.4548, loss: 0.0423, grad_norm: 0.1306 2021-03-01 22:20:48,984 - mmaction - INFO - Epoch [7][920/1921] lr: 1.500e-01, eta: 15:47:38, time: 2.131, data_time: 0.001, memory: 8260, loss_action_cls: 0.0413, recall@thr=0.5: 0.6567, prec@thr=0.5: 0.7327, recall@top3: 0.7786, prec@top3: 0.6357, recall@top5: 0.9220, prec@top5: 0.4618, loss: 0.0413, grad_norm: 0.1275 2021-03-01 22:21:31,261 - mmaction - INFO - Epoch [7][940/1921] lr: 1.500e-01, eta: 15:46:52, time: 2.114, data_time: 0.001, memory: 8260, loss_action_cls: 0.0436, recall@thr=0.5: 0.6447, prec@thr=0.5: 0.7274, recall@top3: 0.7658, prec@top3: 0.6180, recall@top5: 0.9121, prec@top5: 0.4534, loss: 0.0436, grad_norm: 0.1291 2021-03-01 22:22:14,616 - mmaction - INFO - Epoch [7][960/1921] lr: 1.500e-01, eta: 15:46:07, time: 2.168, data_time: 0.001, memory: 8260, loss_action_cls: 0.0424, recall@thr=0.5: 0.6423, prec@thr=0.5: 0.7275, recall@top3: 0.7684, prec@top3: 0.6305, recall@top5: 0.9117, prec@top5: 0.4587, loss: 0.0424, grad_norm: 0.1179 2021-03-01 22:22:58,273 - mmaction - INFO - Epoch [7][980/1921] lr: 1.500e-01, eta: 15:45:23, time: 2.183, data_time: 0.001, memory: 8260, loss_action_cls: 0.0419, recall@thr=0.5: 0.6421, prec@thr=0.5: 0.7312, recall@top3: 0.7768, prec@top3: 0.6375, recall@top5: 0.9173, prec@top5: 0.4617, loss: 0.0419, grad_norm: 0.1166 2021-03-01 22:23:41,484 - mmaction - INFO - Epoch [7][1000/1921] lr: 1.500e-01, eta: 15:44:38, time: 2.160, data_time: 0.001, memory: 8260, loss_action_cls: 0.0419, recall@thr=0.5: 0.6516, prec@thr=0.5: 0.7336, recall@top3: 0.7782, prec@top3: 0.6274, recall@top5: 0.9160, prec@top5: 0.4542, loss: 0.0419, grad_norm: 0.1253 2021-03-01 22:24:23,864 - mmaction - INFO - Epoch [7][1020/1921] lr: 1.500e-01, eta: 15:43:51, time: 2.119, data_time: 0.001, memory: 8260, loss_action_cls: 0.0415, recall@thr=0.5: 0.6516, prec@thr=0.5: 0.7458, recall@top3: 0.7759, prec@top3: 0.6363, recall@top5: 0.9154, prec@top5: 0.4612, loss: 0.0415, grad_norm: 0.1171 2021-03-01 22:25:07,600 - mmaction - INFO - Epoch [7][1040/1921] lr: 1.500e-01, eta: 15:43:07, time: 2.187, data_time: 0.001, memory: 8260, loss_action_cls: 0.0418, recall@thr=0.5: 0.6407, prec@thr=0.5: 0.7173, recall@top3: 0.7683, prec@top3: 0.6212, recall@top5: 0.9184, prec@top5: 0.4542, loss: 0.0418, grad_norm: 0.1267 2021-03-01 22:25:50,223 - mmaction - INFO - Epoch [7][1060/1921] lr: 1.500e-01, eta: 15:42:21, time: 2.131, data_time: 0.002, memory: 8260, loss_action_cls: 0.0422, recall@thr=0.5: 0.6459, prec@thr=0.5: 0.7391, recall@top3: 0.7724, prec@top3: 0.6261, recall@top5: 0.9156, prec@top5: 0.4557, loss: 0.0422, grad_norm: 0.1210 2021-03-01 22:26:33,589 - mmaction - INFO - Epoch [7][1080/1921] lr: 1.500e-01, eta: 15:41:37, time: 2.168, data_time: 0.001, memory: 8260, loss_action_cls: 0.0420, recall@thr=0.5: 0.6525, prec@thr=0.5: 0.7301, recall@top3: 0.7709, prec@top3: 0.6264, recall@top5: 0.9181, prec@top5: 0.4576, loss: 0.0420, grad_norm: 0.1243 2021-03-01 22:27:17,483 - mmaction - INFO - Epoch [7][1100/1921] lr: 1.500e-01, eta: 15:40:53, time: 2.195, data_time: 0.001, memory: 8260, loss_action_cls: 0.0421, recall@thr=0.5: 0.6391, prec@thr=0.5: 0.7306, recall@top3: 0.7674, prec@top3: 0.6324, recall@top5: 0.9154, prec@top5: 0.4617, loss: 0.0421, grad_norm: 0.1208 2021-03-01 22:28:00,683 - mmaction - INFO - Epoch [7][1120/1921] lr: 1.500e-01, eta: 15:40:08, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0423, recall@thr=0.5: 0.6415, prec@thr=0.5: 0.7268, recall@top3: 0.7699, prec@top3: 0.6268, recall@top5: 0.9159, prec@top5: 0.4584, loss: 0.0423, grad_norm: 0.1252 2021-03-01 22:28:43,822 - mmaction - INFO - Epoch [7][1140/1921] lr: 1.500e-01, eta: 15:39:23, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6582, prec@thr=0.5: 0.7304, recall@top3: 0.7864, prec@top3: 0.6427, recall@top5: 0.9210, prec@top5: 0.4613, loss: 0.0408, grad_norm: 0.1172 2021-03-01 22:29:27,088 - mmaction - INFO - Epoch [7][1160/1921] lr: 1.500e-01, eta: 15:38:38, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0414, recall@thr=0.5: 0.6421, prec@thr=0.5: 0.7249, recall@top3: 0.7733, prec@top3: 0.6308, recall@top5: 0.9177, prec@top5: 0.4603, loss: 0.0414, grad_norm: 0.1179 2021-03-01 22:30:09,620 - mmaction - INFO - Epoch [7][1180/1921] lr: 1.500e-01, eta: 15:37:52, time: 2.127, data_time: 0.001, memory: 8270, loss_action_cls: 0.0426, recall@thr=0.5: 0.6403, prec@thr=0.5: 0.7280, recall@top3: 0.7655, prec@top3: 0.6333, recall@top5: 0.9141, prec@top5: 0.4629, loss: 0.0426, grad_norm: 0.1236 2021-03-01 22:30:53,446 - mmaction - INFO - Epoch [7][1200/1921] lr: 1.500e-01, eta: 15:37:08, time: 2.191, data_time: 0.001, memory: 8270, loss_action_cls: 0.0411, recall@thr=0.5: 0.6644, prec@thr=0.5: 0.7380, recall@top3: 0.7784, prec@top3: 0.6324, recall@top5: 0.9179, prec@top5: 0.4582, loss: 0.0411, grad_norm: 0.1206 2021-03-01 22:31:36,159 - mmaction - INFO - Epoch [7][1220/1921] lr: 1.500e-01, eta: 15:36:23, time: 2.136, data_time: 0.001, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6639, prec@thr=0.5: 0.7422, recall@top3: 0.7845, prec@top3: 0.6441, recall@top5: 0.9185, prec@top5: 0.4635, loss: 0.0408, grad_norm: 0.1324 2021-03-01 22:32:19,174 - mmaction - INFO - Epoch [7][1240/1921] lr: 1.500e-01, eta: 15:35:37, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0419, recall@thr=0.5: 0.6654, prec@thr=0.5: 0.7405, recall@top3: 0.7772, prec@top3: 0.6365, recall@top5: 0.9226, prec@top5: 0.4645, loss: 0.0419, grad_norm: 0.1311 2021-03-01 22:33:02,894 - mmaction - INFO - Epoch [7][1260/1921] lr: 1.500e-01, eta: 15:34:53, time: 2.186, data_time: 0.001, memory: 8270, loss_action_cls: 0.0417, recall@thr=0.5: 0.6539, prec@thr=0.5: 0.7353, recall@top3: 0.7782, prec@top3: 0.6370, recall@top5: 0.9192, prec@top5: 0.4616, loss: 0.0417, grad_norm: 0.1204 2021-03-01 22:33:46,778 - mmaction - INFO - Epoch [7][1280/1921] lr: 1.500e-01, eta: 15:34:10, time: 2.194, data_time: 0.001, memory: 8270, loss_action_cls: 0.0426, recall@thr=0.5: 0.6517, prec@thr=0.5: 0.7314, recall@top3: 0.7707, prec@top3: 0.6391, recall@top5: 0.9116, prec@top5: 0.4652, loss: 0.0426, grad_norm: 0.1214 2021-03-01 22:34:29,682 - mmaction - INFO - Epoch [7][1300/1921] lr: 1.500e-01, eta: 15:33:24, time: 2.145, data_time: 0.001, memory: 8270, loss_action_cls: 0.0426, recall@thr=0.5: 0.6472, prec@thr=0.5: 0.7322, recall@top3: 0.7697, prec@top3: 0.6282, recall@top5: 0.9102, prec@top5: 0.4558, loss: 0.0426, grad_norm: 0.1251 2021-03-01 22:35:11,715 - mmaction - INFO - Epoch [7][1320/1921] lr: 1.500e-01, eta: 15:32:37, time: 2.102, data_time: 0.001, memory: 8270, loss_action_cls: 0.0419, recall@thr=0.5: 0.6481, prec@thr=0.5: 0.7244, recall@top3: 0.7743, prec@top3: 0.6263, recall@top5: 0.9154, prec@top5: 0.4546, loss: 0.0419, grad_norm: 0.1271 2021-03-01 22:35:54,123 - mmaction - INFO - Epoch [7][1340/1921] lr: 1.500e-01, eta: 15:31:51, time: 2.120, data_time: 0.001, memory: 8270, loss_action_cls: 0.0419, recall@thr=0.5: 0.6418, prec@thr=0.5: 0.7345, recall@top3: 0.7746, prec@top3: 0.6321, recall@top5: 0.9150, prec@top5: 0.4571, loss: 0.0419, grad_norm: 0.1175 2021-03-01 22:36:36,978 - mmaction - INFO - Epoch [7][1360/1921] lr: 1.500e-01, eta: 15:31:05, time: 2.143, data_time: 0.001, memory: 8270, loss_action_cls: 0.0404, recall@thr=0.5: 0.6721, prec@thr=0.5: 0.7467, recall@top3: 0.7857, prec@top3: 0.6431, recall@top5: 0.9237, prec@top5: 0.4648, loss: 0.0404, grad_norm: 0.1205 2021-03-01 22:37:20,277 - mmaction - INFO - Epoch [7][1380/1921] lr: 1.500e-01, eta: 15:30:20, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0417, recall@thr=0.5: 0.6621, prec@thr=0.5: 0.7384, recall@top3: 0.7808, prec@top3: 0.6402, recall@top5: 0.9187, prec@top5: 0.4627, loss: 0.0417, grad_norm: 0.1215 2021-03-01 22:38:03,633 - mmaction - INFO - Epoch [7][1400/1921] lr: 1.500e-01, eta: 15:29:36, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0411, recall@thr=0.5: 0.6570, prec@thr=0.5: 0.7426, recall@top3: 0.7786, prec@top3: 0.6342, recall@top5: 0.9188, prec@top5: 0.4607, loss: 0.0411, grad_norm: 0.1236 2021-03-01 22:38:46,049 - mmaction - INFO - Epoch [7][1420/1921] lr: 1.500e-01, eta: 15:28:50, time: 2.121, data_time: 0.001, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6709, prec@thr=0.5: 0.7446, recall@top3: 0.7826, prec@top3: 0.6391, recall@top5: 0.9224, prec@top5: 0.4622, loss: 0.0408, grad_norm: 0.1224 2021-03-01 22:39:29,589 - mmaction - INFO - Epoch [7][1440/1921] lr: 1.500e-01, eta: 15:28:05, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0420, recall@thr=0.5: 0.6594, prec@thr=0.5: 0.7378, recall@top3: 0.7781, prec@top3: 0.6392, recall@top5: 0.9174, prec@top5: 0.4634, loss: 0.0420, grad_norm: 0.1233 2021-03-01 22:40:12,652 - mmaction - INFO - Epoch [7][1460/1921] lr: 1.500e-01, eta: 15:27:20, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0416, recall@thr=0.5: 0.6540, prec@thr=0.5: 0.7379, recall@top3: 0.7786, prec@top3: 0.6369, recall@top5: 0.9193, prec@top5: 0.4616, loss: 0.0416, grad_norm: 0.1214 2021-03-01 22:40:56,144 - mmaction - INFO - Epoch [7][1480/1921] lr: 1.500e-01, eta: 15:26:36, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0425, recall@thr=0.5: 0.6389, prec@thr=0.5: 0.7268, recall@top3: 0.7733, prec@top3: 0.6299, recall@top5: 0.9198, prec@top5: 0.4600, loss: 0.0425, grad_norm: 0.1301 2021-03-01 22:41:39,391 - mmaction - INFO - Epoch [7][1500/1921] lr: 1.500e-01, eta: 15:25:51, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0417, recall@thr=0.5: 0.6561, prec@thr=0.5: 0.7377, recall@top3: 0.7757, prec@top3: 0.6381, recall@top5: 0.9177, prec@top5: 0.4640, loss: 0.0417, grad_norm: 0.1215 2021-03-01 22:42:22,410 - mmaction - INFO - Epoch [7][1520/1921] lr: 1.500e-01, eta: 15:25:06, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6636, prec@thr=0.5: 0.7401, recall@top3: 0.7816, prec@top3: 0.6355, recall@top5: 0.9222, prec@top5: 0.4609, loss: 0.0412, grad_norm: 0.1277 2021-03-01 22:43:04,957 - mmaction - INFO - Epoch [7][1540/1921] lr: 1.500e-01, eta: 15:24:20, time: 2.127, data_time: 0.001, memory: 8270, loss_action_cls: 0.0420, recall@thr=0.5: 0.6456, prec@thr=0.5: 0.7285, recall@top3: 0.7747, prec@top3: 0.6300, recall@top5: 0.9202, prec@top5: 0.4585, loss: 0.0420, grad_norm: 0.1184 2021-03-01 22:43:48,363 - mmaction - INFO - Epoch [7][1560/1921] lr: 1.500e-01, eta: 15:23:36, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0411, recall@thr=0.5: 0.6639, prec@thr=0.5: 0.7380, recall@top3: 0.7785, prec@top3: 0.6340, recall@top5: 0.9156, prec@top5: 0.4588, loss: 0.0411, grad_norm: 0.1144 2021-03-01 22:44:32,102 - mmaction - INFO - Epoch [7][1580/1921] lr: 1.500e-01, eta: 15:22:52, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0413, recall@thr=0.5: 0.6498, prec@thr=0.5: 0.7388, recall@top3: 0.7782, prec@top3: 0.6309, recall@top5: 0.9208, prec@top5: 0.4583, loss: 0.0413, grad_norm: 0.1225 2021-03-01 22:45:15,456 - mmaction - INFO - Epoch [7][1600/1921] lr: 1.500e-01, eta: 15:22:07, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0425, recall@thr=0.5: 0.6448, prec@thr=0.5: 0.7232, recall@top3: 0.7705, prec@top3: 0.6311, recall@top5: 0.9149, prec@top5: 0.4586, loss: 0.0425, grad_norm: 0.1347 2021-03-01 22:45:58,211 - mmaction - INFO - Epoch [7][1620/1921] lr: 1.500e-01, eta: 15:21:22, time: 2.138, data_time: 0.001, memory: 8270, loss_action_cls: 0.0423, recall@thr=0.5: 0.6453, prec@thr=0.5: 0.7361, recall@top3: 0.7718, prec@top3: 0.6234, recall@top5: 0.9126, prec@top5: 0.4523, loss: 0.0423, grad_norm: 0.1190 2021-03-01 22:46:40,673 - mmaction - INFO - Epoch [7][1640/1921] lr: 1.500e-01, eta: 15:20:35, time: 2.123, data_time: 0.001, memory: 8270, loss_action_cls: 0.0415, recall@thr=0.5: 0.6590, prec@thr=0.5: 0.7372, recall@top3: 0.7809, prec@top3: 0.6417, recall@top5: 0.9199, prec@top5: 0.4633, loss: 0.0415, grad_norm: 0.1264 2021-03-01 22:47:24,436 - mmaction - INFO - Epoch [7][1660/1921] lr: 1.500e-01, eta: 15:19:52, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0418, recall@thr=0.5: 0.6555, prec@thr=0.5: 0.7318, recall@top3: 0.7752, prec@top3: 0.6387, recall@top5: 0.9153, prec@top5: 0.4613, loss: 0.0418, grad_norm: 0.1149 2021-03-01 22:48:07,389 - mmaction - INFO - Epoch [7][1680/1921] lr: 1.500e-01, eta: 15:19:06, time: 2.147, data_time: 0.004, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6536, prec@thr=0.5: 0.7344, recall@top3: 0.7795, prec@top3: 0.6380, recall@top5: 0.9205, prec@top5: 0.4630, loss: 0.0412, grad_norm: 0.1242 2021-03-01 22:48:51,255 - mmaction - INFO - Epoch [7][1700/1921] lr: 1.500e-01, eta: 15:18:23, time: 2.193, data_time: 0.001, memory: 8270, loss_action_cls: 0.0416, recall@thr=0.5: 0.6461, prec@thr=0.5: 0.7360, recall@top3: 0.7727, prec@top3: 0.6303, recall@top5: 0.9138, prec@top5: 0.4582, loss: 0.0416, grad_norm: 0.1200 2021-03-01 22:49:34,341 - mmaction - INFO - Epoch [7][1720/1921] lr: 1.500e-01, eta: 15:17:38, time: 2.155, data_time: 0.001, memory: 8270, loss_action_cls: 0.0417, recall@thr=0.5: 0.6518, prec@thr=0.5: 0.7358, recall@top3: 0.7763, prec@top3: 0.6249, recall@top5: 0.9154, prec@top5: 0.4528, loss: 0.0417, grad_norm: 0.1273 2021-03-01 22:50:17,918 - mmaction - INFO - Epoch [7][1740/1921] lr: 1.500e-01, eta: 15:16:54, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0416, recall@thr=0.5: 0.6563, prec@thr=0.5: 0.7335, recall@top3: 0.7729, prec@top3: 0.6395, recall@top5: 0.9177, prec@top5: 0.4667, loss: 0.0416, grad_norm: 0.1192 2021-03-01 22:51:00,921 - mmaction - INFO - Epoch [7][1760/1921] lr: 1.500e-01, eta: 15:16:09, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0425, recall@thr=0.5: 0.6451, prec@thr=0.5: 0.7354, recall@top3: 0.7686, prec@top3: 0.6187, recall@top5: 0.9119, prec@top5: 0.4502, loss: 0.0425, grad_norm: 0.1244 2021-03-01 22:51:44,484 - mmaction - INFO - Epoch [7][1780/1921] lr: 1.500e-01, eta: 15:15:25, time: 2.178, data_time: 0.001, memory: 8270, loss_action_cls: 0.0430, recall@thr=0.5: 0.6530, prec@thr=0.5: 0.7262, recall@top3: 0.7689, prec@top3: 0.6324, recall@top5: 0.9127, prec@top5: 0.4602, loss: 0.0430, grad_norm: 0.1470 2021-03-01 22:52:27,205 - mmaction - INFO - Epoch [7][1800/1921] lr: 1.500e-01, eta: 15:14:39, time: 2.136, data_time: 0.001, memory: 8270, loss_action_cls: 0.0414, recall@thr=0.5: 0.6607, prec@thr=0.5: 0.7451, recall@top3: 0.7795, prec@top3: 0.6409, recall@top5: 0.9205, prec@top5: 0.4645, loss: 0.0414, grad_norm: 0.1245 2021-03-01 22:53:09,771 - mmaction - INFO - Epoch [7][1820/1921] lr: 1.500e-01, eta: 15:13:53, time: 2.128, data_time: 0.001, memory: 8270, loss_action_cls: 0.0413, recall@thr=0.5: 0.6548, prec@thr=0.5: 0.7336, recall@top3: 0.7817, prec@top3: 0.6311, recall@top5: 0.9189, prec@top5: 0.4555, loss: 0.0413, grad_norm: 0.1181 2021-03-01 22:53:53,650 - mmaction - INFO - Epoch [7][1840/1921] lr: 1.500e-01, eta: 15:13:10, time: 2.194, data_time: 0.001, memory: 8270, loss_action_cls: 0.0427, recall@thr=0.5: 0.6542, prec@thr=0.5: 0.7435, recall@top3: 0.7708, prec@top3: 0.6360, recall@top5: 0.9140, prec@top5: 0.4639, loss: 0.0427, grad_norm: 0.1199 2021-03-01 22:54:36,321 - mmaction - INFO - Epoch [7][1860/1921] lr: 1.500e-01, eta: 15:12:24, time: 2.133, data_time: 0.001, memory: 8270, loss_action_cls: 0.0424, recall@thr=0.5: 0.6451, prec@thr=0.5: 0.7285, recall@top3: 0.7626, prec@top3: 0.6302, recall@top5: 0.9087, prec@top5: 0.4611, loss: 0.0424, grad_norm: 0.1305 2021-03-01 22:55:18,738 - mmaction - INFO - Epoch [7][1880/1921] lr: 1.500e-01, eta: 15:11:38, time: 2.121, data_time: 0.001, memory: 8270, loss_action_cls: 0.0424, recall@thr=0.5: 0.6492, prec@thr=0.5: 0.7247, recall@top3: 0.7733, prec@top3: 0.6280, recall@top5: 0.9153, prec@top5: 0.4587, loss: 0.0424, grad_norm: 0.1328 2021-03-01 22:56:02,119 - mmaction - INFO - Epoch [7][1900/1921] lr: 1.500e-01, eta: 15:10:53, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0411, recall@thr=0.5: 0.6565, prec@thr=0.5: 0.7326, recall@top3: 0.7725, prec@top3: 0.6316, recall@top5: 0.9230, prec@top5: 0.4625, loss: 0.0411, grad_norm: 0.1205 2021-03-01 22:56:43,585 - mmaction - INFO - Epoch [7][1920/1921] lr: 1.500e-01, eta: 15:10:05, time: 2.073, data_time: 0.001, memory: 8270, loss_action_cls: 0.0409, recall@thr=0.5: 0.6645, prec@thr=0.5: 0.7436, recall@top3: 0.7812, prec@top3: 0.6381, recall@top5: 0.9169, prec@top5: 0.4603, loss: 0.0409, grad_norm: 0.1185 2021-03-01 22:56:49,016 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-03-01 23:07:48,744 - mmaction - INFO - Evaluating mAP ... 2021-03-01 23:15:55,488 - mmaction - INFO - mAP@0.5IOU 0.2137 2021-03-01 23:15:55,805 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_7.pth. 2021-03-01 23:15:55,805 - mmaction - INFO - Best mAP@0.5IOU is 0.2137 at 7 epoch. 2021-03-01 23:15:56,984 - mmaction - INFO - Epoch(val) [7][1921] mAP@0.5IOU: 0.2137 2021-03-01 23:17:29,754 - mmaction - INFO - Epoch [8][20/1921] lr: 1.500e-01, eta: 15:10:46, time: 4.637, data_time: 2.547, memory: 8270, loss_action_cls: 0.0396, recall@thr=0.5: 0.6733, prec@thr=0.5: 0.7539, recall@top3: 0.7908, prec@top3: 0.6435, recall@top5: 0.9257, prec@top5: 0.4641, loss: 0.0396, grad_norm: 0.1167 2021-03-01 23:18:12,570 - mmaction - INFO - Epoch [8][40/1921] lr: 1.500e-01, eta: 15:10:01, time: 2.141, data_time: 0.002, memory: 8270, loss_action_cls: 0.0403, recall@thr=0.5: 0.6754, prec@thr=0.5: 0.7536, recall@top3: 0.7893, prec@top3: 0.6566, recall@top5: 0.9238, prec@top5: 0.4722, loss: 0.0403, grad_norm: 0.1203 2021-03-01 23:18:55,606 - mmaction - INFO - Epoch [8][60/1921] lr: 1.500e-01, eta: 15:09:15, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0424, recall@thr=0.5: 0.6477, prec@thr=0.5: 0.7275, recall@top3: 0.7756, prec@top3: 0.6269, recall@top5: 0.9132, prec@top5: 0.4555, loss: 0.0424, grad_norm: 0.1333 2021-03-01 23:19:39,291 - mmaction - INFO - Epoch [8][80/1921] lr: 1.500e-01, eta: 15:08:31, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0399, recall@thr=0.5: 0.6605, prec@thr=0.5: 0.7336, recall@top3: 0.7880, prec@top3: 0.6391, recall@top5: 0.9250, prec@top5: 0.4612, loss: 0.0399, grad_norm: 0.1230 2021-03-01 23:20:23,585 - mmaction - INFO - Epoch [8][100/1921] lr: 1.500e-01, eta: 15:07:49, time: 2.215, data_time: 0.001, memory: 8270, loss_action_cls: 0.0398, recall@thr=0.5: 0.6802, prec@thr=0.5: 0.7558, recall@top3: 0.7898, prec@top3: 0.6470, recall@top5: 0.9251, prec@top5: 0.4654, loss: 0.0398, grad_norm: 0.1224 2021-03-01 23:21:07,511 - mmaction - INFO - Epoch [8][120/1921] lr: 1.500e-01, eta: 15:07:05, time: 2.196, data_time: 0.001, memory: 8270, loss_action_cls: 0.0411, recall@thr=0.5: 0.6680, prec@thr=0.5: 0.7402, recall@top3: 0.7812, prec@top3: 0.6317, recall@top5: 0.9197, prec@top5: 0.4579, loss: 0.0411, grad_norm: 0.1274 2021-03-01 23:21:51,650 - mmaction - INFO - Epoch [8][140/1921] lr: 1.500e-01, eta: 15:06:22, time: 2.207, data_time: 0.001, memory: 8270, loss_action_cls: 0.0422, recall@thr=0.5: 0.6562, prec@thr=0.5: 0.7365, recall@top3: 0.7668, prec@top3: 0.6326, recall@top5: 0.9174, prec@top5: 0.4640, loss: 0.0422, grad_norm: 0.1305 2021-03-01 23:22:34,566 - mmaction - INFO - Epoch [8][160/1921] lr: 1.500e-01, eta: 15:05:36, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0410, recall@thr=0.5: 0.6516, prec@thr=0.5: 0.7399, recall@top3: 0.7764, prec@top3: 0.6314, recall@top5: 0.9193, prec@top5: 0.4586, loss: 0.0410, grad_norm: 0.1240 2021-03-01 23:23:17,297 - mmaction - INFO - Epoch [8][180/1921] lr: 1.500e-01, eta: 15:04:51, time: 2.136, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6583, prec@thr=0.5: 0.7399, recall@top3: 0.7751, prec@top3: 0.6347, recall@top5: 0.9207, prec@top5: 0.4632, loss: 0.0412, grad_norm: 0.1418 2021-03-01 23:24:01,268 - mmaction - INFO - Epoch [8][200/1921] lr: 1.500e-01, eta: 15:04:07, time: 2.199, data_time: 0.001, memory: 8270, loss_action_cls: 0.0411, recall@thr=0.5: 0.6573, prec@thr=0.5: 0.7317, recall@top3: 0.7820, prec@top3: 0.6412, recall@top5: 0.9189, prec@top5: 0.4619, loss: 0.0411, grad_norm: 0.1324 2021-03-01 23:24:44,952 - mmaction - INFO - Epoch [8][220/1921] lr: 1.500e-01, eta: 15:03:23, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0404, recall@thr=0.5: 0.6680, prec@thr=0.5: 0.7491, recall@top3: 0.7859, prec@top3: 0.6482, recall@top5: 0.9220, prec@top5: 0.4669, loss: 0.0404, grad_norm: 0.1218 2021-03-01 23:25:28,300 - mmaction - INFO - Epoch [8][240/1921] lr: 1.500e-01, eta: 15:02:39, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0407, recall@thr=0.5: 0.6606, prec@thr=0.5: 0.7392, recall@top3: 0.7828, prec@top3: 0.6412, recall@top5: 0.9189, prec@top5: 0.4612, loss: 0.0407, grad_norm: 0.1276 2021-03-01 23:26:11,288 - mmaction - INFO - Epoch [8][260/1921] lr: 1.500e-01, eta: 15:01:53, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0409, recall@thr=0.5: 0.6595, prec@thr=0.5: 0.7448, recall@top3: 0.7861, prec@top3: 0.6407, recall@top5: 0.9229, prec@top5: 0.4619, loss: 0.0409, grad_norm: 0.1214 2021-03-01 23:26:55,188 - mmaction - INFO - Epoch [8][280/1921] lr: 1.500e-01, eta: 15:01:10, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6661, prec@thr=0.5: 0.7397, recall@top3: 0.7799, prec@top3: 0.6439, recall@top5: 0.9217, prec@top5: 0.4677, loss: 0.0408, grad_norm: 0.1192 2021-03-01 23:27:38,421 - mmaction - INFO - Epoch [8][300/1921] lr: 1.500e-01, eta: 15:00:25, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6636, prec@thr=0.5: 0.7399, recall@top3: 0.7840, prec@top3: 0.6379, recall@top5: 0.9226, prec@top5: 0.4609, loss: 0.0408, grad_norm: 0.1323 2021-03-01 23:28:21,632 - mmaction - INFO - Epoch [8][320/1921] lr: 1.500e-01, eta: 14:59:40, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0415, recall@thr=0.5: 0.6493, prec@thr=0.5: 0.7390, recall@top3: 0.7733, prec@top3: 0.6291, recall@top5: 0.9155, prec@top5: 0.4566, loss: 0.0415, grad_norm: 0.1321 2021-03-01 23:29:05,223 - mmaction - INFO - Epoch [8][340/1921] lr: 1.500e-01, eta: 14:58:56, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6551, prec@thr=0.5: 0.7338, recall@top3: 0.7774, prec@top3: 0.6389, recall@top5: 0.9170, prec@top5: 0.4617, loss: 0.0412, grad_norm: 0.1218 2021-03-01 23:29:49,094 - mmaction - INFO - Epoch [8][360/1921] lr: 1.500e-01, eta: 14:58:12, time: 2.194, data_time: 0.001, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6679, prec@thr=0.5: 0.7407, recall@top3: 0.7810, prec@top3: 0.6401, recall@top5: 0.9185, prec@top5: 0.4609, loss: 0.0408, grad_norm: 0.1166 2021-03-01 23:30:32,304 - mmaction - INFO - Epoch [8][380/1921] lr: 1.500e-01, eta: 14:57:27, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0409, recall@thr=0.5: 0.6551, prec@thr=0.5: 0.7346, recall@top3: 0.7805, prec@top3: 0.6352, recall@top5: 0.9206, prec@top5: 0.4597, loss: 0.0409, grad_norm: 0.1211 2021-03-01 23:31:15,964 - mmaction - INFO - Epoch [8][400/1921] lr: 1.500e-01, eta: 14:56:43, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0421, recall@thr=0.5: 0.6519, prec@thr=0.5: 0.7343, recall@top3: 0.7754, prec@top3: 0.6406, recall@top5: 0.9135, prec@top5: 0.4634, loss: 0.0421, grad_norm: 0.1245 2021-03-01 23:31:58,628 - mmaction - INFO - Epoch [8][420/1921] lr: 1.500e-01, eta: 14:55:58, time: 2.133, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6647, prec@thr=0.5: 0.7330, recall@top3: 0.7792, prec@top3: 0.6376, recall@top5: 0.9206, prec@top5: 0.4635, loss: 0.0412, grad_norm: 0.1362 2021-03-01 23:32:42,654 - mmaction - INFO - Epoch [8][440/1921] lr: 1.500e-01, eta: 14:55:14, time: 2.201, data_time: 0.001, memory: 8270, loss_action_cls: 0.0424, recall@thr=0.5: 0.6448, prec@thr=0.5: 0.7344, recall@top3: 0.7680, prec@top3: 0.6360, recall@top5: 0.9134, prec@top5: 0.4644, loss: 0.0424, grad_norm: 0.1372 2021-03-01 23:33:25,947 - mmaction - INFO - Epoch [8][460/1921] lr: 1.500e-01, eta: 14:54:30, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0409, recall@thr=0.5: 0.6650, prec@thr=0.5: 0.7339, recall@top3: 0.7830, prec@top3: 0.6338, recall@top5: 0.9206, prec@top5: 0.4580, loss: 0.0409, grad_norm: 0.1466 2021-03-01 23:34:08,586 - mmaction - INFO - Epoch [8][480/1921] lr: 1.500e-01, eta: 14:53:44, time: 2.132, data_time: 0.001, memory: 8270, loss_action_cls: 0.0413, recall@thr=0.5: 0.6554, prec@thr=0.5: 0.7436, recall@top3: 0.7845, prec@top3: 0.6370, recall@top5: 0.9173, prec@top5: 0.4576, loss: 0.0413, grad_norm: 0.1276 2021-03-01 23:34:52,029 - mmaction - INFO - Epoch [8][500/1921] lr: 1.500e-01, eta: 14:52:59, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0404, recall@thr=0.5: 0.6643, prec@thr=0.5: 0.7436, recall@top3: 0.7891, prec@top3: 0.6394, recall@top5: 0.9206, prec@top5: 0.4569, loss: 0.0404, grad_norm: 0.1250 2021-03-01 23:35:35,421 - mmaction - INFO - Epoch [8][520/1921] lr: 1.500e-01, eta: 14:52:15, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6711, prec@thr=0.5: 0.7434, recall@top3: 0.7893, prec@top3: 0.6391, recall@top5: 0.9265, prec@top5: 0.4619, loss: 0.0402, grad_norm: 0.1149 2021-03-01 23:36:20,219 - mmaction - INFO - Epoch [8][540/1921] lr: 1.500e-01, eta: 14:51:33, time: 2.240, data_time: 0.001, memory: 8270, loss_action_cls: 0.0425, recall@thr=0.5: 0.6482, prec@thr=0.5: 0.7258, recall@top3: 0.7669, prec@top3: 0.6283, recall@top5: 0.9144, prec@top5: 0.4601, loss: 0.0425, grad_norm: 0.1396 2021-03-01 23:37:03,471 - mmaction - INFO - Epoch [8][560/1921] lr: 1.500e-01, eta: 14:50:48, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6579, prec@thr=0.5: 0.7390, recall@top3: 0.7771, prec@top3: 0.6366, recall@top5: 0.9186, prec@top5: 0.4619, loss: 0.0412, grad_norm: 0.1215 2021-03-01 23:37:47,318 - mmaction - INFO - Epoch [8][580/1921] lr: 1.500e-01, eta: 14:50:04, time: 2.192, data_time: 0.001, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6677, prec@thr=0.5: 0.7435, recall@top3: 0.7860, prec@top3: 0.6419, recall@top5: 0.9261, prec@top5: 0.4633, loss: 0.0408, grad_norm: 0.1261 2021-03-01 23:38:31,770 - mmaction - INFO - Epoch [8][600/1921] lr: 1.500e-01, eta: 14:49:22, time: 2.223, data_time: 0.001, memory: 8270, loss_action_cls: 0.0425, recall@thr=0.5: 0.6396, prec@thr=0.5: 0.7234, recall@top3: 0.7717, prec@top3: 0.6230, recall@top5: 0.9101, prec@top5: 0.4517, loss: 0.0425, grad_norm: 0.1290 2021-03-01 23:39:15,104 - mmaction - INFO - Epoch [8][620/1921] lr: 1.500e-01, eta: 14:48:37, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0425, recall@thr=0.5: 0.6475, prec@thr=0.5: 0.7319, recall@top3: 0.7704, prec@top3: 0.6325, recall@top5: 0.9122, prec@top5: 0.4593, loss: 0.0425, grad_norm: 0.1284 2021-03-01 23:39:58,849 - mmaction - INFO - Epoch [8][640/1921] lr: 1.500e-01, eta: 14:47:53, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0414, recall@thr=0.5: 0.6538, prec@thr=0.5: 0.7390, recall@top3: 0.7834, prec@top3: 0.6365, recall@top5: 0.9186, prec@top5: 0.4581, loss: 0.0414, grad_norm: 0.1238 2021-03-01 23:40:43,435 - mmaction - INFO - Epoch [8][660/1921] lr: 1.500e-01, eta: 14:47:11, time: 2.229, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6555, prec@thr=0.5: 0.7285, recall@top3: 0.7773, prec@top3: 0.6367, recall@top5: 0.9200, prec@top5: 0.4629, loss: 0.0412, grad_norm: 0.1213 2021-03-01 23:41:26,664 - mmaction - INFO - Epoch [8][680/1921] lr: 1.500e-01, eta: 14:46:26, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0417, recall@thr=0.5: 0.6458, prec@thr=0.5: 0.7295, recall@top3: 0.7760, prec@top3: 0.6307, recall@top5: 0.9165, prec@top5: 0.4575, loss: 0.0417, grad_norm: 0.1275 2021-03-01 23:42:10,779 - mmaction - INFO - Epoch [8][700/1921] lr: 1.500e-01, eta: 14:45:43, time: 2.206, data_time: 0.001, memory: 8270, loss_action_cls: 0.0414, recall@thr=0.5: 0.6600, prec@thr=0.5: 0.7374, recall@top3: 0.7756, prec@top3: 0.6407, recall@top5: 0.9169, prec@top5: 0.4634, loss: 0.0414, grad_norm: 0.1271 2021-03-01 23:42:54,205 - mmaction - INFO - Epoch [8][720/1921] lr: 1.500e-01, eta: 14:44:59, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0399, recall@thr=0.5: 0.6730, prec@thr=0.5: 0.7483, recall@top3: 0.7932, prec@top3: 0.6442, recall@top5: 0.9209, prec@top5: 0.4592, loss: 0.0399, grad_norm: 0.1202 2021-03-01 23:43:37,715 - mmaction - INFO - Epoch [8][740/1921] lr: 1.500e-01, eta: 14:44:14, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0416, recall@thr=0.5: 0.6562, prec@thr=0.5: 0.7377, recall@top3: 0.7768, prec@top3: 0.6362, recall@top5: 0.9202, prec@top5: 0.4629, loss: 0.0416, grad_norm: 0.1222 2021-03-01 23:44:21,128 - mmaction - INFO - Epoch [8][760/1921] lr: 1.500e-01, eta: 14:43:30, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0421, recall@thr=0.5: 0.6460, prec@thr=0.5: 0.7337, recall@top3: 0.7736, prec@top3: 0.6282, recall@top5: 0.9114, prec@top5: 0.4532, loss: 0.0421, grad_norm: 0.1284 2021-03-01 23:45:04,357 - mmaction - INFO - Epoch [8][780/1921] lr: 1.500e-01, eta: 14:42:45, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0414, recall@thr=0.5: 0.6558, prec@thr=0.5: 0.7447, recall@top3: 0.7793, prec@top3: 0.6327, recall@top5: 0.9175, prec@top5: 0.4591, loss: 0.0414, grad_norm: 0.1431 2021-03-01 23:45:47,972 - mmaction - INFO - Epoch [8][800/1921] lr: 1.500e-01, eta: 14:42:01, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6598, prec@thr=0.5: 0.7360, recall@top3: 0.7821, prec@top3: 0.6419, recall@top5: 0.9200, prec@top5: 0.4647, loss: 0.0412, grad_norm: 0.1307 2021-03-01 23:46:31,443 - mmaction - INFO - Epoch [8][820/1921] lr: 1.500e-01, eta: 14:41:17, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0420, recall@thr=0.5: 0.6373, prec@thr=0.5: 0.7246, recall@top3: 0.7667, prec@top3: 0.6208, recall@top5: 0.9125, prec@top5: 0.4545, loss: 0.0420, grad_norm: 0.1255 2021-03-01 23:47:15,293 - mmaction - INFO - Epoch [8][840/1921] lr: 1.500e-01, eta: 14:40:33, time: 2.192, data_time: 0.001, memory: 8270, loss_action_cls: 0.0411, recall@thr=0.5: 0.6708, prec@thr=0.5: 0.7470, recall@top3: 0.7811, prec@top3: 0.6420, recall@top5: 0.9224, prec@top5: 0.4651, loss: 0.0411, grad_norm: 0.1315 2021-03-01 23:47:58,927 - mmaction - INFO - Epoch [8][860/1921] lr: 1.500e-01, eta: 14:39:49, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0409, recall@thr=0.5: 0.6646, prec@thr=0.5: 0.7450, recall@top3: 0.7772, prec@top3: 0.6357, recall@top5: 0.9198, prec@top5: 0.4620, loss: 0.0409, grad_norm: 0.1191 2021-03-01 23:48:41,464 - mmaction - INFO - Epoch [8][880/1921] lr: 1.500e-01, eta: 14:39:03, time: 2.127, data_time: 0.001, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6692, prec@thr=0.5: 0.7478, recall@top3: 0.7895, prec@top3: 0.6409, recall@top5: 0.9254, prec@top5: 0.4616, loss: 0.0408, grad_norm: 0.1202 2021-03-01 23:49:24,599 - mmaction - INFO - Epoch [8][900/1921] lr: 1.500e-01, eta: 14:38:18, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0409, recall@thr=0.5: 0.6641, prec@thr=0.5: 0.7491, recall@top3: 0.7812, prec@top3: 0.6411, recall@top5: 0.9199, prec@top5: 0.4629, loss: 0.0409, grad_norm: 0.1251 2021-03-01 23:50:07,725 - mmaction - INFO - Epoch [8][920/1921] lr: 1.500e-01, eta: 14:37:33, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0416, recall@thr=0.5: 0.6612, prec@thr=0.5: 0.7405, recall@top3: 0.7770, prec@top3: 0.6415, recall@top5: 0.9192, prec@top5: 0.4658, loss: 0.0416, grad_norm: 0.1270 2021-03-01 23:50:51,731 - mmaction - INFO - Epoch [8][940/1921] lr: 1.500e-01, eta: 14:36:50, time: 2.200, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6601, prec@thr=0.5: 0.7428, recall@top3: 0.7806, prec@top3: 0.6359, recall@top5: 0.9246, prec@top5: 0.4621, loss: 0.0412, grad_norm: 0.1270 2021-03-01 23:51:34,627 - mmaction - INFO - Epoch [8][960/1921] lr: 1.500e-01, eta: 14:36:05, time: 2.145, data_time: 0.001, memory: 8270, loss_action_cls: 0.0400, recall@thr=0.5: 0.6716, prec@thr=0.5: 0.7465, recall@top3: 0.7854, prec@top3: 0.6410, recall@top5: 0.9216, prec@top5: 0.4607, loss: 0.0400, grad_norm: 0.1211 2021-03-01 23:52:17,647 - mmaction - INFO - Epoch [8][980/1921] lr: 1.500e-01, eta: 14:35:20, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0410, recall@thr=0.5: 0.6511, prec@thr=0.5: 0.7420, recall@top3: 0.7749, prec@top3: 0.6288, recall@top5: 0.9206, prec@top5: 0.4584, loss: 0.0410, grad_norm: 0.1293 2021-03-01 23:53:01,686 - mmaction - INFO - Epoch [8][1000/1921] lr: 1.500e-01, eta: 14:34:36, time: 2.202, data_time: 0.001, memory: 8270, loss_action_cls: 0.0415, recall@thr=0.5: 0.6557, prec@thr=0.5: 0.7339, recall@top3: 0.7829, prec@top3: 0.6355, recall@top5: 0.9170, prec@top5: 0.4562, loss: 0.0415, grad_norm: 0.1319 2021-03-01 23:53:44,426 - mmaction - INFO - Epoch [8][1020/1921] lr: 1.500e-01, eta: 14:33:51, time: 2.137, data_time: 0.001, memory: 8270, loss_action_cls: 0.0411, recall@thr=0.5: 0.6594, prec@thr=0.5: 0.7333, recall@top3: 0.7787, prec@top3: 0.6338, recall@top5: 0.9191, prec@top5: 0.4600, loss: 0.0411, grad_norm: 0.1295 2021-03-01 23:54:26,883 - mmaction - INFO - Epoch [8][1040/1921] lr: 1.500e-01, eta: 14:33:05, time: 2.123, data_time: 0.001, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6572, prec@thr=0.5: 0.7364, recall@top3: 0.7781, prec@top3: 0.6289, recall@top5: 0.9176, prec@top5: 0.4556, loss: 0.0408, grad_norm: 0.1399 2021-03-01 23:55:10,348 - mmaction - INFO - Epoch [8][1060/1921] lr: 1.500e-01, eta: 14:32:21, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0410, recall@thr=0.5: 0.6531, prec@thr=0.5: 0.7435, recall@top3: 0.7820, prec@top3: 0.6322, recall@top5: 0.9241, prec@top5: 0.4588, loss: 0.0410, grad_norm: 0.1338 2021-03-01 23:55:54,023 - mmaction - INFO - Epoch [8][1080/1921] lr: 1.500e-01, eta: 14:31:37, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0424, recall@thr=0.5: 0.6541, prec@thr=0.5: 0.7358, recall@top3: 0.7711, prec@top3: 0.6387, recall@top5: 0.9128, prec@top5: 0.4624, loss: 0.0424, grad_norm: 0.1214 2021-03-01 23:56:37,204 - mmaction - INFO - Epoch [8][1100/1921] lr: 1.500e-01, eta: 14:30:52, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0404, recall@thr=0.5: 0.6656, prec@thr=0.5: 0.7430, recall@top3: 0.7832, prec@top3: 0.6441, recall@top5: 0.9238, prec@top5: 0.4652, loss: 0.0404, grad_norm: 0.1248 2021-03-01 23:57:20,112 - mmaction - INFO - Epoch [8][1120/1921] lr: 1.500e-01, eta: 14:30:07, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0411, recall@thr=0.5: 0.6668, prec@thr=0.5: 0.7465, recall@top3: 0.7802, prec@top3: 0.6385, recall@top5: 0.9173, prec@top5: 0.4607, loss: 0.0411, grad_norm: 0.1236 2021-03-01 23:58:03,350 - mmaction - INFO - Epoch [8][1140/1921] lr: 1.500e-01, eta: 14:29:22, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0413, recall@thr=0.5: 0.6512, prec@thr=0.5: 0.7362, recall@top3: 0.7754, prec@top3: 0.6368, recall@top5: 0.9177, prec@top5: 0.4625, loss: 0.0413, grad_norm: 0.1228 2021-03-01 23:58:46,700 - mmaction - INFO - Epoch [8][1160/1921] lr: 1.500e-01, eta: 14:28:38, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0407, recall@thr=0.5: 0.6502, prec@thr=0.5: 0.7317, recall@top3: 0.7843, prec@top3: 0.6336, recall@top5: 0.9206, prec@top5: 0.4569, loss: 0.0407, grad_norm: 0.1216 2021-03-01 23:59:30,982 - mmaction - INFO - Epoch [8][1180/1921] lr: 1.500e-01, eta: 14:27:55, time: 2.214, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6731, prec@thr=0.5: 0.7475, recall@top3: 0.7859, prec@top3: 0.6385, recall@top5: 0.9218, prec@top5: 0.4595, loss: 0.0402, grad_norm: 0.1199 2021-03-02 00:00:15,714 - mmaction - INFO - Epoch [8][1200/1921] lr: 1.500e-01, eta: 14:27:12, time: 2.228, data_time: 0.001, memory: 8270, loss_action_cls: 0.0418, recall@thr=0.5: 0.6534, prec@thr=0.5: 0.7418, recall@top3: 0.7755, prec@top3: 0.6346, recall@top5: 0.9160, prec@top5: 0.4615, loss: 0.0418, grad_norm: 0.1387 2021-03-02 00:00:58,936 - mmaction - INFO - Epoch [8][1220/1921] lr: 1.500e-01, eta: 14:26:28, time: 2.170, data_time: 0.020, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6647, prec@thr=0.5: 0.7401, recall@top3: 0.7821, prec@top3: 0.6383, recall@top5: 0.9229, prec@top5: 0.4629, loss: 0.0412, grad_norm: 0.1322 2021-03-02 00:01:43,279 - mmaction - INFO - Epoch [8][1240/1921] lr: 1.500e-01, eta: 14:25:45, time: 2.217, data_time: 0.001, memory: 8270, loss_action_cls: 0.0398, recall@thr=0.5: 0.6705, prec@thr=0.5: 0.7533, recall@top3: 0.7902, prec@top3: 0.6388, recall@top5: 0.9217, prec@top5: 0.4569, loss: 0.0398, grad_norm: 0.1163 2021-03-02 00:02:26,185 - mmaction - INFO - Epoch [8][1260/1921] lr: 1.500e-01, eta: 14:25:00, time: 2.145, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6505, prec@thr=0.5: 0.7399, recall@top3: 0.7763, prec@top3: 0.6347, recall@top5: 0.9190, prec@top5: 0.4609, loss: 0.0412, grad_norm: 0.1449 2021-03-02 00:03:10,243 - mmaction - INFO - Epoch [8][1280/1921] lr: 1.500e-01, eta: 14:24:16, time: 2.203, data_time: 0.001, memory: 8270, loss_action_cls: 0.0417, recall@thr=0.5: 0.6516, prec@thr=0.5: 0.7308, recall@top3: 0.7723, prec@top3: 0.6299, recall@top5: 0.9168, prec@top5: 0.4599, loss: 0.0417, grad_norm: 0.1349 2021-03-02 00:03:53,653 - mmaction - INFO - Epoch [8][1300/1921] lr: 1.500e-01, eta: 14:23:32, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6568, prec@thr=0.5: 0.7308, recall@top3: 0.7810, prec@top3: 0.6353, recall@top5: 0.9187, prec@top5: 0.4581, loss: 0.0412, grad_norm: 0.1264 2021-03-02 00:04:36,507 - mmaction - INFO - Epoch [8][1320/1921] lr: 1.500e-01, eta: 14:22:47, time: 2.143, data_time: 0.001, memory: 8270, loss_action_cls: 0.0415, recall@thr=0.5: 0.6623, prec@thr=0.5: 0.7416, recall@top3: 0.7836, prec@top3: 0.6285, recall@top5: 0.9187, prec@top5: 0.4540, loss: 0.0415, grad_norm: 0.1338 2021-03-02 00:05:19,925 - mmaction - INFO - Epoch [8][1340/1921] lr: 1.500e-01, eta: 14:22:02, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0413, recall@thr=0.5: 0.6535, prec@thr=0.5: 0.7450, recall@top3: 0.7743, prec@top3: 0.6353, recall@top5: 0.9154, prec@top5: 0.4597, loss: 0.0413, grad_norm: 0.1303 2021-03-02 00:06:03,075 - mmaction - INFO - Epoch [8][1360/1921] lr: 1.500e-01, eta: 14:21:18, time: 2.157, data_time: 0.002, memory: 8270, loss_action_cls: 0.0401, recall@thr=0.5: 0.6772, prec@thr=0.5: 0.7524, recall@top3: 0.7858, prec@top3: 0.6452, recall@top5: 0.9228, prec@top5: 0.4648, loss: 0.0401, grad_norm: 0.1225 2021-03-02 00:06:46,936 - mmaction - INFO - Epoch [8][1380/1921] lr: 1.500e-01, eta: 14:20:34, time: 2.193, data_time: 0.001, memory: 8270, loss_action_cls: 0.0404, recall@thr=0.5: 0.6683, prec@thr=0.5: 0.7477, recall@top3: 0.7892, prec@top3: 0.6453, recall@top5: 0.9235, prec@top5: 0.4632, loss: 0.0404, grad_norm: 0.1243 2021-03-02 00:07:30,976 - mmaction - INFO - Epoch [8][1400/1921] lr: 1.500e-01, eta: 14:19:51, time: 2.202, data_time: 0.001, memory: 8270, loss_action_cls: 0.0410, recall@thr=0.5: 0.6634, prec@thr=0.5: 0.7398, recall@top3: 0.7770, prec@top3: 0.6439, recall@top5: 0.9198, prec@top5: 0.4671, loss: 0.0410, grad_norm: 0.1217 2021-03-02 00:08:14,291 - mmaction - INFO - Epoch [8][1420/1921] lr: 1.500e-01, eta: 14:19:06, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0419, recall@thr=0.5: 0.6603, prec@thr=0.5: 0.7397, recall@top3: 0.7773, prec@top3: 0.6410, recall@top5: 0.9169, prec@top5: 0.4647, loss: 0.0419, grad_norm: 0.1351 2021-03-02 00:08:56,920 - mmaction - INFO - Epoch [8][1440/1921] lr: 1.500e-01, eta: 14:18:21, time: 2.132, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6648, prec@thr=0.5: 0.7473, recall@top3: 0.7845, prec@top3: 0.6391, recall@top5: 0.9232, prec@top5: 0.4624, loss: 0.0402, grad_norm: 0.1497 2021-03-02 00:09:39,896 - mmaction - INFO - Epoch [8][1460/1921] lr: 1.500e-01, eta: 14:17:36, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6666, prec@thr=0.5: 0.7363, recall@top3: 0.7825, prec@top3: 0.6473, recall@top5: 0.9196, prec@top5: 0.4676, loss: 0.0412, grad_norm: 0.1326 2021-03-02 00:10:23,784 - mmaction - INFO - Epoch [8][1480/1921] lr: 1.500e-01, eta: 14:16:52, time: 2.194, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6534, prec@thr=0.5: 0.7341, recall@top3: 0.7783, prec@top3: 0.6364, recall@top5: 0.9209, prec@top5: 0.4612, loss: 0.0412, grad_norm: 0.1290 2021-03-02 00:11:06,758 - mmaction - INFO - Epoch [8][1500/1921] lr: 1.500e-01, eta: 14:16:07, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0409, recall@thr=0.5: 0.6589, prec@thr=0.5: 0.7367, recall@top3: 0.7826, prec@top3: 0.6350, recall@top5: 0.9196, prec@top5: 0.4593, loss: 0.0409, grad_norm: 0.1295 2021-03-02 00:11:50,509 - mmaction - INFO - Epoch [8][1520/1921] lr: 1.500e-01, eta: 14:15:23, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0407, recall@thr=0.5: 0.6622, prec@thr=0.5: 0.7434, recall@top3: 0.7838, prec@top3: 0.6311, recall@top5: 0.9202, prec@top5: 0.4545, loss: 0.0407, grad_norm: 0.1323 2021-03-02 00:12:34,406 - mmaction - INFO - Epoch [8][1540/1921] lr: 1.500e-01, eta: 14:14:40, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6612, prec@thr=0.5: 0.7485, recall@top3: 0.7818, prec@top3: 0.6363, recall@top5: 0.9178, prec@top5: 0.4583, loss: 0.0408, grad_norm: 0.1253 2021-03-02 00:13:17,582 - mmaction - INFO - Epoch [8][1560/1921] lr: 1.500e-01, eta: 14:13:55, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0405, recall@thr=0.5: 0.6731, prec@thr=0.5: 0.7501, recall@top3: 0.7864, prec@top3: 0.6461, recall@top5: 0.9248, prec@top5: 0.4654, loss: 0.0405, grad_norm: 0.1208 2021-03-02 00:14:00,443 - mmaction - INFO - Epoch [8][1580/1921] lr: 1.500e-01, eta: 14:13:10, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0407, recall@thr=0.5: 0.6568, prec@thr=0.5: 0.7391, recall@top3: 0.7800, prec@top3: 0.6302, recall@top5: 0.9170, prec@top5: 0.4545, loss: 0.0407, grad_norm: 0.1301 2021-03-02 00:14:43,515 - mmaction - INFO - Epoch [8][1600/1921] lr: 1.500e-01, eta: 14:12:25, time: 2.155, data_time: 0.002, memory: 8270, loss_action_cls: 0.0397, recall@thr=0.5: 0.6737, prec@thr=0.5: 0.7459, recall@top3: 0.7886, prec@top3: 0.6440, recall@top5: 0.9245, prec@top5: 0.4644, loss: 0.0397, grad_norm: 0.1329 2021-03-02 00:15:26,700 - mmaction - INFO - Epoch [8][1620/1921] lr: 1.500e-01, eta: 14:11:40, time: 2.159, data_time: 0.002, memory: 8270, loss_action_cls: 0.0409, recall@thr=0.5: 0.6630, prec@thr=0.5: 0.7455, recall@top3: 0.7784, prec@top3: 0.6438, recall@top5: 0.9198, prec@top5: 0.4666, loss: 0.0409, grad_norm: 0.1247 2021-03-02 00:16:09,677 - mmaction - INFO - Epoch [8][1640/1921] lr: 1.500e-01, eta: 14:10:55, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0401, recall@thr=0.5: 0.6675, prec@thr=0.5: 0.7391, recall@top3: 0.7872, prec@top3: 0.6409, recall@top5: 0.9228, prec@top5: 0.4608, loss: 0.0401, grad_norm: 0.1270 2021-03-02 00:16:53,621 - mmaction - INFO - Epoch [8][1660/1921] lr: 1.500e-01, eta: 14:10:12, time: 2.197, data_time: 0.001, memory: 8270, loss_action_cls: 0.0409, recall@thr=0.5: 0.6543, prec@thr=0.5: 0.7446, recall@top3: 0.7772, prec@top3: 0.6358, recall@top5: 0.9192, prec@top5: 0.4613, loss: 0.0409, grad_norm: 0.1213 2021-03-02 00:17:37,104 - mmaction - INFO - Epoch [8][1680/1921] lr: 1.500e-01, eta: 14:09:28, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0415, recall@thr=0.5: 0.6665, prec@thr=0.5: 0.7437, recall@top3: 0.7786, prec@top3: 0.6500, recall@top5: 0.9170, prec@top5: 0.4704, loss: 0.0415, grad_norm: 0.1183 2021-03-02 00:18:20,089 - mmaction - INFO - Epoch [8][1700/1921] lr: 1.500e-01, eta: 14:08:43, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0416, recall@thr=0.5: 0.6479, prec@thr=0.5: 0.7358, recall@top3: 0.7704, prec@top3: 0.6318, recall@top5: 0.9170, prec@top5: 0.4624, loss: 0.0416, grad_norm: 0.1244 2021-03-02 00:19:02,850 - mmaction - INFO - Epoch [8][1720/1921] lr: 1.500e-01, eta: 14:07:57, time: 2.138, data_time: 0.001, memory: 8270, loss_action_cls: 0.0406, recall@thr=0.5: 0.6577, prec@thr=0.5: 0.7408, recall@top3: 0.7808, prec@top3: 0.6349, recall@top5: 0.9234, prec@top5: 0.4602, loss: 0.0406, grad_norm: 0.1262 2021-03-02 00:19:46,588 - mmaction - INFO - Epoch [8][1740/1921] lr: 1.500e-01, eta: 14:07:14, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6655, prec@thr=0.5: 0.7490, recall@top3: 0.7814, prec@top3: 0.6399, recall@top5: 0.9200, prec@top5: 0.4618, loss: 0.0408, grad_norm: 0.1196 2021-03-02 00:20:29,929 - mmaction - INFO - Epoch [8][1760/1921] lr: 1.500e-01, eta: 14:06:29, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0404, recall@thr=0.5: 0.6642, prec@thr=0.5: 0.7513, recall@top3: 0.7841, prec@top3: 0.6386, recall@top5: 0.9213, prec@top5: 0.4611, loss: 0.0404, grad_norm: 0.1195 2021-03-02 00:21:13,937 - mmaction - INFO - Epoch [8][1780/1921] lr: 1.500e-01, eta: 14:05:46, time: 2.200, data_time: 0.001, memory: 8270, loss_action_cls: 0.0406, recall@thr=0.5: 0.6643, prec@thr=0.5: 0.7389, recall@top3: 0.7856, prec@top3: 0.6317, recall@top5: 0.9227, prec@top5: 0.4559, loss: 0.0406, grad_norm: 0.1358 2021-03-02 00:21:57,438 - mmaction - INFO - Epoch [8][1800/1921] lr: 1.500e-01, eta: 14:05:02, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0416, recall@thr=0.5: 0.6289, prec@thr=0.5: 0.7218, recall@top3: 0.7715, prec@top3: 0.6227, recall@top5: 0.9195, prec@top5: 0.4543, loss: 0.0416, grad_norm: 0.1295 2021-03-02 00:22:40,165 - mmaction - INFO - Epoch [8][1820/1921] lr: 1.500e-01, eta: 14:04:16, time: 2.136, data_time: 0.001, memory: 8270, loss_action_cls: 0.0400, recall@thr=0.5: 0.6688, prec@thr=0.5: 0.7486, recall@top3: 0.7880, prec@top3: 0.6339, recall@top5: 0.9227, prec@top5: 0.4553, loss: 0.0400, grad_norm: 0.1247 2021-03-02 00:23:23,134 - mmaction - INFO - Epoch [8][1840/1921] lr: 1.500e-01, eta: 14:03:31, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6684, prec@thr=0.5: 0.7487, recall@top3: 0.7850, prec@top3: 0.6488, recall@top5: 0.9233, prec@top5: 0.4689, loss: 0.0408, grad_norm: 0.1285 2021-03-02 00:24:06,498 - mmaction - INFO - Epoch [8][1860/1921] lr: 1.500e-01, eta: 14:02:47, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6738, prec@thr=0.5: 0.7527, recall@top3: 0.7919, prec@top3: 0.6456, recall@top5: 0.9215, prec@top5: 0.4603, loss: 0.0402, grad_norm: 0.1267 2021-03-02 00:24:51,040 - mmaction - INFO - Epoch [8][1880/1921] lr: 1.500e-01, eta: 14:02:04, time: 2.227, data_time: 0.001, memory: 8270, loss_action_cls: 0.0416, recall@thr=0.5: 0.6537, prec@thr=0.5: 0.7431, recall@top3: 0.7790, prec@top3: 0.6403, recall@top5: 0.9190, prec@top5: 0.4630, loss: 0.0416, grad_norm: 0.1225 2021-03-02 00:25:33,987 - mmaction - INFO - Epoch [8][1900/1921] lr: 1.500e-01, eta: 14:01:20, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6637, prec@thr=0.5: 0.7468, recall@top3: 0.7854, prec@top3: 0.6402, recall@top5: 0.9210, prec@top5: 0.4614, loss: 0.0408, grad_norm: 0.1259 2021-03-02 00:26:16,238 - mmaction - INFO - Epoch [8][1920/1921] lr: 1.500e-01, eta: 14:00:33, time: 2.113, data_time: 0.003, memory: 8270, loss_action_cls: 0.0406, recall@thr=0.5: 0.6741, prec@thr=0.5: 0.7401, recall@top3: 0.7807, prec@top3: 0.6420, recall@top5: 0.9185, prec@top5: 0.4648, loss: 0.0406, grad_norm: 0.1266 2021-03-02 00:26:34,425 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-03-02 00:38:30,120 - mmaction - INFO - Evaluating mAP ... 2021-03-02 00:46:41,079 - mmaction - INFO - mAP@0.5IOU 0.2124 2021-03-02 00:46:42,348 - mmaction - INFO - Epoch(val) [8][1921] mAP@0.5IOU: 0.2124 2021-03-02 00:48:21,104 - mmaction - INFO - Epoch [9][20/1921] lr: 1.500e-01, eta: 14:01:06, time: 4.925, data_time: 2.753, memory: 8270, loss_action_cls: 0.0398, recall@thr=0.5: 0.6659, prec@thr=0.5: 0.7492, recall@top3: 0.7866, prec@top3: 0.6416, recall@top5: 0.9259, prec@top5: 0.4638, loss: 0.0398, grad_norm: 0.1237 2021-03-02 00:49:04,369 - mmaction - INFO - Epoch [9][40/1921] lr: 1.500e-01, eta: 14:00:22, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0400, recall@thr=0.5: 0.6724, prec@thr=0.5: 0.7393, recall@top3: 0.7863, prec@top3: 0.6376, recall@top5: 0.9245, prec@top5: 0.4596, loss: 0.0400, grad_norm: 0.1262 2021-03-02 00:49:48,214 - mmaction - INFO - Epoch [9][60/1921] lr: 1.500e-01, eta: 13:59:38, time: 2.192, data_time: 0.001, memory: 8270, loss_action_cls: 0.0396, recall@thr=0.5: 0.6659, prec@thr=0.5: 0.7524, recall@top3: 0.7889, prec@top3: 0.6402, recall@top5: 0.9231, prec@top5: 0.4595, loss: 0.0396, grad_norm: 0.1243 2021-03-02 00:50:31,128 - mmaction - INFO - Epoch [9][80/1921] lr: 1.500e-01, eta: 13:58:53, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0409, recall@thr=0.5: 0.6615, prec@thr=0.5: 0.7426, recall@top3: 0.7803, prec@top3: 0.6341, recall@top5: 0.9188, prec@top5: 0.4588, loss: 0.0409, grad_norm: 0.1313 2021-03-02 00:51:14,396 - mmaction - INFO - Epoch [9][100/1921] lr: 1.500e-01, eta: 13:58:08, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0403, recall@thr=0.5: 0.6685, prec@thr=0.5: 0.7466, recall@top3: 0.7824, prec@top3: 0.6457, recall@top5: 0.9230, prec@top5: 0.4675, loss: 0.0403, grad_norm: 0.1236 2021-03-02 00:51:56,869 - mmaction - INFO - Epoch [9][120/1921] lr: 1.500e-01, eta: 13:57:22, time: 2.124, data_time: 0.001, memory: 8270, loss_action_cls: 0.0403, recall@thr=0.5: 0.6662, prec@thr=0.5: 0.7440, recall@top3: 0.7804, prec@top3: 0.6339, recall@top5: 0.9198, prec@top5: 0.4583, loss: 0.0403, grad_norm: 0.1443 2021-03-02 00:52:40,557 - mmaction - INFO - Epoch [9][140/1921] lr: 1.500e-01, eta: 13:56:38, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0409, recall@thr=0.5: 0.6723, prec@thr=0.5: 0.7536, recall@top3: 0.7802, prec@top3: 0.6489, recall@top5: 0.9173, prec@top5: 0.4688, loss: 0.0409, grad_norm: 0.1400 2021-03-02 00:53:23,430 - mmaction - INFO - Epoch [9][160/1921] lr: 1.500e-01, eta: 13:55:53, time: 2.143, data_time: 0.001, memory: 8270, loss_action_cls: 0.0398, recall@thr=0.5: 0.6788, prec@thr=0.5: 0.7429, recall@top3: 0.7879, prec@top3: 0.6473, recall@top5: 0.9249, prec@top5: 0.4648, loss: 0.0398, grad_norm: 0.1366 2021-03-02 00:54:06,660 - mmaction - INFO - Epoch [9][180/1921] lr: 1.500e-01, eta: 13:55:08, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0406, recall@thr=0.5: 0.6622, prec@thr=0.5: 0.7448, recall@top3: 0.7818, prec@top3: 0.6437, recall@top5: 0.9211, prec@top5: 0.4664, loss: 0.0406, grad_norm: 0.1230 2021-03-02 00:54:49,347 - mmaction - INFO - Epoch [9][200/1921] lr: 1.500e-01, eta: 13:54:23, time: 2.134, data_time: 0.001, memory: 8270, loss_action_cls: 0.0399, recall@thr=0.5: 0.6703, prec@thr=0.5: 0.7477, recall@top3: 0.7888, prec@top3: 0.6412, recall@top5: 0.9202, prec@top5: 0.4593, loss: 0.0399, grad_norm: 0.1305 2021-03-02 00:55:33,962 - mmaction - INFO - Epoch [9][220/1921] lr: 1.500e-01, eta: 13:53:40, time: 2.231, data_time: 0.001, memory: 8270, loss_action_cls: 0.0392, recall@thr=0.5: 0.6749, prec@thr=0.5: 0.7569, recall@top3: 0.7973, prec@top3: 0.6498, recall@top5: 0.9250, prec@top5: 0.4636, loss: 0.0392, grad_norm: 0.1228 2021-03-02 00:56:16,875 - mmaction - INFO - Epoch [9][240/1921] lr: 1.500e-01, eta: 13:52:55, time: 2.145, data_time: 0.001, memory: 8270, loss_action_cls: 0.0401, recall@thr=0.5: 0.6634, prec@thr=0.5: 0.7550, recall@top3: 0.7934, prec@top3: 0.6436, recall@top5: 0.9216, prec@top5: 0.4591, loss: 0.0401, grad_norm: 0.1303 2021-03-02 00:57:00,148 - mmaction - INFO - Epoch [9][260/1921] lr: 1.500e-01, eta: 13:52:10, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0405, recall@thr=0.5: 0.6664, prec@thr=0.5: 0.7445, recall@top3: 0.7837, prec@top3: 0.6343, recall@top5: 0.9204, prec@top5: 0.4589, loss: 0.0405, grad_norm: 0.1407 2021-03-02 00:57:44,293 - mmaction - INFO - Epoch [9][280/1921] lr: 1.500e-01, eta: 13:51:27, time: 2.207, data_time: 0.001, memory: 8270, loss_action_cls: 0.0399, recall@thr=0.5: 0.6688, prec@thr=0.5: 0.7422, recall@top3: 0.7823, prec@top3: 0.6374, recall@top5: 0.9259, prec@top5: 0.4623, loss: 0.0399, grad_norm: 0.1298 2021-03-02 00:58:28,320 - mmaction - INFO - Epoch [9][300/1921] lr: 1.500e-01, eta: 13:50:44, time: 2.201, data_time: 0.001, memory: 8270, loss_action_cls: 0.0393, recall@thr=0.5: 0.6761, prec@thr=0.5: 0.7540, recall@top3: 0.7876, prec@top3: 0.6454, recall@top5: 0.9254, prec@top5: 0.4665, loss: 0.0393, grad_norm: 0.1238 2021-03-02 00:59:12,121 - mmaction - INFO - Epoch [9][320/1921] lr: 1.500e-01, eta: 13:50:00, time: 2.190, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6785, prec@thr=0.5: 0.7473, recall@top3: 0.7890, prec@top3: 0.6384, recall@top5: 0.9205, prec@top5: 0.4572, loss: 0.0402, grad_norm: 0.1282 2021-03-02 00:59:55,588 - mmaction - INFO - Epoch [9][340/1921] lr: 1.500e-01, eta: 13:49:15, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6623, prec@thr=0.5: 0.7452, recall@top3: 0.7842, prec@top3: 0.6379, recall@top5: 0.9225, prec@top5: 0.4626, loss: 0.0408, grad_norm: 0.1299 2021-03-02 01:00:39,815 - mmaction - INFO - Epoch [9][360/1921] lr: 1.500e-01, eta: 13:48:32, time: 2.211, data_time: 0.001, memory: 8270, loss_action_cls: 0.0398, recall@thr=0.5: 0.6760, prec@thr=0.5: 0.7499, recall@top3: 0.7848, prec@top3: 0.6496, recall@top5: 0.9221, prec@top5: 0.4692, loss: 0.0398, grad_norm: 0.1248 2021-03-02 01:01:22,876 - mmaction - INFO - Epoch [9][380/1921] lr: 1.500e-01, eta: 13:47:47, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6500, prec@thr=0.5: 0.7429, recall@top3: 0.7876, prec@top3: 0.6424, recall@top5: 0.9220, prec@top5: 0.4620, loss: 0.0408, grad_norm: 0.1545 2021-03-02 01:02:06,473 - mmaction - INFO - Epoch [9][400/1921] lr: 1.500e-01, eta: 13:47:03, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6751, prec@thr=0.5: 0.7453, recall@top3: 0.7914, prec@top3: 0.6424, recall@top5: 0.9245, prec@top5: 0.4613, loss: 0.0402, grad_norm: 0.1379 2021-03-02 01:02:50,314 - mmaction - INFO - Epoch [9][420/1921] lr: 1.500e-01, eta: 13:46:19, time: 2.192, data_time: 0.001, memory: 8270, loss_action_cls: 0.0406, recall@thr=0.5: 0.6656, prec@thr=0.5: 0.7492, recall@top3: 0.7874, prec@top3: 0.6394, recall@top5: 0.9157, prec@top5: 0.4564, loss: 0.0406, grad_norm: 0.1270 2021-03-02 01:03:33,697 - mmaction - INFO - Epoch [9][440/1921] lr: 1.500e-01, eta: 13:45:35, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0406, recall@thr=0.5: 0.6674, prec@thr=0.5: 0.7461, recall@top3: 0.7828, prec@top3: 0.6350, recall@top5: 0.9222, prec@top5: 0.4595, loss: 0.0406, grad_norm: 0.1337 2021-03-02 01:04:17,270 - mmaction - INFO - Epoch [9][460/1921] lr: 1.500e-01, eta: 13:44:51, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0418, recall@thr=0.5: 0.6599, prec@thr=0.5: 0.7370, recall@top3: 0.7797, prec@top3: 0.6372, recall@top5: 0.9198, prec@top5: 0.4611, loss: 0.0418, grad_norm: 0.1381 2021-03-02 01:05:00,818 - mmaction - INFO - Epoch [9][480/1921] lr: 1.500e-01, eta: 13:44:07, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0403, recall@thr=0.5: 0.6740, prec@thr=0.5: 0.7559, recall@top3: 0.7918, prec@top3: 0.6436, recall@top5: 0.9240, prec@top5: 0.4614, loss: 0.0403, grad_norm: 0.1327 2021-03-02 01:05:44,732 - mmaction - INFO - Epoch [9][500/1921] lr: 1.500e-01, eta: 13:43:23, time: 2.196, data_time: 0.004, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6627, prec@thr=0.5: 0.7447, recall@top3: 0.7878, prec@top3: 0.6425, recall@top5: 0.9182, prec@top5: 0.4596, loss: 0.0408, grad_norm: 0.1269 2021-03-02 01:06:27,492 - mmaction - INFO - Epoch [9][520/1921] lr: 1.500e-01, eta: 13:42:38, time: 2.138, data_time: 0.001, memory: 8270, loss_action_cls: 0.0394, recall@thr=0.5: 0.6698, prec@thr=0.5: 0.7486, recall@top3: 0.7902, prec@top3: 0.6454, recall@top5: 0.9207, prec@top5: 0.4605, loss: 0.0394, grad_norm: 0.1386 2021-03-02 01:07:11,105 - mmaction - INFO - Epoch [9][540/1921] lr: 1.500e-01, eta: 13:41:53, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0407, recall@thr=0.5: 0.6595, prec@thr=0.5: 0.7441, recall@top3: 0.7841, prec@top3: 0.6372, recall@top5: 0.9194, prec@top5: 0.4589, loss: 0.0407, grad_norm: 0.1365 2021-03-02 01:07:54,912 - mmaction - INFO - Epoch [9][560/1921] lr: 1.500e-01, eta: 13:41:10, time: 2.190, data_time: 0.001, memory: 8270, loss_action_cls: 0.0390, recall@thr=0.5: 0.6893, prec@thr=0.5: 0.7567, recall@top3: 0.7942, prec@top3: 0.6604, recall@top5: 0.9279, prec@top5: 0.4739, loss: 0.0390, grad_norm: 0.1272 2021-03-02 01:08:38,230 - mmaction - INFO - Epoch [9][580/1921] lr: 1.500e-01, eta: 13:40:25, time: 2.166, data_time: 0.002, memory: 8270, loss_action_cls: 0.0406, recall@thr=0.5: 0.6638, prec@thr=0.5: 0.7427, recall@top3: 0.7886, prec@top3: 0.6404, recall@top5: 0.9207, prec@top5: 0.4592, loss: 0.0406, grad_norm: 0.1275 2021-03-02 01:09:22,369 - mmaction - INFO - Epoch [9][600/1921] lr: 1.500e-01, eta: 13:39:42, time: 2.207, data_time: 0.001, memory: 8270, loss_action_cls: 0.0398, recall@thr=0.5: 0.6743, prec@thr=0.5: 0.7521, recall@top3: 0.7902, prec@top3: 0.6422, recall@top5: 0.9222, prec@top5: 0.4618, loss: 0.0398, grad_norm: 0.1324 2021-03-02 01:10:05,255 - mmaction - INFO - Epoch [9][620/1921] lr: 1.500e-01, eta: 13:38:57, time: 2.144, data_time: 0.002, memory: 8270, loss_action_cls: 0.0400, recall@thr=0.5: 0.6727, prec@thr=0.5: 0.7471, recall@top3: 0.7877, prec@top3: 0.6413, recall@top5: 0.9275, prec@top5: 0.4639, loss: 0.0400, grad_norm: 0.1339 2021-03-02 01:10:48,849 - mmaction - INFO - Epoch [9][640/1921] lr: 1.500e-01, eta: 13:38:13, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0403, recall@thr=0.5: 0.6701, prec@thr=0.5: 0.7519, recall@top3: 0.7865, prec@top3: 0.6436, recall@top5: 0.9174, prec@top5: 0.4605, loss: 0.0403, grad_norm: 0.1335 2021-03-02 01:11:32,061 - mmaction - INFO - Epoch [9][660/1921] lr: 1.500e-01, eta: 13:37:28, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0410, recall@thr=0.5: 0.6602, prec@thr=0.5: 0.7366, recall@top3: 0.7798, prec@top3: 0.6373, recall@top5: 0.9171, prec@top5: 0.4595, loss: 0.0410, grad_norm: 0.1265 2021-03-02 01:12:15,698 - mmaction - INFO - Epoch [9][680/1921] lr: 1.500e-01, eta: 13:36:44, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0399, recall@thr=0.5: 0.6721, prec@thr=0.5: 0.7497, recall@top3: 0.7895, prec@top3: 0.6459, recall@top5: 0.9241, prec@top5: 0.4622, loss: 0.0399, grad_norm: 0.1259 2021-03-02 01:12:59,068 - mmaction - INFO - Epoch [9][700/1921] lr: 1.500e-01, eta: 13:35:59, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0412, recall@thr=0.5: 0.6604, prec@thr=0.5: 0.7439, recall@top3: 0.7876, prec@top3: 0.6402, recall@top5: 0.9229, prec@top5: 0.4610, loss: 0.0412, grad_norm: 0.1376 2021-03-02 01:13:42,691 - mmaction - INFO - Epoch [9][720/1921] lr: 1.500e-01, eta: 13:35:15, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0405, recall@thr=0.5: 0.6670, prec@thr=0.5: 0.7417, recall@top3: 0.7824, prec@top3: 0.6395, recall@top5: 0.9230, prec@top5: 0.4623, loss: 0.0405, grad_norm: 0.1297 2021-03-02 01:14:26,017 - mmaction - INFO - Epoch [9][740/1921] lr: 1.500e-01, eta: 13:34:31, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0406, recall@thr=0.5: 0.6690, prec@thr=0.5: 0.7456, recall@top3: 0.7895, prec@top3: 0.6465, recall@top5: 0.9246, prec@top5: 0.4646, loss: 0.0406, grad_norm: 0.1243 2021-03-02 01:15:10,050 - mmaction - INFO - Epoch [9][760/1921] lr: 1.500e-01, eta: 13:33:47, time: 2.202, data_time: 0.001, memory: 8270, loss_action_cls: 0.0404, recall@thr=0.5: 0.6642, prec@thr=0.5: 0.7439, recall@top3: 0.7875, prec@top3: 0.6428, recall@top5: 0.9174, prec@top5: 0.4593, loss: 0.0404, grad_norm: 0.1166 2021-03-02 01:15:53,301 - mmaction - INFO - Epoch [9][780/1921] lr: 1.500e-01, eta: 13:33:03, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0398, recall@thr=0.5: 0.6791, prec@thr=0.5: 0.7504, recall@top3: 0.7880, prec@top3: 0.6470, recall@top5: 0.9255, prec@top5: 0.4671, loss: 0.0398, grad_norm: 0.1249 2021-03-02 01:16:37,240 - mmaction - INFO - Epoch [9][800/1921] lr: 1.500e-01, eta: 13:32:19, time: 2.197, data_time: 0.001, memory: 8270, loss_action_cls: 0.0410, recall@thr=0.5: 0.6638, prec@thr=0.5: 0.7364, recall@top3: 0.7778, prec@top3: 0.6309, recall@top5: 0.9186, prec@top5: 0.4574, loss: 0.0410, grad_norm: 0.1385 2021-03-02 01:17:20,534 - mmaction - INFO - Epoch [9][820/1921] lr: 1.500e-01, eta: 13:31:35, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0425, recall@thr=0.5: 0.6474, prec@thr=0.5: 0.7364, recall@top3: 0.7706, prec@top3: 0.6242, recall@top5: 0.9125, prec@top5: 0.4553, loss: 0.0425, grad_norm: 0.1484 2021-03-02 01:18:04,864 - mmaction - INFO - Epoch [9][840/1921] lr: 1.500e-01, eta: 13:30:52, time: 2.217, data_time: 0.001, memory: 8270, loss_action_cls: 0.0393, recall@thr=0.5: 0.6783, prec@thr=0.5: 0.7589, recall@top3: 0.7933, prec@top3: 0.6524, recall@top5: 0.9240, prec@top5: 0.4665, loss: 0.0393, grad_norm: 0.1150 2021-03-02 01:18:48,168 - mmaction - INFO - Epoch [9][860/1921] lr: 1.500e-01, eta: 13:30:07, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0413, recall@thr=0.5: 0.6624, prec@thr=0.5: 0.7413, recall@top3: 0.7840, prec@top3: 0.6347, recall@top5: 0.9202, prec@top5: 0.4572, loss: 0.0413, grad_norm: 0.1379 2021-03-02 01:19:31,547 - mmaction - INFO - Epoch [9][880/1921] lr: 1.500e-01, eta: 13:29:23, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0410, recall@thr=0.5: 0.6667, prec@thr=0.5: 0.7486, recall@top3: 0.7786, prec@top3: 0.6428, recall@top5: 0.9191, prec@top5: 0.4663, loss: 0.0410, grad_norm: 0.1307 2021-03-02 01:20:15,379 - mmaction - INFO - Epoch [9][900/1921] lr: 1.500e-01, eta: 13:28:39, time: 2.191, data_time: 0.001, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6569, prec@thr=0.5: 0.7395, recall@top3: 0.7859, prec@top3: 0.6394, recall@top5: 0.9208, prec@top5: 0.4589, loss: 0.0408, grad_norm: 0.1343 2021-03-02 01:20:58,430 - mmaction - INFO - Epoch [9][920/1921] lr: 1.500e-01, eta: 13:27:54, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0386, recall@thr=0.5: 0.6780, prec@thr=0.5: 0.7534, recall@top3: 0.7931, prec@top3: 0.6482, recall@top5: 0.9249, prec@top5: 0.4642, loss: 0.0386, grad_norm: 0.1239 2021-03-02 01:21:42,234 - mmaction - INFO - Epoch [9][940/1921] lr: 1.500e-01, eta: 13:27:10, time: 2.190, data_time: 0.001, memory: 8270, loss_action_cls: 0.0401, recall@thr=0.5: 0.6679, prec@thr=0.5: 0.7489, recall@top3: 0.7870, prec@top3: 0.6400, recall@top5: 0.9197, prec@top5: 0.4593, loss: 0.0401, grad_norm: 0.1327 2021-03-02 01:22:25,603 - mmaction - INFO - Epoch [9][960/1921] lr: 1.500e-01, eta: 13:26:26, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0410, recall@thr=0.5: 0.6552, prec@thr=0.5: 0.7378, recall@top3: 0.7818, prec@top3: 0.6329, recall@top5: 0.9213, prec@top5: 0.4587, loss: 0.0410, grad_norm: 0.1301 2021-03-02 01:23:09,176 - mmaction - INFO - Epoch [9][980/1921] lr: 1.500e-01, eta: 13:25:42, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0406, recall@thr=0.5: 0.6693, prec@thr=0.5: 0.7497, recall@top3: 0.7895, prec@top3: 0.6411, recall@top5: 0.9220, prec@top5: 0.4604, loss: 0.0406, grad_norm: 0.1317 2021-03-02 01:23:52,457 - mmaction - INFO - Epoch [9][1000/1921] lr: 1.500e-01, eta: 13:24:57, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0394, recall@thr=0.5: 0.6799, prec@thr=0.5: 0.7562, recall@top3: 0.7910, prec@top3: 0.6464, recall@top5: 0.9271, prec@top5: 0.4665, loss: 0.0394, grad_norm: 0.1171 2021-03-02 01:24:35,263 - mmaction - INFO - Epoch [9][1020/1921] lr: 1.500e-01, eta: 13:24:12, time: 2.140, data_time: 0.001, memory: 8270, loss_action_cls: 0.0403, recall@thr=0.5: 0.6600, prec@thr=0.5: 0.7466, recall@top3: 0.7862, prec@top3: 0.6334, recall@top5: 0.9179, prec@top5: 0.4532, loss: 0.0403, grad_norm: 0.1300 2021-03-02 01:25:18,875 - mmaction - INFO - Epoch [9][1040/1921] lr: 1.500e-01, eta: 13:23:28, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0391, recall@thr=0.5: 0.6887, prec@thr=0.5: 0.7615, recall@top3: 0.7935, prec@top3: 0.6590, recall@top5: 0.9274, prec@top5: 0.4726, loss: 0.0391, grad_norm: 0.1345 2021-03-02 01:26:02,795 - mmaction - INFO - Epoch [9][1060/1921] lr: 1.500e-01, eta: 13:22:44, time: 2.196, data_time: 0.001, memory: 8270, loss_action_cls: 0.0415, recall@thr=0.5: 0.6633, prec@thr=0.5: 0.7433, recall@top3: 0.7847, prec@top3: 0.6428, recall@top5: 0.9193, prec@top5: 0.4637, loss: 0.0415, grad_norm: 0.1338 2021-03-02 01:26:46,034 - mmaction - INFO - Epoch [9][1080/1921] lr: 1.500e-01, eta: 13:22:00, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0401, recall@thr=0.5: 0.6727, prec@thr=0.5: 0.7491, recall@top3: 0.7843, prec@top3: 0.6382, recall@top5: 0.9191, prec@top5: 0.4592, loss: 0.0401, grad_norm: 0.1246 2021-03-02 01:27:28,356 - mmaction - INFO - Epoch [9][1100/1921] lr: 1.500e-01, eta: 13:21:14, time: 2.116, data_time: 0.001, memory: 8270, loss_action_cls: 0.0397, recall@thr=0.5: 0.6660, prec@thr=0.5: 0.7476, recall@top3: 0.7893, prec@top3: 0.6458, recall@top5: 0.9211, prec@top5: 0.4616, loss: 0.0397, grad_norm: 0.1294 2021-03-02 01:28:11,520 - mmaction - INFO - Epoch [9][1120/1921] lr: 1.500e-01, eta: 13:20:30, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0401, recall@thr=0.5: 0.6704, prec@thr=0.5: 0.7494, recall@top3: 0.7837, prec@top3: 0.6446, recall@top5: 0.9186, prec@top5: 0.4628, loss: 0.0401, grad_norm: 0.1230 2021-03-02 01:28:55,471 - mmaction - INFO - Epoch [9][1140/1921] lr: 1.500e-01, eta: 13:19:46, time: 2.198, data_time: 0.001, memory: 8270, loss_action_cls: 0.0385, recall@thr=0.5: 0.6820, prec@thr=0.5: 0.7510, recall@top3: 0.7971, prec@top3: 0.6567, recall@top5: 0.9315, prec@top5: 0.4694, loss: 0.0385, grad_norm: 0.1253 2021-03-02 01:29:38,161 - mmaction - INFO - Epoch [9][1160/1921] lr: 1.500e-01, eta: 13:19:01, time: 2.134, data_time: 0.001, memory: 8270, loss_action_cls: 0.0398, recall@thr=0.5: 0.6620, prec@thr=0.5: 0.7487, recall@top3: 0.7857, prec@top3: 0.6455, recall@top5: 0.9246, prec@top5: 0.4654, loss: 0.0398, grad_norm: 0.1298 2021-03-02 01:30:21,790 - mmaction - INFO - Epoch [9][1180/1921] lr: 1.500e-01, eta: 13:18:17, time: 2.181, data_time: 0.002, memory: 8270, loss_action_cls: 0.0397, recall@thr=0.5: 0.6692, prec@thr=0.5: 0.7444, recall@top3: 0.7886, prec@top3: 0.6407, recall@top5: 0.9240, prec@top5: 0.4606, loss: 0.0397, grad_norm: 0.1213 2021-03-02 01:31:04,819 - mmaction - INFO - Epoch [9][1200/1921] lr: 1.500e-01, eta: 13:17:32, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0410, recall@thr=0.5: 0.6601, prec@thr=0.5: 0.7451, recall@top3: 0.7815, prec@top3: 0.6433, recall@top5: 0.9208, prec@top5: 0.4655, loss: 0.0410, grad_norm: 0.1360 2021-03-02 01:31:47,884 - mmaction - INFO - Epoch [9][1220/1921] lr: 1.500e-01, eta: 13:16:47, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0418, recall@thr=0.5: 0.6574, prec@thr=0.5: 0.7325, recall@top3: 0.7776, prec@top3: 0.6386, recall@top5: 0.9180, prec@top5: 0.4623, loss: 0.0418, grad_norm: 0.1466 2021-03-02 01:32:31,191 - mmaction - INFO - Epoch [9][1240/1921] lr: 1.500e-01, eta: 13:16:03, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0404, recall@thr=0.5: 0.6682, prec@thr=0.5: 0.7387, recall@top3: 0.7826, prec@top3: 0.6419, recall@top5: 0.9222, prec@top5: 0.4637, loss: 0.0404, grad_norm: 0.1303 2021-03-02 01:33:14,081 - mmaction - INFO - Epoch [9][1260/1921] lr: 1.500e-01, eta: 13:15:18, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0391, recall@thr=0.5: 0.6770, prec@thr=0.5: 0.7459, recall@top3: 0.7942, prec@top3: 0.6444, recall@top5: 0.9258, prec@top5: 0.4618, loss: 0.0391, grad_norm: 0.1244 2021-03-02 01:33:57,136 - mmaction - INFO - Epoch [9][1280/1921] lr: 1.500e-01, eta: 13:14:33, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0401, recall@thr=0.5: 0.6664, prec@thr=0.5: 0.7457, recall@top3: 0.7862, prec@top3: 0.6444, recall@top5: 0.9259, prec@top5: 0.4656, loss: 0.0401, grad_norm: 0.1219 2021-03-02 01:34:41,477 - mmaction - INFO - Epoch [9][1300/1921] lr: 1.500e-01, eta: 13:13:50, time: 2.217, data_time: 0.001, memory: 8270, loss_action_cls: 0.0396, recall@thr=0.5: 0.6635, prec@thr=0.5: 0.7493, recall@top3: 0.7825, prec@top3: 0.6390, recall@top5: 0.9248, prec@top5: 0.4634, loss: 0.0396, grad_norm: 0.1194 2021-03-02 01:35:25,035 - mmaction - INFO - Epoch [9][1320/1921] lr: 1.500e-01, eta: 13:13:06, time: 2.178, data_time: 0.001, memory: 8270, loss_action_cls: 0.0405, recall@thr=0.5: 0.6587, prec@thr=0.5: 0.7487, recall@top3: 0.7840, prec@top3: 0.6386, recall@top5: 0.9189, prec@top5: 0.4597, loss: 0.0405, grad_norm: 0.1273 2021-03-02 01:36:08,641 - mmaction - INFO - Epoch [9][1340/1921] lr: 1.500e-01, eta: 13:12:22, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0392, recall@thr=0.5: 0.6705, prec@thr=0.5: 0.7503, recall@top3: 0.7922, prec@top3: 0.6444, recall@top5: 0.9258, prec@top5: 0.4641, loss: 0.0392, grad_norm: 0.1286 2021-03-02 01:36:51,792 - mmaction - INFO - Epoch [9][1360/1921] lr: 1.500e-01, eta: 13:11:37, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0407, recall@thr=0.5: 0.6753, prec@thr=0.5: 0.7489, recall@top3: 0.7866, prec@top3: 0.6392, recall@top5: 0.9237, prec@top5: 0.4608, loss: 0.0407, grad_norm: 0.1411 2021-03-02 01:37:36,024 - mmaction - INFO - Epoch [9][1380/1921] lr: 1.500e-01, eta: 13:10:54, time: 2.212, data_time: 0.001, memory: 8270, loss_action_cls: 0.0401, recall@thr=0.5: 0.6658, prec@thr=0.5: 0.7499, recall@top3: 0.7881, prec@top3: 0.6441, recall@top5: 0.9208, prec@top5: 0.4609, loss: 0.0401, grad_norm: 0.1301 2021-03-02 01:38:19,364 - mmaction - INFO - Epoch [9][1400/1921] lr: 1.500e-01, eta: 13:10:09, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0395, recall@thr=0.5: 0.6797, prec@thr=0.5: 0.7536, recall@top3: 0.7870, prec@top3: 0.6564, recall@top5: 0.9260, prec@top5: 0.4738, loss: 0.0395, grad_norm: 0.1180 2021-03-02 01:39:03,114 - mmaction - INFO - Epoch [9][1420/1921] lr: 1.500e-01, eta: 13:09:26, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0395, recall@thr=0.5: 0.6657, prec@thr=0.5: 0.7430, recall@top3: 0.7873, prec@top3: 0.6388, recall@top5: 0.9228, prec@top5: 0.4604, loss: 0.0395, grad_norm: 0.1199 2021-03-02 01:39:45,683 - mmaction - INFO - Epoch [9][1440/1921] lr: 1.500e-01, eta: 13:08:40, time: 2.128, data_time: 0.001, memory: 8270, loss_action_cls: 0.0394, recall@thr=0.5: 0.6645, prec@thr=0.5: 0.7563, recall@top3: 0.7938, prec@top3: 0.6412, recall@top5: 0.9256, prec@top5: 0.4585, loss: 0.0394, grad_norm: 0.1264 2021-03-02 01:40:29,065 - mmaction - INFO - Epoch [9][1460/1921] lr: 1.500e-01, eta: 13:07:56, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0391, recall@thr=0.5: 0.6765, prec@thr=0.5: 0.7452, recall@top3: 0.7921, prec@top3: 0.6409, recall@top5: 0.9256, prec@top5: 0.4618, loss: 0.0391, grad_norm: 0.1234 2021-03-02 01:41:12,271 - mmaction - INFO - Epoch [9][1480/1921] lr: 1.500e-01, eta: 13:07:11, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0395, recall@thr=0.5: 0.6701, prec@thr=0.5: 0.7501, recall@top3: 0.7858, prec@top3: 0.6515, recall@top5: 0.9234, prec@top5: 0.4690, loss: 0.0395, grad_norm: 0.1222 2021-03-02 01:41:55,713 - mmaction - INFO - Epoch [9][1500/1921] lr: 1.500e-01, eta: 13:06:27, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6798, prec@thr=0.5: 0.7528, recall@top3: 0.7905, prec@top3: 0.6534, recall@top5: 0.9237, prec@top5: 0.4701, loss: 0.0402, grad_norm: 0.1328 2021-03-02 01:42:38,804 - mmaction - INFO - Epoch [9][1520/1921] lr: 1.500e-01, eta: 13:05:42, time: 2.155, data_time: 0.001, memory: 8270, loss_action_cls: 0.0410, recall@thr=0.5: 0.6667, prec@thr=0.5: 0.7458, recall@top3: 0.7797, prec@top3: 0.6350, recall@top5: 0.9201, prec@top5: 0.4612, loss: 0.0410, grad_norm: 0.1441 2021-03-02 01:43:22,009 - mmaction - INFO - Epoch [9][1540/1921] lr: 1.500e-01, eta: 13:04:58, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0406, recall@thr=0.5: 0.6605, prec@thr=0.5: 0.7421, recall@top3: 0.7772, prec@top3: 0.6351, recall@top5: 0.9190, prec@top5: 0.4620, loss: 0.0406, grad_norm: 0.1303 2021-03-02 01:44:05,461 - mmaction - INFO - Epoch [9][1560/1921] lr: 1.500e-01, eta: 13:04:14, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0401, recall@thr=0.5: 0.6705, prec@thr=0.5: 0.7510, recall@top3: 0.7852, prec@top3: 0.6458, recall@top5: 0.9247, prec@top5: 0.4660, loss: 0.0401, grad_norm: 0.1252 2021-03-02 01:44:48,084 - mmaction - INFO - Epoch [9][1580/1921] lr: 1.500e-01, eta: 13:03:28, time: 2.131, data_time: 0.002, memory: 8270, loss_action_cls: 0.0392, recall@thr=0.5: 0.6740, prec@thr=0.5: 0.7533, recall@top3: 0.7916, prec@top3: 0.6491, recall@top5: 0.9272, prec@top5: 0.4667, loss: 0.0392, grad_norm: 0.1291 2021-03-02 01:45:31,464 - mmaction - INFO - Epoch [9][1600/1921] lr: 1.500e-01, eta: 13:02:44, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6655, prec@thr=0.5: 0.7424, recall@top3: 0.7885, prec@top3: 0.6359, recall@top5: 0.9206, prec@top5: 0.4560, loss: 0.0402, grad_norm: 0.1321 2021-03-02 01:46:15,713 - mmaction - INFO - Epoch [9][1620/1921] lr: 1.500e-01, eta: 13:02:01, time: 2.212, data_time: 0.001, memory: 8270, loss_action_cls: 0.0392, recall@thr=0.5: 0.6836, prec@thr=0.5: 0.7527, recall@top3: 0.7897, prec@top3: 0.6488, recall@top5: 0.9263, prec@top5: 0.4664, loss: 0.0392, grad_norm: 0.1243 2021-03-02 01:46:58,496 - mmaction - INFO - Epoch [9][1640/1921] lr: 1.500e-01, eta: 13:01:16, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0407, recall@thr=0.5: 0.6620, prec@thr=0.5: 0.7396, recall@top3: 0.7842, prec@top3: 0.6326, recall@top5: 0.9189, prec@top5: 0.4555, loss: 0.0407, grad_norm: 0.1457 2021-03-02 01:47:40,751 - mmaction - INFO - Epoch [9][1660/1921] lr: 1.500e-01, eta: 13:00:30, time: 2.113, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6750, prec@thr=0.5: 0.7442, recall@top3: 0.7898, prec@top3: 0.6429, recall@top5: 0.9220, prec@top5: 0.4619, loss: 0.0402, grad_norm: 0.1335 2021-03-02 01:48:25,025 - mmaction - INFO - Epoch [9][1680/1921] lr: 1.500e-01, eta: 12:59:47, time: 2.214, data_time: 0.001, memory: 8270, loss_action_cls: 0.0398, recall@thr=0.5: 0.6723, prec@thr=0.5: 0.7502, recall@top3: 0.7828, prec@top3: 0.6374, recall@top5: 0.9242, prec@top5: 0.4628, loss: 0.0398, grad_norm: 0.1335 2021-03-02 01:49:08,413 - mmaction - INFO - Epoch [9][1700/1921] lr: 1.500e-01, eta: 12:59:03, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0397, recall@thr=0.5: 0.6693, prec@thr=0.5: 0.7445, recall@top3: 0.7901, prec@top3: 0.6416, recall@top5: 0.9236, prec@top5: 0.4597, loss: 0.0397, grad_norm: 0.1323 2021-03-02 01:49:50,853 - mmaction - INFO - Epoch [9][1720/1921] lr: 1.500e-01, eta: 12:58:17, time: 2.122, data_time: 0.001, memory: 8270, loss_action_cls: 0.0410, recall@thr=0.5: 0.6517, prec@thr=0.5: 0.7371, recall@top3: 0.7769, prec@top3: 0.6310, recall@top5: 0.9185, prec@top5: 0.4587, loss: 0.0410, grad_norm: 0.1305 2021-03-02 01:50:33,805 - mmaction - INFO - Epoch [9][1740/1921] lr: 1.500e-01, eta: 12:57:32, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0407, recall@thr=0.5: 0.6692, prec@thr=0.5: 0.7471, recall@top3: 0.7866, prec@top3: 0.6431, recall@top5: 0.9228, prec@top5: 0.4631, loss: 0.0407, grad_norm: 0.1282 2021-03-02 01:51:17,108 - mmaction - INFO - Epoch [9][1760/1921] lr: 1.500e-01, eta: 12:56:48, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6633, prec@thr=0.5: 0.7548, recall@top3: 0.7859, prec@top3: 0.6373, recall@top5: 0.9185, prec@top5: 0.4569, loss: 0.0402, grad_norm: 0.1294 2021-03-02 01:52:00,719 - mmaction - INFO - Epoch [9][1780/1921] lr: 1.500e-01, eta: 12:56:04, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0399, recall@thr=0.5: 0.6620, prec@thr=0.5: 0.7408, recall@top3: 0.7871, prec@top3: 0.6398, recall@top5: 0.9220, prec@top5: 0.4605, loss: 0.0399, grad_norm: 0.1315 2021-03-02 01:52:43,833 - mmaction - INFO - Epoch [9][1800/1921] lr: 1.500e-01, eta: 12:55:19, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0397, recall@thr=0.5: 0.6733, prec@thr=0.5: 0.7490, recall@top3: 0.7912, prec@top3: 0.6415, recall@top5: 0.9259, prec@top5: 0.4601, loss: 0.0397, grad_norm: 0.1325 2021-03-02 01:53:26,918 - mmaction - INFO - Epoch [9][1820/1921] lr: 1.500e-01, eta: 12:54:35, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6598, prec@thr=0.5: 0.7446, recall@top3: 0.7804, prec@top3: 0.6381, recall@top5: 0.9210, prec@top5: 0.4615, loss: 0.0402, grad_norm: 0.1318 2021-03-02 01:54:10,253 - mmaction - INFO - Epoch [9][1840/1921] lr: 1.500e-01, eta: 12:53:51, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0393, recall@thr=0.5: 0.6842, prec@thr=0.5: 0.7550, recall@top3: 0.7902, prec@top3: 0.6538, recall@top5: 0.9232, prec@top5: 0.4684, loss: 0.0393, grad_norm: 0.1200 2021-03-02 01:54:53,705 - mmaction - INFO - Epoch [9][1860/1921] lr: 1.500e-01, eta: 12:53:06, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0399, recall@thr=0.5: 0.6670, prec@thr=0.5: 0.7468, recall@top3: 0.7975, prec@top3: 0.6415, recall@top5: 0.9297, prec@top5: 0.4597, loss: 0.0399, grad_norm: 0.1333 2021-03-02 01:55:36,491 - mmaction - INFO - Epoch [9][1880/1921] lr: 1.500e-01, eta: 12:52:21, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6614, prec@thr=0.5: 0.7419, recall@top3: 0.7804, prec@top3: 0.6403, recall@top5: 0.9238, prec@top5: 0.4653, loss: 0.0402, grad_norm: 0.1320 2021-03-02 01:56:19,024 - mmaction - INFO - Epoch [9][1900/1921] lr: 1.500e-01, eta: 12:51:36, time: 2.126, data_time: 0.001, memory: 8270, loss_action_cls: 0.0404, recall@thr=0.5: 0.6675, prec@thr=0.5: 0.7427, recall@top3: 0.7809, prec@top3: 0.6348, recall@top5: 0.9175, prec@top5: 0.4576, loss: 0.0404, grad_norm: 0.1279 2021-03-02 01:57:01,176 - mmaction - INFO - Epoch [9][1920/1921] lr: 1.500e-01, eta: 12:50:50, time: 2.108, data_time: 0.001, memory: 8270, loss_action_cls: 0.0397, recall@thr=0.5: 0.6733, prec@thr=0.5: 0.7572, recall@top3: 0.7888, prec@top3: 0.6513, recall@top5: 0.9230, prec@top5: 0.4681, loss: 0.0397, grad_norm: 0.1203 2021-03-02 01:57:05,640 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-03-02 02:07:59,299 - mmaction - INFO - Evaluating mAP ... 2021-03-02 02:16:10,107 - mmaction - INFO - mAP@0.5IOU 0.2148 2021-03-02 02:16:10,689 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_9.pth. 2021-03-02 02:16:10,690 - mmaction - INFO - Best mAP@0.5IOU is 0.2148 at 9 epoch. 2021-03-02 02:16:11,804 - mmaction - INFO - Epoch(val) [9][1921] mAP@0.5IOU: 0.2148 2021-03-02 02:17:57,974 - mmaction - INFO - Epoch [10][20/1921] lr: 1.500e-01, eta: 12:51:17, time: 5.292, data_time: 3.136, memory: 8270, loss_action_cls: 0.0389, recall@thr=0.5: 0.6714, prec@thr=0.5: 0.7526, recall@top3: 0.7882, prec@top3: 0.6461, recall@top5: 0.9281, prec@top5: 0.4661, loss: 0.0389, grad_norm: 0.1240 2021-03-02 02:18:41,052 - mmaction - INFO - Epoch [10][40/1921] lr: 1.500e-01, eta: 12:50:33, time: 2.154, data_time: 0.002, memory: 8270, loss_action_cls: 0.0389, recall@thr=0.5: 0.6863, prec@thr=0.5: 0.7565, recall@top3: 0.7953, prec@top3: 0.6506, recall@top5: 0.9315, prec@top5: 0.4683, loss: 0.0389, grad_norm: 0.1429 2021-03-02 02:19:24,259 - mmaction - INFO - Epoch [10][60/1921] lr: 1.500e-01, eta: 12:49:48, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0391, recall@thr=0.5: 0.6780, prec@thr=0.5: 0.7604, recall@top3: 0.7941, prec@top3: 0.6502, recall@top5: 0.9265, prec@top5: 0.4659, loss: 0.0391, grad_norm: 0.1339 2021-03-02 02:20:07,579 - mmaction - INFO - Epoch [10][80/1921] lr: 1.500e-01, eta: 12:49:04, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0403, recall@thr=0.5: 0.6745, prec@thr=0.5: 0.7508, recall@top3: 0.7883, prec@top3: 0.6474, recall@top5: 0.9218, prec@top5: 0.4644, loss: 0.0403, grad_norm: 0.1371 2021-03-02 02:20:51,189 - mmaction - INFO - Epoch [10][100/1921] lr: 1.500e-01, eta: 12:48:19, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0391, recall@thr=0.5: 0.6807, prec@thr=0.5: 0.7592, recall@top3: 0.7919, prec@top3: 0.6538, recall@top5: 0.9265, prec@top5: 0.4690, loss: 0.0391, grad_norm: 0.1276 2021-03-02 02:21:34,483 - mmaction - INFO - Epoch [10][120/1921] lr: 1.500e-01, eta: 12:47:35, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0395, recall@thr=0.5: 0.6729, prec@thr=0.5: 0.7493, recall@top3: 0.7887, prec@top3: 0.6456, recall@top5: 0.9245, prec@top5: 0.4643, loss: 0.0395, grad_norm: 0.1417 2021-03-02 02:22:17,333 - mmaction - INFO - Epoch [10][140/1921] lr: 1.500e-01, eta: 12:46:50, time: 2.143, data_time: 0.001, memory: 8270, loss_action_cls: 0.0389, recall@thr=0.5: 0.6852, prec@thr=0.5: 0.7654, recall@top3: 0.7933, prec@top3: 0.6512, recall@top5: 0.9248, prec@top5: 0.4655, loss: 0.0389, grad_norm: 0.1263 2021-03-02 02:22:59,590 - mmaction - INFO - Epoch [10][160/1921] lr: 1.500e-01, eta: 12:46:04, time: 2.113, data_time: 0.001, memory: 8270, loss_action_cls: 0.0383, recall@thr=0.5: 0.6893, prec@thr=0.5: 0.7638, recall@top3: 0.8000, prec@top3: 0.6482, recall@top5: 0.9259, prec@top5: 0.4607, loss: 0.0383, grad_norm: 0.1328 2021-03-02 02:23:43,672 - mmaction - INFO - Epoch [10][180/1921] lr: 1.500e-01, eta: 12:45:21, time: 2.204, data_time: 0.001, memory: 8270, loss_action_cls: 0.0393, recall@thr=0.5: 0.6820, prec@thr=0.5: 0.7615, recall@top3: 0.7924, prec@top3: 0.6487, recall@top5: 0.9280, prec@top5: 0.4666, loss: 0.0393, grad_norm: 0.1299 2021-03-02 02:24:27,163 - mmaction - INFO - Epoch [10][200/1921] lr: 1.500e-01, eta: 12:44:36, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0395, recall@thr=0.5: 0.6798, prec@thr=0.5: 0.7600, recall@top3: 0.7932, prec@top3: 0.6502, recall@top5: 0.9209, prec@top5: 0.4628, loss: 0.0395, grad_norm: 0.1236 2021-03-02 02:25:10,687 - mmaction - INFO - Epoch [10][220/1921] lr: 1.500e-01, eta: 12:43:52, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0394, recall@thr=0.5: 0.6748, prec@thr=0.5: 0.7521, recall@top3: 0.7908, prec@top3: 0.6455, recall@top5: 0.9257, prec@top5: 0.4630, loss: 0.0394, grad_norm: 0.1313 2021-03-02 02:25:54,574 - mmaction - INFO - Epoch [10][240/1921] lr: 1.500e-01, eta: 12:43:08, time: 2.194, data_time: 0.001, memory: 8270, loss_action_cls: 0.0388, recall@thr=0.5: 0.6849, prec@thr=0.5: 0.7524, recall@top3: 0.7938, prec@top3: 0.6500, recall@top5: 0.9292, prec@top5: 0.4673, loss: 0.0388, grad_norm: 0.1278 2021-03-02 02:26:37,483 - mmaction - INFO - Epoch [10][260/1921] lr: 1.500e-01, eta: 12:42:23, time: 2.145, data_time: 0.001, memory: 8270, loss_action_cls: 0.0396, recall@thr=0.5: 0.6754, prec@thr=0.5: 0.7423, recall@top3: 0.7892, prec@top3: 0.6403, recall@top5: 0.9268, prec@top5: 0.4606, loss: 0.0396, grad_norm: 0.1370 2021-03-02 02:27:20,175 - mmaction - INFO - Epoch [10][280/1921] lr: 1.500e-01, eta: 12:41:38, time: 2.135, data_time: 0.001, memory: 8270, loss_action_cls: 0.0397, recall@thr=0.5: 0.6748, prec@thr=0.5: 0.7477, recall@top3: 0.7885, prec@top3: 0.6464, recall@top5: 0.9225, prec@top5: 0.4644, loss: 0.0397, grad_norm: 0.1371 2021-03-02 02:28:03,239 - mmaction - INFO - Epoch [10][300/1921] lr: 1.500e-01, eta: 12:40:53, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0394, recall@thr=0.5: 0.6746, prec@thr=0.5: 0.7543, recall@top3: 0.7871, prec@top3: 0.6476, recall@top5: 0.9205, prec@top5: 0.4658, loss: 0.0394, grad_norm: 0.1232 2021-03-02 02:28:47,086 - mmaction - INFO - Epoch [10][320/1921] lr: 1.500e-01, eta: 12:40:10, time: 2.192, data_time: 0.001, memory: 8270, loss_action_cls: 0.0399, recall@thr=0.5: 0.6795, prec@thr=0.5: 0.7537, recall@top3: 0.7921, prec@top3: 0.6538, recall@top5: 0.9219, prec@top5: 0.4674, loss: 0.0399, grad_norm: 0.1418 2021-03-02 02:29:30,791 - mmaction - INFO - Epoch [10][340/1921] lr: 1.500e-01, eta: 12:39:26, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0387, recall@thr=0.5: 0.6818, prec@thr=0.5: 0.7605, recall@top3: 0.7948, prec@top3: 0.6523, recall@top5: 0.9311, prec@top5: 0.4698, loss: 0.0387, grad_norm: 0.1281 2021-03-02 02:30:14,894 - mmaction - INFO - Epoch [10][360/1921] lr: 1.500e-01, eta: 12:38:42, time: 2.205, data_time: 0.001, memory: 8270, loss_action_cls: 0.0399, recall@thr=0.5: 0.6701, prec@thr=0.5: 0.7425, recall@top3: 0.7827, prec@top3: 0.6408, recall@top5: 0.9238, prec@top5: 0.4656, loss: 0.0399, grad_norm: 0.1343 2021-03-02 02:30:57,174 - mmaction - INFO - Epoch [10][380/1921] lr: 1.500e-01, eta: 12:37:56, time: 2.114, data_time: 0.001, memory: 8270, loss_action_cls: 0.0393, recall@thr=0.5: 0.6753, prec@thr=0.5: 0.7469, recall@top3: 0.7952, prec@top3: 0.6437, recall@top5: 0.9254, prec@top5: 0.4612, loss: 0.0393, grad_norm: 0.1352 2021-03-02 02:31:40,193 - mmaction - INFO - Epoch [10][400/1921] lr: 1.500e-01, eta: 12:37:12, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6723, prec@thr=0.5: 0.7513, recall@top3: 0.7926, prec@top3: 0.6425, recall@top5: 0.9236, prec@top5: 0.4607, loss: 0.0402, grad_norm: 0.1260 2021-03-02 02:32:23,280 - mmaction - INFO - Epoch [10][420/1921] lr: 1.500e-01, eta: 12:36:27, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0401, recall@thr=0.5: 0.6657, prec@thr=0.5: 0.7441, recall@top3: 0.7900, prec@top3: 0.6498, recall@top5: 0.9233, prec@top5: 0.4656, loss: 0.0401, grad_norm: 0.1264 2021-03-02 02:33:06,252 - mmaction - INFO - Epoch [10][440/1921] lr: 1.500e-01, eta: 12:35:42, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0391, recall@thr=0.5: 0.6833, prec@thr=0.5: 0.7549, recall@top3: 0.7954, prec@top3: 0.6496, recall@top5: 0.9291, prec@top5: 0.4669, loss: 0.0391, grad_norm: 0.1292 2021-03-02 02:33:48,859 - mmaction - INFO - Epoch [10][460/1921] lr: 1.500e-01, eta: 12:34:57, time: 2.130, data_time: 0.001, memory: 8270, loss_action_cls: 0.0400, recall@thr=0.5: 0.6792, prec@thr=0.5: 0.7538, recall@top3: 0.7881, prec@top3: 0.6572, recall@top5: 0.9244, prec@top5: 0.4733, loss: 0.0400, grad_norm: 0.1435 2021-03-02 02:34:32,131 - mmaction - INFO - Epoch [10][480/1921] lr: 1.500e-01, eta: 12:34:12, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0392, recall@thr=0.5: 0.6770, prec@thr=0.5: 0.7556, recall@top3: 0.7975, prec@top3: 0.6582, recall@top5: 0.9242, prec@top5: 0.4695, loss: 0.0392, grad_norm: 0.1210 2021-03-02 02:35:16,319 - mmaction - INFO - Epoch [10][500/1921] lr: 1.500e-01, eta: 12:33:29, time: 2.209, data_time: 0.001, memory: 8270, loss_action_cls: 0.0392, recall@thr=0.5: 0.6824, prec@thr=0.5: 0.7548, recall@top3: 0.7927, prec@top3: 0.6469, recall@top5: 0.9247, prec@top5: 0.4636, loss: 0.0392, grad_norm: 0.1288 2021-03-02 02:36:00,079 - mmaction - INFO - Epoch [10][520/1921] lr: 1.500e-01, eta: 12:32:45, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0395, recall@thr=0.5: 0.6736, prec@thr=0.5: 0.7507, recall@top3: 0.7865, prec@top3: 0.6455, recall@top5: 0.9257, prec@top5: 0.4670, loss: 0.0395, grad_norm: 0.1292 2021-03-02 02:36:43,044 - mmaction - INFO - Epoch [10][540/1921] lr: 1.500e-01, eta: 12:32:00, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0398, recall@thr=0.5: 0.6733, prec@thr=0.5: 0.7537, recall@top3: 0.7900, prec@top3: 0.6437, recall@top5: 0.9193, prec@top5: 0.4589, loss: 0.0398, grad_norm: 0.1282 2021-03-02 02:37:25,591 - mmaction - INFO - Epoch [10][560/1921] lr: 1.500e-01, eta: 12:31:15, time: 2.127, data_time: 0.001, memory: 8270, loss_action_cls: 0.0392, recall@thr=0.5: 0.6820, prec@thr=0.5: 0.7540, recall@top3: 0.7913, prec@top3: 0.6560, recall@top5: 0.9238, prec@top5: 0.4695, loss: 0.0392, grad_norm: 0.1346 2021-03-02 02:38:09,323 - mmaction - INFO - Epoch [10][580/1921] lr: 1.500e-01, eta: 12:30:31, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0401, recall@thr=0.5: 0.6699, prec@thr=0.5: 0.7491, recall@top3: 0.7893, prec@top3: 0.6432, recall@top5: 0.9173, prec@top5: 0.4597, loss: 0.0401, grad_norm: 0.1354 2021-03-02 02:38:52,448 - mmaction - INFO - Epoch [10][600/1921] lr: 1.500e-01, eta: 12:29:46, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0395, recall@thr=0.5: 0.6845, prec@thr=0.5: 0.7588, recall@top3: 0.7870, prec@top3: 0.6478, recall@top5: 0.9269, prec@top5: 0.4692, loss: 0.0395, grad_norm: 0.1328 2021-03-02 02:39:36,250 - mmaction - INFO - Epoch [10][620/1921] lr: 1.500e-01, eta: 12:29:03, time: 2.190, data_time: 0.001, memory: 8270, loss_action_cls: 0.0396, recall@thr=0.5: 0.6784, prec@thr=0.5: 0.7588, recall@top3: 0.7895, prec@top3: 0.6571, recall@top5: 0.9279, prec@top5: 0.4728, loss: 0.0396, grad_norm: 0.1272 2021-03-02 02:40:20,335 - mmaction - INFO - Epoch [10][640/1921] lr: 1.500e-01, eta: 12:28:19, time: 2.204, data_time: 0.001, memory: 8270, loss_action_cls: 0.0404, recall@thr=0.5: 0.6678, prec@thr=0.5: 0.7460, recall@top3: 0.7824, prec@top3: 0.6349, recall@top5: 0.9199, prec@top5: 0.4599, loss: 0.0404, grad_norm: 0.1267 2021-03-02 02:41:04,007 - mmaction - INFO - Epoch [10][660/1921] lr: 1.500e-01, eta: 12:27:35, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0398, recall@thr=0.5: 0.6727, prec@thr=0.5: 0.7486, recall@top3: 0.7922, prec@top3: 0.6397, recall@top5: 0.9243, prec@top5: 0.4592, loss: 0.0398, grad_norm: 0.1364 2021-03-02 02:41:47,701 - mmaction - INFO - Epoch [10][680/1921] lr: 1.500e-01, eta: 12:26:51, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0390, recall@thr=0.5: 0.6807, prec@thr=0.5: 0.7621, recall@top3: 0.7962, prec@top3: 0.6548, recall@top5: 0.9288, prec@top5: 0.4684, loss: 0.0390, grad_norm: 0.1262 2021-03-02 02:42:30,549 - mmaction - INFO - Epoch [10][700/1921] lr: 1.500e-01, eta: 12:26:06, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0397, recall@thr=0.5: 0.6691, prec@thr=0.5: 0.7432, recall@top3: 0.7887, prec@top3: 0.6395, recall@top5: 0.9256, prec@top5: 0.4603, loss: 0.0397, grad_norm: 0.1443 2021-03-02 02:43:14,289 - mmaction - INFO - Epoch [10][720/1921] lr: 1.500e-01, eta: 12:25:22, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0385, recall@thr=0.5: 0.6779, prec@thr=0.5: 0.7525, recall@top3: 0.7984, prec@top3: 0.6532, recall@top5: 0.9307, prec@top5: 0.4662, loss: 0.0385, grad_norm: 0.1274 2021-03-02 02:43:57,580 - mmaction - INFO - Epoch [10][740/1921] lr: 1.500e-01, eta: 12:24:38, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0394, recall@thr=0.5: 0.6777, prec@thr=0.5: 0.7546, recall@top3: 0.7908, prec@top3: 0.6477, recall@top5: 0.9241, prec@top5: 0.4653, loss: 0.0394, grad_norm: 0.1337 2021-03-02 02:44:40,414 - mmaction - INFO - Epoch [10][760/1921] lr: 1.500e-01, eta: 12:23:53, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0387, recall@thr=0.5: 0.6769, prec@thr=0.5: 0.7574, recall@top3: 0.7945, prec@top3: 0.6453, recall@top5: 0.9284, prec@top5: 0.4637, loss: 0.0387, grad_norm: 0.1325 2021-03-02 02:45:23,927 - mmaction - INFO - Epoch [10][780/1921] lr: 1.500e-01, eta: 12:23:09, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0393, recall@thr=0.5: 0.6724, prec@thr=0.5: 0.7480, recall@top3: 0.7942, prec@top3: 0.6404, recall@top5: 0.9270, prec@top5: 0.4593, loss: 0.0393, grad_norm: 0.1340 2021-03-02 02:46:07,734 - mmaction - INFO - Epoch [10][800/1921] lr: 1.500e-01, eta: 12:22:25, time: 2.190, data_time: 0.001, memory: 8270, loss_action_cls: 0.0400, recall@thr=0.5: 0.6594, prec@thr=0.5: 0.7519, recall@top3: 0.7874, prec@top3: 0.6401, recall@top5: 0.9229, prec@top5: 0.4607, loss: 0.0400, grad_norm: 0.1378 2021-03-02 02:46:51,192 - mmaction - INFO - Epoch [10][820/1921] lr: 1.500e-01, eta: 12:21:41, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6849, prec@thr=0.5: 0.7436, recall@top3: 0.7913, prec@top3: 0.6503, recall@top5: 0.9244, prec@top5: 0.4670, loss: 0.0402, grad_norm: 0.1537 2021-03-02 02:47:34,261 - mmaction - INFO - Epoch [10][840/1921] lr: 1.500e-01, eta: 12:20:56, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0409, recall@thr=0.5: 0.6554, prec@thr=0.5: 0.7473, recall@top3: 0.7778, prec@top3: 0.6364, recall@top5: 0.9206, prec@top5: 0.4631, loss: 0.0409, grad_norm: 0.1357 2021-03-02 02:48:17,507 - mmaction - INFO - Epoch [10][860/1921] lr: 1.500e-01, eta: 12:20:12, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0393, recall@thr=0.5: 0.6804, prec@thr=0.5: 0.7540, recall@top3: 0.7975, prec@top3: 0.6450, recall@top5: 0.9276, prec@top5: 0.4607, loss: 0.0393, grad_norm: 0.1373 2021-03-02 02:49:00,675 - mmaction - INFO - Epoch [10][880/1921] lr: 1.500e-01, eta: 12:19:27, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0395, recall@thr=0.5: 0.6695, prec@thr=0.5: 0.7533, recall@top3: 0.7920, prec@top3: 0.6412, recall@top5: 0.9241, prec@top5: 0.4605, loss: 0.0395, grad_norm: 0.1372 2021-03-02 02:49:45,133 - mmaction - INFO - Epoch [10][900/1921] lr: 1.500e-01, eta: 12:18:44, time: 2.223, data_time: 0.001, memory: 8270, loss_action_cls: 0.0399, recall@thr=0.5: 0.6794, prec@thr=0.5: 0.7546, recall@top3: 0.7916, prec@top3: 0.6533, recall@top5: 0.9266, prec@top5: 0.4700, loss: 0.0399, grad_norm: 0.1318 2021-03-02 02:50:28,503 - mmaction - INFO - Epoch [10][920/1921] lr: 1.500e-01, eta: 12:18:00, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0411, recall@thr=0.5: 0.6541, prec@thr=0.5: 0.7378, recall@top3: 0.7764, prec@top3: 0.6365, recall@top5: 0.9155, prec@top5: 0.4602, loss: 0.0411, grad_norm: 0.1426 2021-03-02 02:51:11,455 - mmaction - INFO - Epoch [10][940/1921] lr: 1.500e-01, eta: 12:17:15, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0390, recall@thr=0.5: 0.6880, prec@thr=0.5: 0.7546, recall@top3: 0.7948, prec@top3: 0.6458, recall@top5: 0.9253, prec@top5: 0.4631, loss: 0.0390, grad_norm: 0.1371 2021-03-02 02:51:55,310 - mmaction - INFO - Epoch [10][960/1921] lr: 1.500e-01, eta: 12:16:31, time: 2.193, data_time: 0.001, memory: 8270, loss_action_cls: 0.0394, recall@thr=0.5: 0.6739, prec@thr=0.5: 0.7517, recall@top3: 0.7908, prec@top3: 0.6439, recall@top5: 0.9246, prec@top5: 0.4620, loss: 0.0394, grad_norm: 0.1440 2021-03-02 02:52:38,163 - mmaction - INFO - Epoch [10][980/1921] lr: 1.500e-01, eta: 12:15:46, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0392, recall@thr=0.5: 0.6729, prec@thr=0.5: 0.7536, recall@top3: 0.7893, prec@top3: 0.6462, recall@top5: 0.9250, prec@top5: 0.4644, loss: 0.0392, grad_norm: 0.1320 2021-03-02 02:53:21,493 - mmaction - INFO - Epoch [10][1000/1921] lr: 1.500e-01, eta: 12:15:02, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0382, recall@thr=0.5: 0.6824, prec@thr=0.5: 0.7575, recall@top3: 0.7991, prec@top3: 0.6497, recall@top5: 0.9328, prec@top5: 0.4665, loss: 0.0382, grad_norm: 0.1256 2021-03-02 02:54:05,014 - mmaction - INFO - Epoch [10][1020/1921] lr: 1.500e-01, eta: 12:14:18, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0392, recall@thr=0.5: 0.6814, prec@thr=0.5: 0.7583, recall@top3: 0.7951, prec@top3: 0.6478, recall@top5: 0.9270, prec@top5: 0.4624, loss: 0.0392, grad_norm: 0.1297 2021-03-02 02:54:48,149 - mmaction - INFO - Epoch [10][1040/1921] lr: 1.500e-01, eta: 12:13:33, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0389, recall@thr=0.5: 0.6947, prec@thr=0.5: 0.7599, recall@top3: 0.8026, prec@top3: 0.6566, recall@top5: 0.9279, prec@top5: 0.4692, loss: 0.0389, grad_norm: 0.1261 2021-03-02 02:55:31,508 - mmaction - INFO - Epoch [10][1060/1921] lr: 1.500e-01, eta: 12:12:49, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0396, recall@thr=0.5: 0.6662, prec@thr=0.5: 0.7388, recall@top3: 0.7936, prec@top3: 0.6363, recall@top5: 0.9278, prec@top5: 0.4574, loss: 0.0396, grad_norm: 0.1463 2021-03-02 02:56:15,406 - mmaction - INFO - Epoch [10][1080/1921] lr: 1.500e-01, eta: 12:12:05, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6634, prec@thr=0.5: 0.7336, recall@top3: 0.7882, prec@top3: 0.6412, recall@top5: 0.9250, prec@top5: 0.4631, loss: 0.0408, grad_norm: 0.1474 2021-03-02 02:56:58,673 - mmaction - INFO - Epoch [10][1100/1921] lr: 1.500e-01, eta: 12:11:21, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0385, recall@thr=0.5: 0.6808, prec@thr=0.5: 0.7614, recall@top3: 0.7926, prec@top3: 0.6486, recall@top5: 0.9259, prec@top5: 0.4653, loss: 0.0385, grad_norm: 0.1267 2021-03-02 02:57:42,476 - mmaction - INFO - Epoch [10][1120/1921] lr: 1.500e-01, eta: 12:10:37, time: 2.190, data_time: 0.001, memory: 8270, loss_action_cls: 0.0394, recall@thr=0.5: 0.6783, prec@thr=0.5: 0.7486, recall@top3: 0.7905, prec@top3: 0.6413, recall@top5: 0.9262, prec@top5: 0.4626, loss: 0.0394, grad_norm: 0.1358 2021-03-02 02:58:25,665 - mmaction - INFO - Epoch [10][1140/1921] lr: 1.500e-01, eta: 12:09:52, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0392, recall@thr=0.5: 0.6730, prec@thr=0.5: 0.7558, recall@top3: 0.7924, prec@top3: 0.6474, recall@top5: 0.9277, prec@top5: 0.4652, loss: 0.0392, grad_norm: 0.1424 2021-03-02 02:59:09,268 - mmaction - INFO - Epoch [10][1160/1921] lr: 1.500e-01, eta: 12:09:08, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0395, recall@thr=0.5: 0.6762, prec@thr=0.5: 0.7494, recall@top3: 0.7922, prec@top3: 0.6507, recall@top5: 0.9244, prec@top5: 0.4665, loss: 0.0395, grad_norm: 0.1444 2021-03-02 02:59:52,782 - mmaction - INFO - Epoch [10][1180/1921] lr: 1.500e-01, eta: 12:08:24, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0407, recall@thr=0.5: 0.6650, prec@thr=0.5: 0.7368, recall@top3: 0.7830, prec@top3: 0.6377, recall@top5: 0.9218, prec@top5: 0.4618, loss: 0.0407, grad_norm: 0.1453 2021-03-02 03:00:36,534 - mmaction - INFO - Epoch [10][1200/1921] lr: 1.500e-01, eta: 12:07:40, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0384, recall@thr=0.5: 0.6686, prec@thr=0.5: 0.7451, recall@top3: 0.7940, prec@top3: 0.6404, recall@top5: 0.9299, prec@top5: 0.4589, loss: 0.0384, grad_norm: 0.1337 2021-03-02 03:01:19,780 - mmaction - INFO - Epoch [10][1220/1921] lr: 1.500e-01, eta: 12:06:56, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0403, recall@thr=0.5: 0.6764, prec@thr=0.5: 0.7506, recall@top3: 0.7893, prec@top3: 0.6473, recall@top5: 0.9258, prec@top5: 0.4662, loss: 0.0403, grad_norm: 0.1341 2021-03-02 03:02:03,194 - mmaction - INFO - Epoch [10][1240/1921] lr: 1.500e-01, eta: 12:06:12, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0389, recall@thr=0.5: 0.6838, prec@thr=0.5: 0.7539, recall@top3: 0.7966, prec@top3: 0.6562, recall@top5: 0.9265, prec@top5: 0.4689, loss: 0.0389, grad_norm: 0.1274 2021-03-02 03:02:45,729 - mmaction - INFO - Epoch [10][1260/1921] lr: 1.500e-01, eta: 12:05:26, time: 2.127, data_time: 0.001, memory: 8270, loss_action_cls: 0.0388, recall@thr=0.5: 0.6752, prec@thr=0.5: 0.7525, recall@top3: 0.7952, prec@top3: 0.6540, recall@top5: 0.9297, prec@top5: 0.4691, loss: 0.0388, grad_norm: 0.1394 2021-03-02 03:03:28,889 - mmaction - INFO - Epoch [10][1280/1921] lr: 1.500e-01, eta: 12:04:42, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0393, recall@thr=0.5: 0.6774, prec@thr=0.5: 0.7529, recall@top3: 0.7943, prec@top3: 0.6458, recall@top5: 0.9254, prec@top5: 0.4633, loss: 0.0393, grad_norm: 0.1359 2021-03-02 03:04:12,854 - mmaction - INFO - Epoch [10][1300/1921] lr: 1.500e-01, eta: 12:03:58, time: 2.198, data_time: 0.001, memory: 8270, loss_action_cls: 0.0390, recall@thr=0.5: 0.6743, prec@thr=0.5: 0.7475, recall@top3: 0.7964, prec@top3: 0.6428, recall@top5: 0.9260, prec@top5: 0.4596, loss: 0.0390, grad_norm: 0.1297 2021-03-02 03:04:55,309 - mmaction - INFO - Epoch [10][1320/1921] lr: 1.500e-01, eta: 12:03:13, time: 2.123, data_time: 0.001, memory: 8270, loss_action_cls: 0.0386, recall@thr=0.5: 0.6787, prec@thr=0.5: 0.7557, recall@top3: 0.7947, prec@top3: 0.6493, recall@top5: 0.9246, prec@top5: 0.4638, loss: 0.0386, grad_norm: 0.1273 2021-03-02 03:05:37,847 - mmaction - INFO - Epoch [10][1340/1921] lr: 1.500e-01, eta: 12:02:28, time: 2.127, data_time: 0.001, memory: 8270, loss_action_cls: 0.0391, recall@thr=0.5: 0.6891, prec@thr=0.5: 0.7580, recall@top3: 0.7943, prec@top3: 0.6494, recall@top5: 0.9293, prec@top5: 0.4663, loss: 0.0391, grad_norm: 0.1287 2021-03-02 03:06:20,822 - mmaction - INFO - Epoch [10][1360/1921] lr: 1.500e-01, eta: 12:01:43, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0395, recall@thr=0.5: 0.6790, prec@thr=0.5: 0.7526, recall@top3: 0.7966, prec@top3: 0.6538, recall@top5: 0.9314, prec@top5: 0.4688, loss: 0.0395, grad_norm: 0.1297 2021-03-02 03:07:03,831 - mmaction - INFO - Epoch [10][1380/1921] lr: 1.500e-01, eta: 12:00:59, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0392, recall@thr=0.5: 0.6762, prec@thr=0.5: 0.7535, recall@top3: 0.7983, prec@top3: 0.6559, recall@top5: 0.9268, prec@top5: 0.4671, loss: 0.0392, grad_norm: 0.1303 2021-03-02 03:07:47,224 - mmaction - INFO - Epoch [10][1400/1921] lr: 1.500e-01, eta: 12:00:14, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0393, recall@thr=0.5: 0.6814, prec@thr=0.5: 0.7626, recall@top3: 0.7885, prec@top3: 0.6522, recall@top5: 0.9200, prec@top5: 0.4674, loss: 0.0393, grad_norm: 0.1327 2021-03-02 03:08:30,319 - mmaction - INFO - Epoch [10][1420/1921] lr: 1.500e-01, eta: 11:59:30, time: 2.155, data_time: 0.001, memory: 8270, loss_action_cls: 0.0394, recall@thr=0.5: 0.6793, prec@thr=0.5: 0.7535, recall@top3: 0.7904, prec@top3: 0.6429, recall@top5: 0.9261, prec@top5: 0.4635, loss: 0.0394, grad_norm: 0.1356 2021-03-02 03:09:13,777 - mmaction - INFO - Epoch [10][1440/1921] lr: 1.500e-01, eta: 11:58:46, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0402, recall@thr=0.5: 0.6648, prec@thr=0.5: 0.7431, recall@top3: 0.7859, prec@top3: 0.6429, recall@top5: 0.9200, prec@top5: 0.4619, loss: 0.0402, grad_norm: 0.1357 2021-03-02 03:09:57,209 - mmaction - INFO - Epoch [10][1460/1921] lr: 1.500e-01, eta: 11:58:01, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0404, recall@thr=0.5: 0.6655, prec@thr=0.5: 0.7458, recall@top3: 0.7860, prec@top3: 0.6395, recall@top5: 0.9227, prec@top5: 0.4607, loss: 0.0404, grad_norm: 0.1349 2021-03-02 03:10:40,781 - mmaction - INFO - Epoch [10][1480/1921] lr: 1.500e-01, eta: 11:57:17, time: 2.178, data_time: 0.001, memory: 8270, loss_action_cls: 0.0379, recall@thr=0.5: 0.6820, prec@thr=0.5: 0.7589, recall@top3: 0.8022, prec@top3: 0.6491, recall@top5: 0.9273, prec@top5: 0.4624, loss: 0.0379, grad_norm: 0.1243 2021-03-02 03:11:24,526 - mmaction - INFO - Epoch [10][1500/1921] lr: 1.500e-01, eta: 11:56:34, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0390, recall@thr=0.5: 0.6726, prec@thr=0.5: 0.7485, recall@top3: 0.7966, prec@top3: 0.6485, recall@top5: 0.9246, prec@top5: 0.4611, loss: 0.0390, grad_norm: 0.1348 2021-03-02 03:12:07,835 - mmaction - INFO - Epoch [10][1520/1921] lr: 1.500e-01, eta: 11:55:49, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0392, recall@thr=0.5: 0.6798, prec@thr=0.5: 0.7548, recall@top3: 0.7951, prec@top3: 0.6424, recall@top5: 0.9249, prec@top5: 0.4576, loss: 0.0392, grad_norm: 0.1252 2021-03-02 03:12:51,030 - mmaction - INFO - Epoch [10][1540/1921] lr: 1.500e-01, eta: 11:55:05, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0389, recall@thr=0.5: 0.6715, prec@thr=0.5: 0.7528, recall@top3: 0.7968, prec@top3: 0.6449, recall@top5: 0.9270, prec@top5: 0.4591, loss: 0.0389, grad_norm: 0.1347 2021-03-02 03:13:33,907 - mmaction - INFO - Epoch [10][1560/1921] lr: 1.500e-01, eta: 11:54:20, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0389, recall@thr=0.5: 0.6788, prec@thr=0.5: 0.7527, recall@top3: 0.7926, prec@top3: 0.6469, recall@top5: 0.9238, prec@top5: 0.4632, loss: 0.0389, grad_norm: 0.1365 2021-03-02 03:14:16,539 - mmaction - INFO - Epoch [10][1580/1921] lr: 1.500e-01, eta: 11:53:35, time: 2.131, data_time: 0.001, memory: 8270, loss_action_cls: 0.0400, recall@thr=0.5: 0.6670, prec@thr=0.5: 0.7504, recall@top3: 0.7866, prec@top3: 0.6392, recall@top5: 0.9210, prec@top5: 0.4587, loss: 0.0400, grad_norm: 0.1318 2021-03-02 03:14:59,948 - mmaction - INFO - Epoch [10][1600/1921] lr: 1.500e-01, eta: 11:52:51, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0408, recall@thr=0.5: 0.6654, prec@thr=0.5: 0.7472, recall@top3: 0.7841, prec@top3: 0.6462, recall@top5: 0.9189, prec@top5: 0.4639, loss: 0.0408, grad_norm: 0.1384 2021-03-02 03:15:43,471 - mmaction - INFO - Epoch [10][1620/1921] lr: 1.500e-01, eta: 11:52:07, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0393, recall@thr=0.5: 0.6746, prec@thr=0.5: 0.7531, recall@top3: 0.7902, prec@top3: 0.6387, recall@top5: 0.9255, prec@top5: 0.4587, loss: 0.0393, grad_norm: 0.1365 2021-03-02 03:16:26,903 - mmaction - INFO - Epoch [10][1640/1921] lr: 1.500e-01, eta: 11:51:23, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0405, recall@thr=0.5: 0.6686, prec@thr=0.5: 0.7453, recall@top3: 0.7886, prec@top3: 0.6452, recall@top5: 0.9198, prec@top5: 0.4614, loss: 0.0405, grad_norm: 0.1371 2021-03-02 03:17:10,421 - mmaction - INFO - Epoch [10][1660/1921] lr: 1.500e-01, eta: 11:50:38, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0403, recall@thr=0.5: 0.6756, prec@thr=0.5: 0.7474, recall@top3: 0.7875, prec@top3: 0.6429, recall@top5: 0.9212, prec@top5: 0.4623, loss: 0.0403, grad_norm: 0.1418 2021-03-02 03:17:53,738 - mmaction - INFO - Epoch [10][1680/1921] lr: 1.500e-01, eta: 11:49:54, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0391, recall@thr=0.5: 0.6749, prec@thr=0.5: 0.7548, recall@top3: 0.7878, prec@top3: 0.6469, recall@top5: 0.9246, prec@top5: 0.4666, loss: 0.0391, grad_norm: 0.1320 2021-03-02 03:18:36,743 - mmaction - INFO - Epoch [10][1700/1921] lr: 1.500e-01, eta: 11:49:10, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0391, recall@thr=0.5: 0.6820, prec@thr=0.5: 0.7588, recall@top3: 0.7939, prec@top3: 0.6470, recall@top5: 0.9262, prec@top5: 0.4640, loss: 0.0391, grad_norm: 0.1320 2021-03-02 03:19:19,843 - mmaction - INFO - Epoch [10][1720/1921] lr: 1.500e-01, eta: 11:48:25, time: 2.155, data_time: 0.001, memory: 8270, loss_action_cls: 0.0389, recall@thr=0.5: 0.6732, prec@thr=0.5: 0.7550, recall@top3: 0.7934, prec@top3: 0.6485, recall@top5: 0.9254, prec@top5: 0.4640, loss: 0.0389, grad_norm: 0.1348 2021-03-02 03:20:03,533 - mmaction - INFO - Epoch [10][1740/1921] lr: 1.500e-01, eta: 11:47:41, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0384, recall@thr=0.5: 0.6884, prec@thr=0.5: 0.7633, recall@top3: 0.7955, prec@top3: 0.6584, recall@top5: 0.9259, prec@top5: 0.4703, loss: 0.0384, grad_norm: 0.1264 2021-03-02 03:20:46,410 - mmaction - INFO - Epoch [10][1760/1921] lr: 1.500e-01, eta: 11:46:56, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0398, recall@thr=0.5: 0.6747, prec@thr=0.5: 0.7532, recall@top3: 0.7908, prec@top3: 0.6383, recall@top5: 0.9243, prec@top5: 0.4568, loss: 0.0398, grad_norm: 0.1284 2021-03-02 03:21:29,992 - mmaction - INFO - Epoch [10][1780/1921] lr: 1.500e-01, eta: 11:46:12, time: 2.179, data_time: 0.005, memory: 8270, loss_action_cls: 0.0394, recall@thr=0.5: 0.6746, prec@thr=0.5: 0.7528, recall@top3: 0.7889, prec@top3: 0.6447, recall@top5: 0.9233, prec@top5: 0.4630, loss: 0.0394, grad_norm: 0.1367 2021-03-02 03:22:13,696 - mmaction - INFO - Epoch [10][1800/1921] lr: 1.500e-01, eta: 11:45:29, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0398, recall@thr=0.5: 0.6725, prec@thr=0.5: 0.7508, recall@top3: 0.7887, prec@top3: 0.6388, recall@top5: 0.9248, prec@top5: 0.4611, loss: 0.0398, grad_norm: 0.1312 2021-03-02 03:22:57,302 - mmaction - INFO - Epoch [10][1820/1921] lr: 1.500e-01, eta: 11:44:45, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0395, recall@thr=0.5: 0.6721, prec@thr=0.5: 0.7608, recall@top3: 0.7884, prec@top3: 0.6451, recall@top5: 0.9252, prec@top5: 0.4647, loss: 0.0395, grad_norm: 0.1336 2021-03-02 03:23:40,419 - mmaction - INFO - Epoch [10][1840/1921] lr: 1.500e-01, eta: 11:44:00, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0399, recall@thr=0.5: 0.6706, prec@thr=0.5: 0.7429, recall@top3: 0.7900, prec@top3: 0.6436, recall@top5: 0.9188, prec@top5: 0.4606, loss: 0.0399, grad_norm: 0.1342 2021-03-02 03:24:22,487 - mmaction - INFO - Epoch [10][1860/1921] lr: 1.500e-01, eta: 11:43:15, time: 2.104, data_time: 0.001, memory: 8270, loss_action_cls: 0.0388, recall@thr=0.5: 0.6657, prec@thr=0.5: 0.7474, recall@top3: 0.7968, prec@top3: 0.6400, recall@top5: 0.9309, prec@top5: 0.4584, loss: 0.0388, grad_norm: 0.1273 2021-03-02 03:25:06,168 - mmaction - INFO - Epoch [10][1880/1921] lr: 1.500e-01, eta: 11:42:31, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0398, recall@thr=0.5: 0.6731, prec@thr=0.5: 0.7434, recall@top3: 0.7885, prec@top3: 0.6464, recall@top5: 0.9258, prec@top5: 0.4659, loss: 0.0398, grad_norm: 0.1323 2021-03-02 03:25:49,793 - mmaction - INFO - Epoch [10][1900/1921] lr: 1.500e-01, eta: 11:41:47, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0399, recall@thr=0.5: 0.6693, prec@thr=0.5: 0.7580, recall@top3: 0.7911, prec@top3: 0.6456, recall@top5: 0.9243, prec@top5: 0.4633, loss: 0.0399, grad_norm: 0.1267 2021-03-02 03:26:30,991 - mmaction - INFO - Epoch [10][1920/1921] lr: 1.500e-01, eta: 11:41:00, time: 2.060, data_time: 0.001, memory: 8270, loss_action_cls: 0.0387, recall@thr=0.5: 0.6771, prec@thr=0.5: 0.7567, recall@top3: 0.8006, prec@top3: 0.6446, recall@top5: 0.9299, prec@top5: 0.4599, loss: 0.0387, grad_norm: 0.1329 2021-03-02 03:26:36,030 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-03-02 03:37:36,570 - mmaction - INFO - Evaluating mAP ... 2021-03-02 03:45:41,822 - mmaction - INFO - mAP@0.5IOU 0.2159 2021-03-02 03:45:42,164 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_10.pth. 2021-03-02 03:45:42,164 - mmaction - INFO - Best mAP@0.5IOU is 0.2159 at 10 epoch. 2021-03-02 03:45:43,282 - mmaction - INFO - Epoch(val) [10][1921] mAP@0.5IOU: 0.2159 2021-03-02 03:47:10,100 - mmaction - INFO - Epoch [11][20/1921] lr: 1.500e-02, eta: 11:40:55, time: 4.340, data_time: 2.253, memory: 8270, loss_action_cls: 0.0382, recall@thr=0.5: 0.6825, prec@thr=0.5: 0.7612, recall@top3: 0.7960, prec@top3: 0.6460, recall@top5: 0.9284, prec@top5: 0.4631, loss: 0.0382, grad_norm: 0.1251 2021-03-02 03:47:54,074 - mmaction - INFO - Epoch [11][40/1921] lr: 1.500e-02, eta: 11:40:11, time: 2.199, data_time: 0.001, memory: 8270, loss_action_cls: 0.0376, recall@thr=0.5: 0.6925, prec@thr=0.5: 0.7646, recall@top3: 0.8061, prec@top3: 0.6557, recall@top5: 0.9273, prec@top5: 0.4626, loss: 0.0376, grad_norm: 0.1164 2021-03-02 03:48:37,384 - mmaction - INFO - Epoch [11][60/1921] lr: 1.500e-02, eta: 11:39:27, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0377, recall@thr=0.5: 0.6848, prec@thr=0.5: 0.7621, recall@top3: 0.8075, prec@top3: 0.6491, recall@top5: 0.9326, prec@top5: 0.4614, loss: 0.0377, grad_norm: 0.1159 2021-03-02 03:49:20,740 - mmaction - INFO - Epoch [11][80/1921] lr: 1.500e-02, eta: 11:38:43, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0377, recall@thr=0.5: 0.6913, prec@thr=0.5: 0.7673, recall@top3: 0.8054, prec@top3: 0.6598, recall@top5: 0.9323, prec@top5: 0.4688, loss: 0.0377, grad_norm: 0.1154 2021-03-02 03:50:04,284 - mmaction - INFO - Epoch [11][100/1921] lr: 1.500e-02, eta: 11:37:59, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0383, recall@thr=0.5: 0.6828, prec@thr=0.5: 0.7555, recall@top3: 0.7937, prec@top3: 0.6483, recall@top5: 0.9231, prec@top5: 0.4628, loss: 0.0383, grad_norm: 0.1173 2021-03-02 03:50:48,000 - mmaction - INFO - Epoch [11][120/1921] lr: 1.500e-02, eta: 11:37:15, time: 2.186, data_time: 0.001, memory: 8270, loss_action_cls: 0.0368, recall@thr=0.5: 0.6961, prec@thr=0.5: 0.7761, recall@top3: 0.8096, prec@top3: 0.6648, recall@top5: 0.9339, prec@top5: 0.4701, loss: 0.0368, grad_norm: 0.1168 2021-03-02 03:51:30,976 - mmaction - INFO - Epoch [11][140/1921] lr: 1.500e-02, eta: 11:36:30, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0371, recall@thr=0.5: 0.6923, prec@thr=0.5: 0.7683, recall@top3: 0.8044, prec@top3: 0.6607, recall@top5: 0.9324, prec@top5: 0.4697, loss: 0.0371, grad_norm: 0.1177 2021-03-02 03:52:14,208 - mmaction - INFO - Epoch [11][160/1921] lr: 1.500e-02, eta: 11:35:46, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0373, recall@thr=0.5: 0.6986, prec@thr=0.5: 0.7672, recall@top3: 0.8060, prec@top3: 0.6563, recall@top5: 0.9336, prec@top5: 0.4656, loss: 0.0373, grad_norm: 0.1185 2021-03-02 03:52:57,915 - mmaction - INFO - Epoch [11][180/1921] lr: 1.500e-02, eta: 11:35:02, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0376, recall@thr=0.5: 0.6856, prec@thr=0.5: 0.7656, recall@top3: 0.8004, prec@top3: 0.6558, recall@top5: 0.9272, prec@top5: 0.4663, loss: 0.0376, grad_norm: 0.1221 2021-03-02 03:53:40,638 - mmaction - INFO - Epoch [11][200/1921] lr: 1.500e-02, eta: 11:34:17, time: 2.136, data_time: 0.001, memory: 8270, loss_action_cls: 0.0370, recall@thr=0.5: 0.6956, prec@thr=0.5: 0.7655, recall@top3: 0.8064, prec@top3: 0.6596, recall@top5: 0.9350, prec@top5: 0.4686, loss: 0.0370, grad_norm: 0.1192 2021-03-02 03:54:23,064 - mmaction - INFO - Epoch [11][220/1921] lr: 1.500e-02, eta: 11:33:32, time: 2.121, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7056, prec@thr=0.5: 0.7742, recall@top3: 0.8141, prec@top3: 0.6648, recall@top5: 0.9359, prec@top5: 0.4699, loss: 0.0364, grad_norm: 0.1196 2021-03-02 03:55:05,594 - mmaction - INFO - Epoch [11][240/1921] lr: 1.500e-02, eta: 11:32:46, time: 2.126, data_time: 0.001, memory: 8270, loss_action_cls: 0.0368, recall@thr=0.5: 0.6899, prec@thr=0.5: 0.7741, recall@top3: 0.8044, prec@top3: 0.6525, recall@top5: 0.9304, prec@top5: 0.4638, loss: 0.0368, grad_norm: 0.1175 2021-03-02 03:55:48,833 - mmaction - INFO - Epoch [11][260/1921] lr: 1.500e-02, eta: 11:32:02, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0366, recall@thr=0.5: 0.7043, prec@thr=0.5: 0.7792, recall@top3: 0.8076, prec@top3: 0.6554, recall@top5: 0.9319, prec@top5: 0.4648, loss: 0.0366, grad_norm: 0.1167 2021-03-02 03:56:31,866 - mmaction - INFO - Epoch [11][280/1921] lr: 1.500e-02, eta: 11:31:17, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0374, recall@thr=0.5: 0.6901, prec@thr=0.5: 0.7690, recall@top3: 0.8007, prec@top3: 0.6519, recall@top5: 0.9310, prec@top5: 0.4649, loss: 0.0374, grad_norm: 0.1179 2021-03-02 03:57:15,538 - mmaction - INFO - Epoch [11][300/1921] lr: 1.500e-02, eta: 11:30:33, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0376, recall@thr=0.5: 0.6946, prec@thr=0.5: 0.7783, recall@top3: 0.8070, prec@top3: 0.6594, recall@top5: 0.9286, prec@top5: 0.4666, loss: 0.0376, grad_norm: 0.1192 2021-03-02 03:57:58,421 - mmaction - INFO - Epoch [11][320/1921] lr: 1.500e-02, eta: 11:29:49, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7015, prec@thr=0.5: 0.7796, recall@top3: 0.8110, prec@top3: 0.6555, recall@top5: 0.9350, prec@top5: 0.4644, loss: 0.0360, grad_norm: 0.1179 2021-03-02 03:58:41,508 - mmaction - INFO - Epoch [11][340/1921] lr: 1.500e-02, eta: 11:29:04, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0368, recall@thr=0.5: 0.7028, prec@thr=0.5: 0.7775, recall@top3: 0.8115, prec@top3: 0.6608, recall@top5: 0.9310, prec@top5: 0.4665, loss: 0.0368, grad_norm: 0.1186 2021-03-02 03:59:24,860 - mmaction - INFO - Epoch [11][360/1921] lr: 1.500e-02, eta: 11:28:20, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0374, recall@thr=0.5: 0.7022, prec@thr=0.5: 0.7816, recall@top3: 0.8020, prec@top3: 0.6649, recall@top5: 0.9292, prec@top5: 0.4738, loss: 0.0374, grad_norm: 0.1196 2021-03-02 04:00:07,974 - mmaction - INFO - Epoch [11][380/1921] lr: 1.500e-02, eta: 11:27:35, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.6959, prec@thr=0.5: 0.7746, recall@top3: 0.8134, prec@top3: 0.6620, recall@top5: 0.9354, prec@top5: 0.4684, loss: 0.0363, grad_norm: 0.1194 2021-03-02 04:00:51,099 - mmaction - INFO - Epoch [11][400/1921] lr: 1.500e-02, eta: 11:26:51, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0369, recall@thr=0.5: 0.6962, prec@thr=0.5: 0.7723, recall@top3: 0.8082, prec@top3: 0.6580, recall@top5: 0.9358, prec@top5: 0.4681, loss: 0.0369, grad_norm: 0.1227 2021-03-02 04:01:33,587 - mmaction - INFO - Epoch [11][420/1921] lr: 1.500e-02, eta: 11:26:06, time: 2.124, data_time: 0.002, memory: 8270, loss_action_cls: 0.0369, recall@thr=0.5: 0.7093, prec@thr=0.5: 0.7751, recall@top3: 0.8079, prec@top3: 0.6593, recall@top5: 0.9377, prec@top5: 0.4712, loss: 0.0369, grad_norm: 0.1243 2021-03-02 04:02:16,814 - mmaction - INFO - Epoch [11][440/1921] lr: 1.500e-02, eta: 11:25:22, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7059, prec@thr=0.5: 0.7820, recall@top3: 0.8131, prec@top3: 0.6666, recall@top5: 0.9368, prec@top5: 0.4720, loss: 0.0363, grad_norm: 0.1203 2021-03-02 04:03:00,090 - mmaction - INFO - Epoch [11][460/1921] lr: 1.500e-02, eta: 11:24:37, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7032, prec@thr=0.5: 0.7781, recall@top3: 0.8150, prec@top3: 0.6628, recall@top5: 0.9351, prec@top5: 0.4671, loss: 0.0360, grad_norm: 0.1201 2021-03-02 04:03:43,836 - mmaction - INFO - Epoch [11][480/1921] lr: 1.500e-02, eta: 11:23:53, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0370, recall@thr=0.5: 0.6983, prec@thr=0.5: 0.7692, recall@top3: 0.8055, prec@top3: 0.6633, recall@top5: 0.9301, prec@top5: 0.4702, loss: 0.0370, grad_norm: 0.1208 2021-03-02 04:04:27,129 - mmaction - INFO - Epoch [11][500/1921] lr: 1.500e-02, eta: 11:23:09, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7002, prec@thr=0.5: 0.7785, recall@top3: 0.8149, prec@top3: 0.6624, recall@top5: 0.9380, prec@top5: 0.4682, loss: 0.0363, grad_norm: 0.1202 2021-03-02 04:05:09,816 - mmaction - INFO - Epoch [11][520/1921] lr: 1.500e-02, eta: 11:22:24, time: 2.134, data_time: 0.001, memory: 8270, loss_action_cls: 0.0373, recall@thr=0.5: 0.6948, prec@thr=0.5: 0.7727, recall@top3: 0.8110, prec@top3: 0.6534, recall@top5: 0.9293, prec@top5: 0.4605, loss: 0.0373, grad_norm: 0.1233 2021-03-02 04:05:52,515 - mmaction - INFO - Epoch [11][540/1921] lr: 1.500e-02, eta: 11:21:39, time: 2.135, data_time: 0.001, memory: 8270, loss_action_cls: 0.0368, recall@thr=0.5: 0.7084, prec@thr=0.5: 0.7793, recall@top3: 0.8129, prec@top3: 0.6674, recall@top5: 0.9338, prec@top5: 0.4705, loss: 0.0368, grad_norm: 0.1205 2021-03-02 04:06:35,701 - mmaction - INFO - Epoch [11][560/1921] lr: 1.500e-02, eta: 11:20:55, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.7039, prec@thr=0.5: 0.7732, recall@top3: 0.8110, prec@top3: 0.6685, recall@top5: 0.9368, prec@top5: 0.4748, loss: 0.0365, grad_norm: 0.1210 2021-03-02 04:07:18,105 - mmaction - INFO - Epoch [11][580/1921] lr: 1.500e-02, eta: 11:20:10, time: 2.120, data_time: 0.001, memory: 8270, loss_action_cls: 0.0370, recall@thr=0.5: 0.7022, prec@thr=0.5: 0.7712, recall@top3: 0.8123, prec@top3: 0.6561, recall@top5: 0.9352, prec@top5: 0.4647, loss: 0.0370, grad_norm: 0.1219 2021-03-02 04:08:00,595 - mmaction - INFO - Epoch [11][600/1921] lr: 1.500e-02, eta: 11:19:25, time: 2.124, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7140, prec@thr=0.5: 0.7951, recall@top3: 0.8159, prec@top3: 0.6615, recall@top5: 0.9350, prec@top5: 0.4664, loss: 0.0356, grad_norm: 0.1208 2021-03-02 04:08:43,193 - mmaction - INFO - Epoch [11][620/1921] lr: 1.500e-02, eta: 11:18:40, time: 2.130, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.6990, prec@thr=0.5: 0.7704, recall@top3: 0.8150, prec@top3: 0.6530, recall@top5: 0.9379, prec@top5: 0.4612, loss: 0.0365, grad_norm: 0.1233 2021-03-02 04:09:26,547 - mmaction - INFO - Epoch [11][640/1921] lr: 1.500e-02, eta: 11:17:55, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0370, recall@thr=0.5: 0.6905, prec@thr=0.5: 0.7673, recall@top3: 0.8046, prec@top3: 0.6542, recall@top5: 0.9303, prec@top5: 0.4643, loss: 0.0370, grad_norm: 0.1235 2021-03-02 04:10:09,602 - mmaction - INFO - Epoch [11][660/1921] lr: 1.500e-02, eta: 11:17:11, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7016, prec@thr=0.5: 0.7793, recall@top3: 0.8168, prec@top3: 0.6619, recall@top5: 0.9383, prec@top5: 0.4686, loss: 0.0358, grad_norm: 0.1238 2021-03-02 04:10:52,500 - mmaction - INFO - Epoch [11][680/1921] lr: 1.500e-02, eta: 11:16:26, time: 2.145, data_time: 0.001, memory: 8270, loss_action_cls: 0.0374, recall@thr=0.5: 0.6998, prec@thr=0.5: 0.7679, recall@top3: 0.8062, prec@top3: 0.6590, recall@top5: 0.9327, prec@top5: 0.4691, loss: 0.0374, grad_norm: 0.1218 2021-03-02 04:11:35,463 - mmaction - INFO - Epoch [11][700/1921] lr: 1.500e-02, eta: 11:15:42, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7070, prec@thr=0.5: 0.7828, recall@top3: 0.8113, prec@top3: 0.6651, recall@top5: 0.9395, prec@top5: 0.4718, loss: 0.0354, grad_norm: 0.1182 2021-03-02 04:12:18,927 - mmaction - INFO - Epoch [11][720/1921] lr: 1.500e-02, eta: 11:14:58, time: 2.173, data_time: 0.002, memory: 8270, loss_action_cls: 0.0366, recall@thr=0.5: 0.7074, prec@thr=0.5: 0.7799, recall@top3: 0.8130, prec@top3: 0.6711, recall@top5: 0.9336, prec@top5: 0.4737, loss: 0.0366, grad_norm: 0.1209 2021-03-02 04:13:01,782 - mmaction - INFO - Epoch [11][740/1921] lr: 1.500e-02, eta: 11:14:13, time: 2.143, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7033, prec@thr=0.5: 0.7784, recall@top3: 0.8200, prec@top3: 0.6595, recall@top5: 0.9383, prec@top5: 0.4651, loss: 0.0359, grad_norm: 0.1209 2021-03-02 04:13:44,903 - mmaction - INFO - Epoch [11][760/1921] lr: 1.500e-02, eta: 11:13:28, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0367, recall@thr=0.5: 0.6923, prec@thr=0.5: 0.7766, recall@top3: 0.8079, prec@top3: 0.6521, recall@top5: 0.9336, prec@top5: 0.4629, loss: 0.0367, grad_norm: 0.1223 2021-03-02 04:14:29,157 - mmaction - INFO - Epoch [11][780/1921] lr: 1.500e-02, eta: 11:12:45, time: 2.213, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7816, recall@top3: 0.8182, prec@top3: 0.6719, recall@top5: 0.9424, prec@top5: 0.4758, loss: 0.0353, grad_norm: 0.1166 2021-03-02 04:15:11,838 - mmaction - INFO - Epoch [11][800/1921] lr: 1.500e-02, eta: 11:12:00, time: 2.134, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7063, prec@thr=0.5: 0.7752, recall@top3: 0.8116, prec@top3: 0.6607, recall@top5: 0.9356, prec@top5: 0.4682, loss: 0.0359, grad_norm: 0.1190 2021-03-02 04:15:55,195 - mmaction - INFO - Epoch [11][820/1921] lr: 1.500e-02, eta: 11:11:16, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7099, prec@thr=0.5: 0.7845, recall@top3: 0.8171, prec@top3: 0.6606, recall@top5: 0.9361, prec@top5: 0.4645, loss: 0.0360, grad_norm: 0.1208 2021-03-02 04:16:38,720 - mmaction - INFO - Epoch [11][840/1921] lr: 1.500e-02, eta: 11:10:32, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0375, recall@thr=0.5: 0.7027, prec@thr=0.5: 0.7803, recall@top3: 0.8010, prec@top3: 0.6598, recall@top5: 0.9281, prec@top5: 0.4706, loss: 0.0375, grad_norm: 0.1242 2021-03-02 04:17:20,701 - mmaction - INFO - Epoch [11][860/1921] lr: 1.500e-02, eta: 11:09:46, time: 2.099, data_time: 0.001, memory: 8270, loss_action_cls: 0.0367, recall@thr=0.5: 0.7025, prec@thr=0.5: 0.7714, recall@top3: 0.8098, prec@top3: 0.6549, recall@top5: 0.9330, prec@top5: 0.4626, loss: 0.0367, grad_norm: 0.1261 2021-03-02 04:18:04,169 - mmaction - INFO - Epoch [11][880/1921] lr: 1.500e-02, eta: 11:09:02, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0380, recall@thr=0.5: 0.6882, prec@thr=0.5: 0.7606, recall@top3: 0.7973, prec@top3: 0.6491, recall@top5: 0.9255, prec@top5: 0.4621, loss: 0.0380, grad_norm: 0.1248 2021-03-02 04:18:48,437 - mmaction - INFO - Epoch [11][900/1921] lr: 1.500e-02, eta: 11:08:19, time: 2.214, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7064, prec@thr=0.5: 0.7844, recall@top3: 0.8185, prec@top3: 0.6688, recall@top5: 0.9368, prec@top5: 0.4696, loss: 0.0363, grad_norm: 0.1213 2021-03-02 04:19:31,489 - mmaction - INFO - Epoch [11][920/1921] lr: 1.500e-02, eta: 11:07:35, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0366, recall@thr=0.5: 0.6903, prec@thr=0.5: 0.7682, recall@top3: 0.8074, prec@top3: 0.6516, recall@top5: 0.9324, prec@top5: 0.4623, loss: 0.0366, grad_norm: 0.1224 2021-03-02 04:20:14,860 - mmaction - INFO - Epoch [11][940/1921] lr: 1.500e-02, eta: 11:06:50, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0370, recall@thr=0.5: 0.6937, prec@thr=0.5: 0.7707, recall@top3: 0.8108, prec@top3: 0.6558, recall@top5: 0.9321, prec@top5: 0.4641, loss: 0.0370, grad_norm: 0.1246 2021-03-02 04:20:57,923 - mmaction - INFO - Epoch [11][960/1921] lr: 1.500e-02, eta: 11:06:06, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.7042, prec@thr=0.5: 0.7799, recall@top3: 0.8043, prec@top3: 0.6673, recall@top5: 0.9367, prec@top5: 0.4764, loss: 0.0365, grad_norm: 0.1250 2021-03-02 04:21:41,573 - mmaction - INFO - Epoch [11][980/1921] lr: 1.500e-02, eta: 11:05:22, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.7830, recall@top3: 0.8083, prec@top3: 0.6658, recall@top5: 0.9363, prec@top5: 0.4725, loss: 0.0361, grad_norm: 0.1228 2021-03-02 04:22:25,203 - mmaction - INFO - Epoch [11][1000/1921] lr: 1.500e-02, eta: 11:04:38, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7115, prec@thr=0.5: 0.7917, recall@top3: 0.8221, prec@top3: 0.6599, recall@top5: 0.9370, prec@top5: 0.4635, loss: 0.0351, grad_norm: 0.1176 2021-03-02 04:23:08,505 - mmaction - INFO - Epoch [11][1020/1921] lr: 1.500e-02, eta: 11:03:54, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7018, prec@thr=0.5: 0.7778, recall@top3: 0.8115, prec@top3: 0.6567, recall@top5: 0.9337, prec@top5: 0.4646, loss: 0.0362, grad_norm: 0.1228 2021-03-02 04:23:51,395 - mmaction - INFO - Epoch [11][1040/1921] lr: 1.500e-02, eta: 11:03:09, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0366, recall@thr=0.5: 0.7081, prec@thr=0.5: 0.7898, recall@top3: 0.8063, prec@top3: 0.6723, recall@top5: 0.9311, prec@top5: 0.4772, loss: 0.0366, grad_norm: 0.1217 2021-03-02 04:24:34,620 - mmaction - INFO - Epoch [11][1060/1921] lr: 1.500e-02, eta: 11:02:25, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7055, prec@thr=0.5: 0.7796, recall@top3: 0.8094, prec@top3: 0.6630, recall@top5: 0.9366, prec@top5: 0.4706, loss: 0.0363, grad_norm: 0.1232 2021-03-02 04:25:17,606 - mmaction - INFO - Epoch [11][1080/1921] lr: 1.500e-02, eta: 11:01:40, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7088, prec@thr=0.5: 0.7780, recall@top3: 0.8100, prec@top3: 0.6680, recall@top5: 0.9351, prec@top5: 0.4728, loss: 0.0362, grad_norm: 0.1239 2021-03-02 04:26:00,446 - mmaction - INFO - Epoch [11][1100/1921] lr: 1.500e-02, eta: 11:00:56, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0369, recall@thr=0.5: 0.6972, prec@thr=0.5: 0.7790, recall@top3: 0.8020, prec@top3: 0.6567, recall@top5: 0.9276, prec@top5: 0.4649, loss: 0.0369, grad_norm: 0.1231 2021-03-02 04:26:43,254 - mmaction - INFO - Epoch [11][1120/1921] lr: 1.500e-02, eta: 11:00:11, time: 2.140, data_time: 0.001, memory: 8270, loss_action_cls: 0.0372, recall@thr=0.5: 0.6983, prec@thr=0.5: 0.7737, recall@top3: 0.8098, prec@top3: 0.6602, recall@top5: 0.9333, prec@top5: 0.4672, loss: 0.0372, grad_norm: 0.1236 2021-03-02 04:27:26,170 - mmaction - INFO - Epoch [11][1140/1921] lr: 1.500e-02, eta: 10:59:26, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7111, prec@thr=0.5: 0.7909, recall@top3: 0.8147, prec@top3: 0.6658, recall@top5: 0.9367, prec@top5: 0.4716, loss: 0.0359, grad_norm: 0.1203 2021-03-02 04:28:08,933 - mmaction - INFO - Epoch [11][1160/1921] lr: 1.500e-02, eta: 10:58:42, time: 2.138, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7085, prec@thr=0.5: 0.7852, recall@top3: 0.8085, prec@top3: 0.6610, recall@top5: 0.9327, prec@top5: 0.4684, loss: 0.0361, grad_norm: 0.1248 2021-03-02 04:28:52,012 - mmaction - INFO - Epoch [11][1180/1921] lr: 1.500e-02, eta: 10:57:57, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0368, recall@thr=0.5: 0.6980, prec@thr=0.5: 0.7672, recall@top3: 0.8016, prec@top3: 0.6539, recall@top5: 0.9320, prec@top5: 0.4678, loss: 0.0368, grad_norm: 0.1295 2021-03-02 04:29:34,462 - mmaction - INFO - Epoch [11][1200/1921] lr: 1.500e-02, eta: 10:57:12, time: 2.123, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7061, prec@thr=0.5: 0.7872, recall@top3: 0.8165, prec@top3: 0.6645, recall@top5: 0.9359, prec@top5: 0.4684, loss: 0.0357, grad_norm: 0.1239 2021-03-02 04:30:17,199 - mmaction - INFO - Epoch [11][1220/1921] lr: 1.500e-02, eta: 10:56:28, time: 2.136, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7039, prec@thr=0.5: 0.7771, recall@top3: 0.8161, prec@top3: 0.6646, recall@top5: 0.9369, prec@top5: 0.4684, loss: 0.0359, grad_norm: 0.1232 2021-03-02 04:31:00,126 - mmaction - INFO - Epoch [11][1240/1921] lr: 1.500e-02, eta: 10:55:43, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0374, recall@thr=0.5: 0.6931, prec@thr=0.5: 0.7677, recall@top3: 0.8069, prec@top3: 0.6630, recall@top5: 0.9286, prec@top5: 0.4691, loss: 0.0374, grad_norm: 0.1256 2021-03-02 04:31:43,500 - mmaction - INFO - Epoch [11][1260/1921] lr: 1.500e-02, eta: 10:54:59, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7766, recall@top3: 0.8139, prec@top3: 0.6613, recall@top5: 0.9363, prec@top5: 0.4666, loss: 0.0363, grad_norm: 0.1196 2021-03-02 04:32:26,674 - mmaction - INFO - Epoch [11][1280/1921] lr: 1.500e-02, eta: 10:54:15, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0369, recall@thr=0.5: 0.6998, prec@thr=0.5: 0.7682, recall@top3: 0.8028, prec@top3: 0.6575, recall@top5: 0.9324, prec@top5: 0.4692, loss: 0.0369, grad_norm: 0.1288 2021-03-02 04:33:10,979 - mmaction - INFO - Epoch [11][1300/1921] lr: 1.500e-02, eta: 10:53:31, time: 2.215, data_time: 0.002, memory: 8270, loss_action_cls: 0.0372, recall@thr=0.5: 0.6931, prec@thr=0.5: 0.7755, recall@top3: 0.8038, prec@top3: 0.6583, recall@top5: 0.9274, prec@top5: 0.4657, loss: 0.0372, grad_norm: 0.1214 2021-03-02 04:33:54,018 - mmaction - INFO - Epoch [11][1320/1921] lr: 1.500e-02, eta: 10:52:47, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7015, prec@thr=0.5: 0.7769, recall@top3: 0.8118, prec@top3: 0.6616, recall@top5: 0.9343, prec@top5: 0.4677, loss: 0.0363, grad_norm: 0.1230 2021-03-02 04:34:37,019 - mmaction - INFO - Epoch [11][1340/1921] lr: 1.500e-02, eta: 10:52:02, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7825, recall@top3: 0.8160, prec@top3: 0.6649, recall@top5: 0.9377, prec@top5: 0.4699, loss: 0.0362, grad_norm: 0.1201 2021-03-02 04:35:20,188 - mmaction - INFO - Epoch [11][1360/1921] lr: 1.500e-02, eta: 10:51:18, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0369, recall@thr=0.5: 0.6967, prec@thr=0.5: 0.7742, recall@top3: 0.8085, prec@top3: 0.6598, recall@top5: 0.9308, prec@top5: 0.4664, loss: 0.0369, grad_norm: 0.1248 2021-03-02 04:36:04,276 - mmaction - INFO - Epoch [11][1380/1921] lr: 1.500e-02, eta: 10:50:34, time: 2.204, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7069, prec@thr=0.5: 0.7848, recall@top3: 0.8163, prec@top3: 0.6626, recall@top5: 0.9373, prec@top5: 0.4673, loss: 0.0361, grad_norm: 0.1211 2021-03-02 04:36:46,996 - mmaction - INFO - Epoch [11][1400/1921] lr: 1.500e-02, eta: 10:49:50, time: 2.136, data_time: 0.001, memory: 8270, loss_action_cls: 0.0373, recall@thr=0.5: 0.6914, prec@thr=0.5: 0.7687, recall@top3: 0.8059, prec@top3: 0.6569, recall@top5: 0.9326, prec@top5: 0.4660, loss: 0.0373, grad_norm: 0.1295 2021-03-02 04:37:29,420 - mmaction - INFO - Epoch [11][1420/1921] lr: 1.500e-02, eta: 10:49:05, time: 2.121, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7821, recall@top3: 0.8138, prec@top3: 0.6573, recall@top5: 0.9333, prec@top5: 0.4625, loss: 0.0358, grad_norm: 0.1255 2021-03-02 04:38:13,279 - mmaction - INFO - Epoch [11][1440/1921] lr: 1.500e-02, eta: 10:48:21, time: 2.193, data_time: 0.001, memory: 8270, loss_action_cls: 0.0366, recall@thr=0.5: 0.7089, prec@thr=0.5: 0.7744, recall@top3: 0.8120, prec@top3: 0.6626, recall@top5: 0.9320, prec@top5: 0.4691, loss: 0.0366, grad_norm: 0.1240 2021-03-02 04:38:56,034 - mmaction - INFO - Epoch [11][1460/1921] lr: 1.500e-02, eta: 10:47:36, time: 2.138, data_time: 0.001, memory: 8270, loss_action_cls: 0.0373, recall@thr=0.5: 0.6888, prec@thr=0.5: 0.7750, recall@top3: 0.8034, prec@top3: 0.6517, recall@top5: 0.9273, prec@top5: 0.4618, loss: 0.0373, grad_norm: 0.1260 2021-03-02 04:39:39,535 - mmaction - INFO - Epoch [11][1480/1921] lr: 1.500e-02, eta: 10:46:52, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0368, recall@thr=0.5: 0.7041, prec@thr=0.5: 0.7776, recall@top3: 0.8060, prec@top3: 0.6597, recall@top5: 0.9341, prec@top5: 0.4712, loss: 0.0368, grad_norm: 0.1237 2021-03-02 04:40:22,783 - mmaction - INFO - Epoch [11][1500/1921] lr: 1.500e-02, eta: 10:46:08, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.6975, prec@thr=0.5: 0.7779, recall@top3: 0.8116, prec@top3: 0.6655, recall@top5: 0.9336, prec@top5: 0.4698, loss: 0.0365, grad_norm: 0.1250 2021-03-02 04:41:05,435 - mmaction - INFO - Epoch [11][1520/1921] lr: 1.500e-02, eta: 10:45:23, time: 2.133, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7098, prec@thr=0.5: 0.7798, recall@top3: 0.8186, prec@top3: 0.6647, recall@top5: 0.9380, prec@top5: 0.4675, loss: 0.0361, grad_norm: 0.1263 2021-03-02 04:41:48,085 - mmaction - INFO - Epoch [11][1540/1921] lr: 1.500e-02, eta: 10:44:39, time: 2.133, data_time: 0.001, memory: 8270, loss_action_cls: 0.0373, recall@thr=0.5: 0.6798, prec@thr=0.5: 0.7695, recall@top3: 0.8072, prec@top3: 0.6488, recall@top5: 0.9311, prec@top5: 0.4612, loss: 0.0373, grad_norm: 0.1256 2021-03-02 04:42:31,738 - mmaction - INFO - Epoch [11][1560/1921] lr: 1.500e-02, eta: 10:43:55, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.7088, prec@thr=0.5: 0.7753, recall@top3: 0.8107, prec@top3: 0.6626, recall@top5: 0.9312, prec@top5: 0.4672, loss: 0.0365, grad_norm: 0.1241 2021-03-02 04:43:15,133 - mmaction - INFO - Epoch [11][1580/1921] lr: 1.500e-02, eta: 10:43:11, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7099, prec@thr=0.5: 0.7889, recall@top3: 0.8147, prec@top3: 0.6636, recall@top5: 0.9360, prec@top5: 0.4683, loss: 0.0354, grad_norm: 0.1195 2021-03-02 04:43:58,228 - mmaction - INFO - Epoch [11][1600/1921] lr: 1.500e-02, eta: 10:42:26, time: 2.155, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7007, prec@thr=0.5: 0.7753, recall@top3: 0.8082, prec@top3: 0.6670, recall@top5: 0.9378, prec@top5: 0.4745, loss: 0.0362, grad_norm: 0.1250 2021-03-02 04:44:41,384 - mmaction - INFO - Epoch [11][1620/1921] lr: 1.500e-02, eta: 10:41:42, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0368, recall@thr=0.5: 0.6959, prec@thr=0.5: 0.7827, recall@top3: 0.8095, prec@top3: 0.6633, recall@top5: 0.9319, prec@top5: 0.4691, loss: 0.0368, grad_norm: 0.1232 2021-03-02 04:45:24,374 - mmaction - INFO - Epoch [11][1640/1921] lr: 1.500e-02, eta: 10:40:58, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0369, recall@thr=0.5: 0.7058, prec@thr=0.5: 0.7785, recall@top3: 0.8059, prec@top3: 0.6672, recall@top5: 0.9338, prec@top5: 0.4753, loss: 0.0369, grad_norm: 0.1264 2021-03-02 04:46:07,917 - mmaction - INFO - Epoch [11][1660/1921] lr: 1.500e-02, eta: 10:40:14, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7103, prec@thr=0.5: 0.7865, recall@top3: 0.8153, prec@top3: 0.6669, recall@top5: 0.9364, prec@top5: 0.4698, loss: 0.0360, grad_norm: 0.1221 2021-03-02 04:46:50,236 - mmaction - INFO - Epoch [11][1680/1921] lr: 1.500e-02, eta: 10:39:29, time: 2.116, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7168, prec@thr=0.5: 0.7855, recall@top3: 0.8171, prec@top3: 0.6713, recall@top5: 0.9403, prec@top5: 0.4748, loss: 0.0355, grad_norm: 0.1276 2021-03-02 04:47:33,429 - mmaction - INFO - Epoch [11][1700/1921] lr: 1.500e-02, eta: 10:38:44, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7048, prec@thr=0.5: 0.7821, recall@top3: 0.8079, prec@top3: 0.6649, recall@top5: 0.9359, prec@top5: 0.4735, loss: 0.0363, grad_norm: 0.1233 2021-03-02 04:48:17,359 - mmaction - INFO - Epoch [11][1720/1921] lr: 1.500e-02, eta: 10:38:01, time: 2.197, data_time: 0.001, memory: 8270, loss_action_cls: 0.0366, recall@thr=0.5: 0.6959, prec@thr=0.5: 0.7709, recall@top3: 0.8070, prec@top3: 0.6619, recall@top5: 0.9324, prec@top5: 0.4701, loss: 0.0366, grad_norm: 0.1271 2021-03-02 04:49:00,260 - mmaction - INFO - Epoch [11][1740/1921] lr: 1.500e-02, eta: 10:37:16, time: 2.145, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7104, prec@thr=0.5: 0.7826, recall@top3: 0.8129, prec@top3: 0.6664, recall@top5: 0.9397, prec@top5: 0.4728, loss: 0.0354, grad_norm: 0.1272 2021-03-02 04:49:43,316 - mmaction - INFO - Epoch [11][1760/1921] lr: 1.500e-02, eta: 10:36:32, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7040, prec@thr=0.5: 0.7774, recall@top3: 0.8163, prec@top3: 0.6612, recall@top5: 0.9355, prec@top5: 0.4645, loss: 0.0361, grad_norm: 0.1254 2021-03-02 04:50:25,989 - mmaction - INFO - Epoch [11][1780/1921] lr: 1.500e-02, eta: 10:35:47, time: 2.134, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7092, prec@thr=0.5: 0.7878, recall@top3: 0.8136, prec@top3: 0.6641, recall@top5: 0.9371, prec@top5: 0.4713, loss: 0.0362, grad_norm: 0.1269 2021-03-02 04:51:08,577 - mmaction - INFO - Epoch [11][1800/1921] lr: 1.500e-02, eta: 10:35:02, time: 2.129, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7141, prec@thr=0.5: 0.7878, recall@top3: 0.8184, prec@top3: 0.6737, recall@top5: 0.9408, prec@top5: 0.4752, loss: 0.0351, grad_norm: 0.1268 2021-03-02 04:51:52,009 - mmaction - INFO - Epoch [11][1820/1921] lr: 1.500e-02, eta: 10:34:18, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7009, prec@thr=0.5: 0.7760, recall@top3: 0.8025, prec@top3: 0.6621, recall@top5: 0.9301, prec@top5: 0.4710, loss: 0.0364, grad_norm: 0.1279 2021-03-02 04:52:35,435 - mmaction - INFO - Epoch [11][1840/1921] lr: 1.500e-02, eta: 10:33:34, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.7849, recall@top3: 0.8146, prec@top3: 0.6698, recall@top5: 0.9406, prec@top5: 0.4756, loss: 0.0360, grad_norm: 0.1256 2021-03-02 04:53:18,670 - mmaction - INFO - Epoch [11][1860/1921] lr: 1.500e-02, eta: 10:32:50, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7035, prec@thr=0.5: 0.7771, recall@top3: 0.8093, prec@top3: 0.6656, recall@top5: 0.9324, prec@top5: 0.4707, loss: 0.0360, grad_norm: 0.1235 2021-03-02 04:54:01,765 - mmaction - INFO - Epoch [11][1880/1921] lr: 1.500e-02, eta: 10:32:06, time: 2.155, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7098, prec@thr=0.5: 0.7896, recall@top3: 0.8194, prec@top3: 0.6666, recall@top5: 0.9370, prec@top5: 0.4684, loss: 0.0348, grad_norm: 0.1244 2021-03-02 04:54:44,672 - mmaction - INFO - Epoch [11][1900/1921] lr: 1.500e-02, eta: 10:31:21, time: 2.145, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7016, prec@thr=0.5: 0.7768, recall@top3: 0.8084, prec@top3: 0.6616, recall@top5: 0.9371, prec@top5: 0.4705, loss: 0.0363, grad_norm: 0.1306 2021-03-02 04:55:27,000 - mmaction - INFO - Epoch [11][1920/1921] lr: 1.500e-02, eta: 10:30:36, time: 2.116, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7140, prec@thr=0.5: 0.7868, recall@top3: 0.8149, prec@top3: 0.6625, recall@top5: 0.9354, prec@top5: 0.4701, loss: 0.0359, grad_norm: 0.1228 2021-03-02 04:55:32,044 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-03-02 05:06:31,393 - mmaction - INFO - Evaluating mAP ... 2021-03-02 05:14:44,128 - mmaction - INFO - mAP@0.5IOU 0.2208 2021-03-02 05:14:44,744 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_11.pth. 2021-03-02 05:14:44,744 - mmaction - INFO - Best mAP@0.5IOU is 0.2208 at 11 epoch. 2021-03-02 05:14:45,953 - mmaction - INFO - Epoch(val) [11][1921] mAP@0.5IOU: 0.2208 2021-03-02 05:16:20,414 - mmaction - INFO - Epoch [12][20/1921] lr: 1.500e-02, eta: 10:30:30, time: 4.712, data_time: 2.576, memory: 8270, loss_action_cls: 0.0369, recall@thr=0.5: 0.7082, prec@thr=0.5: 0.7831, recall@top3: 0.8078, prec@top3: 0.6667, recall@top5: 0.9309, prec@top5: 0.4720, loss: 0.0369, grad_norm: 0.1256 2021-03-02 05:17:03,945 - mmaction - INFO - Epoch [12][40/1921] lr: 1.500e-02, eta: 10:29:46, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7108, prec@thr=0.5: 0.7851, recall@top3: 0.8130, prec@top3: 0.6721, recall@top5: 0.9364, prec@top5: 0.4764, loss: 0.0360, grad_norm: 0.1287 2021-03-02 05:17:46,761 - mmaction - INFO - Epoch [12][60/1921] lr: 1.500e-02, eta: 10:29:01, time: 2.141, data_time: 0.004, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7084, prec@thr=0.5: 0.7762, recall@top3: 0.8147, prec@top3: 0.6636, recall@top5: 0.9379, prec@top5: 0.4696, loss: 0.0359, grad_norm: 0.1275 2021-03-02 05:18:29,276 - mmaction - INFO - Epoch [12][80/1921] lr: 1.500e-02, eta: 10:28:16, time: 2.126, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7828, recall@top3: 0.8159, prec@top3: 0.6689, recall@top5: 0.9358, prec@top5: 0.4723, loss: 0.0355, grad_norm: 0.1295 2021-03-02 05:19:12,404 - mmaction - INFO - Epoch [12][100/1921] lr: 1.500e-02, eta: 10:27:32, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.6975, prec@thr=0.5: 0.7773, recall@top3: 0.8063, prec@top3: 0.6602, recall@top5: 0.9333, prec@top5: 0.4687, loss: 0.0365, grad_norm: 0.1316 2021-03-02 05:19:55,199 - mmaction - INFO - Epoch [12][120/1921] lr: 1.500e-02, eta: 10:26:47, time: 2.140, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.6985, prec@thr=0.5: 0.7768, recall@top3: 0.8126, prec@top3: 0.6505, recall@top5: 0.9351, prec@top5: 0.4612, loss: 0.0362, grad_norm: 0.1317 2021-03-02 05:20:38,332 - mmaction - INFO - Epoch [12][140/1921] lr: 1.500e-02, eta: 10:26:03, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7070, prec@thr=0.5: 0.7832, recall@top3: 0.8103, prec@top3: 0.6597, recall@top5: 0.9362, prec@top5: 0.4667, loss: 0.0358, grad_norm: 0.1255 2021-03-02 05:21:22,400 - mmaction - INFO - Epoch [12][160/1921] lr: 1.500e-02, eta: 10:25:19, time: 2.203, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7854, recall@top3: 0.8180, prec@top3: 0.6710, recall@top5: 0.9372, prec@top5: 0.4717, loss: 0.0354, grad_norm: 0.1236 2021-03-02 05:22:04,730 - mmaction - INFO - Epoch [12][180/1921] lr: 1.500e-02, eta: 10:24:34, time: 2.117, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7100, prec@thr=0.5: 0.7864, recall@top3: 0.8117, prec@top3: 0.6677, recall@top5: 0.9323, prec@top5: 0.4717, loss: 0.0356, grad_norm: 0.1266 2021-03-02 05:22:47,199 - mmaction - INFO - Epoch [12][200/1921] lr: 1.500e-02, eta: 10:23:49, time: 2.123, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7071, prec@thr=0.5: 0.7761, recall@top3: 0.8168, prec@top3: 0.6632, recall@top5: 0.9422, prec@top5: 0.4690, loss: 0.0354, grad_norm: 0.1312 2021-03-02 05:23:30,118 - mmaction - INFO - Epoch [12][220/1921] lr: 1.500e-02, eta: 10:23:05, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7036, prec@thr=0.5: 0.7817, recall@top3: 0.8110, prec@top3: 0.6690, recall@top5: 0.9356, prec@top5: 0.4722, loss: 0.0360, grad_norm: 0.1295 2021-03-02 05:24:12,728 - mmaction - INFO - Epoch [12][240/1921] lr: 1.500e-02, eta: 10:22:20, time: 2.130, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7045, prec@thr=0.5: 0.7840, recall@top3: 0.8106, prec@top3: 0.6527, recall@top5: 0.9318, prec@top5: 0.4615, loss: 0.0356, grad_norm: 0.1308 2021-03-02 05:24:56,128 - mmaction - INFO - Epoch [12][260/1921] lr: 1.500e-02, eta: 10:21:36, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.7917, recall@top3: 0.8176, prec@top3: 0.6800, recall@top5: 0.9386, prec@top5: 0.4802, loss: 0.0358, grad_norm: 0.1221 2021-03-02 05:25:39,096 - mmaction - INFO - Epoch [12][280/1921] lr: 1.500e-02, eta: 10:20:52, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7048, prec@thr=0.5: 0.7853, recall@top3: 0.8116, prec@top3: 0.6621, recall@top5: 0.9363, prec@top5: 0.4691, loss: 0.0362, grad_norm: 0.1274 2021-03-02 05:26:22,350 - mmaction - INFO - Epoch [12][300/1921] lr: 1.500e-02, eta: 10:20:07, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7175, prec@thr=0.5: 0.7843, recall@top3: 0.8249, prec@top3: 0.6757, recall@top5: 0.9420, prec@top5: 0.4728, loss: 0.0350, grad_norm: 0.1251 2021-03-02 05:27:05,103 - mmaction - INFO - Epoch [12][320/1921] lr: 1.500e-02, eta: 10:19:23, time: 2.138, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7099, prec@thr=0.5: 0.7832, recall@top3: 0.8152, prec@top3: 0.6610, recall@top5: 0.9329, prec@top5: 0.4653, loss: 0.0360, grad_norm: 0.1311 2021-03-02 05:27:48,428 - mmaction - INFO - Epoch [12][340/1921] lr: 1.500e-02, eta: 10:18:39, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7006, prec@thr=0.5: 0.7845, recall@top3: 0.8110, prec@top3: 0.6554, recall@top5: 0.9322, prec@top5: 0.4626, loss: 0.0362, grad_norm: 0.1244 2021-03-02 05:28:31,210 - mmaction - INFO - Epoch [12][360/1921] lr: 1.500e-02, eta: 10:17:54, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7142, prec@thr=0.5: 0.7835, recall@top3: 0.8187, prec@top3: 0.6646, recall@top5: 0.9353, prec@top5: 0.4669, loss: 0.0355, grad_norm: 0.1263 2021-03-02 05:29:14,487 - mmaction - INFO - Epoch [12][380/1921] lr: 1.500e-02, eta: 10:17:10, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.7908, recall@top3: 0.8165, prec@top3: 0.6681, recall@top5: 0.9406, prec@top5: 0.4729, loss: 0.0353, grad_norm: 0.1236 2021-03-02 05:29:57,679 - mmaction - INFO - Epoch [12][400/1921] lr: 1.500e-02, eta: 10:16:25, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7138, prec@thr=0.5: 0.7849, recall@top3: 0.8223, prec@top3: 0.6658, recall@top5: 0.9357, prec@top5: 0.4660, loss: 0.0351, grad_norm: 0.1257 2021-03-02 05:30:41,072 - mmaction - INFO - Epoch [12][420/1921] lr: 1.500e-02, eta: 10:15:41, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7075, prec@thr=0.5: 0.7837, recall@top3: 0.8144, prec@top3: 0.6727, recall@top5: 0.9345, prec@top5: 0.4743, loss: 0.0358, grad_norm: 0.1247 2021-03-02 05:31:24,680 - mmaction - INFO - Epoch [12][440/1921] lr: 1.500e-02, eta: 10:14:57, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7069, prec@thr=0.5: 0.7859, recall@top3: 0.8148, prec@top3: 0.6576, recall@top5: 0.9360, prec@top5: 0.4655, loss: 0.0358, grad_norm: 0.1267 2021-03-02 05:32:07,333 - mmaction - INFO - Epoch [12][460/1921] lr: 1.500e-02, eta: 10:14:13, time: 2.133, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7197, prec@thr=0.5: 0.7859, recall@top3: 0.8207, prec@top3: 0.6680, recall@top5: 0.9415, prec@top5: 0.4709, loss: 0.0347, grad_norm: 0.1253 2021-03-02 05:32:50,421 - mmaction - INFO - Epoch [12][480/1921] lr: 1.500e-02, eta: 10:13:28, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.7077, prec@thr=0.5: 0.7786, recall@top3: 0.8161, prec@top3: 0.6657, recall@top5: 0.9330, prec@top5: 0.4683, loss: 0.0365, grad_norm: 0.1293 2021-03-02 05:33:32,840 - mmaction - INFO - Epoch [12][500/1921] lr: 1.500e-02, eta: 10:12:43, time: 2.121, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7033, prec@thr=0.5: 0.7808, recall@top3: 0.8145, prec@top3: 0.6623, recall@top5: 0.9328, prec@top5: 0.4657, loss: 0.0362, grad_norm: 0.1266 2021-03-02 05:34:15,718 - mmaction - INFO - Epoch [12][520/1921] lr: 1.500e-02, eta: 10:11:59, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7141, prec@thr=0.5: 0.7843, recall@top3: 0.8181, prec@top3: 0.6720, recall@top5: 0.9399, prec@top5: 0.4740, loss: 0.0352, grad_norm: 0.1310 2021-03-02 05:34:58,656 - mmaction - INFO - Epoch [12][540/1921] lr: 1.500e-02, eta: 10:11:14, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7040, prec@thr=0.5: 0.7740, recall@top3: 0.8053, prec@top3: 0.6580, recall@top5: 0.9310, prec@top5: 0.4671, loss: 0.0364, grad_norm: 0.1292 2021-03-02 05:35:42,165 - mmaction - INFO - Epoch [12][560/1921] lr: 1.500e-02, eta: 10:10:30, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7054, prec@thr=0.5: 0.7853, recall@top3: 0.8137, prec@top3: 0.6596, recall@top5: 0.9332, prec@top5: 0.4653, loss: 0.0357, grad_norm: 0.1260 2021-03-02 05:36:25,779 - mmaction - INFO - Epoch [12][580/1921] lr: 1.500e-02, eta: 10:09:47, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7093, prec@thr=0.5: 0.7837, recall@top3: 0.8129, prec@top3: 0.6722, recall@top5: 0.9361, prec@top5: 0.4764, loss: 0.0359, grad_norm: 0.1285 2021-03-02 05:37:08,584 - mmaction - INFO - Epoch [12][600/1921] lr: 1.500e-02, eta: 10:09:02, time: 2.140, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7033, prec@thr=0.5: 0.7784, recall@top3: 0.8130, prec@top3: 0.6669, recall@top5: 0.9396, prec@top5: 0.4731, loss: 0.0356, grad_norm: 0.1278 2021-03-02 05:37:51,900 - mmaction - INFO - Epoch [12][620/1921] lr: 1.500e-02, eta: 10:08:18, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.7078, prec@thr=0.5: 0.7741, recall@top3: 0.8103, prec@top3: 0.6611, recall@top5: 0.9315, prec@top5: 0.4660, loss: 0.0365, grad_norm: 0.1295 2021-03-02 05:38:34,945 - mmaction - INFO - Epoch [12][640/1921] lr: 1.500e-02, eta: 10:07:33, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.6948, prec@thr=0.5: 0.7702, recall@top3: 0.8085, prec@top3: 0.6562, recall@top5: 0.9346, prec@top5: 0.4659, loss: 0.0364, grad_norm: 0.1316 2021-03-02 05:39:18,291 - mmaction - INFO - Epoch [12][660/1921] lr: 1.500e-02, eta: 10:06:49, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.6945, prec@thr=0.5: 0.7847, recall@top3: 0.8094, prec@top3: 0.6587, recall@top5: 0.9374, prec@top5: 0.4694, loss: 0.0361, grad_norm: 0.1264 2021-03-02 05:40:00,905 - mmaction - INFO - Epoch [12][680/1921] lr: 1.500e-02, eta: 10:06:05, time: 2.131, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.7110, prec@thr=0.5: 0.7786, recall@top3: 0.8085, prec@top3: 0.6743, recall@top5: 0.9315, prec@top5: 0.4764, loss: 0.0365, grad_norm: 0.1333 2021-03-02 05:40:43,973 - mmaction - INFO - Epoch [12][700/1921] lr: 1.500e-02, eta: 10:05:20, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7099, prec@thr=0.5: 0.7780, recall@top3: 0.8117, prec@top3: 0.6616, recall@top5: 0.9372, prec@top5: 0.4681, loss: 0.0361, grad_norm: 0.1298 2021-03-02 05:41:27,084 - mmaction - INFO - Epoch [12][720/1921] lr: 1.500e-02, eta: 10:04:36, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7043, prec@thr=0.5: 0.7899, recall@top3: 0.8142, prec@top3: 0.6652, recall@top5: 0.9338, prec@top5: 0.4697, loss: 0.0364, grad_norm: 0.1290 2021-03-02 05:42:09,365 - mmaction - INFO - Epoch [12][740/1921] lr: 1.500e-02, eta: 10:03:51, time: 2.114, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7084, prec@thr=0.5: 0.7880, recall@top3: 0.8191, prec@top3: 0.6633, recall@top5: 0.9399, prec@top5: 0.4672, loss: 0.0351, grad_norm: 0.1278 2021-03-02 05:42:53,249 - mmaction - INFO - Epoch [12][760/1921] lr: 1.500e-02, eta: 10:03:07, time: 2.194, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7052, prec@thr=0.5: 0.7729, recall@top3: 0.8071, prec@top3: 0.6632, recall@top5: 0.9344, prec@top5: 0.4706, loss: 0.0364, grad_norm: 0.1260 2021-03-02 05:43:36,283 - mmaction - INFO - Epoch [12][780/1921] lr: 1.500e-02, eta: 10:02:23, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7036, prec@thr=0.5: 0.7780, recall@top3: 0.8074, prec@top3: 0.6632, recall@top5: 0.9313, prec@top5: 0.4696, loss: 0.0359, grad_norm: 0.1319 2021-03-02 05:44:18,943 - mmaction - INFO - Epoch [12][800/1921] lr: 1.500e-02, eta: 10:01:38, time: 2.133, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7021, prec@thr=0.5: 0.7707, recall@top3: 0.8114, prec@top3: 0.6603, recall@top5: 0.9331, prec@top5: 0.4657, loss: 0.0361, grad_norm: 0.1316 2021-03-02 05:45:03,083 - mmaction - INFO - Epoch [12][820/1921] lr: 1.500e-02, eta: 10:00:55, time: 2.207, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7109, prec@thr=0.5: 0.7839, recall@top3: 0.8156, prec@top3: 0.6697, recall@top5: 0.9369, prec@top5: 0.4723, loss: 0.0357, grad_norm: 0.1213 2021-03-02 05:45:46,659 - mmaction - INFO - Epoch [12][840/1921] lr: 1.500e-02, eta: 10:00:11, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.7021, prec@thr=0.5: 0.7725, recall@top3: 0.8122, prec@top3: 0.6630, recall@top5: 0.9350, prec@top5: 0.4679, loss: 0.0365, grad_norm: 0.1289 2021-03-02 05:46:29,712 - mmaction - INFO - Epoch [12][860/1921] lr: 1.500e-02, eta: 9:59:27, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7020, prec@thr=0.5: 0.7796, recall@top3: 0.8039, prec@top3: 0.6597, recall@top5: 0.9325, prec@top5: 0.4699, loss: 0.0364, grad_norm: 0.1287 2021-03-02 05:47:13,047 - mmaction - INFO - Epoch [12][880/1921] lr: 1.500e-02, eta: 9:58:42, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7071, prec@thr=0.5: 0.7931, recall@top3: 0.8209, prec@top3: 0.6656, recall@top5: 0.9380, prec@top5: 0.4669, loss: 0.0353, grad_norm: 0.1210 2021-03-02 05:47:56,118 - mmaction - INFO - Epoch [12][900/1921] lr: 1.500e-02, eta: 9:57:58, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7112, prec@thr=0.5: 0.7810, recall@top3: 0.8166, prec@top3: 0.6646, recall@top5: 0.9376, prec@top5: 0.4686, loss: 0.0359, grad_norm: 0.1290 2021-03-02 05:48:38,785 - mmaction - INFO - Epoch [12][920/1921] lr: 1.500e-02, eta: 9:57:14, time: 2.133, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7869, recall@top3: 0.8181, prec@top3: 0.6702, recall@top5: 0.9405, prec@top5: 0.4716, loss: 0.0349, grad_norm: 0.1286 2021-03-02 05:49:21,995 - mmaction - INFO - Epoch [12][940/1921] lr: 1.500e-02, eta: 9:56:29, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7044, prec@thr=0.5: 0.7809, recall@top3: 0.8179, prec@top3: 0.6581, recall@top5: 0.9374, prec@top5: 0.4635, loss: 0.0352, grad_norm: 0.1277 2021-03-02 05:50:04,638 - mmaction - INFO - Epoch [12][960/1921] lr: 1.500e-02, eta: 9:55:45, time: 2.132, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7115, prec@thr=0.5: 0.7870, recall@top3: 0.8180, prec@top3: 0.6607, recall@top5: 0.9374, prec@top5: 0.4656, loss: 0.0356, grad_norm: 0.1320 2021-03-02 05:50:48,156 - mmaction - INFO - Epoch [12][980/1921] lr: 1.500e-02, eta: 9:55:01, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7031, prec@thr=0.5: 0.7724, recall@top3: 0.8128, prec@top3: 0.6622, recall@top5: 0.9343, prec@top5: 0.4665, loss: 0.0357, grad_norm: 0.1286 2021-03-02 05:51:31,000 - mmaction - INFO - Epoch [12][1000/1921] lr: 1.500e-02, eta: 9:54:16, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7936, recall@top3: 0.8159, prec@top3: 0.6688, recall@top5: 0.9339, prec@top5: 0.4717, loss: 0.0362, grad_norm: 0.1277 2021-03-02 05:52:13,499 - mmaction - INFO - Epoch [12][1020/1921] lr: 1.500e-02, eta: 9:53:32, time: 2.125, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7186, prec@thr=0.5: 0.7891, recall@top3: 0.8184, prec@top3: 0.6634, recall@top5: 0.9358, prec@top5: 0.4654, loss: 0.0356, grad_norm: 0.1330 2021-03-02 05:52:56,241 - mmaction - INFO - Epoch [12][1040/1921] lr: 1.500e-02, eta: 9:52:47, time: 2.137, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7797, recall@top3: 0.8187, prec@top3: 0.6666, recall@top5: 0.9375, prec@top5: 0.4684, loss: 0.0357, grad_norm: 0.1302 2021-03-02 05:53:39,846 - mmaction - INFO - Epoch [12][1060/1921] lr: 1.500e-02, eta: 9:52:03, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7107, prec@thr=0.5: 0.7902, recall@top3: 0.8161, prec@top3: 0.6692, recall@top5: 0.9379, prec@top5: 0.4727, loss: 0.0354, grad_norm: 0.1260 2021-03-02 05:54:23,075 - mmaction - INFO - Epoch [12][1080/1921] lr: 1.500e-02, eta: 9:51:19, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.7055, prec@thr=0.5: 0.7803, recall@top3: 0.8175, prec@top3: 0.6681, recall@top5: 0.9346, prec@top5: 0.4691, loss: 0.0365, grad_norm: 0.1303 2021-03-02 05:55:07,578 - mmaction - INFO - Epoch [12][1100/1921] lr: 1.500e-02, eta: 9:50:36, time: 2.225, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7157, prec@thr=0.5: 0.7792, recall@top3: 0.8177, prec@top3: 0.6670, recall@top5: 0.9370, prec@top5: 0.4691, loss: 0.0356, grad_norm: 0.1283 2021-03-02 05:55:51,076 - mmaction - INFO - Epoch [12][1120/1921] lr: 1.500e-02, eta: 9:49:52, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7131, prec@thr=0.5: 0.7883, recall@top3: 0.8181, prec@top3: 0.6643, recall@top5: 0.9360, prec@top5: 0.4674, loss: 0.0358, grad_norm: 0.1289 2021-03-02 05:56:34,513 - mmaction - INFO - Epoch [12][1140/1921] lr: 1.500e-02, eta: 9:49:08, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7243, prec@thr=0.5: 0.7925, recall@top3: 0.8211, prec@top3: 0.6728, recall@top5: 0.9392, prec@top5: 0.4721, loss: 0.0346, grad_norm: 0.1270 2021-03-02 05:57:17,349 - mmaction - INFO - Epoch [12][1160/1921] lr: 1.500e-02, eta: 9:48:23, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7131, prec@thr=0.5: 0.7826, recall@top3: 0.8201, prec@top3: 0.6669, recall@top5: 0.9386, prec@top5: 0.4689, loss: 0.0352, grad_norm: 0.1323 2021-03-02 05:58:01,114 - mmaction - INFO - Epoch [12][1180/1921] lr: 1.500e-02, eta: 9:47:39, time: 2.189, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7126, prec@thr=0.5: 0.7899, recall@top3: 0.8179, prec@top3: 0.6632, recall@top5: 0.9390, prec@top5: 0.4672, loss: 0.0352, grad_norm: 0.1291 2021-03-02 05:58:44,294 - mmaction - INFO - Epoch [12][1200/1921] lr: 1.500e-02, eta: 9:46:55, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7108, prec@thr=0.5: 0.7766, recall@top3: 0.8068, prec@top3: 0.6676, recall@top5: 0.9373, prec@top5: 0.4774, loss: 0.0358, grad_norm: 0.1273 2021-03-02 05:59:27,917 - mmaction - INFO - Epoch [12][1220/1921] lr: 1.500e-02, eta: 9:46:11, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7044, prec@thr=0.5: 0.7737, recall@top3: 0.8127, prec@top3: 0.6658, recall@top5: 0.9371, prec@top5: 0.4705, loss: 0.0359, grad_norm: 0.1251 2021-03-02 06:00:10,871 - mmaction - INFO - Epoch [12][1240/1921] lr: 1.500e-02, eta: 9:45:27, time: 2.140, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7109, prec@thr=0.5: 0.7846, recall@top3: 0.8149, prec@top3: 0.6702, recall@top5: 0.9388, prec@top5: 0.4737, loss: 0.0350, grad_norm: 0.1248 2021-03-02 06:00:57,925 - mmaction - INFO - Epoch [12][1260/1921] lr: 1.500e-02, eta: 9:44:45, time: 2.357, data_time: 0.027, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7070, prec@thr=0.5: 0.7808, recall@top3: 0.8189, prec@top3: 0.6583, recall@top5: 0.9413, prec@top5: 0.4649, loss: 0.0350, grad_norm: 0.1320 2021-03-02 06:01:42,034 - mmaction - INFO - Epoch [12][1280/1921] lr: 1.500e-02, eta: 9:44:02, time: 2.209, data_time: 0.004, memory: 8270, loss_action_cls: 0.0369, recall@thr=0.5: 0.6984, prec@thr=0.5: 0.7795, recall@top3: 0.8072, prec@top3: 0.6590, recall@top5: 0.9337, prec@top5: 0.4697, loss: 0.0369, grad_norm: 0.1325 2021-03-02 06:02:25,208 - mmaction - INFO - Epoch [12][1300/1921] lr: 1.500e-02, eta: 9:43:18, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7086, prec@thr=0.5: 0.7780, recall@top3: 0.8163, prec@top3: 0.6586, recall@top5: 0.9380, prec@top5: 0.4659, loss: 0.0360, grad_norm: 0.1280 2021-03-02 06:03:09,633 - mmaction - INFO - Epoch [12][1320/1921] lr: 1.500e-02, eta: 9:42:34, time: 2.221, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.6951, prec@thr=0.5: 0.7747, recall@top3: 0.8131, prec@top3: 0.6587, recall@top5: 0.9334, prec@top5: 0.4642, loss: 0.0361, grad_norm: 0.1241 2021-03-02 06:03:53,333 - mmaction - INFO - Epoch [12][1340/1921] lr: 1.500e-02, eta: 9:41:51, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7096, prec@thr=0.5: 0.7815, recall@top3: 0.8174, prec@top3: 0.6650, recall@top5: 0.9360, prec@top5: 0.4673, loss: 0.0354, grad_norm: 0.1313 2021-03-02 06:04:36,060 - mmaction - INFO - Epoch [12][1360/1921] lr: 1.500e-02, eta: 9:41:06, time: 2.136, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7882, recall@top3: 0.8182, prec@top3: 0.6739, recall@top5: 0.9400, prec@top5: 0.4753, loss: 0.0355, grad_norm: 0.1310 2021-03-02 06:05:19,169 - mmaction - INFO - Epoch [12][1380/1921] lr: 1.500e-02, eta: 9:40:22, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7020, prec@thr=0.5: 0.7733, recall@top3: 0.8114, prec@top3: 0.6613, recall@top5: 0.9337, prec@top5: 0.4685, loss: 0.0363, grad_norm: 0.1293 2021-03-02 06:06:02,040 - mmaction - INFO - Epoch [12][1400/1921] lr: 1.500e-02, eta: 9:39:37, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7093, prec@thr=0.5: 0.7837, recall@top3: 0.8159, prec@top3: 0.6677, recall@top5: 0.9387, prec@top5: 0.4717, loss: 0.0353, grad_norm: 0.1278 2021-03-02 06:06:45,411 - mmaction - INFO - Epoch [12][1420/1921] lr: 1.500e-02, eta: 9:38:53, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7020, prec@thr=0.5: 0.7838, recall@top3: 0.8115, prec@top3: 0.6593, recall@top5: 0.9314, prec@top5: 0.4656, loss: 0.0361, grad_norm: 0.1314 2021-03-02 06:07:28,179 - mmaction - INFO - Epoch [12][1440/1921] lr: 1.500e-02, eta: 9:38:09, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7818, recall@top3: 0.8149, prec@top3: 0.6659, recall@top5: 0.9347, prec@top5: 0.4703, loss: 0.0357, grad_norm: 0.1343 2021-03-02 06:08:11,520 - mmaction - INFO - Epoch [12][1460/1921] lr: 1.500e-02, eta: 9:37:25, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.6987, prec@thr=0.5: 0.7822, recall@top3: 0.8083, prec@top3: 0.6573, recall@top5: 0.9342, prec@top5: 0.4670, loss: 0.0362, grad_norm: 0.1321 2021-03-02 06:08:54,140 - mmaction - INFO - Epoch [12][1480/1921] lr: 1.500e-02, eta: 9:36:40, time: 2.131, data_time: 0.001, memory: 8270, loss_action_cls: 0.0366, recall@thr=0.5: 0.7042, prec@thr=0.5: 0.7779, recall@top3: 0.8112, prec@top3: 0.6654, recall@top5: 0.9321, prec@top5: 0.4696, loss: 0.0366, grad_norm: 0.1334 2021-03-02 06:09:37,992 - mmaction - INFO - Epoch [12][1500/1921] lr: 1.500e-02, eta: 9:35:57, time: 2.193, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7153, prec@thr=0.5: 0.7945, recall@top3: 0.8167, prec@top3: 0.6703, recall@top5: 0.9360, prec@top5: 0.4722, loss: 0.0351, grad_norm: 0.1251 2021-03-02 06:10:21,256 - mmaction - INFO - Epoch [12][1520/1921] lr: 1.500e-02, eta: 9:35:12, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7126, prec@thr=0.5: 0.7843, recall@top3: 0.8179, prec@top3: 0.6676, recall@top5: 0.9372, prec@top5: 0.4704, loss: 0.0354, grad_norm: 0.1263 2021-03-02 06:11:04,085 - mmaction - INFO - Epoch [12][1540/1921] lr: 1.500e-02, eta: 9:34:28, time: 2.141, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7137, prec@thr=0.5: 0.7961, recall@top3: 0.8196, prec@top3: 0.6672, recall@top5: 0.9383, prec@top5: 0.4685, loss: 0.0354, grad_norm: 0.1311 2021-03-02 06:11:47,212 - mmaction - INFO - Epoch [12][1560/1921] lr: 1.500e-02, eta: 9:33:44, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7074, prec@thr=0.5: 0.7840, recall@top3: 0.8127, prec@top3: 0.6656, recall@top5: 0.9355, prec@top5: 0.4707, loss: 0.0358, grad_norm: 0.1283 2021-03-02 06:12:30,130 - mmaction - INFO - Epoch [12][1580/1921] lr: 1.500e-02, eta: 9:32:59, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7171, prec@thr=0.5: 0.7882, recall@top3: 0.8180, prec@top3: 0.6744, recall@top5: 0.9357, prec@top5: 0.4742, loss: 0.0357, grad_norm: 0.1290 2021-03-02 06:13:13,151 - mmaction - INFO - Epoch [12][1600/1921] lr: 1.500e-02, eta: 9:32:15, time: 2.151, data_time: 0.005, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7023, prec@thr=0.5: 0.7761, recall@top3: 0.8093, prec@top3: 0.6569, recall@top5: 0.9313, prec@top5: 0.4643, loss: 0.0363, grad_norm: 0.1317 2021-03-02 06:13:56,799 - mmaction - INFO - Epoch [12][1620/1921] lr: 1.500e-02, eta: 9:31:31, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7005, prec@thr=0.5: 0.7822, recall@top3: 0.8135, prec@top3: 0.6602, recall@top5: 0.9344, prec@top5: 0.4658, loss: 0.0363, grad_norm: 0.1268 2021-03-02 06:14:39,504 - mmaction - INFO - Epoch [12][1640/1921] lr: 1.500e-02, eta: 9:30:47, time: 2.135, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7090, prec@thr=0.5: 0.7839, recall@top3: 0.8149, prec@top3: 0.6656, recall@top5: 0.9369, prec@top5: 0.4686, loss: 0.0356, grad_norm: 0.1266 2021-03-02 06:15:23,216 - mmaction - INFO - Epoch [12][1660/1921] lr: 1.500e-02, eta: 9:30:03, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7081, prec@thr=0.5: 0.7849, recall@top3: 0.8167, prec@top3: 0.6639, recall@top5: 0.9372, prec@top5: 0.4682, loss: 0.0358, grad_norm: 0.1300 2021-03-02 06:16:06,371 - mmaction - INFO - Epoch [12][1680/1921] lr: 1.500e-02, eta: 9:29:19, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7113, prec@thr=0.5: 0.7817, recall@top3: 0.8171, prec@top3: 0.6609, recall@top5: 0.9414, prec@top5: 0.4670, loss: 0.0350, grad_norm: 0.1283 2021-03-02 06:16:49,752 - mmaction - INFO - Epoch [12][1700/1921] lr: 1.500e-02, eta: 9:28:35, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.6920, prec@thr=0.5: 0.7726, recall@top3: 0.8048, prec@top3: 0.6527, recall@top5: 0.9322, prec@top5: 0.4646, loss: 0.0365, grad_norm: 0.1327 2021-03-02 06:17:33,339 - mmaction - INFO - Epoch [12][1720/1921] lr: 1.500e-02, eta: 9:27:51, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7055, prec@thr=0.5: 0.7875, recall@top3: 0.8163, prec@top3: 0.6585, recall@top5: 0.9401, prec@top5: 0.4658, loss: 0.0353, grad_norm: 0.1294 2021-03-02 06:18:16,390 - mmaction - INFO - Epoch [12][1740/1921] lr: 1.500e-02, eta: 9:27:07, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7141, prec@thr=0.5: 0.7825, recall@top3: 0.8179, prec@top3: 0.6643, recall@top5: 0.9365, prec@top5: 0.4672, loss: 0.0356, grad_norm: 0.1312 2021-03-02 06:19:01,031 - mmaction - INFO - Epoch [12][1760/1921] lr: 1.500e-02, eta: 9:26:23, time: 2.232, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7088, prec@thr=0.5: 0.7851, recall@top3: 0.8195, prec@top3: 0.6767, recall@top5: 0.9406, prec@top5: 0.4764, loss: 0.0352, grad_norm: 0.1280 2021-03-02 06:19:43,734 - mmaction - INFO - Epoch [12][1780/1921] lr: 1.500e-02, eta: 9:25:39, time: 2.135, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7756, recall@top3: 0.8154, prec@top3: 0.6603, recall@top5: 0.9360, prec@top5: 0.4657, loss: 0.0354, grad_norm: 0.1309 2021-03-02 06:20:26,964 - mmaction - INFO - Epoch [12][1800/1921] lr: 1.500e-02, eta: 9:24:55, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0373, recall@thr=0.5: 0.7001, prec@thr=0.5: 0.7703, recall@top3: 0.8050, prec@top3: 0.6636, recall@top5: 0.9288, prec@top5: 0.4709, loss: 0.0373, grad_norm: 0.1333 2021-03-02 06:21:10,524 - mmaction - INFO - Epoch [12][1820/1921] lr: 1.500e-02, eta: 9:24:11, time: 2.178, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7045, prec@thr=0.5: 0.7815, recall@top3: 0.8162, prec@top3: 0.6726, recall@top5: 0.9344, prec@top5: 0.4725, loss: 0.0354, grad_norm: 0.1315 2021-03-02 06:21:53,305 - mmaction - INFO - Epoch [12][1840/1921] lr: 1.500e-02, eta: 9:23:26, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.7881, recall@top3: 0.8128, prec@top3: 0.6644, recall@top5: 0.9388, prec@top5: 0.4712, loss: 0.0351, grad_norm: 0.1294 2021-03-02 06:22:36,320 - mmaction - INFO - Epoch [12][1860/1921] lr: 1.500e-02, eta: 9:22:42, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0365, recall@thr=0.5: 0.7035, prec@thr=0.5: 0.7745, recall@top3: 0.8066, prec@top3: 0.6562, recall@top5: 0.9342, prec@top5: 0.4660, loss: 0.0365, grad_norm: 0.1333 2021-03-02 06:23:19,980 - mmaction - INFO - Epoch [12][1880/1921] lr: 1.500e-02, eta: 9:21:58, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.7915, recall@top3: 0.8267, prec@top3: 0.6739, recall@top5: 0.9384, prec@top5: 0.4702, loss: 0.0347, grad_norm: 0.1265 2021-03-02 06:24:03,578 - mmaction - INFO - Epoch [12][1900/1921] lr: 1.500e-02, eta: 9:21:14, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7122, prec@thr=0.5: 0.7821, recall@top3: 0.8093, prec@top3: 0.6731, recall@top5: 0.9353, prec@top5: 0.4762, loss: 0.0359, grad_norm: 0.1241 2021-03-02 06:24:45,713 - mmaction - INFO - Epoch [12][1920/1921] lr: 1.500e-02, eta: 9:20:30, time: 2.107, data_time: 0.002, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7028, prec@thr=0.5: 0.7898, recall@top3: 0.8139, prec@top3: 0.6601, recall@top5: 0.9309, prec@top5: 0.4636, loss: 0.0356, grad_norm: 0.1286 2021-03-02 06:25:05,370 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-03-02 06:37:09,317 - mmaction - INFO - Evaluating mAP ... 2021-03-02 06:45:14,876 - mmaction - INFO - mAP@0.5IOU 0.2211 2021-03-02 06:45:15,298 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_12.pth. 2021-03-02 06:45:15,298 - mmaction - INFO - Best mAP@0.5IOU is 0.2211 at 12 epoch. 2021-03-02 06:45:16,448 - mmaction - INFO - Epoch(val) [12][1921] mAP@0.5IOU: 0.2211 2021-03-02 06:47:01,683 - mmaction - INFO - Epoch [13][20/1921] lr: 1.500e-02, eta: 9:20:23, time: 5.238, data_time: 3.063, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7171, prec@thr=0.5: 0.7784, recall@top3: 0.8139, prec@top3: 0.6710, recall@top5: 0.9394, prec@top5: 0.4759, loss: 0.0356, grad_norm: 0.1316 2021-03-02 06:47:45,068 - mmaction - INFO - Epoch [13][40/1921] lr: 1.500e-02, eta: 9:19:39, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7099, prec@thr=0.5: 0.7895, recall@top3: 0.8152, prec@top3: 0.6694, recall@top5: 0.9370, prec@top5: 0.4734, loss: 0.0351, grad_norm: 0.1304 2021-03-02 06:48:28,639 - mmaction - INFO - Epoch [13][60/1921] lr: 1.500e-02, eta: 9:18:55, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7196, prec@thr=0.5: 0.7929, recall@top3: 0.8182, prec@top3: 0.6713, recall@top5: 0.9337, prec@top5: 0.4709, loss: 0.0354, grad_norm: 0.1244 2021-03-02 06:49:11,168 - mmaction - INFO - Epoch [13][80/1921] lr: 1.500e-02, eta: 9:18:10, time: 2.126, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.7868, recall@top3: 0.8249, prec@top3: 0.6771, recall@top5: 0.9404, prec@top5: 0.4744, loss: 0.0348, grad_norm: 0.1340 2021-03-02 06:49:54,872 - mmaction - INFO - Epoch [13][100/1921] lr: 1.500e-02, eta: 9:17:26, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7813, recall@top3: 0.8147, prec@top3: 0.6735, recall@top5: 0.9394, prec@top5: 0.4755, loss: 0.0352, grad_norm: 0.1317 2021-03-02 06:50:38,201 - mmaction - INFO - Epoch [13][120/1921] lr: 1.500e-02, eta: 9:16:42, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7153, prec@thr=0.5: 0.7883, recall@top3: 0.8141, prec@top3: 0.6691, recall@top5: 0.9341, prec@top5: 0.4703, loss: 0.0353, grad_norm: 0.1304 2021-03-02 06:51:21,145 - mmaction - INFO - Epoch [13][140/1921] lr: 1.500e-02, eta: 9:15:58, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7855, recall@top3: 0.8190, prec@top3: 0.6675, recall@top5: 0.9403, prec@top5: 0.4707, loss: 0.0352, grad_norm: 0.1320 2021-03-02 06:52:04,586 - mmaction - INFO - Epoch [13][160/1921] lr: 1.500e-02, eta: 9:15:14, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7116, prec@thr=0.5: 0.7847, recall@top3: 0.8161, prec@top3: 0.6718, recall@top5: 0.9391, prec@top5: 0.4765, loss: 0.0360, grad_norm: 0.1290 2021-03-02 06:52:48,662 - mmaction - INFO - Epoch [13][180/1921] lr: 1.500e-02, eta: 9:14:30, time: 2.204, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7837, recall@top3: 0.8171, prec@top3: 0.6592, recall@top5: 0.9348, prec@top5: 0.4640, loss: 0.0357, grad_norm: 0.1328 2021-03-02 06:53:32,377 - mmaction - INFO - Epoch [13][200/1921] lr: 1.500e-02, eta: 9:13:46, time: 2.186, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7111, prec@thr=0.5: 0.7829, recall@top3: 0.8177, prec@top3: 0.6593, recall@top5: 0.9373, prec@top5: 0.4657, loss: 0.0357, grad_norm: 0.1304 2021-03-02 06:54:15,918 - mmaction - INFO - Epoch [13][220/1921] lr: 1.500e-02, eta: 9:13:02, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7093, prec@thr=0.5: 0.7882, recall@top3: 0.8187, prec@top3: 0.6721, recall@top5: 0.9387, prec@top5: 0.4731, loss: 0.0352, grad_norm: 0.1310 2021-03-02 06:54:58,870 - mmaction - INFO - Epoch [13][240/1921] lr: 1.500e-02, eta: 9:12:18, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.7876, recall@top3: 0.8253, prec@top3: 0.6643, recall@top5: 0.9394, prec@top5: 0.4641, loss: 0.0343, grad_norm: 0.1299 2021-03-02 06:55:42,374 - mmaction - INFO - Epoch [13][260/1921] lr: 1.500e-02, eta: 9:11:34, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7146, prec@thr=0.5: 0.7870, recall@top3: 0.8178, prec@top3: 0.6651, recall@top5: 0.9375, prec@top5: 0.4680, loss: 0.0351, grad_norm: 0.1326 2021-03-02 06:56:26,125 - mmaction - INFO - Epoch [13][280/1921] lr: 1.500e-02, eta: 9:10:50, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7860, recall@top3: 0.8089, prec@top3: 0.6704, recall@top5: 0.9336, prec@top5: 0.4738, loss: 0.0360, grad_norm: 0.1370 2021-03-02 06:57:08,940 - mmaction - INFO - Epoch [13][300/1921] lr: 1.500e-02, eta: 9:10:05, time: 2.141, data_time: 0.001, memory: 8270, loss_action_cls: 0.0370, recall@thr=0.5: 0.7049, prec@thr=0.5: 0.7761, recall@top3: 0.8054, prec@top3: 0.6639, recall@top5: 0.9311, prec@top5: 0.4717, loss: 0.0370, grad_norm: 0.1351 2021-03-02 06:57:52,768 - mmaction - INFO - Epoch [13][320/1921] lr: 1.500e-02, eta: 9:09:22, time: 2.191, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7110, prec@thr=0.5: 0.7924, recall@top3: 0.8178, prec@top3: 0.6719, recall@top5: 0.9374, prec@top5: 0.4733, loss: 0.0359, grad_norm: 0.1296 2021-03-02 06:58:36,116 - mmaction - INFO - Epoch [13][340/1921] lr: 1.500e-02, eta: 9:08:37, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7125, prec@thr=0.5: 0.7904, recall@top3: 0.8135, prec@top3: 0.6702, recall@top5: 0.9361, prec@top5: 0.4742, loss: 0.0355, grad_norm: 0.1299 2021-03-02 06:59:19,692 - mmaction - INFO - Epoch [13][360/1921] lr: 1.500e-02, eta: 9:07:54, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7047, prec@thr=0.5: 0.7815, recall@top3: 0.8122, prec@top3: 0.6673, recall@top5: 0.9365, prec@top5: 0.4714, loss: 0.0357, grad_norm: 0.1347 2021-03-02 07:00:03,142 - mmaction - INFO - Epoch [13][380/1921] lr: 1.500e-02, eta: 9:07:09, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7153, prec@thr=0.5: 0.7870, recall@top3: 0.8184, prec@top3: 0.6700, recall@top5: 0.9374, prec@top5: 0.4711, loss: 0.0355, grad_norm: 0.1312 2021-03-02 07:00:47,294 - mmaction - INFO - Epoch [13][400/1921] lr: 1.500e-02, eta: 9:06:26, time: 2.208, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7024, prec@thr=0.5: 0.7814, recall@top3: 0.8120, prec@top3: 0.6607, recall@top5: 0.9369, prec@top5: 0.4681, loss: 0.0359, grad_norm: 0.1309 2021-03-02 07:01:31,300 - mmaction - INFO - Epoch [13][420/1921] lr: 1.500e-02, eta: 9:05:42, time: 2.200, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7132, prec@thr=0.5: 0.7918, recall@top3: 0.8200, prec@top3: 0.6740, recall@top5: 0.9417, prec@top5: 0.4747, loss: 0.0350, grad_norm: 0.1305 2021-03-02 07:02:13,961 - mmaction - INFO - Epoch [13][440/1921] lr: 1.500e-02, eta: 9:04:58, time: 2.133, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7165, prec@thr=0.5: 0.7854, recall@top3: 0.8189, prec@top3: 0.6616, recall@top5: 0.9390, prec@top5: 0.4658, loss: 0.0347, grad_norm: 0.1358 2021-03-02 07:02:57,249 - mmaction - INFO - Epoch [13][460/1921] lr: 1.500e-02, eta: 9:04:14, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7088, prec@thr=0.5: 0.7774, recall@top3: 0.8121, prec@top3: 0.6716, recall@top5: 0.9347, prec@top5: 0.4735, loss: 0.0359, grad_norm: 0.1326 2021-03-02 07:03:41,000 - mmaction - INFO - Epoch [13][480/1921] lr: 1.500e-02, eta: 9:03:30, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7069, prec@thr=0.5: 0.7836, recall@top3: 0.8105, prec@top3: 0.6657, recall@top5: 0.9329, prec@top5: 0.4714, loss: 0.0362, grad_norm: 0.1315 2021-03-02 07:04:24,750 - mmaction - INFO - Epoch [13][500/1921] lr: 1.500e-02, eta: 9:02:46, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7858, recall@top3: 0.8125, prec@top3: 0.6731, recall@top5: 0.9375, prec@top5: 0.4770, loss: 0.0351, grad_norm: 0.1300 2021-03-02 07:05:07,734 - mmaction - INFO - Epoch [13][520/1921] lr: 1.500e-02, eta: 9:02:02, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7049, prec@thr=0.5: 0.7764, recall@top3: 0.8114, prec@top3: 0.6587, recall@top5: 0.9348, prec@top5: 0.4661, loss: 0.0359, grad_norm: 0.1338 2021-03-02 07:05:50,865 - mmaction - INFO - Epoch [13][540/1921] lr: 1.500e-02, eta: 9:01:17, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7017, prec@thr=0.5: 0.7816, recall@top3: 0.8161, prec@top3: 0.6615, recall@top5: 0.9324, prec@top5: 0.4633, loss: 0.0354, grad_norm: 0.1288 2021-03-02 07:06:33,430 - mmaction - INFO - Epoch [13][560/1921] lr: 1.500e-02, eta: 9:00:33, time: 2.128, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7927, recall@top3: 0.8263, prec@top3: 0.6654, recall@top5: 0.9434, prec@top5: 0.4674, loss: 0.0342, grad_norm: 0.1304 2021-03-02 07:07:16,607 - mmaction - INFO - Epoch [13][580/1921] lr: 1.500e-02, eta: 8:59:49, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.6952, prec@thr=0.5: 0.7743, recall@top3: 0.8081, prec@top3: 0.6521, recall@top5: 0.9348, prec@top5: 0.4629, loss: 0.0363, grad_norm: 0.1336 2021-03-02 07:08:00,444 - mmaction - INFO - Epoch [13][600/1921] lr: 1.500e-02, eta: 8:59:05, time: 2.192, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.6975, prec@thr=0.5: 0.7781, recall@top3: 0.8101, prec@top3: 0.6679, recall@top5: 0.9365, prec@top5: 0.4738, loss: 0.0362, grad_norm: 0.1304 2021-03-02 07:08:43,426 - mmaction - INFO - Epoch [13][620/1921] lr: 1.500e-02, eta: 8:58:20, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7196, prec@thr=0.5: 0.7891, recall@top3: 0.8228, prec@top3: 0.6672, recall@top5: 0.9355, prec@top5: 0.4661, loss: 0.0349, grad_norm: 0.1309 2021-03-02 07:09:27,102 - mmaction - INFO - Epoch [13][640/1921] lr: 1.500e-02, eta: 8:57:37, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7087, prec@thr=0.5: 0.7870, recall@top3: 0.8097, prec@top3: 0.6629, recall@top5: 0.9324, prec@top5: 0.4688, loss: 0.0361, grad_norm: 0.1331 2021-03-02 07:10:10,141 - mmaction - INFO - Epoch [13][660/1921] lr: 1.500e-02, eta: 8:56:52, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.7957, recall@top3: 0.8135, prec@top3: 0.6704, recall@top5: 0.9350, prec@top5: 0.4734, loss: 0.0348, grad_norm: 0.1310 2021-03-02 07:10:53,720 - mmaction - INFO - Epoch [13][680/1921] lr: 1.500e-02, eta: 8:56:08, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7027, prec@thr=0.5: 0.7887, recall@top3: 0.8145, prec@top3: 0.6658, recall@top5: 0.9336, prec@top5: 0.4678, loss: 0.0357, grad_norm: 0.1283 2021-03-02 07:11:36,667 - mmaction - INFO - Epoch [13][700/1921] lr: 1.500e-02, eta: 8:55:24, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7836, recall@top3: 0.8216, prec@top3: 0.6615, recall@top5: 0.9383, prec@top5: 0.4653, loss: 0.0353, grad_norm: 0.1306 2021-03-02 07:12:20,795 - mmaction - INFO - Epoch [13][720/1921] lr: 1.500e-02, eta: 8:54:40, time: 2.206, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7836, recall@top3: 0.8142, prec@top3: 0.6659, recall@top5: 0.9321, prec@top5: 0.4669, loss: 0.0359, grad_norm: 0.1309 2021-03-02 07:13:03,416 - mmaction - INFO - Epoch [13][740/1921] lr: 1.500e-02, eta: 8:53:56, time: 2.131, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7021, prec@thr=0.5: 0.7840, recall@top3: 0.8143, prec@top3: 0.6644, recall@top5: 0.9348, prec@top5: 0.4679, loss: 0.0354, grad_norm: 0.1323 2021-03-02 07:13:46,201 - mmaction - INFO - Epoch [13][760/1921] lr: 1.500e-02, eta: 8:53:11, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7182, prec@thr=0.5: 0.7878, recall@top3: 0.8234, prec@top3: 0.6666, recall@top5: 0.9418, prec@top5: 0.4695, loss: 0.0354, grad_norm: 0.1348 2021-03-02 07:14:29,945 - mmaction - INFO - Epoch [13][780/1921] lr: 1.500e-02, eta: 8:52:28, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7142, prec@thr=0.5: 0.7872, recall@top3: 0.8131, prec@top3: 0.6711, recall@top5: 0.9351, prec@top5: 0.4749, loss: 0.0356, grad_norm: 0.1281 2021-03-02 07:15:13,895 - mmaction - INFO - Epoch [13][800/1921] lr: 1.500e-02, eta: 8:51:44, time: 2.198, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7174, prec@thr=0.5: 0.7856, recall@top3: 0.8188, prec@top3: 0.6713, recall@top5: 0.9384, prec@top5: 0.4728, loss: 0.0346, grad_norm: 0.1258 2021-03-02 07:15:56,958 - mmaction - INFO - Epoch [13][820/1921] lr: 1.500e-02, eta: 8:51:00, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7966, recall@top3: 0.8270, prec@top3: 0.6691, recall@top5: 0.9385, prec@top5: 0.4656, loss: 0.0347, grad_norm: 0.1300 2021-03-02 07:16:39,840 - mmaction - INFO - Epoch [13][840/1921] lr: 1.500e-02, eta: 8:50:15, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7086, prec@thr=0.5: 0.7783, recall@top3: 0.8133, prec@top3: 0.6667, recall@top5: 0.9355, prec@top5: 0.4693, loss: 0.0358, grad_norm: 0.1334 2021-03-02 07:17:23,158 - mmaction - INFO - Epoch [13][860/1921] lr: 1.500e-02, eta: 8:49:31, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7087, prec@thr=0.5: 0.7828, recall@top3: 0.8173, prec@top3: 0.6573, recall@top5: 0.9369, prec@top5: 0.4623, loss: 0.0357, grad_norm: 0.1292 2021-03-02 07:18:06,563 - mmaction - INFO - Epoch [13][880/1921] lr: 1.500e-02, eta: 8:48:47, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7123, prec@thr=0.5: 0.7949, recall@top3: 0.8165, prec@top3: 0.6682, recall@top5: 0.9362, prec@top5: 0.4699, loss: 0.0350, grad_norm: 0.1268 2021-03-02 07:18:49,998 - mmaction - INFO - Epoch [13][900/1921] lr: 1.500e-02, eta: 8:48:03, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7049, prec@thr=0.5: 0.7859, recall@top3: 0.8135, prec@top3: 0.6657, recall@top5: 0.9319, prec@top5: 0.4676, loss: 0.0359, grad_norm: 0.1335 2021-03-02 07:19:33,367 - mmaction - INFO - Epoch [13][920/1921] lr: 1.500e-02, eta: 8:47:19, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7089, prec@thr=0.5: 0.7851, recall@top3: 0.8181, prec@top3: 0.6576, recall@top5: 0.9390, prec@top5: 0.4641, loss: 0.0354, grad_norm: 0.1345 2021-03-02 07:20:16,693 - mmaction - INFO - Epoch [13][940/1921] lr: 1.500e-02, eta: 8:46:35, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7086, prec@thr=0.5: 0.7829, recall@top3: 0.8154, prec@top3: 0.6742, recall@top5: 0.9361, prec@top5: 0.4747, loss: 0.0358, grad_norm: 0.1335 2021-03-02 07:20:59,690 - mmaction - INFO - Epoch [13][960/1921] lr: 1.500e-02, eta: 8:45:51, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7964, recall@top3: 0.8261, prec@top3: 0.6688, recall@top5: 0.9379, prec@top5: 0.4665, loss: 0.0345, grad_norm: 0.1318 2021-03-02 07:21:43,216 - mmaction - INFO - Epoch [13][980/1921] lr: 1.500e-02, eta: 8:45:07, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.7908, recall@top3: 0.8198, prec@top3: 0.6706, recall@top5: 0.9394, prec@top5: 0.4728, loss: 0.0347, grad_norm: 0.1347 2021-03-02 07:22:26,470 - mmaction - INFO - Epoch [13][1000/1921] lr: 1.500e-02, eta: 8:44:23, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7856, recall@top3: 0.8181, prec@top3: 0.6692, recall@top5: 0.9390, prec@top5: 0.4719, loss: 0.0347, grad_norm: 0.1342 2021-03-02 07:23:08,477 - mmaction - INFO - Epoch [13][1020/1921] lr: 1.500e-02, eta: 8:43:38, time: 2.100, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7827, recall@top3: 0.8220, prec@top3: 0.6650, recall@top5: 0.9346, prec@top5: 0.4648, loss: 0.0362, grad_norm: 0.1379 2021-03-02 07:23:51,788 - mmaction - INFO - Epoch [13][1040/1921] lr: 1.500e-02, eta: 8:42:54, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7104, prec@thr=0.5: 0.7863, recall@top3: 0.8180, prec@top3: 0.6652, recall@top5: 0.9355, prec@top5: 0.4677, loss: 0.0355, grad_norm: 0.1342 2021-03-02 07:24:34,401 - mmaction - INFO - Epoch [13][1060/1921] lr: 1.500e-02, eta: 8:42:09, time: 2.130, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.7899, recall@top3: 0.8223, prec@top3: 0.6627, recall@top5: 0.9403, prec@top5: 0.4661, loss: 0.0350, grad_norm: 0.1349 2021-03-02 07:25:18,262 - mmaction - INFO - Epoch [13][1080/1921] lr: 1.500e-02, eta: 8:41:25, time: 2.193, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7094, prec@thr=0.5: 0.7791, recall@top3: 0.8085, prec@top3: 0.6670, recall@top5: 0.9361, prec@top5: 0.4728, loss: 0.0357, grad_norm: 0.1326 2021-03-02 07:26:01,547 - mmaction - INFO - Epoch [13][1100/1921] lr: 1.500e-02, eta: 8:40:41, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.7871, recall@top3: 0.8208, prec@top3: 0.6638, recall@top5: 0.9416, prec@top5: 0.4689, loss: 0.0353, grad_norm: 0.1307 2021-03-02 07:26:44,602 - mmaction - INFO - Epoch [13][1120/1921] lr: 1.500e-02, eta: 8:39:57, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7112, prec@thr=0.5: 0.7810, recall@top3: 0.8154, prec@top3: 0.6664, recall@top5: 0.9369, prec@top5: 0.4692, loss: 0.0357, grad_norm: 0.1326 2021-03-02 07:27:27,633 - mmaction - INFO - Epoch [13][1140/1921] lr: 1.500e-02, eta: 8:39:13, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.7960, recall@top3: 0.8277, prec@top3: 0.6741, recall@top5: 0.9395, prec@top5: 0.4700, loss: 0.0345, grad_norm: 0.1317 2021-03-02 07:28:10,755 - mmaction - INFO - Epoch [13][1160/1921] lr: 1.500e-02, eta: 8:38:29, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7116, prec@thr=0.5: 0.7853, recall@top3: 0.8144, prec@top3: 0.6684, recall@top5: 0.9348, prec@top5: 0.4708, loss: 0.0363, grad_norm: 0.1332 2021-03-02 07:28:54,216 - mmaction - INFO - Epoch [13][1180/1921] lr: 1.500e-02, eta: 8:37:45, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7109, prec@thr=0.5: 0.7831, recall@top3: 0.8075, prec@top3: 0.6744, recall@top5: 0.9377, prec@top5: 0.4788, loss: 0.0357, grad_norm: 0.1302 2021-03-02 07:29:37,716 - mmaction - INFO - Epoch [13][1200/1921] lr: 1.500e-02, eta: 8:37:01, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7033, prec@thr=0.5: 0.7794, recall@top3: 0.8105, prec@top3: 0.6593, recall@top5: 0.9310, prec@top5: 0.4659, loss: 0.0363, grad_norm: 0.1342 2021-03-02 07:30:21,359 - mmaction - INFO - Epoch [13][1220/1921] lr: 1.500e-02, eta: 8:36:17, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7035, prec@thr=0.5: 0.7718, recall@top3: 0.8123, prec@top3: 0.6617, recall@top5: 0.9342, prec@top5: 0.4679, loss: 0.0359, grad_norm: 0.1338 2021-03-02 07:31:05,569 - mmaction - INFO - Epoch [13][1240/1921] lr: 1.500e-02, eta: 8:35:33, time: 2.210, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7069, prec@thr=0.5: 0.7818, recall@top3: 0.8089, prec@top3: 0.6602, recall@top5: 0.9338, prec@top5: 0.4693, loss: 0.0360, grad_norm: 0.1320 2021-03-02 07:31:48,891 - mmaction - INFO - Epoch [13][1260/1921] lr: 1.500e-02, eta: 8:34:49, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7004, prec@thr=0.5: 0.7783, recall@top3: 0.8108, prec@top3: 0.6673, recall@top5: 0.9320, prec@top5: 0.4716, loss: 0.0364, grad_norm: 0.1313 2021-03-02 07:32:32,144 - mmaction - INFO - Epoch [13][1280/1921] lr: 1.500e-02, eta: 8:34:05, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7171, prec@thr=0.5: 0.7905, recall@top3: 0.8188, prec@top3: 0.6671, recall@top5: 0.9342, prec@top5: 0.4669, loss: 0.0354, grad_norm: 0.1283 2021-03-02 07:33:15,887 - mmaction - INFO - Epoch [13][1300/1921] lr: 1.500e-02, eta: 8:33:21, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7131, prec@thr=0.5: 0.7894, recall@top3: 0.8155, prec@top3: 0.6704, recall@top5: 0.9371, prec@top5: 0.4718, loss: 0.0353, grad_norm: 0.1298 2021-03-02 07:33:58,665 - mmaction - INFO - Epoch [13][1320/1921] lr: 1.500e-02, eta: 8:32:37, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7017, prec@thr=0.5: 0.7756, recall@top3: 0.8096, prec@top3: 0.6644, recall@top5: 0.9324, prec@top5: 0.4682, loss: 0.0356, grad_norm: 0.1351 2021-03-02 07:34:42,450 - mmaction - INFO - Epoch [13][1340/1921] lr: 1.500e-02, eta: 8:31:53, time: 2.189, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.6975, prec@thr=0.5: 0.7760, recall@top3: 0.8125, prec@top3: 0.6596, recall@top5: 0.9345, prec@top5: 0.4673, loss: 0.0363, grad_norm: 0.1355 2021-03-02 07:35:25,513 - mmaction - INFO - Epoch [13][1360/1921] lr: 1.500e-02, eta: 8:31:09, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.7981, recall@top3: 0.8296, prec@top3: 0.6726, recall@top5: 0.9422, prec@top5: 0.4695, loss: 0.0339, grad_norm: 0.1301 2021-03-02 07:36:08,952 - mmaction - INFO - Epoch [13][1380/1921] lr: 1.500e-02, eta: 8:30:25, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7175, prec@thr=0.5: 0.7843, recall@top3: 0.8200, prec@top3: 0.6706, recall@top5: 0.9403, prec@top5: 0.4725, loss: 0.0352, grad_norm: 0.1391 2021-03-02 07:36:52,619 - mmaction - INFO - Epoch [13][1400/1921] lr: 1.500e-02, eta: 8:29:41, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7026, prec@thr=0.5: 0.7820, recall@top3: 0.8162, prec@top3: 0.6646, recall@top5: 0.9399, prec@top5: 0.4691, loss: 0.0352, grad_norm: 0.1349 2021-03-02 07:37:36,448 - mmaction - INFO - Epoch [13][1420/1921] lr: 1.500e-02, eta: 8:28:57, time: 2.191, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7915, recall@top3: 0.8210, prec@top3: 0.6776, recall@top5: 0.9425, prec@top5: 0.4794, loss: 0.0349, grad_norm: 0.1335 2021-03-02 07:38:19,788 - mmaction - INFO - Epoch [13][1440/1921] lr: 1.500e-02, eta: 8:28:13, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7090, prec@thr=0.5: 0.7789, recall@top3: 0.8134, prec@top3: 0.6596, recall@top5: 0.9353, prec@top5: 0.4675, loss: 0.0359, grad_norm: 0.1350 2021-03-02 07:39:03,073 - mmaction - INFO - Epoch [13][1460/1921] lr: 1.500e-02, eta: 8:27:29, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.6976, prec@thr=0.5: 0.7807, recall@top3: 0.8071, prec@top3: 0.6578, recall@top5: 0.9329, prec@top5: 0.4655, loss: 0.0363, grad_norm: 0.1334 2021-03-02 07:39:46,194 - mmaction - INFO - Epoch [13][1480/1921] lr: 1.500e-02, eta: 8:26:45, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7054, prec@thr=0.5: 0.7784, recall@top3: 0.8110, prec@top3: 0.6650, recall@top5: 0.9344, prec@top5: 0.4696, loss: 0.0359, grad_norm: 0.1342 2021-03-02 07:40:29,014 - mmaction - INFO - Epoch [13][1500/1921] lr: 1.500e-02, eta: 8:26:01, time: 2.141, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7125, prec@thr=0.5: 0.7823, recall@top3: 0.8121, prec@top3: 0.6640, recall@top5: 0.9328, prec@top5: 0.4695, loss: 0.0358, grad_norm: 0.1392 2021-03-02 07:41:11,685 - mmaction - INFO - Epoch [13][1520/1921] lr: 1.500e-02, eta: 8:25:16, time: 2.133, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7108, prec@thr=0.5: 0.7853, recall@top3: 0.8236, prec@top3: 0.6661, recall@top5: 0.9400, prec@top5: 0.4683, loss: 0.0347, grad_norm: 0.1307 2021-03-02 07:41:55,787 - mmaction - INFO - Epoch [13][1540/1921] lr: 1.500e-02, eta: 8:24:33, time: 2.205, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7847, recall@top3: 0.8194, prec@top3: 0.6715, recall@top5: 0.9423, prec@top5: 0.4748, loss: 0.0348, grad_norm: 0.1305 2021-03-02 07:42:38,956 - mmaction - INFO - Epoch [13][1560/1921] lr: 1.500e-02, eta: 8:23:49, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7189, prec@thr=0.5: 0.7912, recall@top3: 0.8215, prec@top3: 0.6726, recall@top5: 0.9400, prec@top5: 0.4722, loss: 0.0344, grad_norm: 0.1345 2021-03-02 07:43:22,963 - mmaction - INFO - Epoch [13][1580/1921] lr: 1.500e-02, eta: 8:23:05, time: 2.200, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7112, prec@thr=0.5: 0.7828, recall@top3: 0.8151, prec@top3: 0.6649, recall@top5: 0.9355, prec@top5: 0.4693, loss: 0.0353, grad_norm: 0.1369 2021-03-02 07:44:05,814 - mmaction - INFO - Epoch [13][1600/1921] lr: 1.500e-02, eta: 8:22:21, time: 2.143, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7016, prec@thr=0.5: 0.7806, recall@top3: 0.8104, prec@top3: 0.6594, recall@top5: 0.9309, prec@top5: 0.4653, loss: 0.0363, grad_norm: 0.1398 2021-03-02 07:44:48,750 - mmaction - INFO - Epoch [13][1620/1921] lr: 1.500e-02, eta: 8:21:36, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7031, prec@thr=0.5: 0.7770, recall@top3: 0.8130, prec@top3: 0.6602, recall@top5: 0.9340, prec@top5: 0.4673, loss: 0.0359, grad_norm: 0.1367 2021-03-02 07:45:32,364 - mmaction - INFO - Epoch [13][1640/1921] lr: 1.500e-02, eta: 8:20:52, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7099, prec@thr=0.5: 0.7923, recall@top3: 0.8201, prec@top3: 0.6682, recall@top5: 0.9387, prec@top5: 0.4695, loss: 0.0355, grad_norm: 0.1332 2021-03-02 07:46:15,972 - mmaction - INFO - Epoch [13][1660/1921] lr: 1.500e-02, eta: 8:20:09, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0362, recall@thr=0.5: 0.7056, prec@thr=0.5: 0.7854, recall@top3: 0.8109, prec@top3: 0.6631, recall@top5: 0.9334, prec@top5: 0.4690, loss: 0.0362, grad_norm: 0.1330 2021-03-02 07:46:59,309 - mmaction - INFO - Epoch [13][1680/1921] lr: 1.500e-02, eta: 8:19:25, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7033, prec@thr=0.5: 0.7809, recall@top3: 0.8163, prec@top3: 0.6576, recall@top5: 0.9353, prec@top5: 0.4622, loss: 0.0352, grad_norm: 0.1306 2021-03-02 07:47:43,200 - mmaction - INFO - Epoch [13][1700/1921] lr: 1.500e-02, eta: 8:18:41, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7044, prec@thr=0.5: 0.7769, recall@top3: 0.8127, prec@top3: 0.6600, recall@top5: 0.9354, prec@top5: 0.4651, loss: 0.0355, grad_norm: 0.1318 2021-03-02 07:48:26,617 - mmaction - INFO - Epoch [13][1720/1921] lr: 1.500e-02, eta: 8:17:57, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7079, prec@thr=0.5: 0.7858, recall@top3: 0.8134, prec@top3: 0.6689, recall@top5: 0.9351, prec@top5: 0.4726, loss: 0.0361, grad_norm: 0.1346 2021-03-02 07:49:09,526 - mmaction - INFO - Epoch [13][1740/1921] lr: 1.500e-02, eta: 8:17:13, time: 2.145, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.6975, prec@thr=0.5: 0.7802, recall@top3: 0.8068, prec@top3: 0.6564, recall@top5: 0.9314, prec@top5: 0.4656, loss: 0.0363, grad_norm: 0.1323 2021-03-02 07:49:52,874 - mmaction - INFO - Epoch [13][1760/1921] lr: 1.500e-02, eta: 8:16:29, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0367, recall@thr=0.5: 0.7073, prec@thr=0.5: 0.7801, recall@top3: 0.8097, prec@top3: 0.6609, recall@top5: 0.9345, prec@top5: 0.4682, loss: 0.0367, grad_norm: 0.1355 2021-03-02 07:50:36,923 - mmaction - INFO - Epoch [13][1780/1921] lr: 1.500e-02, eta: 8:15:45, time: 2.202, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7115, prec@thr=0.5: 0.7861, recall@top3: 0.8137, prec@top3: 0.6682, recall@top5: 0.9407, prec@top5: 0.4754, loss: 0.0358, grad_norm: 0.1351 2021-03-02 07:51:19,568 - mmaction - INFO - Epoch [13][1800/1921] lr: 1.500e-02, eta: 8:15:01, time: 2.132, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7153, prec@thr=0.5: 0.7877, recall@top3: 0.8167, prec@top3: 0.6684, recall@top5: 0.9386, prec@top5: 0.4716, loss: 0.0354, grad_norm: 0.1346 2021-03-02 07:52:02,900 - mmaction - INFO - Epoch [13][1820/1921] lr: 1.500e-02, eta: 8:14:17, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7103, prec@thr=0.5: 0.7864, recall@top3: 0.8196, prec@top3: 0.6616, recall@top5: 0.9362, prec@top5: 0.4637, loss: 0.0352, grad_norm: 0.1336 2021-03-02 07:52:46,432 - mmaction - INFO - Epoch [13][1840/1921] lr: 1.500e-02, eta: 8:13:33, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.7850, recall@top3: 0.8123, prec@top3: 0.6640, recall@top5: 0.9368, prec@top5: 0.4705, loss: 0.0361, grad_norm: 0.1383 2021-03-02 07:53:29,924 - mmaction - INFO - Epoch [13][1860/1921] lr: 1.500e-02, eta: 8:12:49, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7114, prec@thr=0.5: 0.7943, recall@top3: 0.8199, prec@top3: 0.6746, recall@top5: 0.9409, prec@top5: 0.4743, loss: 0.0351, grad_norm: 0.1363 2021-03-02 07:54:13,481 - mmaction - INFO - Epoch [13][1880/1921] lr: 1.500e-02, eta: 8:12:05, time: 2.178, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7854, recall@top3: 0.8160, prec@top3: 0.6558, recall@top5: 0.9357, prec@top5: 0.4620, loss: 0.0352, grad_norm: 0.1369 2021-03-02 07:54:56,595 - mmaction - INFO - Epoch [13][1900/1921] lr: 1.500e-02, eta: 8:11:21, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7870, recall@top3: 0.8157, prec@top3: 0.6703, recall@top5: 0.9368, prec@top5: 0.4722, loss: 0.0356, grad_norm: 0.1342 2021-03-02 07:55:38,307 - mmaction - INFO - Epoch [13][1920/1921] lr: 1.500e-02, eta: 8:10:36, time: 2.085, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7128, prec@thr=0.5: 0.7908, recall@top3: 0.8178, prec@top3: 0.6682, recall@top5: 0.9391, prec@top5: 0.4706, loss: 0.0350, grad_norm: 0.1399 2021-03-02 07:55:42,707 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-03-02 08:06:45,141 - mmaction - INFO - Evaluating mAP ... 2021-03-02 08:15:11,647 - mmaction - INFO - mAP@0.5IOU 0.2210 2021-03-02 08:15:12,978 - mmaction - INFO - Epoch(val) [13][1921] mAP@0.5IOU: 0.2210 2021-03-02 08:16:48,045 - mmaction - INFO - Epoch [14][20/1921] lr: 1.500e-02, eta: 8:10:16, time: 4.748, data_time: 2.633, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7234, prec@thr=0.5: 0.7918, recall@top3: 0.8243, prec@top3: 0.6764, recall@top5: 0.9414, prec@top5: 0.4740, loss: 0.0339, grad_norm: 0.1316 2021-03-02 08:17:30,644 - mmaction - INFO - Epoch [14][40/1921] lr: 1.500e-02, eta: 8:09:32, time: 2.130, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7239, prec@thr=0.5: 0.7909, recall@top3: 0.8178, prec@top3: 0.6692, recall@top5: 0.9365, prec@top5: 0.4713, loss: 0.0352, grad_norm: 0.1360 2021-03-02 08:18:13,473 - mmaction - INFO - Epoch [14][60/1921] lr: 1.500e-02, eta: 8:08:47, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7872, recall@top3: 0.8262, prec@top3: 0.6654, recall@top5: 0.9357, prec@top5: 0.4626, loss: 0.0350, grad_norm: 0.1362 2021-03-02 08:18:57,732 - mmaction - INFO - Epoch [14][80/1921] lr: 1.500e-02, eta: 8:08:04, time: 2.213, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7166, prec@thr=0.5: 0.7901, recall@top3: 0.8223, prec@top3: 0.6727, recall@top5: 0.9409, prec@top5: 0.4731, loss: 0.0353, grad_norm: 0.1313 2021-03-02 08:19:40,478 - mmaction - INFO - Epoch [14][100/1921] lr: 1.500e-02, eta: 8:07:19, time: 2.137, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7138, prec@thr=0.5: 0.7895, recall@top3: 0.8184, prec@top3: 0.6675, recall@top5: 0.9392, prec@top5: 0.4696, loss: 0.0354, grad_norm: 0.1338 2021-03-02 08:20:23,503 - mmaction - INFO - Epoch [14][120/1921] lr: 1.500e-02, eta: 8:06:35, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7203, prec@thr=0.5: 0.7906, recall@top3: 0.8269, prec@top3: 0.6676, recall@top5: 0.9398, prec@top5: 0.4665, loss: 0.0343, grad_norm: 0.1311 2021-03-02 08:21:06,975 - mmaction - INFO - Epoch [14][140/1921] lr: 1.500e-02, eta: 8:05:51, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7065, prec@thr=0.5: 0.7819, recall@top3: 0.8101, prec@top3: 0.6656, recall@top5: 0.9320, prec@top5: 0.4712, loss: 0.0360, grad_norm: 0.1346 2021-03-02 08:21:50,386 - mmaction - INFO - Epoch [14][160/1921] lr: 1.500e-02, eta: 8:05:07, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7175, prec@thr=0.5: 0.7945, recall@top3: 0.8227, prec@top3: 0.6729, recall@top5: 0.9412, prec@top5: 0.4730, loss: 0.0341, grad_norm: 0.1314 2021-03-02 08:22:34,008 - mmaction - INFO - Epoch [14][180/1921] lr: 1.500e-02, eta: 8:04:23, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7890, recall@top3: 0.8205, prec@top3: 0.6719, recall@top5: 0.9382, prec@top5: 0.4725, loss: 0.0352, grad_norm: 0.1382 2021-03-02 08:23:17,510 - mmaction - INFO - Epoch [14][200/1921] lr: 1.500e-02, eta: 8:03:39, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7065, prec@thr=0.5: 0.7816, recall@top3: 0.8125, prec@top3: 0.6632, recall@top5: 0.9309, prec@top5: 0.4649, loss: 0.0359, grad_norm: 0.1355 2021-03-02 08:24:01,220 - mmaction - INFO - Epoch [14][220/1921] lr: 1.500e-02, eta: 8:02:55, time: 2.186, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7157, prec@thr=0.5: 0.7861, recall@top3: 0.8126, prec@top3: 0.6700, recall@top5: 0.9378, prec@top5: 0.4755, loss: 0.0349, grad_norm: 0.1334 2021-03-02 08:24:44,098 - mmaction - INFO - Epoch [14][240/1921] lr: 1.500e-02, eta: 8:02:11, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7250, prec@thr=0.5: 0.7995, recall@top3: 0.8227, prec@top3: 0.6706, recall@top5: 0.9382, prec@top5: 0.4711, loss: 0.0346, grad_norm: 0.1356 2021-03-02 08:25:26,747 - mmaction - INFO - Epoch [14][260/1921] lr: 1.500e-02, eta: 8:01:27, time: 2.132, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7073, prec@thr=0.5: 0.7864, recall@top3: 0.8187, prec@top3: 0.6670, recall@top5: 0.9359, prec@top5: 0.4678, loss: 0.0353, grad_norm: 0.1362 2021-03-02 08:26:10,166 - mmaction - INFO - Epoch [14][280/1921] lr: 1.500e-02, eta: 8:00:43, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.7844, recall@top3: 0.8150, prec@top3: 0.6638, recall@top5: 0.9344, prec@top5: 0.4669, loss: 0.0353, grad_norm: 0.1359 2021-03-02 08:26:53,622 - mmaction - INFO - Epoch [14][300/1921] lr: 1.500e-02, eta: 7:59:59, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7203, prec@thr=0.5: 0.7917, recall@top3: 0.8234, prec@top3: 0.6786, recall@top5: 0.9427, prec@top5: 0.4750, loss: 0.0344, grad_norm: 0.1294 2021-03-02 08:27:36,628 - mmaction - INFO - Epoch [14][320/1921] lr: 1.500e-02, eta: 7:59:14, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7044, prec@thr=0.5: 0.7759, recall@top3: 0.8136, prec@top3: 0.6570, recall@top5: 0.9364, prec@top5: 0.4656, loss: 0.0358, grad_norm: 0.1399 2021-03-02 08:28:20,382 - mmaction - INFO - Epoch [14][340/1921] lr: 1.500e-02, eta: 7:58:30, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7096, prec@thr=0.5: 0.7854, recall@top3: 0.8156, prec@top3: 0.6676, recall@top5: 0.9370, prec@top5: 0.4707, loss: 0.0363, grad_norm: 0.1303 2021-03-02 08:29:04,217 - mmaction - INFO - Epoch [14][360/1921] lr: 1.500e-02, eta: 7:57:47, time: 2.192, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7063, prec@thr=0.5: 0.7805, recall@top3: 0.8162, prec@top3: 0.6654, recall@top5: 0.9390, prec@top5: 0.4698, loss: 0.0358, grad_norm: 0.1355 2021-03-02 08:29:47,969 - mmaction - INFO - Epoch [14][380/1921] lr: 1.500e-02, eta: 7:57:03, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7094, prec@thr=0.5: 0.7811, recall@top3: 0.8173, prec@top3: 0.6683, recall@top5: 0.9360, prec@top5: 0.4697, loss: 0.0354, grad_norm: 0.1301 2021-03-02 08:30:31,955 - mmaction - INFO - Epoch [14][400/1921] lr: 1.500e-02, eta: 7:56:19, time: 2.199, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7917, recall@top3: 0.8180, prec@top3: 0.6675, recall@top5: 0.9377, prec@top5: 0.4713, loss: 0.0356, grad_norm: 0.1301 2021-03-02 08:31:16,156 - mmaction - INFO - Epoch [14][420/1921] lr: 1.500e-02, eta: 7:55:36, time: 2.210, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7153, prec@thr=0.5: 0.7822, recall@top3: 0.8160, prec@top3: 0.6750, recall@top5: 0.9378, prec@top5: 0.4768, loss: 0.0349, grad_norm: 0.1317 2021-03-02 08:31:59,228 - mmaction - INFO - Epoch [14][440/1921] lr: 1.500e-02, eta: 7:54:51, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.7959, recall@top3: 0.8223, prec@top3: 0.6666, recall@top5: 0.9404, prec@top5: 0.4689, loss: 0.0343, grad_norm: 0.1360 2021-03-02 08:32:43,421 - mmaction - INFO - Epoch [14][460/1921] lr: 1.500e-02, eta: 7:54:08, time: 2.210, data_time: 0.018, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7038, prec@thr=0.5: 0.7799, recall@top3: 0.8205, prec@top3: 0.6723, recall@top5: 0.9385, prec@top5: 0.4717, loss: 0.0352, grad_norm: 0.1351 2021-03-02 08:33:26,116 - mmaction - INFO - Epoch [14][480/1921] lr: 1.500e-02, eta: 7:53:23, time: 2.135, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7130, prec@thr=0.5: 0.7913, recall@top3: 0.8211, prec@top3: 0.6597, recall@top5: 0.9368, prec@top5: 0.4632, loss: 0.0346, grad_norm: 0.1376 2021-03-02 08:34:08,952 - mmaction - INFO - Epoch [14][500/1921] lr: 1.500e-02, eta: 7:52:39, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.6979, prec@thr=0.5: 0.7739, recall@top3: 0.8161, prec@top3: 0.6527, recall@top5: 0.9386, prec@top5: 0.4601, loss: 0.0358, grad_norm: 0.1406 2021-03-02 08:34:52,248 - mmaction - INFO - Epoch [14][520/1921] lr: 1.500e-02, eta: 7:51:55, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7124, prec@thr=0.5: 0.7870, recall@top3: 0.8171, prec@top3: 0.6674, recall@top5: 0.9351, prec@top5: 0.4697, loss: 0.0358, grad_norm: 0.1406 2021-03-02 08:35:35,796 - mmaction - INFO - Epoch [14][540/1921] lr: 1.500e-02, eta: 7:51:11, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7033, prec@thr=0.5: 0.7803, recall@top3: 0.8168, prec@top3: 0.6600, recall@top5: 0.9407, prec@top5: 0.4675, loss: 0.0345, grad_norm: 0.1351 2021-03-02 08:36:19,894 - mmaction - INFO - Epoch [14][560/1921] lr: 1.500e-02, eta: 7:50:27, time: 2.205, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7165, prec@thr=0.5: 0.7963, recall@top3: 0.8196, prec@top3: 0.6759, recall@top5: 0.9446, prec@top5: 0.4783, loss: 0.0346, grad_norm: 0.1294 2021-03-02 08:37:03,796 - mmaction - INFO - Epoch [14][580/1921] lr: 1.500e-02, eta: 7:49:44, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7085, prec@thr=0.5: 0.7818, recall@top3: 0.8163, prec@top3: 0.6662, recall@top5: 0.9395, prec@top5: 0.4711, loss: 0.0345, grad_norm: 0.1345 2021-03-02 08:37:47,247 - mmaction - INFO - Epoch [14][600/1921] lr: 1.500e-02, eta: 7:49:00, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7196, prec@thr=0.5: 0.7871, recall@top3: 0.8265, prec@top3: 0.6753, recall@top5: 0.9420, prec@top5: 0.4727, loss: 0.0347, grad_norm: 0.1359 2021-03-02 08:38:31,047 - mmaction - INFO - Epoch [14][620/1921] lr: 1.500e-02, eta: 7:48:16, time: 2.190, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7750, recall@top3: 0.8114, prec@top3: 0.6644, recall@top5: 0.9362, prec@top5: 0.4685, loss: 0.0354, grad_norm: 0.1328 2021-03-02 08:39:14,272 - mmaction - INFO - Epoch [14][640/1921] lr: 1.500e-02, eta: 7:47:32, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.8032, recall@top3: 0.8276, prec@top3: 0.6747, recall@top5: 0.9400, prec@top5: 0.4700, loss: 0.0340, grad_norm: 0.1335 2021-03-02 08:39:57,297 - mmaction - INFO - Epoch [14][660/1921] lr: 1.500e-02, eta: 7:46:47, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7044, prec@thr=0.5: 0.7702, recall@top3: 0.8068, prec@top3: 0.6592, recall@top5: 0.9321, prec@top5: 0.4688, loss: 0.0363, grad_norm: 0.1409 2021-03-02 08:40:40,660 - mmaction - INFO - Epoch [14][680/1921] lr: 1.500e-02, eta: 7:46:03, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.7946, recall@top3: 0.8148, prec@top3: 0.6634, recall@top5: 0.9349, prec@top5: 0.4676, loss: 0.0355, grad_norm: 0.1376 2021-03-02 08:41:23,782 - mmaction - INFO - Epoch [14][700/1921] lr: 1.500e-02, eta: 7:45:19, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7109, prec@thr=0.5: 0.7856, recall@top3: 0.8184, prec@top3: 0.6795, recall@top5: 0.9360, prec@top5: 0.4774, loss: 0.0352, grad_norm: 0.1360 2021-03-02 08:42:07,136 - mmaction - INFO - Epoch [14][720/1921] lr: 1.500e-02, eta: 7:44:35, time: 2.168, data_time: 0.003, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7113, prec@thr=0.5: 0.7811, recall@top3: 0.8100, prec@top3: 0.6637, recall@top5: 0.9355, prec@top5: 0.4704, loss: 0.0357, grad_norm: 0.1399 2021-03-02 08:42:50,452 - mmaction - INFO - Epoch [14][740/1921] lr: 1.500e-02, eta: 7:43:51, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7168, prec@thr=0.5: 0.7916, recall@top3: 0.8239, prec@top3: 0.6733, recall@top5: 0.9436, prec@top5: 0.4727, loss: 0.0345, grad_norm: 0.1349 2021-03-02 08:43:33,732 - mmaction - INFO - Epoch [14][760/1921] lr: 1.500e-02, eta: 7:43:07, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7175, prec@thr=0.5: 0.7932, recall@top3: 0.8178, prec@top3: 0.6690, recall@top5: 0.9374, prec@top5: 0.4710, loss: 0.0351, grad_norm: 0.1361 2021-03-02 08:44:17,013 - mmaction - INFO - Epoch [14][780/1921] lr: 1.500e-02, eta: 7:42:23, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7028, prec@thr=0.5: 0.7815, recall@top3: 0.8125, prec@top3: 0.6690, recall@top5: 0.9387, prec@top5: 0.4753, loss: 0.0364, grad_norm: 0.1405 2021-03-02 08:45:00,352 - mmaction - INFO - Epoch [14][800/1921] lr: 1.500e-02, eta: 7:41:39, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7112, prec@thr=0.5: 0.7836, recall@top3: 0.8180, prec@top3: 0.6640, recall@top5: 0.9349, prec@top5: 0.4667, loss: 0.0352, grad_norm: 0.1311 2021-03-02 08:45:43,370 - mmaction - INFO - Epoch [14][820/1921] lr: 1.500e-02, eta: 7:40:55, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7046, prec@thr=0.5: 0.7809, recall@top3: 0.8194, prec@top3: 0.6633, recall@top5: 0.9393, prec@top5: 0.4667, loss: 0.0346, grad_norm: 0.1350 2021-03-02 08:46:27,010 - mmaction - INFO - Epoch [14][840/1921] lr: 1.500e-02, eta: 7:40:11, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7073, prec@thr=0.5: 0.7832, recall@top3: 0.8200, prec@top3: 0.6590, recall@top5: 0.9349, prec@top5: 0.4618, loss: 0.0354, grad_norm: 0.1319 2021-03-02 08:47:09,408 - mmaction - INFO - Epoch [14][860/1921] lr: 1.500e-02, eta: 7:39:27, time: 2.120, data_time: 0.001, memory: 8270, loss_action_cls: 0.0364, recall@thr=0.5: 0.7099, prec@thr=0.5: 0.7844, recall@top3: 0.8126, prec@top3: 0.6690, recall@top5: 0.9360, prec@top5: 0.4739, loss: 0.0364, grad_norm: 0.1371 2021-03-02 08:47:53,526 - mmaction - INFO - Epoch [14][880/1921] lr: 1.500e-02, eta: 7:38:43, time: 2.206, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7187, prec@thr=0.5: 0.7850, recall@top3: 0.8185, prec@top3: 0.6707, recall@top5: 0.9367, prec@top5: 0.4712, loss: 0.0351, grad_norm: 0.1293 2021-03-02 08:48:36,990 - mmaction - INFO - Epoch [14][900/1921] lr: 1.500e-02, eta: 7:37:59, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7135, prec@thr=0.5: 0.7945, recall@top3: 0.8210, prec@top3: 0.6772, recall@top5: 0.9394, prec@top5: 0.4753, loss: 0.0347, grad_norm: 0.1336 2021-03-02 08:49:19,451 - mmaction - INFO - Epoch [14][920/1921] lr: 1.500e-02, eta: 7:37:14, time: 2.123, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7848, recall@top3: 0.8239, prec@top3: 0.6697, recall@top5: 0.9411, prec@top5: 0.4698, loss: 0.0344, grad_norm: 0.1357 2021-03-02 08:50:02,192 - mmaction - INFO - Epoch [14][940/1921] lr: 1.500e-02, eta: 7:36:30, time: 2.137, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7023, prec@thr=0.5: 0.7759, recall@top3: 0.8188, prec@top3: 0.6612, recall@top5: 0.9346, prec@top5: 0.4635, loss: 0.0352, grad_norm: 0.1390 2021-03-02 08:50:45,321 - mmaction - INFO - Epoch [14][960/1921] lr: 1.500e-02, eta: 7:35:46, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7177, prec@thr=0.5: 0.7909, recall@top3: 0.8199, prec@top3: 0.6649, recall@top5: 0.9352, prec@top5: 0.4653, loss: 0.0351, grad_norm: 0.1341 2021-03-02 08:51:28,671 - mmaction - INFO - Epoch [14][980/1921] lr: 1.500e-02, eta: 7:35:02, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7061, prec@thr=0.5: 0.7916, recall@top3: 0.8110, prec@top3: 0.6669, recall@top5: 0.9332, prec@top5: 0.4727, loss: 0.0358, grad_norm: 0.1357 2021-03-02 08:52:12,095 - mmaction - INFO - Epoch [14][1000/1921] lr: 1.500e-02, eta: 7:34:18, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7086, prec@thr=0.5: 0.7795, recall@top3: 0.8101, prec@top3: 0.6614, recall@top5: 0.9358, prec@top5: 0.4691, loss: 0.0359, grad_norm: 0.1434 2021-03-02 08:52:55,965 - mmaction - INFO - Epoch [14][1020/1921] lr: 1.500e-02, eta: 7:33:34, time: 2.193, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7196, prec@thr=0.5: 0.7894, recall@top3: 0.8203, prec@top3: 0.6689, recall@top5: 0.9387, prec@top5: 0.4710, loss: 0.0352, grad_norm: 0.1359 2021-03-02 08:53:40,037 - mmaction - INFO - Epoch [14][1040/1921] lr: 1.500e-02, eta: 7:32:51, time: 2.204, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7166, prec@thr=0.5: 0.7933, recall@top3: 0.8171, prec@top3: 0.6640, recall@top5: 0.9360, prec@top5: 0.4670, loss: 0.0347, grad_norm: 0.1333 2021-03-02 08:54:22,813 - mmaction - INFO - Epoch [14][1060/1921] lr: 1.500e-02, eta: 7:32:06, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7132, prec@thr=0.5: 0.7888, recall@top3: 0.8140, prec@top3: 0.6652, recall@top5: 0.9360, prec@top5: 0.4698, loss: 0.0356, grad_norm: 0.1365 2021-03-02 08:55:07,524 - mmaction - INFO - Epoch [14][1080/1921] lr: 1.500e-02, eta: 7:31:23, time: 2.235, data_time: 0.001, memory: 8270, loss_action_cls: 0.0358, recall@thr=0.5: 0.7073, prec@thr=0.5: 0.7783, recall@top3: 0.8151, prec@top3: 0.6705, recall@top5: 0.9379, prec@top5: 0.4729, loss: 0.0358, grad_norm: 0.1333 2021-03-02 08:55:51,532 - mmaction - INFO - Epoch [14][1100/1921] lr: 1.500e-02, eta: 7:30:39, time: 2.200, data_time: 0.002, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.8037, recall@top3: 0.8301, prec@top3: 0.6776, recall@top5: 0.9441, prec@top5: 0.4741, loss: 0.0343, grad_norm: 0.1350 2021-03-02 08:56:35,304 - mmaction - INFO - Epoch [14][1120/1921] lr: 1.500e-02, eta: 7:29:55, time: 2.189, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7165, prec@thr=0.5: 0.7839, recall@top3: 0.8140, prec@top3: 0.6670, recall@top5: 0.9357, prec@top5: 0.4709, loss: 0.0356, grad_norm: 0.1351 2021-03-02 08:57:18,789 - mmaction - INFO - Epoch [14][1140/1921] lr: 1.500e-02, eta: 7:29:11, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7119, prec@thr=0.5: 0.7825, recall@top3: 0.8168, prec@top3: 0.6706, recall@top5: 0.9373, prec@top5: 0.4733, loss: 0.0353, grad_norm: 0.1384 2021-03-02 08:58:01,694 - mmaction - INFO - Epoch [14][1160/1921] lr: 1.500e-02, eta: 7:28:27, time: 2.145, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7037, prec@thr=0.5: 0.7823, recall@top3: 0.8114, prec@top3: 0.6632, recall@top5: 0.9339, prec@top5: 0.4688, loss: 0.0361, grad_norm: 0.1353 2021-03-02 08:58:45,379 - mmaction - INFO - Epoch [14][1180/1921] lr: 1.500e-02, eta: 7:27:43, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7863, recall@top3: 0.8141, prec@top3: 0.6715, recall@top5: 0.9362, prec@top5: 0.4747, loss: 0.0354, grad_norm: 0.1372 2021-03-02 08:59:28,735 - mmaction - INFO - Epoch [14][1200/1921] lr: 1.500e-02, eta: 7:26:59, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.7903, recall@top3: 0.8174, prec@top3: 0.6678, recall@top5: 0.9388, prec@top5: 0.4717, loss: 0.0350, grad_norm: 0.1337 2021-03-02 09:00:12,659 - mmaction - INFO - Epoch [14][1220/1921] lr: 1.500e-02, eta: 7:26:16, time: 2.196, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.7943, recall@top3: 0.8234, prec@top3: 0.6795, recall@top5: 0.9382, prec@top5: 0.4759, loss: 0.0350, grad_norm: 0.1337 2021-03-02 09:00:56,233 - mmaction - INFO - Epoch [14][1240/1921] lr: 1.500e-02, eta: 7:25:32, time: 2.178, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7248, prec@thr=0.5: 0.7969, recall@top3: 0.8285, prec@top3: 0.6774, recall@top5: 0.9440, prec@top5: 0.4741, loss: 0.0338, grad_norm: 0.1333 2021-03-02 09:01:39,600 - mmaction - INFO - Epoch [14][1260/1921] lr: 1.500e-02, eta: 7:24:48, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7147, prec@thr=0.5: 0.7904, recall@top3: 0.8278, prec@top3: 0.6688, recall@top5: 0.9436, prec@top5: 0.4693, loss: 0.0341, grad_norm: 0.1344 2021-03-02 09:02:22,157 - mmaction - INFO - Epoch [14][1280/1921] lr: 1.500e-02, eta: 7:24:03, time: 2.128, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7139, prec@thr=0.5: 0.7885, recall@top3: 0.8161, prec@top3: 0.6582, recall@top5: 0.9386, prec@top5: 0.4662, loss: 0.0354, grad_norm: 0.1383 2021-03-02 09:03:06,493 - mmaction - INFO - Epoch [14][1300/1921] lr: 1.500e-02, eta: 7:23:20, time: 2.217, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7163, prec@thr=0.5: 0.7923, recall@top3: 0.8230, prec@top3: 0.6735, recall@top5: 0.9390, prec@top5: 0.4712, loss: 0.0348, grad_norm: 0.1294 2021-03-02 09:03:50,511 - mmaction - INFO - Epoch [14][1320/1921] lr: 1.500e-02, eta: 7:22:36, time: 2.201, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7037, prec@thr=0.5: 0.7859, recall@top3: 0.8166, prec@top3: 0.6651, recall@top5: 0.9367, prec@top5: 0.4684, loss: 0.0357, grad_norm: 0.1338 2021-03-02 09:04:33,228 - mmaction - INFO - Epoch [14][1340/1921] lr: 1.500e-02, eta: 7:21:52, time: 2.136, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7947, recall@top3: 0.8296, prec@top3: 0.6714, recall@top5: 0.9400, prec@top5: 0.4659, loss: 0.0343, grad_norm: 0.1374 2021-03-02 09:05:17,268 - mmaction - INFO - Epoch [14][1360/1921] lr: 1.500e-02, eta: 7:21:08, time: 2.202, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7130, prec@thr=0.5: 0.7868, recall@top3: 0.8180, prec@top3: 0.6690, recall@top5: 0.9371, prec@top5: 0.4722, loss: 0.0351, grad_norm: 0.1325 2021-03-02 09:06:00,590 - mmaction - INFO - Epoch [14][1380/1921] lr: 1.500e-02, eta: 7:20:24, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7840, recall@top3: 0.8165, prec@top3: 0.6690, recall@top5: 0.9355, prec@top5: 0.4707, loss: 0.0354, grad_norm: 0.1384 2021-03-02 09:06:43,954 - mmaction - INFO - Epoch [14][1400/1921] lr: 1.500e-02, eta: 7:19:40, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7085, prec@thr=0.5: 0.7945, recall@top3: 0.8252, prec@top3: 0.6706, recall@top5: 0.9417, prec@top5: 0.4701, loss: 0.0352, grad_norm: 0.1391 2021-03-02 09:07:27,139 - mmaction - INFO - Epoch [14][1420/1921] lr: 1.500e-02, eta: 7:18:56, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7204, prec@thr=0.5: 0.7915, recall@top3: 0.8209, prec@top3: 0.6758, recall@top5: 0.9390, prec@top5: 0.4741, loss: 0.0352, grad_norm: 0.1379 2021-03-02 09:08:10,451 - mmaction - INFO - Epoch [14][1440/1921] lr: 1.500e-02, eta: 7:18:12, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7280, prec@thr=0.5: 0.7977, recall@top3: 0.8224, prec@top3: 0.6802, recall@top5: 0.9421, prec@top5: 0.4776, loss: 0.0342, grad_norm: 0.1330 2021-03-02 09:08:54,034 - mmaction - INFO - Epoch [14][1460/1921] lr: 1.500e-02, eta: 7:17:28, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7108, prec@thr=0.5: 0.7897, recall@top3: 0.8244, prec@top3: 0.6692, recall@top5: 0.9396, prec@top5: 0.4681, loss: 0.0345, grad_norm: 0.1354 2021-03-02 09:09:37,864 - mmaction - INFO - Epoch [14][1480/1921] lr: 1.500e-02, eta: 7:16:44, time: 2.192, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.7818, recall@top3: 0.8159, prec@top3: 0.6672, recall@top5: 0.9406, prec@top5: 0.4717, loss: 0.0354, grad_norm: 0.1406 2021-03-02 09:10:21,483 - mmaction - INFO - Epoch [14][1500/1921] lr: 1.500e-02, eta: 7:16:01, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7197, prec@thr=0.5: 0.7929, recall@top3: 0.8131, prec@top3: 0.6783, recall@top5: 0.9395, prec@top5: 0.4818, loss: 0.0352, grad_norm: 0.1324 2021-03-02 09:11:03,899 - mmaction - INFO - Epoch [14][1520/1921] lr: 1.500e-02, eta: 7:15:16, time: 2.121, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7258, prec@thr=0.5: 0.7977, recall@top3: 0.8207, prec@top3: 0.6756, recall@top5: 0.9379, prec@top5: 0.4737, loss: 0.0350, grad_norm: 0.1412 2021-03-02 09:11:47,336 - mmaction - INFO - Epoch [14][1540/1921] lr: 1.500e-02, eta: 7:14:32, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7918, recall@top3: 0.8183, prec@top3: 0.6810, recall@top5: 0.9362, prec@top5: 0.4788, loss: 0.0351, grad_norm: 0.1356 2021-03-02 09:12:30,782 - mmaction - INFO - Epoch [14][1560/1921] lr: 1.500e-02, eta: 7:13:48, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7023, prec@thr=0.5: 0.7836, recall@top3: 0.8105, prec@top3: 0.6632, recall@top5: 0.9337, prec@top5: 0.4693, loss: 0.0363, grad_norm: 0.1373 2021-03-02 09:13:13,229 - mmaction - INFO - Epoch [14][1580/1921] lr: 1.500e-02, eta: 7:13:04, time: 2.122, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7070, prec@thr=0.5: 0.7843, recall@top3: 0.8219, prec@top3: 0.6552, recall@top5: 0.9363, prec@top5: 0.4590, loss: 0.0347, grad_norm: 0.1366 2021-03-02 09:13:57,122 - mmaction - INFO - Epoch [14][1600/1921] lr: 1.500e-02, eta: 7:12:20, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7170, prec@thr=0.5: 0.7922, recall@top3: 0.8159, prec@top3: 0.6675, recall@top5: 0.9373, prec@top5: 0.4719, loss: 0.0354, grad_norm: 0.1367 2021-03-02 09:14:40,554 - mmaction - INFO - Epoch [14][1620/1921] lr: 1.500e-02, eta: 7:11:36, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7234, prec@thr=0.5: 0.7954, recall@top3: 0.8251, prec@top3: 0.6725, recall@top5: 0.9367, prec@top5: 0.4677, loss: 0.0345, grad_norm: 0.1322 2021-03-02 09:15:23,784 - mmaction - INFO - Epoch [14][1640/1921] lr: 1.500e-02, eta: 7:10:52, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.7911, recall@top3: 0.8217, prec@top3: 0.6728, recall@top5: 0.9406, prec@top5: 0.4723, loss: 0.0349, grad_norm: 0.1354 2021-03-02 09:16:06,358 - mmaction - INFO - Epoch [14][1660/1921] lr: 1.500e-02, eta: 7:10:08, time: 2.129, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7852, recall@top3: 0.8172, prec@top3: 0.6590, recall@top5: 0.9353, prec@top5: 0.4632, loss: 0.0353, grad_norm: 0.1386 2021-03-02 09:16:49,506 - mmaction - INFO - Epoch [14][1680/1921] lr: 1.500e-02, eta: 7:09:24, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.7845, recall@top3: 0.8156, prec@top3: 0.6545, recall@top5: 0.9367, prec@top5: 0.4623, loss: 0.0348, grad_norm: 0.1387 2021-03-02 09:17:32,368 - mmaction - INFO - Epoch [14][1700/1921] lr: 1.500e-02, eta: 7:08:39, time: 2.143, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7079, prec@thr=0.5: 0.7930, recall@top3: 0.8131, prec@top3: 0.6714, recall@top5: 0.9379, prec@top5: 0.4767, loss: 0.0360, grad_norm: 0.1376 2021-03-02 09:18:15,839 - mmaction - INFO - Epoch [14][1720/1921] lr: 1.500e-02, eta: 7:07:56, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7002, prec@thr=0.5: 0.7769, recall@top3: 0.8165, prec@top3: 0.6633, recall@top5: 0.9376, prec@top5: 0.4680, loss: 0.0361, grad_norm: 0.1339 2021-03-02 09:18:59,050 - mmaction - INFO - Epoch [14][1740/1921] lr: 1.500e-02, eta: 7:07:11, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7243, prec@thr=0.5: 0.7941, recall@top3: 0.8248, prec@top3: 0.6689, recall@top5: 0.9416, prec@top5: 0.4699, loss: 0.0344, grad_norm: 0.1319 2021-03-02 09:19:42,494 - mmaction - INFO - Epoch [14][1760/1921] lr: 1.500e-02, eta: 7:06:28, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7191, prec@thr=0.5: 0.7925, recall@top3: 0.8227, prec@top3: 0.6737, recall@top5: 0.9416, prec@top5: 0.4754, loss: 0.0344, grad_norm: 0.1359 2021-03-02 09:20:26,436 - mmaction - INFO - Epoch [14][1780/1921] lr: 1.500e-02, eta: 7:05:44, time: 2.197, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7139, prec@thr=0.5: 0.7861, recall@top3: 0.8175, prec@top3: 0.6675, recall@top5: 0.9377, prec@top5: 0.4707, loss: 0.0357, grad_norm: 0.1363 2021-03-02 09:21:10,016 - mmaction - INFO - Epoch [14][1800/1921] lr: 1.500e-02, eta: 7:05:00, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7091, prec@thr=0.5: 0.7910, recall@top3: 0.8190, prec@top3: 0.6757, recall@top5: 0.9367, prec@top5: 0.4750, loss: 0.0355, grad_norm: 0.1388 2021-03-02 09:21:52,302 - mmaction - INFO - Epoch [14][1820/1921] lr: 1.500e-02, eta: 7:04:15, time: 2.114, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7110, prec@thr=0.5: 0.7877, recall@top3: 0.8247, prec@top3: 0.6573, recall@top5: 0.9356, prec@top5: 0.4582, loss: 0.0347, grad_norm: 0.1387 2021-03-02 09:22:36,260 - mmaction - INFO - Epoch [14][1840/1921] lr: 1.500e-02, eta: 7:03:32, time: 2.198, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7122, prec@thr=0.5: 0.7834, recall@top3: 0.8122, prec@top3: 0.6735, recall@top5: 0.9333, prec@top5: 0.4741, loss: 0.0360, grad_norm: 0.1379 2021-03-02 09:23:19,087 - mmaction - INFO - Epoch [14][1860/1921] lr: 1.500e-02, eta: 7:02:48, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7064, prec@thr=0.5: 0.7802, recall@top3: 0.8107, prec@top3: 0.6545, recall@top5: 0.9342, prec@top5: 0.4627, loss: 0.0360, grad_norm: 0.1393 2021-03-02 09:24:02,565 - mmaction - INFO - Epoch [14][1880/1921] lr: 1.500e-02, eta: 7:02:04, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7131, prec@thr=0.5: 0.7916, recall@top3: 0.8187, prec@top3: 0.6703, recall@top5: 0.9375, prec@top5: 0.4708, loss: 0.0354, grad_norm: 0.1333 2021-03-02 09:24:45,676 - mmaction - INFO - Epoch [14][1900/1921] lr: 1.500e-02, eta: 7:01:20, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.6975, prec@thr=0.5: 0.7693, recall@top3: 0.8150, prec@top3: 0.6590, recall@top5: 0.9346, prec@top5: 0.4639, loss: 0.0360, grad_norm: 0.1375 2021-03-02 09:25:28,272 - mmaction - INFO - Epoch [14][1920/1921] lr: 1.500e-02, eta: 7:00:35, time: 2.130, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7233, prec@thr=0.5: 0.7992, recall@top3: 0.8247, prec@top3: 0.6729, recall@top5: 0.9391, prec@top5: 0.4705, loss: 0.0344, grad_norm: 0.1311 2021-03-02 09:25:32,809 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-03-02 09:36:28,515 - mmaction - INFO - Evaluating mAP ... 2021-03-02 09:45:03,966 - mmaction - INFO - mAP@0.5IOU 0.2215 2021-03-02 09:45:04,268 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_14.pth. 2021-03-02 09:45:04,268 - mmaction - INFO - Best mAP@0.5IOU is 0.2215 at 14 epoch. 2021-03-02 09:45:05,494 - mmaction - INFO - Epoch(val) [14][1921] mAP@0.5IOU: 0.2215 2021-03-02 09:46:42,549 - mmaction - INFO - Epoch [15][20/1921] lr: 1.500e-02, eta: 7:00:11, time: 4.850, data_time: 2.710, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7245, prec@thr=0.5: 0.7917, recall@top3: 0.8240, prec@top3: 0.6671, recall@top5: 0.9400, prec@top5: 0.4679, loss: 0.0343, grad_norm: 0.1357 2021-03-02 09:47:25,907 - mmaction - INFO - Epoch [15][40/1921] lr: 1.500e-02, eta: 6:59:27, time: 2.169, data_time: 0.002, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7159, prec@thr=0.5: 0.7926, recall@top3: 0.8187, prec@top3: 0.6734, recall@top5: 0.9347, prec@top5: 0.4729, loss: 0.0348, grad_norm: 0.1367 2021-03-02 09:48:09,766 - mmaction - INFO - Epoch [15][60/1921] lr: 1.500e-02, eta: 6:58:43, time: 2.193, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7108, prec@thr=0.5: 0.7912, recall@top3: 0.8221, prec@top3: 0.6680, recall@top5: 0.9384, prec@top5: 0.4670, loss: 0.0355, grad_norm: 0.1406 2021-03-02 09:48:53,268 - mmaction - INFO - Epoch [15][80/1921] lr: 1.500e-02, eta: 6:57:59, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7147, prec@thr=0.5: 0.7882, recall@top3: 0.8184, prec@top3: 0.6747, recall@top5: 0.9371, prec@top5: 0.4743, loss: 0.0355, grad_norm: 0.1349 2021-03-02 09:49:36,647 - mmaction - INFO - Epoch [15][100/1921] lr: 1.500e-02, eta: 6:57:15, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7141, prec@thr=0.5: 0.7860, recall@top3: 0.8141, prec@top3: 0.6723, recall@top5: 0.9370, prec@top5: 0.4747, loss: 0.0354, grad_norm: 0.1382 2021-03-02 09:50:20,674 - mmaction - INFO - Epoch [15][120/1921] lr: 1.500e-02, eta: 6:56:32, time: 2.201, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7187, prec@thr=0.5: 0.8002, recall@top3: 0.8262, prec@top3: 0.6714, recall@top5: 0.9416, prec@top5: 0.4711, loss: 0.0342, grad_norm: 0.1311 2021-03-02 09:51:03,671 - mmaction - INFO - Epoch [15][140/1921] lr: 1.500e-02, eta: 6:55:47, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7833, recall@top3: 0.8206, prec@top3: 0.6676, recall@top5: 0.9378, prec@top5: 0.4688, loss: 0.0346, grad_norm: 0.1376 2021-03-02 09:51:46,470 - mmaction - INFO - Epoch [15][160/1921] lr: 1.500e-02, eta: 6:55:03, time: 2.140, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7020, prec@thr=0.5: 0.7785, recall@top3: 0.8153, prec@top3: 0.6545, recall@top5: 0.9329, prec@top5: 0.4603, loss: 0.0356, grad_norm: 0.1410 2021-03-02 09:52:29,743 - mmaction - INFO - Epoch [15][180/1921] lr: 1.500e-02, eta: 6:54:19, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7174, prec@thr=0.5: 0.7959, recall@top3: 0.8209, prec@top3: 0.6740, recall@top5: 0.9370, prec@top5: 0.4729, loss: 0.0352, grad_norm: 0.1372 2021-03-02 09:53:13,290 - mmaction - INFO - Epoch [15][200/1921] lr: 1.500e-02, eta: 6:53:35, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.7995, recall@top3: 0.8281, prec@top3: 0.6761, recall@top5: 0.9415, prec@top5: 0.4731, loss: 0.0340, grad_norm: 0.1356 2021-03-02 09:53:56,893 - mmaction - INFO - Epoch [15][220/1921] lr: 1.500e-02, eta: 6:52:51, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7836, recall@top3: 0.8198, prec@top3: 0.6594, recall@top5: 0.9384, prec@top5: 0.4631, loss: 0.0346, grad_norm: 0.1361 2021-03-02 09:54:40,406 - mmaction - INFO - Epoch [15][240/1921] lr: 1.500e-02, eta: 6:52:07, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.7932, recall@top3: 0.8217, prec@top3: 0.6744, recall@top5: 0.9423, prec@top5: 0.4759, loss: 0.0351, grad_norm: 0.1406 2021-03-02 09:55:24,042 - mmaction - INFO - Epoch [15][260/1921] lr: 1.500e-02, eta: 6:51:23, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7955, recall@top3: 0.8203, prec@top3: 0.6683, recall@top5: 0.9405, prec@top5: 0.4716, loss: 0.0345, grad_norm: 0.1356 2021-03-02 09:56:08,170 - mmaction - INFO - Epoch [15][280/1921] lr: 1.500e-02, eta: 6:50:40, time: 2.206, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.7936, recall@top3: 0.8221, prec@top3: 0.6691, recall@top5: 0.9411, prec@top5: 0.4702, loss: 0.0342, grad_norm: 0.1342 2021-03-02 09:56:51,618 - mmaction - INFO - Epoch [15][300/1921] lr: 1.500e-02, eta: 6:49:56, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7134, prec@thr=0.5: 0.7891, recall@top3: 0.8210, prec@top3: 0.6704, recall@top5: 0.9418, prec@top5: 0.4718, loss: 0.0350, grad_norm: 0.1409 2021-03-02 09:57:34,927 - mmaction - INFO - Epoch [15][320/1921] lr: 1.500e-02, eta: 6:49:12, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7911, recall@top3: 0.8209, prec@top3: 0.6707, recall@top5: 0.9402, prec@top5: 0.4726, loss: 0.0347, grad_norm: 0.1367 2021-03-02 09:58:18,704 - mmaction - INFO - Epoch [15][340/1921] lr: 1.500e-02, eta: 6:48:28, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7937, recall@top3: 0.8179, prec@top3: 0.6735, recall@top5: 0.9389, prec@top5: 0.4748, loss: 0.0347, grad_norm: 0.1338 2021-03-02 09:59:02,175 - mmaction - INFO - Epoch [15][360/1921] lr: 1.500e-02, eta: 6:47:44, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7952, recall@top3: 0.8208, prec@top3: 0.6685, recall@top5: 0.9392, prec@top5: 0.4684, loss: 0.0347, grad_norm: 0.1374 2021-03-02 09:59:45,361 - mmaction - INFO - Epoch [15][380/1921] lr: 1.500e-02, eta: 6:47:00, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7123, prec@thr=0.5: 0.7881, recall@top3: 0.8196, prec@top3: 0.6613, recall@top5: 0.9354, prec@top5: 0.4656, loss: 0.0354, grad_norm: 0.1422 2021-03-02 10:00:28,820 - mmaction - INFO - Epoch [15][400/1921] lr: 1.500e-02, eta: 6:46:16, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7865, recall@top3: 0.8154, prec@top3: 0.6703, recall@top5: 0.9382, prec@top5: 0.4734, loss: 0.0349, grad_norm: 0.1401 2021-03-02 10:01:12,007 - mmaction - INFO - Epoch [15][420/1921] lr: 1.500e-02, eta: 6:45:32, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.7925, recall@top3: 0.8238, prec@top3: 0.6734, recall@top5: 0.9386, prec@top5: 0.4708, loss: 0.0344, grad_norm: 0.1395 2021-03-02 10:01:56,057 - mmaction - INFO - Epoch [15][440/1921] lr: 1.500e-02, eta: 6:44:48, time: 2.202, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7180, prec@thr=0.5: 0.7921, recall@top3: 0.8222, prec@top3: 0.6696, recall@top5: 0.9413, prec@top5: 0.4700, loss: 0.0347, grad_norm: 0.1400 2021-03-02 10:02:39,558 - mmaction - INFO - Epoch [15][460/1921] lr: 1.500e-02, eta: 6:44:04, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0336, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.7970, recall@top3: 0.8294, prec@top3: 0.6791, recall@top5: 0.9459, prec@top5: 0.4749, loss: 0.0336, grad_norm: 0.1350 2021-03-02 10:03:24,247 - mmaction - INFO - Epoch [15][480/1921] lr: 1.500e-02, eta: 6:43:21, time: 2.235, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7827, recall@top3: 0.8108, prec@top3: 0.6607, recall@top5: 0.9375, prec@top5: 0.4694, loss: 0.0352, grad_norm: 0.1413 2021-03-02 10:04:06,980 - mmaction - INFO - Epoch [15][500/1921] lr: 1.500e-02, eta: 6:42:36, time: 2.136, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7119, prec@thr=0.5: 0.7875, recall@top3: 0.8171, prec@top3: 0.6703, recall@top5: 0.9394, prec@top5: 0.4740, loss: 0.0352, grad_norm: 0.1407 2021-03-02 10:04:49,872 - mmaction - INFO - Epoch [15][520/1921] lr: 1.500e-02, eta: 6:41:52, time: 2.145, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7905, recall@top3: 0.8183, prec@top3: 0.6657, recall@top5: 0.9378, prec@top5: 0.4680, loss: 0.0347, grad_norm: 0.1328 2021-03-02 10:05:33,695 - mmaction - INFO - Epoch [15][540/1921] lr: 1.500e-02, eta: 6:41:08, time: 2.191, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7084, prec@thr=0.5: 0.7923, recall@top3: 0.8223, prec@top3: 0.6703, recall@top5: 0.9392, prec@top5: 0.4706, loss: 0.0345, grad_norm: 0.1365 2021-03-02 10:06:16,475 - mmaction - INFO - Epoch [15][560/1921] lr: 1.500e-02, eta: 6:40:24, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7158, prec@thr=0.5: 0.7934, recall@top3: 0.8218, prec@top3: 0.6757, recall@top5: 0.9390, prec@top5: 0.4750, loss: 0.0345, grad_norm: 0.1384 2021-03-02 10:06:59,203 - mmaction - INFO - Epoch [15][580/1921] lr: 1.500e-02, eta: 6:39:40, time: 2.137, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7134, prec@thr=0.5: 0.7911, recall@top3: 0.8243, prec@top3: 0.6608, recall@top5: 0.9403, prec@top5: 0.4634, loss: 0.0343, grad_norm: 0.1380 2021-03-02 10:07:42,385 - mmaction - INFO - Epoch [15][600/1921] lr: 1.500e-02, eta: 6:38:56, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7914, recall@top3: 0.8276, prec@top3: 0.6625, recall@top5: 0.9406, prec@top5: 0.4632, loss: 0.0341, grad_norm: 0.1394 2021-03-02 10:08:26,172 - mmaction - INFO - Epoch [15][620/1921] lr: 1.500e-02, eta: 6:38:12, time: 2.189, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7135, prec@thr=0.5: 0.7897, recall@top3: 0.8202, prec@top3: 0.6715, recall@top5: 0.9384, prec@top5: 0.4722, loss: 0.0348, grad_norm: 0.1408 2021-03-02 10:09:10,452 - mmaction - INFO - Epoch [15][640/1921] lr: 1.500e-02, eta: 6:37:28, time: 2.214, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7208, prec@thr=0.5: 0.7989, recall@top3: 0.8236, prec@top3: 0.6709, recall@top5: 0.9427, prec@top5: 0.4714, loss: 0.0348, grad_norm: 0.1368 2021-03-02 10:09:54,294 - mmaction - INFO - Epoch [15][660/1921] lr: 1.500e-02, eta: 6:36:45, time: 2.192, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7125, prec@thr=0.5: 0.7910, recall@top3: 0.8204, prec@top3: 0.6642, recall@top5: 0.9395, prec@top5: 0.4663, loss: 0.0351, grad_norm: 0.1398 2021-03-02 10:10:37,752 - mmaction - INFO - Epoch [15][680/1921] lr: 1.500e-02, eta: 6:36:01, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7119, prec@thr=0.5: 0.7873, recall@top3: 0.8158, prec@top3: 0.6653, recall@top5: 0.9349, prec@top5: 0.4684, loss: 0.0350, grad_norm: 0.1408 2021-03-02 10:11:21,749 - mmaction - INFO - Epoch [15][700/1921] lr: 1.500e-02, eta: 6:35:17, time: 2.200, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.7886, recall@top3: 0.8247, prec@top3: 0.6639, recall@top5: 0.9449, prec@top5: 0.4673, loss: 0.0342, grad_norm: 0.1334 2021-03-02 10:12:04,559 - mmaction - INFO - Epoch [15][720/1921] lr: 1.500e-02, eta: 6:34:33, time: 2.140, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.7885, recall@top3: 0.8237, prec@top3: 0.6686, recall@top5: 0.9441, prec@top5: 0.4706, loss: 0.0343, grad_norm: 0.1383 2021-03-02 10:12:48,236 - mmaction - INFO - Epoch [15][740/1921] lr: 1.500e-02, eta: 6:33:49, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7197, prec@thr=0.5: 0.7979, recall@top3: 0.8314, prec@top3: 0.6754, recall@top5: 0.9431, prec@top5: 0.4709, loss: 0.0341, grad_norm: 0.1392 2021-03-02 10:13:31,182 - mmaction - INFO - Epoch [15][760/1921] lr: 1.500e-02, eta: 6:33:05, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7847, recall@top3: 0.8151, prec@top3: 0.6629, recall@top5: 0.9349, prec@top5: 0.4669, loss: 0.0359, grad_norm: 0.1408 2021-03-02 10:14:13,770 - mmaction - INFO - Epoch [15][780/1921] lr: 1.500e-02, eta: 6:32:20, time: 2.130, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.7916, recall@top3: 0.8261, prec@top3: 0.6739, recall@top5: 0.9446, prec@top5: 0.4734, loss: 0.0341, grad_norm: 0.1368 2021-03-02 10:14:57,052 - mmaction - INFO - Epoch [15][800/1921] lr: 1.500e-02, eta: 6:31:36, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7107, prec@thr=0.5: 0.7849, recall@top3: 0.8184, prec@top3: 0.6722, recall@top5: 0.9376, prec@top5: 0.4731, loss: 0.0348, grad_norm: 0.1402 2021-03-02 10:15:40,188 - mmaction - INFO - Epoch [15][820/1921] lr: 1.500e-02, eta: 6:30:52, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7086, prec@thr=0.5: 0.7846, recall@top3: 0.8171, prec@top3: 0.6680, recall@top5: 0.9348, prec@top5: 0.4690, loss: 0.0356, grad_norm: 0.1380 2021-03-02 10:16:23,763 - mmaction - INFO - Epoch [15][840/1921] lr: 1.500e-02, eta: 6:30:08, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7159, prec@thr=0.5: 0.7849, recall@top3: 0.8203, prec@top3: 0.6668, recall@top5: 0.9430, prec@top5: 0.4705, loss: 0.0345, grad_norm: 0.1383 2021-03-02 10:17:06,733 - mmaction - INFO - Epoch [15][860/1921] lr: 1.500e-02, eta: 6:29:24, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7062, prec@thr=0.5: 0.7769, recall@top3: 0.8171, prec@top3: 0.6646, recall@top5: 0.9364, prec@top5: 0.4670, loss: 0.0355, grad_norm: 0.1421 2021-03-02 10:17:50,363 - mmaction - INFO - Epoch [15][880/1921] lr: 1.500e-02, eta: 6:28:40, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0363, recall@thr=0.5: 0.7032, prec@thr=0.5: 0.7848, recall@top3: 0.8147, prec@top3: 0.6655, recall@top5: 0.9379, prec@top5: 0.4695, loss: 0.0363, grad_norm: 0.1350 2021-03-02 10:18:33,675 - mmaction - INFO - Epoch [15][900/1921] lr: 1.500e-02, eta: 6:27:56, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7167, prec@thr=0.5: 0.7904, recall@top3: 0.8219, prec@top3: 0.6674, recall@top5: 0.9359, prec@top5: 0.4680, loss: 0.0346, grad_norm: 0.1358 2021-03-02 10:19:17,459 - mmaction - INFO - Epoch [15][920/1921] lr: 1.500e-02, eta: 6:27:13, time: 2.189, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7087, prec@thr=0.5: 0.7812, recall@top3: 0.8131, prec@top3: 0.6568, recall@top5: 0.9365, prec@top5: 0.4646, loss: 0.0354, grad_norm: 0.1373 2021-03-02 10:19:59,940 - mmaction - INFO - Epoch [15][940/1921] lr: 1.500e-02, eta: 6:26:28, time: 2.124, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7324, prec@thr=0.5: 0.8036, recall@top3: 0.8254, prec@top3: 0.6818, recall@top5: 0.9416, prec@top5: 0.4777, loss: 0.0339, grad_norm: 0.1370 2021-03-02 10:20:43,184 - mmaction - INFO - Epoch [15][960/1921] lr: 1.500e-02, eta: 6:25:44, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7084, prec@thr=0.5: 0.7874, recall@top3: 0.8139, prec@top3: 0.6676, recall@top5: 0.9355, prec@top5: 0.4704, loss: 0.0355, grad_norm: 0.1414 2021-03-02 10:21:27,347 - mmaction - INFO - Epoch [15][980/1921] lr: 1.500e-02, eta: 6:25:01, time: 2.208, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7214, prec@thr=0.5: 0.7937, recall@top3: 0.8173, prec@top3: 0.6707, recall@top5: 0.9424, prec@top5: 0.4745, loss: 0.0349, grad_norm: 0.1392 2021-03-02 10:22:10,253 - mmaction - INFO - Epoch [15][1000/1921] lr: 1.500e-02, eta: 6:24:16, time: 2.145, data_time: 0.003, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7224, prec@thr=0.5: 0.7922, recall@top3: 0.8270, prec@top3: 0.6723, recall@top5: 0.9410, prec@top5: 0.4703, loss: 0.0339, grad_norm: 0.1376 2021-03-02 10:22:53,117 - mmaction - INFO - Epoch [15][1020/1921] lr: 1.500e-02, eta: 6:23:32, time: 2.143, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7882, recall@top3: 0.8199, prec@top3: 0.6699, recall@top5: 0.9389, prec@top5: 0.4727, loss: 0.0351, grad_norm: 0.1381 2021-03-02 10:23:36,403 - mmaction - INFO - Epoch [15][1040/1921] lr: 1.500e-02, eta: 6:22:48, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7234, prec@thr=0.5: 0.7960, recall@top3: 0.8211, prec@top3: 0.6745, recall@top5: 0.9380, prec@top5: 0.4731, loss: 0.0347, grad_norm: 0.1363 2021-03-02 10:24:19,765 - mmaction - INFO - Epoch [15][1060/1921] lr: 1.500e-02, eta: 6:22:04, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.7886, recall@top3: 0.8181, prec@top3: 0.6710, recall@top5: 0.9412, prec@top5: 0.4742, loss: 0.0349, grad_norm: 0.1361 2021-03-02 10:25:03,134 - mmaction - INFO - Epoch [15][1080/1921] lr: 1.500e-02, eta: 6:21:20, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7227, prec@thr=0.5: 0.8005, recall@top3: 0.8275, prec@top3: 0.6753, recall@top5: 0.9436, prec@top5: 0.4729, loss: 0.0338, grad_norm: 0.1341 2021-03-02 10:25:45,980 - mmaction - INFO - Epoch [15][1100/1921] lr: 1.500e-02, eta: 6:20:36, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7056, prec@thr=0.5: 0.7821, recall@top3: 0.8208, prec@top3: 0.6665, recall@top5: 0.9355, prec@top5: 0.4665, loss: 0.0354, grad_norm: 0.1372 2021-03-02 10:26:28,812 - mmaction - INFO - Epoch [15][1120/1921] lr: 1.500e-02, eta: 6:19:52, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.7971, recall@top3: 0.8237, prec@top3: 0.6705, recall@top5: 0.9409, prec@top5: 0.4713, loss: 0.0345, grad_norm: 0.1369 2021-03-02 10:27:11,901 - mmaction - INFO - Epoch [15][1140/1921] lr: 1.500e-02, eta: 6:19:08, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7261, prec@thr=0.5: 0.7999, recall@top3: 0.8245, prec@top3: 0.6766, recall@top5: 0.9430, prec@top5: 0.4749, loss: 0.0340, grad_norm: 0.1329 2021-03-02 10:27:55,119 - mmaction - INFO - Epoch [15][1160/1921] lr: 1.500e-02, eta: 6:18:24, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.7958, recall@top3: 0.8237, prec@top3: 0.6739, recall@top5: 0.9450, prec@top5: 0.4749, loss: 0.0343, grad_norm: 0.1366 2021-03-02 10:28:39,157 - mmaction - INFO - Epoch [15][1180/1921] lr: 1.500e-02, eta: 6:17:40, time: 2.202, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.7881, recall@top3: 0.8210, prec@top3: 0.6779, recall@top5: 0.9408, prec@top5: 0.4774, loss: 0.0347, grad_norm: 0.1417 2021-03-02 10:29:23,079 - mmaction - INFO - Epoch [15][1200/1921] lr: 1.500e-02, eta: 6:16:56, time: 2.196, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7189, prec@thr=0.5: 0.7937, recall@top3: 0.8247, prec@top3: 0.6740, recall@top5: 0.9390, prec@top5: 0.4713, loss: 0.0342, grad_norm: 0.1370 2021-03-02 10:30:06,297 - mmaction - INFO - Epoch [15][1220/1921] lr: 1.500e-02, eta: 6:16:12, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7325, prec@thr=0.5: 0.7993, recall@top3: 0.8246, prec@top3: 0.6825, recall@top5: 0.9420, prec@top5: 0.4789, loss: 0.0342, grad_norm: 0.1409 2021-03-02 10:30:49,304 - mmaction - INFO - Epoch [15][1240/1921] lr: 1.500e-02, eta: 6:15:28, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7204, prec@thr=0.5: 0.7897, recall@top3: 0.8165, prec@top3: 0.6690, recall@top5: 0.9355, prec@top5: 0.4700, loss: 0.0353, grad_norm: 0.1397 2021-03-02 10:31:32,880 - mmaction - INFO - Epoch [15][1260/1921] lr: 1.500e-02, eta: 6:14:44, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7993, recall@top3: 0.8271, prec@top3: 0.6768, recall@top5: 0.9433, prec@top5: 0.4745, loss: 0.0343, grad_norm: 0.1383 2021-03-02 10:32:16,125 - mmaction - INFO - Epoch [15][1280/1921] lr: 1.500e-02, eta: 6:14:00, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.7956, recall@top3: 0.8245, prec@top3: 0.6739, recall@top5: 0.9399, prec@top5: 0.4726, loss: 0.0340, grad_norm: 0.1351 2021-03-02 10:32:59,804 - mmaction - INFO - Epoch [15][1300/1921] lr: 1.500e-02, eta: 6:13:16, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7082, prec@thr=0.5: 0.7848, recall@top3: 0.8138, prec@top3: 0.6671, recall@top5: 0.9340, prec@top5: 0.4693, loss: 0.0354, grad_norm: 0.1399 2021-03-02 10:33:43,236 - mmaction - INFO - Epoch [15][1320/1921] lr: 1.500e-02, eta: 6:12:33, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7856, recall@top3: 0.8143, prec@top3: 0.6718, recall@top5: 0.9389, prec@top5: 0.4748, loss: 0.0347, grad_norm: 0.1416 2021-03-02 10:34:26,448 - mmaction - INFO - Epoch [15][1340/1921] lr: 1.500e-02, eta: 6:11:49, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7972, recall@top3: 0.8179, prec@top3: 0.6770, recall@top5: 0.9384, prec@top5: 0.4760, loss: 0.0347, grad_norm: 0.1407 2021-03-02 10:35:10,642 - mmaction - INFO - Epoch [15][1360/1921] lr: 1.500e-02, eta: 6:11:05, time: 2.210, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7203, prec@thr=0.5: 0.7858, recall@top3: 0.8202, prec@top3: 0.6723, recall@top5: 0.9366, prec@top5: 0.4720, loss: 0.0352, grad_norm: 0.1380 2021-03-02 10:35:54,423 - mmaction - INFO - Epoch [15][1380/1921] lr: 1.500e-02, eta: 6:10:21, time: 2.189, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7829, recall@top3: 0.8146, prec@top3: 0.6647, recall@top5: 0.9352, prec@top5: 0.4691, loss: 0.0355, grad_norm: 0.1398 2021-03-02 10:36:38,253 - mmaction - INFO - Epoch [15][1400/1921] lr: 1.500e-02, eta: 6:09:37, time: 2.192, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7117, prec@thr=0.5: 0.7800, recall@top3: 0.8166, prec@top3: 0.6678, recall@top5: 0.9355, prec@top5: 0.4691, loss: 0.0355, grad_norm: 0.1388 2021-03-02 10:37:21,686 - mmaction - INFO - Epoch [15][1420/1921] lr: 1.500e-02, eta: 6:08:53, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7896, recall@top3: 0.8241, prec@top3: 0.6730, recall@top5: 0.9388, prec@top5: 0.4704, loss: 0.0347, grad_norm: 0.1350 2021-03-02 10:38:05,383 - mmaction - INFO - Epoch [15][1440/1921] lr: 1.500e-02, eta: 6:08:09, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0361, recall@thr=0.5: 0.7091, prec@thr=0.5: 0.7769, recall@top3: 0.8110, prec@top3: 0.6733, recall@top5: 0.9352, prec@top5: 0.4756, loss: 0.0361, grad_norm: 0.1442 2021-03-02 10:38:47,529 - mmaction - INFO - Epoch [15][1460/1921] lr: 1.500e-02, eta: 6:07:25, time: 2.107, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7163, prec@thr=0.5: 0.7963, recall@top3: 0.8212, prec@top3: 0.6600, recall@top5: 0.9352, prec@top5: 0.4608, loss: 0.0352, grad_norm: 0.1371 2021-03-02 10:39:30,121 - mmaction - INFO - Epoch [15][1480/1921] lr: 1.500e-02, eta: 6:06:41, time: 2.130, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7163, prec@thr=0.5: 0.7955, recall@top3: 0.8242, prec@top3: 0.6727, recall@top5: 0.9374, prec@top5: 0.4715, loss: 0.0346, grad_norm: 0.1406 2021-03-02 10:40:13,079 - mmaction - INFO - Epoch [15][1500/1921] lr: 1.500e-02, eta: 6:05:57, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7261, prec@thr=0.5: 0.7925, recall@top3: 0.8229, prec@top3: 0.6718, recall@top5: 0.9367, prec@top5: 0.4709, loss: 0.0351, grad_norm: 0.1435 2021-03-02 10:40:55,738 - mmaction - INFO - Epoch [15][1520/1921] lr: 1.500e-02, eta: 6:05:13, time: 2.133, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7232, prec@thr=0.5: 0.7948, recall@top3: 0.8247, prec@top3: 0.6693, recall@top5: 0.9412, prec@top5: 0.4691, loss: 0.0344, grad_norm: 0.1430 2021-03-02 10:41:39,332 - mmaction - INFO - Epoch [15][1540/1921] lr: 1.500e-02, eta: 6:04:29, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7129, prec@thr=0.5: 0.7858, recall@top3: 0.8245, prec@top3: 0.6736, recall@top5: 0.9390, prec@top5: 0.4708, loss: 0.0348, grad_norm: 0.1414 2021-03-02 10:42:23,219 - mmaction - INFO - Epoch [15][1560/1921] lr: 1.500e-02, eta: 6:03:45, time: 2.194, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7852, recall@top3: 0.8189, prec@top3: 0.6645, recall@top5: 0.9357, prec@top5: 0.4662, loss: 0.0351, grad_norm: 0.1375 2021-03-02 10:43:06,281 - mmaction - INFO - Epoch [15][1580/1921] lr: 1.500e-02, eta: 6:03:01, time: 2.153, data_time: 0.002, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7097, prec@thr=0.5: 0.7856, recall@top3: 0.8159, prec@top3: 0.6588, recall@top5: 0.9355, prec@top5: 0.4637, loss: 0.0353, grad_norm: 0.1410 2021-03-02 10:43:49,892 - mmaction - INFO - Epoch [15][1600/1921] lr: 1.500e-02, eta: 6:02:17, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7998, recall@top3: 0.8218, prec@top3: 0.6679, recall@top5: 0.9424, prec@top5: 0.4701, loss: 0.0347, grad_norm: 0.1434 2021-03-02 10:44:33,193 - mmaction - INFO - Epoch [15][1620/1921] lr: 1.500e-02, eta: 6:01:33, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7136, prec@thr=0.5: 0.7865, recall@top3: 0.8151, prec@top3: 0.6700, recall@top5: 0.9384, prec@top5: 0.4731, loss: 0.0354, grad_norm: 0.1421 2021-03-02 10:45:15,860 - mmaction - INFO - Epoch [15][1640/1921] lr: 1.500e-02, eta: 6:00:49, time: 2.133, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7138, prec@thr=0.5: 0.7847, recall@top3: 0.8156, prec@top3: 0.6654, recall@top5: 0.9368, prec@top5: 0.4688, loss: 0.0348, grad_norm: 0.1420 2021-03-02 10:45:59,287 - mmaction - INFO - Epoch [15][1660/1921] lr: 1.500e-02, eta: 6:00:05, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7840, recall@top3: 0.8187, prec@top3: 0.6674, recall@top5: 0.9378, prec@top5: 0.4703, loss: 0.0353, grad_norm: 0.1398 2021-03-02 10:46:42,292 - mmaction - INFO - Epoch [15][1680/1921] lr: 1.500e-02, eta: 5:59:21, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7112, prec@thr=0.5: 0.7835, recall@top3: 0.8173, prec@top3: 0.6674, recall@top5: 0.9372, prec@top5: 0.4689, loss: 0.0349, grad_norm: 0.1405 2021-03-02 10:47:25,457 - mmaction - INFO - Epoch [15][1700/1921] lr: 1.500e-02, eta: 5:58:37, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7075, prec@thr=0.5: 0.7833, recall@top3: 0.8218, prec@top3: 0.6667, recall@top5: 0.9382, prec@top5: 0.4670, loss: 0.0346, grad_norm: 0.1385 2021-03-02 10:48:08,824 - mmaction - INFO - Epoch [15][1720/1921] lr: 1.500e-02, eta: 5:57:53, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.7891, recall@top3: 0.8153, prec@top3: 0.6621, recall@top5: 0.9377, prec@top5: 0.4666, loss: 0.0353, grad_norm: 0.1375 2021-03-02 10:48:52,308 - mmaction - INFO - Epoch [15][1740/1921] lr: 1.500e-02, eta: 5:57:09, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7139, prec@thr=0.5: 0.7874, recall@top3: 0.8157, prec@top3: 0.6768, recall@top5: 0.9359, prec@top5: 0.4757, loss: 0.0353, grad_norm: 0.1364 2021-03-02 10:49:35,808 - mmaction - INFO - Epoch [15][1760/1921] lr: 1.500e-02, eta: 5:56:25, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7163, prec@thr=0.5: 0.7813, recall@top3: 0.8099, prec@top3: 0.6746, recall@top5: 0.9348, prec@top5: 0.4780, loss: 0.0357, grad_norm: 0.1393 2021-03-02 10:50:19,412 - mmaction - INFO - Epoch [15][1780/1921] lr: 1.500e-02, eta: 5:55:41, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7873, recall@top3: 0.8162, prec@top3: 0.6711, recall@top5: 0.9358, prec@top5: 0.4727, loss: 0.0360, grad_norm: 0.1378 2021-03-02 10:51:02,232 - mmaction - INFO - Epoch [15][1800/1921] lr: 1.500e-02, eta: 5:54:57, time: 2.141, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.7913, recall@top3: 0.8245, prec@top3: 0.6763, recall@top5: 0.9437, prec@top5: 0.4753, loss: 0.0341, grad_norm: 0.1373 2021-03-02 10:51:45,918 - mmaction - INFO - Epoch [15][1820/1921] lr: 1.500e-02, eta: 5:54:13, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7192, prec@thr=0.5: 0.7922, recall@top3: 0.8177, prec@top3: 0.6713, recall@top5: 0.9387, prec@top5: 0.4738, loss: 0.0351, grad_norm: 0.1355 2021-03-02 10:52:28,702 - mmaction - INFO - Epoch [15][1840/1921] lr: 1.500e-02, eta: 5:53:29, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0360, recall@thr=0.5: 0.6968, prec@thr=0.5: 0.7829, recall@top3: 0.8093, prec@top3: 0.6640, recall@top5: 0.9322, prec@top5: 0.4690, loss: 0.0360, grad_norm: 0.1403 2021-03-02 10:53:11,978 - mmaction - INFO - Epoch [15][1860/1921] lr: 1.500e-02, eta: 5:52:45, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7123, prec@thr=0.5: 0.7818, recall@top3: 0.8223, prec@top3: 0.6719, recall@top5: 0.9357, prec@top5: 0.4690, loss: 0.0349, grad_norm: 0.1410 2021-03-02 10:53:56,309 - mmaction - INFO - Epoch [15][1880/1921] lr: 1.500e-02, eta: 5:52:02, time: 2.217, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7130, prec@thr=0.5: 0.7816, recall@top3: 0.8204, prec@top3: 0.6678, recall@top5: 0.9379, prec@top5: 0.4692, loss: 0.0352, grad_norm: 0.1407 2021-03-02 10:54:39,913 - mmaction - INFO - Epoch [15][1900/1921] lr: 1.500e-02, eta: 5:51:18, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7097, prec@thr=0.5: 0.7881, recall@top3: 0.8198, prec@top3: 0.6616, recall@top5: 0.9359, prec@top5: 0.4634, loss: 0.0350, grad_norm: 0.1381 2021-03-02 10:55:22,855 - mmaction - INFO - Epoch [15][1920/1921] lr: 1.500e-02, eta: 5:50:34, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7166, prec@thr=0.5: 0.7949, recall@top3: 0.8167, prec@top3: 0.6740, recall@top5: 0.9360, prec@top5: 0.4735, loss: 0.0353, grad_norm: 0.1395 2021-03-02 10:55:28,300 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-03-02 11:06:31,198 - mmaction - INFO - Evaluating mAP ... 2021-03-02 11:15:03,854 - mmaction - INFO - mAP@0.5IOU 0.2181 2021-03-02 11:15:05,172 - mmaction - INFO - Epoch(val) [15][1921] mAP@0.5IOU: 0.2181 2021-03-02 11:16:36,284 - mmaction - INFO - Epoch [16][20/1921] lr: 1.500e-03, eta: 5:50:03, time: 4.555, data_time: 2.440, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7882, recall@top3: 0.8214, prec@top3: 0.6750, recall@top5: 0.9419, prec@top5: 0.4759, loss: 0.0350, grad_norm: 0.1394 2021-03-02 11:17:18,600 - mmaction - INFO - Epoch [16][40/1921] lr: 1.500e-03, eta: 5:49:18, time: 2.116, data_time: 0.002, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7197, prec@thr=0.5: 0.7880, recall@top3: 0.8188, prec@top3: 0.6642, recall@top5: 0.9376, prec@top5: 0.4668, loss: 0.0351, grad_norm: 0.1462 2021-03-02 11:18:01,818 - mmaction - INFO - Epoch [16][60/1921] lr: 1.500e-03, eta: 5:48:34, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7121, prec@thr=0.5: 0.7841, recall@top3: 0.8218, prec@top3: 0.6667, recall@top5: 0.9361, prec@top5: 0.4656, loss: 0.0345, grad_norm: 0.1379 2021-03-02 11:18:45,149 - mmaction - INFO - Epoch [16][80/1921] lr: 1.500e-03, eta: 5:47:50, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7896, recall@top3: 0.8169, prec@top3: 0.6641, recall@top5: 0.9382, prec@top5: 0.4702, loss: 0.0351, grad_norm: 0.1363 2021-03-02 11:19:28,912 - mmaction - INFO - Epoch [16][100/1921] lr: 1.500e-03, eta: 5:47:06, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.8017, recall@top3: 0.8215, prec@top3: 0.6724, recall@top5: 0.9374, prec@top5: 0.4720, loss: 0.0342, grad_norm: 0.1329 2021-03-02 11:20:12,319 - mmaction - INFO - Epoch [16][120/1921] lr: 1.500e-03, eta: 5:46:22, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7170, prec@thr=0.5: 0.7959, recall@top3: 0.8204, prec@top3: 0.6700, recall@top5: 0.9406, prec@top5: 0.4712, loss: 0.0345, grad_norm: 0.1339 2021-03-02 11:20:55,371 - mmaction - INFO - Epoch [16][140/1921] lr: 1.500e-03, eta: 5:45:38, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7947, recall@top3: 0.8133, prec@top3: 0.6690, recall@top5: 0.9340, prec@top5: 0.4724, loss: 0.0353, grad_norm: 0.1368 2021-03-02 11:21:38,503 - mmaction - INFO - Epoch [16][160/1921] lr: 1.500e-03, eta: 5:44:54, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7894, recall@top3: 0.8260, prec@top3: 0.6700, recall@top5: 0.9394, prec@top5: 0.4684, loss: 0.0347, grad_norm: 0.1393 2021-03-02 11:22:21,969 - mmaction - INFO - Epoch [16][180/1921] lr: 1.500e-03, eta: 5:44:10, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7240, prec@thr=0.5: 0.7981, recall@top3: 0.8212, prec@top3: 0.6744, recall@top5: 0.9418, prec@top5: 0.4745, loss: 0.0348, grad_norm: 0.1363 2021-03-02 11:23:04,791 - mmaction - INFO - Epoch [16][200/1921] lr: 1.500e-03, eta: 5:43:26, time: 2.141, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7894, recall@top3: 0.8218, prec@top3: 0.6693, recall@top5: 0.9405, prec@top5: 0.4715, loss: 0.0344, grad_norm: 0.1373 2021-03-02 11:23:48,407 - mmaction - INFO - Epoch [16][220/1921] lr: 1.500e-03, eta: 5:42:42, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7959, recall@top3: 0.8223, prec@top3: 0.6677, recall@top5: 0.9401, prec@top5: 0.4696, loss: 0.0346, grad_norm: 0.1367 2021-03-02 11:24:31,594 - mmaction - INFO - Epoch [16][240/1921] lr: 1.500e-03, eta: 5:41:58, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7159, prec@thr=0.5: 0.7867, recall@top3: 0.8232, prec@top3: 0.6663, recall@top5: 0.9365, prec@top5: 0.4653, loss: 0.0347, grad_norm: 0.1397 2021-03-02 11:25:14,977 - mmaction - INFO - Epoch [16][260/1921] lr: 1.500e-03, eta: 5:41:14, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7175, prec@thr=0.5: 0.7987, recall@top3: 0.8250, prec@top3: 0.6772, recall@top5: 0.9423, prec@top5: 0.4749, loss: 0.0340, grad_norm: 0.1376 2021-03-02 11:25:57,875 - mmaction - INFO - Epoch [16][280/1921] lr: 1.500e-03, eta: 5:40:30, time: 2.145, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7963, recall@top3: 0.8271, prec@top3: 0.6757, recall@top5: 0.9425, prec@top5: 0.4716, loss: 0.0339, grad_norm: 0.1360 2021-03-02 11:26:41,449 - mmaction - INFO - Epoch [16][300/1921] lr: 1.500e-03, eta: 5:39:46, time: 2.178, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7214, prec@thr=0.5: 0.7954, recall@top3: 0.8253, prec@top3: 0.6772, recall@top5: 0.9446, prec@top5: 0.4762, loss: 0.0343, grad_norm: 0.1368 2021-03-02 11:27:24,296 - mmaction - INFO - Epoch [16][320/1921] lr: 1.500e-03, eta: 5:39:02, time: 2.143, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7163, prec@thr=0.5: 0.7872, recall@top3: 0.8243, prec@top3: 0.6679, recall@top5: 0.9380, prec@top5: 0.4663, loss: 0.0344, grad_norm: 0.1376 2021-03-02 11:28:08,018 - mmaction - INFO - Epoch [16][340/1921] lr: 1.500e-03, eta: 5:38:18, time: 2.186, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7900, recall@top3: 0.8226, prec@top3: 0.6759, recall@top5: 0.9398, prec@top5: 0.4756, loss: 0.0345, grad_norm: 0.1403 2021-03-02 11:28:51,427 - mmaction - INFO - Epoch [16][360/1921] lr: 1.500e-03, eta: 5:37:34, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7964, recall@top3: 0.8216, prec@top3: 0.6668, recall@top5: 0.9385, prec@top5: 0.4686, loss: 0.0345, grad_norm: 0.1361 2021-03-02 11:29:35,525 - mmaction - INFO - Epoch [16][380/1921] lr: 1.500e-03, eta: 5:36:51, time: 2.205, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7100, prec@thr=0.5: 0.7874, recall@top3: 0.8163, prec@top3: 0.6686, recall@top5: 0.9355, prec@top5: 0.4691, loss: 0.0348, grad_norm: 0.1363 2021-03-02 11:30:19,602 - mmaction - INFO - Epoch [16][400/1921] lr: 1.500e-03, eta: 5:36:07, time: 2.204, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7082, prec@thr=0.5: 0.7890, recall@top3: 0.8199, prec@top3: 0.6717, recall@top5: 0.9404, prec@top5: 0.4728, loss: 0.0351, grad_norm: 0.1380 2021-03-02 11:31:03,090 - mmaction - INFO - Epoch [16][420/1921] lr: 1.500e-03, eta: 5:35:23, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7140, prec@thr=0.5: 0.7895, recall@top3: 0.8172, prec@top3: 0.6727, recall@top5: 0.9372, prec@top5: 0.4741, loss: 0.0354, grad_norm: 0.1405 2021-03-02 11:31:46,746 - mmaction - INFO - Epoch [16][440/1921] lr: 1.500e-03, eta: 5:34:39, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.7905, recall@top3: 0.8245, prec@top3: 0.6686, recall@top5: 0.9413, prec@top5: 0.4677, loss: 0.0341, grad_norm: 0.1374 2021-03-02 11:32:30,462 - mmaction - INFO - Epoch [16][460/1921] lr: 1.500e-03, eta: 5:33:55, time: 2.186, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7899, recall@top3: 0.8211, prec@top3: 0.6694, recall@top5: 0.9386, prec@top5: 0.4703, loss: 0.0347, grad_norm: 0.1377 2021-03-02 11:33:13,639 - mmaction - INFO - Epoch [16][480/1921] lr: 1.500e-03, eta: 5:33:11, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.7911, recall@top3: 0.8258, prec@top3: 0.6660, recall@top5: 0.9399, prec@top5: 0.4651, loss: 0.0341, grad_norm: 0.1371 2021-03-02 11:33:56,498 - mmaction - INFO - Epoch [16][500/1921] lr: 1.500e-03, eta: 5:32:27, time: 2.143, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7926, recall@top3: 0.8282, prec@top3: 0.6694, recall@top5: 0.9370, prec@top5: 0.4640, loss: 0.0344, grad_norm: 0.1368 2021-03-02 11:34:39,843 - mmaction - INFO - Epoch [16][520/1921] lr: 1.500e-03, eta: 5:31:43, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0334, recall@thr=0.5: 0.7257, prec@thr=0.5: 0.8035, recall@top3: 0.8280, prec@top3: 0.6688, recall@top5: 0.9448, prec@top5: 0.4686, loss: 0.0334, grad_norm: 0.1374 2021-03-02 11:35:22,997 - mmaction - INFO - Epoch [16][540/1921] lr: 1.500e-03, eta: 5:30:59, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7143, prec@thr=0.5: 0.7938, recall@top3: 0.8198, prec@top3: 0.6699, recall@top5: 0.9382, prec@top5: 0.4707, loss: 0.0351, grad_norm: 0.1427 2021-03-02 11:36:06,526 - mmaction - INFO - Epoch [16][560/1921] lr: 1.500e-03, eta: 5:30:15, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7189, prec@thr=0.5: 0.7914, recall@top3: 0.8199, prec@top3: 0.6667, recall@top5: 0.9367, prec@top5: 0.4686, loss: 0.0346, grad_norm: 0.1377 2021-03-02 11:36:49,164 - mmaction - INFO - Epoch [16][580/1921] lr: 1.500e-03, eta: 5:29:31, time: 2.132, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7889, recall@top3: 0.8180, prec@top3: 0.6738, recall@top5: 0.9366, prec@top5: 0.4741, loss: 0.0348, grad_norm: 0.1361 2021-03-02 11:37:32,560 - mmaction - INFO - Epoch [16][600/1921] lr: 1.500e-03, eta: 5:28:47, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7288, prec@thr=0.5: 0.7912, recall@top3: 0.8253, prec@top3: 0.6689, recall@top5: 0.9410, prec@top5: 0.4683, loss: 0.0341, grad_norm: 0.1392 2021-03-02 11:38:15,953 - mmaction - INFO - Epoch [16][620/1921] lr: 1.500e-03, eta: 5:28:03, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.8045, recall@top3: 0.8218, prec@top3: 0.6786, recall@top5: 0.9414, prec@top5: 0.4780, loss: 0.0341, grad_norm: 0.1356 2021-03-02 11:38:59,716 - mmaction - INFO - Epoch [16][640/1921] lr: 1.500e-03, eta: 5:27:19, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7163, prec@thr=0.5: 0.7906, recall@top3: 0.8159, prec@top3: 0.6778, recall@top5: 0.9394, prec@top5: 0.4778, loss: 0.0348, grad_norm: 0.1375 2021-03-02 11:39:43,418 - mmaction - INFO - Epoch [16][660/1921] lr: 1.500e-03, eta: 5:26:36, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7301, prec@thr=0.5: 0.7959, recall@top3: 0.8220, prec@top3: 0.6768, recall@top5: 0.9405, prec@top5: 0.4752, loss: 0.0343, grad_norm: 0.1359 2021-03-02 11:40:26,592 - mmaction - INFO - Epoch [16][680/1921] lr: 1.500e-03, eta: 5:25:52, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7080, prec@thr=0.5: 0.7821, recall@top3: 0.8193, prec@top3: 0.6598, recall@top5: 0.9359, prec@top5: 0.4620, loss: 0.0351, grad_norm: 0.1468 2021-03-02 11:41:10,377 - mmaction - INFO - Epoch [16][700/1921] lr: 1.500e-03, eta: 5:25:08, time: 2.189, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7090, prec@thr=0.5: 0.7857, recall@top3: 0.8141, prec@top3: 0.6620, recall@top5: 0.9377, prec@top5: 0.4679, loss: 0.0347, grad_norm: 0.1395 2021-03-02 11:41:54,181 - mmaction - INFO - Epoch [16][720/1921] lr: 1.500e-03, eta: 5:24:24, time: 2.190, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7145, prec@thr=0.5: 0.7978, recall@top3: 0.8273, prec@top3: 0.6785, recall@top5: 0.9371, prec@top5: 0.4717, loss: 0.0346, grad_norm: 0.1389 2021-03-02 11:42:37,762 - mmaction - INFO - Epoch [16][740/1921] lr: 1.500e-03, eta: 5:23:40, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7121, prec@thr=0.5: 0.7867, recall@top3: 0.8186, prec@top3: 0.6641, recall@top5: 0.9362, prec@top5: 0.4669, loss: 0.0353, grad_norm: 0.1429 2021-03-02 11:43:22,039 - mmaction - INFO - Epoch [16][760/1921] lr: 1.500e-03, eta: 5:22:56, time: 2.214, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7282, prec@thr=0.5: 0.8010, recall@top3: 0.8242, prec@top3: 0.6669, recall@top5: 0.9385, prec@top5: 0.4666, loss: 0.0346, grad_norm: 0.1390 2021-03-02 11:44:05,911 - mmaction - INFO - Epoch [16][780/1921] lr: 1.500e-03, eta: 5:22:13, time: 2.194, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7257, prec@thr=0.5: 0.8015, recall@top3: 0.8267, prec@top3: 0.6666, recall@top5: 0.9412, prec@top5: 0.4664, loss: 0.0340, grad_norm: 0.1400 2021-03-02 11:44:49,364 - mmaction - INFO - Epoch [16][800/1921] lr: 1.500e-03, eta: 5:21:29, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7137, prec@thr=0.5: 0.7890, recall@top3: 0.8136, prec@top3: 0.6728, recall@top5: 0.9377, prec@top5: 0.4763, loss: 0.0356, grad_norm: 0.1383 2021-03-02 11:45:32,229 - mmaction - INFO - Epoch [16][820/1921] lr: 1.500e-03, eta: 5:20:45, time: 2.143, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7153, prec@thr=0.5: 0.7872, recall@top3: 0.8279, prec@top3: 0.6777, recall@top5: 0.9433, prec@top5: 0.4739, loss: 0.0345, grad_norm: 0.1393 2021-03-02 11:46:15,498 - mmaction - INFO - Epoch [16][840/1921] lr: 1.500e-03, eta: 5:20:01, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7918, recall@top3: 0.8203, prec@top3: 0.6769, recall@top5: 0.9407, prec@top5: 0.4784, loss: 0.0349, grad_norm: 0.1397 2021-03-02 11:46:58,722 - mmaction - INFO - Epoch [16][860/1921] lr: 1.500e-03, eta: 5:19:17, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7915, recall@top3: 0.8215, prec@top3: 0.6700, recall@top5: 0.9399, prec@top5: 0.4711, loss: 0.0342, grad_norm: 0.1358 2021-03-02 11:47:41,772 - mmaction - INFO - Epoch [16][880/1921] lr: 1.500e-03, eta: 5:18:33, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7173, prec@thr=0.5: 0.7814, recall@top3: 0.8183, prec@top3: 0.6573, recall@top5: 0.9382, prec@top5: 0.4630, loss: 0.0352, grad_norm: 0.1416 2021-03-02 11:48:24,617 - mmaction - INFO - Epoch [16][900/1921] lr: 1.500e-03, eta: 5:17:48, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7046, prec@thr=0.5: 0.7856, recall@top3: 0.8152, prec@top3: 0.6710, recall@top5: 0.9361, prec@top5: 0.4726, loss: 0.0353, grad_norm: 0.1424 2021-03-02 11:49:08,116 - mmaction - INFO - Epoch [16][920/1921] lr: 1.500e-03, eta: 5:17:05, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0337, recall@thr=0.5: 0.7263, prec@thr=0.5: 0.7924, recall@top3: 0.8278, prec@top3: 0.6728, recall@top5: 0.9439, prec@top5: 0.4711, loss: 0.0337, grad_norm: 0.1362 2021-03-02 11:49:51,887 - mmaction - INFO - Epoch [16][940/1921] lr: 1.500e-03, eta: 5:16:21, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7191, prec@thr=0.5: 0.7913, recall@top3: 0.8211, prec@top3: 0.6640, recall@top5: 0.9392, prec@top5: 0.4669, loss: 0.0348, grad_norm: 0.1422 2021-03-02 11:50:35,763 - mmaction - INFO - Epoch [16][960/1921] lr: 1.500e-03, eta: 5:15:37, time: 2.194, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7147, prec@thr=0.5: 0.7942, recall@top3: 0.8224, prec@top3: 0.6772, recall@top5: 0.9410, prec@top5: 0.4751, loss: 0.0345, grad_norm: 0.1395 2021-03-02 11:51:18,684 - mmaction - INFO - Epoch [16][980/1921] lr: 1.500e-03, eta: 5:14:53, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0331, recall@thr=0.5: 0.7295, prec@thr=0.5: 0.7977, recall@top3: 0.8282, prec@top3: 0.6673, recall@top5: 0.9439, prec@top5: 0.4668, loss: 0.0331, grad_norm: 0.1348 2021-03-02 11:52:02,732 - mmaction - INFO - Epoch [16][1000/1921] lr: 1.500e-03, eta: 5:14:09, time: 2.202, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7110, prec@thr=0.5: 0.7917, recall@top3: 0.8152, prec@top3: 0.6663, recall@top5: 0.9350, prec@top5: 0.4688, loss: 0.0349, grad_norm: 0.1378 2021-03-02 11:52:45,541 - mmaction - INFO - Epoch [16][1020/1921] lr: 1.500e-03, eta: 5:13:25, time: 2.140, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7249, prec@thr=0.5: 0.7942, recall@top3: 0.8214, prec@top3: 0.6729, recall@top5: 0.9380, prec@top5: 0.4717, loss: 0.0342, grad_norm: 0.1393 2021-03-02 11:53:29,365 - mmaction - INFO - Epoch [16][1040/1921] lr: 1.500e-03, eta: 5:12:41, time: 2.191, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7285, prec@thr=0.5: 0.7953, recall@top3: 0.8232, prec@top3: 0.6736, recall@top5: 0.9383, prec@top5: 0.4728, loss: 0.0344, grad_norm: 0.1381 2021-03-02 11:54:12,124 - mmaction - INFO - Epoch [16][1060/1921] lr: 1.500e-03, eta: 5:11:57, time: 2.138, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7273, prec@thr=0.5: 0.7976, recall@top3: 0.8235, prec@top3: 0.6680, recall@top5: 0.9396, prec@top5: 0.4684, loss: 0.0341, grad_norm: 0.1353 2021-03-02 11:54:55,212 - mmaction - INFO - Epoch [16][1080/1921] lr: 1.500e-03, eta: 5:11:13, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0336, recall@thr=0.5: 0.7335, prec@thr=0.5: 0.7993, recall@top3: 0.8274, prec@top3: 0.6710, recall@top5: 0.9419, prec@top5: 0.4698, loss: 0.0336, grad_norm: 0.1372 2021-03-02 11:55:38,487 - mmaction - INFO - Epoch [16][1100/1921] lr: 1.500e-03, eta: 5:10:29, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0334, recall@thr=0.5: 0.7289, prec@thr=0.5: 0.8026, recall@top3: 0.8338, prec@top3: 0.6852, recall@top5: 0.9424, prec@top5: 0.4758, loss: 0.0334, grad_norm: 0.1372 2021-03-02 11:56:22,829 - mmaction - INFO - Epoch [16][1120/1921] lr: 1.500e-03, eta: 5:09:45, time: 2.217, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7960, recall@top3: 0.8179, prec@top3: 0.6759, recall@top5: 0.9353, prec@top5: 0.4763, loss: 0.0351, grad_norm: 0.1381 2021-03-02 11:57:06,817 - mmaction - INFO - Epoch [16][1140/1921] lr: 1.500e-03, eta: 5:09:02, time: 2.199, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7292, prec@thr=0.5: 0.7933, recall@top3: 0.8241, prec@top3: 0.6746, recall@top5: 0.9426, prec@top5: 0.4725, loss: 0.0339, grad_norm: 0.1381 2021-03-02 11:57:50,329 - mmaction - INFO - Epoch [16][1160/1921] lr: 1.500e-03, eta: 5:08:18, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7236, prec@thr=0.5: 0.7927, recall@top3: 0.8196, prec@top3: 0.6680, recall@top5: 0.9376, prec@top5: 0.4686, loss: 0.0344, grad_norm: 0.1362 2021-03-02 11:58:34,229 - mmaction - INFO - Epoch [16][1180/1921] lr: 1.500e-03, eta: 5:07:34, time: 2.195, data_time: 0.002, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7254, prec@thr=0.5: 0.7993, recall@top3: 0.8262, prec@top3: 0.6820, recall@top5: 0.9424, prec@top5: 0.4782, loss: 0.0341, grad_norm: 0.1359 2021-03-02 11:59:17,886 - mmaction - INFO - Epoch [16][1200/1921] lr: 1.500e-03, eta: 5:06:50, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7225, prec@thr=0.5: 0.7913, recall@top3: 0.8183, prec@top3: 0.6807, recall@top5: 0.9385, prec@top5: 0.4789, loss: 0.0347, grad_norm: 0.1377 2021-03-02 12:00:01,976 - mmaction - INFO - Epoch [16][1220/1921] lr: 1.500e-03, eta: 5:06:06, time: 2.204, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7165, prec@thr=0.5: 0.7825, recall@top3: 0.8139, prec@top3: 0.6644, recall@top5: 0.9395, prec@top5: 0.4714, loss: 0.0354, grad_norm: 0.1374 2021-03-02 12:00:46,592 - mmaction - INFO - Epoch [16][1240/1921] lr: 1.500e-03, eta: 5:05:23, time: 2.230, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7913, recall@top3: 0.8199, prec@top3: 0.6759, recall@top5: 0.9394, prec@top5: 0.4772, loss: 0.0348, grad_norm: 0.1393 2021-03-02 12:01:29,914 - mmaction - INFO - Epoch [16][1260/1921] lr: 1.500e-03, eta: 5:04:39, time: 2.168, data_time: 0.002, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7258, prec@thr=0.5: 0.7961, recall@top3: 0.8250, prec@top3: 0.6730, recall@top5: 0.9398, prec@top5: 0.4706, loss: 0.0341, grad_norm: 0.1383 2021-03-02 12:02:13,424 - mmaction - INFO - Epoch [16][1280/1921] lr: 1.500e-03, eta: 5:03:55, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7187, prec@thr=0.5: 0.7875, recall@top3: 0.8224, prec@top3: 0.6647, recall@top5: 0.9364, prec@top5: 0.4654, loss: 0.0345, grad_norm: 0.1372 2021-03-02 12:02:57,277 - mmaction - INFO - Epoch [16][1300/1921] lr: 1.500e-03, eta: 5:03:11, time: 2.193, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7174, prec@thr=0.5: 0.7962, recall@top3: 0.8235, prec@top3: 0.6734, recall@top5: 0.9404, prec@top5: 0.4718, loss: 0.0344, grad_norm: 0.1350 2021-03-02 12:03:40,222 - mmaction - INFO - Epoch [16][1320/1921] lr: 1.500e-03, eta: 5:02:27, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7240, prec@thr=0.5: 0.7935, recall@top3: 0.8256, prec@top3: 0.6700, recall@top5: 0.9379, prec@top5: 0.4678, loss: 0.0338, grad_norm: 0.1396 2021-03-02 12:04:22,715 - mmaction - INFO - Epoch [16][1340/1921] lr: 1.500e-03, eta: 5:01:43, time: 2.125, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7136, prec@thr=0.5: 0.7967, recall@top3: 0.8221, prec@top3: 0.6695, recall@top5: 0.9413, prec@top5: 0.4725, loss: 0.0348, grad_norm: 0.1420 2021-03-02 12:05:06,944 - mmaction - INFO - Epoch [16][1360/1921] lr: 1.500e-03, eta: 5:00:59, time: 2.211, data_time: 0.001, memory: 8270, loss_action_cls: 0.0337, recall@thr=0.5: 0.7306, prec@thr=0.5: 0.7931, recall@top3: 0.8255, prec@top3: 0.6729, recall@top5: 0.9386, prec@top5: 0.4701, loss: 0.0337, grad_norm: 0.1355 2021-03-02 12:05:50,572 - mmaction - INFO - Epoch [16][1380/1921] lr: 1.500e-03, eta: 5:00:15, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.7931, recall@top3: 0.8231, prec@top3: 0.6808, recall@top5: 0.9390, prec@top5: 0.4763, loss: 0.0345, grad_norm: 0.1384 2021-03-02 12:06:33,935 - mmaction - INFO - Epoch [16][1400/1921] lr: 1.500e-03, eta: 4:59:32, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7305, prec@thr=0.5: 0.7938, recall@top3: 0.8255, prec@top3: 0.6732, recall@top5: 0.9448, prec@top5: 0.4734, loss: 0.0342, grad_norm: 0.1409 2021-03-02 12:07:18,122 - mmaction - INFO - Epoch [16][1420/1921] lr: 1.500e-03, eta: 4:58:48, time: 2.209, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7232, prec@thr=0.5: 0.7945, recall@top3: 0.8191, prec@top3: 0.6710, recall@top5: 0.9368, prec@top5: 0.4721, loss: 0.0349, grad_norm: 0.1362 2021-03-02 12:08:01,302 - mmaction - INFO - Epoch [16][1440/1921] lr: 1.500e-03, eta: 4:58:04, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7249, prec@thr=0.5: 0.8019, recall@top3: 0.8271, prec@top3: 0.6774, recall@top5: 0.9396, prec@top5: 0.4720, loss: 0.0340, grad_norm: 0.1401 2021-03-02 12:08:44,493 - mmaction - INFO - Epoch [16][1460/1921] lr: 1.500e-03, eta: 4:57:20, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.7916, recall@top3: 0.8232, prec@top3: 0.6693, recall@top5: 0.9424, prec@top5: 0.4723, loss: 0.0348, grad_norm: 0.1426 2021-03-02 12:09:27,798 - mmaction - INFO - Epoch [16][1480/1921] lr: 1.500e-03, eta: 4:56:36, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7854, recall@top3: 0.8185, prec@top3: 0.6630, recall@top5: 0.9362, prec@top5: 0.4659, loss: 0.0345, grad_norm: 0.1391 2021-03-02 12:10:11,165 - mmaction - INFO - Epoch [16][1500/1921] lr: 1.500e-03, eta: 4:55:52, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7868, recall@top3: 0.8275, prec@top3: 0.6689, recall@top5: 0.9376, prec@top5: 0.4655, loss: 0.0346, grad_norm: 0.1441 2021-03-02 12:10:53,808 - mmaction - INFO - Epoch [16][1520/1921] lr: 1.500e-03, eta: 4:55:08, time: 2.132, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7138, prec@thr=0.5: 0.7946, recall@top3: 0.8219, prec@top3: 0.6716, recall@top5: 0.9413, prec@top5: 0.4729, loss: 0.0342, grad_norm: 0.1400 2021-03-02 12:11:36,358 - mmaction - INFO - Epoch [16][1540/1921] lr: 1.500e-03, eta: 4:54:24, time: 2.127, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7268, prec@thr=0.5: 0.7979, recall@top3: 0.8232, prec@top3: 0.6712, recall@top5: 0.9445, prec@top5: 0.4728, loss: 0.0338, grad_norm: 0.1398 2021-03-02 12:12:20,341 - mmaction - INFO - Epoch [16][1560/1921] lr: 1.500e-03, eta: 4:53:40, time: 2.199, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7222, prec@thr=0.5: 0.7935, recall@top3: 0.8258, prec@top3: 0.6719, recall@top5: 0.9414, prec@top5: 0.4699, loss: 0.0341, grad_norm: 0.1374 2021-03-02 12:13:03,404 - mmaction - INFO - Epoch [16][1580/1921] lr: 1.500e-03, eta: 4:52:56, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7166, prec@thr=0.5: 0.7935, recall@top3: 0.8189, prec@top3: 0.6721, recall@top5: 0.9377, prec@top5: 0.4726, loss: 0.0352, grad_norm: 0.1410 2021-03-02 12:13:46,463 - mmaction - INFO - Epoch [16][1600/1921] lr: 1.500e-03, eta: 4:52:12, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0336, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.7974, recall@top3: 0.8260, prec@top3: 0.6775, recall@top5: 0.9435, prec@top5: 0.4745, loss: 0.0336, grad_norm: 0.1379 2021-03-02 12:14:29,913 - mmaction - INFO - Epoch [16][1620/1921] lr: 1.500e-03, eta: 4:51:28, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7874, recall@top3: 0.8158, prec@top3: 0.6633, recall@top5: 0.9391, prec@top5: 0.4688, loss: 0.0345, grad_norm: 0.1384 2021-03-02 12:15:13,453 - mmaction - INFO - Epoch [16][1640/1921] lr: 1.500e-03, eta: 4:50:44, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7924, recall@top3: 0.8191, prec@top3: 0.6732, recall@top5: 0.9385, prec@top5: 0.4743, loss: 0.0347, grad_norm: 0.1387 2021-03-02 12:15:56,811 - mmaction - INFO - Epoch [16][1660/1921] lr: 1.500e-03, eta: 4:50:00, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.7887, recall@top3: 0.8250, prec@top3: 0.6692, recall@top5: 0.9405, prec@top5: 0.4681, loss: 0.0343, grad_norm: 0.1395 2021-03-02 12:16:40,167 - mmaction - INFO - Epoch [16][1680/1921] lr: 1.500e-03, eta: 4:49:16, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7243, prec@thr=0.5: 0.7897, recall@top3: 0.8148, prec@top3: 0.6747, recall@top5: 0.9360, prec@top5: 0.4777, loss: 0.0352, grad_norm: 0.1389 2021-03-02 12:17:23,308 - mmaction - INFO - Epoch [16][1700/1921] lr: 1.500e-03, eta: 4:48:32, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7237, prec@thr=0.5: 0.7948, recall@top3: 0.8263, prec@top3: 0.6676, recall@top5: 0.9431, prec@top5: 0.4687, loss: 0.0339, grad_norm: 0.1410 2021-03-02 12:18:06,791 - mmaction - INFO - Epoch [16][1720/1921] lr: 1.500e-03, eta: 4:47:49, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7868, recall@top3: 0.8288, prec@top3: 0.6668, recall@top5: 0.9402, prec@top5: 0.4655, loss: 0.0343, grad_norm: 0.1402 2021-03-02 12:18:49,861 - mmaction - INFO - Epoch [16][1740/1921] lr: 1.500e-03, eta: 4:47:05, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0337, recall@thr=0.5: 0.7225, prec@thr=0.5: 0.8017, recall@top3: 0.8268, prec@top3: 0.6702, recall@top5: 0.9452, prec@top5: 0.4692, loss: 0.0337, grad_norm: 0.1382 2021-03-02 12:19:33,096 - mmaction - INFO - Epoch [16][1760/1921] lr: 1.500e-03, eta: 4:46:21, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7942, recall@top3: 0.8235, prec@top3: 0.6780, recall@top5: 0.9383, prec@top5: 0.4730, loss: 0.0344, grad_norm: 0.1377 2021-03-02 12:20:17,048 - mmaction - INFO - Epoch [16][1780/1921] lr: 1.500e-03, eta: 4:45:37, time: 2.197, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.7990, recall@top3: 0.8184, prec@top3: 0.6749, recall@top5: 0.9397, prec@top5: 0.4771, loss: 0.0348, grad_norm: 0.1401 2021-03-02 12:21:00,347 - mmaction - INFO - Epoch [16][1800/1921] lr: 1.500e-03, eta: 4:44:53, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0336, recall@thr=0.5: 0.7306, prec@thr=0.5: 0.7997, recall@top3: 0.8275, prec@top3: 0.6791, recall@top5: 0.9441, prec@top5: 0.4764, loss: 0.0336, grad_norm: 0.1387 2021-03-02 12:21:43,642 - mmaction - INFO - Epoch [16][1820/1921] lr: 1.500e-03, eta: 4:44:09, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7889, recall@top3: 0.8238, prec@top3: 0.6727, recall@top5: 0.9410, prec@top5: 0.4725, loss: 0.0344, grad_norm: 0.1388 2021-03-02 12:22:27,248 - mmaction - INFO - Epoch [16][1840/1921] lr: 1.500e-03, eta: 4:43:25, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7971, recall@top3: 0.8311, prec@top3: 0.6739, recall@top5: 0.9410, prec@top5: 0.4678, loss: 0.0341, grad_norm: 0.1370 2021-03-02 12:23:10,882 - mmaction - INFO - Epoch [16][1860/1921] lr: 1.500e-03, eta: 4:42:41, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0337, recall@thr=0.5: 0.7304, prec@thr=0.5: 0.8057, recall@top3: 0.8272, prec@top3: 0.6751, recall@top5: 0.9425, prec@top5: 0.4717, loss: 0.0337, grad_norm: 0.1379 2021-03-02 12:23:53,641 - mmaction - INFO - Epoch [16][1880/1921] lr: 1.500e-03, eta: 4:41:57, time: 2.138, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.7919, recall@top3: 0.8183, prec@top3: 0.6650, recall@top5: 0.9378, prec@top5: 0.4685, loss: 0.0347, grad_norm: 0.1415 2021-03-02 12:24:36,619 - mmaction - INFO - Epoch [16][1900/1921] lr: 1.500e-03, eta: 4:41:13, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7189, prec@thr=0.5: 0.7972, recall@top3: 0.8227, prec@top3: 0.6802, recall@top5: 0.9392, prec@top5: 0.4771, loss: 0.0342, grad_norm: 0.1462 2021-03-02 12:25:18,550 - mmaction - INFO - Epoch [16][1920/1921] lr: 1.500e-03, eta: 4:40:29, time: 2.097, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7302, prec@thr=0.5: 0.7879, recall@top3: 0.8257, prec@top3: 0.6634, recall@top5: 0.9423, prec@top5: 0.4645, loss: 0.0340, grad_norm: 0.1414 2021-03-02 12:25:41,001 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-03-02 12:37:46,435 - mmaction - INFO - Evaluating mAP ... 2021-03-02 12:46:09,626 - mmaction - INFO - mAP@0.5IOU 0.2190 2021-03-02 12:46:10,830 - mmaction - INFO - Epoch(val) [16][1921] mAP@0.5IOU: 0.2190 2021-03-02 12:47:48,303 - mmaction - INFO - Epoch [17][20/1921] lr: 1.500e-03, eta: 4:39:56, time: 4.858, data_time: 2.732, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7180, prec@thr=0.5: 0.7936, recall@top3: 0.8203, prec@top3: 0.6635, recall@top5: 0.9371, prec@top5: 0.4649, loss: 0.0346, grad_norm: 0.1416 2021-03-02 12:48:31,625 - mmaction - INFO - Epoch [17][40/1921] lr: 1.500e-03, eta: 4:39:12, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7217, prec@thr=0.5: 0.7912, recall@top3: 0.8247, prec@top3: 0.6715, recall@top5: 0.9366, prec@top5: 0.4690, loss: 0.0342, grad_norm: 0.1343 2021-03-02 12:49:15,051 - mmaction - INFO - Epoch [17][60/1921] lr: 1.500e-03, eta: 4:38:28, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7187, prec@thr=0.5: 0.7898, recall@top3: 0.8251, prec@top3: 0.6620, recall@top5: 0.9412, prec@top5: 0.4643, loss: 0.0340, grad_norm: 0.1441 2021-03-02 12:49:58,300 - mmaction - INFO - Epoch [17][80/1921] lr: 1.500e-03, eta: 4:37:44, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7108, prec@thr=0.5: 0.7950, recall@top3: 0.8174, prec@top3: 0.6661, recall@top5: 0.9362, prec@top5: 0.4696, loss: 0.0347, grad_norm: 0.1439 2021-03-02 12:50:41,997 - mmaction - INFO - Epoch [17][100/1921] lr: 1.500e-03, eta: 4:37:00, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7233, prec@thr=0.5: 0.7944, recall@top3: 0.8233, prec@top3: 0.6806, recall@top5: 0.9418, prec@top5: 0.4784, loss: 0.0340, grad_norm: 0.1399 2021-03-02 12:51:25,799 - mmaction - INFO - Epoch [17][120/1921] lr: 1.500e-03, eta: 4:36:16, time: 2.190, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.7930, recall@top3: 0.8229, prec@top3: 0.6741, recall@top5: 0.9426, prec@top5: 0.4751, loss: 0.0347, grad_norm: 0.1404 2021-03-02 12:52:08,972 - mmaction - INFO - Epoch [17][140/1921] lr: 1.500e-03, eta: 4:35:32, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.7960, recall@top3: 0.8158, prec@top3: 0.6688, recall@top5: 0.9352, prec@top5: 0.4710, loss: 0.0351, grad_norm: 0.1410 2021-03-02 12:52:52,851 - mmaction - INFO - Epoch [17][160/1921] lr: 1.500e-03, eta: 4:34:48, time: 2.194, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7941, recall@top3: 0.8219, prec@top3: 0.6810, recall@top5: 0.9389, prec@top5: 0.4781, loss: 0.0346, grad_norm: 0.1399 2021-03-02 12:53:36,010 - mmaction - INFO - Epoch [17][180/1921] lr: 1.500e-03, eta: 4:34:04, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.8042, recall@top3: 0.8286, prec@top3: 0.6798, recall@top5: 0.9432, prec@top5: 0.4749, loss: 0.0339, grad_norm: 0.1407 2021-03-02 12:54:20,027 - mmaction - INFO - Epoch [17][200/1921] lr: 1.500e-03, eta: 4:33:21, time: 2.201, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7167, prec@thr=0.5: 0.7872, recall@top3: 0.8229, prec@top3: 0.6673, recall@top5: 0.9367, prec@top5: 0.4683, loss: 0.0352, grad_norm: 0.1394 2021-03-02 12:55:03,617 - mmaction - INFO - Epoch [17][220/1921] lr: 1.500e-03, eta: 4:32:37, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7309, prec@thr=0.5: 0.7932, recall@top3: 0.8268, prec@top3: 0.6718, recall@top5: 0.9415, prec@top5: 0.4694, loss: 0.0344, grad_norm: 0.1391 2021-03-02 12:55:47,199 - mmaction - INFO - Epoch [17][240/1921] lr: 1.500e-03, eta: 4:31:53, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.7956, recall@top3: 0.8219, prec@top3: 0.6766, recall@top5: 0.9408, prec@top5: 0.4751, loss: 0.0346, grad_norm: 0.1422 2021-03-02 12:56:31,159 - mmaction - INFO - Epoch [17][260/1921] lr: 1.500e-03, eta: 4:31:09, time: 2.198, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7910, recall@top3: 0.8214, prec@top3: 0.6716, recall@top5: 0.9376, prec@top5: 0.4702, loss: 0.0352, grad_norm: 0.1410 2021-03-02 12:57:14,303 - mmaction - INFO - Epoch [17][280/1921] lr: 1.500e-03, eta: 4:30:25, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7978, recall@top3: 0.8245, prec@top3: 0.6669, recall@top5: 0.9390, prec@top5: 0.4658, loss: 0.0340, grad_norm: 0.1378 2021-03-02 12:57:57,628 - mmaction - INFO - Epoch [17][300/1921] lr: 1.500e-03, eta: 4:29:41, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.7971, recall@top3: 0.8268, prec@top3: 0.6777, recall@top5: 0.9409, prec@top5: 0.4741, loss: 0.0344, grad_norm: 0.1420 2021-03-02 12:58:40,470 - mmaction - INFO - Epoch [17][320/1921] lr: 1.500e-03, eta: 4:28:57, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.7872, recall@top3: 0.8227, prec@top3: 0.6695, recall@top5: 0.9396, prec@top5: 0.4705, loss: 0.0345, grad_norm: 0.1386 2021-03-02 12:59:23,969 - mmaction - INFO - Epoch [17][340/1921] lr: 1.500e-03, eta: 4:28:13, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7232, prec@thr=0.5: 0.7952, recall@top3: 0.8197, prec@top3: 0.6734, recall@top5: 0.9426, prec@top5: 0.4765, loss: 0.0346, grad_norm: 0.1420 2021-03-02 13:00:07,811 - mmaction - INFO - Epoch [17][360/1921] lr: 1.500e-03, eta: 4:27:29, time: 2.192, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7879, recall@top3: 0.8259, prec@top3: 0.6641, recall@top5: 0.9382, prec@top5: 0.4628, loss: 0.0346, grad_norm: 0.1396 2021-03-02 13:00:51,421 - mmaction - INFO - Epoch [17][380/1921] lr: 1.500e-03, eta: 4:26:45, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7268, prec@thr=0.5: 0.7978, recall@top3: 0.8264, prec@top3: 0.6730, recall@top5: 0.9402, prec@top5: 0.4715, loss: 0.0340, grad_norm: 0.1386 2021-03-02 13:01:35,017 - mmaction - INFO - Epoch [17][400/1921] lr: 1.500e-03, eta: 4:26:01, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7157, prec@thr=0.5: 0.7882, recall@top3: 0.8208, prec@top3: 0.6651, recall@top5: 0.9391, prec@top5: 0.4684, loss: 0.0341, grad_norm: 0.1398 2021-03-02 13:02:18,383 - mmaction - INFO - Epoch [17][420/1921] lr: 1.500e-03, eta: 4:25:18, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7177, prec@thr=0.5: 0.7958, recall@top3: 0.8181, prec@top3: 0.6704, recall@top5: 0.9388, prec@top5: 0.4723, loss: 0.0343, grad_norm: 0.1411 2021-03-02 13:03:02,122 - mmaction - INFO - Epoch [17][440/1921] lr: 1.500e-03, eta: 4:24:34, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0337, recall@thr=0.5: 0.7268, prec@thr=0.5: 0.7959, recall@top3: 0.8332, prec@top3: 0.6797, recall@top5: 0.9431, prec@top5: 0.4729, loss: 0.0337, grad_norm: 0.1360 2021-03-02 13:03:45,598 - mmaction - INFO - Epoch [17][460/1921] lr: 1.500e-03, eta: 4:23:50, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7206, prec@thr=0.5: 0.7970, recall@top3: 0.8185, prec@top3: 0.6764, recall@top5: 0.9406, prec@top5: 0.4776, loss: 0.0349, grad_norm: 0.1423 2021-03-02 13:04:28,179 - mmaction - INFO - Epoch [17][480/1921] lr: 1.500e-03, eta: 4:23:06, time: 2.129, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.7916, recall@top3: 0.8174, prec@top3: 0.6608, recall@top5: 0.9337, prec@top5: 0.4644, loss: 0.0352, grad_norm: 0.1446 2021-03-02 13:05:12,456 - mmaction - INFO - Epoch [17][500/1921] lr: 1.500e-03, eta: 4:22:22, time: 2.213, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7197, prec@thr=0.5: 0.7828, recall@top3: 0.8163, prec@top3: 0.6654, recall@top5: 0.9351, prec@top5: 0.4682, loss: 0.0353, grad_norm: 0.1438 2021-03-02 13:05:55,549 - mmaction - INFO - Epoch [17][520/1921] lr: 1.500e-03, eta: 4:21:38, time: 2.155, data_time: 0.001, memory: 8270, loss_action_cls: 0.0330, recall@thr=0.5: 0.7272, prec@thr=0.5: 0.8065, recall@top3: 0.8344, prec@top3: 0.6812, recall@top5: 0.9444, prec@top5: 0.4731, loss: 0.0330, grad_norm: 0.1359 2021-03-02 13:06:39,525 - mmaction - INFO - Epoch [17][540/1921] lr: 1.500e-03, eta: 4:20:54, time: 2.199, data_time: 0.001, memory: 8270, loss_action_cls: 0.0337, recall@thr=0.5: 0.7307, prec@thr=0.5: 0.8013, recall@top3: 0.8285, prec@top3: 0.6767, recall@top5: 0.9439, prec@top5: 0.4750, loss: 0.0337, grad_norm: 0.1358 2021-03-02 13:07:23,206 - mmaction - INFO - Epoch [17][560/1921] lr: 1.500e-03, eta: 4:20:10, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7265, prec@thr=0.5: 0.7983, recall@top3: 0.8258, prec@top3: 0.6782, recall@top5: 0.9375, prec@top5: 0.4733, loss: 0.0339, grad_norm: 0.1321 2021-03-02 13:08:07,179 - mmaction - INFO - Epoch [17][580/1921] lr: 1.500e-03, eta: 4:19:27, time: 2.199, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7298, prec@thr=0.5: 0.8018, recall@top3: 0.8311, prec@top3: 0.6804, recall@top5: 0.9454, prec@top5: 0.4756, loss: 0.0340, grad_norm: 0.1362 2021-03-02 13:08:51,200 - mmaction - INFO - Epoch [17][600/1921] lr: 1.500e-03, eta: 4:18:43, time: 2.201, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7262, prec@thr=0.5: 0.8018, recall@top3: 0.8296, prec@top3: 0.6814, recall@top5: 0.9418, prec@top5: 0.4750, loss: 0.0342, grad_norm: 0.1379 2021-03-02 13:09:34,521 - mmaction - INFO - Epoch [17][620/1921] lr: 1.500e-03, eta: 4:17:59, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7168, prec@thr=0.5: 0.7927, recall@top3: 0.8236, prec@top3: 0.6714, recall@top5: 0.9387, prec@top5: 0.4704, loss: 0.0348, grad_norm: 0.1443 2021-03-02 13:10:17,361 - mmaction - INFO - Epoch [17][640/1921] lr: 1.500e-03, eta: 4:17:15, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7236, prec@thr=0.5: 0.8015, recall@top3: 0.8256, prec@top3: 0.6750, recall@top5: 0.9408, prec@top5: 0.4728, loss: 0.0341, grad_norm: 0.1409 2021-03-02 13:11:00,785 - mmaction - INFO - Epoch [17][660/1921] lr: 1.500e-03, eta: 4:16:31, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.7925, recall@top3: 0.8230, prec@top3: 0.6770, recall@top5: 0.9397, prec@top5: 0.4747, loss: 0.0347, grad_norm: 0.1397 2021-03-02 13:11:44,988 - mmaction - INFO - Epoch [17][680/1921] lr: 1.500e-03, eta: 4:15:47, time: 2.210, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7281, prec@thr=0.5: 0.7907, recall@top3: 0.8188, prec@top3: 0.6727, recall@top5: 0.9379, prec@top5: 0.4728, loss: 0.0346, grad_norm: 0.1408 2021-03-02 13:12:28,812 - mmaction - INFO - Epoch [17][700/1921] lr: 1.500e-03, eta: 4:15:03, time: 2.191, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7140, prec@thr=0.5: 0.7849, recall@top3: 0.8184, prec@top3: 0.6710, recall@top5: 0.9379, prec@top5: 0.4731, loss: 0.0347, grad_norm: 0.1373 2021-03-02 13:13:12,077 - mmaction - INFO - Epoch [17][720/1921] lr: 1.500e-03, eta: 4:14:19, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7104, prec@thr=0.5: 0.7887, recall@top3: 0.8197, prec@top3: 0.6691, recall@top5: 0.9397, prec@top5: 0.4711, loss: 0.0350, grad_norm: 0.1398 2021-03-02 13:13:55,251 - mmaction - INFO - Epoch [17][740/1921] lr: 1.500e-03, eta: 4:13:35, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7147, prec@thr=0.5: 0.7905, recall@top3: 0.8182, prec@top3: 0.6753, recall@top5: 0.9430, prec@top5: 0.4772, loss: 0.0343, grad_norm: 0.1383 2021-03-02 13:14:38,362 - mmaction - INFO - Epoch [17][760/1921] lr: 1.500e-03, eta: 4:12:51, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.7849, recall@top3: 0.8238, prec@top3: 0.6699, recall@top5: 0.9375, prec@top5: 0.4684, loss: 0.0346, grad_norm: 0.1379 2021-03-02 13:15:21,633 - mmaction - INFO - Epoch [17][780/1921] lr: 1.500e-03, eta: 4:12:07, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7090, prec@thr=0.5: 0.7840, recall@top3: 0.8158, prec@top3: 0.6678, recall@top5: 0.9355, prec@top5: 0.4709, loss: 0.0357, grad_norm: 0.1439 2021-03-02 13:16:05,091 - mmaction - INFO - Epoch [17][800/1921] lr: 1.500e-03, eta: 4:11:24, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7158, prec@thr=0.5: 0.7892, recall@top3: 0.8248, prec@top3: 0.6630, recall@top5: 0.9389, prec@top5: 0.4646, loss: 0.0349, grad_norm: 0.1439 2021-03-02 13:16:48,114 - mmaction - INFO - Epoch [17][820/1921] lr: 1.500e-03, eta: 4:10:40, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7124, prec@thr=0.5: 0.7868, recall@top3: 0.8178, prec@top3: 0.6646, recall@top5: 0.9352, prec@top5: 0.4663, loss: 0.0352, grad_norm: 0.1423 2021-03-02 13:17:30,710 - mmaction - INFO - Epoch [17][840/1921] lr: 1.500e-03, eta: 4:09:55, time: 2.130, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7017, prec@thr=0.5: 0.7829, recall@top3: 0.8136, prec@top3: 0.6690, recall@top5: 0.9373, prec@top5: 0.4739, loss: 0.0359, grad_norm: 0.1460 2021-03-02 13:18:13,942 - mmaction - INFO - Epoch [17][860/1921] lr: 1.500e-03, eta: 4:09:11, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7167, prec@thr=0.5: 0.7797, recall@top3: 0.8198, prec@top3: 0.6668, recall@top5: 0.9394, prec@top5: 0.4693, loss: 0.0346, grad_norm: 0.1409 2021-03-02 13:18:57,177 - mmaction - INFO - Epoch [17][880/1921] lr: 1.500e-03, eta: 4:08:28, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.7974, recall@top3: 0.8227, prec@top3: 0.6738, recall@top5: 0.9397, prec@top5: 0.4722, loss: 0.0346, grad_norm: 0.1374 2021-03-02 13:19:41,418 - mmaction - INFO - Epoch [17][900/1921] lr: 1.500e-03, eta: 4:07:44, time: 2.212, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7227, prec@thr=0.5: 0.7896, recall@top3: 0.8200, prec@top3: 0.6707, recall@top5: 0.9387, prec@top5: 0.4708, loss: 0.0343, grad_norm: 0.1362 2021-03-02 13:20:24,833 - mmaction - INFO - Epoch [17][920/1921] lr: 1.500e-03, eta: 4:07:00, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7232, prec@thr=0.5: 0.7952, recall@top3: 0.8209, prec@top3: 0.6726, recall@top5: 0.9376, prec@top5: 0.4731, loss: 0.0342, grad_norm: 0.1378 2021-03-02 13:21:07,488 - mmaction - INFO - Epoch [17][940/1921] lr: 1.500e-03, eta: 4:06:16, time: 2.133, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7161, prec@thr=0.5: 0.7921, recall@top3: 0.8165, prec@top3: 0.6673, recall@top5: 0.9390, prec@top5: 0.4715, loss: 0.0344, grad_norm: 0.1458 2021-03-02 13:21:51,238 - mmaction - INFO - Epoch [17][960/1921] lr: 1.500e-03, eta: 4:05:32, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7951, recall@top3: 0.8246, prec@top3: 0.6709, recall@top5: 0.9423, prec@top5: 0.4712, loss: 0.0348, grad_norm: 0.1417 2021-03-02 13:22:34,864 - mmaction - INFO - Epoch [17][980/1921] lr: 1.500e-03, eta: 4:04:48, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7157, prec@thr=0.5: 0.7887, recall@top3: 0.8187, prec@top3: 0.6641, recall@top5: 0.9351, prec@top5: 0.4661, loss: 0.0346, grad_norm: 0.1409 2021-03-02 13:23:18,387 - mmaction - INFO - Epoch [17][1000/1921] lr: 1.500e-03, eta: 4:04:04, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7950, recall@top3: 0.8227, prec@top3: 0.6737, recall@top5: 0.9386, prec@top5: 0.4708, loss: 0.0340, grad_norm: 0.1387 2021-03-02 13:24:02,354 - mmaction - INFO - Epoch [17][1020/1921] lr: 1.500e-03, eta: 4:03:20, time: 2.198, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7225, prec@thr=0.5: 0.7899, recall@top3: 0.8217, prec@top3: 0.6676, recall@top5: 0.9373, prec@top5: 0.4676, loss: 0.0341, grad_norm: 0.1399 2021-03-02 13:24:45,539 - mmaction - INFO - Epoch [17][1040/1921] lr: 1.500e-03, eta: 4:02:37, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0337, recall@thr=0.5: 0.7297, prec@thr=0.5: 0.8022, recall@top3: 0.8278, prec@top3: 0.6776, recall@top5: 0.9441, prec@top5: 0.4745, loss: 0.0337, grad_norm: 0.1394 2021-03-02 13:25:29,412 - mmaction - INFO - Epoch [17][1060/1921] lr: 1.500e-03, eta: 4:01:53, time: 2.194, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7909, recall@top3: 0.8176, prec@top3: 0.6702, recall@top5: 0.9328, prec@top5: 0.4696, loss: 0.0346, grad_norm: 0.1396 2021-03-02 13:26:12,946 - mmaction - INFO - Epoch [17][1080/1921] lr: 1.500e-03, eta: 4:01:09, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0335, recall@thr=0.5: 0.7249, prec@thr=0.5: 0.7943, recall@top3: 0.8294, prec@top3: 0.6721, recall@top5: 0.9421, prec@top5: 0.4689, loss: 0.0335, grad_norm: 0.1345 2021-03-02 13:26:56,250 - mmaction - INFO - Epoch [17][1100/1921] lr: 1.500e-03, eta: 4:00:25, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7886, recall@top3: 0.8215, prec@top3: 0.6713, recall@top5: 0.9399, prec@top5: 0.4716, loss: 0.0341, grad_norm: 0.1368 2021-03-02 13:27:39,435 - mmaction - INFO - Epoch [17][1120/1921] lr: 1.500e-03, eta: 3:59:41, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7124, prec@thr=0.5: 0.7880, recall@top3: 0.8177, prec@top3: 0.6747, recall@top5: 0.9354, prec@top5: 0.4733, loss: 0.0355, grad_norm: 0.1451 2021-03-02 13:28:22,315 - mmaction - INFO - Epoch [17][1140/1921] lr: 1.500e-03, eta: 3:58:57, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7234, prec@thr=0.5: 0.7899, recall@top3: 0.8247, prec@top3: 0.6744, recall@top5: 0.9409, prec@top5: 0.4719, loss: 0.0338, grad_norm: 0.1387 2021-03-02 13:29:05,654 - mmaction - INFO - Epoch [17][1160/1921] lr: 1.500e-03, eta: 3:58:13, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0336, recall@thr=0.5: 0.7277, prec@thr=0.5: 0.7975, recall@top3: 0.8263, prec@top3: 0.6748, recall@top5: 0.9413, prec@top5: 0.4712, loss: 0.0336, grad_norm: 0.1368 2021-03-02 13:29:48,484 - mmaction - INFO - Epoch [17][1180/1921] lr: 1.500e-03, eta: 3:57:29, time: 2.141, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7161, prec@thr=0.5: 0.7827, recall@top3: 0.8190, prec@top3: 0.6671, recall@top5: 0.9393, prec@top5: 0.4706, loss: 0.0350, grad_norm: 0.1438 2021-03-02 13:30:32,210 - mmaction - INFO - Epoch [17][1200/1921] lr: 1.500e-03, eta: 3:56:45, time: 2.186, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7108, prec@thr=0.5: 0.7941, recall@top3: 0.8165, prec@top3: 0.6741, recall@top5: 0.9372, prec@top5: 0.4749, loss: 0.0350, grad_norm: 0.1397 2021-03-02 13:31:15,009 - mmaction - INFO - Epoch [17][1220/1921] lr: 1.500e-03, eta: 3:56:01, time: 2.140, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7330, prec@thr=0.5: 0.8027, recall@top3: 0.8276, prec@top3: 0.6900, recall@top5: 0.9424, prec@top5: 0.4820, loss: 0.0339, grad_norm: 0.1389 2021-03-02 13:31:58,273 - mmaction - INFO - Epoch [17][1240/1921] lr: 1.500e-03, eta: 3:55:17, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0336, recall@thr=0.5: 0.7245, prec@thr=0.5: 0.7907, recall@top3: 0.8256, prec@top3: 0.6664, recall@top5: 0.9413, prec@top5: 0.4655, loss: 0.0336, grad_norm: 0.1381 2021-03-02 13:32:42,035 - mmaction - INFO - Epoch [17][1260/1921] lr: 1.500e-03, eta: 3:54:33, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7139, prec@thr=0.5: 0.7872, recall@top3: 0.8242, prec@top3: 0.6671, recall@top5: 0.9422, prec@top5: 0.4692, loss: 0.0343, grad_norm: 0.1432 2021-03-02 13:33:25,774 - mmaction - INFO - Epoch [17][1280/1921] lr: 1.500e-03, eta: 3:53:50, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7170, prec@thr=0.5: 0.7912, recall@top3: 0.8247, prec@top3: 0.6702, recall@top5: 0.9408, prec@top5: 0.4697, loss: 0.0344, grad_norm: 0.1402 2021-03-02 13:34:09,452 - mmaction - INFO - Epoch [17][1300/1921] lr: 1.500e-03, eta: 3:53:06, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7174, prec@thr=0.5: 0.8005, recall@top3: 0.8196, prec@top3: 0.6682, recall@top5: 0.9336, prec@top5: 0.4691, loss: 0.0353, grad_norm: 0.1409 2021-03-02 13:34:52,490 - mmaction - INFO - Epoch [17][1320/1921] lr: 1.500e-03, eta: 3:52:22, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7163, prec@thr=0.5: 0.7947, recall@top3: 0.8190, prec@top3: 0.6709, recall@top5: 0.9376, prec@top5: 0.4713, loss: 0.0354, grad_norm: 0.1416 2021-03-02 13:35:35,251 - mmaction - INFO - Epoch [17][1340/1921] lr: 1.500e-03, eta: 3:51:38, time: 2.138, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7930, recall@top3: 0.8284, prec@top3: 0.6754, recall@top5: 0.9444, prec@top5: 0.4702, loss: 0.0339, grad_norm: 0.1401 2021-03-02 13:36:18,856 - mmaction - INFO - Epoch [17][1360/1921] lr: 1.500e-03, eta: 3:50:54, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.7854, recall@top3: 0.8214, prec@top3: 0.6583, recall@top5: 0.9397, prec@top5: 0.4635, loss: 0.0346, grad_norm: 0.1413 2021-03-02 13:37:02,510 - mmaction - INFO - Epoch [17][1380/1921] lr: 1.500e-03, eta: 3:50:10, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7233, prec@thr=0.5: 0.7962, recall@top3: 0.8254, prec@top3: 0.6665, recall@top5: 0.9375, prec@top5: 0.4642, loss: 0.0344, grad_norm: 0.1389 2021-03-02 13:37:45,730 - mmaction - INFO - Epoch [17][1400/1921] lr: 1.500e-03, eta: 3:49:26, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0337, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.8041, recall@top3: 0.8306, prec@top3: 0.6744, recall@top5: 0.9413, prec@top5: 0.4700, loss: 0.0337, grad_norm: 0.1367 2021-03-02 13:38:29,430 - mmaction - INFO - Epoch [17][1420/1921] lr: 1.500e-03, eta: 3:48:42, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7222, prec@thr=0.5: 0.7929, recall@top3: 0.8220, prec@top3: 0.6678, recall@top5: 0.9377, prec@top5: 0.4675, loss: 0.0342, grad_norm: 0.1406 2021-03-02 13:39:12,270 - mmaction - INFO - Epoch [17][1440/1921] lr: 1.500e-03, eta: 3:47:58, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7972, recall@top3: 0.8239, prec@top3: 0.6705, recall@top5: 0.9417, prec@top5: 0.4721, loss: 0.0348, grad_norm: 0.1424 2021-03-02 13:39:55,566 - mmaction - INFO - Epoch [17][1460/1921] lr: 1.500e-03, eta: 3:47:14, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7107, prec@thr=0.5: 0.7871, recall@top3: 0.8220, prec@top3: 0.6694, recall@top5: 0.9354, prec@top5: 0.4673, loss: 0.0354, grad_norm: 0.1428 2021-03-02 13:40:39,483 - mmaction - INFO - Epoch [17][1480/1921] lr: 1.500e-03, eta: 3:46:31, time: 2.196, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7120, prec@thr=0.5: 0.7858, recall@top3: 0.8190, prec@top3: 0.6722, recall@top5: 0.9374, prec@top5: 0.4728, loss: 0.0348, grad_norm: 0.1390 2021-03-02 13:41:22,412 - mmaction - INFO - Epoch [17][1500/1921] lr: 1.500e-03, eta: 3:45:47, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7985, recall@top3: 0.8217, prec@top3: 0.6768, recall@top5: 0.9353, prec@top5: 0.4720, loss: 0.0343, grad_norm: 0.1396 2021-03-02 13:42:05,719 - mmaction - INFO - Epoch [17][1520/1921] lr: 1.500e-03, eta: 3:45:03, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.7989, recall@top3: 0.8247, prec@top3: 0.6699, recall@top5: 0.9380, prec@top5: 0.4672, loss: 0.0342, grad_norm: 0.1417 2021-03-02 13:42:48,936 - mmaction - INFO - Epoch [17][1540/1921] lr: 1.500e-03, eta: 3:44:19, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7110, prec@thr=0.5: 0.7907, recall@top3: 0.8161, prec@top3: 0.6649, recall@top5: 0.9375, prec@top5: 0.4696, loss: 0.0350, grad_norm: 0.1411 2021-03-02 13:43:32,470 - mmaction - INFO - Epoch [17][1560/1921] lr: 1.500e-03, eta: 3:43:35, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7236, prec@thr=0.5: 0.8016, recall@top3: 0.8247, prec@top3: 0.6821, recall@top5: 0.9406, prec@top5: 0.4772, loss: 0.0348, grad_norm: 0.1418 2021-03-02 13:44:15,200 - mmaction - INFO - Epoch [17][1580/1921] lr: 1.500e-03, eta: 3:42:51, time: 2.136, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7924, recall@top3: 0.8240, prec@top3: 0.6662, recall@top5: 0.9344, prec@top5: 0.4641, loss: 0.0338, grad_norm: 0.1379 2021-03-02 13:44:59,541 - mmaction - INFO - Epoch [17][1600/1921] lr: 1.500e-03, eta: 3:42:07, time: 2.217, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7950, recall@top3: 0.8257, prec@top3: 0.6774, recall@top5: 0.9414, prec@top5: 0.4745, loss: 0.0342, grad_norm: 0.1392 2021-03-02 13:45:42,717 - mmaction - INFO - Epoch [17][1620/1921] lr: 1.500e-03, eta: 3:41:23, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0334, recall@thr=0.5: 0.7290, prec@thr=0.5: 0.8041, recall@top3: 0.8293, prec@top3: 0.6812, recall@top5: 0.9444, prec@top5: 0.4755, loss: 0.0334, grad_norm: 0.1408 2021-03-02 13:46:26,412 - mmaction - INFO - Epoch [17][1640/1921] lr: 1.500e-03, eta: 3:40:39, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7171, prec@thr=0.5: 0.7882, recall@top3: 0.8201, prec@top3: 0.6579, recall@top5: 0.9419, prec@top5: 0.4649, loss: 0.0347, grad_norm: 0.1403 2021-03-02 13:47:09,815 - mmaction - INFO - Epoch [17][1660/1921] lr: 1.500e-03, eta: 3:39:55, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7221, prec@thr=0.5: 0.8014, recall@top3: 0.8270, prec@top3: 0.6742, recall@top5: 0.9396, prec@top5: 0.4700, loss: 0.0340, grad_norm: 0.1388 2021-03-02 13:47:53,716 - mmaction - INFO - Epoch [17][1680/1921] lr: 1.500e-03, eta: 3:39:12, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7240, prec@thr=0.5: 0.7966, recall@top3: 0.8260, prec@top3: 0.6835, recall@top5: 0.9424, prec@top5: 0.4788, loss: 0.0341, grad_norm: 0.1380 2021-03-02 13:48:38,069 - mmaction - INFO - Epoch [17][1700/1921] lr: 1.500e-03, eta: 3:38:28, time: 2.218, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7909, recall@top3: 0.8176, prec@top3: 0.6738, recall@top5: 0.9387, prec@top5: 0.4747, loss: 0.0349, grad_norm: 0.1413 2021-03-02 13:49:21,074 - mmaction - INFO - Epoch [17][1720/1921] lr: 1.500e-03, eta: 3:37:44, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.7907, recall@top3: 0.8271, prec@top3: 0.6709, recall@top5: 0.9421, prec@top5: 0.4680, loss: 0.0342, grad_norm: 0.1383 2021-03-02 13:50:04,636 - mmaction - INFO - Epoch [17][1740/1921] lr: 1.500e-03, eta: 3:37:00, time: 2.178, data_time: 0.001, memory: 8270, loss_action_cls: 0.0327, recall@thr=0.5: 0.7399, prec@thr=0.5: 0.8069, recall@top3: 0.8350, prec@top3: 0.6788, recall@top5: 0.9452, prec@top5: 0.4738, loss: 0.0327, grad_norm: 0.1343 2021-03-02 13:50:48,247 - mmaction - INFO - Epoch [17][1760/1921] lr: 1.500e-03, eta: 3:36:16, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7319, prec@thr=0.5: 0.8054, recall@top3: 0.8256, prec@top3: 0.6793, recall@top5: 0.9390, prec@top5: 0.4742, loss: 0.0338, grad_norm: 0.1401 2021-03-02 13:51:31,573 - mmaction - INFO - Epoch [17][1780/1921] lr: 1.500e-03, eta: 3:35:32, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7332, prec@thr=0.5: 0.8033, recall@top3: 0.8336, prec@top3: 0.6831, recall@top5: 0.9385, prec@top5: 0.4733, loss: 0.0338, grad_norm: 0.1367 2021-03-02 13:52:14,712 - mmaction - INFO - Epoch [17][1800/1921] lr: 1.500e-03, eta: 3:34:48, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.7961, recall@top3: 0.8252, prec@top3: 0.6724, recall@top5: 0.9430, prec@top5: 0.4714, loss: 0.0340, grad_norm: 0.1391 2021-03-02 13:52:57,859 - mmaction - INFO - Epoch [17][1820/1921] lr: 1.500e-03, eta: 3:34:05, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7963, recall@top3: 0.8279, prec@top3: 0.6779, recall@top5: 0.9415, prec@top5: 0.4730, loss: 0.0340, grad_norm: 0.1397 2021-03-02 13:53:41,501 - mmaction - INFO - Epoch [17][1840/1921] lr: 1.500e-03, eta: 3:33:21, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7221, prec@thr=0.5: 0.7905, recall@top3: 0.8225, prec@top3: 0.6740, recall@top5: 0.9404, prec@top5: 0.4722, loss: 0.0346, grad_norm: 0.1406 2021-03-02 13:54:25,046 - mmaction - INFO - Epoch [17][1860/1921] lr: 1.500e-03, eta: 3:32:37, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7180, prec@thr=0.5: 0.7895, recall@top3: 0.8199, prec@top3: 0.6710, recall@top5: 0.9394, prec@top5: 0.4738, loss: 0.0350, grad_norm: 0.1415 2021-03-02 13:55:08,502 - mmaction - INFO - Epoch [17][1880/1921] lr: 1.500e-03, eta: 3:31:53, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0331, recall@thr=0.5: 0.7277, prec@thr=0.5: 0.8026, recall@top3: 0.8321, prec@top3: 0.6749, recall@top5: 0.9471, prec@top5: 0.4731, loss: 0.0331, grad_norm: 0.1361 2021-03-02 13:55:52,443 - mmaction - INFO - Epoch [17][1900/1921] lr: 1.500e-03, eta: 3:31:09, time: 2.197, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7255, prec@thr=0.5: 0.7934, recall@top3: 0.8197, prec@top3: 0.6671, recall@top5: 0.9416, prec@top5: 0.4703, loss: 0.0341, grad_norm: 0.1397 2021-03-02 13:56:34,652 - mmaction - INFO - Epoch [17][1920/1921] lr: 1.500e-03, eta: 3:30:25, time: 2.110, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7835, recall@top3: 0.8139, prec@top3: 0.6643, recall@top5: 0.9344, prec@top5: 0.4690, loss: 0.0356, grad_norm: 0.1414 2021-03-02 13:56:38,897 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-03-02 14:07:52,591 - mmaction - INFO - Evaluating mAP ... 2021-03-02 14:16:17,088 - mmaction - INFO - mAP@0.5IOU 0.2185 2021-03-02 14:16:18,224 - mmaction - INFO - Epoch(val) [17][1921] mAP@0.5IOU: 0.2185 2021-03-02 14:17:51,960 - mmaction - INFO - Epoch [18][20/1921] lr: 1.500e-03, eta: 3:29:47, time: 4.685, data_time: 2.555, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7130, prec@thr=0.5: 0.7914, recall@top3: 0.8207, prec@top3: 0.6727, recall@top5: 0.9388, prec@top5: 0.4728, loss: 0.0349, grad_norm: 0.1440 2021-03-02 14:18:35,300 - mmaction - INFO - Epoch [18][40/1921] lr: 1.500e-03, eta: 3:29:04, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.7876, recall@top3: 0.8216, prec@top3: 0.6692, recall@top5: 0.9417, prec@top5: 0.4717, loss: 0.0342, grad_norm: 0.1423 2021-03-02 14:19:18,272 - mmaction - INFO - Epoch [18][60/1921] lr: 1.500e-03, eta: 3:28:20, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7254, prec@thr=0.5: 0.7992, recall@top3: 0.8272, prec@top3: 0.6710, recall@top5: 0.9406, prec@top5: 0.4692, loss: 0.0341, grad_norm: 0.1411 2021-03-02 14:20:01,368 - mmaction - INFO - Epoch [18][80/1921] lr: 1.500e-03, eta: 3:27:36, time: 2.155, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7264, prec@thr=0.5: 0.7972, recall@top3: 0.8248, prec@top3: 0.6713, recall@top5: 0.9397, prec@top5: 0.4704, loss: 0.0340, grad_norm: 0.1449 2021-03-02 14:20:45,332 - mmaction - INFO - Epoch [18][100/1921] lr: 1.500e-03, eta: 3:26:52, time: 2.198, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7257, prec@thr=0.5: 0.7977, recall@top3: 0.8309, prec@top3: 0.6732, recall@top5: 0.9427, prec@top5: 0.4689, loss: 0.0338, grad_norm: 0.1406 2021-03-02 14:21:29,482 - mmaction - INFO - Epoch [18][120/1921] lr: 1.500e-03, eta: 3:26:08, time: 2.208, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.7952, recall@top3: 0.8222, prec@top3: 0.6790, recall@top5: 0.9392, prec@top5: 0.4764, loss: 0.0348, grad_norm: 0.1422 2021-03-02 14:22:12,990 - mmaction - INFO - Epoch [18][140/1921] lr: 1.500e-03, eta: 3:25:24, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.7988, recall@top3: 0.8257, prec@top3: 0.6730, recall@top5: 0.9382, prec@top5: 0.4696, loss: 0.0340, grad_norm: 0.1374 2021-03-02 14:22:56,214 - mmaction - INFO - Epoch [18][160/1921] lr: 1.500e-03, eta: 3:24:40, time: 2.161, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7197, prec@thr=0.5: 0.7807, recall@top3: 0.8175, prec@top3: 0.6659, recall@top5: 0.9400, prec@top5: 0.4698, loss: 0.0342, grad_norm: 0.1382 2021-03-02 14:23:39,650 - mmaction - INFO - Epoch [18][180/1921] lr: 1.500e-03, eta: 3:23:56, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0337, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.8035, recall@top3: 0.8257, prec@top3: 0.6744, recall@top5: 0.9434, prec@top5: 0.4736, loss: 0.0337, grad_norm: 0.1413 2021-03-02 14:24:23,410 - mmaction - INFO - Epoch [18][200/1921] lr: 1.500e-03, eta: 3:23:12, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.7966, recall@top3: 0.8210, prec@top3: 0.6637, recall@top5: 0.9366, prec@top5: 0.4645, loss: 0.0344, grad_norm: 0.1380 2021-03-02 14:25:07,592 - mmaction - INFO - Epoch [18][220/1921] lr: 1.500e-03, eta: 3:22:29, time: 2.209, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7268, prec@thr=0.5: 0.7948, recall@top3: 0.8216, prec@top3: 0.6740, recall@top5: 0.9404, prec@top5: 0.4734, loss: 0.0342, grad_norm: 0.1398 2021-03-02 14:25:51,837 - mmaction - INFO - Epoch [18][240/1921] lr: 1.500e-03, eta: 3:21:45, time: 2.212, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7922, recall@top3: 0.8212, prec@top3: 0.6748, recall@top5: 0.9404, prec@top5: 0.4757, loss: 0.0342, grad_norm: 0.1359 2021-03-02 14:26:35,739 - mmaction - INFO - Epoch [18][260/1921] lr: 1.500e-03, eta: 3:21:01, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7173, prec@thr=0.5: 0.7870, recall@top3: 0.8185, prec@top3: 0.6737, recall@top5: 0.9412, prec@top5: 0.4775, loss: 0.0347, grad_norm: 0.1394 2021-03-02 14:27:18,698 - mmaction - INFO - Epoch [18][280/1921] lr: 1.500e-03, eta: 3:20:17, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7233, prec@thr=0.5: 0.8011, recall@top3: 0.8190, prec@top3: 0.6719, recall@top5: 0.9373, prec@top5: 0.4720, loss: 0.0348, grad_norm: 0.1384 2021-03-02 14:28:01,728 - mmaction - INFO - Epoch [18][300/1921] lr: 1.500e-03, eta: 3:19:33, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7902, recall@top3: 0.8225, prec@top3: 0.6696, recall@top5: 0.9430, prec@top5: 0.4720, loss: 0.0344, grad_norm: 0.1415 2021-03-02 14:28:45,296 - mmaction - INFO - Epoch [18][320/1921] lr: 1.500e-03, eta: 3:18:49, time: 2.178, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.7907, recall@top3: 0.8239, prec@top3: 0.6740, recall@top5: 0.9403, prec@top5: 0.4721, loss: 0.0345, grad_norm: 0.1396 2021-03-02 14:29:28,304 - mmaction - INFO - Epoch [18][340/1921] lr: 1.500e-03, eta: 3:18:05, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0331, recall@thr=0.5: 0.7306, prec@thr=0.5: 0.7988, recall@top3: 0.8352, prec@top3: 0.6755, recall@top5: 0.9469, prec@top5: 0.4705, loss: 0.0331, grad_norm: 0.1366 2021-03-02 14:30:12,056 - mmaction - INFO - Epoch [18][360/1921] lr: 1.500e-03, eta: 3:17:21, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0332, recall@thr=0.5: 0.7314, prec@thr=0.5: 0.8023, recall@top3: 0.8282, prec@top3: 0.6740, recall@top5: 0.9433, prec@top5: 0.4709, loss: 0.0332, grad_norm: 0.1374 2021-03-02 14:30:54,743 - mmaction - INFO - Epoch [18][380/1921] lr: 1.500e-03, eta: 3:16:37, time: 2.134, data_time: 0.005, memory: 8270, loss_action_cls: 0.0333, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7981, recall@top3: 0.8274, prec@top3: 0.6768, recall@top5: 0.9473, prec@top5: 0.4748, loss: 0.0333, grad_norm: 0.1382 2021-03-02 14:31:38,739 - mmaction - INFO - Epoch [18][400/1921] lr: 1.500e-03, eta: 3:15:54, time: 2.200, data_time: 0.001, memory: 8270, loss_action_cls: 0.0332, recall@thr=0.5: 0.7304, prec@thr=0.5: 0.7979, recall@top3: 0.8319, prec@top3: 0.6770, recall@top5: 0.9459, prec@top5: 0.4732, loss: 0.0332, grad_norm: 0.1370 2021-03-02 14:32:22,144 - mmaction - INFO - Epoch [18][420/1921] lr: 1.500e-03, eta: 3:15:10, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7186, prec@thr=0.5: 0.7932, recall@top3: 0.8213, prec@top3: 0.6648, recall@top5: 0.9339, prec@top5: 0.4645, loss: 0.0350, grad_norm: 0.1390 2021-03-02 14:33:05,718 - mmaction - INFO - Epoch [18][440/1921] lr: 1.500e-03, eta: 3:14:26, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7165, prec@thr=0.5: 0.7886, recall@top3: 0.8160, prec@top3: 0.6688, recall@top5: 0.9360, prec@top5: 0.4708, loss: 0.0348, grad_norm: 0.1383 2021-03-02 14:33:48,967 - mmaction - INFO - Epoch [18][460/1921] lr: 1.500e-03, eta: 3:13:42, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7194, prec@thr=0.5: 0.7917, recall@top3: 0.8208, prec@top3: 0.6704, recall@top5: 0.9394, prec@top5: 0.4711, loss: 0.0343, grad_norm: 0.1394 2021-03-02 14:34:32,676 - mmaction - INFO - Epoch [18][480/1921] lr: 1.500e-03, eta: 3:12:58, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7963, recall@top3: 0.8158, prec@top3: 0.6788, recall@top5: 0.9400, prec@top5: 0.4821, loss: 0.0349, grad_norm: 0.1385 2021-03-02 14:35:15,252 - mmaction - INFO - Epoch [18][500/1921] lr: 1.500e-03, eta: 3:12:14, time: 2.129, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.7863, recall@top3: 0.8256, prec@top3: 0.6655, recall@top5: 0.9368, prec@top5: 0.4642, loss: 0.0344, grad_norm: 0.1403 2021-03-02 14:35:58,894 - mmaction - INFO - Epoch [18][520/1921] lr: 1.500e-03, eta: 3:11:30, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7203, prec@thr=0.5: 0.7956, recall@top3: 0.8254, prec@top3: 0.6797, recall@top5: 0.9427, prec@top5: 0.4778, loss: 0.0342, grad_norm: 0.1444 2021-03-02 14:36:42,046 - mmaction - INFO - Epoch [18][540/1921] lr: 1.500e-03, eta: 3:10:46, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7146, prec@thr=0.5: 0.7864, recall@top3: 0.8205, prec@top3: 0.6680, recall@top5: 0.9417, prec@top5: 0.4726, loss: 0.0347, grad_norm: 0.1426 2021-03-02 14:37:24,239 - mmaction - INFO - Epoch [18][560/1921] lr: 1.500e-03, eta: 3:10:02, time: 2.109, data_time: 0.002, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7122, prec@thr=0.5: 0.7877, recall@top3: 0.8171, prec@top3: 0.6613, recall@top5: 0.9421, prec@top5: 0.4666, loss: 0.0340, grad_norm: 0.1432 2021-03-02 14:38:07,018 - mmaction - INFO - Epoch [18][580/1921] lr: 1.500e-03, eta: 3:09:18, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.7953, recall@top3: 0.8200, prec@top3: 0.6669, recall@top5: 0.9393, prec@top5: 0.4701, loss: 0.0346, grad_norm: 0.1416 2021-03-02 14:38:50,067 - mmaction - INFO - Epoch [18][600/1921] lr: 1.500e-03, eta: 3:08:34, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.7983, recall@top3: 0.8317, prec@top3: 0.6784, recall@top5: 0.9432, prec@top5: 0.4720, loss: 0.0338, grad_norm: 0.1358 2021-03-02 14:39:33,965 - mmaction - INFO - Epoch [18][620/1921] lr: 1.500e-03, eta: 3:07:50, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7277, prec@thr=0.5: 0.8000, recall@top3: 0.8277, prec@top3: 0.6737, recall@top5: 0.9389, prec@top5: 0.4697, loss: 0.0339, grad_norm: 0.1417 2021-03-02 14:40:16,811 - mmaction - INFO - Epoch [18][640/1921] lr: 1.500e-03, eta: 3:07:06, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7192, prec@thr=0.5: 0.7888, recall@top3: 0.8204, prec@top3: 0.6710, recall@top5: 0.9393, prec@top5: 0.4715, loss: 0.0344, grad_norm: 0.1423 2021-03-02 14:40:59,958 - mmaction - INFO - Epoch [18][660/1921] lr: 1.500e-03, eta: 3:06:22, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7975, recall@top3: 0.8243, prec@top3: 0.6810, recall@top5: 0.9451, prec@top5: 0.4801, loss: 0.0343, grad_norm: 0.1419 2021-03-02 14:41:43,263 - mmaction - INFO - Epoch [18][680/1921] lr: 1.500e-03, eta: 3:05:38, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7879, recall@top3: 0.8239, prec@top3: 0.6670, recall@top5: 0.9382, prec@top5: 0.4669, loss: 0.0348, grad_norm: 0.1425 2021-03-02 14:42:26,505 - mmaction - INFO - Epoch [18][700/1921] lr: 1.500e-03, eta: 3:04:55, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7222, prec@thr=0.5: 0.7911, recall@top3: 0.8234, prec@top3: 0.6758, recall@top5: 0.9389, prec@top5: 0.4731, loss: 0.0340, grad_norm: 0.1408 2021-03-02 14:43:08,974 - mmaction - INFO - Epoch [18][720/1921] lr: 1.500e-03, eta: 3:04:11, time: 2.123, data_time: 0.001, memory: 8270, loss_action_cls: 0.0359, recall@thr=0.5: 0.7118, prec@thr=0.5: 0.7877, recall@top3: 0.8132, prec@top3: 0.6694, recall@top5: 0.9346, prec@top5: 0.4720, loss: 0.0359, grad_norm: 0.1444 2021-03-02 14:43:52,465 - mmaction - INFO - Epoch [18][740/1921] lr: 1.500e-03, eta: 3:03:27, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7153, prec@thr=0.5: 0.7887, recall@top3: 0.8182, prec@top3: 0.6654, recall@top5: 0.9370, prec@top5: 0.4673, loss: 0.0347, grad_norm: 0.1416 2021-03-02 14:44:36,264 - mmaction - INFO - Epoch [18][760/1921] lr: 1.500e-03, eta: 3:02:43, time: 2.190, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7218, prec@thr=0.5: 0.7920, recall@top3: 0.8266, prec@top3: 0.6739, recall@top5: 0.9415, prec@top5: 0.4711, loss: 0.0344, grad_norm: 0.1383 2021-03-02 14:45:19,890 - mmaction - INFO - Epoch [18][780/1921] lr: 1.500e-03, eta: 3:01:59, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0337, recall@thr=0.5: 0.7255, prec@thr=0.5: 0.7932, recall@top3: 0.8306, prec@top3: 0.6716, recall@top5: 0.9442, prec@top5: 0.4687, loss: 0.0337, grad_norm: 0.1384 2021-03-02 14:46:03,172 - mmaction - INFO - Epoch [18][800/1921] lr: 1.500e-03, eta: 3:01:15, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.8004, recall@top3: 0.8232, prec@top3: 0.6736, recall@top5: 0.9394, prec@top5: 0.4743, loss: 0.0344, grad_norm: 0.1395 2021-03-02 14:46:46,283 - mmaction - INFO - Epoch [18][820/1921] lr: 1.500e-03, eta: 3:00:31, time: 2.155, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7203, prec@thr=0.5: 0.7906, recall@top3: 0.8211, prec@top3: 0.6628, recall@top5: 0.9387, prec@top5: 0.4659, loss: 0.0344, grad_norm: 0.1406 2021-03-02 14:47:29,269 - mmaction - INFO - Epoch [18][840/1921] lr: 1.500e-03, eta: 2:59:47, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7182, prec@thr=0.5: 0.7946, recall@top3: 0.8254, prec@top3: 0.6762, recall@top5: 0.9397, prec@top5: 0.4727, loss: 0.0343, grad_norm: 0.1424 2021-03-02 14:48:11,901 - mmaction - INFO - Epoch [18][860/1921] lr: 1.500e-03, eta: 2:59:03, time: 2.131, data_time: 0.001, memory: 8270, loss_action_cls: 0.0337, recall@thr=0.5: 0.7272, prec@thr=0.5: 0.7994, recall@top3: 0.8256, prec@top3: 0.6682, recall@top5: 0.9392, prec@top5: 0.4673, loss: 0.0337, grad_norm: 0.1411 2021-03-02 14:48:55,248 - mmaction - INFO - Epoch [18][880/1921] lr: 1.500e-03, eta: 2:58:19, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7118, prec@thr=0.5: 0.7887, recall@top3: 0.8206, prec@top3: 0.6623, recall@top5: 0.9375, prec@top5: 0.4651, loss: 0.0346, grad_norm: 0.1381 2021-03-02 14:49:38,120 - mmaction - INFO - Epoch [18][900/1921] lr: 1.500e-03, eta: 2:57:35, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7220, prec@thr=0.5: 0.8014, recall@top3: 0.8265, prec@top3: 0.6765, recall@top5: 0.9387, prec@top5: 0.4717, loss: 0.0341, grad_norm: 0.1413 2021-03-02 14:50:20,933 - mmaction - INFO - Epoch [18][920/1921] lr: 1.500e-03, eta: 2:56:51, time: 2.141, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7948, recall@top3: 0.8205, prec@top3: 0.6745, recall@top5: 0.9390, prec@top5: 0.4740, loss: 0.0344, grad_norm: 0.1416 2021-03-02 14:51:04,560 - mmaction - INFO - Epoch [18][940/1921] lr: 1.500e-03, eta: 2:56:08, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7163, prec@thr=0.5: 0.7847, recall@top3: 0.8151, prec@top3: 0.6676, recall@top5: 0.9337, prec@top5: 0.4691, loss: 0.0353, grad_norm: 0.1447 2021-03-02 14:51:48,392 - mmaction - INFO - Epoch [18][960/1921] lr: 1.500e-03, eta: 2:55:24, time: 2.191, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7325, prec@thr=0.5: 0.7970, recall@top3: 0.8256, prec@top3: 0.6756, recall@top5: 0.9376, prec@top5: 0.4715, loss: 0.0338, grad_norm: 0.1364 2021-03-02 14:52:31,841 - mmaction - INFO - Epoch [18][980/1921] lr: 1.500e-03, eta: 2:54:40, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7224, prec@thr=0.5: 0.7941, recall@top3: 0.8272, prec@top3: 0.6785, recall@top5: 0.9385, prec@top5: 0.4723, loss: 0.0349, grad_norm: 0.1396 2021-03-02 14:53:14,848 - mmaction - INFO - Epoch [18][1000/1921] lr: 1.500e-03, eta: 2:53:56, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7206, prec@thr=0.5: 0.7906, recall@top3: 0.8244, prec@top3: 0.6739, recall@top5: 0.9404, prec@top5: 0.4726, loss: 0.0348, grad_norm: 0.1401 2021-03-02 14:53:57,977 - mmaction - INFO - Epoch [18][1020/1921] lr: 1.500e-03, eta: 2:53:12, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7104, prec@thr=0.5: 0.7891, recall@top3: 0.8137, prec@top3: 0.6646, recall@top5: 0.9316, prec@top5: 0.4676, loss: 0.0354, grad_norm: 0.1437 2021-03-02 14:54:41,246 - mmaction - INFO - Epoch [18][1040/1921] lr: 1.500e-03, eta: 2:52:28, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7985, recall@top3: 0.8188, prec@top3: 0.6826, recall@top5: 0.9414, prec@top5: 0.4822, loss: 0.0339, grad_norm: 0.1429 2021-03-02 14:55:25,489 - mmaction - INFO - Epoch [18][1060/1921] lr: 1.500e-03, eta: 2:51:44, time: 2.212, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7836, recall@top3: 0.8144, prec@top3: 0.6729, recall@top5: 0.9404, prec@top5: 0.4762, loss: 0.0348, grad_norm: 0.1407 2021-03-02 14:56:08,842 - mmaction - INFO - Epoch [18][1080/1921] lr: 1.500e-03, eta: 2:51:00, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7197, prec@thr=0.5: 0.7953, recall@top3: 0.8183, prec@top3: 0.6746, recall@top5: 0.9401, prec@top5: 0.4751, loss: 0.0347, grad_norm: 0.1433 2021-03-02 14:56:52,511 - mmaction - INFO - Epoch [18][1100/1921] lr: 1.500e-03, eta: 2:50:17, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.7888, recall@top3: 0.8177, prec@top3: 0.6632, recall@top5: 0.9355, prec@top5: 0.4651, loss: 0.0346, grad_norm: 0.1388 2021-03-02 14:57:36,261 - mmaction - INFO - Epoch [18][1120/1921] lr: 1.500e-03, eta: 2:49:33, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.7952, recall@top3: 0.8238, prec@top3: 0.6639, recall@top5: 0.9399, prec@top5: 0.4663, loss: 0.0338, grad_norm: 0.1360 2021-03-02 14:58:19,592 - mmaction - INFO - Epoch [18][1140/1921] lr: 1.500e-03, eta: 2:48:49, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7254, prec@thr=0.5: 0.7965, recall@top3: 0.8268, prec@top3: 0.6755, recall@top5: 0.9441, prec@top5: 0.4739, loss: 0.0342, grad_norm: 0.1429 2021-03-02 14:59:04,015 - mmaction - INFO - Epoch [18][1160/1921] lr: 1.500e-03, eta: 2:48:05, time: 2.221, data_time: 0.025, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7292, prec@thr=0.5: 0.8003, recall@top3: 0.8223, prec@top3: 0.6748, recall@top5: 0.9422, prec@top5: 0.4755, loss: 0.0343, grad_norm: 0.1413 2021-03-02 14:59:47,694 - mmaction - INFO - Epoch [18][1180/1921] lr: 1.500e-03, eta: 2:47:21, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7171, prec@thr=0.5: 0.7973, recall@top3: 0.8237, prec@top3: 0.6744, recall@top5: 0.9413, prec@top5: 0.4736, loss: 0.0340, grad_norm: 0.1394 2021-03-02 15:00:31,159 - mmaction - INFO - Epoch [18][1200/1921] lr: 1.500e-03, eta: 2:46:37, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7214, prec@thr=0.5: 0.7863, recall@top3: 0.8234, prec@top3: 0.6667, recall@top5: 0.9379, prec@top5: 0.4659, loss: 0.0340, grad_norm: 0.1391 2021-03-02 15:01:14,802 - mmaction - INFO - Epoch [18][1220/1921] lr: 1.500e-03, eta: 2:45:54, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.7983, recall@top3: 0.8270, prec@top3: 0.6760, recall@top5: 0.9418, prec@top5: 0.4745, loss: 0.0342, grad_norm: 0.1426 2021-03-02 15:01:58,339 - mmaction - INFO - Epoch [18][1240/1921] lr: 1.500e-03, eta: 2:45:10, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.7919, recall@top3: 0.8210, prec@top3: 0.6732, recall@top5: 0.9417, prec@top5: 0.4743, loss: 0.0348, grad_norm: 0.1421 2021-03-02 15:02:41,044 - mmaction - INFO - Epoch [18][1260/1921] lr: 1.500e-03, eta: 2:44:26, time: 2.135, data_time: 0.001, memory: 8270, loss_action_cls: 0.0335, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.8001, recall@top3: 0.8276, prec@top3: 0.6739, recall@top5: 0.9420, prec@top5: 0.4700, loss: 0.0335, grad_norm: 0.1383 2021-03-02 15:03:24,515 - mmaction - INFO - Epoch [18][1280/1921] lr: 1.500e-03, eta: 2:43:42, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7234, prec@thr=0.5: 0.7932, recall@top3: 0.8284, prec@top3: 0.6751, recall@top5: 0.9426, prec@top5: 0.4725, loss: 0.0339, grad_norm: 0.1384 2021-03-02 15:04:07,465 - mmaction - INFO - Epoch [18][1300/1921] lr: 1.500e-03, eta: 2:42:58, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.7955, recall@top3: 0.8256, prec@top3: 0.6686, recall@top5: 0.9424, prec@top5: 0.4692, loss: 0.0341, grad_norm: 0.1452 2021-03-02 15:04:50,530 - mmaction - INFO - Epoch [18][1320/1921] lr: 1.500e-03, eta: 2:42:14, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7094, prec@thr=0.5: 0.7889, recall@top3: 0.8170, prec@top3: 0.6653, recall@top5: 0.9372, prec@top5: 0.4682, loss: 0.0353, grad_norm: 0.1448 2021-03-02 15:05:33,548 - mmaction - INFO - Epoch [18][1340/1921] lr: 1.500e-03, eta: 2:41:30, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.7976, recall@top3: 0.8262, prec@top3: 0.6657, recall@top5: 0.9391, prec@top5: 0.4657, loss: 0.0338, grad_norm: 0.1414 2021-03-02 15:06:16,634 - mmaction - INFO - Epoch [18][1360/1921] lr: 1.500e-03, eta: 2:40:46, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7959, recall@top3: 0.8190, prec@top3: 0.6819, recall@top5: 0.9393, prec@top5: 0.4807, loss: 0.0348, grad_norm: 0.1438 2021-03-02 15:07:00,598 - mmaction - INFO - Epoch [18][1380/1921] lr: 1.500e-03, eta: 2:40:02, time: 2.198, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.7881, recall@top3: 0.8211, prec@top3: 0.6808, recall@top5: 0.9353, prec@top5: 0.4771, loss: 0.0353, grad_norm: 0.1402 2021-03-02 15:07:43,776 - mmaction - INFO - Epoch [18][1400/1921] lr: 1.500e-03, eta: 2:39:18, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7252, prec@thr=0.5: 0.7970, recall@top3: 0.8294, prec@top3: 0.6827, recall@top5: 0.9435, prec@top5: 0.4773, loss: 0.0340, grad_norm: 0.1374 2021-03-02 15:08:27,104 - mmaction - INFO - Epoch [18][1420/1921] lr: 1.500e-03, eta: 2:38:35, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7353, prec@thr=0.5: 0.8036, recall@top3: 0.8327, prec@top3: 0.6790, recall@top5: 0.9416, prec@top5: 0.4721, loss: 0.0341, grad_norm: 0.1379 2021-03-02 15:09:10,376 - mmaction - INFO - Epoch [18][1440/1921] lr: 1.500e-03, eta: 2:37:51, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7088, prec@thr=0.5: 0.7795, recall@top3: 0.8152, prec@top3: 0.6708, recall@top5: 0.9379, prec@top5: 0.4726, loss: 0.0353, grad_norm: 0.1388 2021-03-02 15:09:53,882 - mmaction - INFO - Epoch [18][1460/1921] lr: 1.500e-03, eta: 2:37:07, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.7955, recall@top3: 0.8213, prec@top3: 0.6664, recall@top5: 0.9401, prec@top5: 0.4685, loss: 0.0343, grad_norm: 0.1394 2021-03-02 15:10:37,070 - mmaction - INFO - Epoch [18][1480/1921] lr: 1.500e-03, eta: 2:36:23, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.7899, recall@top3: 0.8243, prec@top3: 0.6685, recall@top5: 0.9430, prec@top5: 0.4693, loss: 0.0346, grad_norm: 0.1461 2021-03-02 15:11:20,149 - mmaction - INFO - Epoch [18][1500/1921] lr: 1.500e-03, eta: 2:35:39, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7086, prec@thr=0.5: 0.7885, recall@top3: 0.8162, prec@top3: 0.6697, recall@top5: 0.9372, prec@top5: 0.4716, loss: 0.0350, grad_norm: 0.1433 2021-03-02 15:12:03,684 - mmaction - INFO - Epoch [18][1520/1921] lr: 1.500e-03, eta: 2:34:55, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7062, prec@thr=0.5: 0.7836, recall@top3: 0.8159, prec@top3: 0.6627, recall@top5: 0.9354, prec@top5: 0.4669, loss: 0.0349, grad_norm: 0.1423 2021-03-02 15:12:46,429 - mmaction - INFO - Epoch [18][1540/1921] lr: 1.500e-03, eta: 2:34:11, time: 2.137, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7138, prec@thr=0.5: 0.7891, recall@top3: 0.8207, prec@top3: 0.6672, recall@top5: 0.9360, prec@top5: 0.4681, loss: 0.0349, grad_norm: 0.1435 2021-03-02 15:13:29,252 - mmaction - INFO - Epoch [18][1560/1921] lr: 1.500e-03, eta: 2:33:27, time: 2.141, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7170, prec@thr=0.5: 0.7820, recall@top3: 0.8138, prec@top3: 0.6662, recall@top5: 0.9335, prec@top5: 0.4694, loss: 0.0351, grad_norm: 0.1440 2021-03-02 15:14:11,876 - mmaction - INFO - Epoch [18][1580/1921] lr: 1.500e-03, eta: 2:32:43, time: 2.131, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7177, prec@thr=0.5: 0.7963, recall@top3: 0.8176, prec@top3: 0.6738, recall@top5: 0.9393, prec@top5: 0.4755, loss: 0.0346, grad_norm: 0.1417 2021-03-02 15:14:55,657 - mmaction - INFO - Epoch [18][1600/1921] lr: 1.500e-03, eta: 2:31:59, time: 2.189, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7255, prec@thr=0.5: 0.7951, recall@top3: 0.8194, prec@top3: 0.6809, recall@top5: 0.9363, prec@top5: 0.4773, loss: 0.0352, grad_norm: 0.1425 2021-03-02 15:15:39,172 - mmaction - INFO - Epoch [18][1620/1921] lr: 1.500e-03, eta: 2:31:16, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.7872, recall@top3: 0.8195, prec@top3: 0.6599, recall@top5: 0.9424, prec@top5: 0.4661, loss: 0.0340, grad_norm: 0.1414 2021-03-02 15:16:21,986 - mmaction - INFO - Epoch [18][1640/1921] lr: 1.500e-03, eta: 2:30:32, time: 2.141, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7239, prec@thr=0.5: 0.8050, recall@top3: 0.8288, prec@top3: 0.6807, recall@top5: 0.9452, prec@top5: 0.4769, loss: 0.0338, grad_norm: 0.1408 2021-03-02 15:17:05,166 - mmaction - INFO - Epoch [18][1660/1921] lr: 1.500e-03, eta: 2:29:48, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.7925, recall@top3: 0.8259, prec@top3: 0.6668, recall@top5: 0.9437, prec@top5: 0.4696, loss: 0.0342, grad_norm: 0.1384 2021-03-02 15:17:49,779 - mmaction - INFO - Epoch [18][1680/1921] lr: 1.500e-03, eta: 2:29:04, time: 2.231, data_time: 0.001, memory: 8270, loss_action_cls: 0.0355, recall@thr=0.5: 0.7194, prec@thr=0.5: 0.7934, recall@top3: 0.8115, prec@top3: 0.6733, recall@top5: 0.9372, prec@top5: 0.4773, loss: 0.0355, grad_norm: 0.1369 2021-03-02 15:18:33,175 - mmaction - INFO - Epoch [18][1700/1921] lr: 1.500e-03, eta: 2:28:20, time: 2.170, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7263, prec@thr=0.5: 0.7938, recall@top3: 0.8253, prec@top3: 0.6720, recall@top5: 0.9390, prec@top5: 0.4698, loss: 0.0344, grad_norm: 0.1430 2021-03-02 15:19:16,150 - mmaction - INFO - Epoch [18][1720/1921] lr: 1.500e-03, eta: 2:27:36, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7241, prec@thr=0.5: 0.7982, recall@top3: 0.8275, prec@top3: 0.6737, recall@top5: 0.9443, prec@top5: 0.4725, loss: 0.0342, grad_norm: 0.1380 2021-03-02 15:20:00,265 - mmaction - INFO - Epoch [18][1740/1921] lr: 1.500e-03, eta: 2:26:53, time: 2.206, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7241, prec@thr=0.5: 0.7971, recall@top3: 0.8312, prec@top3: 0.6713, recall@top5: 0.9430, prec@top5: 0.4677, loss: 0.0338, grad_norm: 0.1372 2021-03-02 15:20:43,466 - mmaction - INFO - Epoch [18][1760/1921] lr: 1.500e-03, eta: 2:26:09, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0337, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7925, recall@top3: 0.8282, prec@top3: 0.6674, recall@top5: 0.9386, prec@top5: 0.4634, loss: 0.0337, grad_norm: 0.1422 2021-03-02 15:21:26,532 - mmaction - INFO - Epoch [18][1780/1921] lr: 1.500e-03, eta: 2:25:25, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7080, prec@thr=0.5: 0.7910, recall@top3: 0.8211, prec@top3: 0.6682, recall@top5: 0.9361, prec@top5: 0.4677, loss: 0.0354, grad_norm: 0.1397 2021-03-02 15:22:09,968 - mmaction - INFO - Epoch [18][1800/1921] lr: 1.500e-03, eta: 2:24:41, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7161, prec@thr=0.5: 0.7909, recall@top3: 0.8194, prec@top3: 0.6686, recall@top5: 0.9369, prec@top5: 0.4703, loss: 0.0350, grad_norm: 0.1445 2021-03-02 15:22:53,812 - mmaction - INFO - Epoch [18][1820/1921] lr: 1.500e-03, eta: 2:23:57, time: 2.192, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7232, prec@thr=0.5: 0.7908, recall@top3: 0.8243, prec@top3: 0.6727, recall@top5: 0.9406, prec@top5: 0.4711, loss: 0.0341, grad_norm: 0.1358 2021-03-02 15:23:37,479 - mmaction - INFO - Epoch [18][1840/1921] lr: 1.500e-03, eta: 2:23:13, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7871, recall@top3: 0.8182, prec@top3: 0.6612, recall@top5: 0.9410, prec@top5: 0.4679, loss: 0.0346, grad_norm: 0.1406 2021-03-02 15:24:20,575 - mmaction - INFO - Epoch [18][1860/1921] lr: 1.500e-03, eta: 2:22:29, time: 2.155, data_time: 0.001, memory: 8270, loss_action_cls: 0.0354, recall@thr=0.5: 0.7140, prec@thr=0.5: 0.7838, recall@top3: 0.8155, prec@top3: 0.6540, recall@top5: 0.9365, prec@top5: 0.4633, loss: 0.0354, grad_norm: 0.1437 2021-03-02 15:25:03,643 - mmaction - INFO - Epoch [18][1880/1921] lr: 1.500e-03, eta: 2:21:45, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7117, prec@thr=0.5: 0.7939, recall@top3: 0.8231, prec@top3: 0.6752, recall@top5: 0.9403, prec@top5: 0.4747, loss: 0.0349, grad_norm: 0.1418 2021-03-02 15:25:46,759 - mmaction - INFO - Epoch [18][1900/1921] lr: 1.500e-03, eta: 2:21:02, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.8007, recall@top3: 0.8296, prec@top3: 0.6728, recall@top5: 0.9395, prec@top5: 0.4667, loss: 0.0338, grad_norm: 0.1426 2021-03-02 15:26:29,644 - mmaction - INFO - Epoch [18][1920/1921] lr: 1.500e-03, eta: 2:20:18, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.7945, recall@top3: 0.8198, prec@top3: 0.6712, recall@top5: 0.9394, prec@top5: 0.4729, loss: 0.0349, grad_norm: 0.1378 2021-03-02 15:26:34,073 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-03-02 15:37:35,863 - mmaction - INFO - Evaluating mAP ... 2021-03-02 15:46:24,076 - mmaction - INFO - mAP@0.5IOU 0.2173 2021-03-02 15:46:25,203 - mmaction - INFO - Epoch(val) [18][1921] mAP@0.5IOU: 0.2173 2021-03-02 15:47:56,236 - mmaction - INFO - Epoch [19][20/1921] lr: 1.500e-03, eta: 2:19:37, time: 4.551, data_time: 2.438, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7138, prec@thr=0.5: 0.7921, recall@top3: 0.8120, prec@top3: 0.6730, recall@top5: 0.9345, prec@top5: 0.4758, loss: 0.0350, grad_norm: 0.1388 2021-03-02 15:48:39,611 - mmaction - INFO - Epoch [19][40/1921] lr: 1.500e-03, eta: 2:18:53, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.7894, recall@top3: 0.8157, prec@top3: 0.6829, recall@top5: 0.9374, prec@top5: 0.4816, loss: 0.0350, grad_norm: 0.1425 2021-03-02 15:49:22,373 - mmaction - INFO - Epoch [19][60/1921] lr: 1.500e-03, eta: 2:18:09, time: 2.138, data_time: 0.001, memory: 8270, loss_action_cls: 0.0336, recall@thr=0.5: 0.7255, prec@thr=0.5: 0.8043, recall@top3: 0.8268, prec@top3: 0.6830, recall@top5: 0.9449, prec@top5: 0.4792, loss: 0.0336, grad_norm: 0.1379 2021-03-02 15:50:05,274 - mmaction - INFO - Epoch [19][80/1921] lr: 1.500e-03, eta: 2:17:25, time: 2.145, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7841, recall@top3: 0.8219, prec@top3: 0.6640, recall@top5: 0.9356, prec@top5: 0.4641, loss: 0.0348, grad_norm: 0.1456 2021-03-02 15:50:48,650 - mmaction - INFO - Epoch [19][100/1921] lr: 1.500e-03, eta: 2:16:41, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0337, recall@thr=0.5: 0.7308, prec@thr=0.5: 0.8020, recall@top3: 0.8289, prec@top3: 0.6782, recall@top5: 0.9415, prec@top5: 0.4733, loss: 0.0337, grad_norm: 0.1384 2021-03-02 15:51:31,986 - mmaction - INFO - Epoch [19][120/1921] lr: 1.500e-03, eta: 2:15:57, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7288, prec@thr=0.5: 0.7947, recall@top3: 0.8252, prec@top3: 0.6645, recall@top5: 0.9388, prec@top5: 0.4650, loss: 0.0340, grad_norm: 0.1385 2021-03-02 15:52:15,640 - mmaction - INFO - Epoch [19][140/1921] lr: 1.500e-03, eta: 2:15:13, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7064, prec@thr=0.5: 0.7823, recall@top3: 0.8110, prec@top3: 0.6670, recall@top5: 0.9368, prec@top5: 0.4736, loss: 0.0357, grad_norm: 0.1426 2021-03-02 15:52:58,761 - mmaction - INFO - Epoch [19][160/1921] lr: 1.500e-03, eta: 2:14:29, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7895, recall@top3: 0.8233, prec@top3: 0.6612, recall@top5: 0.9402, prec@top5: 0.4635, loss: 0.0345, grad_norm: 0.1404 2021-03-02 15:53:43,150 - mmaction - INFO - Epoch [19][180/1921] lr: 1.500e-03, eta: 2:13:46, time: 2.220, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7914, recall@top3: 0.8234, prec@top3: 0.6692, recall@top5: 0.9361, prec@top5: 0.4691, loss: 0.0346, grad_norm: 0.1365 2021-03-02 15:54:26,398 - mmaction - INFO - Epoch [19][200/1921] lr: 1.500e-03, eta: 2:13:02, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.7939, recall@top3: 0.8216, prec@top3: 0.6729, recall@top5: 0.9351, prec@top5: 0.4709, loss: 0.0353, grad_norm: 0.1441 2021-03-02 15:55:09,729 - mmaction - INFO - Epoch [19][220/1921] lr: 1.500e-03, eta: 2:12:18, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.7932, recall@top3: 0.8241, prec@top3: 0.6768, recall@top5: 0.9402, prec@top5: 0.4753, loss: 0.0343, grad_norm: 0.1386 2021-03-02 15:55:53,342 - mmaction - INFO - Epoch [19][240/1921] lr: 1.500e-03, eta: 2:11:34, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7157, prec@thr=0.5: 0.7902, recall@top3: 0.8182, prec@top3: 0.6683, recall@top5: 0.9394, prec@top5: 0.4717, loss: 0.0350, grad_norm: 0.1419 2021-03-02 15:56:36,934 - mmaction - INFO - Epoch [19][260/1921] lr: 1.500e-03, eta: 2:10:50, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0337, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.7995, recall@top3: 0.8276, prec@top3: 0.6779, recall@top5: 0.9441, prec@top5: 0.4769, loss: 0.0337, grad_norm: 0.1411 2021-03-02 15:57:20,600 - mmaction - INFO - Epoch [19][280/1921] lr: 1.500e-03, eta: 2:10:06, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0333, recall@thr=0.5: 0.7301, prec@thr=0.5: 0.8009, recall@top3: 0.8243, prec@top3: 0.6713, recall@top5: 0.9415, prec@top5: 0.4719, loss: 0.0333, grad_norm: 0.1388 2021-03-02 15:58:05,048 - mmaction - INFO - Epoch [19][300/1921] lr: 1.500e-03, eta: 2:09:22, time: 2.222, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.7968, recall@top3: 0.8255, prec@top3: 0.6818, recall@top5: 0.9423, prec@top5: 0.4774, loss: 0.0347, grad_norm: 0.1406 2021-03-02 15:58:47,469 - mmaction - INFO - Epoch [19][320/1921] lr: 1.500e-03, eta: 2:08:38, time: 2.121, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7987, recall@top3: 0.8257, prec@top3: 0.6750, recall@top5: 0.9431, prec@top5: 0.4732, loss: 0.0338, grad_norm: 0.1422 2021-03-02 15:59:30,243 - mmaction - INFO - Epoch [19][340/1921] lr: 1.500e-03, eta: 2:07:55, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7242, prec@thr=0.5: 0.7944, recall@top3: 0.8208, prec@top3: 0.6676, recall@top5: 0.9400, prec@top5: 0.4691, loss: 0.0349, grad_norm: 0.1426 2021-03-02 16:00:14,623 - mmaction - INFO - Epoch [19][360/1921] lr: 1.500e-03, eta: 2:07:11, time: 2.219, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7981, recall@top3: 0.8255, prec@top3: 0.6687, recall@top5: 0.9440, prec@top5: 0.4703, loss: 0.0342, grad_norm: 0.1413 2021-03-02 16:00:58,039 - mmaction - INFO - Epoch [19][380/1921] lr: 1.500e-03, eta: 2:06:27, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7217, prec@thr=0.5: 0.8005, recall@top3: 0.8225, prec@top3: 0.6814, recall@top5: 0.9411, prec@top5: 0.4787, loss: 0.0343, grad_norm: 0.1392 2021-03-02 16:01:41,538 - mmaction - INFO - Epoch [19][400/1921] lr: 1.500e-03, eta: 2:05:43, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7898, recall@top3: 0.8283, prec@top3: 0.6737, recall@top5: 0.9436, prec@top5: 0.4713, loss: 0.0341, grad_norm: 0.1408 2021-03-02 16:02:23,756 - mmaction - INFO - Epoch [19][420/1921] lr: 1.500e-03, eta: 2:04:59, time: 2.111, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7850, recall@top3: 0.8227, prec@top3: 0.6579, recall@top5: 0.9410, prec@top5: 0.4613, loss: 0.0346, grad_norm: 0.1432 2021-03-02 16:03:07,488 - mmaction - INFO - Epoch [19][440/1921] lr: 1.500e-03, eta: 2:04:15, time: 2.187, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.7994, recall@top3: 0.8257, prec@top3: 0.6740, recall@top5: 0.9408, prec@top5: 0.4717, loss: 0.0342, grad_norm: 0.1389 2021-03-02 16:03:51,994 - mmaction - INFO - Epoch [19][460/1921] lr: 1.500e-03, eta: 2:03:31, time: 2.225, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.7955, recall@top3: 0.8233, prec@top3: 0.6778, recall@top5: 0.9391, prec@top5: 0.4746, loss: 0.0352, grad_norm: 0.1410 2021-03-02 16:04:35,777 - mmaction - INFO - Epoch [19][480/1921] lr: 1.500e-03, eta: 2:02:48, time: 2.189, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7131, prec@thr=0.5: 0.7852, recall@top3: 0.8144, prec@top3: 0.6664, recall@top5: 0.9368, prec@top5: 0.4700, loss: 0.0349, grad_norm: 0.1408 2021-03-02 16:05:19,022 - mmaction - INFO - Epoch [19][500/1921] lr: 1.500e-03, eta: 2:02:04, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7772, recall@top3: 0.8186, prec@top3: 0.6624, recall@top5: 0.9409, prec@top5: 0.4679, loss: 0.0348, grad_norm: 0.1407 2021-03-02 16:06:01,872 - mmaction - INFO - Epoch [19][520/1921] lr: 1.500e-03, eta: 2:01:20, time: 2.142, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7074, prec@thr=0.5: 0.7921, recall@top3: 0.8245, prec@top3: 0.6684, recall@top5: 0.9395, prec@top5: 0.4667, loss: 0.0345, grad_norm: 0.1400 2021-03-02 16:06:45,369 - mmaction - INFO - Epoch [19][540/1921] lr: 1.500e-03, eta: 2:00:36, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7098, prec@thr=0.5: 0.7931, recall@top3: 0.8186, prec@top3: 0.6717, recall@top5: 0.9362, prec@top5: 0.4722, loss: 0.0350, grad_norm: 0.1414 2021-03-02 16:07:29,461 - mmaction - INFO - Epoch [19][560/1921] lr: 1.500e-03, eta: 1:59:52, time: 2.205, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.7911, recall@top3: 0.8214, prec@top3: 0.6691, recall@top5: 0.9388, prec@top5: 0.4701, loss: 0.0348, grad_norm: 0.1424 2021-03-02 16:08:12,914 - mmaction - INFO - Epoch [19][580/1921] lr: 1.500e-03, eta: 1:59:08, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7300, prec@thr=0.5: 0.7952, recall@top3: 0.8264, prec@top3: 0.6748, recall@top5: 0.9404, prec@top5: 0.4725, loss: 0.0339, grad_norm: 0.1415 2021-03-02 16:08:55,272 - mmaction - INFO - Epoch [19][600/1921] lr: 1.500e-03, eta: 1:58:24, time: 2.118, data_time: 0.001, memory: 8270, loss_action_cls: 0.0332, recall@thr=0.5: 0.7356, prec@thr=0.5: 0.8100, recall@top3: 0.8318, prec@top3: 0.6763, recall@top5: 0.9437, prec@top5: 0.4721, loss: 0.0332, grad_norm: 0.1401 2021-03-02 16:09:38,664 - mmaction - INFO - Epoch [19][620/1921] lr: 1.500e-03, eta: 1:57:40, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7831, recall@top3: 0.8192, prec@top3: 0.6600, recall@top5: 0.9368, prec@top5: 0.4627, loss: 0.0343, grad_norm: 0.1419 2021-03-02 16:10:22,528 - mmaction - INFO - Epoch [19][640/1921] lr: 1.500e-03, eta: 1:56:57, time: 2.193, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7122, prec@thr=0.5: 0.7944, recall@top3: 0.8198, prec@top3: 0.6690, recall@top5: 0.9383, prec@top5: 0.4704, loss: 0.0346, grad_norm: 0.1408 2021-03-02 16:11:06,041 - mmaction - INFO - Epoch [19][660/1921] lr: 1.500e-03, eta: 1:56:13, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7107, prec@thr=0.5: 0.7902, recall@top3: 0.8240, prec@top3: 0.6657, recall@top5: 0.9380, prec@top5: 0.4653, loss: 0.0348, grad_norm: 0.1401 2021-03-02 16:11:48,960 - mmaction - INFO - Epoch [19][680/1921] lr: 1.500e-03, eta: 1:55:29, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7093, prec@thr=0.5: 0.7879, recall@top3: 0.8210, prec@top3: 0.6676, recall@top5: 0.9395, prec@top5: 0.4688, loss: 0.0350, grad_norm: 0.1412 2021-03-02 16:12:32,114 - mmaction - INFO - Epoch [19][700/1921] lr: 1.500e-03, eta: 1:54:45, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0337, recall@thr=0.5: 0.7295, prec@thr=0.5: 0.8001, recall@top3: 0.8304, prec@top3: 0.6705, recall@top5: 0.9386, prec@top5: 0.4657, loss: 0.0337, grad_norm: 0.1400 2021-03-02 16:13:14,742 - mmaction - INFO - Epoch [19][720/1921] lr: 1.500e-03, eta: 1:54:01, time: 2.131, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.7969, recall@top3: 0.8280, prec@top3: 0.6785, recall@top5: 0.9412, prec@top5: 0.4741, loss: 0.0340, grad_norm: 0.1400 2021-03-02 16:13:58,302 - mmaction - INFO - Epoch [19][740/1921] lr: 1.500e-03, eta: 1:53:17, time: 2.178, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7250, prec@thr=0.5: 0.8038, recall@top3: 0.8305, prec@top3: 0.6784, recall@top5: 0.9433, prec@top5: 0.4732, loss: 0.0339, grad_norm: 0.1367 2021-03-02 16:14:41,967 - mmaction - INFO - Epoch [19][760/1921] lr: 1.500e-03, eta: 1:52:33, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.7882, recall@top3: 0.8211, prec@top3: 0.6692, recall@top5: 0.9388, prec@top5: 0.4688, loss: 0.0346, grad_norm: 0.1396 2021-03-02 16:15:24,835 - mmaction - INFO - Epoch [19][780/1921] lr: 1.500e-03, eta: 1:51:49, time: 2.144, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7910, recall@top3: 0.8228, prec@top3: 0.6683, recall@top5: 0.9404, prec@top5: 0.4699, loss: 0.0347, grad_norm: 0.1429 2021-03-02 16:16:08,098 - mmaction - INFO - Epoch [19][800/1921] lr: 1.500e-03, eta: 1:51:06, time: 2.163, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7313, prec@thr=0.5: 0.7998, recall@top3: 0.8212, prec@top3: 0.6847, recall@top5: 0.9417, prec@top5: 0.4831, loss: 0.0341, grad_norm: 0.1433 2021-03-02 16:16:51,996 - mmaction - INFO - Epoch [19][820/1921] lr: 1.500e-03, eta: 1:50:22, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0357, recall@thr=0.5: 0.7214, prec@thr=0.5: 0.7922, recall@top3: 0.8145, prec@top3: 0.6907, recall@top5: 0.9360, prec@top5: 0.4873, loss: 0.0357, grad_norm: 0.1425 2021-03-02 16:17:35,484 - mmaction - INFO - Epoch [19][840/1921] lr: 1.500e-03, eta: 1:49:38, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0329, recall@thr=0.5: 0.7360, prec@thr=0.5: 0.8005, recall@top3: 0.8297, prec@top3: 0.6742, recall@top5: 0.9424, prec@top5: 0.4711, loss: 0.0329, grad_norm: 0.1374 2021-03-02 16:18:18,829 - mmaction - INFO - Epoch [19][860/1921] lr: 1.500e-03, eta: 1:48:54, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7323, prec@thr=0.5: 0.7914, recall@top3: 0.8262, prec@top3: 0.6813, recall@top5: 0.9420, prec@top5: 0.4762, loss: 0.0338, grad_norm: 0.1391 2021-03-02 16:19:01,827 - mmaction - INFO - Epoch [19][880/1921] lr: 1.500e-03, eta: 1:48:10, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0336, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.7936, recall@top3: 0.8287, prec@top3: 0.6729, recall@top5: 0.9435, prec@top5: 0.4695, loss: 0.0336, grad_norm: 0.1403 2021-03-02 16:19:45,367 - mmaction - INFO - Epoch [19][900/1921] lr: 1.500e-03, eta: 1:47:26, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0336, recall@thr=0.5: 0.7294, prec@thr=0.5: 0.7996, recall@top3: 0.8293, prec@top3: 0.6751, recall@top5: 0.9398, prec@top5: 0.4716, loss: 0.0336, grad_norm: 0.1392 2021-03-02 16:20:28,651 - mmaction - INFO - Epoch [19][920/1921] lr: 1.500e-03, eta: 1:46:42, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.8017, recall@top3: 0.8223, prec@top3: 0.6816, recall@top5: 0.9432, prec@top5: 0.4812, loss: 0.0339, grad_norm: 0.1434 2021-03-02 16:21:12,180 - mmaction - INFO - Epoch [19][940/1921] lr: 1.500e-03, eta: 1:45:58, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7874, recall@top3: 0.8242, prec@top3: 0.6684, recall@top5: 0.9398, prec@top5: 0.4684, loss: 0.0347, grad_norm: 0.1417 2021-03-02 16:21:56,138 - mmaction - INFO - Epoch [19][960/1921] lr: 1.500e-03, eta: 1:45:15, time: 2.198, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7081, prec@thr=0.5: 0.7848, recall@top3: 0.8155, prec@top3: 0.6675, recall@top5: 0.9330, prec@top5: 0.4687, loss: 0.0352, grad_norm: 0.1423 2021-03-02 16:22:39,672 - mmaction - INFO - Epoch [19][980/1921] lr: 1.500e-03, eta: 1:44:31, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7264, prec@thr=0.5: 0.7967, recall@top3: 0.8212, prec@top3: 0.6737, recall@top5: 0.9409, prec@top5: 0.4737, loss: 0.0338, grad_norm: 0.1417 2021-03-02 16:23:23,699 - mmaction - INFO - Epoch [19][1000/1921] lr: 1.500e-03, eta: 1:43:47, time: 2.201, data_time: 0.001, memory: 8270, loss_action_cls: 0.0337, recall@thr=0.5: 0.7323, prec@thr=0.5: 0.7967, recall@top3: 0.8290, prec@top3: 0.6756, recall@top5: 0.9437, prec@top5: 0.4730, loss: 0.0337, grad_norm: 0.1399 2021-03-02 16:24:07,272 - mmaction - INFO - Epoch [19][1020/1921] lr: 1.500e-03, eta: 1:43:03, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.7944, recall@top3: 0.8238, prec@top3: 0.6774, recall@top5: 0.9371, prec@top5: 0.4742, loss: 0.0347, grad_norm: 0.1400 2021-03-02 16:24:50,856 - mmaction - INFO - Epoch [19][1040/1921] lr: 1.500e-03, eta: 1:42:19, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0337, recall@thr=0.5: 0.7298, prec@thr=0.5: 0.7976, recall@top3: 0.8293, prec@top3: 0.6696, recall@top5: 0.9425, prec@top5: 0.4685, loss: 0.0337, grad_norm: 0.1425 2021-03-02 16:25:34,381 - mmaction - INFO - Epoch [19][1060/1921] lr: 1.500e-03, eta: 1:41:35, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7163, prec@thr=0.5: 0.7928, recall@top3: 0.8238, prec@top3: 0.6648, recall@top5: 0.9408, prec@top5: 0.4668, loss: 0.0343, grad_norm: 0.1400 2021-03-02 16:26:17,766 - mmaction - INFO - Epoch [19][1080/1921] lr: 1.500e-03, eta: 1:40:52, time: 2.169, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.7886, recall@top3: 0.8248, prec@top3: 0.6681, recall@top5: 0.9407, prec@top5: 0.4680, loss: 0.0340, grad_norm: 0.1438 2021-03-02 16:27:01,189 - mmaction - INFO - Epoch [19][1100/1921] lr: 1.500e-03, eta: 1:40:08, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7987, recall@top3: 0.8249, prec@top3: 0.6717, recall@top5: 0.9362, prec@top5: 0.4686, loss: 0.0346, grad_norm: 0.1390 2021-03-02 16:27:43,790 - mmaction - INFO - Epoch [19][1120/1921] lr: 1.500e-03, eta: 1:39:24, time: 2.130, data_time: 0.001, memory: 8270, loss_action_cls: 0.0336, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.8026, recall@top3: 0.8318, prec@top3: 0.6862, recall@top5: 0.9430, prec@top5: 0.4784, loss: 0.0336, grad_norm: 0.1391 2021-03-02 16:28:27,549 - mmaction - INFO - Epoch [19][1140/1921] lr: 1.500e-03, eta: 1:38:40, time: 2.188, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7365, prec@thr=0.5: 0.7998, recall@top3: 0.8285, prec@top3: 0.6762, recall@top5: 0.9412, prec@top5: 0.4718, loss: 0.0340, grad_norm: 0.1397 2021-03-02 16:29:10,465 - mmaction - INFO - Epoch [19][1160/1921] lr: 1.500e-03, eta: 1:37:56, time: 2.146, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7269, prec@thr=0.5: 0.8056, recall@top3: 0.8242, prec@top3: 0.6728, recall@top5: 0.9409, prec@top5: 0.4717, loss: 0.0342, grad_norm: 0.1434 2021-03-02 16:29:53,711 - mmaction - INFO - Epoch [19][1180/1921] lr: 1.500e-03, eta: 1:37:12, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0335, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7975, recall@top3: 0.8212, prec@top3: 0.6775, recall@top5: 0.9432, prec@top5: 0.4782, loss: 0.0335, grad_norm: 0.1392 2021-03-02 16:30:36,840 - mmaction - INFO - Epoch [19][1200/1921] lr: 1.500e-03, eta: 1:36:28, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7225, prec@thr=0.5: 0.7989, recall@top3: 0.8239, prec@top3: 0.6733, recall@top5: 0.9415, prec@top5: 0.4725, loss: 0.0345, grad_norm: 0.1434 2021-03-02 16:31:20,168 - mmaction - INFO - Epoch [19][1220/1921] lr: 1.500e-03, eta: 1:35:45, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7938, recall@top3: 0.8174, prec@top3: 0.6765, recall@top5: 0.9356, prec@top5: 0.4748, loss: 0.0348, grad_norm: 0.1403 2021-03-02 16:32:03,015 - mmaction - INFO - Epoch [19][1240/1921] lr: 1.500e-03, eta: 1:35:01, time: 2.143, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.7981, recall@top3: 0.8223, prec@top3: 0.6773, recall@top5: 0.9398, prec@top5: 0.4775, loss: 0.0343, grad_norm: 0.1408 2021-03-02 16:32:46,647 - mmaction - INFO - Epoch [19][1260/1921] lr: 1.500e-03, eta: 1:34:17, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7887, recall@top3: 0.8249, prec@top3: 0.6750, recall@top5: 0.9393, prec@top5: 0.4716, loss: 0.0343, grad_norm: 0.1411 2021-03-02 16:33:29,009 - mmaction - INFO - Epoch [19][1280/1921] lr: 1.500e-03, eta: 1:33:33, time: 2.118, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7227, prec@thr=0.5: 0.7978, recall@top3: 0.8180, prec@top3: 0.6640, recall@top5: 0.9339, prec@top5: 0.4652, loss: 0.0349, grad_norm: 0.1436 2021-03-02 16:34:12,015 - mmaction - INFO - Epoch [19][1300/1921] lr: 1.500e-03, eta: 1:32:49, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7278, prec@thr=0.5: 0.7961, recall@top3: 0.8221, prec@top3: 0.6712, recall@top5: 0.9399, prec@top5: 0.4714, loss: 0.0343, grad_norm: 0.1445 2021-03-02 16:34:55,493 - mmaction - INFO - Epoch [19][1320/1921] lr: 1.500e-03, eta: 1:32:05, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0335, recall@thr=0.5: 0.7331, prec@thr=0.5: 0.8023, recall@top3: 0.8267, prec@top3: 0.6783, recall@top5: 0.9465, prec@top5: 0.4764, loss: 0.0335, grad_norm: 0.1388 2021-03-02 16:35:39,322 - mmaction - INFO - Epoch [19][1340/1921] lr: 1.500e-03, eta: 1:31:21, time: 2.192, data_time: 0.001, memory: 8270, loss_action_cls: 0.0337, recall@thr=0.5: 0.7245, prec@thr=0.5: 0.7922, recall@top3: 0.8244, prec@top3: 0.6785, recall@top5: 0.9404, prec@top5: 0.4740, loss: 0.0337, grad_norm: 0.1380 2021-03-02 16:36:22,221 - mmaction - INFO - Epoch [19][1360/1921] lr: 1.500e-03, eta: 1:30:37, time: 2.145, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7145, prec@thr=0.5: 0.7789, recall@top3: 0.8143, prec@top3: 0.6607, recall@top5: 0.9395, prec@top5: 0.4682, loss: 0.0349, grad_norm: 0.1462 2021-03-02 16:37:05,819 - mmaction - INFO - Epoch [19][1380/1921] lr: 1.500e-03, eta: 1:29:54, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7121, prec@thr=0.5: 0.7889, recall@top3: 0.8155, prec@top3: 0.6667, recall@top5: 0.9374, prec@top5: 0.4699, loss: 0.0351, grad_norm: 0.1440 2021-03-02 16:37:48,725 - mmaction - INFO - Epoch [19][1400/1921] lr: 1.500e-03, eta: 1:29:10, time: 2.145, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.7892, recall@top3: 0.8262, prec@top3: 0.6778, recall@top5: 0.9447, prec@top5: 0.4745, loss: 0.0340, grad_norm: 0.1398 2021-03-02 16:38:31,973 - mmaction - INFO - Epoch [19][1420/1921] lr: 1.500e-03, eta: 1:28:26, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7257, prec@thr=0.5: 0.7923, recall@top3: 0.8269, prec@top3: 0.6659, recall@top5: 0.9416, prec@top5: 0.4667, loss: 0.0343, grad_norm: 0.1407 2021-03-02 16:39:15,329 - mmaction - INFO - Epoch [19][1440/1921] lr: 1.500e-03, eta: 1:27:42, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7901, recall@top3: 0.8232, prec@top3: 0.6800, recall@top5: 0.9456, prec@top5: 0.4801, loss: 0.0341, grad_norm: 0.1438 2021-03-02 16:39:58,785 - mmaction - INFO - Epoch [19][1460/1921] lr: 1.500e-03, eta: 1:26:58, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7906, recall@top3: 0.8248, prec@top3: 0.6683, recall@top5: 0.9382, prec@top5: 0.4668, loss: 0.0353, grad_norm: 0.1452 2021-03-02 16:40:42,137 - mmaction - INFO - Epoch [19][1480/1921] lr: 1.500e-03, eta: 1:26:14, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0337, recall@thr=0.5: 0.7284, prec@thr=0.5: 0.8005, recall@top3: 0.8286, prec@top3: 0.6831, recall@top5: 0.9420, prec@top5: 0.4765, loss: 0.0337, grad_norm: 0.1367 2021-03-02 16:41:24,800 - mmaction - INFO - Epoch [19][1500/1921] lr: 1.500e-03, eta: 1:25:30, time: 2.133, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7916, recall@top3: 0.8212, prec@top3: 0.6605, recall@top5: 0.9355, prec@top5: 0.4632, loss: 0.0346, grad_norm: 0.1436 2021-03-02 16:42:08,003 - mmaction - INFO - Epoch [19][1520/1921] lr: 1.500e-03, eta: 1:24:47, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0334, recall@thr=0.5: 0.7307, prec@thr=0.5: 0.7989, recall@top3: 0.8299, prec@top3: 0.6744, recall@top5: 0.9433, prec@top5: 0.4706, loss: 0.0334, grad_norm: 0.1421 2021-03-02 16:42:51,583 - mmaction - INFO - Epoch [19][1540/1921] lr: 1.500e-03, eta: 1:24:03, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7102, prec@thr=0.5: 0.7924, recall@top3: 0.8173, prec@top3: 0.6687, recall@top5: 0.9383, prec@top5: 0.4710, loss: 0.0349, grad_norm: 0.1435 2021-03-02 16:43:34,607 - mmaction - INFO - Epoch [19][1560/1921] lr: 1.500e-03, eta: 1:23:19, time: 2.151, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7257, prec@thr=0.5: 0.7978, recall@top3: 0.8243, prec@top3: 0.6763, recall@top5: 0.9419, prec@top5: 0.4746, loss: 0.0341, grad_norm: 0.1422 2021-03-02 16:44:18,070 - mmaction - INFO - Epoch [19][1580/1921] lr: 1.500e-03, eta: 1:22:35, time: 2.173, data_time: 0.002, memory: 8270, loss_action_cls: 0.0335, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7980, recall@top3: 0.8288, prec@top3: 0.6618, recall@top5: 0.9422, prec@top5: 0.4621, loss: 0.0335, grad_norm: 0.1380 2021-03-02 16:45:00,856 - mmaction - INFO - Epoch [19][1600/1921] lr: 1.500e-03, eta: 1:21:51, time: 2.140, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7142, prec@thr=0.5: 0.7928, recall@top3: 0.8257, prec@top3: 0.6676, recall@top5: 0.9394, prec@top5: 0.4660, loss: 0.0345, grad_norm: 0.1457 2021-03-02 16:45:44,271 - mmaction - INFO - Epoch [19][1620/1921] lr: 1.500e-03, eta: 1:21:07, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.7985, recall@top3: 0.8271, prec@top3: 0.6774, recall@top5: 0.9389, prec@top5: 0.4725, loss: 0.0347, grad_norm: 0.1422 2021-03-02 16:46:26,980 - mmaction - INFO - Epoch [19][1640/1921] lr: 1.500e-03, eta: 1:20:23, time: 2.135, data_time: 0.001, memory: 8270, loss_action_cls: 0.0337, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.7875, recall@top3: 0.8240, prec@top3: 0.6675, recall@top5: 0.9463, prec@top5: 0.4702, loss: 0.0337, grad_norm: 0.1440 2021-03-02 16:47:10,182 - mmaction - INFO - Epoch [19][1660/1921] lr: 1.500e-03, eta: 1:19:40, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.7872, recall@top3: 0.8179, prec@top3: 0.6669, recall@top5: 0.9416, prec@top5: 0.4717, loss: 0.0346, grad_norm: 0.1408 2021-03-02 16:47:53,470 - mmaction - INFO - Epoch [19][1680/1921] lr: 1.500e-03, eta: 1:18:56, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.7985, recall@top3: 0.8299, prec@top3: 0.6666, recall@top5: 0.9414, prec@top5: 0.4643, loss: 0.0339, grad_norm: 0.1373 2021-03-02 16:48:37,290 - mmaction - INFO - Epoch [19][1700/1921] lr: 1.500e-03, eta: 1:18:12, time: 2.191, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7208, prec@thr=0.5: 0.7992, recall@top3: 0.8204, prec@top3: 0.6696, recall@top5: 0.9405, prec@top5: 0.4712, loss: 0.0344, grad_norm: 0.1394 2021-03-02 16:49:20,332 - mmaction - INFO - Epoch [19][1720/1921] lr: 1.500e-03, eta: 1:17:28, time: 2.152, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7227, prec@thr=0.5: 0.7903, recall@top3: 0.8236, prec@top3: 0.6697, recall@top5: 0.9393, prec@top5: 0.4686, loss: 0.0344, grad_norm: 0.1408 2021-03-02 16:50:02,811 - mmaction - INFO - Epoch [19][1740/1921] lr: 1.500e-03, eta: 1:16:44, time: 2.124, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7272, prec@thr=0.5: 0.7933, recall@top3: 0.8246, prec@top3: 0.6747, recall@top5: 0.9397, prec@top5: 0.4726, loss: 0.0344, grad_norm: 0.1430 2021-03-02 16:50:45,785 - mmaction - INFO - Epoch [19][1760/1921] lr: 1.500e-03, eta: 1:16:00, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.7989, recall@top3: 0.8236, prec@top3: 0.6742, recall@top5: 0.9406, prec@top5: 0.4714, loss: 0.0338, grad_norm: 0.1413 2021-03-02 16:51:29,034 - mmaction - INFO - Epoch [19][1780/1921] lr: 1.500e-03, eta: 1:15:17, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7237, prec@thr=0.5: 0.7983, recall@top3: 0.8266, prec@top3: 0.6866, recall@top5: 0.9426, prec@top5: 0.4808, loss: 0.0345, grad_norm: 0.1424 2021-03-02 16:52:12,928 - mmaction - INFO - Epoch [19][1800/1921] lr: 1.500e-03, eta: 1:14:33, time: 2.195, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7180, prec@thr=0.5: 0.7868, recall@top3: 0.8215, prec@top3: 0.6676, recall@top5: 0.9404, prec@top5: 0.4691, loss: 0.0346, grad_norm: 0.1397 2021-03-02 16:52:55,978 - mmaction - INFO - Epoch [19][1820/1921] lr: 1.500e-03, eta: 1:13:49, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.7880, recall@top3: 0.8245, prec@top3: 0.6695, recall@top5: 0.9361, prec@top5: 0.4672, loss: 0.0346, grad_norm: 0.1455 2021-03-02 16:53:39,178 - mmaction - INFO - Epoch [19][1840/1921] lr: 1.500e-03, eta: 1:13:05, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7935, recall@top3: 0.8216, prec@top3: 0.6644, recall@top5: 0.9413, prec@top5: 0.4663, loss: 0.0343, grad_norm: 0.1443 2021-03-02 16:54:22,711 - mmaction - INFO - Epoch [19][1860/1921] lr: 1.500e-03, eta: 1:12:21, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7126, prec@thr=0.5: 0.7894, recall@top3: 0.8276, prec@top3: 0.6719, recall@top5: 0.9387, prec@top5: 0.4680, loss: 0.0342, grad_norm: 0.1372 2021-03-02 16:55:05,282 - mmaction - INFO - Epoch [19][1880/1921] lr: 1.500e-03, eta: 1:11:37, time: 2.129, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7227, prec@thr=0.5: 0.7931, recall@top3: 0.8262, prec@top3: 0.6731, recall@top5: 0.9407, prec@top5: 0.4701, loss: 0.0343, grad_norm: 0.1416 2021-03-02 16:55:47,947 - mmaction - INFO - Epoch [19][1900/1921] lr: 1.500e-03, eta: 1:10:53, time: 2.133, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7204, prec@thr=0.5: 0.7881, recall@top3: 0.8136, prec@top3: 0.6643, recall@top5: 0.9346, prec@top5: 0.4680, loss: 0.0348, grad_norm: 0.1438 2021-03-02 16:56:30,051 - mmaction - INFO - Epoch [19][1920/1921] lr: 1.500e-03, eta: 1:10:10, time: 2.105, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7264, prec@thr=0.5: 0.7940, recall@top3: 0.8219, prec@top3: 0.6699, recall@top5: 0.9380, prec@top5: 0.4684, loss: 0.0342, grad_norm: 0.1452 2021-03-02 16:56:34,041 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-03-02 17:07:36,240 - mmaction - INFO - Evaluating mAP ... 2021-03-02 17:16:12,086 - mmaction - INFO - mAP@0.5IOU 0.2180 2021-03-02 17:16:13,602 - mmaction - INFO - Epoch(val) [19][1921] mAP@0.5IOU: 0.2180 2021-03-02 17:17:47,383 - mmaction - INFO - Epoch [20][20/1921] lr: 1.500e-03, eta: 1:09:26, time: 4.683, data_time: 2.567, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7143, prec@thr=0.5: 0.7897, recall@top3: 0.8163, prec@top3: 0.6639, recall@top5: 0.9380, prec@top5: 0.4688, loss: 0.0349, grad_norm: 0.1411 2021-03-02 17:18:30,592 - mmaction - INFO - Epoch [20][40/1921] lr: 1.500e-03, eta: 1:08:42, time: 2.160, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.8014, recall@top3: 0.8253, prec@top3: 0.6733, recall@top5: 0.9420, prec@top5: 0.4721, loss: 0.0342, grad_norm: 0.1421 2021-03-02 17:19:13,948 - mmaction - INFO - Epoch [20][60/1921] lr: 1.500e-03, eta: 1:07:58, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.7847, recall@top3: 0.8194, prec@top3: 0.6640, recall@top5: 0.9408, prec@top5: 0.4672, loss: 0.0349, grad_norm: 0.1481 2021-03-02 17:19:57,587 - mmaction - INFO - Epoch [20][80/1921] lr: 1.500e-03, eta: 1:07:14, time: 2.182, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7146, prec@thr=0.5: 0.7884, recall@top3: 0.8227, prec@top3: 0.6666, recall@top5: 0.9404, prec@top5: 0.4681, loss: 0.0348, grad_norm: 0.1429 2021-03-02 17:20:41,398 - mmaction - INFO - Epoch [20][100/1921] lr: 1.500e-03, eta: 1:06:31, time: 2.191, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7171, prec@thr=0.5: 0.7962, recall@top3: 0.8228, prec@top3: 0.6713, recall@top5: 0.9386, prec@top5: 0.4707, loss: 0.0348, grad_norm: 0.1361 2021-03-02 17:21:25,219 - mmaction - INFO - Epoch [20][120/1921] lr: 1.500e-03, eta: 1:05:47, time: 2.191, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7262, prec@thr=0.5: 0.7929, recall@top3: 0.8263, prec@top3: 0.6770, recall@top5: 0.9428, prec@top5: 0.4744, loss: 0.0342, grad_norm: 0.1412 2021-03-02 17:22:08,643 - mmaction - INFO - Epoch [20][140/1921] lr: 1.500e-03, eta: 1:05:03, time: 2.171, data_time: 0.001, memory: 8270, loss_action_cls: 0.0335, recall@thr=0.5: 0.7317, prec@thr=0.5: 0.7990, recall@top3: 0.8309, prec@top3: 0.6675, recall@top5: 0.9427, prec@top5: 0.4647, loss: 0.0335, grad_norm: 0.1393 2021-03-02 17:22:51,994 - mmaction - INFO - Epoch [20][160/1921] lr: 1.500e-03, eta: 1:04:19, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7142, prec@thr=0.5: 0.7961, recall@top3: 0.8242, prec@top3: 0.6734, recall@top5: 0.9376, prec@top5: 0.4711, loss: 0.0346, grad_norm: 0.1430 2021-03-02 17:23:35,344 - mmaction - INFO - Epoch [20][180/1921] lr: 1.500e-03, eta: 1:03:35, time: 2.167, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7100, prec@thr=0.5: 0.7894, recall@top3: 0.8206, prec@top3: 0.6607, recall@top5: 0.9405, prec@top5: 0.4641, loss: 0.0344, grad_norm: 0.1409 2021-03-02 17:24:18,902 - mmaction - INFO - Epoch [20][200/1921] lr: 1.500e-03, eta: 1:02:51, time: 2.178, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7889, recall@top3: 0.8160, prec@top3: 0.6658, recall@top5: 0.9367, prec@top5: 0.4691, loss: 0.0348, grad_norm: 0.1393 2021-03-02 17:25:02,962 - mmaction - INFO - Epoch [20][220/1921] lr: 1.500e-03, eta: 1:02:08, time: 2.203, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7270, prec@thr=0.5: 0.8050, recall@top3: 0.8221, prec@top3: 0.6824, recall@top5: 0.9412, prec@top5: 0.4802, loss: 0.0342, grad_norm: 0.1385 2021-03-02 17:25:46,077 - mmaction - INFO - Epoch [20][240/1921] lr: 1.500e-03, eta: 1:01:24, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7218, prec@thr=0.5: 0.7983, recall@top3: 0.8252, prec@top3: 0.6785, recall@top5: 0.9395, prec@top5: 0.4733, loss: 0.0342, grad_norm: 0.1413 2021-03-02 17:26:29,554 - mmaction - INFO - Epoch [20][260/1921] lr: 1.500e-03, eta: 1:00:40, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7224, prec@thr=0.5: 0.7819, recall@top3: 0.8209, prec@top3: 0.6666, recall@top5: 0.9352, prec@top5: 0.4664, loss: 0.0351, grad_norm: 0.1424 2021-03-02 17:27:12,636 - mmaction - INFO - Epoch [20][280/1921] lr: 1.500e-03, eta: 0:59:56, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7957, recall@top3: 0.8286, prec@top3: 0.6691, recall@top5: 0.9374, prec@top5: 0.4642, loss: 0.0338, grad_norm: 0.1423 2021-03-02 17:27:55,949 - mmaction - INFO - Epoch [20][300/1921] lr: 1.500e-03, eta: 0:59:12, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.7973, recall@top3: 0.8256, prec@top3: 0.6767, recall@top5: 0.9393, prec@top5: 0.4731, loss: 0.0344, grad_norm: 0.1397 2021-03-02 17:28:39,010 - mmaction - INFO - Epoch [20][320/1921] lr: 1.500e-03, eta: 0:58:28, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0348, recall@thr=0.5: 0.7218, prec@thr=0.5: 0.7887, recall@top3: 0.8209, prec@top3: 0.6683, recall@top5: 0.9359, prec@top5: 0.4680, loss: 0.0348, grad_norm: 0.1460 2021-03-02 17:29:21,609 - mmaction - INFO - Epoch [20][340/1921] lr: 1.500e-03, eta: 0:57:44, time: 2.130, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7175, prec@thr=0.5: 0.7906, recall@top3: 0.8187, prec@top3: 0.6673, recall@top5: 0.9391, prec@top5: 0.4701, loss: 0.0344, grad_norm: 0.1443 2021-03-02 17:30:05,152 - mmaction - INFO - Epoch [20][360/1921] lr: 1.500e-03, eta: 0:57:00, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7206, prec@thr=0.5: 0.7932, recall@top3: 0.8218, prec@top3: 0.6769, recall@top5: 0.9434, prec@top5: 0.4774, loss: 0.0338, grad_norm: 0.1397 2021-03-02 17:30:48,296 - mmaction - INFO - Epoch [20][380/1921] lr: 1.500e-03, eta: 0:56:17, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.7949, recall@top3: 0.8204, prec@top3: 0.6812, recall@top5: 0.9375, prec@top5: 0.4792, loss: 0.0352, grad_norm: 0.1440 2021-03-02 17:31:32,086 - mmaction - INFO - Epoch [20][400/1921] lr: 1.500e-03, eta: 0:55:33, time: 2.189, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7279, prec@thr=0.5: 0.7926, recall@top3: 0.8309, prec@top3: 0.6771, recall@top5: 0.9424, prec@top5: 0.4723, loss: 0.0341, grad_norm: 0.1410 2021-03-02 17:32:15,170 - mmaction - INFO - Epoch [20][420/1921] lr: 1.500e-03, eta: 0:54:49, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7123, prec@thr=0.5: 0.7877, recall@top3: 0.8201, prec@top3: 0.6672, recall@top5: 0.9379, prec@top5: 0.4689, loss: 0.0350, grad_norm: 0.1426 2021-03-02 17:32:58,795 - mmaction - INFO - Epoch [20][440/1921] lr: 1.500e-03, eta: 0:54:05, time: 2.181, data_time: 0.001, memory: 8270, loss_action_cls: 0.0335, recall@thr=0.5: 0.7305, prec@thr=0.5: 0.7945, recall@top3: 0.8283, prec@top3: 0.6811, recall@top5: 0.9428, prec@top5: 0.4773, loss: 0.0335, grad_norm: 0.1408 2021-03-02 17:33:41,875 - mmaction - INFO - Epoch [20][460/1921] lr: 1.500e-03, eta: 0:53:21, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7208, prec@thr=0.5: 0.7953, recall@top3: 0.8195, prec@top3: 0.6733, recall@top5: 0.9372, prec@top5: 0.4731, loss: 0.0345, grad_norm: 0.1415 2021-03-02 17:34:25,238 - mmaction - INFO - Epoch [20][480/1921] lr: 1.500e-03, eta: 0:52:37, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7182, prec@thr=0.5: 0.7881, recall@top3: 0.8219, prec@top3: 0.6682, recall@top5: 0.9396, prec@top5: 0.4691, loss: 0.0346, grad_norm: 0.1411 2021-03-02 17:35:08,367 - mmaction - INFO - Epoch [20][500/1921] lr: 1.500e-03, eta: 0:51:54, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7969, recall@top3: 0.8189, prec@top3: 0.6678, recall@top5: 0.9357, prec@top5: 0.4698, loss: 0.0353, grad_norm: 0.1406 2021-03-02 17:35:51,698 - mmaction - INFO - Epoch [20][520/1921] lr: 1.500e-03, eta: 0:51:10, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7928, recall@top3: 0.8300, prec@top3: 0.6699, recall@top5: 0.9419, prec@top5: 0.4670, loss: 0.0338, grad_norm: 0.1383 2021-03-02 17:36:35,168 - mmaction - INFO - Epoch [20][540/1921] lr: 1.500e-03, eta: 0:50:26, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7236, prec@thr=0.5: 0.8015, recall@top3: 0.8289, prec@top3: 0.6788, recall@top5: 0.9412, prec@top5: 0.4741, loss: 0.0340, grad_norm: 0.1376 2021-03-02 17:37:18,609 - mmaction - INFO - Epoch [20][560/1921] lr: 1.500e-03, eta: 0:49:42, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.7938, recall@top3: 0.8224, prec@top3: 0.6665, recall@top5: 0.9438, prec@top5: 0.4692, loss: 0.0339, grad_norm: 0.1401 2021-03-02 17:38:01,723 - mmaction - INFO - Epoch [20][580/1921] lr: 1.500e-03, eta: 0:48:58, time: 2.156, data_time: 0.001, memory: 8270, loss_action_cls: 0.0335, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7977, recall@top3: 0.8224, prec@top3: 0.6692, recall@top5: 0.9427, prec@top5: 0.4713, loss: 0.0335, grad_norm: 0.1360 2021-03-02 17:38:44,856 - mmaction - INFO - Epoch [20][600/1921] lr: 1.500e-03, eta: 0:48:14, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7322, prec@thr=0.5: 0.7972, recall@top3: 0.8250, prec@top3: 0.6820, recall@top5: 0.9414, prec@top5: 0.4800, loss: 0.0341, grad_norm: 0.1429 2021-03-02 17:39:27,839 - mmaction - INFO - Epoch [20][620/1921] lr: 1.500e-03, eta: 0:47:30, time: 2.149, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.7950, recall@top3: 0.8215, prec@top3: 0.6636, recall@top5: 0.9411, prec@top5: 0.4665, loss: 0.0345, grad_norm: 0.1455 2021-03-02 17:40:10,334 - mmaction - INFO - Epoch [20][640/1921] lr: 1.500e-03, eta: 0:46:47, time: 2.125, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7967, recall@top3: 0.8297, prec@top3: 0.6698, recall@top5: 0.9399, prec@top5: 0.4659, loss: 0.0342, grad_norm: 0.1405 2021-03-02 17:40:53,883 - mmaction - INFO - Epoch [20][660/1921] lr: 1.500e-03, eta: 0:46:03, time: 2.177, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7964, recall@top3: 0.8238, prec@top3: 0.6772, recall@top5: 0.9411, prec@top5: 0.4743, loss: 0.0347, grad_norm: 0.1401 2021-03-02 17:41:37,573 - mmaction - INFO - Epoch [20][680/1921] lr: 1.500e-03, eta: 0:45:19, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.7941, recall@top3: 0.8265, prec@top3: 0.6753, recall@top5: 0.9419, prec@top5: 0.4726, loss: 0.0344, grad_norm: 0.1408 2021-03-02 17:42:20,402 - mmaction - INFO - Epoch [20][700/1921] lr: 1.500e-03, eta: 0:44:35, time: 2.141, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7308, prec@thr=0.5: 0.8038, recall@top3: 0.8299, prec@top3: 0.6852, recall@top5: 0.9429, prec@top5: 0.4774, loss: 0.0339, grad_norm: 0.1415 2021-03-02 17:43:03,117 - mmaction - INFO - Epoch [20][720/1921] lr: 1.500e-03, eta: 0:43:51, time: 2.136, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7267, prec@thr=0.5: 0.7942, recall@top3: 0.8200, prec@top3: 0.6753, recall@top5: 0.9397, prec@top5: 0.4756, loss: 0.0345, grad_norm: 0.1401 2021-03-02 17:43:45,483 - mmaction - INFO - Epoch [20][740/1921] lr: 1.500e-03, eta: 0:43:07, time: 2.118, data_time: 0.001, memory: 8270, loss_action_cls: 0.0345, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.7860, recall@top3: 0.8203, prec@top3: 0.6712, recall@top5: 0.9414, prec@top5: 0.4744, loss: 0.0345, grad_norm: 0.1432 2021-03-02 17:44:28,569 - mmaction - INFO - Epoch [20][760/1921] lr: 1.500e-03, eta: 0:42:23, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7140, prec@thr=0.5: 0.7837, recall@top3: 0.8206, prec@top3: 0.6619, recall@top5: 0.9384, prec@top5: 0.4654, loss: 0.0347, grad_norm: 0.1451 2021-03-02 17:45:11,563 - mmaction - INFO - Epoch [20][780/1921] lr: 1.500e-03, eta: 0:41:40, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7957, recall@top3: 0.8165, prec@top3: 0.6678, recall@top5: 0.9394, prec@top5: 0.4732, loss: 0.0346, grad_norm: 0.1419 2021-03-02 17:45:55,062 - mmaction - INFO - Epoch [20][800/1921] lr: 1.500e-03, eta: 0:40:56, time: 2.175, data_time: 0.001, memory: 8270, loss_action_cls: 0.0333, recall@thr=0.5: 0.7345, prec@thr=0.5: 0.8042, recall@top3: 0.8294, prec@top3: 0.6751, recall@top5: 0.9438, prec@top5: 0.4733, loss: 0.0333, grad_norm: 0.1370 2021-03-02 17:46:37,493 - mmaction - INFO - Epoch [20][820/1921] lr: 1.500e-03, eta: 0:40:12, time: 2.121, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7923, recall@top3: 0.8299, prec@top3: 0.6652, recall@top5: 0.9407, prec@top5: 0.4634, loss: 0.0341, grad_norm: 0.1452 2021-03-02 17:47:21,053 - mmaction - INFO - Epoch [20][840/1921] lr: 1.500e-03, eta: 0:39:28, time: 2.178, data_time: 0.001, memory: 8270, loss_action_cls: 0.0335, recall@thr=0.5: 0.7225, prec@thr=0.5: 0.8006, recall@top3: 0.8254, prec@top3: 0.6763, recall@top5: 0.9432, prec@top5: 0.4736, loss: 0.0335, grad_norm: 0.1401 2021-03-02 17:48:04,756 - mmaction - INFO - Epoch [20][860/1921] lr: 1.500e-03, eta: 0:38:44, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7848, recall@top3: 0.8099, prec@top3: 0.6606, recall@top5: 0.9372, prec@top5: 0.4699, loss: 0.0351, grad_norm: 0.1438 2021-03-02 17:48:48,068 - mmaction - INFO - Epoch [20][880/1921] lr: 1.500e-03, eta: 0:38:00, time: 2.166, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7290, prec@thr=0.5: 0.8068, recall@top3: 0.8238, prec@top3: 0.6807, recall@top5: 0.9424, prec@top5: 0.4787, loss: 0.0341, grad_norm: 0.1408 2021-03-02 17:49:31,651 - mmaction - INFO - Epoch [20][900/1921] lr: 1.500e-03, eta: 0:37:17, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7129, prec@thr=0.5: 0.7869, recall@top3: 0.8144, prec@top3: 0.6707, recall@top5: 0.9323, prec@top5: 0.4712, loss: 0.0351, grad_norm: 0.1413 2021-03-02 17:50:15,176 - mmaction - INFO - Epoch [20][920/1921] lr: 1.500e-03, eta: 0:36:33, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.7905, recall@top3: 0.8249, prec@top3: 0.6713, recall@top5: 0.9417, prec@top5: 0.4709, loss: 0.0343, grad_norm: 0.1440 2021-03-02 17:50:58,412 - mmaction - INFO - Epoch [20][940/1921] lr: 1.500e-03, eta: 0:35:49, time: 2.162, data_time: 0.001, memory: 8270, loss_action_cls: 0.0330, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.7999, recall@top3: 0.8329, prec@top3: 0.6766, recall@top5: 0.9418, prec@top5: 0.4695, loss: 0.0330, grad_norm: 0.1384 2021-03-02 17:51:42,426 - mmaction - INFO - Epoch [20][960/1921] lr: 1.500e-03, eta: 0:35:05, time: 2.201, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7968, recall@top3: 0.8281, prec@top3: 0.6781, recall@top5: 0.9406, prec@top5: 0.4731, loss: 0.0339, grad_norm: 0.1416 2021-03-02 17:52:26,000 - mmaction - INFO - Epoch [20][980/1921] lr: 1.500e-03, eta: 0:34:21, time: 2.179, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.7919, recall@top3: 0.8157, prec@top3: 0.6737, recall@top5: 0.9384, prec@top5: 0.4765, loss: 0.0351, grad_norm: 0.1426 2021-03-02 17:53:08,963 - mmaction - INFO - Epoch [20][1000/1921] lr: 1.500e-03, eta: 0:33:37, time: 2.148, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7257, prec@thr=0.5: 0.7959, recall@top3: 0.8212, prec@top3: 0.6691, recall@top5: 0.9400, prec@top5: 0.4692, loss: 0.0342, grad_norm: 0.1416 2021-03-02 17:53:51,776 - mmaction - INFO - Epoch [20][1020/1921] lr: 1.500e-03, eta: 0:32:54, time: 2.141, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.7971, recall@top3: 0.8244, prec@top3: 0.6777, recall@top5: 0.9406, prec@top5: 0.4741, loss: 0.0341, grad_norm: 0.1456 2021-03-02 17:54:34,360 - mmaction - INFO - Epoch [20][1040/1921] lr: 1.500e-03, eta: 0:32:10, time: 2.129, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7258, prec@thr=0.5: 0.7961, recall@top3: 0.8227, prec@top3: 0.6705, recall@top5: 0.9390, prec@top5: 0.4703, loss: 0.0346, grad_norm: 0.1430 2021-03-02 17:55:17,851 - mmaction - INFO - Epoch [20][1060/1921] lr: 1.500e-03, eta: 0:31:26, time: 2.174, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7204, prec@thr=0.5: 0.7960, recall@top3: 0.8241, prec@top3: 0.6746, recall@top5: 0.9363, prec@top5: 0.4710, loss: 0.0347, grad_norm: 0.1402 2021-03-02 17:56:01,308 - mmaction - INFO - Epoch [20][1080/1921] lr: 1.500e-03, eta: 0:30:42, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0334, recall@thr=0.5: 0.7316, prec@thr=0.5: 0.8001, recall@top3: 0.8274, prec@top3: 0.6835, recall@top5: 0.9444, prec@top5: 0.4772, loss: 0.0334, grad_norm: 0.1419 2021-03-02 17:56:44,958 - mmaction - INFO - Epoch [20][1100/1921] lr: 1.500e-03, eta: 0:29:58, time: 2.183, data_time: 0.001, memory: 8270, loss_action_cls: 0.0356, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.7831, recall@top3: 0.8145, prec@top3: 0.6612, recall@top5: 0.9359, prec@top5: 0.4672, loss: 0.0356, grad_norm: 0.1443 2021-03-02 17:57:28,042 - mmaction - INFO - Epoch [20][1120/1921] lr: 1.500e-03, eta: 0:29:14, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7157, prec@thr=0.5: 0.7931, recall@top3: 0.8179, prec@top3: 0.6730, recall@top5: 0.9378, prec@top5: 0.4734, loss: 0.0350, grad_norm: 0.1442 2021-03-02 17:58:10,323 - mmaction - INFO - Epoch [20][1140/1921] lr: 1.500e-03, eta: 0:28:31, time: 2.114, data_time: 0.001, memory: 8270, loss_action_cls: 0.0335, recall@thr=0.5: 0.7266, prec@thr=0.5: 0.8023, recall@top3: 0.8287, prec@top3: 0.6802, recall@top5: 0.9440, prec@top5: 0.4768, loss: 0.0335, grad_norm: 0.1398 2021-03-02 17:58:55,012 - mmaction - INFO - Epoch [20][1160/1921] lr: 1.500e-03, eta: 0:27:47, time: 2.235, data_time: 0.001, memory: 8270, loss_action_cls: 0.0350, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7903, recall@top3: 0.8176, prec@top3: 0.6801, recall@top5: 0.9368, prec@top5: 0.4791, loss: 0.0350, grad_norm: 0.1423 2021-03-02 17:59:37,537 - mmaction - INFO - Epoch [20][1180/1921] lr: 1.500e-03, eta: 0:27:03, time: 2.126, data_time: 0.001, memory: 8270, loss_action_cls: 0.0334, recall@thr=0.5: 0.7300, prec@thr=0.5: 0.7973, recall@top3: 0.8335, prec@top3: 0.6747, recall@top5: 0.9442, prec@top5: 0.4700, loss: 0.0334, grad_norm: 0.1398 2021-03-02 18:00:26,001 - mmaction - INFO - Epoch [20][1200/1921] lr: 1.500e-03, eta: 0:26:19, time: 2.411, data_time: 0.021, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7141, prec@thr=0.5: 0.7877, recall@top3: 0.8215, prec@top3: 0.6708, recall@top5: 0.9411, prec@top5: 0.4707, loss: 0.0347, grad_norm: 0.1424 2021-03-02 18:01:09,647 - mmaction - INFO - Epoch [20][1220/1921] lr: 1.500e-03, eta: 0:25:35, time: 2.194, data_time: 0.035, memory: 8270, loss_action_cls: 0.0330, recall@thr=0.5: 0.7332, prec@thr=0.5: 0.8027, recall@top3: 0.8340, prec@top3: 0.6812, recall@top5: 0.9458, prec@top5: 0.4751, loss: 0.0330, grad_norm: 0.1385 2021-03-02 18:01:52,216 - mmaction - INFO - Epoch [20][1240/1921] lr: 1.500e-03, eta: 0:24:52, time: 2.129, data_time: 0.001, memory: 8270, loss_action_cls: 0.0332, recall@thr=0.5: 0.7301, prec@thr=0.5: 0.7998, recall@top3: 0.8302, prec@top3: 0.6759, recall@top5: 0.9410, prec@top5: 0.4701, loss: 0.0332, grad_norm: 0.1379 2021-03-02 18:02:35,277 - mmaction - INFO - Epoch [20][1260/1921] lr: 1.500e-03, eta: 0:24:08, time: 2.153, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7925, recall@top3: 0.8256, prec@top3: 0.6718, recall@top5: 0.9394, prec@top5: 0.4698, loss: 0.0343, grad_norm: 0.1459 2021-03-02 18:03:18,637 - mmaction - INFO - Epoch [20][1280/1921] lr: 1.500e-03, eta: 0:23:24, time: 2.168, data_time: 0.001, memory: 8270, loss_action_cls: 0.0342, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.8004, recall@top3: 0.8279, prec@top3: 0.6763, recall@top5: 0.9426, prec@top5: 0.4737, loss: 0.0342, grad_norm: 0.1438 2021-03-02 18:04:02,339 - mmaction - INFO - Epoch [20][1300/1921] lr: 1.500e-03, eta: 0:22:40, time: 2.185, data_time: 0.001, memory: 8270, loss_action_cls: 0.0352, recall@thr=0.5: 0.7165, prec@thr=0.5: 0.7926, recall@top3: 0.8151, prec@top3: 0.6841, recall@top5: 0.9375, prec@top5: 0.4822, loss: 0.0352, grad_norm: 0.1448 2021-03-02 18:04:46,563 - mmaction - INFO - Epoch [20][1320/1921] lr: 1.500e-03, eta: 0:21:56, time: 2.211, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.7922, recall@top3: 0.8188, prec@top3: 0.6701, recall@top5: 0.9411, prec@top5: 0.4732, loss: 0.0347, grad_norm: 0.1425 2021-03-02 18:05:29,696 - mmaction - INFO - Epoch [20][1340/1921] lr: 1.500e-03, eta: 0:21:12, time: 2.157, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7312, prec@thr=0.5: 0.7946, recall@top3: 0.8321, prec@top3: 0.6698, recall@top5: 0.9405, prec@top5: 0.4657, loss: 0.0338, grad_norm: 0.1414 2021-03-02 18:06:12,346 - mmaction - INFO - Epoch [20][1360/1921] lr: 1.500e-03, eta: 0:20:29, time: 2.132, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.8006, recall@top3: 0.8215, prec@top3: 0.6697, recall@top5: 0.9353, prec@top5: 0.4674, loss: 0.0351, grad_norm: 0.1430 2021-03-02 18:06:55,938 - mmaction - INFO - Epoch [20][1380/1921] lr: 1.500e-03, eta: 0:19:45, time: 2.180, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7257, prec@thr=0.5: 0.7909, recall@top3: 0.8202, prec@top3: 0.6696, recall@top5: 0.9373, prec@top5: 0.4708, loss: 0.0346, grad_norm: 0.1420 2021-03-02 18:07:39,766 - mmaction - INFO - Epoch [20][1400/1921] lr: 1.500e-03, eta: 0:19:01, time: 2.191, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7100, prec@thr=0.5: 0.7865, recall@top3: 0.8205, prec@top3: 0.6721, recall@top5: 0.9361, prec@top5: 0.4725, loss: 0.0349, grad_norm: 0.1416 2021-03-02 18:08:23,057 - mmaction - INFO - Epoch [20][1420/1921] lr: 1.500e-03, eta: 0:18:17, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0335, recall@thr=0.5: 0.7322, prec@thr=0.5: 0.8000, recall@top3: 0.8284, prec@top3: 0.6859, recall@top5: 0.9443, prec@top5: 0.4799, loss: 0.0335, grad_norm: 0.1430 2021-03-02 18:09:06,737 - mmaction - INFO - Epoch [20][1440/1921] lr: 1.500e-03, eta: 0:17:33, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0347, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7819, recall@top3: 0.8174, prec@top3: 0.6620, recall@top5: 0.9372, prec@top5: 0.4655, loss: 0.0347, grad_norm: 0.1435 2021-03-02 18:09:49,898 - mmaction - INFO - Epoch [20][1460/1921] lr: 1.500e-03, eta: 0:16:49, time: 2.158, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7076, prec@thr=0.5: 0.7882, recall@top3: 0.8170, prec@top3: 0.6663, recall@top5: 0.9334, prec@top5: 0.4681, loss: 0.0349, grad_norm: 0.1454 2021-03-02 18:10:33,069 - mmaction - INFO - Epoch [20][1480/1921] lr: 1.500e-03, eta: 0:16:06, time: 2.159, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.7938, recall@top3: 0.8230, prec@top3: 0.6726, recall@top5: 0.9397, prec@top5: 0.4722, loss: 0.0341, grad_norm: 0.1453 2021-03-02 18:11:16,753 - mmaction - INFO - Epoch [20][1500/1921] lr: 1.500e-03, eta: 0:15:22, time: 2.184, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.7921, recall@top3: 0.8220, prec@top3: 0.6784, recall@top5: 0.9394, prec@top5: 0.4752, loss: 0.0346, grad_norm: 0.1420 2021-03-02 18:11:59,742 - mmaction - INFO - Epoch [20][1520/1921] lr: 1.500e-03, eta: 0:14:38, time: 2.150, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7227, prec@thr=0.5: 0.7816, recall@top3: 0.8226, prec@top3: 0.6615, recall@top5: 0.9401, prec@top5: 0.4635, loss: 0.0340, grad_norm: 0.1394 2021-03-02 18:12:43,198 - mmaction - INFO - Epoch [20][1540/1921] lr: 1.500e-03, eta: 0:13:54, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7194, prec@thr=0.5: 0.7983, recall@top3: 0.8303, prec@top3: 0.6792, recall@top5: 0.9415, prec@top5: 0.4718, loss: 0.0340, grad_norm: 0.1373 2021-03-02 18:13:26,148 - mmaction - INFO - Epoch [20][1560/1921] lr: 1.500e-03, eta: 0:13:10, time: 2.147, data_time: 0.001, memory: 8270, loss_action_cls: 0.0339, recall@thr=0.5: 0.7245, prec@thr=0.5: 0.7965, recall@top3: 0.8278, prec@top3: 0.6715, recall@top5: 0.9413, prec@top5: 0.4682, loss: 0.0339, grad_norm: 0.1431 2021-03-02 18:14:09,605 - mmaction - INFO - Epoch [20][1580/1921] lr: 1.500e-03, eta: 0:12:27, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0336, recall@thr=0.5: 0.7376, prec@thr=0.5: 0.8003, recall@top3: 0.8283, prec@top3: 0.6797, recall@top5: 0.9445, prec@top5: 0.4777, loss: 0.0336, grad_norm: 0.1407 2021-03-02 18:14:53,042 - mmaction - INFO - Epoch [20][1600/1921] lr: 1.500e-03, eta: 0:11:43, time: 2.172, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.7938, recall@top3: 0.8248, prec@top3: 0.6715, recall@top5: 0.9411, prec@top5: 0.4725, loss: 0.0341, grad_norm: 0.1460 2021-03-02 18:15:36,115 - mmaction - INFO - Epoch [20][1620/1921] lr: 1.500e-03, eta: 0:10:59, time: 2.154, data_time: 0.001, memory: 8270, loss_action_cls: 0.0349, recall@thr=0.5: 0.7197, prec@thr=0.5: 0.7910, recall@top3: 0.8162, prec@top3: 0.6696, recall@top5: 0.9386, prec@top5: 0.4738, loss: 0.0349, grad_norm: 0.1432 2021-03-02 18:16:18,897 - mmaction - INFO - Epoch [20][1640/1921] lr: 1.500e-03, eta: 0:10:15, time: 2.139, data_time: 0.001, memory: 8270, loss_action_cls: 0.0338, recall@thr=0.5: 0.7257, prec@thr=0.5: 0.7898, recall@top3: 0.8264, prec@top3: 0.6686, recall@top5: 0.9377, prec@top5: 0.4671, loss: 0.0338, grad_norm: 0.1442 2021-03-02 18:17:02,414 - mmaction - INFO - Epoch [20][1660/1921] lr: 1.500e-03, eta: 0:09:31, time: 2.176, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7137, prec@thr=0.5: 0.7857, recall@top3: 0.8149, prec@top3: 0.6665, recall@top5: 0.9372, prec@top5: 0.4714, loss: 0.0353, grad_norm: 0.1431 2021-03-02 18:17:45,077 - mmaction - INFO - Epoch [20][1680/1921] lr: 1.500e-03, eta: 0:08:47, time: 2.133, data_time: 0.001, memory: 8270, loss_action_cls: 0.0336, recall@thr=0.5: 0.7288, prec@thr=0.5: 0.8084, recall@top3: 0.8332, prec@top3: 0.6783, recall@top5: 0.9456, prec@top5: 0.4721, loss: 0.0336, grad_norm: 0.1425 2021-03-02 18:18:28,522 - mmaction - INFO - Epoch [20][1700/1921] lr: 1.500e-03, eta: 0:08:04, time: 2.172, data_time: 0.039, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7121, prec@thr=0.5: 0.7878, recall@top3: 0.8163, prec@top3: 0.6699, recall@top5: 0.9359, prec@top5: 0.4725, loss: 0.0351, grad_norm: 0.1480 2021-03-02 18:19:11,125 - mmaction - INFO - Epoch [20][1720/1921] lr: 1.500e-03, eta: 0:07:20, time: 2.130, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7221, prec@thr=0.5: 0.7881, recall@top3: 0.8231, prec@top3: 0.6598, recall@top5: 0.9386, prec@top5: 0.4624, loss: 0.0346, grad_norm: 0.1458 2021-03-02 18:19:54,906 - mmaction - INFO - Epoch [20][1740/1921] lr: 1.500e-03, eta: 0:06:36, time: 2.189, data_time: 0.001, memory: 8270, loss_action_cls: 0.0353, recall@thr=0.5: 0.7082, prec@thr=0.5: 0.7908, recall@top3: 0.8144, prec@top3: 0.6728, recall@top5: 0.9365, prec@top5: 0.4763, loss: 0.0353, grad_norm: 0.1381 2021-03-02 18:20:37,758 - mmaction - INFO - Epoch [20][1760/1921] lr: 1.500e-03, eta: 0:05:52, time: 2.143, data_time: 0.001, memory: 8270, loss_action_cls: 0.0351, recall@thr=0.5: 0.7140, prec@thr=0.5: 0.7825, recall@top3: 0.8202, prec@top3: 0.6703, recall@top5: 0.9397, prec@top5: 0.4719, loss: 0.0351, grad_norm: 0.1476 2021-03-02 18:21:20,517 - mmaction - INFO - Epoch [20][1780/1921] lr: 1.500e-03, eta: 0:05:08, time: 2.138, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.8003, recall@top3: 0.8214, prec@top3: 0.6763, recall@top5: 0.9363, prec@top5: 0.4739, loss: 0.0346, grad_norm: 0.1409 2021-03-02 18:22:03,981 - mmaction - INFO - Epoch [20][1800/1921] lr: 1.500e-03, eta: 0:04:25, time: 2.173, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7146, prec@thr=0.5: 0.7883, recall@top3: 0.8223, prec@top3: 0.6692, recall@top5: 0.9383, prec@top5: 0.4691, loss: 0.0344, grad_norm: 0.1402 2021-03-02 18:22:47,767 - mmaction - INFO - Epoch [20][1820/1921] lr: 1.500e-03, eta: 0:03:41, time: 2.189, data_time: 0.001, memory: 8270, loss_action_cls: 0.0343, recall@thr=0.5: 0.7157, prec@thr=0.5: 0.7921, recall@top3: 0.8199, prec@top3: 0.6703, recall@top5: 0.9388, prec@top5: 0.4714, loss: 0.0343, grad_norm: 0.1375 2021-03-02 18:23:31,582 - mmaction - INFO - Epoch [20][1840/1921] lr: 1.500e-03, eta: 0:02:57, time: 2.191, data_time: 0.001, memory: 8270, loss_action_cls: 0.0346, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7881, recall@top3: 0.8172, prec@top3: 0.6674, recall@top5: 0.9394, prec@top5: 0.4707, loss: 0.0346, grad_norm: 0.1381 2021-03-02 18:24:14,884 - mmaction - INFO - Epoch [20][1860/1921] lr: 1.500e-03, eta: 0:02:13, time: 2.165, data_time: 0.001, memory: 8270, loss_action_cls: 0.0336, recall@thr=0.5: 0.7268, prec@thr=0.5: 0.7941, recall@top3: 0.8289, prec@top3: 0.6732, recall@top5: 0.9440, prec@top5: 0.4717, loss: 0.0336, grad_norm: 0.1426 2021-03-02 18:24:57,438 - mmaction - INFO - Epoch [20][1880/1921] lr: 1.500e-03, eta: 0:01:29, time: 2.128, data_time: 0.001, memory: 8270, loss_action_cls: 0.0340, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.7984, recall@top3: 0.8274, prec@top3: 0.6709, recall@top5: 0.9423, prec@top5: 0.4688, loss: 0.0340, grad_norm: 0.1452 2021-03-02 18:25:40,727 - mmaction - INFO - Epoch [20][1900/1921] lr: 1.500e-03, eta: 0:00:46, time: 2.164, data_time: 0.001, memory: 8270, loss_action_cls: 0.0344, recall@thr=0.5: 0.7175, prec@thr=0.5: 0.7933, recall@top3: 0.8236, prec@top3: 0.6640, recall@top5: 0.9402, prec@top5: 0.4659, loss: 0.0344, grad_norm: 0.1402 2021-03-02 18:26:23,127 - mmaction - INFO - Epoch [20][1920/1921] lr: 1.500e-03, eta: 0:00:02, time: 2.120, data_time: 0.001, memory: 8270, loss_action_cls: 0.0341, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.7874, recall@top3: 0.8230, prec@top3: 0.6639, recall@top5: 0.9421, prec@top5: 0.4667, loss: 0.0341, grad_norm: 0.1396 2021-03-02 18:26:27,522 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-03-02 18:38:04,961 - mmaction - INFO - Evaluating mAP ... 2021-03-02 18:46:00,800 - mmaction - INFO - mAP@0.5IOU 0.2171 2021-03-02 18:46:02,177 - mmaction - INFO - Epoch(val) [20][1921] mAP@0.5IOU: 0.2171