2020-12-08 10:28:27,274 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.6 (default, Jan 8 2020, 19:59:22) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: TITAN Xp CUDA_HOME: /mnt/lustre/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.5.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 912ce228837d1ce28e1a61806118835de03f5751) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_70,code=compute_70 - CuDNN 7.6.5 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_INTERNAL_THREADPOOL_IMPL -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.6.0 OpenCV: 4.2.0 MMCV: 1.2.0 MMCV Compiler: GCC 5.3 MMCV CUDA Compiler: 9.0 MMAction2: 0.8.0+018793c ------------------------------------------------------------ 2020-12-08 10:28:27,280 - mmaction - INFO - Distributed training: True 2020-12-08 10:28:27,280 - mmaction - INFO - Config: /mnt/lustre/duanhaodong1/mmaction2/configs/ava/ava_sf8x8.py # model setting model = dict( type='FastRCNN', backbone=dict( type='ResNet3dSlowFast', pretrained=None, resample_rate=4, speed_ratio=4, channel_ratio=8, slow_pathway=dict( type='resnet3d', depth=50, pretrained=None, lateral=True, fusion_kernel=7, conv1_kernel=(1, 7, 7), dilations=(1, 1, 1, 1), conv1_stride_t=1, pool1_stride_t=1, inflate=(0, 0, 1, 1), spatial_strides=(1, 2, 2, 1)), fast_pathway=dict( type='resnet3d', depth=50, pretrained=None, lateral=False, base_channels=8, conv1_kernel=(5, 7, 7), conv1_stride_t=1, pool1_stride_t=1, spatial_strides=(1, 2, 2, 1))), 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=2304, 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)) dataset_type = 'AVADataset' data_root = '/mnt/lustre21/DATAshare2/duanhaodong/ava/frames' anno_root = '/mnt/lustre21/DATAshare2/duanhaodong/ava/annotations' ann_file_train = f'{anno_root}/ava_train_v2.1.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=32, frame_interval=2), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='RandomRescale', scale_range=(256, 320)), dict(type='RandomCrop', size=256), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW', collapse=True), # Rename is needed to use mmdet detectors dict(type='Rename', mapping=dict(imgs='img')), dict(type='ToTensor', keys=['img', 'proposals', 'gt_bboxes', 'gt_labels']), dict( type='ToDataContainer', fields=[ dict(key=['proposals', 'gt_bboxes', 'gt_labels'], stack=False) ]), dict( type='Collect', keys=['img', 'proposals', 'gt_bboxes', 'gt_labels'], meta_keys=['scores', 'entity_ids']) ] # The testing is w/o. any cropping / flipping val_pipeline = [ dict(type='SampleAVAFrames', clip_len=32, frame_interval=2), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW', collapse=True), # Rename is needed to use mmdet detectors dict(type='Rename', mapping=dict(imgs='img')), dict(type='ToTensor', keys=['img', 'proposals']), dict(type='ToDataContainer', fields=[dict(key='proposals', stack=False)]), dict( type='Collect', keys=['img', 'proposals'], meta_keys=['scores', 'img_shape'], nested=True) ] data = dict( videos_per_gpu=5, workers_per_gpu=4, val_dataloader=dict(videos_per_gpu=1), test_dataloader=dict(videos_per_gpu=1), train=dict( type=dataset_type, ann_file=ann_file_train, exclude_file=exclude_file_train, pipeline=train_pipeline, label_file=label_file, proposal_file=proposal_file_train, person_det_score_thr=0.9, data_prefix=data_root), val=dict( type=dataset_type, ann_file=ann_file_val, exclude_file=exclude_file_val, pipeline=val_pipeline, label_file=label_file, proposal_file=proposal_file_val, person_det_score_thr=0.9, data_prefix=data_root)) data['test'] = data['val'] optimizer = dict(type='SGD', lr=0.15, momentum=0.9, weight_decay=0.00001) # this lr is used for 8 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict( policy='step', step=[10, 15], warmup='linear', warmup_by_epoch=True, warmup_iters=5, warmup_ratio=0.1) total_epochs = 20 checkpoint_config = dict(interval=1) workflow = [('train', 1)] evaluation = dict(interval=1) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/ava/ava_sf8x8' load_from = 'https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_8x8x1_256e_kinetics400_rgb/slowfast_r50_8x8x1_256e_kinetics400_rgb_20200716-73547d2b.pth' resume_from = None find_unused_parameters = False 2020-12-08 10:29:01,065 - mmaction - INFO - 184378 out of 184378 frames are valid. 2020-12-08 10:29:15,156 - mmaction - INFO - load checkpoint from https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_8x8x1_256e_kinetics400_rgb/slowfast_r50_8x8x1_256e_kinetics400_rgb_20200716-73547d2b.pth 2020-12-08 10:29:15,867 - 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 2020-12-08 10:29:15,868 - mmaction - INFO - Start running, host: duanhaodong1@SH-IDC2-172-20-21-21, work_dir: /mnt/lustre/duanhaodong1/mmaction2/work_dirs/ava/ava_sf8x8 2020-12-08 10:29:15,869 - mmaction - INFO - workflow: [('train', 1)], max: 20 epochs 2020-12-08 10:30:32,526 - mmaction - INFO - Epoch [1][20/2305] lr: 1.522e-02, eta: 2 days, 1:02:46, time: 3.832, data_time: 2.599, memory: 8551, loss_action_cls: 0.1803, recall@thr=0.5: 0.2361, prec@thr=0.5: 0.2639, recall@top3: 0.4585, prec@top3: 0.3780, recall@top5: 0.6668, prec@top5: 0.3366, loss: 0.1803, grad_norm: 0.8086 2020-12-08 10:30:53,955 - mmaction - INFO - Epoch [1][40/2305] lr: 1.546e-02, eta: 1 day, 7:21:56, time: 1.071, data_time: 0.004, memory: 8551, loss_action_cls: 0.1192, recall@thr=0.5: 0.3004, prec@thr=0.5: 0.4477, recall@top3: 0.5608, prec@top3: 0.4727, recall@top5: 0.7865, prec@top5: 0.4000, loss: 0.1192, grad_norm: 0.2605 2020-12-08 10:31:15,439 - mmaction - INFO - Epoch [1][60/2305] lr: 1.569e-02, eta: 1 day, 1:28:33, time: 1.073, data_time: 0.001, memory: 8552, loss_action_cls: 0.1036, recall@thr=0.5: 0.3264, prec@thr=0.5: 0.4655, recall@top3: 0.5975, prec@top3: 0.4902, recall@top5: 0.7976, prec@top5: 0.3975, loss: 0.1036, grad_norm: 0.2170 2020-12-08 10:31:36,973 - mmaction - INFO - Epoch [1][80/2305] lr: 1.593e-02, eta: 22:32:33, time: 1.078, data_time: 0.002, memory: 8564, loss_action_cls: 0.1077, recall@thr=0.5: 0.3506, prec@thr=0.5: 0.5057, recall@top3: 0.6066, prec@top3: 0.5042, recall@top5: 0.8111, prec@top5: 0.4064, loss: 0.1077, grad_norm: 0.1952 2020-12-08 10:31:58,445 - mmaction - INFO - Epoch [1][100/2305] lr: 1.616e-02, eta: 20:46:06, time: 1.073, data_time: 0.001, memory: 8564, loss_action_cls: 0.0973, recall@thr=0.5: 0.3736, prec@thr=0.5: 0.5354, recall@top3: 0.6239, prec@top3: 0.5165, recall@top5: 0.8181, prec@top5: 0.4111, loss: 0.0973, grad_norm: 0.2032 2020-12-08 10:32:19,966 - mmaction - INFO - Epoch [1][120/2305] lr: 1.639e-02, eta: 19:35:21, time: 1.076, data_time: 0.002, memory: 8564, loss_action_cls: 0.0984, recall@thr=0.5: 0.4081, prec@thr=0.5: 0.5443, recall@top3: 0.6369, prec@top3: 0.5287, recall@top5: 0.8362, prec@top5: 0.4198, loss: 0.0984, grad_norm: 0.2013 2020-12-08 10:32:41,546 - mmaction - INFO - Epoch [1][140/2305] lr: 1.663e-02, eta: 18:45:10, time: 1.080, data_time: 0.003, memory: 8564, loss_action_cls: 0.0962, recall@thr=0.5: 0.3984, prec@thr=0.5: 0.5453, recall@top3: 0.6321, prec@top3: 0.5162, recall@top5: 0.8234, prec@top5: 0.4080, loss: 0.0962, grad_norm: 0.2034 2020-12-08 10:33:03,156 - mmaction - INFO - Epoch [1][160/2305] lr: 1.686e-02, eta: 18:07:28, time: 1.080, data_time: 0.002, memory: 8564, loss_action_cls: 0.0967, recall@thr=0.5: 0.4022, prec@thr=0.5: 0.5458, recall@top3: 0.6468, prec@top3: 0.5238, recall@top5: 0.8276, prec@top5: 0.4086, loss: 0.0967, grad_norm: 0.1742 2020-12-08 10:33:24,680 - mmaction - INFO - Epoch [1][180/2305] lr: 1.710e-02, eta: 17:37:39, time: 1.075, data_time: 0.002, memory: 8566, loss_action_cls: 0.0959, recall@thr=0.5: 0.4262, prec@thr=0.5: 0.5642, recall@top3: 0.6366, prec@top3: 0.5357, recall@top5: 0.8273, prec@top5: 0.4230, loss: 0.0959, grad_norm: 0.1747 2020-12-08 10:33:46,277 - mmaction - INFO - Epoch [1][200/2305] lr: 1.733e-02, eta: 17:14:12, time: 1.081, data_time: 0.003, memory: 8566, loss_action_cls: 0.0939, recall@thr=0.5: 0.4151, prec@thr=0.5: 0.5554, recall@top3: 0.6446, prec@top3: 0.5243, recall@top5: 0.8304, prec@top5: 0.4143, loss: 0.0939, grad_norm: 0.1881 2020-12-08 10:34:07,737 - mmaction - INFO - Epoch [1][220/2305] lr: 1.757e-02, eta: 16:54:21, time: 1.073, data_time: 0.001, memory: 8566, loss_action_cls: 0.0947, recall@thr=0.5: 0.4166, prec@thr=0.5: 0.5638, recall@top3: 0.6531, prec@top3: 0.5435, recall@top5: 0.8344, prec@top5: 0.4237, loss: 0.0947, grad_norm: 0.1748 2020-12-08 10:34:29,347 - mmaction - INFO - Epoch [1][240/2305] lr: 1.780e-02, eta: 16:38:05, time: 1.078, data_time: 0.001, memory: 8566, loss_action_cls: 0.0956, recall@thr=0.5: 0.4333, prec@thr=0.5: 0.5706, recall@top3: 0.6550, prec@top3: 0.5269, recall@top5: 0.8347, prec@top5: 0.4130, loss: 0.0956, grad_norm: 0.1850 2020-12-08 10:34:51,003 - mmaction - INFO - Epoch [1][260/2305] lr: 1.803e-02, eta: 16:24:44, time: 1.086, data_time: 0.004, memory: 8566, loss_action_cls: 0.0921, recall@thr=0.5: 0.4303, prec@thr=0.5: 0.5688, recall@top3: 0.6576, prec@top3: 0.5343, recall@top5: 0.8357, prec@top5: 0.4169, loss: 0.0921, grad_norm: 0.1634 2020-12-08 10:35:12,449 - mmaction - INFO - Epoch [1][280/2305] lr: 1.827e-02, eta: 16:12:21, time: 1.070, data_time: 0.001, memory: 8566, loss_action_cls: 0.0949, recall@thr=0.5: 0.4219, prec@thr=0.5: 0.5724, recall@top3: 0.6476, prec@top3: 0.5267, recall@top5: 0.8253, prec@top5: 0.4107, loss: 0.0949, grad_norm: 0.1667 2020-12-08 10:35:34,028 - mmaction - INFO - Epoch [1][300/2305] lr: 1.850e-02, eta: 16:02:04, time: 1.080, data_time: 0.003, memory: 8566, loss_action_cls: 0.0945, recall@thr=0.5: 0.4359, prec@thr=0.5: 0.5832, recall@top3: 0.6527, prec@top3: 0.5348, recall@top5: 0.8323, prec@top5: 0.4180, loss: 0.0945, grad_norm: 0.1634 2020-12-08 10:35:55,478 - mmaction - INFO - Epoch [1][320/2305] lr: 1.874e-02, eta: 15:52:46, time: 1.074, data_time: 0.002, memory: 8566, loss_action_cls: 0.0891, recall@thr=0.5: 0.4588, prec@thr=0.5: 0.5967, recall@top3: 0.6629, prec@top3: 0.5437, recall@top5: 0.8343, prec@top5: 0.4189, loss: 0.0891, grad_norm: 0.1876 2020-12-08 10:36:17,147 - mmaction - INFO - Epoch [1][340/2305] lr: 1.897e-02, eta: 15:44:52, time: 1.082, data_time: 0.001, memory: 8566, loss_action_cls: 0.0924, recall@thr=0.5: 0.4420, prec@thr=0.5: 0.5793, recall@top3: 0.6574, prec@top3: 0.5422, recall@top5: 0.8402, prec@top5: 0.4235, loss: 0.0924, grad_norm: 0.1842 2020-12-08 10:36:38,634 - mmaction - INFO - Epoch [1][360/2305] lr: 1.921e-02, eta: 15:37:32, time: 1.075, data_time: 0.002, memory: 8566, loss_action_cls: 0.0898, recall@thr=0.5: 0.4697, prec@thr=0.5: 0.6139, recall@top3: 0.6738, prec@top3: 0.5543, recall@top5: 0.8473, prec@top5: 0.4259, loss: 0.0898, grad_norm: 0.1653 2020-12-08 10:37:00,171 - mmaction - INFO - Epoch [1][380/2305] lr: 1.944e-02, eta: 15:30:57, time: 1.076, data_time: 0.001, memory: 8571, loss_action_cls: 0.0932, recall@thr=0.5: 0.4352, prec@thr=0.5: 0.5722, recall@top3: 0.6560, prec@top3: 0.5316, recall@top5: 0.8333, prec@top5: 0.4124, loss: 0.0932, grad_norm: 0.1788 2020-12-08 10:37:21,725 - mmaction - INFO - Epoch [1][400/2305] lr: 1.967e-02, eta: 15:25:05, time: 1.078, data_time: 0.002, memory: 8571, loss_action_cls: 0.0878, recall@thr=0.5: 0.4728, prec@thr=0.5: 0.5888, recall@top3: 0.6676, prec@top3: 0.5568, recall@top5: 0.8449, prec@top5: 0.4292, loss: 0.0878, grad_norm: 0.1611 2020-12-08 10:37:43,280 - mmaction - INFO - Epoch [1][420/2305] lr: 1.991e-02, eta: 15:19:44, time: 1.078, data_time: 0.001, memory: 8571, loss_action_cls: 0.0904, recall@thr=0.5: 0.4916, prec@thr=0.5: 0.6081, recall@top3: 0.6856, prec@top3: 0.5630, recall@top5: 0.8563, prec@top5: 0.4306, loss: 0.0904, grad_norm: 0.1761 2020-12-08 10:38:04,858 - mmaction - INFO - Epoch [1][440/2305] lr: 2.014e-02, eta: 15:14:49, time: 1.078, data_time: 0.001, memory: 8571, loss_action_cls: 0.0917, recall@thr=0.5: 0.4777, prec@thr=0.5: 0.5991, recall@top3: 0.6724, prec@top3: 0.5484, recall@top5: 0.8471, prec@top5: 0.4227, loss: 0.0917, grad_norm: 0.1633 2020-12-08 10:38:26,371 - mmaction - INFO - Epoch [1][460/2305] lr: 2.038e-02, eta: 15:10:17, time: 1.077, data_time: 0.002, memory: 8571, loss_action_cls: 0.0921, recall@thr=0.5: 0.4898, prec@thr=0.5: 0.6030, recall@top3: 0.6735, prec@top3: 0.5589, recall@top5: 0.8554, prec@top5: 0.4309, loss: 0.0921, grad_norm: 0.1791 2020-12-08 10:38:48,163 - mmaction - INFO - Epoch [1][480/2305] lr: 2.061e-02, eta: 15:06:28, time: 1.089, data_time: 0.001, memory: 8571, loss_action_cls: 0.0893, recall@thr=0.5: 0.4975, prec@thr=0.5: 0.6106, recall@top3: 0.6699, prec@top3: 0.5552, recall@top5: 0.8467, prec@top5: 0.4270, loss: 0.0893, grad_norm: 0.1843 2020-12-08 10:39:09,658 - mmaction - INFO - Epoch [1][500/2305] lr: 2.085e-02, eta: 15:02:30, time: 1.075, data_time: 0.001, memory: 8571, loss_action_cls: 0.0939, recall@thr=0.5: 0.5001, prec@thr=0.5: 0.6220, recall@top3: 0.6771, prec@top3: 0.5572, recall@top5: 0.8493, prec@top5: 0.4281, loss: 0.0939, grad_norm: 0.1637 2020-12-08 10:39:31,326 - mmaction - INFO - Epoch [1][520/2305] lr: 2.108e-02, eta: 14:59:05, time: 1.084, data_time: 0.001, memory: 8571, loss_action_cls: 0.0851, recall@thr=0.5: 0.4765, prec@thr=0.5: 0.6005, recall@top3: 0.6711, prec@top3: 0.5447, recall@top5: 0.8440, prec@top5: 0.4178, loss: 0.0851, grad_norm: 0.1750 2020-12-08 10:39:52,779 - mmaction - INFO - Epoch [1][540/2305] lr: 2.131e-02, eta: 14:55:33, time: 1.072, data_time: 0.001, memory: 8571, loss_action_cls: 0.0907, recall@thr=0.5: 0.4966, prec@thr=0.5: 0.6181, recall@top3: 0.6827, prec@top3: 0.5652, recall@top5: 0.8565, prec@top5: 0.4309, loss: 0.0907, grad_norm: 0.1597 2020-12-08 10:40:14,427 - mmaction - INFO - Epoch [1][560/2305] lr: 2.155e-02, eta: 14:52:33, time: 1.083, data_time: 0.002, memory: 8571, loss_action_cls: 0.0873, recall@thr=0.5: 0.4907, prec@thr=0.5: 0.6007, recall@top3: 0.6724, prec@top3: 0.5466, recall@top5: 0.8538, prec@top5: 0.4237, loss: 0.0873, grad_norm: 0.1758 2020-12-08 10:40:35,905 - mmaction - INFO - Epoch [1][580/2305] lr: 2.178e-02, eta: 14:49:28, time: 1.073, data_time: 0.001, memory: 8571, loss_action_cls: 0.0866, recall@thr=0.5: 0.4847, prec@thr=0.5: 0.6179, recall@top3: 0.6752, prec@top3: 0.5492, recall@top5: 0.8448, prec@top5: 0.4196, loss: 0.0866, grad_norm: 0.1533 2020-12-08 10:40:57,447 - mmaction - INFO - Epoch [1][600/2305] lr: 2.202e-02, eta: 14:46:41, time: 1.078, data_time: 0.001, memory: 8571, loss_action_cls: 0.0879, recall@thr=0.5: 0.4983, prec@thr=0.5: 0.6212, recall@top3: 0.6906, prec@top3: 0.5639, recall@top5: 0.8529, prec@top5: 0.4243, loss: 0.0879, grad_norm: 0.1616 2020-12-08 10:41:18,953 - mmaction - INFO - Epoch [1][620/2305] lr: 2.225e-02, eta: 14:43:58, time: 1.074, data_time: 0.001, memory: 8571, loss_action_cls: 0.0833, recall@thr=0.5: 0.5025, prec@thr=0.5: 0.6283, recall@top3: 0.6868, prec@top3: 0.5670, recall@top5: 0.8579, prec@top5: 0.4332, loss: 0.0833, grad_norm: 0.1712 2020-12-08 10:41:40,514 - mmaction - INFO - Epoch [1][640/2305] lr: 2.249e-02, eta: 14:41:31, time: 1.079, data_time: 0.002, memory: 8571, loss_action_cls: 0.0913, recall@thr=0.5: 0.5004, prec@thr=0.5: 0.6204, recall@top3: 0.6741, prec@top3: 0.5536, recall@top5: 0.8547, prec@top5: 0.4298, loss: 0.0913, grad_norm: 0.1609 2020-12-08 10:42:02,012 - mmaction - INFO - Epoch [1][660/2305] lr: 2.272e-02, eta: 14:39:05, time: 1.074, data_time: 0.001, memory: 8571, loss_action_cls: 0.0896, recall@thr=0.5: 0.4932, prec@thr=0.5: 0.6156, recall@top3: 0.6819, prec@top3: 0.5603, recall@top5: 0.8540, prec@top5: 0.4275, loss: 0.0896, grad_norm: 0.1659 2020-12-08 10:42:23,592 - mmaction - INFO - Epoch [1][680/2305] lr: 2.295e-02, eta: 14:36:53, time: 1.080, data_time: 0.001, memory: 8571, loss_action_cls: 0.0889, recall@thr=0.5: 0.4962, prec@thr=0.5: 0.6217, recall@top3: 0.6825, prec@top3: 0.5588, recall@top5: 0.8590, prec@top5: 0.4304, loss: 0.0889, grad_norm: 0.1730 2020-12-08 10:42:45,175 - mmaction - INFO - Epoch [1][700/2305] lr: 2.319e-02, eta: 14:34:48, time: 1.079, data_time: 0.001, memory: 8571, loss_action_cls: 0.0891, recall@thr=0.5: 0.5063, prec@thr=0.5: 0.6270, recall@top3: 0.6836, prec@top3: 0.5702, recall@top5: 0.8585, prec@top5: 0.4357, loss: 0.0891, grad_norm: 0.1810 2020-12-08 10:43:06,583 - mmaction - INFO - Epoch [1][720/2305] lr: 2.342e-02, eta: 14:32:36, time: 1.070, data_time: 0.001, memory: 8571, loss_action_cls: 0.0924, recall@thr=0.5: 0.4933, prec@thr=0.5: 0.6189, recall@top3: 0.6832, prec@top3: 0.5590, recall@top5: 0.8530, prec@top5: 0.4282, loss: 0.0924, grad_norm: 0.1729 2020-12-08 10:43:28,088 - mmaction - INFO - Epoch [1][740/2305] lr: 2.366e-02, eta: 14:30:36, time: 1.075, data_time: 0.001, memory: 8571, loss_action_cls: 0.0839, recall@thr=0.5: 0.5071, prec@thr=0.5: 0.6345, recall@top3: 0.6883, prec@top3: 0.5605, recall@top5: 0.8633, prec@top5: 0.4295, loss: 0.0839, grad_norm: 0.1673 2020-12-08 10:43:49,573 - mmaction - INFO - Epoch [1][760/2305] lr: 2.389e-02, eta: 14:28:42, time: 1.075, data_time: 0.001, memory: 8571, loss_action_cls: 0.0850, recall@thr=0.5: 0.5011, prec@thr=0.5: 0.6208, recall@top3: 0.6811, prec@top3: 0.5548, recall@top5: 0.8545, prec@top5: 0.4247, loss: 0.0850, grad_norm: 0.1782 2020-12-08 10:44:11,082 - mmaction - INFO - Epoch [1][780/2305] lr: 2.412e-02, eta: 14:26:51, time: 1.075, data_time: 0.001, memory: 8571, loss_action_cls: 0.0889, recall@thr=0.5: 0.5078, prec@thr=0.5: 0.6389, recall@top3: 0.6935, prec@top3: 0.5571, recall@top5: 0.8646, prec@top5: 0.4247, loss: 0.0889, grad_norm: 0.2009 2020-12-08 10:44:32,551 - mmaction - INFO - Epoch [1][800/2305] lr: 2.436e-02, eta: 14:25:05, time: 1.074, data_time: 0.002, memory: 8571, loss_action_cls: 0.0892, recall@thr=0.5: 0.5068, prec@thr=0.5: 0.6240, recall@top3: 0.6826, prec@top3: 0.5659, recall@top5: 0.8527, prec@top5: 0.4315, loss: 0.0892, grad_norm: 0.1758 2020-12-08 10:44:54,143 - mmaction - INFO - Epoch [1][820/2305] lr: 2.459e-02, eta: 14:23:28, time: 1.079, data_time: 0.001, memory: 8571, loss_action_cls: 0.0893, recall@thr=0.5: 0.5129, prec@thr=0.5: 0.6248, recall@top3: 0.6845, prec@top3: 0.5654, recall@top5: 0.8585, prec@top5: 0.4330, loss: 0.0893, grad_norm: 0.1961 2020-12-08 10:45:15,622 - mmaction - INFO - Epoch [1][840/2305] lr: 2.483e-02, eta: 14:21:50, time: 1.075, data_time: 0.002, memory: 8571, loss_action_cls: 0.0902, recall@thr=0.5: 0.5075, prec@thr=0.5: 0.6177, recall@top3: 0.6890, prec@top3: 0.5607, recall@top5: 0.8584, prec@top5: 0.4278, loss: 0.0902, grad_norm: 0.1926 2020-12-08 10:45:37,160 - mmaction - INFO - Epoch [1][860/2305] lr: 2.506e-02, eta: 14:20:18, time: 1.076, data_time: 0.001, memory: 8571, loss_action_cls: 0.0873, recall@thr=0.5: 0.5214, prec@thr=0.5: 0.6430, recall@top3: 0.6943, prec@top3: 0.5611, recall@top5: 0.8608, prec@top5: 0.4260, loss: 0.0873, grad_norm: 0.1574 2020-12-08 10:45:58,689 - mmaction - INFO - Epoch [1][880/2305] lr: 2.530e-02, eta: 14:18:49, time: 1.077, data_time: 0.002, memory: 8571, loss_action_cls: 0.0840, recall@thr=0.5: 0.5251, prec@thr=0.5: 0.6358, recall@top3: 0.6952, prec@top3: 0.5791, recall@top5: 0.8647, prec@top5: 0.4402, loss: 0.0840, grad_norm: 0.1721 2020-12-08 10:46:20,178 - mmaction - INFO - Epoch [1][900/2305] lr: 2.553e-02, eta: 14:17:20, time: 1.074, data_time: 0.002, memory: 8571, loss_action_cls: 0.0904, recall@thr=0.5: 0.5229, prec@thr=0.5: 0.6355, recall@top3: 0.6897, prec@top3: 0.5676, recall@top5: 0.8632, prec@top5: 0.4355, loss: 0.0904, grad_norm: 0.1779 2020-12-08 10:46:41,667 - mmaction - INFO - Epoch [1][920/2305] lr: 2.576e-02, eta: 14:15:56, time: 1.075, data_time: 0.002, memory: 8571, loss_action_cls: 0.0862, recall@thr=0.5: 0.5183, prec@thr=0.5: 0.6294, recall@top3: 0.6902, prec@top3: 0.5611, recall@top5: 0.8602, prec@top5: 0.4283, loss: 0.0862, grad_norm: 0.1860 2020-12-08 10:47:03,194 - mmaction - INFO - Epoch [1][940/2305] lr: 2.600e-02, eta: 14:14:35, time: 1.076, data_time: 0.001, memory: 8571, loss_action_cls: 0.0867, recall@thr=0.5: 0.5240, prec@thr=0.5: 0.6394, recall@top3: 0.6993, prec@top3: 0.5700, recall@top5: 0.8635, prec@top5: 0.4315, loss: 0.0867, grad_norm: 0.1915 2020-12-08 10:47:24,683 - mmaction - INFO - Epoch [1][960/2305] lr: 2.623e-02, eta: 14:13:15, time: 1.074, data_time: 0.001, memory: 8571, loss_action_cls: 0.0835, recall@thr=0.5: 0.5358, prec@thr=0.5: 0.6432, recall@top3: 0.6929, prec@top3: 0.5767, recall@top5: 0.8736, prec@top5: 0.4423, loss: 0.0835, grad_norm: 0.1680 2020-12-08 10:47:46,309 - mmaction - INFO - Epoch [1][980/2305] lr: 2.647e-02, eta: 14:12:02, time: 1.080, data_time: 0.001, memory: 8571, loss_action_cls: 0.0895, recall@thr=0.5: 0.5213, prec@thr=0.5: 0.6334, recall@top3: 0.6991, prec@top3: 0.5736, recall@top5: 0.8656, prec@top5: 0.4363, loss: 0.0895, grad_norm: 0.1643 2020-12-08 10:48:07,804 - mmaction - INFO - Epoch [1][1000/2305] lr: 2.670e-02, eta: 14:10:48, time: 1.076, data_time: 0.003, memory: 8571, loss_action_cls: 0.0853, recall@thr=0.5: 0.5273, prec@thr=0.5: 0.6481, recall@top3: 0.7125, prec@top3: 0.5752, recall@top5: 0.8796, prec@top5: 0.4356, loss: 0.0853, grad_norm: 0.2044 2020-12-08 10:48:29,373 - mmaction - INFO - Epoch [1][1020/2305] lr: 2.694e-02, eta: 14:09:39, time: 1.079, data_time: 0.001, memory: 8571, loss_action_cls: 0.0839, recall@thr=0.5: 0.5518, prec@thr=0.5: 0.6525, recall@top3: 0.7030, prec@top3: 0.5710, recall@top5: 0.8665, prec@top5: 0.4318, loss: 0.0839, grad_norm: 0.2016 2020-12-08 10:48:50,840 - mmaction - INFO - Epoch [1][1040/2305] lr: 2.717e-02, eta: 14:08:26, time: 1.072, data_time: 0.001, memory: 8571, loss_action_cls: 0.0842, recall@thr=0.5: 0.5283, prec@thr=0.5: 0.6455, recall@top3: 0.7062, prec@top3: 0.5627, recall@top5: 0.8725, prec@top5: 0.4266, loss: 0.0842, grad_norm: 0.1765 2020-12-08 10:49:12,343 - mmaction - INFO - Epoch [1][1060/2305] lr: 2.740e-02, eta: 14:07:17, time: 1.076, data_time: 0.001, memory: 8571, loss_action_cls: 0.0822, recall@thr=0.5: 0.5347, prec@thr=0.5: 0.6416, recall@top3: 0.6988, prec@top3: 0.5678, recall@top5: 0.8676, prec@top5: 0.4332, loss: 0.0822, grad_norm: 0.1810 2020-12-08 10:49:34,044 - mmaction - INFO - Epoch [1][1080/2305] lr: 2.764e-02, eta: 14:06:18, time: 1.085, data_time: 0.001, memory: 8571, loss_action_cls: 0.0829, recall@thr=0.5: 0.5494, prec@thr=0.5: 0.6620, recall@top3: 0.7156, prec@top3: 0.5841, recall@top5: 0.8795, prec@top5: 0.4393, loss: 0.0829, grad_norm: 0.1699 2020-12-08 10:49:55,587 - mmaction - INFO - Epoch [1][1100/2305] lr: 2.787e-02, eta: 14:05:14, time: 1.076, data_time: 0.001, memory: 8571, loss_action_cls: 0.0832, recall@thr=0.5: 0.5302, prec@thr=0.5: 0.6430, recall@top3: 0.6964, prec@top3: 0.5670, recall@top5: 0.8712, prec@top5: 0.4347, loss: 0.0832, grad_norm: 0.1834 2020-12-08 10:50:17,153 - mmaction - INFO - Epoch [1][1120/2305] lr: 2.811e-02, eta: 14:04:12, time: 1.078, data_time: 0.001, memory: 8571, loss_action_cls: 0.0881, recall@thr=0.5: 0.5300, prec@thr=0.5: 0.6480, recall@top3: 0.7003, prec@top3: 0.5706, recall@top5: 0.8689, prec@top5: 0.4325, loss: 0.0881, grad_norm: 0.1758 2020-12-08 10:50:38,659 - mmaction - INFO - Epoch [1][1140/2305] lr: 2.834e-02, eta: 14:03:09, time: 1.075, data_time: 0.001, memory: 8571, loss_action_cls: 0.0892, recall@thr=0.5: 0.5582, prec@thr=0.5: 0.6680, recall@top3: 0.7065, prec@top3: 0.5908, recall@top5: 0.8769, prec@top5: 0.4463, loss: 0.0892, grad_norm: 0.1562 2020-12-08 10:51:00,173 - mmaction - INFO - Epoch [1][1160/2305] lr: 2.858e-02, eta: 14:02:08, time: 1.076, data_time: 0.002, memory: 8571, loss_action_cls: 0.0834, recall@thr=0.5: 0.5202, prec@thr=0.5: 0.6345, recall@top3: 0.6970, prec@top3: 0.5652, recall@top5: 0.8640, prec@top5: 0.4285, loss: 0.0834, grad_norm: 0.1666 2020-12-08 10:51:21,723 - mmaction - INFO - Epoch [1][1180/2305] lr: 2.881e-02, eta: 14:01:11, time: 1.078, data_time: 0.001, memory: 8571, loss_action_cls: 0.0833, recall@thr=0.5: 0.5400, prec@thr=0.5: 0.6527, recall@top3: 0.6921, prec@top3: 0.5717, recall@top5: 0.8771, prec@top5: 0.4413, loss: 0.0833, grad_norm: 0.1603 2020-12-08 10:51:43,343 - mmaction - INFO - Epoch [1][1200/2305] lr: 2.904e-02, eta: 14:00:15, time: 1.079, data_time: 0.001, memory: 8571, loss_action_cls: 0.0804, recall@thr=0.5: 0.5328, prec@thr=0.5: 0.6466, recall@top3: 0.7018, prec@top3: 0.5792, recall@top5: 0.8682, prec@top5: 0.4383, loss: 0.0804, grad_norm: 0.1819 2020-12-08 10:52:05,013 - mmaction - INFO - Epoch [1][1220/2305] lr: 2.928e-02, eta: 13:59:25, time: 1.085, data_time: 0.002, memory: 8571, loss_action_cls: 0.0809, recall@thr=0.5: 0.5448, prec@thr=0.5: 0.6567, recall@top3: 0.7096, prec@top3: 0.5830, recall@top5: 0.8718, prec@top5: 0.4366, loss: 0.0809, grad_norm: 0.1783 2020-12-08 10:52:26,418 - mmaction - INFO - Epoch [1][1240/2305] lr: 2.951e-02, eta: 13:58:24, time: 1.069, data_time: 0.001, memory: 8571, loss_action_cls: 0.0844, recall@thr=0.5: 0.5361, prec@thr=0.5: 0.6407, recall@top3: 0.7045, prec@top3: 0.5718, recall@top5: 0.8703, prec@top5: 0.4339, loss: 0.0844, grad_norm: 0.1897 2020-12-08 10:52:48,039 - mmaction - INFO - Epoch [1][1260/2305] lr: 2.975e-02, eta: 13:57:33, time: 1.081, data_time: 0.001, memory: 8571, loss_action_cls: 0.0823, recall@thr=0.5: 0.5451, prec@thr=0.5: 0.6639, recall@top3: 0.7142, prec@top3: 0.5820, recall@top5: 0.8774, prec@top5: 0.4373, loss: 0.0823, grad_norm: 0.1861 2020-12-08 10:53:09,645 - mmaction - INFO - Epoch [1][1280/2305] lr: 2.998e-02, eta: 13:56:42, time: 1.080, data_time: 0.001, memory: 8571, loss_action_cls: 0.0848, recall@thr=0.5: 0.5520, prec@thr=0.5: 0.6549, recall@top3: 0.7006, prec@top3: 0.5808, recall@top5: 0.8698, prec@top5: 0.4407, loss: 0.0848, grad_norm: 0.1824 2020-12-08 10:53:31,238 - mmaction - INFO - Epoch [1][1300/2305] lr: 3.022e-02, eta: 13:55:52, time: 1.080, data_time: 0.002, memory: 8571, loss_action_cls: 0.0884, recall@thr=0.5: 0.5218, prec@thr=0.5: 0.6422, recall@top3: 0.6917, prec@top3: 0.5631, recall@top5: 0.8638, prec@top5: 0.4301, loss: 0.0884, grad_norm: 0.2045 2020-12-08 10:53:52,853 - mmaction - INFO - Epoch [1][1320/2305] lr: 3.045e-02, eta: 13:55:03, time: 1.080, data_time: 0.001, memory: 8573, loss_action_cls: 0.0864, recall@thr=0.5: 0.5368, prec@thr=0.5: 0.6432, recall@top3: 0.7052, prec@top3: 0.5758, recall@top5: 0.8724, prec@top5: 0.4377, loss: 0.0864, grad_norm: 0.1756 2020-12-08 10:54:14,386 - mmaction - INFO - Epoch [1][1340/2305] lr: 3.068e-02, eta: 13:54:13, time: 1.078, data_time: 0.002, memory: 8573, loss_action_cls: 0.0812, recall@thr=0.5: 0.5562, prec@thr=0.5: 0.6608, recall@top3: 0.7185, prec@top3: 0.5780, recall@top5: 0.8829, prec@top5: 0.4334, loss: 0.0812, grad_norm: 0.1672 2020-12-08 10:54:35,894 - mmaction - INFO - Epoch [1][1360/2305] lr: 3.092e-02, eta: 13:53:22, time: 1.074, data_time: 0.001, memory: 8573, loss_action_cls: 0.0795, recall@thr=0.5: 0.5556, prec@thr=0.5: 0.6734, recall@top3: 0.7162, prec@top3: 0.5777, recall@top5: 0.8754, prec@top5: 0.4323, loss: 0.0795, grad_norm: 0.1683 2020-12-08 10:54:57,448 - mmaction - INFO - Epoch [1][1380/2305] lr: 3.115e-02, eta: 13:52:34, time: 1.078, data_time: 0.002, memory: 8573, loss_action_cls: 0.0820, recall@thr=0.5: 0.5477, prec@thr=0.5: 0.6546, recall@top3: 0.7103, prec@top3: 0.5757, recall@top5: 0.8779, prec@top5: 0.4367, loss: 0.0820, grad_norm: 0.1766 2020-12-08 10:55:19,035 - mmaction - INFO - Epoch [1][1400/2305] lr: 3.139e-02, eta: 13:51:47, time: 1.079, data_time: 0.001, memory: 8573, loss_action_cls: 0.0785, recall@thr=0.5: 0.5613, prec@thr=0.5: 0.6689, recall@top3: 0.7119, prec@top3: 0.5829, recall@top5: 0.8719, prec@top5: 0.4378, loss: 0.0785, grad_norm: 0.1763 2020-12-08 10:55:40,559 - mmaction - INFO - Epoch [1][1420/2305] lr: 3.162e-02, eta: 13:51:01, time: 1.077, data_time: 0.002, memory: 8573, loss_action_cls: 0.0771, recall@thr=0.5: 0.5654, prec@thr=0.5: 0.6595, recall@top3: 0.7231, prec@top3: 0.5887, recall@top5: 0.8811, prec@top5: 0.4404, loss: 0.0771, grad_norm: 0.1562 2020-12-08 10:56:02,085 - mmaction - INFO - Epoch [1][1440/2305] lr: 3.186e-02, eta: 13:50:13, time: 1.075, data_time: 0.001, memory: 8573, loss_action_cls: 0.0841, recall@thr=0.5: 0.5716, prec@thr=0.5: 0.6743, recall@top3: 0.7262, prec@top3: 0.5952, recall@top5: 0.8835, prec@top5: 0.4462, loss: 0.0841, grad_norm: 0.1701 2020-12-08 10:56:23,578 - mmaction - INFO - Epoch [1][1460/2305] lr: 3.209e-02, eta: 13:49:26, time: 1.074, data_time: 0.001, memory: 8579, loss_action_cls: 0.0840, recall@thr=0.5: 0.5597, prec@thr=0.5: 0.6664, recall@top3: 0.7069, prec@top3: 0.5728, recall@top5: 0.8776, prec@top5: 0.4337, loss: 0.0840, grad_norm: 0.1747 2020-12-08 10:56:45,224 - mmaction - INFO - Epoch [1][1480/2305] lr: 3.232e-02, eta: 13:48:43, time: 1.081, data_time: 0.002, memory: 8579, loss_action_cls: 0.0845, recall@thr=0.5: 0.5539, prec@thr=0.5: 0.6695, recall@top3: 0.7135, prec@top3: 0.5889, recall@top5: 0.8777, prec@top5: 0.4430, loss: 0.0845, grad_norm: 0.1582 2020-12-08 10:57:06,745 - mmaction - INFO - Epoch [1][1500/2305] lr: 3.256e-02, eta: 13:47:59, time: 1.078, data_time: 0.003, memory: 8579, loss_action_cls: 0.0812, recall@thr=0.5: 0.5623, prec@thr=0.5: 0.6687, recall@top3: 0.7236, prec@top3: 0.5910, recall@top5: 0.8835, prec@top5: 0.4409, loss: 0.0812, grad_norm: 0.1574 2020-12-08 10:57:28,332 - mmaction - INFO - Epoch [1][1520/2305] lr: 3.279e-02, eta: 13:47:16, time: 1.079, data_time: 0.001, memory: 8579, loss_action_cls: 0.0782, recall@thr=0.5: 0.5759, prec@thr=0.5: 0.6901, recall@top3: 0.7231, prec@top3: 0.5942, recall@top5: 0.8875, prec@top5: 0.4446, loss: 0.0782, grad_norm: 0.1782 2020-12-08 10:57:49,833 - mmaction - INFO - Epoch [1][1540/2305] lr: 3.303e-02, eta: 13:46:32, time: 1.075, data_time: 0.001, memory: 8579, loss_action_cls: 0.0825, recall@thr=0.5: 0.5506, prec@thr=0.5: 0.6615, recall@top3: 0.7116, prec@top3: 0.5803, recall@top5: 0.8766, prec@top5: 0.4374, loss: 0.0825, grad_norm: 0.1781 2020-12-08 10:58:11,468 - mmaction - INFO - Epoch [1][1560/2305] lr: 3.326e-02, eta: 13:45:52, time: 1.083, data_time: 0.002, memory: 8579, loss_action_cls: 0.0808, recall@thr=0.5: 0.5580, prec@thr=0.5: 0.6697, recall@top3: 0.7152, prec@top3: 0.5766, recall@top5: 0.8783, prec@top5: 0.4330, loss: 0.0808, grad_norm: 0.1762 2020-12-08 10:58:33,006 - mmaction - INFO - Epoch [1][1580/2305] lr: 3.350e-02, eta: 13:45:09, time: 1.076, data_time: 0.001, memory: 8579, loss_action_cls: 0.0813, recall@thr=0.5: 0.5578, prec@thr=0.5: 0.6630, recall@top3: 0.7266, prec@top3: 0.5824, recall@top5: 0.8864, prec@top5: 0.4362, loss: 0.0813, grad_norm: 0.1720 2020-12-08 10:58:54,614 - mmaction - INFO - Epoch [1][1600/2305] lr: 3.373e-02, eta: 13:44:30, time: 1.081, data_time: 0.001, memory: 8579, loss_action_cls: 0.0817, recall@thr=0.5: 0.5712, prec@thr=0.5: 0.6785, recall@top3: 0.7250, prec@top3: 0.5903, recall@top5: 0.8882, prec@top5: 0.4425, loss: 0.0817, grad_norm: 0.1645 2020-12-08 10:59:16,229 - mmaction - INFO - Epoch [1][1620/2305] lr: 3.396e-02, eta: 13:43:50, time: 1.080, data_time: 0.001, memory: 8579, loss_action_cls: 0.0827, recall@thr=0.5: 0.5639, prec@thr=0.5: 0.6642, recall@top3: 0.7185, prec@top3: 0.5814, recall@top5: 0.8802, prec@top5: 0.4365, loss: 0.0827, grad_norm: 0.1832 2020-12-08 10:59:37,794 - mmaction - INFO - Epoch [1][1640/2305] lr: 3.420e-02, eta: 13:43:10, time: 1.079, data_time: 0.001, memory: 8579, loss_action_cls: 0.0803, recall@thr=0.5: 0.5810, prec@thr=0.5: 0.6859, recall@top3: 0.7341, prec@top3: 0.5987, recall@top5: 0.8872, prec@top5: 0.4433, loss: 0.0803, grad_norm: 0.1870 2020-12-08 10:59:59,436 - mmaction - INFO - Epoch [1][1660/2305] lr: 3.443e-02, eta: 13:42:32, time: 1.081, data_time: 0.001, memory: 8579, loss_action_cls: 0.0854, recall@thr=0.5: 0.5538, prec@thr=0.5: 0.6518, recall@top3: 0.7100, prec@top3: 0.5788, recall@top5: 0.8710, prec@top5: 0.4347, loss: 0.0854, grad_norm: 0.1850 2020-12-08 11:00:20,992 - mmaction - INFO - Epoch [1][1680/2305] lr: 3.467e-02, eta: 13:41:53, time: 1.078, data_time: 0.002, memory: 8579, loss_action_cls: 0.0817, recall@thr=0.5: 0.5637, prec@thr=0.5: 0.6705, recall@top3: 0.7204, prec@top3: 0.5814, recall@top5: 0.8839, prec@top5: 0.4361, loss: 0.0817, grad_norm: 0.1737 2020-12-08 11:00:42,606 - mmaction - INFO - Epoch [1][1700/2305] lr: 3.490e-02, eta: 13:41:15, time: 1.081, data_time: 0.001, memory: 8579, loss_action_cls: 0.0784, recall@thr=0.5: 0.5707, prec@thr=0.5: 0.6848, recall@top3: 0.7247, prec@top3: 0.5979, recall@top5: 0.8807, prec@top5: 0.4455, loss: 0.0784, grad_norm: 0.1617 2020-12-08 11:01:04,125 - mmaction - INFO - Epoch [1][1720/2305] lr: 3.514e-02, eta: 13:40:36, time: 1.076, data_time: 0.001, memory: 8579, loss_action_cls: 0.0842, recall@thr=0.5: 0.5630, prec@thr=0.5: 0.6679, recall@top3: 0.7189, prec@top3: 0.5850, recall@top5: 0.8739, prec@top5: 0.4359, loss: 0.0842, grad_norm: 0.1529 2020-12-08 11:01:25,665 - mmaction - INFO - Epoch [1][1740/2305] lr: 3.537e-02, eta: 13:39:57, time: 1.077, data_time: 0.001, memory: 8579, loss_action_cls: 0.0792, recall@thr=0.5: 0.5794, prec@thr=0.5: 0.6856, recall@top3: 0.7259, prec@top3: 0.5906, recall@top5: 0.8877, prec@top5: 0.4423, loss: 0.0792, grad_norm: 0.1577 2020-12-08 11:01:47,195 - mmaction - INFO - Epoch [1][1760/2305] lr: 3.560e-02, eta: 13:39:18, time: 1.076, data_time: 0.001, memory: 8579, loss_action_cls: 0.0800, recall@thr=0.5: 0.5613, prec@thr=0.5: 0.6738, recall@top3: 0.7282, prec@top3: 0.5945, recall@top5: 0.8820, prec@top5: 0.4417, loss: 0.0800, grad_norm: 0.1698 2020-12-08 11:02:08,941 - mmaction - INFO - Epoch [1][1780/2305] lr: 3.584e-02, eta: 13:38:46, time: 1.088, data_time: 0.002, memory: 8579, loss_action_cls: 0.0774, recall@thr=0.5: 0.5687, prec@thr=0.5: 0.6691, recall@top3: 0.7245, prec@top3: 0.5894, recall@top5: 0.8818, prec@top5: 0.4402, loss: 0.0774, grad_norm: 0.1789 2020-12-08 11:02:30,477 - mmaction - INFO - Epoch [1][1800/2305] lr: 3.607e-02, eta: 13:38:08, time: 1.077, data_time: 0.001, memory: 8579, loss_action_cls: 0.0838, recall@thr=0.5: 0.5520, prec@thr=0.5: 0.6560, recall@top3: 0.7068, prec@top3: 0.5759, recall@top5: 0.8713, prec@top5: 0.4327, loss: 0.0838, grad_norm: 0.1879 2020-12-08 11:02:52,092 - mmaction - INFO - Epoch [1][1820/2305] lr: 3.631e-02, eta: 13:37:32, time: 1.081, data_time: 0.001, memory: 8579, loss_action_cls: 0.0820, recall@thr=0.5: 0.5631, prec@thr=0.5: 0.6748, recall@top3: 0.7208, prec@top3: 0.5836, recall@top5: 0.8769, prec@top5: 0.4350, loss: 0.0820, grad_norm: 0.1699 2020-12-08 11:03:13,748 - mmaction - INFO - Epoch [1][1840/2305] lr: 3.654e-02, eta: 13:36:58, time: 1.083, data_time: 0.001, memory: 8579, loss_action_cls: 0.0806, recall@thr=0.5: 0.5581, prec@thr=0.5: 0.6709, recall@top3: 0.7221, prec@top3: 0.5933, recall@top5: 0.8836, prec@top5: 0.4450, loss: 0.0806, grad_norm: 0.1545 2020-12-08 11:03:35,391 - mmaction - INFO - Epoch [1][1860/2305] lr: 3.678e-02, eta: 13:36:24, time: 1.083, data_time: 0.001, memory: 8579, loss_action_cls: 0.0785, recall@thr=0.5: 0.5685, prec@thr=0.5: 0.6712, recall@top3: 0.7265, prec@top3: 0.5972, recall@top5: 0.8822, prec@top5: 0.4446, loss: 0.0785, grad_norm: 0.1673 2020-12-08 11:03:56,822 - mmaction - INFO - Epoch [1][1880/2305] lr: 3.701e-02, eta: 13:35:45, time: 1.071, data_time: 0.001, memory: 8579, loss_action_cls: 0.0793, recall@thr=0.5: 0.5628, prec@thr=0.5: 0.6644, recall@top3: 0.7257, prec@top3: 0.5865, recall@top5: 0.8853, prec@top5: 0.4374, loss: 0.0793, grad_norm: 0.1682 2020-12-08 11:04:18,349 - mmaction - INFO - Epoch [1][1900/2305] lr: 3.724e-02, eta: 13:35:09, time: 1.076, data_time: 0.001, memory: 8579, loss_action_cls: 0.0797, recall@thr=0.5: 0.5779, prec@thr=0.5: 0.6710, recall@top3: 0.7243, prec@top3: 0.5855, recall@top5: 0.8801, prec@top5: 0.4363, loss: 0.0797, grad_norm: 0.1789 2020-12-08 11:04:40,051 - mmaction - INFO - Epoch [1][1920/2305] lr: 3.748e-02, eta: 13:34:37, time: 1.085, data_time: 0.001, memory: 8579, loss_action_cls: 0.0831, recall@thr=0.5: 0.5664, prec@thr=0.5: 0.6751, recall@top3: 0.7222, prec@top3: 0.5887, recall@top5: 0.8848, prec@top5: 0.4424, loss: 0.0831, grad_norm: 0.1732 2020-12-08 11:05:01,644 - mmaction - INFO - Epoch [1][1940/2305] lr: 3.771e-02, eta: 13:34:03, time: 1.080, data_time: 0.001, memory: 8579, loss_action_cls: 0.0792, recall@thr=0.5: 0.5650, prec@thr=0.5: 0.6766, recall@top3: 0.7298, prec@top3: 0.5898, recall@top5: 0.8852, prec@top5: 0.4375, loss: 0.0792, grad_norm: 0.1765 2020-12-08 11:05:23,192 - mmaction - INFO - Epoch [1][1960/2305] lr: 3.795e-02, eta: 13:33:27, time: 1.077, data_time: 0.001, memory: 8579, loss_action_cls: 0.0812, recall@thr=0.5: 0.5774, prec@thr=0.5: 0.6761, recall@top3: 0.7215, prec@top3: 0.6049, recall@top5: 0.8857, prec@top5: 0.4533, loss: 0.0812, grad_norm: 0.1730 2020-12-08 11:05:44,676 - mmaction - INFO - Epoch [1][1980/2305] lr: 3.818e-02, eta: 13:32:51, time: 1.074, data_time: 0.001, memory: 8579, loss_action_cls: 0.0772, recall@thr=0.5: 0.5931, prec@thr=0.5: 0.6830, recall@top3: 0.7301, prec@top3: 0.6081, recall@top5: 0.8861, prec@top5: 0.4521, loss: 0.0772, grad_norm: 0.1605 2020-12-08 11:06:06,234 - mmaction - INFO - Epoch [1][2000/2305] lr: 3.842e-02, eta: 13:32:17, time: 1.078, data_time: 0.002, memory: 8579, loss_action_cls: 0.0784, recall@thr=0.5: 0.5800, prec@thr=0.5: 0.6834, recall@top3: 0.7315, prec@top3: 0.5948, recall@top5: 0.8852, prec@top5: 0.4408, loss: 0.0784, grad_norm: 0.1627 2020-12-08 11:06:27,688 - mmaction - INFO - Epoch [1][2020/2305] lr: 3.865e-02, eta: 13:31:41, time: 1.073, data_time: 0.001, memory: 8579, loss_action_cls: 0.0756, recall@thr=0.5: 0.5682, prec@thr=0.5: 0.6800, recall@top3: 0.7248, prec@top3: 0.5884, recall@top5: 0.8853, prec@top5: 0.4394, loss: 0.0756, grad_norm: 0.1613 2020-12-08 11:06:49,389 - mmaction - INFO - Epoch [1][2040/2305] lr: 3.888e-02, eta: 13:31:10, time: 1.086, data_time: 0.002, memory: 8579, loss_action_cls: 0.0783, recall@thr=0.5: 0.5744, prec@thr=0.5: 0.6779, recall@top3: 0.7260, prec@top3: 0.5963, recall@top5: 0.8863, prec@top5: 0.4487, loss: 0.0783, grad_norm: 0.1711 2020-12-08 11:07:10,901 - mmaction - INFO - Epoch [1][2060/2305] lr: 3.912e-02, eta: 13:30:35, time: 1.075, data_time: 0.001, memory: 8579, loss_action_cls: 0.0803, recall@thr=0.5: 0.5734, prec@thr=0.5: 0.6851, recall@top3: 0.7201, prec@top3: 0.5928, recall@top5: 0.8856, prec@top5: 0.4461, loss: 0.0803, grad_norm: 0.1786 2020-12-08 11:07:32,632 - mmaction - INFO - Epoch [1][2080/2305] lr: 3.935e-02, eta: 13:30:05, time: 1.086, data_time: 0.001, memory: 8579, loss_action_cls: 0.0778, recall@thr=0.5: 0.5919, prec@thr=0.5: 0.6847, recall@top3: 0.7356, prec@top3: 0.6044, recall@top5: 0.8900, prec@top5: 0.4482, loss: 0.0778, grad_norm: 0.1606 2020-12-08 11:07:54,382 - mmaction - INFO - Epoch [1][2100/2305] lr: 3.959e-02, eta: 13:29:37, time: 1.089, data_time: 0.003, memory: 8579, loss_action_cls: 0.0791, recall@thr=0.5: 0.5742, prec@thr=0.5: 0.6835, recall@top3: 0.7225, prec@top3: 0.5886, recall@top5: 0.8830, prec@top5: 0.4401, loss: 0.0791, grad_norm: 0.1688 2020-12-08 11:08:15,837 - mmaction - INFO - Epoch [1][2120/2305] lr: 3.982e-02, eta: 13:29:02, time: 1.072, data_time: 0.001, memory: 8579, loss_action_cls: 0.0763, recall@thr=0.5: 0.5774, prec@thr=0.5: 0.6786, recall@top3: 0.7337, prec@top3: 0.5897, recall@top5: 0.8897, prec@top5: 0.4378, loss: 0.0763, grad_norm: 0.1639 2020-12-08 11:08:37,420 - mmaction - INFO - Epoch [1][2140/2305] lr: 4.006e-02, eta: 13:28:29, time: 1.079, data_time: 0.002, memory: 8579, loss_action_cls: 0.0792, recall@thr=0.5: 0.5795, prec@thr=0.5: 0.6844, recall@top3: 0.7376, prec@top3: 0.5917, recall@top5: 0.8921, prec@top5: 0.4387, loss: 0.0792, grad_norm: 0.1561 2020-12-08 11:08:59,074 - mmaction - INFO - Epoch [1][2160/2305] lr: 4.029e-02, eta: 13:27:59, time: 1.083, data_time: 0.002, memory: 8579, loss_action_cls: 0.0821, recall@thr=0.5: 0.5769, prec@thr=0.5: 0.6857, recall@top3: 0.7301, prec@top3: 0.6008, recall@top5: 0.8860, prec@top5: 0.4443, loss: 0.0821, grad_norm: 0.1579 2020-12-08 11:09:20,575 - mmaction - INFO - Epoch [1][2180/2305] lr: 4.052e-02, eta: 13:27:26, time: 1.075, data_time: 0.002, memory: 8579, loss_action_cls: 0.0781, recall@thr=0.5: 0.5881, prec@thr=0.5: 0.6899, recall@top3: 0.7374, prec@top3: 0.5988, recall@top5: 0.8945, prec@top5: 0.4451, loss: 0.0781, grad_norm: 0.1698 2020-12-08 11:09:42,188 - mmaction - INFO - Epoch [1][2200/2305] lr: 4.076e-02, eta: 13:26:54, time: 1.080, data_time: 0.001, memory: 8579, loss_action_cls: 0.0772, recall@thr=0.5: 0.5810, prec@thr=0.5: 0.6836, recall@top3: 0.7267, prec@top3: 0.5937, recall@top5: 0.8828, prec@top5: 0.4444, loss: 0.0772, grad_norm: 0.1735 2020-12-08 11:10:03,598 - mmaction - INFO - Epoch [1][2220/2305] lr: 4.099e-02, eta: 13:26:19, time: 1.070, data_time: 0.002, memory: 8579, loss_action_cls: 0.0730, recall@thr=0.5: 0.5707, prec@thr=0.5: 0.6791, recall@top3: 0.7336, prec@top3: 0.5906, recall@top5: 0.8813, prec@top5: 0.4357, loss: 0.0730, grad_norm: 0.1717 2020-12-08 11:10:25,180 - mmaction - INFO - Epoch [1][2240/2305] lr: 4.123e-02, eta: 13:25:48, time: 1.079, data_time: 0.002, memory: 8579, loss_action_cls: 0.0757, recall@thr=0.5: 0.5776, prec@thr=0.5: 0.6861, recall@top3: 0.7259, prec@top3: 0.5906, recall@top5: 0.8796, prec@top5: 0.4387, loss: 0.0757, grad_norm: 0.1744 2020-12-08 11:10:46,615 - mmaction - INFO - Epoch [1][2260/2305] lr: 4.146e-02, eta: 13:25:14, time: 1.071, data_time: 0.002, memory: 8579, loss_action_cls: 0.0760, recall@thr=0.5: 0.5847, prec@thr=0.5: 0.6776, recall@top3: 0.7250, prec@top3: 0.5995, recall@top5: 0.8904, prec@top5: 0.4509, loss: 0.0760, grad_norm: 0.1799 2020-12-08 11:11:08,007 - mmaction - INFO - Epoch [1][2280/2305] lr: 4.170e-02, eta: 13:24:40, time: 1.072, data_time: 0.003, memory: 8579, loss_action_cls: 0.0803, recall@thr=0.5: 0.5762, prec@thr=0.5: 0.6790, recall@top3: 0.7333, prec@top3: 0.5899, recall@top5: 0.8874, prec@top5: 0.4374, loss: 0.0803, grad_norm: 0.1616 2020-12-08 11:11:29,365 - mmaction - INFO - Epoch [1][2300/2305] lr: 4.193e-02, eta: 13:24:05, time: 1.068, data_time: 0.001, memory: 8579, loss_action_cls: 0.0794, recall@thr=0.5: 0.5707, prec@thr=0.5: 0.6747, recall@top3: 0.7228, prec@top3: 0.5874, recall@top5: 0.8814, prec@top5: 0.4386, loss: 0.0794, grad_norm: 0.1740 2020-12-08 11:11:37,441 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-12-08 11:21:11,335 - mmaction - INFO - Evaluating proposal ... 2020-12-08 11:22:17,918 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 11:22:17,919 - mmaction - INFO - Evaluating bbox ... 2020-12-08 11:30:35,499 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.1937 2020-12-08 11:30:36,643 - mmaction - INFO - Epoch(val) [1][2305] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.1937 2020-12-08 11:31:46,481 - mmaction - INFO - Epoch [2][20/2305] lr: 4.222e-02, eta: 13:36:54, time: 3.491, data_time: 2.432, memory: 8579, loss_action_cls: 0.0767, recall@thr=0.5: 0.5884, prec@thr=0.5: 0.6872, recall@top3: 0.7328, prec@top3: 0.6011, recall@top5: 0.8885, prec@top5: 0.4467, loss: 0.0767, grad_norm: 0.1644 2020-12-08 11:32:08,055 - mmaction - INFO - Epoch [2][40/2305] lr: 4.246e-02, eta: 13:36:16, time: 1.078, data_time: 0.006, memory: 8579, loss_action_cls: 0.0764, recall@thr=0.5: 0.5871, prec@thr=0.5: 0.6990, recall@top3: 0.7328, prec@top3: 0.5963, recall@top5: 0.8932, prec@top5: 0.4466, loss: 0.0764, grad_norm: 0.1548 2020-12-08 11:32:29,527 - mmaction - INFO - Epoch [2][60/2305] lr: 4.269e-02, eta: 13:35:37, time: 1.074, data_time: 0.002, memory: 8579, loss_action_cls: 0.0765, recall@thr=0.5: 0.5752, prec@thr=0.5: 0.6898, recall@top3: 0.7340, prec@top3: 0.5963, recall@top5: 0.8869, prec@top5: 0.4398, loss: 0.0765, grad_norm: 0.1722 2020-12-08 11:32:51,050 - mmaction - INFO - Epoch [2][80/2305] lr: 4.293e-02, eta: 13:34:59, time: 1.077, data_time: 0.002, memory: 8579, loss_action_cls: 0.0756, recall@thr=0.5: 0.5944, prec@thr=0.5: 0.6932, recall@top3: 0.7364, prec@top3: 0.6040, recall@top5: 0.8936, prec@top5: 0.4488, loss: 0.0756, grad_norm: 0.1623 2020-12-08 11:33:12,553 - mmaction - INFO - Epoch [2][100/2305] lr: 4.316e-02, eta: 13:34:21, time: 1.075, data_time: 0.001, memory: 8579, loss_action_cls: 0.0743, recall@thr=0.5: 0.5802, prec@thr=0.5: 0.6870, recall@top3: 0.7405, prec@top3: 0.5931, recall@top5: 0.8950, prec@top5: 0.4406, loss: 0.0743, grad_norm: 0.1553 2020-12-08 11:33:34,066 - mmaction - INFO - Epoch [2][120/2305] lr: 4.339e-02, eta: 13:33:43, time: 1.076, data_time: 0.001, memory: 8579, loss_action_cls: 0.0767, recall@thr=0.5: 0.6030, prec@thr=0.5: 0.6984, recall@top3: 0.7404, prec@top3: 0.6038, recall@top5: 0.8902, prec@top5: 0.4458, loss: 0.0767, grad_norm: 0.1622 2020-12-08 11:33:55,716 - mmaction - INFO - Epoch [2][140/2305] lr: 4.363e-02, eta: 13:33:07, time: 1.082, data_time: 0.001, memory: 8579, loss_action_cls: 0.0755, recall@thr=0.5: 0.5849, prec@thr=0.5: 0.6891, recall@top3: 0.7386, prec@top3: 0.5979, recall@top5: 0.8893, prec@top5: 0.4417, loss: 0.0755, grad_norm: 0.1691 2020-12-08 11:34:17,274 - mmaction - INFO - Epoch [2][160/2305] lr: 4.386e-02, eta: 13:32:31, time: 1.079, data_time: 0.002, memory: 8579, loss_action_cls: 0.0782, recall@thr=0.5: 0.5839, prec@thr=0.5: 0.6853, recall@top3: 0.7305, prec@top3: 0.6046, recall@top5: 0.8914, prec@top5: 0.4521, loss: 0.0782, grad_norm: 0.1654 2020-12-08 11:34:38,801 - mmaction - INFO - Epoch [2][180/2305] lr: 4.410e-02, eta: 13:31:54, time: 1.076, data_time: 0.001, memory: 8579, loss_action_cls: 0.0783, recall@thr=0.5: 0.5719, prec@thr=0.5: 0.6741, recall@top3: 0.7256, prec@top3: 0.5901, recall@top5: 0.8850, prec@top5: 0.4426, loss: 0.0783, grad_norm: 0.1689 2020-12-08 11:35:00,433 - mmaction - INFO - Epoch [2][200/2305] lr: 4.433e-02, eta: 13:31:20, time: 1.083, data_time: 0.002, memory: 8579, loss_action_cls: 0.0740, recall@thr=0.5: 0.5834, prec@thr=0.5: 0.6885, recall@top3: 0.7402, prec@top3: 0.5946, recall@top5: 0.8893, prec@top5: 0.4376, loss: 0.0740, grad_norm: 0.1586 2020-12-08 11:35:21,986 - mmaction - INFO - Epoch [2][220/2305] lr: 4.457e-02, eta: 13:30:44, time: 1.077, data_time: 0.001, memory: 8579, loss_action_cls: 0.0735, recall@thr=0.5: 0.5847, prec@thr=0.5: 0.6913, recall@top3: 0.7360, prec@top3: 0.6036, recall@top5: 0.8929, prec@top5: 0.4474, loss: 0.0735, grad_norm: 0.1628 2020-12-08 11:35:43,596 - mmaction - INFO - Epoch [2][240/2305] lr: 4.480e-02, eta: 13:30:10, time: 1.081, data_time: 0.001, memory: 8579, loss_action_cls: 0.0760, recall@thr=0.5: 0.5811, prec@thr=0.5: 0.6829, recall@top3: 0.7313, prec@top3: 0.5952, recall@top5: 0.8879, prec@top5: 0.4428, loss: 0.0760, grad_norm: 0.1554 2020-12-08 11:36:05,142 - mmaction - INFO - Epoch [2][260/2305] lr: 4.503e-02, eta: 13:29:34, time: 1.077, data_time: 0.001, memory: 8579, loss_action_cls: 0.0754, recall@thr=0.5: 0.5739, prec@thr=0.5: 0.6955, recall@top3: 0.7327, prec@top3: 0.5933, recall@top5: 0.8845, prec@top5: 0.4398, loss: 0.0754, grad_norm: 0.1563 2020-12-08 11:36:26,606 - mmaction - INFO - Epoch [2][280/2305] lr: 4.527e-02, eta: 13:28:57, time: 1.073, data_time: 0.002, memory: 8579, loss_action_cls: 0.0731, recall@thr=0.5: 0.5852, prec@thr=0.5: 0.6991, recall@top3: 0.7446, prec@top3: 0.6152, recall@top5: 0.9008, prec@top5: 0.4565, loss: 0.0731, grad_norm: 0.1555 2020-12-08 11:36:48,143 - mmaction - INFO - Epoch [2][300/2305] lr: 4.550e-02, eta: 13:28:22, time: 1.077, data_time: 0.002, memory: 8579, loss_action_cls: 0.0793, recall@thr=0.5: 0.5871, prec@thr=0.5: 0.6909, recall@top3: 0.7372, prec@top3: 0.6110, recall@top5: 0.8888, prec@top5: 0.4503, loss: 0.0793, grad_norm: 0.1725 2020-12-08 11:37:09,803 - mmaction - INFO - Epoch [2][320/2305] lr: 4.574e-02, eta: 13:27:49, time: 1.083, data_time: 0.001, memory: 8579, loss_action_cls: 0.0766, recall@thr=0.5: 0.5623, prec@thr=0.5: 0.6888, recall@top3: 0.7279, prec@top3: 0.5959, recall@top5: 0.8866, prec@top5: 0.4425, loss: 0.0766, grad_norm: 0.1587 2020-12-08 11:37:31,352 - mmaction - INFO - Epoch [2][340/2305] lr: 4.597e-02, eta: 13:27:15, time: 1.077, data_time: 0.001, memory: 8579, loss_action_cls: 0.0749, recall@thr=0.5: 0.5813, prec@thr=0.5: 0.7021, recall@top3: 0.7340, prec@top3: 0.6043, recall@top5: 0.8843, prec@top5: 0.4462, loss: 0.0749, grad_norm: 0.1435 2020-12-08 11:37:53,066 - mmaction - INFO - Epoch [2][360/2305] lr: 4.621e-02, eta: 13:26:43, time: 1.086, data_time: 0.001, memory: 8579, loss_action_cls: 0.0738, recall@thr=0.5: 0.5745, prec@thr=0.5: 0.6844, recall@top3: 0.7289, prec@top3: 0.5914, recall@top5: 0.8877, prec@top5: 0.4413, loss: 0.0738, grad_norm: 0.1570 2020-12-08 11:38:14,791 - mmaction - INFO - Epoch [2][380/2305] lr: 4.644e-02, eta: 13:26:12, time: 1.086, data_time: 0.001, memory: 8579, loss_action_cls: 0.0775, recall@thr=0.5: 0.5819, prec@thr=0.5: 0.6900, recall@top3: 0.7401, prec@top3: 0.5964, recall@top5: 0.8878, prec@top5: 0.4390, loss: 0.0775, grad_norm: 0.1729 2020-12-08 11:38:36,508 - mmaction - INFO - Epoch [2][400/2305] lr: 4.667e-02, eta: 13:25:40, time: 1.086, data_time: 0.001, memory: 8579, loss_action_cls: 0.0741, recall@thr=0.5: 0.5699, prec@thr=0.5: 0.6864, recall@top3: 0.7383, prec@top3: 0.5949, recall@top5: 0.8941, prec@top5: 0.4420, loss: 0.0741, grad_norm: 0.1614 2020-12-08 11:38:57,937 - mmaction - INFO - Epoch [2][420/2305] lr: 4.691e-02, eta: 13:25:05, time: 1.072, data_time: 0.001, memory: 8579, loss_action_cls: 0.0759, recall@thr=0.5: 0.5829, prec@thr=0.5: 0.7012, recall@top3: 0.7450, prec@top3: 0.6164, recall@top5: 0.8921, prec@top5: 0.4530, loss: 0.0759, grad_norm: 0.1449 2020-12-08 11:39:19,569 - mmaction - INFO - Epoch [2][440/2305] lr: 4.714e-02, eta: 13:24:32, time: 1.081, data_time: 0.001, memory: 8579, loss_action_cls: 0.0674, recall@thr=0.5: 0.6050, prec@thr=0.5: 0.7102, recall@top3: 0.7525, prec@top3: 0.6107, recall@top5: 0.8981, prec@top5: 0.4468, loss: 0.0674, grad_norm: 0.1612 2020-12-08 11:39:41,083 - mmaction - INFO - Epoch [2][460/2305] lr: 4.738e-02, eta: 13:23:58, time: 1.075, data_time: 0.001, memory: 8579, loss_action_cls: 0.0753, recall@thr=0.5: 0.5768, prec@thr=0.5: 0.6955, recall@top3: 0.7296, prec@top3: 0.5954, recall@top5: 0.8875, prec@top5: 0.4440, loss: 0.0753, grad_norm: 0.1683 2020-12-08 11:40:02,636 - mmaction - INFO - Epoch [2][480/2305] lr: 4.761e-02, eta: 13:23:25, time: 1.079, data_time: 0.002, memory: 8579, loss_action_cls: 0.0804, recall@thr=0.5: 0.5700, prec@thr=0.5: 0.6907, recall@top3: 0.7334, prec@top3: 0.5910, recall@top5: 0.8915, prec@top5: 0.4414, loss: 0.0804, grad_norm: 0.1894 2020-12-08 11:40:24,270 - mmaction - INFO - Epoch [2][500/2305] lr: 4.785e-02, eta: 13:22:53, time: 1.081, data_time: 0.001, memory: 8579, loss_action_cls: 0.0740, recall@thr=0.5: 0.6039, prec@thr=0.5: 0.7008, recall@top3: 0.7395, prec@top3: 0.6118, recall@top5: 0.8968, prec@top5: 0.4539, loss: 0.0740, grad_norm: 0.1664 2020-12-08 11:40:45,810 - mmaction - INFO - Epoch [2][520/2305] lr: 4.808e-02, eta: 13:22:20, time: 1.077, data_time: 0.001, memory: 8579, loss_action_cls: 0.0760, recall@thr=0.5: 0.6007, prec@thr=0.5: 0.7088, recall@top3: 0.7448, prec@top3: 0.6073, recall@top5: 0.8952, prec@top5: 0.4479, loss: 0.0760, grad_norm: 0.1566 2020-12-08 11:41:07,413 - mmaction - INFO - Epoch [2][540/2305] lr: 4.831e-02, eta: 13:21:48, time: 1.080, data_time: 0.001, memory: 8579, loss_action_cls: 0.0774, recall@thr=0.5: 0.5887, prec@thr=0.5: 0.6865, recall@top3: 0.7356, prec@top3: 0.6032, recall@top5: 0.8941, prec@top5: 0.4482, loss: 0.0774, grad_norm: 0.1557 2020-12-08 11:41:29,098 - mmaction - INFO - Epoch [2][560/2305] lr: 4.855e-02, eta: 13:21:17, time: 1.084, data_time: 0.001, memory: 8579, loss_action_cls: 0.0734, recall@thr=0.5: 0.6035, prec@thr=0.5: 0.6979, recall@top3: 0.7468, prec@top3: 0.6032, recall@top5: 0.8940, prec@top5: 0.4436, loss: 0.0734, grad_norm: 0.1633 2020-12-08 11:41:50,646 - mmaction - INFO - Epoch [2][580/2305] lr: 4.878e-02, eta: 13:20:44, time: 1.076, data_time: 0.002, memory: 8579, loss_action_cls: 0.0731, recall@thr=0.5: 0.6129, prec@thr=0.5: 0.6995, recall@top3: 0.7412, prec@top3: 0.6100, recall@top5: 0.8909, prec@top5: 0.4494, loss: 0.0731, grad_norm: 0.1597 2020-12-08 11:42:12,296 - mmaction - INFO - Epoch [2][600/2305] lr: 4.902e-02, eta: 13:20:13, time: 1.084, data_time: 0.003, memory: 8579, loss_action_cls: 0.0704, recall@thr=0.5: 0.5922, prec@thr=0.5: 0.6974, recall@top3: 0.7436, prec@top3: 0.6065, recall@top5: 0.8902, prec@top5: 0.4464, loss: 0.0704, grad_norm: 0.1750 2020-12-08 11:42:33,804 - mmaction - INFO - Epoch [2][620/2305] lr: 4.925e-02, eta: 13:19:40, time: 1.075, data_time: 0.001, memory: 8579, loss_action_cls: 0.0759, recall@thr=0.5: 0.5872, prec@thr=0.5: 0.6968, recall@top3: 0.7324, prec@top3: 0.5942, recall@top5: 0.8859, prec@top5: 0.4421, loss: 0.0759, grad_norm: 0.1753 2020-12-08 11:42:55,426 - mmaction - INFO - Epoch [2][640/2305] lr: 4.949e-02, eta: 13:19:09, time: 1.081, data_time: 0.002, memory: 8579, loss_action_cls: 0.0743, recall@thr=0.5: 0.5942, prec@thr=0.5: 0.6952, recall@top3: 0.7468, prec@top3: 0.5985, recall@top5: 0.8976, prec@top5: 0.4412, loss: 0.0743, grad_norm: 0.1678 2020-12-08 11:43:17,033 - mmaction - INFO - Epoch [2][660/2305] lr: 4.972e-02, eta: 13:18:38, time: 1.081, data_time: 0.002, memory: 8579, loss_action_cls: 0.0751, recall@thr=0.5: 0.5846, prec@thr=0.5: 0.6925, recall@top3: 0.7363, prec@top3: 0.5976, recall@top5: 0.8922, prec@top5: 0.4436, loss: 0.0751, grad_norm: 0.1700 2020-12-08 11:43:38,546 - mmaction - INFO - Epoch [2][680/2305] lr: 4.995e-02, eta: 13:18:06, time: 1.076, data_time: 0.001, memory: 8579, loss_action_cls: 0.0762, recall@thr=0.5: 0.5953, prec@thr=0.5: 0.6897, recall@top3: 0.7409, prec@top3: 0.6042, recall@top5: 0.8956, prec@top5: 0.4475, loss: 0.0762, grad_norm: 0.1664 2020-12-08 11:44:00,222 - mmaction - INFO - Epoch [2][700/2305] lr: 5.019e-02, eta: 13:17:36, time: 1.083, data_time: 0.001, memory: 8579, loss_action_cls: 0.0721, recall@thr=0.5: 0.5969, prec@thr=0.5: 0.6915, recall@top3: 0.7474, prec@top3: 0.5996, recall@top5: 0.8963, prec@top5: 0.4416, loss: 0.0721, grad_norm: 0.1579 2020-12-08 11:44:21,776 - mmaction - INFO - Epoch [2][720/2305] lr: 5.042e-02, eta: 13:17:04, time: 1.077, data_time: 0.002, memory: 8579, loss_action_cls: 0.0743, recall@thr=0.5: 0.5858, prec@thr=0.5: 0.6848, recall@top3: 0.7372, prec@top3: 0.5936, recall@top5: 0.8926, prec@top5: 0.4413, loss: 0.0743, grad_norm: 0.1640 2020-12-08 11:44:43,372 - mmaction - INFO - Epoch [2][740/2305] lr: 5.066e-02, eta: 13:16:34, time: 1.081, data_time: 0.002, memory: 8579, loss_action_cls: 0.0766, recall@thr=0.5: 0.6029, prec@thr=0.5: 0.7078, recall@top3: 0.7459, prec@top3: 0.6025, recall@top5: 0.8918, prec@top5: 0.4428, loss: 0.0766, grad_norm: 0.1607 2020-12-08 11:45:05,146 - mmaction - INFO - Epoch [2][760/2305] lr: 5.089e-02, eta: 13:16:05, time: 1.089, data_time: 0.001, memory: 8579, loss_action_cls: 0.0743, recall@thr=0.5: 0.6061, prec@thr=0.5: 0.7030, recall@top3: 0.7431, prec@top3: 0.6017, recall@top5: 0.8933, prec@top5: 0.4446, loss: 0.0743, grad_norm: 0.1543 2020-12-08 11:45:26,723 - mmaction - INFO - Epoch [2][780/2305] lr: 5.112e-02, eta: 13:15:34, time: 1.079, data_time: 0.001, memory: 8579, loss_action_cls: 0.0717, recall@thr=0.5: 0.6036, prec@thr=0.5: 0.7049, recall@top3: 0.7445, prec@top3: 0.6056, recall@top5: 0.8957, prec@top5: 0.4461, loss: 0.0717, grad_norm: 0.1572 2020-12-08 11:45:48,166 - mmaction - INFO - Epoch [2][800/2305] lr: 5.136e-02, eta: 13:15:02, time: 1.072, data_time: 0.001, memory: 8579, loss_action_cls: 0.0736, recall@thr=0.5: 0.6018, prec@thr=0.5: 0.6987, recall@top3: 0.7456, prec@top3: 0.6018, recall@top5: 0.8928, prec@top5: 0.4424, loss: 0.0736, grad_norm: 0.1589 2020-12-08 11:46:09,733 - mmaction - INFO - Epoch [2][820/2305] lr: 5.159e-02, eta: 13:14:31, time: 1.078, data_time: 0.002, memory: 8579, loss_action_cls: 0.0710, recall@thr=0.5: 0.5996, prec@thr=0.5: 0.7044, recall@top3: 0.7569, prec@top3: 0.6066, recall@top5: 0.8976, prec@top5: 0.4429, loss: 0.0710, grad_norm: 0.1533 2020-12-08 11:46:31,406 - mmaction - INFO - Epoch [2][840/2305] lr: 5.183e-02, eta: 13:14:02, time: 1.083, data_time: 0.001, memory: 8579, loss_action_cls: 0.0725, recall@thr=0.5: 0.5915, prec@thr=0.5: 0.6966, recall@top3: 0.7439, prec@top3: 0.6098, recall@top5: 0.8943, prec@top5: 0.4493, loss: 0.0725, grad_norm: 0.1637 2020-12-08 11:46:53,038 - mmaction - INFO - Epoch [2][860/2305] lr: 5.206e-02, eta: 13:13:32, time: 1.080, data_time: 0.001, memory: 8579, loss_action_cls: 0.0719, recall@thr=0.5: 0.5923, prec@thr=0.5: 0.6896, recall@top3: 0.7401, prec@top3: 0.6023, recall@top5: 0.8915, prec@top5: 0.4456, loss: 0.0719, grad_norm: 0.1713 2020-12-08 11:47:14,563 - mmaction - INFO - Epoch [2][880/2305] lr: 5.230e-02, eta: 13:13:01, time: 1.078, data_time: 0.003, memory: 8579, loss_action_cls: 0.0701, recall@thr=0.5: 0.6112, prec@thr=0.5: 0.7174, recall@top3: 0.7584, prec@top3: 0.6232, recall@top5: 0.9024, prec@top5: 0.4537, loss: 0.0701, grad_norm: 0.1524 2020-12-08 11:47:36,166 - mmaction - INFO - Epoch [2][900/2305] lr: 5.253e-02, eta: 13:12:31, time: 1.080, data_time: 0.001, memory: 8579, loss_action_cls: 0.0714, recall@thr=0.5: 0.6003, prec@thr=0.5: 0.6984, recall@top3: 0.7346, prec@top3: 0.5978, recall@top5: 0.8949, prec@top5: 0.4460, loss: 0.0714, grad_norm: 0.1617 2020-12-08 11:47:57,833 - mmaction - INFO - Epoch [2][920/2305] lr: 5.276e-02, eta: 13:12:02, time: 1.084, data_time: 0.001, memory: 8579, loss_action_cls: 0.0719, recall@thr=0.5: 0.6003, prec@thr=0.5: 0.7080, recall@top3: 0.7499, prec@top3: 0.6001, recall@top5: 0.8998, prec@top5: 0.4427, loss: 0.0719, grad_norm: 0.1500 2020-12-08 11:48:19,446 - mmaction - INFO - Epoch [2][940/2305] lr: 5.300e-02, eta: 13:11:33, time: 1.079, data_time: 0.001, memory: 8579, loss_action_cls: 0.0746, recall@thr=0.5: 0.6087, prec@thr=0.5: 0.6997, recall@top3: 0.7444, prec@top3: 0.6093, recall@top5: 0.8918, prec@top5: 0.4477, loss: 0.0746, grad_norm: 0.1426 2020-12-08 11:48:41,067 - mmaction - INFO - Epoch [2][960/2305] lr: 5.323e-02, eta: 13:11:04, time: 1.083, data_time: 0.003, memory: 8579, loss_action_cls: 0.0718, recall@thr=0.5: 0.6044, prec@thr=0.5: 0.6988, recall@top3: 0.7455, prec@top3: 0.6135, recall@top5: 0.9034, prec@top5: 0.4539, loss: 0.0718, grad_norm: 0.1613 2020-12-08 11:49:02,739 - mmaction - INFO - Epoch [2][980/2305] lr: 5.347e-02, eta: 13:10:35, time: 1.083, data_time: 0.001, memory: 8579, loss_action_cls: 0.0714, recall@thr=0.5: 0.6012, prec@thr=0.5: 0.7027, recall@top3: 0.7449, prec@top3: 0.6056, recall@top5: 0.8950, prec@top5: 0.4459, loss: 0.0714, grad_norm: 0.1779 2020-12-08 11:49:24,308 - mmaction - INFO - Epoch [2][1000/2305] lr: 5.370e-02, eta: 13:10:06, time: 1.079, data_time: 0.002, memory: 8579, loss_action_cls: 0.0753, recall@thr=0.5: 0.5976, prec@thr=0.5: 0.6932, recall@top3: 0.7312, prec@top3: 0.6045, recall@top5: 0.8851, prec@top5: 0.4474, loss: 0.0753, grad_norm: 0.1669 2020-12-08 11:49:45,900 - mmaction - INFO - Epoch [2][1020/2305] lr: 5.394e-02, eta: 13:09:36, time: 1.079, data_time: 0.001, memory: 8579, loss_action_cls: 0.0732, recall@thr=0.5: 0.6090, prec@thr=0.5: 0.7079, recall@top3: 0.7516, prec@top3: 0.5994, recall@top5: 0.8922, prec@top5: 0.4370, loss: 0.0732, grad_norm: 0.1506 2020-12-08 11:50:07,589 - mmaction - INFO - Epoch [2][1040/2305] lr: 5.417e-02, eta: 13:09:08, time: 1.083, data_time: 0.001, memory: 8579, loss_action_cls: 0.0721, recall@thr=0.5: 0.6001, prec@thr=0.5: 0.7052, recall@top3: 0.7417, prec@top3: 0.6052, recall@top5: 0.8941, prec@top5: 0.4487, loss: 0.0721, grad_norm: 0.1510 2020-12-08 11:50:29,168 - mmaction - INFO - Epoch [2][1060/2305] lr: 5.440e-02, eta: 13:08:38, time: 1.080, data_time: 0.003, memory: 8579, loss_action_cls: 0.0743, recall@thr=0.5: 0.5899, prec@thr=0.5: 0.6887, recall@top3: 0.7415, prec@top3: 0.5932, recall@top5: 0.8916, prec@top5: 0.4367, loss: 0.0743, grad_norm: 0.1501 2020-12-08 11:50:50,815 - mmaction - INFO - Epoch [2][1080/2305] lr: 5.464e-02, eta: 13:08:10, time: 1.082, data_time: 0.001, memory: 8579, loss_action_cls: 0.0740, recall@thr=0.5: 0.6034, prec@thr=0.5: 0.7116, recall@top3: 0.7475, prec@top3: 0.6148, recall@top5: 0.8970, prec@top5: 0.4497, loss: 0.0740, grad_norm: 0.1569 2020-12-08 11:51:12,562 - mmaction - INFO - Epoch [2][1100/2305] lr: 5.487e-02, eta: 13:07:43, time: 1.086, data_time: 0.001, memory: 8579, loss_action_cls: 0.0706, recall@thr=0.5: 0.6109, prec@thr=0.5: 0.7060, recall@top3: 0.7493, prec@top3: 0.6104, recall@top5: 0.8985, prec@top5: 0.4474, loss: 0.0706, grad_norm: 0.1643 2020-12-08 11:51:34,210 - mmaction - INFO - Epoch [2][1120/2305] lr: 5.511e-02, eta: 13:07:15, time: 1.085, data_time: 0.003, memory: 8579, loss_action_cls: 0.0767, recall@thr=0.5: 0.5916, prec@thr=0.5: 0.6841, recall@top3: 0.7445, prec@top3: 0.5918, recall@top5: 0.8946, prec@top5: 0.4371, loss: 0.0767, grad_norm: 0.1572 2020-12-08 11:51:55,908 - mmaction - INFO - Epoch [2][1140/2305] lr: 5.534e-02, eta: 13:06:47, time: 1.085, data_time: 0.001, memory: 8579, loss_action_cls: 0.0727, recall@thr=0.5: 0.5938, prec@thr=0.5: 0.7024, recall@top3: 0.7460, prec@top3: 0.6009, recall@top5: 0.8942, prec@top5: 0.4428, loss: 0.0727, grad_norm: 0.1448 2020-12-08 11:52:17,522 - mmaction - INFO - Epoch [2][1160/2305] lr: 5.558e-02, eta: 13:06:19, time: 1.080, data_time: 0.001, memory: 8579, loss_action_cls: 0.0735, recall@thr=0.5: 0.6103, prec@thr=0.5: 0.7078, recall@top3: 0.7446, prec@top3: 0.6155, recall@top5: 0.9004, prec@top5: 0.4547, loss: 0.0735, grad_norm: 0.1544 2020-12-08 11:52:39,187 - mmaction - INFO - Epoch [2][1180/2305] lr: 5.581e-02, eta: 13:05:51, time: 1.083, data_time: 0.001, memory: 8579, loss_action_cls: 0.0698, recall@thr=0.5: 0.6101, prec@thr=0.5: 0.7090, recall@top3: 0.7504, prec@top3: 0.6138, recall@top5: 0.9008, prec@top5: 0.4529, loss: 0.0698, grad_norm: 0.1620 2020-12-08 11:53:00,720 - mmaction - INFO - Epoch [2][1200/2305] lr: 5.604e-02, eta: 13:05:21, time: 1.077, data_time: 0.001, memory: 8579, loss_action_cls: 0.0697, recall@thr=0.5: 0.5928, prec@thr=0.5: 0.6910, recall@top3: 0.7356, prec@top3: 0.5967, recall@top5: 0.8904, prec@top5: 0.4427, loss: 0.0697, grad_norm: 0.1684 2020-12-08 11:53:22,298 - mmaction - INFO - Epoch [2][1220/2305] lr: 5.628e-02, eta: 13:04:52, time: 1.078, data_time: 0.001, memory: 8579, loss_action_cls: 0.0712, recall@thr=0.5: 0.6032, prec@thr=0.5: 0.6996, recall@top3: 0.7458, prec@top3: 0.6047, recall@top5: 0.9013, prec@top5: 0.4485, loss: 0.0712, grad_norm: 0.1596 2020-12-08 11:53:43,708 - mmaction - INFO - Epoch [2][1240/2305] lr: 5.651e-02, eta: 13:04:22, time: 1.071, data_time: 0.002, memory: 8579, loss_action_cls: 0.0738, recall@thr=0.5: 0.6040, prec@thr=0.5: 0.7077, recall@top3: 0.7445, prec@top3: 0.6081, recall@top5: 0.8910, prec@top5: 0.4454, loss: 0.0738, grad_norm: 0.1461 2020-12-08 11:54:05,239 - mmaction - INFO - Epoch [2][1260/2305] lr: 5.675e-02, eta: 13:03:53, time: 1.077, data_time: 0.002, memory: 8579, loss_action_cls: 0.0717, recall@thr=0.5: 0.6021, prec@thr=0.5: 0.6956, recall@top3: 0.7472, prec@top3: 0.6045, recall@top5: 0.8967, prec@top5: 0.4458, loss: 0.0717, grad_norm: 0.1743 2020-12-08 11:54:26,932 - mmaction - INFO - Epoch [2][1280/2305] lr: 5.698e-02, eta: 13:03:25, time: 1.083, data_time: 0.001, memory: 8579, loss_action_cls: 0.0723, recall@thr=0.5: 0.6081, prec@thr=0.5: 0.7068, recall@top3: 0.7512, prec@top3: 0.6114, recall@top5: 0.8886, prec@top5: 0.4438, loss: 0.0723, grad_norm: 0.1520 2020-12-08 11:54:48,452 - mmaction - INFO - Epoch [2][1300/2305] lr: 5.722e-02, eta: 13:02:56, time: 1.076, data_time: 0.002, memory: 8579, loss_action_cls: 0.0714, recall@thr=0.5: 0.5966, prec@thr=0.5: 0.7125, recall@top3: 0.7466, prec@top3: 0.6057, recall@top5: 0.8911, prec@top5: 0.4431, loss: 0.0714, grad_norm: 0.1401 2020-12-08 11:55:09,899 - mmaction - INFO - Epoch [2][1320/2305] lr: 5.745e-02, eta: 13:02:27, time: 1.074, data_time: 0.002, memory: 8579, loss_action_cls: 0.0676, recall@thr=0.5: 0.6073, prec@thr=0.5: 0.7134, recall@top3: 0.7434, prec@top3: 0.6086, recall@top5: 0.8920, prec@top5: 0.4478, loss: 0.0676, grad_norm: 0.1430 2020-12-08 11:55:31,485 - mmaction - INFO - Epoch [2][1340/2305] lr: 5.768e-02, eta: 13:01:59, time: 1.079, data_time: 0.001, memory: 8579, loss_action_cls: 0.0694, recall@thr=0.5: 0.6179, prec@thr=0.5: 0.7081, recall@top3: 0.7488, prec@top3: 0.6114, recall@top5: 0.9002, prec@top5: 0.4513, loss: 0.0694, grad_norm: 0.1521 2020-12-08 11:55:53,119 - mmaction - INFO - Epoch [2][1360/2305] lr: 5.792e-02, eta: 13:01:31, time: 1.081, data_time: 0.001, memory: 8579, loss_action_cls: 0.0723, recall@thr=0.5: 0.6046, prec@thr=0.5: 0.7069, recall@top3: 0.7450, prec@top3: 0.6177, recall@top5: 0.8944, prec@top5: 0.4551, loss: 0.0723, grad_norm: 0.1747 2020-12-08 11:56:14,602 - mmaction - INFO - Epoch [2][1380/2305] lr: 5.815e-02, eta: 13:01:02, time: 1.075, data_time: 0.001, memory: 8579, loss_action_cls: 0.0712, recall@thr=0.5: 0.6100, prec@thr=0.5: 0.7157, recall@top3: 0.7505, prec@top3: 0.6017, recall@top5: 0.8859, prec@top5: 0.4361, loss: 0.0712, grad_norm: 0.1691 2020-12-08 11:56:36,288 - mmaction - INFO - Epoch [2][1400/2305] lr: 5.839e-02, eta: 13:00:35, time: 1.083, data_time: 0.001, memory: 8579, loss_action_cls: 0.0658, recall@thr=0.5: 0.6275, prec@thr=0.5: 0.7327, recall@top3: 0.7610, prec@top3: 0.6166, recall@top5: 0.9048, prec@top5: 0.4492, loss: 0.0658, grad_norm: 0.1545 2020-12-08 11:56:58,025 - mmaction - INFO - Epoch [2][1420/2305] lr: 5.862e-02, eta: 13:00:09, time: 1.088, data_time: 0.002, memory: 8579, loss_action_cls: 0.0691, recall@thr=0.5: 0.6262, prec@thr=0.5: 0.7136, recall@top3: 0.7538, prec@top3: 0.6178, recall@top5: 0.8992, prec@top5: 0.4519, loss: 0.0691, grad_norm: 0.1595 2020-12-08 11:57:19,726 - mmaction - INFO - Epoch [2][1440/2305] lr: 5.886e-02, eta: 12:59:42, time: 1.084, data_time: 0.001, memory: 8579, loss_action_cls: 0.0723, recall@thr=0.5: 0.5972, prec@thr=0.5: 0.7053, recall@top3: 0.7440, prec@top3: 0.6017, recall@top5: 0.8995, prec@top5: 0.4452, loss: 0.0723, grad_norm: 0.1551 2020-12-08 11:57:41,242 - mmaction - INFO - Epoch [2][1460/2305] lr: 5.909e-02, eta: 12:59:14, time: 1.077, data_time: 0.002, memory: 8579, loss_action_cls: 0.0722, recall@thr=0.5: 0.6185, prec@thr=0.5: 0.7017, recall@top3: 0.7509, prec@top3: 0.6208, recall@top5: 0.8993, prec@top5: 0.4541, loss: 0.0722, grad_norm: 0.1518 2020-12-08 11:58:02,888 - mmaction - INFO - Epoch [2][1480/2305] lr: 5.932e-02, eta: 12:58:47, time: 1.081, data_time: 0.001, memory: 8579, loss_action_cls: 0.0684, recall@thr=0.5: 0.6225, prec@thr=0.5: 0.7127, recall@top3: 0.7500, prec@top3: 0.6112, recall@top5: 0.8951, prec@top5: 0.4484, loss: 0.0684, grad_norm: 0.1524 2020-12-08 11:58:24,454 - mmaction - INFO - Epoch [2][1500/2305] lr: 5.956e-02, eta: 12:58:19, time: 1.079, data_time: 0.002, memory: 8579, loss_action_cls: 0.0710, recall@thr=0.5: 0.6211, prec@thr=0.5: 0.7183, recall@top3: 0.7542, prec@top3: 0.6205, recall@top5: 0.9024, prec@top5: 0.4535, loss: 0.0710, grad_norm: 0.1463 2020-12-08 11:58:46,278 - mmaction - INFO - Epoch [2][1520/2305] lr: 5.979e-02, eta: 12:57:54, time: 1.092, data_time: 0.001, memory: 8579, loss_action_cls: 0.0712, recall@thr=0.5: 0.6168, prec@thr=0.5: 0.7133, recall@top3: 0.7553, prec@top3: 0.6137, recall@top5: 0.8970, prec@top5: 0.4467, loss: 0.0712, grad_norm: 0.1556 2020-12-08 11:59:07,843 - mmaction - INFO - Epoch [2][1540/2305] lr: 6.003e-02, eta: 12:57:26, time: 1.078, data_time: 0.001, memory: 8579, loss_action_cls: 0.0705, recall@thr=0.5: 0.6083, prec@thr=0.5: 0.7107, recall@top3: 0.7423, prec@top3: 0.6147, recall@top5: 0.8960, prec@top5: 0.4537, loss: 0.0705, grad_norm: 0.1499 2020-12-08 11:59:29,598 - mmaction - INFO - Epoch [2][1560/2305] lr: 6.026e-02, eta: 12:57:00, time: 1.087, data_time: 0.001, memory: 8579, loss_action_cls: 0.0715, recall@thr=0.5: 0.6223, prec@thr=0.5: 0.7119, recall@top3: 0.7564, prec@top3: 0.6263, recall@top5: 0.8977, prec@top5: 0.4544, loss: 0.0715, grad_norm: 0.1519 2020-12-08 11:59:51,084 - mmaction - INFO - Epoch [2][1580/2305] lr: 6.050e-02, eta: 12:56:32, time: 1.075, data_time: 0.001, memory: 8579, loss_action_cls: 0.0739, recall@thr=0.5: 0.6094, prec@thr=0.5: 0.7098, recall@top3: 0.7379, prec@top3: 0.6119, recall@top5: 0.8882, prec@top5: 0.4510, loss: 0.0739, grad_norm: 0.1531 2020-12-08 12:00:12,809 - mmaction - INFO - Epoch [2][1600/2305] lr: 6.073e-02, eta: 12:56:06, time: 1.086, data_time: 0.001, memory: 8579, loss_action_cls: 0.0710, recall@thr=0.5: 0.5932, prec@thr=0.5: 0.6964, recall@top3: 0.7390, prec@top3: 0.5897, recall@top5: 0.8908, prec@top5: 0.4359, loss: 0.0710, grad_norm: 0.1825 2020-12-08 12:00:34,590 - mmaction - INFO - Epoch [2][1620/2305] lr: 6.096e-02, eta: 12:55:41, time: 1.089, data_time: 0.001, memory: 8579, loss_action_cls: 0.0687, recall@thr=0.5: 0.6121, prec@thr=0.5: 0.7155, recall@top3: 0.7576, prec@top3: 0.6172, recall@top5: 0.8987, prec@top5: 0.4499, loss: 0.0687, grad_norm: 0.1778 2020-12-08 12:00:56,076 - mmaction - INFO - Epoch [2][1640/2305] lr: 6.120e-02, eta: 12:55:13, time: 1.074, data_time: 0.001, memory: 8579, loss_action_cls: 0.0709, recall@thr=0.5: 0.6131, prec@thr=0.5: 0.7136, recall@top3: 0.7534, prec@top3: 0.6099, recall@top5: 0.8962, prec@top5: 0.4463, loss: 0.0709, grad_norm: 0.1512 2020-12-08 12:01:17,967 - mmaction - INFO - Epoch [2][1660/2305] lr: 6.143e-02, eta: 12:54:49, time: 1.094, data_time: 0.001, memory: 8579, loss_action_cls: 0.0687, recall@thr=0.5: 0.6129, prec@thr=0.5: 0.7045, recall@top3: 0.7576, prec@top3: 0.6091, recall@top5: 0.8994, prec@top5: 0.4438, loss: 0.0687, grad_norm: 0.1490 2020-12-08 12:01:39,736 - mmaction - INFO - Epoch [2][1680/2305] lr: 6.167e-02, eta: 12:54:23, time: 1.088, data_time: 0.002, memory: 8579, loss_action_cls: 0.0665, recall@thr=0.5: 0.6152, prec@thr=0.5: 0.7226, recall@top3: 0.7538, prec@top3: 0.6089, recall@top5: 0.8992, prec@top5: 0.4462, loss: 0.0665, grad_norm: 0.1515 2020-12-08 12:02:01,495 - mmaction - INFO - Epoch [2][1700/2305] lr: 6.190e-02, eta: 12:53:58, time: 1.088, data_time: 0.001, memory: 8579, loss_action_cls: 0.0710, recall@thr=0.5: 0.6112, prec@thr=0.5: 0.7052, recall@top3: 0.7517, prec@top3: 0.6120, recall@top5: 0.8956, prec@top5: 0.4475, loss: 0.0710, grad_norm: 0.1554 2020-12-08 12:02:23,080 - mmaction - INFO - Epoch [2][1720/2305] lr: 6.214e-02, eta: 12:53:31, time: 1.080, data_time: 0.001, memory: 8579, loss_action_cls: 0.0739, recall@thr=0.5: 0.6190, prec@thr=0.5: 0.7143, recall@top3: 0.7549, prec@top3: 0.6215, recall@top5: 0.9050, prec@top5: 0.4576, loss: 0.0739, grad_norm: 0.1397 2020-12-08 12:02:44,742 - mmaction - INFO - Epoch [2][1740/2305] lr: 6.237e-02, eta: 12:53:05, time: 1.081, data_time: 0.001, memory: 8579, loss_action_cls: 0.0706, recall@thr=0.5: 0.6137, prec@thr=0.5: 0.7147, recall@top3: 0.7485, prec@top3: 0.6118, recall@top5: 0.8961, prec@top5: 0.4499, loss: 0.0706, grad_norm: 0.1460 2020-12-08 12:03:06,416 - mmaction - INFO - Epoch [2][1760/2305] lr: 6.260e-02, eta: 12:52:39, time: 1.083, data_time: 0.002, memory: 8579, loss_action_cls: 0.0699, recall@thr=0.5: 0.6180, prec@thr=0.5: 0.7081, recall@top3: 0.7516, prec@top3: 0.6133, recall@top5: 0.8928, prec@top5: 0.4469, loss: 0.0699, grad_norm: 0.1495 2020-12-08 12:03:28,169 - mmaction - INFO - Epoch [2][1780/2305] lr: 6.284e-02, eta: 12:52:13, time: 1.088, data_time: 0.003, memory: 8579, loss_action_cls: 0.0674, recall@thr=0.5: 0.6016, prec@thr=0.5: 0.7085, recall@top3: 0.7452, prec@top3: 0.6104, recall@top5: 0.8998, prec@top5: 0.4511, loss: 0.0674, grad_norm: 0.1593 2020-12-08 12:03:49,910 - mmaction - INFO - Epoch [2][1800/2305] lr: 6.307e-02, eta: 12:51:48, time: 1.086, data_time: 0.002, memory: 8579, loss_action_cls: 0.0711, recall@thr=0.5: 0.5937, prec@thr=0.5: 0.6911, recall@top3: 0.7410, prec@top3: 0.6010, recall@top5: 0.8880, prec@top5: 0.4385, loss: 0.0711, grad_norm: 0.1634 2020-12-08 12:04:11,702 - mmaction - INFO - Epoch [2][1820/2305] lr: 6.331e-02, eta: 12:51:24, time: 1.091, data_time: 0.003, memory: 8579, loss_action_cls: 0.0708, recall@thr=0.5: 0.5994, prec@thr=0.5: 0.6952, recall@top3: 0.7364, prec@top3: 0.5978, recall@top5: 0.8981, prec@top5: 0.4466, loss: 0.0708, grad_norm: 0.1720 2020-12-08 12:04:33,427 - mmaction - INFO - Epoch [2][1840/2305] lr: 6.354e-02, eta: 12:50:58, time: 1.086, data_time: 0.001, memory: 8579, loss_action_cls: 0.0681, recall@thr=0.5: 0.6120, prec@thr=0.5: 0.7136, recall@top3: 0.7486, prec@top3: 0.6090, recall@top5: 0.8985, prec@top5: 0.4490, loss: 0.0681, grad_norm: 0.1448 2020-12-08 12:04:55,193 - mmaction - INFO - Epoch [2][1860/2305] lr: 6.378e-02, eta: 12:50:33, time: 1.088, data_time: 0.002, memory: 8579, loss_action_cls: 0.0719, recall@thr=0.5: 0.6022, prec@thr=0.5: 0.7116, recall@top3: 0.7473, prec@top3: 0.6036, recall@top5: 0.8953, prec@top5: 0.4430, loss: 0.0719, grad_norm: 0.1737 2020-12-08 12:05:16,910 - mmaction - INFO - Epoch [2][1880/2305] lr: 6.401e-02, eta: 12:50:08, time: 1.086, data_time: 0.001, memory: 8579, loss_action_cls: 0.0717, recall@thr=0.5: 0.6100, prec@thr=0.5: 0.7101, recall@top3: 0.7573, prec@top3: 0.6143, recall@top5: 0.9033, prec@top5: 0.4505, loss: 0.0717, grad_norm: 0.1562 2020-12-08 12:05:38,582 - mmaction - INFO - Epoch [2][1900/2305] lr: 6.424e-02, eta: 12:49:42, time: 1.082, data_time: 0.001, memory: 8579, loss_action_cls: 0.0683, recall@thr=0.5: 0.6163, prec@thr=0.5: 0.7182, recall@top3: 0.7511, prec@top3: 0.6203, recall@top5: 0.8991, prec@top5: 0.4540, loss: 0.0683, grad_norm: 0.1461 2020-12-08 12:06:00,299 - mmaction - INFO - Epoch [2][1920/2305] lr: 6.448e-02, eta: 12:49:17, time: 1.087, data_time: 0.002, memory: 8579, loss_action_cls: 0.0685, recall@thr=0.5: 0.6045, prec@thr=0.5: 0.7133, recall@top3: 0.7549, prec@top3: 0.6128, recall@top5: 0.8967, prec@top5: 0.4458, loss: 0.0685, grad_norm: 0.1502 2020-12-08 12:06:21,934 - mmaction - INFO - Epoch [2][1940/2305] lr: 6.471e-02, eta: 12:48:51, time: 1.081, data_time: 0.001, memory: 8579, loss_action_cls: 0.0681, recall@thr=0.5: 0.6123, prec@thr=0.5: 0.7123, recall@top3: 0.7478, prec@top3: 0.6036, recall@top5: 0.8938, prec@top5: 0.4437, loss: 0.0681, grad_norm: 0.1458 2020-12-08 12:06:43,541 - mmaction - INFO - Epoch [2][1960/2305] lr: 6.495e-02, eta: 12:48:24, time: 1.080, data_time: 0.001, memory: 8579, loss_action_cls: 0.0697, recall@thr=0.5: 0.6122, prec@thr=0.5: 0.7074, recall@top3: 0.7556, prec@top3: 0.6148, recall@top5: 0.8939, prec@top5: 0.4470, loss: 0.0697, grad_norm: 0.1423 2020-12-08 12:07:05,118 - mmaction - INFO - Epoch [2][1980/2305] lr: 6.518e-02, eta: 12:47:58, time: 1.081, data_time: 0.002, memory: 8579, loss_action_cls: 0.0681, recall@thr=0.5: 0.6023, prec@thr=0.5: 0.7009, recall@top3: 0.7504, prec@top3: 0.6187, recall@top5: 0.9007, prec@top5: 0.4567, loss: 0.0681, grad_norm: 0.1646 2020-12-08 12:07:26,877 - mmaction - INFO - Epoch [2][2000/2305] lr: 6.542e-02, eta: 12:47:33, time: 1.087, data_time: 0.001, memory: 8579, loss_action_cls: 0.0677, recall@thr=0.5: 0.6224, prec@thr=0.5: 0.7121, recall@top3: 0.7587, prec@top3: 0.6088, recall@top5: 0.9036, prec@top5: 0.4459, loss: 0.0677, grad_norm: 0.1614 2020-12-08 12:07:48,425 - mmaction - INFO - Epoch [2][2020/2305] lr: 6.565e-02, eta: 12:47:06, time: 1.077, data_time: 0.002, memory: 8579, loss_action_cls: 0.0677, recall@thr=0.5: 0.6297, prec@thr=0.5: 0.7230, recall@top3: 0.7610, prec@top3: 0.6267, recall@top5: 0.9078, prec@top5: 0.4573, loss: 0.0677, grad_norm: 0.1554 2020-12-08 12:08:10,113 - mmaction - INFO - Epoch [2][2040/2305] lr: 6.588e-02, eta: 12:46:41, time: 1.084, data_time: 0.002, memory: 8579, loss_action_cls: 0.0694, recall@thr=0.5: 0.6087, prec@thr=0.5: 0.7020, recall@top3: 0.7501, prec@top3: 0.6161, recall@top5: 0.9005, prec@top5: 0.4533, loss: 0.0694, grad_norm: 0.1573 2020-12-08 12:08:31,949 - mmaction - INFO - Epoch [2][2060/2305] lr: 6.612e-02, eta: 12:46:17, time: 1.093, data_time: 0.002, memory: 8579, loss_action_cls: 0.0708, recall@thr=0.5: 0.6160, prec@thr=0.5: 0.7076, recall@top3: 0.7487, prec@top3: 0.6090, recall@top5: 0.8932, prec@top5: 0.4451, loss: 0.0708, grad_norm: 0.1524 2020-12-08 12:08:53,653 - mmaction - INFO - Epoch [2][2080/2305] lr: 6.635e-02, eta: 12:45:52, time: 1.085, data_time: 0.001, memory: 8579, loss_action_cls: 0.0640, recall@thr=0.5: 0.6299, prec@thr=0.5: 0.7314, recall@top3: 0.7652, prec@top3: 0.6138, recall@top5: 0.9088, prec@top5: 0.4476, loss: 0.0640, grad_norm: 0.1420 2020-12-08 12:09:15,406 - mmaction - INFO - Epoch [2][2100/2305] lr: 6.659e-02, eta: 12:45:27, time: 1.085, data_time: 0.001, memory: 8579, loss_action_cls: 0.0652, recall@thr=0.5: 0.6263, prec@thr=0.5: 0.7148, recall@top3: 0.7584, prec@top3: 0.6148, recall@top5: 0.9048, prec@top5: 0.4513, loss: 0.0652, grad_norm: 0.1446 2020-12-08 12:09:37,208 - mmaction - INFO - Epoch [2][2120/2305] lr: 6.682e-02, eta: 12:45:03, time: 1.092, data_time: 0.004, memory: 8579, loss_action_cls: 0.0673, recall@thr=0.5: 0.6237, prec@thr=0.5: 0.7069, recall@top3: 0.7534, prec@top3: 0.6155, recall@top5: 0.8987, prec@top5: 0.4502, loss: 0.0673, grad_norm: 0.1594 2020-12-08 12:09:58,800 - mmaction - INFO - Epoch [2][2140/2305] lr: 6.706e-02, eta: 12:44:37, time: 1.080, data_time: 0.002, memory: 8579, loss_action_cls: 0.0686, recall@thr=0.5: 0.5970, prec@thr=0.5: 0.7023, recall@top3: 0.7507, prec@top3: 0.5936, recall@top5: 0.8973, prec@top5: 0.4349, loss: 0.0686, grad_norm: 0.1647 2020-12-08 12:10:20,453 - mmaction - INFO - Epoch [2][2160/2305] lr: 6.729e-02, eta: 12:44:11, time: 1.082, data_time: 0.001, memory: 8579, loss_action_cls: 0.0665, recall@thr=0.5: 0.6212, prec@thr=0.5: 0.7193, recall@top3: 0.7610, prec@top3: 0.6114, recall@top5: 0.9057, prec@top5: 0.4468, loss: 0.0665, grad_norm: 0.1445 2020-12-08 12:10:42,151 - mmaction - INFO - Epoch [2][2180/2305] lr: 6.752e-02, eta: 12:43:46, time: 1.086, data_time: 0.001, memory: 8579, loss_action_cls: 0.0702, recall@thr=0.5: 0.6083, prec@thr=0.5: 0.7052, recall@top3: 0.7438, prec@top3: 0.6090, recall@top5: 0.8964, prec@top5: 0.4492, loss: 0.0702, grad_norm: 0.1525 2020-12-08 12:11:03,846 - mmaction - INFO - Epoch [2][2200/2305] lr: 6.776e-02, eta: 12:43:21, time: 1.084, data_time: 0.001, memory: 8579, loss_action_cls: 0.0668, recall@thr=0.5: 0.6223, prec@thr=0.5: 0.7194, recall@top3: 0.7633, prec@top3: 0.6176, recall@top5: 0.9095, prec@top5: 0.4513, loss: 0.0668, grad_norm: 0.1501 2020-12-08 12:11:25,560 - mmaction - INFO - Epoch [2][2220/2305] lr: 6.799e-02, eta: 12:42:56, time: 1.084, data_time: 0.001, memory: 8579, loss_action_cls: 0.0694, recall@thr=0.5: 0.6305, prec@thr=0.5: 0.7240, recall@top3: 0.7546, prec@top3: 0.6139, recall@top5: 0.9004, prec@top5: 0.4498, loss: 0.0694, grad_norm: 0.1574 2020-12-08 12:11:47,266 - mmaction - INFO - Epoch [2][2240/2305] lr: 6.823e-02, eta: 12:42:32, time: 1.087, data_time: 0.002, memory: 8579, loss_action_cls: 0.0677, recall@thr=0.5: 0.6230, prec@thr=0.5: 0.7142, recall@top3: 0.7541, prec@top3: 0.6138, recall@top5: 0.9056, prec@top5: 0.4520, loss: 0.0677, grad_norm: 0.1560 2020-12-08 12:12:08,925 - mmaction - INFO - Epoch [2][2260/2305] lr: 6.846e-02, eta: 12:42:06, time: 1.083, data_time: 0.001, memory: 8579, loss_action_cls: 0.0700, recall@thr=0.5: 0.6170, prec@thr=0.5: 0.7139, recall@top3: 0.7504, prec@top3: 0.6186, recall@top5: 0.8977, prec@top5: 0.4522, loss: 0.0700, grad_norm: 0.1545 2020-12-08 12:12:30,517 - mmaction - INFO - Epoch [2][2280/2305] lr: 6.870e-02, eta: 12:41:40, time: 1.080, data_time: 0.001, memory: 8579, loss_action_cls: 0.0647, recall@thr=0.5: 0.6270, prec@thr=0.5: 0.7308, recall@top3: 0.7628, prec@top3: 0.6118, recall@top5: 0.9098, prec@top5: 0.4478, loss: 0.0647, grad_norm: 0.1416 2020-12-08 12:12:52,004 - mmaction - INFO - Epoch [2][2300/2305] lr: 6.893e-02, eta: 12:41:14, time: 1.074, data_time: 0.001, memory: 8579, loss_action_cls: 0.0681, recall@thr=0.5: 0.6148, prec@thr=0.5: 0.7175, recall@top3: 0.7564, prec@top3: 0.6172, recall@top5: 0.9042, prec@top5: 0.4529, loss: 0.0681, grad_norm: 0.1423 2020-12-08 12:13:00,100 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-12-08 12:22:09,045 - mmaction - INFO - Evaluating proposal ... 2020-12-08 12:23:15,870 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 12:23:15,871 - mmaction - INFO - Evaluating bbox ... 2020-12-08 12:31:31,372 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2193 2020-12-08 12:31:32,677 - mmaction - INFO - Epoch(val) [2][2305] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2193 2020-12-08 12:32:44,019 - mmaction - INFO - Epoch [3][20/2305] lr: 6.922e-02, eta: 12:47:18, time: 3.565, data_time: 2.501, memory: 8579, loss_action_cls: 0.0669, recall@thr=0.5: 0.6286, prec@thr=0.5: 0.7223, recall@top3: 0.7597, prec@top3: 0.6171, recall@top5: 0.9058, prec@top5: 0.4504, loss: 0.0669, grad_norm: 0.1340 2020-12-08 12:33:05,431 - mmaction - INFO - Epoch [3][40/2305] lr: 6.946e-02, eta: 12:46:49, time: 1.072, data_time: 0.004, memory: 8579, loss_action_cls: 0.0651, recall@thr=0.5: 0.6321, prec@thr=0.5: 0.7251, recall@top3: 0.7674, prec@top3: 0.6287, recall@top5: 0.9147, prec@top5: 0.4586, loss: 0.0651, grad_norm: 0.1436 2020-12-08 12:33:26,991 - mmaction - INFO - Epoch [3][60/2305] lr: 6.969e-02, eta: 12:46:21, time: 1.078, data_time: 0.001, memory: 8579, loss_action_cls: 0.0676, recall@thr=0.5: 0.6442, prec@thr=0.5: 0.7254, recall@top3: 0.7643, prec@top3: 0.6188, recall@top5: 0.9071, prec@top5: 0.4516, loss: 0.0676, grad_norm: 0.1582 2020-12-08 12:33:48,482 - mmaction - INFO - Epoch [3][80/2305] lr: 6.993e-02, eta: 12:45:53, time: 1.074, data_time: 0.001, memory: 8579, loss_action_cls: 0.0665, recall@thr=0.5: 0.6254, prec@thr=0.5: 0.7190, recall@top3: 0.7595, prec@top3: 0.6235, recall@top5: 0.8983, prec@top5: 0.4532, loss: 0.0665, grad_norm: 0.1456 2020-12-08 12:34:10,026 - mmaction - INFO - Epoch [3][100/2305] lr: 7.016e-02, eta: 12:45:25, time: 1.078, data_time: 0.002, memory: 8579, loss_action_cls: 0.0656, recall@thr=0.5: 0.6167, prec@thr=0.5: 0.7218, recall@top3: 0.7542, prec@top3: 0.6089, recall@top5: 0.9036, prec@top5: 0.4490, loss: 0.0656, grad_norm: 0.1709 2020-12-08 12:34:31,475 - mmaction - INFO - Epoch [3][120/2305] lr: 7.039e-02, eta: 12:44:56, time: 1.072, data_time: 0.002, memory: 8579, loss_action_cls: 0.0636, recall@thr=0.5: 0.6500, prec@thr=0.5: 0.7341, recall@top3: 0.7731, prec@top3: 0.6359, recall@top5: 0.9109, prec@top5: 0.4592, loss: 0.0636, grad_norm: 0.1386 2020-12-08 12:34:53,007 - mmaction - INFO - Epoch [3][140/2305] lr: 7.063e-02, eta: 12:44:28, time: 1.077, data_time: 0.002, memory: 8579, loss_action_cls: 0.0663, recall@thr=0.5: 0.6277, prec@thr=0.5: 0.7259, recall@top3: 0.7573, prec@top3: 0.6151, recall@top5: 0.9011, prec@top5: 0.4488, loss: 0.0663, grad_norm: 0.1516 2020-12-08 12:35:14,806 - mmaction - INFO - Epoch [3][160/2305] lr: 7.086e-02, eta: 12:44:03, time: 1.090, data_time: 0.002, memory: 8579, loss_action_cls: 0.0659, recall@thr=0.5: 0.6400, prec@thr=0.5: 0.7219, recall@top3: 0.7591, prec@top3: 0.6177, recall@top5: 0.9025, prec@top5: 0.4499, loss: 0.0659, grad_norm: 0.1527 2020-12-08 12:35:36,342 - mmaction - INFO - Epoch [3][180/2305] lr: 7.110e-02, eta: 12:43:35, time: 1.077, data_time: 0.001, memory: 8579, loss_action_cls: 0.0680, recall@thr=0.5: 0.6221, prec@thr=0.5: 0.7142, recall@top3: 0.7631, prec@top3: 0.6175, recall@top5: 0.9069, prec@top5: 0.4493, loss: 0.0680, grad_norm: 0.1487 2020-12-08 12:35:57,943 - mmaction - INFO - Epoch [3][200/2305] lr: 7.133e-02, eta: 12:43:08, time: 1.080, data_time: 0.001, memory: 8579, loss_action_cls: 0.0652, recall@thr=0.5: 0.6339, prec@thr=0.5: 0.7228, recall@top3: 0.7611, prec@top3: 0.6099, recall@top5: 0.9045, prec@top5: 0.4462, loss: 0.0652, grad_norm: 0.1530 2020-12-08 12:36:19,571 - mmaction - INFO - Epoch [3][220/2305] lr: 7.157e-02, eta: 12:42:41, time: 1.082, data_time: 0.002, memory: 8579, loss_action_cls: 0.0700, recall@thr=0.5: 0.6106, prec@thr=0.5: 0.7121, recall@top3: 0.7463, prec@top3: 0.6137, recall@top5: 0.8958, prec@top5: 0.4512, loss: 0.0700, grad_norm: 0.1460 2020-12-08 12:36:41,089 - mmaction - INFO - Epoch [3][240/2305] lr: 7.180e-02, eta: 12:42:13, time: 1.076, data_time: 0.001, memory: 8579, loss_action_cls: 0.0668, recall@thr=0.5: 0.6301, prec@thr=0.5: 0.7211, recall@top3: 0.7525, prec@top3: 0.6167, recall@top5: 0.8992, prec@top5: 0.4529, loss: 0.0668, grad_norm: 0.1435 2020-12-08 12:37:02,810 - mmaction - INFO - Epoch [3][260/2305] lr: 7.203e-02, eta: 12:41:47, time: 1.084, data_time: 0.001, memory: 8579, loss_action_cls: 0.0632, recall@thr=0.5: 0.6357, prec@thr=0.5: 0.7342, recall@top3: 0.7645, prec@top3: 0.6359, recall@top5: 0.9078, prec@top5: 0.4609, loss: 0.0632, grad_norm: 0.1545 2020-12-08 12:37:24,462 - mmaction - INFO - Epoch [3][280/2305] lr: 7.227e-02, eta: 12:41:21, time: 1.085, data_time: 0.003, memory: 8579, loss_action_cls: 0.0631, recall@thr=0.5: 0.6503, prec@thr=0.5: 0.7321, recall@top3: 0.7691, prec@top3: 0.6249, recall@top5: 0.9082, prec@top5: 0.4537, loss: 0.0631, grad_norm: 0.1425 2020-12-08 12:37:46,004 - mmaction - INFO - Epoch [3][300/2305] lr: 7.250e-02, eta: 12:40:53, time: 1.076, data_time: 0.001, memory: 8579, loss_action_cls: 0.0617, recall@thr=0.5: 0.6356, prec@thr=0.5: 0.7276, recall@top3: 0.7589, prec@top3: 0.6181, recall@top5: 0.9051, prec@top5: 0.4538, loss: 0.0617, grad_norm: 0.1622 2020-12-08 12:38:07,566 - mmaction - INFO - Epoch [3][320/2305] lr: 7.274e-02, eta: 12:40:26, time: 1.078, data_time: 0.001, memory: 8579, loss_action_cls: 0.0651, recall@thr=0.5: 0.6266, prec@thr=0.5: 0.7267, recall@top3: 0.7601, prec@top3: 0.6169, recall@top5: 0.9016, prec@top5: 0.4505, loss: 0.0651, grad_norm: 0.1476 2020-12-08 12:38:28,947 - mmaction - INFO - Epoch [3][340/2305] lr: 7.297e-02, eta: 12:39:57, time: 1.069, data_time: 0.001, memory: 8579, loss_action_cls: 0.0642, recall@thr=0.5: 0.6259, prec@thr=0.5: 0.7230, recall@top3: 0.7621, prec@top3: 0.6222, recall@top5: 0.9056, prec@top5: 0.4530, loss: 0.0642, grad_norm: 0.1528 2020-12-08 12:38:50,541 - mmaction - INFO - Epoch [3][360/2305] lr: 7.321e-02, eta: 12:39:30, time: 1.080, data_time: 0.002, memory: 8579, loss_action_cls: 0.0621, recall@thr=0.5: 0.6298, prec@thr=0.5: 0.7278, recall@top3: 0.7628, prec@top3: 0.6163, recall@top5: 0.9040, prec@top5: 0.4469, loss: 0.0621, grad_norm: 0.1565 2020-12-08 12:39:12,045 - mmaction - INFO - Epoch [3][380/2305] lr: 7.344e-02, eta: 12:39:03, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0634, recall@thr=0.5: 0.6259, prec@thr=0.5: 0.7232, recall@top3: 0.7668, prec@top3: 0.6161, recall@top5: 0.9092, prec@top5: 0.4499, loss: 0.0634, grad_norm: 0.1645 2020-12-08 12:39:33,588 - mmaction - INFO - Epoch [3][400/2305] lr: 7.367e-02, eta: 12:38:36, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0604, recall@thr=0.5: 0.6403, prec@thr=0.5: 0.7317, recall@top3: 0.7718, prec@top3: 0.6219, recall@top5: 0.9084, prec@top5: 0.4487, loss: 0.0604, grad_norm: 0.1548 2020-12-08 12:39:55,129 - mmaction - INFO - Epoch [3][420/2305] lr: 7.391e-02, eta: 12:38:08, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0638, recall@thr=0.5: 0.6389, prec@thr=0.5: 0.7263, recall@top3: 0.7670, prec@top3: 0.6219, recall@top5: 0.9057, prec@top5: 0.4499, loss: 0.0638, grad_norm: 0.1531 2020-12-08 12:40:16,811 - mmaction - INFO - Epoch [3][440/2305] lr: 7.414e-02, eta: 12:37:43, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0661, recall@thr=0.5: 0.6284, prec@thr=0.5: 0.7234, recall@top3: 0.7552, prec@top3: 0.6174, recall@top5: 0.9018, prec@top5: 0.4532, loss: 0.0661, grad_norm: 0.1643 2020-12-08 12:40:38,517 - mmaction - INFO - Epoch [3][460/2305] lr: 7.438e-02, eta: 12:37:17, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0631, recall@thr=0.5: 0.6350, prec@thr=0.5: 0.7244, recall@top3: 0.7577, prec@top3: 0.6248, recall@top5: 0.9024, prec@top5: 0.4535, loss: 0.0631, grad_norm: 0.1546 2020-12-08 12:41:00,008 - mmaction - INFO - Epoch [3][480/2305] lr: 7.461e-02, eta: 12:36:49, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0649, recall@thr=0.5: 0.6408, prec@thr=0.5: 0.7352, recall@top3: 0.7666, prec@top3: 0.6281, recall@top5: 0.9075, prec@top5: 0.4552, loss: 0.0649, grad_norm: 0.1539 2020-12-08 12:41:21,528 - mmaction - INFO - Epoch [3][500/2305] lr: 7.485e-02, eta: 12:36:22, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0671, recall@thr=0.5: 0.6198, prec@thr=0.5: 0.7185, recall@top3: 0.7556, prec@top3: 0.6063, recall@top5: 0.8990, prec@top5: 0.4407, loss: 0.0671, grad_norm: 0.1566 2020-12-08 12:41:43,322 - mmaction - INFO - Epoch [3][520/2305] lr: 7.508e-02, eta: 12:35:57, time: 1.091, data_time: 0.001, memory: 8593, loss_action_cls: 0.0641, recall@thr=0.5: 0.6402, prec@thr=0.5: 0.7297, recall@top3: 0.7669, prec@top3: 0.6304, recall@top5: 0.9042, prec@top5: 0.4559, loss: 0.0641, grad_norm: 0.1398 2020-12-08 12:42:04,949 - mmaction - INFO - Epoch [3][540/2305] lr: 7.531e-02, eta: 12:35:31, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0648, recall@thr=0.5: 0.6275, prec@thr=0.5: 0.7149, recall@top3: 0.7666, prec@top3: 0.6137, recall@top5: 0.9036, prec@top5: 0.4439, loss: 0.0648, grad_norm: 0.1456 2020-12-08 12:42:26,538 - mmaction - INFO - Epoch [3][560/2305] lr: 7.555e-02, eta: 12:35:05, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0657, recall@thr=0.5: 0.6301, prec@thr=0.5: 0.7238, recall@top3: 0.7542, prec@top3: 0.6188, recall@top5: 0.8963, prec@top5: 0.4489, loss: 0.0657, grad_norm: 0.1404 2020-12-08 12:42:48,039 - mmaction - INFO - Epoch [3][580/2305] lr: 7.578e-02, eta: 12:34:37, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0647, recall@thr=0.5: 0.6208, prec@thr=0.5: 0.7142, recall@top3: 0.7577, prec@top3: 0.6161, recall@top5: 0.9088, prec@top5: 0.4523, loss: 0.0647, grad_norm: 0.1452 2020-12-08 12:43:09,469 - mmaction - INFO - Epoch [3][600/2305] lr: 7.602e-02, eta: 12:34:10, time: 1.072, data_time: 0.001, memory: 8593, loss_action_cls: 0.0636, recall@thr=0.5: 0.6403, prec@thr=0.5: 0.7229, recall@top3: 0.7694, prec@top3: 0.6269, recall@top5: 0.9079, prec@top5: 0.4541, loss: 0.0636, grad_norm: 0.1512 2020-12-08 12:43:31,231 - mmaction - INFO - Epoch [3][620/2305] lr: 7.625e-02, eta: 12:33:45, time: 1.088, data_time: 0.001, memory: 8593, loss_action_cls: 0.0645, recall@thr=0.5: 0.6263, prec@thr=0.5: 0.7334, recall@top3: 0.7601, prec@top3: 0.6271, recall@top5: 0.9051, prec@top5: 0.4574, loss: 0.0645, grad_norm: 0.1448 2020-12-08 12:43:52,830 - mmaction - INFO - Epoch [3][640/2305] lr: 7.649e-02, eta: 12:33:18, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0624, recall@thr=0.5: 0.6318, prec@thr=0.5: 0.7306, recall@top3: 0.7633, prec@top3: 0.6213, recall@top5: 0.9065, prec@top5: 0.4525, loss: 0.0624, grad_norm: 0.1403 2020-12-08 12:44:14,407 - mmaction - INFO - Epoch [3][660/2305] lr: 7.672e-02, eta: 12:32:52, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0625, recall@thr=0.5: 0.6283, prec@thr=0.5: 0.7233, recall@top3: 0.7598, prec@top3: 0.6240, recall@top5: 0.9074, prec@top5: 0.4553, loss: 0.0625, grad_norm: 0.1415 2020-12-08 12:44:35,906 - mmaction - INFO - Epoch [3][680/2305] lr: 7.695e-02, eta: 12:32:25, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0642, recall@thr=0.5: 0.6319, prec@thr=0.5: 0.7328, recall@top3: 0.7676, prec@top3: 0.6194, recall@top5: 0.9035, prec@top5: 0.4471, loss: 0.0642, grad_norm: 0.1537 2020-12-08 12:44:57,569 - mmaction - INFO - Epoch [3][700/2305] lr: 7.719e-02, eta: 12:31:59, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0619, recall@thr=0.5: 0.6370, prec@thr=0.5: 0.7268, recall@top3: 0.7629, prec@top3: 0.6256, recall@top5: 0.9093, prec@top5: 0.4572, loss: 0.0619, grad_norm: 0.1554 2020-12-08 12:45:19,132 - mmaction - INFO - Epoch [3][720/2305] lr: 7.742e-02, eta: 12:31:33, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0627, recall@thr=0.5: 0.6267, prec@thr=0.5: 0.7249, recall@top3: 0.7604, prec@top3: 0.6181, recall@top5: 0.9017, prec@top5: 0.4480, loss: 0.0627, grad_norm: 0.1485 2020-12-08 12:45:40,659 - mmaction - INFO - Epoch [3][740/2305] lr: 7.766e-02, eta: 12:31:06, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0642, recall@thr=0.5: 0.6360, prec@thr=0.5: 0.7290, recall@top3: 0.7641, prec@top3: 0.6212, recall@top5: 0.9085, prec@top5: 0.4543, loss: 0.0642, grad_norm: 0.1394 2020-12-08 12:46:02,133 - mmaction - INFO - Epoch [3][760/2305] lr: 7.789e-02, eta: 12:30:39, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0616, recall@thr=0.5: 0.6330, prec@thr=0.5: 0.7340, recall@top3: 0.7594, prec@top3: 0.6244, recall@top5: 0.9073, prec@top5: 0.4560, loss: 0.0616, grad_norm: 0.1444 2020-12-08 12:46:23,757 - mmaction - INFO - Epoch [3][780/2305] lr: 7.812e-02, eta: 12:30:13, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0640, recall@thr=0.5: 0.6342, prec@thr=0.5: 0.7161, recall@top3: 0.7568, prec@top3: 0.6158, recall@top5: 0.9023, prec@top5: 0.4510, loss: 0.0640, grad_norm: 0.1537 2020-12-08 12:46:45,348 - mmaction - INFO - Epoch [3][800/2305] lr: 7.836e-02, eta: 12:29:47, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0648, recall@thr=0.5: 0.6227, prec@thr=0.5: 0.7222, recall@top3: 0.7611, prec@top3: 0.6174, recall@top5: 0.9016, prec@top5: 0.4479, loss: 0.0648, grad_norm: 0.1491 2020-12-08 12:47:06,913 - mmaction - INFO - Epoch [3][820/2305] lr: 7.859e-02, eta: 12:29:21, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0656, recall@thr=0.5: 0.6289, prec@thr=0.5: 0.7199, recall@top3: 0.7583, prec@top3: 0.6198, recall@top5: 0.9062, prec@top5: 0.4540, loss: 0.0656, grad_norm: 0.1558 2020-12-08 12:47:28,514 - mmaction - INFO - Epoch [3][840/2305] lr: 7.883e-02, eta: 12:28:55, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0643, recall@thr=0.5: 0.6301, prec@thr=0.5: 0.7097, recall@top3: 0.7539, prec@top3: 0.6117, recall@top5: 0.8992, prec@top5: 0.4479, loss: 0.0643, grad_norm: 0.1678 2020-12-08 12:47:50,160 - mmaction - INFO - Epoch [3][860/2305] lr: 7.906e-02, eta: 12:28:30, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0621, recall@thr=0.5: 0.6519, prec@thr=0.5: 0.7440, recall@top3: 0.7709, prec@top3: 0.6373, recall@top5: 0.9106, prec@top5: 0.4628, loss: 0.0621, grad_norm: 0.1516 2020-12-08 12:48:11,830 - mmaction - INFO - Epoch [3][880/2305] lr: 7.930e-02, eta: 12:28:04, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0642, recall@thr=0.5: 0.6330, prec@thr=0.5: 0.7300, recall@top3: 0.7628, prec@top3: 0.6205, recall@top5: 0.9093, prec@top5: 0.4543, loss: 0.0642, grad_norm: 0.1717 2020-12-08 12:48:33,326 - mmaction - INFO - Epoch [3][900/2305] lr: 7.953e-02, eta: 12:27:38, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0618, recall@thr=0.5: 0.6395, prec@thr=0.5: 0.7319, recall@top3: 0.7648, prec@top3: 0.6206, recall@top5: 0.9094, prec@top5: 0.4531, loss: 0.0618, grad_norm: 0.1474 2020-12-08 12:48:54,978 - mmaction - INFO - Epoch [3][920/2305] lr: 7.976e-02, eta: 12:27:12, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0628, recall@thr=0.5: 0.6439, prec@thr=0.5: 0.7364, recall@top3: 0.7722, prec@top3: 0.6236, recall@top5: 0.9091, prec@top5: 0.4495, loss: 0.0628, grad_norm: 0.1427 2020-12-08 12:49:16,542 - mmaction - INFO - Epoch [3][940/2305] lr: 8.000e-02, eta: 12:26:46, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0623, recall@thr=0.5: 0.6427, prec@thr=0.5: 0.7382, recall@top3: 0.7680, prec@top3: 0.6282, recall@top5: 0.9118, prec@top5: 0.4568, loss: 0.0623, grad_norm: 0.1309 2020-12-08 12:49:38,032 - mmaction - INFO - Epoch [3][960/2305] lr: 8.023e-02, eta: 12:26:20, time: 1.075, data_time: 0.002, memory: 8593, loss_action_cls: 0.0611, recall@thr=0.5: 0.6357, prec@thr=0.5: 0.7282, recall@top3: 0.7662, prec@top3: 0.6157, recall@top5: 0.9023, prec@top5: 0.4452, loss: 0.0611, grad_norm: 0.1439 2020-12-08 12:49:59,566 - mmaction - INFO - Epoch [3][980/2305] lr: 8.047e-02, eta: 12:25:53, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0606, recall@thr=0.5: 0.6341, prec@thr=0.5: 0.7291, recall@top3: 0.7700, prec@top3: 0.6239, recall@top5: 0.9155, prec@top5: 0.4543, loss: 0.0606, grad_norm: 0.1428 2020-12-08 12:50:21,077 - mmaction - INFO - Epoch [3][1000/2305] lr: 8.070e-02, eta: 12:25:27, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0610, recall@thr=0.5: 0.6383, prec@thr=0.5: 0.7263, recall@top3: 0.7734, prec@top3: 0.6199, recall@top5: 0.9097, prec@top5: 0.4479, loss: 0.0610, grad_norm: 0.1439 2020-12-08 12:50:42,693 - mmaction - INFO - Epoch [3][1020/2305] lr: 8.094e-02, eta: 12:25:02, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0629, recall@thr=0.5: 0.6319, prec@thr=0.5: 0.7331, recall@top3: 0.7620, prec@top3: 0.6204, recall@top5: 0.9001, prec@top5: 0.4502, loss: 0.0629, grad_norm: 0.1506 2020-12-08 12:51:04,232 - mmaction - INFO - Epoch [3][1040/2305] lr: 8.117e-02, eta: 12:24:36, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0617, recall@thr=0.5: 0.6326, prec@thr=0.5: 0.7232, recall@top3: 0.7631, prec@top3: 0.6192, recall@top5: 0.9041, prec@top5: 0.4496, loss: 0.0617, grad_norm: 0.1418 2020-12-08 12:51:25,763 - mmaction - INFO - Epoch [3][1060/2305] lr: 8.140e-02, eta: 12:24:10, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0617, recall@thr=0.5: 0.6364, prec@thr=0.5: 0.7417, recall@top3: 0.7690, prec@top3: 0.6193, recall@top5: 0.9053, prec@top5: 0.4481, loss: 0.0617, grad_norm: 0.1418 2020-12-08 12:51:47,282 - mmaction - INFO - Epoch [3][1080/2305] lr: 8.164e-02, eta: 12:23:43, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0637, recall@thr=0.5: 0.6365, prec@thr=0.5: 0.7340, recall@top3: 0.7673, prec@top3: 0.6195, recall@top5: 0.9057, prec@top5: 0.4492, loss: 0.0637, grad_norm: 0.1507 2020-12-08 12:52:08,835 - mmaction - INFO - Epoch [3][1100/2305] lr: 8.187e-02, eta: 12:23:18, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0650, recall@thr=0.5: 0.6312, prec@thr=0.5: 0.7163, recall@top3: 0.7547, prec@top3: 0.6177, recall@top5: 0.9013, prec@top5: 0.4524, loss: 0.0650, grad_norm: 0.1517 2020-12-08 12:52:30,327 - mmaction - INFO - Epoch [3][1120/2305] lr: 8.211e-02, eta: 12:22:51, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0612, recall@thr=0.5: 0.6347, prec@thr=0.5: 0.7328, recall@top3: 0.7596, prec@top3: 0.6214, recall@top5: 0.9051, prec@top5: 0.4543, loss: 0.0612, grad_norm: 0.1473 2020-12-08 12:52:51,858 - mmaction - INFO - Epoch [3][1140/2305] lr: 8.234e-02, eta: 12:22:25, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0612, recall@thr=0.5: 0.6346, prec@thr=0.5: 0.7335, recall@top3: 0.7695, prec@top3: 0.6321, recall@top5: 0.9066, prec@top5: 0.4555, loss: 0.0612, grad_norm: 0.1469 2020-12-08 12:53:13,506 - mmaction - INFO - Epoch [3][1160/2305] lr: 8.258e-02, eta: 12:22:00, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0630, recall@thr=0.5: 0.6391, prec@thr=0.5: 0.7271, recall@top3: 0.7684, prec@top3: 0.6284, recall@top5: 0.9058, prec@top5: 0.4540, loss: 0.0630, grad_norm: 0.1330 2020-12-08 12:53:35,176 - mmaction - INFO - Epoch [3][1180/2305] lr: 8.281e-02, eta: 12:21:35, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0616, recall@thr=0.5: 0.6340, prec@thr=0.5: 0.7200, recall@top3: 0.7723, prec@top3: 0.6210, recall@top5: 0.9108, prec@top5: 0.4494, loss: 0.0616, grad_norm: 0.1416 2020-12-08 12:53:56,849 - mmaction - INFO - Epoch [3][1200/2305] lr: 8.304e-02, eta: 12:21:10, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0608, recall@thr=0.5: 0.6548, prec@thr=0.5: 0.7399, recall@top3: 0.7691, prec@top3: 0.6336, recall@top5: 0.9098, prec@top5: 0.4592, loss: 0.0608, grad_norm: 0.1436 2020-12-08 12:54:18,439 - mmaction - INFO - Epoch [3][1220/2305] lr: 8.328e-02, eta: 12:20:45, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0589, recall@thr=0.5: 0.6241, prec@thr=0.5: 0.7175, recall@top3: 0.7626, prec@top3: 0.6185, recall@top5: 0.9072, prec@top5: 0.4513, loss: 0.0589, grad_norm: 0.1546 2020-12-08 12:54:39,922 - mmaction - INFO - Epoch [3][1240/2305] lr: 8.351e-02, eta: 12:20:19, time: 1.075, data_time: 0.002, memory: 8593, loss_action_cls: 0.0634, recall@thr=0.5: 0.6257, prec@thr=0.5: 0.7215, recall@top3: 0.7598, prec@top3: 0.6098, recall@top5: 0.9018, prec@top5: 0.4448, loss: 0.0634, grad_norm: 0.1482 2020-12-08 12:55:01,473 - mmaction - INFO - Epoch [3][1260/2305] lr: 8.375e-02, eta: 12:19:53, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0624, recall@thr=0.5: 0.6287, prec@thr=0.5: 0.7238, recall@top3: 0.7740, prec@top3: 0.6252, recall@top5: 0.9086, prec@top5: 0.4501, loss: 0.0624, grad_norm: 0.1401 2020-12-08 12:55:23,133 - mmaction - INFO - Epoch [3][1280/2305] lr: 8.398e-02, eta: 12:19:28, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0618, recall@thr=0.5: 0.6387, prec@thr=0.5: 0.7297, recall@top3: 0.7603, prec@top3: 0.6309, recall@top5: 0.9069, prec@top5: 0.4609, loss: 0.0618, grad_norm: 0.1401 2020-12-08 12:55:44,684 - mmaction - INFO - Epoch [3][1300/2305] lr: 8.422e-02, eta: 12:19:03, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0599, recall@thr=0.5: 0.6420, prec@thr=0.5: 0.7377, recall@top3: 0.7778, prec@top3: 0.6322, recall@top5: 0.9094, prec@top5: 0.4514, loss: 0.0599, grad_norm: 0.1306 2020-12-08 12:56:06,390 - mmaction - INFO - Epoch [3][1320/2305] lr: 8.445e-02, eta: 12:18:38, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0637, recall@thr=0.5: 0.6384, prec@thr=0.5: 0.7261, recall@top3: 0.7656, prec@top3: 0.6262, recall@top5: 0.9050, prec@top5: 0.4553, loss: 0.0637, grad_norm: 0.1444 2020-12-08 12:56:28,011 - mmaction - INFO - Epoch [3][1340/2305] lr: 8.468e-02, eta: 12:18:13, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0626, recall@thr=0.5: 0.6398, prec@thr=0.5: 0.7340, recall@top3: 0.7619, prec@top3: 0.6276, recall@top5: 0.9041, prec@top5: 0.4552, loss: 0.0626, grad_norm: 0.1339 2020-12-08 12:56:49,668 - mmaction - INFO - Epoch [3][1360/2305] lr: 8.492e-02, eta: 12:17:48, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0619, recall@thr=0.5: 0.6224, prec@thr=0.5: 0.7173, recall@top3: 0.7639, prec@top3: 0.6222, recall@top5: 0.9043, prec@top5: 0.4510, loss: 0.0619, grad_norm: 0.1502 2020-12-08 12:57:11,313 - mmaction - INFO - Epoch [3][1380/2305] lr: 8.515e-02, eta: 12:17:23, time: 1.083, data_time: 0.003, memory: 8593, loss_action_cls: 0.0628, recall@thr=0.5: 0.6295, prec@thr=0.5: 0.7145, recall@top3: 0.7634, prec@top3: 0.6210, recall@top5: 0.9091, prec@top5: 0.4540, loss: 0.0628, grad_norm: 0.1548 2020-12-08 12:57:32,987 - mmaction - INFO - Epoch [3][1400/2305] lr: 8.539e-02, eta: 12:16:59, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0629, recall@thr=0.5: 0.6169, prec@thr=0.5: 0.7158, recall@top3: 0.7606, prec@top3: 0.6098, recall@top5: 0.9031, prec@top5: 0.4423, loss: 0.0629, grad_norm: 0.1596 2020-12-08 12:57:54,465 - mmaction - INFO - Epoch [3][1420/2305] lr: 8.562e-02, eta: 12:16:33, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0621, recall@thr=0.5: 0.6347, prec@thr=0.5: 0.7261, recall@top3: 0.7693, prec@top3: 0.6210, recall@top5: 0.9069, prec@top5: 0.4500, loss: 0.0621, grad_norm: 0.1364 2020-12-08 12:58:16,153 - mmaction - INFO - Epoch [3][1440/2305] lr: 8.586e-02, eta: 12:16:09, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0625, recall@thr=0.5: 0.6243, prec@thr=0.5: 0.7251, recall@top3: 0.7638, prec@top3: 0.6079, recall@top5: 0.9085, prec@top5: 0.4442, loss: 0.0625, grad_norm: 0.1438 2020-12-08 12:58:37,829 - mmaction - INFO - Epoch [3][1460/2305] lr: 8.609e-02, eta: 12:15:44, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0635, recall@thr=0.5: 0.6425, prec@thr=0.5: 0.7351, recall@top3: 0.7727, prec@top3: 0.6257, recall@top5: 0.9049, prec@top5: 0.4502, loss: 0.0635, grad_norm: 0.1429 2020-12-08 12:58:59,441 - mmaction - INFO - Epoch [3][1480/2305] lr: 8.632e-02, eta: 12:15:19, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0650, recall@thr=0.5: 0.6357, prec@thr=0.5: 0.7240, recall@top3: 0.7588, prec@top3: 0.6268, recall@top5: 0.9020, prec@top5: 0.4569, loss: 0.0650, grad_norm: 0.1378 2020-12-08 12:59:20,942 - mmaction - INFO - Epoch [3][1500/2305] lr: 8.656e-02, eta: 12:14:53, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0627, recall@thr=0.5: 0.6165, prec@thr=0.5: 0.7206, recall@top3: 0.7641, prec@top3: 0.6133, recall@top5: 0.9007, prec@top5: 0.4446, loss: 0.0627, grad_norm: 0.1405 2020-12-08 12:59:42,524 - mmaction - INFO - Epoch [3][1520/2305] lr: 8.679e-02, eta: 12:14:28, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0610, recall@thr=0.5: 0.6302, prec@thr=0.5: 0.7267, recall@top3: 0.7689, prec@top3: 0.6266, recall@top5: 0.9078, prec@top5: 0.4543, loss: 0.0610, grad_norm: 0.1472 2020-12-08 13:00:04,099 - mmaction - INFO - Epoch [3][1540/2305] lr: 8.703e-02, eta: 12:14:03, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0580, recall@thr=0.5: 0.6571, prec@thr=0.5: 0.7418, recall@top3: 0.7816, prec@top3: 0.6239, recall@top5: 0.9160, prec@top5: 0.4493, loss: 0.0580, grad_norm: 0.1399 2020-12-08 13:00:25,581 - mmaction - INFO - Epoch [3][1560/2305] lr: 8.726e-02, eta: 12:13:37, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0605, recall@thr=0.5: 0.6303, prec@thr=0.5: 0.7221, recall@top3: 0.7616, prec@top3: 0.6210, recall@top5: 0.9099, prec@top5: 0.4537, loss: 0.0605, grad_norm: 0.1354 2020-12-08 13:00:47,154 - mmaction - INFO - Epoch [3][1580/2305] lr: 8.750e-02, eta: 12:13:12, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0619, recall@thr=0.5: 0.6352, prec@thr=0.5: 0.7334, recall@top3: 0.7628, prec@top3: 0.6264, recall@top5: 0.9079, prec@top5: 0.4593, loss: 0.0619, grad_norm: 0.1415 2020-12-08 13:01:08,837 - mmaction - INFO - Epoch [3][1600/2305] lr: 8.773e-02, eta: 12:12:48, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0605, recall@thr=0.5: 0.6279, prec@thr=0.5: 0.7368, recall@top3: 0.7684, prec@top3: 0.6247, recall@top5: 0.9012, prec@top5: 0.4502, loss: 0.0605, grad_norm: 0.1390 2020-12-08 13:01:30,502 - mmaction - INFO - Epoch [3][1620/2305] lr: 8.796e-02, eta: 12:12:23, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0594, recall@thr=0.5: 0.6442, prec@thr=0.5: 0.7302, recall@top3: 0.7628, prec@top3: 0.6217, recall@top5: 0.8999, prec@top5: 0.4489, loss: 0.0594, grad_norm: 0.1481 2020-12-08 13:01:52,143 - mmaction - INFO - Epoch [3][1640/2305] lr: 8.820e-02, eta: 12:11:59, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0599, recall@thr=0.5: 0.6440, prec@thr=0.5: 0.7380, recall@top3: 0.7691, prec@top3: 0.6275, recall@top5: 0.9142, prec@top5: 0.4572, loss: 0.0599, grad_norm: 0.1492 2020-12-08 13:02:13,673 - mmaction - INFO - Epoch [3][1660/2305] lr: 8.843e-02, eta: 12:11:33, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0638, recall@thr=0.5: 0.6345, prec@thr=0.5: 0.7194, recall@top3: 0.7517, prec@top3: 0.6178, recall@top5: 0.8976, prec@top5: 0.4511, loss: 0.0638, grad_norm: 0.1587 2020-12-08 13:02:35,282 - mmaction - INFO - Epoch [3][1680/2305] lr: 8.867e-02, eta: 12:11:09, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0608, recall@thr=0.5: 0.6281, prec@thr=0.5: 0.7288, recall@top3: 0.7671, prec@top3: 0.6214, recall@top5: 0.9102, prec@top5: 0.4521, loss: 0.0608, grad_norm: 0.1321 2020-12-08 13:02:56,911 - mmaction - INFO - Epoch [3][1700/2305] lr: 8.890e-02, eta: 12:10:44, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0626, recall@thr=0.5: 0.6515, prec@thr=0.5: 0.7434, recall@top3: 0.7755, prec@top3: 0.6297, recall@top5: 0.9097, prec@top5: 0.4534, loss: 0.0626, grad_norm: 0.1324 2020-12-08 13:03:18,477 - mmaction - INFO - Epoch [3][1720/2305] lr: 8.914e-02, eta: 12:10:19, time: 1.080, data_time: 0.003, memory: 8593, loss_action_cls: 0.0607, recall@thr=0.5: 0.6444, prec@thr=0.5: 0.7383, recall@top3: 0.7706, prec@top3: 0.6359, recall@top5: 0.9082, prec@top5: 0.4605, loss: 0.0607, grad_norm: 0.1558 2020-12-08 13:03:40,120 - mmaction - INFO - Epoch [3][1740/2305] lr: 8.937e-02, eta: 12:09:54, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0572, recall@thr=0.5: 0.6482, prec@thr=0.5: 0.7357, recall@top3: 0.7741, prec@top3: 0.6290, recall@top5: 0.9072, prec@top5: 0.4512, loss: 0.0572, grad_norm: 0.1372 2020-12-08 13:04:01,690 - mmaction - INFO - Epoch [3][1760/2305] lr: 8.960e-02, eta: 12:09:29, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0611, recall@thr=0.5: 0.6339, prec@thr=0.5: 0.7199, recall@top3: 0.7593, prec@top3: 0.6204, recall@top5: 0.9039, prec@top5: 0.4524, loss: 0.0611, grad_norm: 0.1404 2020-12-08 13:04:23,246 - mmaction - INFO - Epoch [3][1780/2305] lr: 8.984e-02, eta: 12:09:05, time: 1.079, data_time: 0.003, memory: 8593, loss_action_cls: 0.0570, recall@thr=0.5: 0.6542, prec@thr=0.5: 0.7417, recall@top3: 0.7836, prec@top3: 0.6333, recall@top5: 0.9192, prec@top5: 0.4560, loss: 0.0570, grad_norm: 0.1333 2020-12-08 13:04:44,814 - mmaction - INFO - Epoch [3][1800/2305] lr: 9.007e-02, eta: 12:08:40, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0613, recall@thr=0.5: 0.6414, prec@thr=0.5: 0.7229, recall@top3: 0.7707, prec@top3: 0.6165, recall@top5: 0.9083, prec@top5: 0.4482, loss: 0.0613, grad_norm: 0.1368 2020-12-08 13:05:06,470 - mmaction - INFO - Epoch [3][1820/2305] lr: 9.031e-02, eta: 12:08:15, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0582, recall@thr=0.5: 0.6546, prec@thr=0.5: 0.7342, recall@top3: 0.7761, prec@top3: 0.6346, recall@top5: 0.9125, prec@top5: 0.4567, loss: 0.0582, grad_norm: 0.1350 2020-12-08 13:05:28,016 - mmaction - INFO - Epoch [3][1840/2305] lr: 9.054e-02, eta: 12:07:50, time: 1.079, data_time: 0.003, memory: 8593, loss_action_cls: 0.0580, recall@thr=0.5: 0.6459, prec@thr=0.5: 0.7437, recall@top3: 0.7737, prec@top3: 0.6274, recall@top5: 0.9105, prec@top5: 0.4540, loss: 0.0580, grad_norm: 0.1352 2020-12-08 13:05:49,672 - mmaction - INFO - Epoch [3][1860/2305] lr: 9.078e-02, eta: 12:07:26, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0635, recall@thr=0.5: 0.6300, prec@thr=0.5: 0.7223, recall@top3: 0.7543, prec@top3: 0.6151, recall@top5: 0.9019, prec@top5: 0.4528, loss: 0.0635, grad_norm: 0.1616 2020-12-08 13:06:11,287 - mmaction - INFO - Epoch [3][1880/2305] lr: 9.101e-02, eta: 12:07:01, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0610, recall@thr=0.5: 0.6337, prec@thr=0.5: 0.7207, recall@top3: 0.7628, prec@top3: 0.6240, recall@top5: 0.9094, prec@top5: 0.4567, loss: 0.0610, grad_norm: 0.1626 2020-12-08 13:06:32,779 - mmaction - INFO - Epoch [3][1900/2305] lr: 9.124e-02, eta: 12:06:36, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0576, recall@thr=0.5: 0.6448, prec@thr=0.5: 0.7329, recall@top3: 0.7786, prec@top3: 0.6240, recall@top5: 0.9096, prec@top5: 0.4479, loss: 0.0576, grad_norm: 0.1449 2020-12-08 13:06:54,333 - mmaction - INFO - Epoch [3][1920/2305] lr: 9.148e-02, eta: 12:06:11, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0592, recall@thr=0.5: 0.6419, prec@thr=0.5: 0.7352, recall@top3: 0.7602, prec@top3: 0.6227, recall@top5: 0.9047, prec@top5: 0.4556, loss: 0.0592, grad_norm: 0.1495 2020-12-08 13:07:15,805 - mmaction - INFO - Epoch [3][1940/2305] lr: 9.171e-02, eta: 12:05:46, time: 1.074, data_time: 0.002, memory: 8593, loss_action_cls: 0.0612, recall@thr=0.5: 0.6500, prec@thr=0.5: 0.7328, recall@top3: 0.7739, prec@top3: 0.6296, recall@top5: 0.9098, prec@top5: 0.4546, loss: 0.0612, grad_norm: 0.1444 2020-12-08 13:07:37,343 - mmaction - INFO - Epoch [3][1960/2305] lr: 9.195e-02, eta: 12:05:21, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0596, recall@thr=0.5: 0.6335, prec@thr=0.5: 0.7262, recall@top3: 0.7677, prec@top3: 0.6293, recall@top5: 0.9091, prec@top5: 0.4573, loss: 0.0596, grad_norm: 0.1410 2020-12-08 13:07:59,031 - mmaction - INFO - Epoch [3][1980/2305] lr: 9.218e-02, eta: 12:04:57, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0597, recall@thr=0.5: 0.6453, prec@thr=0.5: 0.7342, recall@top3: 0.7682, prec@top3: 0.6289, recall@top5: 0.9076, prec@top5: 0.4548, loss: 0.0597, grad_norm: 0.1390 2020-12-08 13:08:20,811 - mmaction - INFO - Epoch [3][2000/2305] lr: 9.242e-02, eta: 12:04:34, time: 1.088, data_time: 0.001, memory: 8593, loss_action_cls: 0.0600, recall@thr=0.5: 0.6420, prec@thr=0.5: 0.7285, recall@top3: 0.7670, prec@top3: 0.6162, recall@top5: 0.9123, prec@top5: 0.4513, loss: 0.0600, grad_norm: 0.1418 2020-12-08 13:08:42,443 - mmaction - INFO - Epoch [3][2020/2305] lr: 9.265e-02, eta: 12:04:09, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0621, recall@thr=0.5: 0.6370, prec@thr=0.5: 0.7238, recall@top3: 0.7625, prec@top3: 0.6260, recall@top5: 0.9059, prec@top5: 0.4564, loss: 0.0621, grad_norm: 0.1483 2020-12-08 13:09:04,174 - mmaction - INFO - Epoch [3][2040/2305] lr: 9.288e-02, eta: 12:03:46, time: 1.087, data_time: 0.002, memory: 8593, loss_action_cls: 0.0597, recall@thr=0.5: 0.6369, prec@thr=0.5: 0.7286, recall@top3: 0.7662, prec@top3: 0.6146, recall@top5: 0.9096, prec@top5: 0.4486, loss: 0.0597, grad_norm: 0.1473 2020-12-08 13:09:25,653 - mmaction - INFO - Epoch [3][2060/2305] lr: 9.312e-02, eta: 12:03:20, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0564, recall@thr=0.5: 0.6569, prec@thr=0.5: 0.7509, recall@top3: 0.7780, prec@top3: 0.6328, recall@top5: 0.9147, prec@top5: 0.4575, loss: 0.0564, grad_norm: 0.1327 2020-12-08 13:09:47,261 - mmaction - INFO - Epoch [3][2080/2305] lr: 9.335e-02, eta: 12:02:56, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0579, recall@thr=0.5: 0.6422, prec@thr=0.5: 0.7344, recall@top3: 0.7721, prec@top3: 0.6306, recall@top5: 0.9104, prec@top5: 0.4564, loss: 0.0579, grad_norm: 0.1417 2020-12-08 13:10:08,764 - mmaction - INFO - Epoch [3][2100/2305] lr: 9.359e-02, eta: 12:02:31, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0592, recall@thr=0.5: 0.6248, prec@thr=0.5: 0.7176, recall@top3: 0.7627, prec@top3: 0.6206, recall@top5: 0.9086, prec@top5: 0.4532, loss: 0.0592, grad_norm: 0.1454 2020-12-08 13:10:30,584 - mmaction - INFO - Epoch [3][2120/2305] lr: 9.382e-02, eta: 12:02:08, time: 1.091, data_time: 0.002, memory: 8593, loss_action_cls: 0.0583, recall@thr=0.5: 0.6449, prec@thr=0.5: 0.7360, recall@top3: 0.7720, prec@top3: 0.6348, recall@top5: 0.9079, prec@top5: 0.4556, loss: 0.0583, grad_norm: 0.1322 2020-12-08 13:10:52,247 - mmaction - INFO - Epoch [3][2140/2305] lr: 9.406e-02, eta: 12:01:44, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0585, recall@thr=0.5: 0.6316, prec@thr=0.5: 0.7199, recall@top3: 0.7533, prec@top3: 0.6156, recall@top5: 0.8999, prec@top5: 0.4513, loss: 0.0585, grad_norm: 0.1520 2020-12-08 13:11:13,842 - mmaction - INFO - Epoch [3][2160/2305] lr: 9.429e-02, eta: 12:01:19, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0590, recall@thr=0.5: 0.6291, prec@thr=0.5: 0.7292, recall@top3: 0.7635, prec@top3: 0.6167, recall@top5: 0.9068, prec@top5: 0.4481, loss: 0.0590, grad_norm: 0.1434 2020-12-08 13:11:35,414 - mmaction - INFO - Epoch [3][2180/2305] lr: 9.452e-02, eta: 12:00:55, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0601, recall@thr=0.5: 0.6254, prec@thr=0.5: 0.7285, recall@top3: 0.7746, prec@top3: 0.6267, recall@top5: 0.9114, prec@top5: 0.4535, loss: 0.0601, grad_norm: 0.1418 2020-12-08 13:11:56,967 - mmaction - INFO - Epoch [3][2200/2305] lr: 9.476e-02, eta: 12:00:30, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0568, recall@thr=0.5: 0.6628, prec@thr=0.5: 0.7470, recall@top3: 0.7830, prec@top3: 0.6354, recall@top5: 0.9165, prec@top5: 0.4573, loss: 0.0568, grad_norm: 0.1347 2020-12-08 13:12:18,572 - mmaction - INFO - Epoch [3][2220/2305] lr: 9.499e-02, eta: 12:00:06, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0581, recall@thr=0.5: 0.6381, prec@thr=0.5: 0.7269, recall@top3: 0.7716, prec@top3: 0.6228, recall@top5: 0.9042, prec@top5: 0.4488, loss: 0.0581, grad_norm: 0.1447 2020-12-08 13:12:40,277 - mmaction - INFO - Epoch [3][2240/2305] lr: 9.523e-02, eta: 11:59:42, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0603, recall@thr=0.5: 0.6309, prec@thr=0.5: 0.7247, recall@top3: 0.7694, prec@top3: 0.6167, recall@top5: 0.9084, prec@top5: 0.4489, loss: 0.0603, grad_norm: 0.1318 2020-12-08 13:13:01,924 - mmaction - INFO - Epoch [3][2260/2305] lr: 9.546e-02, eta: 11:59:18, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0573, recall@thr=0.5: 0.6452, prec@thr=0.5: 0.7424, recall@top3: 0.7745, prec@top3: 0.6302, recall@top5: 0.9122, prec@top5: 0.4561, loss: 0.0573, grad_norm: 0.1390 2020-12-08 13:13:23,615 - mmaction - INFO - Epoch [3][2280/2305] lr: 9.570e-02, eta: 11:58:54, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0594, recall@thr=0.5: 0.6345, prec@thr=0.5: 0.7240, recall@top3: 0.7614, prec@top3: 0.6148, recall@top5: 0.9011, prec@top5: 0.4470, loss: 0.0594, grad_norm: 0.1388 2020-12-08 13:13:45,129 - mmaction - INFO - Epoch [3][2300/2305] lr: 9.593e-02, eta: 11:58:30, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0581, recall@thr=0.5: 0.6321, prec@thr=0.5: 0.7238, recall@top3: 0.7737, prec@top3: 0.6176, recall@top5: 0.9134, prec@top5: 0.4473, loss: 0.0581, grad_norm: 0.1359 2020-12-08 13:13:52,868 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-12-08 13:22:58,167 - mmaction - INFO - Evaluating proposal ... 2020-12-08 13:24:05,686 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 13:24:05,687 - mmaction - INFO - Evaluating bbox ... 2020-12-08 13:32:24,110 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2356 2020-12-08 13:32:25,382 - mmaction - INFO - Epoch(val) [3][2305] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2356 2020-12-08 13:33:35,615 - mmaction - INFO - Epoch [4][20/2305] lr: 9.622e-02, eta: 12:02:03, time: 3.510, data_time: 2.442, memory: 8593, loss_action_cls: 0.0576, recall@thr=0.5: 0.6550, prec@thr=0.5: 0.7379, recall@top3: 0.7738, prec@top3: 0.6328, recall@top5: 0.9102, prec@top5: 0.4554, loss: 0.0576, grad_norm: 0.1434 2020-12-08 13:33:58,261 - mmaction - INFO - Epoch [4][40/2305] lr: 9.646e-02, eta: 12:01:44, time: 1.132, data_time: 0.063, memory: 8593, loss_action_cls: 0.0564, recall@thr=0.5: 0.6389, prec@thr=0.5: 0.7324, recall@top3: 0.7749, prec@top3: 0.6346, recall@top5: 0.9112, prec@top5: 0.4577, loss: 0.0564, grad_norm: 0.1473 2020-12-08 13:34:19,764 - mmaction - INFO - Epoch [4][60/2305] lr: 9.669e-02, eta: 12:01:19, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0574, recall@thr=0.5: 0.6400, prec@thr=0.5: 0.7305, recall@top3: 0.7595, prec@top3: 0.6174, recall@top5: 0.9028, prec@top5: 0.4487, loss: 0.0574, grad_norm: 0.1562 2020-12-08 13:34:41,324 - mmaction - INFO - Epoch [4][80/2305] lr: 9.693e-02, eta: 12:00:53, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0583, recall@thr=0.5: 0.6388, prec@thr=0.5: 0.7384, recall@top3: 0.7706, prec@top3: 0.6266, recall@top5: 0.9044, prec@top5: 0.4513, loss: 0.0583, grad_norm: 0.1465 2020-12-08 13:35:02,828 - mmaction - INFO - Epoch [4][100/2305] lr: 9.716e-02, eta: 12:00:28, time: 1.075, data_time: 0.002, memory: 8593, loss_action_cls: 0.0595, recall@thr=0.5: 0.6640, prec@thr=0.5: 0.7509, recall@top3: 0.7808, prec@top3: 0.6405, recall@top5: 0.9139, prec@top5: 0.4601, loss: 0.0595, grad_norm: 0.1419 2020-12-08 13:35:24,451 - mmaction - INFO - Epoch [4][120/2305] lr: 9.739e-02, eta: 12:00:03, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0571, recall@thr=0.5: 0.6499, prec@thr=0.5: 0.7386, recall@top3: 0.7804, prec@top3: 0.6265, recall@top5: 0.9154, prec@top5: 0.4507, loss: 0.0571, grad_norm: 0.1446 2020-12-08 13:35:46,047 - mmaction - INFO - Epoch [4][140/2305] lr: 9.763e-02, eta: 11:59:38, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0580, recall@thr=0.5: 0.6479, prec@thr=0.5: 0.7385, recall@top3: 0.7784, prec@top3: 0.6280, recall@top5: 0.9145, prec@top5: 0.4537, loss: 0.0580, grad_norm: 0.1406 2020-12-08 13:36:07,656 - mmaction - INFO - Epoch [4][160/2305] lr: 9.786e-02, eta: 11:59:13, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0571, recall@thr=0.5: 0.6640, prec@thr=0.5: 0.7463, recall@top3: 0.7776, prec@top3: 0.6425, recall@top5: 0.9130, prec@top5: 0.4633, loss: 0.0571, grad_norm: 0.1372 2020-12-08 13:36:29,164 - mmaction - INFO - Epoch [4][180/2305] lr: 9.810e-02, eta: 11:58:47, time: 1.075, data_time: 0.002, memory: 8593, loss_action_cls: 0.0559, recall@thr=0.5: 0.6490, prec@thr=0.5: 0.7430, recall@top3: 0.7829, prec@top3: 0.6308, recall@top5: 0.9174, prec@top5: 0.4535, loss: 0.0559, grad_norm: 0.1371 2020-12-08 13:36:50,744 - mmaction - INFO - Epoch [4][200/2305] lr: 9.833e-02, eta: 11:58:22, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0565, recall@thr=0.5: 0.6660, prec@thr=0.5: 0.7518, recall@top3: 0.7798, prec@top3: 0.6379, recall@top5: 0.9127, prec@top5: 0.4593, loss: 0.0565, grad_norm: 0.1400 2020-12-08 13:37:12,515 - mmaction - INFO - Epoch [4][220/2305] lr: 9.857e-02, eta: 11:57:58, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0551, recall@thr=0.5: 0.6455, prec@thr=0.5: 0.7427, recall@top3: 0.7827, prec@top3: 0.6246, recall@top5: 0.9159, prec@top5: 0.4498, loss: 0.0551, grad_norm: 0.1381 2020-12-08 13:37:34,120 - mmaction - INFO - Epoch [4][240/2305] lr: 9.880e-02, eta: 11:57:34, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0577, recall@thr=0.5: 0.6451, prec@thr=0.5: 0.7318, recall@top3: 0.7720, prec@top3: 0.6285, recall@top5: 0.9131, prec@top5: 0.4566, loss: 0.0577, grad_norm: 0.1622 2020-12-08 13:37:55,827 - mmaction - INFO - Epoch [4][260/2305] lr: 9.903e-02, eta: 11:57:09, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0597, recall@thr=0.5: 0.6443, prec@thr=0.5: 0.7213, recall@top3: 0.7712, prec@top3: 0.6276, recall@top5: 0.9093, prec@top5: 0.4555, loss: 0.0597, grad_norm: 0.1686 2020-12-08 13:38:17,436 - mmaction - INFO - Epoch [4][280/2305] lr: 9.927e-02, eta: 11:56:45, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0554, recall@thr=0.5: 0.6614, prec@thr=0.5: 0.7467, recall@top3: 0.7771, prec@top3: 0.6301, recall@top5: 0.9151, prec@top5: 0.4570, loss: 0.0554, grad_norm: 0.1420 2020-12-08 13:38:39,020 - mmaction - INFO - Epoch [4][300/2305] lr: 9.950e-02, eta: 11:56:20, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0579, recall@thr=0.5: 0.6530, prec@thr=0.5: 0.7540, recall@top3: 0.7799, prec@top3: 0.6396, recall@top5: 0.9100, prec@top5: 0.4577, loss: 0.0579, grad_norm: 0.1477 2020-12-08 13:39:00,386 - mmaction - INFO - Epoch [4][320/2305] lr: 9.974e-02, eta: 11:55:53, time: 1.068, data_time: 0.001, memory: 8593, loss_action_cls: 0.0580, recall@thr=0.5: 0.6531, prec@thr=0.5: 0.7412, recall@top3: 0.7785, prec@top3: 0.6267, recall@top5: 0.9085, prec@top5: 0.4494, loss: 0.0580, grad_norm: 0.1439 2020-12-08 13:39:22,013 - mmaction - INFO - Epoch [4][340/2305] lr: 9.997e-02, eta: 11:55:29, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0580, recall@thr=0.5: 0.6418, prec@thr=0.5: 0.7304, recall@top3: 0.7661, prec@top3: 0.6313, recall@top5: 0.9028, prec@top5: 0.4555, loss: 0.0580, grad_norm: 0.1463 2020-12-08 13:39:43,550 - mmaction - INFO - Epoch [4][360/2305] lr: 1.002e-01, eta: 11:55:04, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0571, recall@thr=0.5: 0.6583, prec@thr=0.5: 0.7431, recall@top3: 0.7750, prec@top3: 0.6384, recall@top5: 0.9162, prec@top5: 0.4630, loss: 0.0571, grad_norm: 0.1331 2020-12-08 13:40:05,106 - mmaction - INFO - Epoch [4][380/2305] lr: 1.004e-01, eta: 11:54:39, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0563, recall@thr=0.5: 0.6509, prec@thr=0.5: 0.7458, recall@top3: 0.7785, prec@top3: 0.6293, recall@top5: 0.9126, prec@top5: 0.4532, loss: 0.0563, grad_norm: 0.1393 2020-12-08 13:40:26,637 - mmaction - INFO - Epoch [4][400/2305] lr: 1.007e-01, eta: 11:54:14, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0565, recall@thr=0.5: 0.6418, prec@thr=0.5: 0.7410, recall@top3: 0.7720, prec@top3: 0.6247, recall@top5: 0.9108, prec@top5: 0.4526, loss: 0.0565, grad_norm: 0.1403 2020-12-08 13:40:48,227 - mmaction - INFO - Epoch [4][420/2305] lr: 1.009e-01, eta: 11:53:49, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0559, recall@thr=0.5: 0.6457, prec@thr=0.5: 0.7382, recall@top3: 0.7676, prec@top3: 0.6115, recall@top5: 0.9107, prec@top5: 0.4441, loss: 0.0559, grad_norm: 0.1432 2020-12-08 13:41:10,022 - mmaction - INFO - Epoch [4][440/2305] lr: 1.011e-01, eta: 11:53:25, time: 1.091, data_time: 0.003, memory: 8593, loss_action_cls: 0.0558, recall@thr=0.5: 0.6459, prec@thr=0.5: 0.7414, recall@top3: 0.7708, prec@top3: 0.6250, recall@top5: 0.9100, prec@top5: 0.4529, loss: 0.0558, grad_norm: 0.1403 2020-12-08 13:41:31,745 - mmaction - INFO - Epoch [4][460/2305] lr: 1.014e-01, eta: 11:53:01, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0578, recall@thr=0.5: 0.6436, prec@thr=0.5: 0.7303, recall@top3: 0.7749, prec@top3: 0.6246, recall@top5: 0.9151, prec@top5: 0.4534, loss: 0.0578, grad_norm: 0.1300 2020-12-08 13:41:53,287 - mmaction - INFO - Epoch [4][480/2305] lr: 1.016e-01, eta: 11:52:36, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0555, recall@thr=0.5: 0.6692, prec@thr=0.5: 0.7517, recall@top3: 0.7828, prec@top3: 0.6300, recall@top5: 0.9179, prec@top5: 0.4539, loss: 0.0555, grad_norm: 0.1332 2020-12-08 13:42:14,950 - mmaction - INFO - Epoch [4][500/2305] lr: 1.018e-01, eta: 11:52:12, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0570, recall@thr=0.5: 0.6505, prec@thr=0.5: 0.7475, recall@top3: 0.7760, prec@top3: 0.6288, recall@top5: 0.9070, prec@top5: 0.4515, loss: 0.0570, grad_norm: 0.1357 2020-12-08 13:42:36,470 - mmaction - INFO - Epoch [4][520/2305] lr: 1.021e-01, eta: 11:51:47, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0554, recall@thr=0.5: 0.6499, prec@thr=0.5: 0.7388, recall@top3: 0.7773, prec@top3: 0.6300, recall@top5: 0.9115, prec@top5: 0.4525, loss: 0.0554, grad_norm: 0.1385 2020-12-08 13:42:58,031 - mmaction - INFO - Epoch [4][540/2305] lr: 1.023e-01, eta: 11:51:22, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0553, recall@thr=0.5: 0.6557, prec@thr=0.5: 0.7493, recall@top3: 0.7814, prec@top3: 0.6384, recall@top5: 0.9100, prec@top5: 0.4566, loss: 0.0553, grad_norm: 0.1453 2020-12-08 13:43:19,486 - mmaction - INFO - Epoch [4][560/2305] lr: 1.025e-01, eta: 11:50:56, time: 1.074, data_time: 0.003, memory: 8593, loss_action_cls: 0.0562, recall@thr=0.5: 0.6518, prec@thr=0.5: 0.7401, recall@top3: 0.7784, prec@top3: 0.6246, recall@top5: 0.9183, prec@top5: 0.4538, loss: 0.0562, grad_norm: 0.1457 2020-12-08 13:43:40,962 - mmaction - INFO - Epoch [4][580/2305] lr: 1.028e-01, eta: 11:50:31, time: 1.074, data_time: 0.002, memory: 8593, loss_action_cls: 0.0542, recall@thr=0.5: 0.6523, prec@thr=0.5: 0.7456, recall@top3: 0.7810, prec@top3: 0.6356, recall@top5: 0.9195, prec@top5: 0.4582, loss: 0.0542, grad_norm: 0.1365 2020-12-08 13:44:02,660 - mmaction - INFO - Epoch [4][600/2305] lr: 1.030e-01, eta: 11:50:07, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0561, recall@thr=0.5: 0.6644, prec@thr=0.5: 0.7497, recall@top3: 0.7835, prec@top3: 0.6286, recall@top5: 0.9157, prec@top5: 0.4506, loss: 0.0561, grad_norm: 0.1354 2020-12-08 13:44:24,161 - mmaction - INFO - Epoch [4][620/2305] lr: 1.033e-01, eta: 11:49:42, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0578, recall@thr=0.5: 0.6453, prec@thr=0.5: 0.7302, recall@top3: 0.7694, prec@top3: 0.6237, recall@top5: 0.9088, prec@top5: 0.4512, loss: 0.0578, grad_norm: 0.1561 2020-12-08 13:44:45,887 - mmaction - INFO - Epoch [4][640/2305] lr: 1.035e-01, eta: 11:49:18, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0574, recall@thr=0.5: 0.6462, prec@thr=0.5: 0.7378, recall@top3: 0.7688, prec@top3: 0.6256, recall@top5: 0.9152, prec@top5: 0.4569, loss: 0.0574, grad_norm: 0.1499 2020-12-08 13:45:07,508 - mmaction - INFO - Epoch [4][660/2305] lr: 1.037e-01, eta: 11:48:54, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0593, recall@thr=0.5: 0.6489, prec@thr=0.5: 0.7361, recall@top3: 0.7623, prec@top3: 0.6247, recall@top5: 0.9039, prec@top5: 0.4554, loss: 0.0593, grad_norm: 0.1458 2020-12-08 13:45:29,054 - mmaction - INFO - Epoch [4][680/2305] lr: 1.040e-01, eta: 11:48:29, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0561, recall@thr=0.5: 0.6582, prec@thr=0.5: 0.7405, recall@top3: 0.7728, prec@top3: 0.6323, recall@top5: 0.9104, prec@top5: 0.4582, loss: 0.0561, grad_norm: 0.1374 2020-12-08 13:45:50,521 - mmaction - INFO - Epoch [4][700/2305] lr: 1.042e-01, eta: 11:48:04, time: 1.073, data_time: 0.002, memory: 8593, loss_action_cls: 0.0560, recall@thr=0.5: 0.6557, prec@thr=0.5: 0.7472, recall@top3: 0.7768, prec@top3: 0.6368, recall@top5: 0.9118, prec@top5: 0.4578, loss: 0.0560, grad_norm: 0.1320 2020-12-08 13:46:12,203 - mmaction - INFO - Epoch [4][720/2305] lr: 1.044e-01, eta: 11:47:40, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0541, recall@thr=0.5: 0.6522, prec@thr=0.5: 0.7381, recall@top3: 0.7799, prec@top3: 0.6276, recall@top5: 0.9136, prec@top5: 0.4511, loss: 0.0541, grad_norm: 0.1335 2020-12-08 13:46:33,725 - mmaction - INFO - Epoch [4][740/2305] lr: 1.047e-01, eta: 11:47:15, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0542, recall@thr=0.5: 0.6660, prec@thr=0.5: 0.7484, recall@top3: 0.7861, prec@top3: 0.6493, recall@top5: 0.9148, prec@top5: 0.4645, loss: 0.0542, grad_norm: 0.1403 2020-12-08 13:46:55,299 - mmaction - INFO - Epoch [4][760/2305] lr: 1.049e-01, eta: 11:46:50, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0549, recall@thr=0.5: 0.6565, prec@thr=0.5: 0.7533, recall@top3: 0.7818, prec@top3: 0.6321, recall@top5: 0.9129, prec@top5: 0.4532, loss: 0.0549, grad_norm: 0.1319 2020-12-08 13:47:16,951 - mmaction - INFO - Epoch [4][780/2305] lr: 1.051e-01, eta: 11:46:26, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0526, recall@thr=0.5: 0.6565, prec@thr=0.5: 0.7450, recall@top3: 0.7862, prec@top3: 0.6378, recall@top5: 0.9182, prec@top5: 0.4571, loss: 0.0526, grad_norm: 0.1375 2020-12-08 13:47:38,765 - mmaction - INFO - Epoch [4][800/2305] lr: 1.054e-01, eta: 11:46:02, time: 1.089, data_time: 0.002, memory: 8593, loss_action_cls: 0.0538, recall@thr=0.5: 0.6636, prec@thr=0.5: 0.7394, recall@top3: 0.7767, prec@top3: 0.6377, recall@top5: 0.9113, prec@top5: 0.4598, loss: 0.0538, grad_norm: 0.1473 2020-12-08 13:48:00,337 - mmaction - INFO - Epoch [4][820/2305] lr: 1.056e-01, eta: 11:45:38, time: 1.080, data_time: 0.003, memory: 8593, loss_action_cls: 0.0575, recall@thr=0.5: 0.6423, prec@thr=0.5: 0.7349, recall@top3: 0.7703, prec@top3: 0.6235, recall@top5: 0.9114, prec@top5: 0.4520, loss: 0.0575, grad_norm: 0.1416 2020-12-08 13:48:21,963 - mmaction - INFO - Epoch [4][840/2305] lr: 1.058e-01, eta: 11:45:14, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0546, recall@thr=0.5: 0.6554, prec@thr=0.5: 0.7449, recall@top3: 0.7759, prec@top3: 0.6309, recall@top5: 0.9102, prec@top5: 0.4545, loss: 0.0546, grad_norm: 0.1341 2020-12-08 13:48:43,479 - mmaction - INFO - Epoch [4][860/2305] lr: 1.061e-01, eta: 11:44:49, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0555, recall@thr=0.5: 0.6590, prec@thr=0.5: 0.7458, recall@top3: 0.7784, prec@top3: 0.6290, recall@top5: 0.9112, prec@top5: 0.4524, loss: 0.0555, grad_norm: 0.1366 2020-12-08 13:49:05,134 - mmaction - INFO - Epoch [4][880/2305] lr: 1.063e-01, eta: 11:44:25, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0565, recall@thr=0.5: 0.6586, prec@thr=0.5: 0.7456, recall@top3: 0.7752, prec@top3: 0.6426, recall@top5: 0.9146, prec@top5: 0.4666, loss: 0.0565, grad_norm: 0.1319 2020-12-08 13:49:26,822 - mmaction - INFO - Epoch [4][900/2305] lr: 1.065e-01, eta: 11:44:01, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0555, recall@thr=0.5: 0.6530, prec@thr=0.5: 0.7387, recall@top3: 0.7669, prec@top3: 0.6296, recall@top5: 0.9069, prec@top5: 0.4575, loss: 0.0555, grad_norm: 0.1450 2020-12-08 13:49:48,329 - mmaction - INFO - Epoch [4][920/2305] lr: 1.068e-01, eta: 11:43:36, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0558, recall@thr=0.5: 0.6577, prec@thr=0.5: 0.7448, recall@top3: 0.7788, prec@top3: 0.6287, recall@top5: 0.9166, prec@top5: 0.4533, loss: 0.0558, grad_norm: 0.1398 2020-12-08 13:50:09,884 - mmaction - INFO - Epoch [4][940/2305] lr: 1.070e-01, eta: 11:43:11, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0548, recall@thr=0.5: 0.6670, prec@thr=0.5: 0.7518, recall@top3: 0.7874, prec@top3: 0.6433, recall@top5: 0.9202, prec@top5: 0.4610, loss: 0.0548, grad_norm: 0.1355 2020-12-08 13:50:31,704 - mmaction - INFO - Epoch [4][960/2305] lr: 1.072e-01, eta: 11:42:48, time: 1.092, data_time: 0.003, memory: 8593, loss_action_cls: 0.0543, recall@thr=0.5: 0.6604, prec@thr=0.5: 0.7534, recall@top3: 0.7826, prec@top3: 0.6366, recall@top5: 0.9146, prec@top5: 0.4571, loss: 0.0543, grad_norm: 0.1566 2020-12-08 13:50:53,280 - mmaction - INFO - Epoch [4][980/2305] lr: 1.075e-01, eta: 11:42:24, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0544, recall@thr=0.5: 0.6828, prec@thr=0.5: 0.7565, recall@top3: 0.7941, prec@top3: 0.6476, recall@top5: 0.9212, prec@top5: 0.4632, loss: 0.0544, grad_norm: 0.1423 2020-12-08 13:51:14,865 - mmaction - INFO - Epoch [4][1000/2305] lr: 1.077e-01, eta: 11:42:00, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0534, recall@thr=0.5: 0.6568, prec@thr=0.5: 0.7429, recall@top3: 0.7796, prec@top3: 0.6298, recall@top5: 0.9185, prec@top5: 0.4567, loss: 0.0534, grad_norm: 0.1385 2020-12-08 13:51:36,396 - mmaction - INFO - Epoch [4][1020/2305] lr: 1.079e-01, eta: 11:41:35, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0547, recall@thr=0.5: 0.6576, prec@thr=0.5: 0.7354, recall@top3: 0.7772, prec@top3: 0.6339, recall@top5: 0.9147, prec@top5: 0.4581, loss: 0.0547, grad_norm: 0.1445 2020-12-08 13:51:57,988 - mmaction - INFO - Epoch [4][1040/2305] lr: 1.082e-01, eta: 11:41:10, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0535, recall@thr=0.5: 0.6597, prec@thr=0.5: 0.7482, recall@top3: 0.7804, prec@top3: 0.6361, recall@top5: 0.9175, prec@top5: 0.4591, loss: 0.0535, grad_norm: 0.1387 2020-12-08 13:52:19,651 - mmaction - INFO - Epoch [4][1060/2305] lr: 1.084e-01, eta: 11:40:47, time: 1.086, data_time: 0.004, memory: 8593, loss_action_cls: 0.0541, recall@thr=0.5: 0.6548, prec@thr=0.5: 0.7336, recall@top3: 0.7822, prec@top3: 0.6260, recall@top5: 0.9139, prec@top5: 0.4503, loss: 0.0541, grad_norm: 0.1484 2020-12-08 13:52:41,351 - mmaction - INFO - Epoch [4][1080/2305] lr: 1.086e-01, eta: 11:40:23, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0563, recall@thr=0.5: 0.6432, prec@thr=0.5: 0.7331, recall@top3: 0.7784, prec@top3: 0.6289, recall@top5: 0.9103, prec@top5: 0.4512, loss: 0.0563, grad_norm: 0.1424 2020-12-08 13:53:02,886 - mmaction - INFO - Epoch [4][1100/2305] lr: 1.089e-01, eta: 11:39:58, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0560, recall@thr=0.5: 0.6757, prec@thr=0.5: 0.7574, recall@top3: 0.7882, prec@top3: 0.6497, recall@top5: 0.9192, prec@top5: 0.4626, loss: 0.0560, grad_norm: 0.1250 2020-12-08 13:53:24,447 - mmaction - INFO - Epoch [4][1120/2305] lr: 1.091e-01, eta: 11:39:34, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0558, recall@thr=0.5: 0.6582, prec@thr=0.5: 0.7473, recall@top3: 0.7759, prec@top3: 0.6303, recall@top5: 0.9150, prec@top5: 0.4568, loss: 0.0558, grad_norm: 0.1290 2020-12-08 13:53:46,147 - mmaction - INFO - Epoch [4][1140/2305] lr: 1.093e-01, eta: 11:39:10, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0526, recall@thr=0.5: 0.6711, prec@thr=0.5: 0.7595, recall@top3: 0.7835, prec@top3: 0.6463, recall@top5: 0.9190, prec@top5: 0.4647, loss: 0.0526, grad_norm: 0.1355 2020-12-08 13:54:07,823 - mmaction - INFO - Epoch [4][1160/2305] lr: 1.096e-01, eta: 11:38:46, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0550, recall@thr=0.5: 0.6358, prec@thr=0.5: 0.7281, recall@top3: 0.7770, prec@top3: 0.6222, recall@top5: 0.9133, prec@top5: 0.4480, loss: 0.0550, grad_norm: 0.1434 2020-12-08 13:54:29,299 - mmaction - INFO - Epoch [4][1180/2305] lr: 1.098e-01, eta: 11:38:22, time: 1.075, data_time: 0.002, memory: 8593, loss_action_cls: 0.0559, recall@thr=0.5: 0.6492, prec@thr=0.5: 0.7437, recall@top3: 0.7752, prec@top3: 0.6266, recall@top5: 0.9096, prec@top5: 0.4511, loss: 0.0559, grad_norm: 0.1460 2020-12-08 13:54:50,864 - mmaction - INFO - Epoch [4][1200/2305] lr: 1.100e-01, eta: 11:37:57, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0530, recall@thr=0.5: 0.6665, prec@thr=0.5: 0.7564, recall@top3: 0.7854, prec@top3: 0.6388, recall@top5: 0.9156, prec@top5: 0.4578, loss: 0.0530, grad_norm: 0.1391 2020-12-08 13:55:12,545 - mmaction - INFO - Epoch [4][1220/2305] lr: 1.103e-01, eta: 11:37:34, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0546, recall@thr=0.5: 0.6659, prec@thr=0.5: 0.7528, recall@top3: 0.7795, prec@top3: 0.6359, recall@top5: 0.9164, prec@top5: 0.4586, loss: 0.0546, grad_norm: 0.1456 2020-12-08 13:55:34,049 - mmaction - INFO - Epoch [4][1240/2305] lr: 1.105e-01, eta: 11:37:09, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0555, recall@thr=0.5: 0.6650, prec@thr=0.5: 0.7394, recall@top3: 0.7823, prec@top3: 0.6394, recall@top5: 0.9172, prec@top5: 0.4596, loss: 0.0555, grad_norm: 0.1672 2020-12-08 13:55:55,731 - mmaction - INFO - Epoch [4][1260/2305] lr: 1.107e-01, eta: 11:36:45, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0548, recall@thr=0.5: 0.6521, prec@thr=0.5: 0.7434, recall@top3: 0.7832, prec@top3: 0.6419, recall@top5: 0.9123, prec@top5: 0.4598, loss: 0.0548, grad_norm: 0.1499 2020-12-08 13:56:17,339 - mmaction - INFO - Epoch [4][1280/2305] lr: 1.110e-01, eta: 11:36:21, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0517, recall@thr=0.5: 0.6547, prec@thr=0.5: 0.7461, recall@top3: 0.7931, prec@top3: 0.6384, recall@top5: 0.9193, prec@top5: 0.4548, loss: 0.0517, grad_norm: 0.1364 2020-12-08 13:56:38,977 - mmaction - INFO - Epoch [4][1300/2305] lr: 1.112e-01, eta: 11:35:57, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0542, recall@thr=0.5: 0.6642, prec@thr=0.5: 0.7489, recall@top3: 0.7761, prec@top3: 0.6361, recall@top5: 0.9139, prec@top5: 0.4589, loss: 0.0542, grad_norm: 0.1365 2020-12-08 13:57:00,549 - mmaction - INFO - Epoch [4][1320/2305] lr: 1.115e-01, eta: 11:35:33, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0531, recall@thr=0.5: 0.6585, prec@thr=0.5: 0.7486, recall@top3: 0.7822, prec@top3: 0.6304, recall@top5: 0.9148, prec@top5: 0.4536, loss: 0.0531, grad_norm: 0.1352 2020-12-08 13:57:22,116 - mmaction - INFO - Epoch [4][1340/2305] lr: 1.117e-01, eta: 11:35:09, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0529, recall@thr=0.5: 0.6678, prec@thr=0.5: 0.7525, recall@top3: 0.7848, prec@top3: 0.6405, recall@top5: 0.9162, prec@top5: 0.4588, loss: 0.0529, grad_norm: 0.1295 2020-12-08 13:57:43,810 - mmaction - INFO - Epoch [4][1360/2305] lr: 1.119e-01, eta: 11:34:45, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0540, recall@thr=0.5: 0.6648, prec@thr=0.5: 0.7478, recall@top3: 0.7858, prec@top3: 0.6422, recall@top5: 0.9144, prec@top5: 0.4597, loss: 0.0540, grad_norm: 0.1425 2020-12-08 13:58:05,418 - mmaction - INFO - Epoch [4][1380/2305] lr: 1.122e-01, eta: 11:34:21, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0540, recall@thr=0.5: 0.6662, prec@thr=0.5: 0.7409, recall@top3: 0.7834, prec@top3: 0.6375, recall@top5: 0.9143, prec@top5: 0.4566, loss: 0.0540, grad_norm: 0.1375 2020-12-08 13:58:26,896 - mmaction - INFO - Epoch [4][1400/2305] lr: 1.124e-01, eta: 11:33:56, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0535, recall@thr=0.5: 0.6472, prec@thr=0.5: 0.7374, recall@top3: 0.7786, prec@top3: 0.6312, recall@top5: 0.9144, prec@top5: 0.4555, loss: 0.0535, grad_norm: 0.1375 2020-12-08 13:58:48,359 - mmaction - INFO - Epoch [4][1420/2305] lr: 1.126e-01, eta: 11:33:32, time: 1.074, data_time: 0.002, memory: 8593, loss_action_cls: 0.0519, recall@thr=0.5: 0.6709, prec@thr=0.5: 0.7533, recall@top3: 0.7889, prec@top3: 0.6392, recall@top5: 0.9222, prec@top5: 0.4592, loss: 0.0519, grad_norm: 0.1328 2020-12-08 13:59:10,009 - mmaction - INFO - Epoch [4][1440/2305] lr: 1.129e-01, eta: 11:33:08, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0539, recall@thr=0.5: 0.6655, prec@thr=0.5: 0.7502, recall@top3: 0.7857, prec@top3: 0.6339, recall@top5: 0.9164, prec@top5: 0.4536, loss: 0.0539, grad_norm: 0.1419 2020-12-08 13:59:31,590 - mmaction - INFO - Epoch [4][1460/2305] lr: 1.131e-01, eta: 11:32:44, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0539, recall@thr=0.5: 0.6504, prec@thr=0.5: 0.7335, recall@top3: 0.7780, prec@top3: 0.6337, recall@top5: 0.9134, prec@top5: 0.4582, loss: 0.0539, grad_norm: 0.1284 2020-12-08 13:59:53,132 - mmaction - INFO - Epoch [4][1480/2305] lr: 1.133e-01, eta: 11:32:20, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0554, recall@thr=0.5: 0.6639, prec@thr=0.5: 0.7528, recall@top3: 0.7809, prec@top3: 0.6298, recall@top5: 0.9157, prec@top5: 0.4539, loss: 0.0554, grad_norm: 0.1295 2020-12-08 14:00:14,723 - mmaction - INFO - Epoch [4][1500/2305] lr: 1.136e-01, eta: 11:31:56, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0539, recall@thr=0.5: 0.6549, prec@thr=0.5: 0.7448, recall@top3: 0.7827, prec@top3: 0.6387, recall@top5: 0.9167, prec@top5: 0.4596, loss: 0.0539, grad_norm: 0.1439 2020-12-08 14:00:36,327 - mmaction - INFO - Epoch [4][1520/2305] lr: 1.138e-01, eta: 11:31:32, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0523, recall@thr=0.5: 0.6631, prec@thr=0.5: 0.7436, recall@top3: 0.7863, prec@top3: 0.6367, recall@top5: 0.9179, prec@top5: 0.4558, loss: 0.0523, grad_norm: 0.1396 2020-12-08 14:00:57,852 - mmaction - INFO - Epoch [4][1540/2305] lr: 1.140e-01, eta: 11:31:08, time: 1.078, data_time: 0.003, memory: 8593, loss_action_cls: 0.0543, recall@thr=0.5: 0.6570, prec@thr=0.5: 0.7501, recall@top3: 0.7751, prec@top3: 0.6258, recall@top5: 0.9149, prec@top5: 0.4521, loss: 0.0543, grad_norm: 0.1388 2020-12-08 14:01:19,504 - mmaction - INFO - Epoch [4][1560/2305] lr: 1.143e-01, eta: 11:30:44, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0542, recall@thr=0.5: 0.6556, prec@thr=0.5: 0.7458, recall@top3: 0.7862, prec@top3: 0.6299, recall@top5: 0.9132, prec@top5: 0.4507, loss: 0.0542, grad_norm: 0.1378 2020-12-08 14:01:41,170 - mmaction - INFO - Epoch [4][1580/2305] lr: 1.145e-01, eta: 11:30:20, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0543, recall@thr=0.5: 0.6413, prec@thr=0.5: 0.7386, recall@top3: 0.7726, prec@top3: 0.6238, recall@top5: 0.9142, prec@top5: 0.4536, loss: 0.0543, grad_norm: 0.1458 2020-12-08 14:02:02,599 - mmaction - INFO - Epoch [4][1600/2305] lr: 1.147e-01, eta: 11:29:55, time: 1.072, data_time: 0.001, memory: 8593, loss_action_cls: 0.0545, recall@thr=0.5: 0.6644, prec@thr=0.5: 0.7423, recall@top3: 0.7748, prec@top3: 0.6322, recall@top5: 0.9148, prec@top5: 0.4588, loss: 0.0545, grad_norm: 0.1548 2020-12-08 14:02:24,225 - mmaction - INFO - Epoch [4][1620/2305] lr: 1.150e-01, eta: 11:29:32, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0547, recall@thr=0.5: 0.6657, prec@thr=0.5: 0.7415, recall@top3: 0.7831, prec@top3: 0.6441, recall@top5: 0.9143, prec@top5: 0.4624, loss: 0.0547, grad_norm: 0.1332 2020-12-08 14:02:45,921 - mmaction - INFO - Epoch [4][1640/2305] lr: 1.152e-01, eta: 11:29:08, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0541, recall@thr=0.5: 0.6367, prec@thr=0.5: 0.7443, recall@top3: 0.7816, prec@top3: 0.6222, recall@top5: 0.9127, prec@top5: 0.4476, loss: 0.0541, grad_norm: 0.1395 2020-12-08 14:03:07,654 - mmaction - INFO - Epoch [4][1660/2305] lr: 1.154e-01, eta: 11:28:45, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0513, recall@thr=0.5: 0.6497, prec@thr=0.5: 0.7379, recall@top3: 0.7781, prec@top3: 0.6313, recall@top5: 0.9112, prec@top5: 0.4537, loss: 0.0513, grad_norm: 0.1479 2020-12-08 14:03:29,217 - mmaction - INFO - Epoch [4][1680/2305] lr: 1.157e-01, eta: 11:28:21, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0527, recall@thr=0.5: 0.6496, prec@thr=0.5: 0.7313, recall@top3: 0.7853, prec@top3: 0.6299, recall@top5: 0.9177, prec@top5: 0.4493, loss: 0.0527, grad_norm: 0.1443 2020-12-08 14:03:50,853 - mmaction - INFO - Epoch [4][1700/2305] lr: 1.159e-01, eta: 11:27:57, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0511, recall@thr=0.5: 0.6792, prec@thr=0.5: 0.7597, recall@top3: 0.7912, prec@top3: 0.6486, recall@top5: 0.9234, prec@top5: 0.4649, loss: 0.0511, grad_norm: 0.1351 2020-12-08 14:04:12,464 - mmaction - INFO - Epoch [4][1720/2305] lr: 1.161e-01, eta: 11:27:33, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0538, recall@thr=0.5: 0.6634, prec@thr=0.5: 0.7478, recall@top3: 0.7825, prec@top3: 0.6248, recall@top5: 0.9201, prec@top5: 0.4508, loss: 0.0538, grad_norm: 0.1333 2020-12-08 14:04:34,018 - mmaction - INFO - Epoch [4][1740/2305] lr: 1.164e-01, eta: 11:27:09, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0516, recall@thr=0.5: 0.6716, prec@thr=0.5: 0.7542, recall@top3: 0.7877, prec@top3: 0.6379, recall@top5: 0.9185, prec@top5: 0.4574, loss: 0.0516, grad_norm: 0.1305 2020-12-08 14:04:55,754 - mmaction - INFO - Epoch [4][1760/2305] lr: 1.166e-01, eta: 11:26:46, time: 1.087, data_time: 0.002, memory: 8593, loss_action_cls: 0.0558, recall@thr=0.5: 0.6423, prec@thr=0.5: 0.7447, recall@top3: 0.7711, prec@top3: 0.6308, recall@top5: 0.9079, prec@top5: 0.4543, loss: 0.0558, grad_norm: 0.1516 2020-12-08 14:05:17,296 - mmaction - INFO - Epoch [4][1780/2305] lr: 1.168e-01, eta: 11:26:22, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0518, recall@thr=0.5: 0.6534, prec@thr=0.5: 0.7375, recall@top3: 0.7750, prec@top3: 0.6272, recall@top5: 0.9180, prec@top5: 0.4549, loss: 0.0518, grad_norm: 0.1408 2020-12-08 14:05:39,110 - mmaction - INFO - Epoch [4][1800/2305] lr: 1.171e-01, eta: 11:25:59, time: 1.092, data_time: 0.002, memory: 8593, loss_action_cls: 0.0542, recall@thr=0.5: 0.6509, prec@thr=0.5: 0.7433, recall@top3: 0.7745, prec@top3: 0.6346, recall@top5: 0.9147, prec@top5: 0.4598, loss: 0.0542, grad_norm: 0.1453 2020-12-08 14:06:01,018 - mmaction - INFO - Epoch [4][1820/2305] lr: 1.173e-01, eta: 11:25:36, time: 1.095, data_time: 0.001, memory: 8593, loss_action_cls: 0.0530, recall@thr=0.5: 0.6581, prec@thr=0.5: 0.7382, recall@top3: 0.7817, prec@top3: 0.6320, recall@top5: 0.9154, prec@top5: 0.4552, loss: 0.0530, grad_norm: 0.1308 2020-12-08 14:06:22,640 - mmaction - INFO - Epoch [4][1840/2305] lr: 1.175e-01, eta: 11:25:13, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0515, recall@thr=0.5: 0.6591, prec@thr=0.5: 0.7492, recall@top3: 0.7772, prec@top3: 0.6365, recall@top5: 0.9146, prec@top5: 0.4597, loss: 0.0515, grad_norm: 0.1327 2020-12-08 14:06:44,305 - mmaction - INFO - Epoch [4][1860/2305] lr: 1.178e-01, eta: 11:24:49, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0528, recall@thr=0.5: 0.6573, prec@thr=0.5: 0.7472, recall@top3: 0.7836, prec@top3: 0.6298, recall@top5: 0.9155, prec@top5: 0.4535, loss: 0.0528, grad_norm: 0.1342 2020-12-08 14:07:05,985 - mmaction - INFO - Epoch [4][1880/2305] lr: 1.180e-01, eta: 11:24:26, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0539, recall@thr=0.5: 0.6577, prec@thr=0.5: 0.7394, recall@top3: 0.7753, prec@top3: 0.6272, recall@top5: 0.9120, prec@top5: 0.4530, loss: 0.0539, grad_norm: 0.1347 2020-12-08 14:07:27,577 - mmaction - INFO - Epoch [4][1900/2305] lr: 1.182e-01, eta: 11:24:02, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0534, recall@thr=0.5: 0.6643, prec@thr=0.5: 0.7531, recall@top3: 0.7869, prec@top3: 0.6525, recall@top5: 0.9170, prec@top5: 0.4668, loss: 0.0534, grad_norm: 0.1303 2020-12-08 14:07:49,197 - mmaction - INFO - Epoch [4][1920/2305] lr: 1.185e-01, eta: 11:23:38, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0530, recall@thr=0.5: 0.6613, prec@thr=0.5: 0.7466, recall@top3: 0.7804, prec@top3: 0.6370, recall@top5: 0.9153, prec@top5: 0.4589, loss: 0.0530, grad_norm: 0.1319 2020-12-08 14:08:10,916 - mmaction - INFO - Epoch [4][1940/2305] lr: 1.187e-01, eta: 11:23:15, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0530, recall@thr=0.5: 0.6619, prec@thr=0.5: 0.7493, recall@top3: 0.7846, prec@top3: 0.6356, recall@top5: 0.9213, prec@top5: 0.4574, loss: 0.0530, grad_norm: 0.1370 2020-12-08 14:08:32,538 - mmaction - INFO - Epoch [4][1960/2305] lr: 1.189e-01, eta: 11:22:51, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0547, recall@thr=0.5: 0.6517, prec@thr=0.5: 0.7468, recall@top3: 0.7703, prec@top3: 0.6285, recall@top5: 0.9094, prec@top5: 0.4529, loss: 0.0547, grad_norm: 0.1418 2020-12-08 14:08:53,966 - mmaction - INFO - Epoch [4][1980/2305] lr: 1.192e-01, eta: 11:22:27, time: 1.072, data_time: 0.002, memory: 8593, loss_action_cls: 0.0539, recall@thr=0.5: 0.6533, prec@thr=0.5: 0.7458, recall@top3: 0.7863, prec@top3: 0.6393, recall@top5: 0.9113, prec@top5: 0.4535, loss: 0.0539, grad_norm: 0.1258 2020-12-08 14:09:15,666 - mmaction - INFO - Epoch [4][2000/2305] lr: 1.194e-01, eta: 11:22:04, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0531, recall@thr=0.5: 0.6526, prec@thr=0.5: 0.7419, recall@top3: 0.7778, prec@top3: 0.6323, recall@top5: 0.9148, prec@top5: 0.4552, loss: 0.0531, grad_norm: 0.1388 2020-12-08 14:09:37,415 - mmaction - INFO - Epoch [4][2020/2305] lr: 1.196e-01, eta: 11:21:41, time: 1.088, data_time: 0.001, memory: 8593, loss_action_cls: 0.0540, recall@thr=0.5: 0.6593, prec@thr=0.5: 0.7487, recall@top3: 0.7798, prec@top3: 0.6301, recall@top5: 0.9128, prec@top5: 0.4529, loss: 0.0540, grad_norm: 0.1284 2020-12-08 14:09:59,090 - mmaction - INFO - Epoch [4][2040/2305] lr: 1.199e-01, eta: 11:21:17, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0528, recall@thr=0.5: 0.6598, prec@thr=0.5: 0.7400, recall@top3: 0.7721, prec@top3: 0.6356, recall@top5: 0.9101, prec@top5: 0.4584, loss: 0.0528, grad_norm: 0.1366 2020-12-08 14:10:20,666 - mmaction - INFO - Epoch [4][2060/2305] lr: 1.201e-01, eta: 11:20:53, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0516, recall@thr=0.5: 0.6641, prec@thr=0.5: 0.7487, recall@top3: 0.7871, prec@top3: 0.6329, recall@top5: 0.9186, prec@top5: 0.4544, loss: 0.0516, grad_norm: 0.1343 2020-12-08 14:10:42,376 - mmaction - INFO - Epoch [4][2080/2305] lr: 1.204e-01, eta: 11:20:30, time: 1.086, data_time: 0.002, memory: 8593, loss_action_cls: 0.0535, recall@thr=0.5: 0.6535, prec@thr=0.5: 0.7415, recall@top3: 0.7763, prec@top3: 0.6371, recall@top5: 0.9153, prec@top5: 0.4618, loss: 0.0535, grad_norm: 0.1431 2020-12-08 14:11:03,971 - mmaction - INFO - Epoch [4][2100/2305] lr: 1.206e-01, eta: 11:20:06, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0520, recall@thr=0.5: 0.6647, prec@thr=0.5: 0.7477, recall@top3: 0.7827, prec@top3: 0.6375, recall@top5: 0.9176, prec@top5: 0.4586, loss: 0.0520, grad_norm: 0.1383 2020-12-08 14:11:25,625 - mmaction - INFO - Epoch [4][2120/2305] lr: 1.208e-01, eta: 11:19:43, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0520, recall@thr=0.5: 0.6798, prec@thr=0.5: 0.7615, recall@top3: 0.7899, prec@top3: 0.6526, recall@top5: 0.9219, prec@top5: 0.4678, loss: 0.0520, grad_norm: 0.1381 2020-12-08 14:11:47,235 - mmaction - INFO - Epoch [4][2140/2305] lr: 1.211e-01, eta: 11:19:19, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0508, recall@thr=0.5: 0.6665, prec@thr=0.5: 0.7520, recall@top3: 0.7856, prec@top3: 0.6374, recall@top5: 0.9157, prec@top5: 0.4547, loss: 0.0508, grad_norm: 0.1363 2020-12-08 14:12:08,790 - mmaction - INFO - Epoch [4][2160/2305] lr: 1.213e-01, eta: 11:18:55, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0521, recall@thr=0.5: 0.6541, prec@thr=0.5: 0.7415, recall@top3: 0.7838, prec@top3: 0.6280, recall@top5: 0.9166, prec@top5: 0.4502, loss: 0.0521, grad_norm: 0.1497 2020-12-08 14:12:30,362 - mmaction - INFO - Epoch [4][2180/2305] lr: 1.215e-01, eta: 11:18:32, time: 1.079, data_time: 0.003, memory: 8593, loss_action_cls: 0.0538, recall@thr=0.5: 0.6599, prec@thr=0.5: 0.7425, recall@top3: 0.7752, prec@top3: 0.6331, recall@top5: 0.9187, prec@top5: 0.4620, loss: 0.0538, grad_norm: 0.1334 2020-12-08 14:12:52,141 - mmaction - INFO - Epoch [4][2200/2305] lr: 1.218e-01, eta: 11:18:09, time: 1.090, data_time: 0.002, memory: 8593, loss_action_cls: 0.0530, recall@thr=0.5: 0.6614, prec@thr=0.5: 0.7523, recall@top3: 0.7831, prec@top3: 0.6305, recall@top5: 0.9151, prec@top5: 0.4526, loss: 0.0530, grad_norm: 0.1317 2020-12-08 14:13:13,771 - mmaction - INFO - Epoch [4][2220/2305] lr: 1.220e-01, eta: 11:17:45, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0512, recall@thr=0.5: 0.6593, prec@thr=0.5: 0.7522, recall@top3: 0.7893, prec@top3: 0.6410, recall@top5: 0.9237, prec@top5: 0.4606, loss: 0.0512, grad_norm: 0.1304 2020-12-08 14:13:35,521 - mmaction - INFO - Epoch [4][2240/2305] lr: 1.222e-01, eta: 11:17:22, time: 1.088, data_time: 0.002, memory: 8593, loss_action_cls: 0.0523, recall@thr=0.5: 0.6526, prec@thr=0.5: 0.7393, recall@top3: 0.7805, prec@top3: 0.6340, recall@top5: 0.9129, prec@top5: 0.4555, loss: 0.0523, grad_norm: 0.1372 2020-12-08 14:13:57,209 - mmaction - INFO - Epoch [4][2260/2305] lr: 1.225e-01, eta: 11:16:59, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0528, recall@thr=0.5: 0.6439, prec@thr=0.5: 0.7337, recall@top3: 0.7682, prec@top3: 0.6264, recall@top5: 0.9086, prec@top5: 0.4543, loss: 0.0528, grad_norm: 0.1497 2020-12-08 14:14:18,809 - mmaction - INFO - Epoch [4][2280/2305] lr: 1.227e-01, eta: 11:16:35, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0509, recall@thr=0.5: 0.6517, prec@thr=0.5: 0.7475, recall@top3: 0.7866, prec@top3: 0.6317, recall@top5: 0.9190, prec@top5: 0.4518, loss: 0.0509, grad_norm: 0.1300 2020-12-08 14:14:40,515 - mmaction - INFO - Epoch [4][2300/2305] lr: 1.229e-01, eta: 11:16:12, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0524, recall@thr=0.5: 0.6777, prec@thr=0.5: 0.7567, recall@top3: 0.7903, prec@top3: 0.6478, recall@top5: 0.9196, prec@top5: 0.4624, loss: 0.0524, grad_norm: 0.1339 2020-12-08 14:14:49,076 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-12-08 14:23:53,105 - mmaction - INFO - Evaluating proposal ... 2020-12-08 14:24:58,490 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 14:24:58,492 - mmaction - INFO - Evaluating bbox ... 2020-12-08 14:33:16,057 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2444 2020-12-08 14:33:17,300 - mmaction - INFO - Epoch(val) [4][2305] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2444 2020-12-08 14:34:25,527 - mmaction - INFO - Epoch [5][20/2305] lr: 1.232e-01, eta: 11:18:27, time: 3.408, data_time: 2.346, memory: 8593, loss_action_cls: 0.0534, recall@thr=0.5: 0.6690, prec@thr=0.5: 0.7582, recall@top3: 0.7855, prec@top3: 0.6511, recall@top5: 0.9203, prec@top5: 0.4679, loss: 0.0534, grad_norm: 0.1369 2020-12-08 14:34:47,013 - mmaction - INFO - Epoch [5][40/2305] lr: 1.235e-01, eta: 11:18:02, time: 1.074, data_time: 0.005, memory: 8593, loss_action_cls: 0.0503, recall@thr=0.5: 0.6686, prec@thr=0.5: 0.7482, recall@top3: 0.7838, prec@top3: 0.6232, recall@top5: 0.9186, prec@top5: 0.4476, loss: 0.0503, grad_norm: 0.1452 2020-12-08 14:35:08,576 - mmaction - INFO - Epoch [5][60/2305] lr: 1.237e-01, eta: 11:17:38, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0519, recall@thr=0.5: 0.6704, prec@thr=0.5: 0.7540, recall@top3: 0.7799, prec@top3: 0.6419, recall@top5: 0.9166, prec@top5: 0.4626, loss: 0.0519, grad_norm: 0.1379 2020-12-08 14:35:30,111 - mmaction - INFO - Epoch [5][80/2305] lr: 1.239e-01, eta: 11:17:14, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0489, recall@thr=0.5: 0.6828, prec@thr=0.5: 0.7728, recall@top3: 0.7980, prec@top3: 0.6393, recall@top5: 0.9280, prec@top5: 0.4562, loss: 0.0489, grad_norm: 0.1232 2020-12-08 14:35:51,705 - mmaction - INFO - Epoch [5][100/2305] lr: 1.242e-01, eta: 11:16:50, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0514, recall@thr=0.5: 0.6720, prec@thr=0.5: 0.7573, recall@top3: 0.7911, prec@top3: 0.6316, recall@top5: 0.9181, prec@top5: 0.4516, loss: 0.0514, grad_norm: 0.1359 2020-12-08 14:36:13,110 - mmaction - INFO - Epoch [5][120/2305] lr: 1.244e-01, eta: 11:16:25, time: 1.069, data_time: 0.002, memory: 8593, loss_action_cls: 0.0523, recall@thr=0.5: 0.6586, prec@thr=0.5: 0.7456, recall@top3: 0.7830, prec@top3: 0.6397, recall@top5: 0.9170, prec@top5: 0.4599, loss: 0.0523, grad_norm: 0.1305 2020-12-08 14:36:34,676 - mmaction - INFO - Epoch [5][140/2305] lr: 1.246e-01, eta: 11:16:01, time: 1.079, data_time: 0.003, memory: 8593, loss_action_cls: 0.0510, recall@thr=0.5: 0.6713, prec@thr=0.5: 0.7567, recall@top3: 0.7869, prec@top3: 0.6278, recall@top5: 0.9167, prec@top5: 0.4491, loss: 0.0510, grad_norm: 0.1385 2020-12-08 14:36:56,185 - mmaction - INFO - Epoch [5][160/2305] lr: 1.249e-01, eta: 11:15:37, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0502, recall@thr=0.5: 0.6725, prec@thr=0.5: 0.7588, recall@top3: 0.7842, prec@top3: 0.6457, recall@top5: 0.9183, prec@top5: 0.4661, loss: 0.0502, grad_norm: 0.1469 2020-12-08 14:37:18,071 - mmaction - INFO - Epoch [5][180/2305] lr: 1.251e-01, eta: 11:15:14, time: 1.093, data_time: 0.001, memory: 8593, loss_action_cls: 0.0522, recall@thr=0.5: 0.6531, prec@thr=0.5: 0.7374, recall@top3: 0.7837, prec@top3: 0.6321, recall@top5: 0.9206, prec@top5: 0.4547, loss: 0.0522, grad_norm: 0.1455 2020-12-08 14:37:39,528 - mmaction - INFO - Epoch [5][200/2305] lr: 1.253e-01, eta: 11:14:50, time: 1.074, data_time: 0.002, memory: 8593, loss_action_cls: 0.0514, recall@thr=0.5: 0.6694, prec@thr=0.5: 0.7519, recall@top3: 0.7883, prec@top3: 0.6445, recall@top5: 0.9169, prec@top5: 0.4602, loss: 0.0514, grad_norm: 0.1337 2020-12-08 14:38:01,018 - mmaction - INFO - Epoch [5][220/2305] lr: 1.256e-01, eta: 11:14:25, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0506, recall@thr=0.5: 0.6767, prec@thr=0.5: 0.7603, recall@top3: 0.7923, prec@top3: 0.6418, recall@top5: 0.9188, prec@top5: 0.4567, loss: 0.0506, grad_norm: 0.1330 2020-12-08 14:38:22,527 - mmaction - INFO - Epoch [5][240/2305] lr: 1.258e-01, eta: 11:14:01, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0513, recall@thr=0.5: 0.6568, prec@thr=0.5: 0.7426, recall@top3: 0.7824, prec@top3: 0.6396, recall@top5: 0.9154, prec@top5: 0.4586, loss: 0.0513, grad_norm: 0.1366 2020-12-08 14:38:44,067 - mmaction - INFO - Epoch [5][260/2305] lr: 1.260e-01, eta: 11:13:37, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0507, recall@thr=0.5: 0.6732, prec@thr=0.5: 0.7564, recall@top3: 0.7884, prec@top3: 0.6371, recall@top5: 0.9128, prec@top5: 0.4537, loss: 0.0507, grad_norm: 0.1339 2020-12-08 14:39:05,671 - mmaction - INFO - Epoch [5][280/2305] lr: 1.263e-01, eta: 11:13:13, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0494, recall@thr=0.5: 0.6895, prec@thr=0.5: 0.7756, recall@top3: 0.7921, prec@top3: 0.6500, recall@top5: 0.9201, prec@top5: 0.4635, loss: 0.0494, grad_norm: 0.1313 2020-12-08 14:39:27,290 - mmaction - INFO - Epoch [5][300/2305] lr: 1.265e-01, eta: 11:12:49, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0510, recall@thr=0.5: 0.6704, prec@thr=0.5: 0.7525, recall@top3: 0.7923, prec@top3: 0.6443, recall@top5: 0.9245, prec@top5: 0.4623, loss: 0.0510, grad_norm: 0.1364 2020-12-08 14:39:48,832 - mmaction - INFO - Epoch [5][320/2305] lr: 1.267e-01, eta: 11:12:25, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0496, recall@thr=0.5: 0.6755, prec@thr=0.5: 0.7600, recall@top3: 0.7944, prec@top3: 0.6413, recall@top5: 0.9236, prec@top5: 0.4568, loss: 0.0496, grad_norm: 0.1421 2020-12-08 14:40:10,299 - mmaction - INFO - Epoch [5][340/2305] lr: 1.270e-01, eta: 11:12:01, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0495, recall@thr=0.5: 0.6662, prec@thr=0.5: 0.7589, recall@top3: 0.7885, prec@top3: 0.6352, recall@top5: 0.9205, prec@top5: 0.4568, loss: 0.0495, grad_norm: 0.1447 2020-12-08 14:40:31,928 - mmaction - INFO - Epoch [5][360/2305] lr: 1.272e-01, eta: 11:11:37, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0484, recall@thr=0.5: 0.6744, prec@thr=0.5: 0.7609, recall@top3: 0.8007, prec@top3: 0.6448, recall@top5: 0.9304, prec@top5: 0.4609, loss: 0.0484, grad_norm: 0.1386 2020-12-08 14:40:53,601 - mmaction - INFO - Epoch [5][380/2305] lr: 1.274e-01, eta: 11:11:13, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0505, recall@thr=0.5: 0.6810, prec@thr=0.5: 0.7544, recall@top3: 0.7898, prec@top3: 0.6381, recall@top5: 0.9183, prec@top5: 0.4554, loss: 0.0505, grad_norm: 0.1365 2020-12-08 14:41:15,196 - mmaction - INFO - Epoch [5][400/2305] lr: 1.277e-01, eta: 11:10:49, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0523, recall@thr=0.5: 0.6571, prec@thr=0.5: 0.7557, recall@top3: 0.7859, prec@top3: 0.6432, recall@top5: 0.9175, prec@top5: 0.4598, loss: 0.0523, grad_norm: 0.1388 2020-12-08 14:41:36,667 - mmaction - INFO - Epoch [5][420/2305] lr: 1.279e-01, eta: 11:10:25, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0494, recall@thr=0.5: 0.6731, prec@thr=0.5: 0.7465, recall@top3: 0.7831, prec@top3: 0.6362, recall@top5: 0.9155, prec@top5: 0.4556, loss: 0.0494, grad_norm: 0.1286 2020-12-08 14:41:58,282 - mmaction - INFO - Epoch [5][440/2305] lr: 1.281e-01, eta: 11:10:01, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0506, recall@thr=0.5: 0.6694, prec@thr=0.5: 0.7539, recall@top3: 0.7871, prec@top3: 0.6371, recall@top5: 0.9214, prec@top5: 0.4578, loss: 0.0506, grad_norm: 0.1416 2020-12-08 14:42:19,789 - mmaction - INFO - Epoch [5][460/2305] lr: 1.284e-01, eta: 11:09:37, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0512, recall@thr=0.5: 0.6534, prec@thr=0.5: 0.7426, recall@top3: 0.7795, prec@top3: 0.6340, recall@top5: 0.9133, prec@top5: 0.4557, loss: 0.0512, grad_norm: 0.1434 2020-12-08 14:42:41,281 - mmaction - INFO - Epoch [5][480/2305] lr: 1.286e-01, eta: 11:09:13, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0503, recall@thr=0.5: 0.6641, prec@thr=0.5: 0.7542, recall@top3: 0.7908, prec@top3: 0.6341, recall@top5: 0.9198, prec@top5: 0.4526, loss: 0.0503, grad_norm: 0.1335 2020-12-08 14:43:02,756 - mmaction - INFO - Epoch [5][500/2305] lr: 1.288e-01, eta: 11:08:49, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0517, recall@thr=0.5: 0.6699, prec@thr=0.5: 0.7540, recall@top3: 0.7899, prec@top3: 0.6422, recall@top5: 0.9193, prec@top5: 0.4583, loss: 0.0517, grad_norm: 0.1378 2020-12-08 14:43:24,293 - mmaction - INFO - Epoch [5][520/2305] lr: 1.291e-01, eta: 11:08:25, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0512, recall@thr=0.5: 0.6642, prec@thr=0.5: 0.7495, recall@top3: 0.7825, prec@top3: 0.6342, recall@top5: 0.9136, prec@top5: 0.4555, loss: 0.0512, grad_norm: 0.1399 2020-12-08 14:43:45,786 - mmaction - INFO - Epoch [5][540/2305] lr: 1.293e-01, eta: 11:08:00, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0500, recall@thr=0.5: 0.6728, prec@thr=0.5: 0.7514, recall@top3: 0.7958, prec@top3: 0.6454, recall@top5: 0.9230, prec@top5: 0.4587, loss: 0.0500, grad_norm: 0.1277 2020-12-08 14:44:07,338 - mmaction - INFO - Epoch [5][560/2305] lr: 1.295e-01, eta: 11:07:37, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0502, recall@thr=0.5: 0.6694, prec@thr=0.5: 0.7578, recall@top3: 0.7863, prec@top3: 0.6478, recall@top5: 0.9198, prec@top5: 0.4645, loss: 0.0502, grad_norm: 0.1368 2020-12-08 14:44:28,967 - mmaction - INFO - Epoch [5][580/2305] lr: 1.298e-01, eta: 11:07:13, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0496, recall@thr=0.5: 0.6737, prec@thr=0.5: 0.7613, recall@top3: 0.7947, prec@top3: 0.6452, recall@top5: 0.9223, prec@top5: 0.4589, loss: 0.0496, grad_norm: 0.1444 2020-12-08 14:44:50,664 - mmaction - INFO - Epoch [5][600/2305] lr: 1.300e-01, eta: 11:06:49, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0496, recall@thr=0.5: 0.6826, prec@thr=0.5: 0.7600, recall@top3: 0.7981, prec@top3: 0.6403, recall@top5: 0.9235, prec@top5: 0.4549, loss: 0.0496, grad_norm: 0.1225 2020-12-08 14:45:12,364 - mmaction - INFO - Epoch [5][620/2305] lr: 1.303e-01, eta: 11:06:26, time: 1.085, data_time: 0.003, memory: 8593, loss_action_cls: 0.0499, recall@thr=0.5: 0.6731, prec@thr=0.5: 0.7611, recall@top3: 0.7898, prec@top3: 0.6386, recall@top5: 0.9202, prec@top5: 0.4573, loss: 0.0499, grad_norm: 0.1370 2020-12-08 14:45:33,957 - mmaction - INFO - Epoch [5][640/2305] lr: 1.305e-01, eta: 11:06:02, time: 1.081, data_time: 0.003, memory: 8593, loss_action_cls: 0.0507, recall@thr=0.5: 0.6684, prec@thr=0.5: 0.7490, recall@top3: 0.7848, prec@top3: 0.6433, recall@top5: 0.9127, prec@top5: 0.4591, loss: 0.0507, grad_norm: 0.1408 2020-12-08 14:45:55,654 - mmaction - INFO - Epoch [5][660/2305] lr: 1.307e-01, eta: 11:05:39, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0517, recall@thr=0.5: 0.6570, prec@thr=0.5: 0.7405, recall@top3: 0.7794, prec@top3: 0.6358, recall@top5: 0.9139, prec@top5: 0.4593, loss: 0.0517, grad_norm: 0.1326 2020-12-08 14:46:17,313 - mmaction - INFO - Epoch [5][680/2305] lr: 1.310e-01, eta: 11:05:16, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0508, recall@thr=0.5: 0.6755, prec@thr=0.5: 0.7498, recall@top3: 0.7922, prec@top3: 0.6452, recall@top5: 0.9214, prec@top5: 0.4601, loss: 0.0508, grad_norm: 0.1362 2020-12-08 14:46:38,818 - mmaction - INFO - Epoch [5][700/2305] lr: 1.312e-01, eta: 11:04:51, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0504, recall@thr=0.5: 0.6579, prec@thr=0.5: 0.7422, recall@top3: 0.7801, prec@top3: 0.6353, recall@top5: 0.9159, prec@top5: 0.4585, loss: 0.0504, grad_norm: 0.1343 2020-12-08 14:47:00,346 - mmaction - INFO - Epoch [5][720/2305] lr: 1.314e-01, eta: 11:04:27, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0505, recall@thr=0.5: 0.6789, prec@thr=0.5: 0.7557, recall@top3: 0.7869, prec@top3: 0.6384, recall@top5: 0.9202, prec@top5: 0.4570, loss: 0.0505, grad_norm: 0.1367 2020-12-08 14:47:21,810 - mmaction - INFO - Epoch [5][740/2305] lr: 1.317e-01, eta: 11:04:03, time: 1.072, data_time: 0.001, memory: 8593, loss_action_cls: 0.0501, recall@thr=0.5: 0.6676, prec@thr=0.5: 0.7412, recall@top3: 0.7861, prec@top3: 0.6426, recall@top5: 0.9178, prec@top5: 0.4599, loss: 0.0501, grad_norm: 0.1330 2020-12-08 14:47:43,430 - mmaction - INFO - Epoch [5][760/2305] lr: 1.319e-01, eta: 11:03:40, time: 1.082, data_time: 0.003, memory: 8593, loss_action_cls: 0.0497, recall@thr=0.5: 0.6642, prec@thr=0.5: 0.7517, recall@top3: 0.7821, prec@top3: 0.6349, recall@top5: 0.9218, prec@top5: 0.4591, loss: 0.0497, grad_norm: 0.1274 2020-12-08 14:48:05,163 - mmaction - INFO - Epoch [5][780/2305] lr: 1.321e-01, eta: 11:03:16, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0497, recall@thr=0.5: 0.6703, prec@thr=0.5: 0.7559, recall@top3: 0.7978, prec@top3: 0.6329, recall@top5: 0.9213, prec@top5: 0.4486, loss: 0.0497, grad_norm: 0.1395 2020-12-08 14:48:26,751 - mmaction - INFO - Epoch [5][800/2305] lr: 1.324e-01, eta: 11:02:53, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0491, recall@thr=0.5: 0.6745, prec@thr=0.5: 0.7585, recall@top3: 0.7931, prec@top3: 0.6501, recall@top5: 0.9258, prec@top5: 0.4653, loss: 0.0491, grad_norm: 0.1367 2020-12-08 14:48:48,391 - mmaction - INFO - Epoch [5][820/2305] lr: 1.326e-01, eta: 11:02:29, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0499, recall@thr=0.5: 0.6646, prec@thr=0.5: 0.7482, recall@top3: 0.7812, prec@top3: 0.6384, recall@top5: 0.9156, prec@top5: 0.4600, loss: 0.0499, grad_norm: 0.1438 2020-12-08 14:49:10,091 - mmaction - INFO - Epoch [5][840/2305] lr: 1.328e-01, eta: 11:02:06, time: 1.086, data_time: 0.002, memory: 8593, loss_action_cls: 0.0477, recall@thr=0.5: 0.6735, prec@thr=0.5: 0.7621, recall@top3: 0.7992, prec@top3: 0.6383, recall@top5: 0.9252, prec@top5: 0.4541, loss: 0.0477, grad_norm: 0.1338 2020-12-08 14:49:31,816 - mmaction - INFO - Epoch [5][860/2305] lr: 1.331e-01, eta: 11:01:43, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0479, recall@thr=0.5: 0.6771, prec@thr=0.5: 0.7559, recall@top3: 0.7975, prec@top3: 0.6359, recall@top5: 0.9197, prec@top5: 0.4490, loss: 0.0479, grad_norm: 0.1354 2020-12-08 14:49:53,426 - mmaction - INFO - Epoch [5][880/2305] lr: 1.333e-01, eta: 11:01:19, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0482, recall@thr=0.5: 0.6816, prec@thr=0.5: 0.7571, recall@top3: 0.7937, prec@top3: 0.6353, recall@top5: 0.9207, prec@top5: 0.4527, loss: 0.0482, grad_norm: 0.1348 2020-12-08 14:50:14,881 - mmaction - INFO - Epoch [5][900/2305] lr: 1.335e-01, eta: 11:00:55, time: 1.072, data_time: 0.001, memory: 8593, loss_action_cls: 0.0508, recall@thr=0.5: 0.6610, prec@thr=0.5: 0.7481, recall@top3: 0.7864, prec@top3: 0.6298, recall@top5: 0.9137, prec@top5: 0.4496, loss: 0.0508, grad_norm: 0.1332 2020-12-08 14:50:36,458 - mmaction - INFO - Epoch [5][920/2305] lr: 1.338e-01, eta: 11:00:31, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0495, recall@thr=0.5: 0.6742, prec@thr=0.5: 0.7591, recall@top3: 0.7889, prec@top3: 0.6314, recall@top5: 0.9159, prec@top5: 0.4506, loss: 0.0495, grad_norm: 0.1326 2020-12-08 14:50:58,105 - mmaction - INFO - Epoch [5][940/2305] lr: 1.340e-01, eta: 11:00:08, time: 1.084, data_time: 0.003, memory: 8593, loss_action_cls: 0.0492, recall@thr=0.5: 0.6701, prec@thr=0.5: 0.7539, recall@top3: 0.7939, prec@top3: 0.6417, recall@top5: 0.9216, prec@top5: 0.4582, loss: 0.0492, grad_norm: 0.1315 2020-12-08 14:51:19,655 - mmaction - INFO - Epoch [5][960/2305] lr: 1.342e-01, eta: 10:59:44, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0494, recall@thr=0.5: 0.6789, prec@thr=0.5: 0.7571, recall@top3: 0.7901, prec@top3: 0.6450, recall@top5: 0.9237, prec@top5: 0.4628, loss: 0.0494, grad_norm: 0.1333 2020-12-08 14:51:41,227 - mmaction - INFO - Epoch [5][980/2305] lr: 1.345e-01, eta: 10:59:20, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0492, recall@thr=0.5: 0.6593, prec@thr=0.5: 0.7476, recall@top3: 0.7927, prec@top3: 0.6312, recall@top5: 0.9180, prec@top5: 0.4491, loss: 0.0492, grad_norm: 0.1326 2020-12-08 14:52:02,726 - mmaction - INFO - Epoch [5][1000/2305] lr: 1.347e-01, eta: 10:58:56, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0516, recall@thr=0.5: 0.6493, prec@thr=0.5: 0.7457, recall@top3: 0.7801, prec@top3: 0.6355, recall@top5: 0.9101, prec@top5: 0.4552, loss: 0.0516, grad_norm: 0.1480 2020-12-08 14:52:24,208 - mmaction - INFO - Epoch [5][1020/2305] lr: 1.349e-01, eta: 10:58:33, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0497, recall@thr=0.5: 0.6637, prec@thr=0.5: 0.7504, recall@top3: 0.7874, prec@top3: 0.6310, recall@top5: 0.9152, prec@top5: 0.4498, loss: 0.0497, grad_norm: 0.1382 2020-12-08 14:52:45,819 - mmaction - INFO - Epoch [5][1040/2305] lr: 1.352e-01, eta: 10:58:09, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0493, recall@thr=0.5: 0.6803, prec@thr=0.5: 0.7551, recall@top3: 0.7944, prec@top3: 0.6532, recall@top5: 0.9241, prec@top5: 0.4658, loss: 0.0493, grad_norm: 0.1348 2020-12-08 14:53:07,540 - mmaction - INFO - Epoch [5][1060/2305] lr: 1.354e-01, eta: 10:57:46, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0511, recall@thr=0.5: 0.6613, prec@thr=0.5: 0.7427, recall@top3: 0.7656, prec@top3: 0.6412, recall@top5: 0.9084, prec@top5: 0.4664, loss: 0.0511, grad_norm: 0.1414 2020-12-08 14:53:29,120 - mmaction - INFO - Epoch [5][1080/2305] lr: 1.356e-01, eta: 10:57:22, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0497, recall@thr=0.5: 0.6687, prec@thr=0.5: 0.7466, recall@top3: 0.7894, prec@top3: 0.6345, recall@top5: 0.9181, prec@top5: 0.4537, loss: 0.0497, grad_norm: 0.1388 2020-12-08 14:53:50,688 - mmaction - INFO - Epoch [5][1100/2305] lr: 1.359e-01, eta: 10:56:59, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0482, recall@thr=0.5: 0.6755, prec@thr=0.5: 0.7607, recall@top3: 0.7897, prec@top3: 0.6442, recall@top5: 0.9217, prec@top5: 0.4616, loss: 0.0482, grad_norm: 0.1280 2020-12-08 14:54:12,343 - mmaction - INFO - Epoch [5][1120/2305] lr: 1.361e-01, eta: 10:56:35, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0498, recall@thr=0.5: 0.6736, prec@thr=0.5: 0.7484, recall@top3: 0.7850, prec@top3: 0.6341, recall@top5: 0.9208, prec@top5: 0.4575, loss: 0.0498, grad_norm: 0.1326 2020-12-08 14:54:33,840 - mmaction - INFO - Epoch [5][1140/2305] lr: 1.363e-01, eta: 10:56:11, time: 1.075, data_time: 0.002, memory: 8593, loss_action_cls: 0.0508, recall@thr=0.5: 0.6735, prec@thr=0.5: 0.7592, recall@top3: 0.7886, prec@top3: 0.6530, recall@top5: 0.9155, prec@top5: 0.4654, loss: 0.0508, grad_norm: 0.1270 2020-12-08 14:54:55,317 - mmaction - INFO - Epoch [5][1160/2305] lr: 1.366e-01, eta: 10:55:47, time: 1.074, data_time: 0.002, memory: 8593, loss_action_cls: 0.0487, recall@thr=0.5: 0.6803, prec@thr=0.5: 0.7575, recall@top3: 0.7950, prec@top3: 0.6447, recall@top5: 0.9221, prec@top5: 0.4577, loss: 0.0487, grad_norm: 0.1342 2020-12-08 14:55:16,909 - mmaction - INFO - Epoch [5][1180/2305] lr: 1.368e-01, eta: 10:55:24, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0482, recall@thr=0.5: 0.6766, prec@thr=0.5: 0.7709, recall@top3: 0.7960, prec@top3: 0.6483, recall@top5: 0.9216, prec@top5: 0.4622, loss: 0.0482, grad_norm: 0.1363 2020-12-08 14:55:38,484 - mmaction - INFO - Epoch [5][1200/2305] lr: 1.370e-01, eta: 10:55:00, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0489, recall@thr=0.5: 0.6562, prec@thr=0.5: 0.7436, recall@top3: 0.7897, prec@top3: 0.6400, recall@top5: 0.9213, prec@top5: 0.4590, loss: 0.0489, grad_norm: 0.1306 2020-12-08 14:55:59,978 - mmaction - INFO - Epoch [5][1220/2305] lr: 1.373e-01, eta: 10:54:36, time: 1.075, data_time: 0.002, memory: 8593, loss_action_cls: 0.0483, recall@thr=0.5: 0.6844, prec@thr=0.5: 0.7656, recall@top3: 0.7947, prec@top3: 0.6358, recall@top5: 0.9222, prec@top5: 0.4525, loss: 0.0483, grad_norm: 0.1262 2020-12-08 14:56:21,703 - mmaction - INFO - Epoch [5][1240/2305] lr: 1.375e-01, eta: 10:54:13, time: 1.086, data_time: 0.002, memory: 8593, loss_action_cls: 0.0493, recall@thr=0.5: 0.6641, prec@thr=0.5: 0.7502, recall@top3: 0.7891, prec@top3: 0.6353, recall@top5: 0.9274, prec@top5: 0.4560, loss: 0.0493, grad_norm: 0.1455 2020-12-08 14:56:43,247 - mmaction - INFO - Epoch [5][1260/2305] lr: 1.377e-01, eta: 10:53:50, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0505, recall@thr=0.5: 0.6723, prec@thr=0.5: 0.7572, recall@top3: 0.7889, prec@top3: 0.6534, recall@top5: 0.9199, prec@top5: 0.4683, loss: 0.0505, grad_norm: 0.1384 2020-12-08 14:57:04,801 - mmaction - INFO - Epoch [5][1280/2305] lr: 1.380e-01, eta: 10:53:26, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0483, recall@thr=0.5: 0.6871, prec@thr=0.5: 0.7690, recall@top3: 0.7951, prec@top3: 0.6561, recall@top5: 0.9231, prec@top5: 0.4663, loss: 0.0483, grad_norm: 0.1260 2020-12-08 14:57:26,384 - mmaction - INFO - Epoch [5][1300/2305] lr: 1.382e-01, eta: 10:53:03, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0486, recall@thr=0.5: 0.6833, prec@thr=0.5: 0.7550, recall@top3: 0.7858, prec@top3: 0.6466, recall@top5: 0.9222, prec@top5: 0.4670, loss: 0.0486, grad_norm: 0.1309 2020-12-08 14:57:47,868 - mmaction - INFO - Epoch [5][1320/2305] lr: 1.385e-01, eta: 10:52:39, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0503, recall@thr=0.5: 0.6695, prec@thr=0.5: 0.7596, recall@top3: 0.7824, prec@top3: 0.6411, recall@top5: 0.9168, prec@top5: 0.4616, loss: 0.0503, grad_norm: 0.1335 2020-12-08 14:58:09,461 - mmaction - INFO - Epoch [5][1340/2305] lr: 1.387e-01, eta: 10:52:15, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0493, recall@thr=0.5: 0.6612, prec@thr=0.5: 0.7508, recall@top3: 0.7760, prec@top3: 0.6372, recall@top5: 0.9143, prec@top5: 0.4611, loss: 0.0493, grad_norm: 0.1315 2020-12-08 14:58:31,027 - mmaction - INFO - Epoch [5][1360/2305] lr: 1.389e-01, eta: 10:51:52, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0497, recall@thr=0.5: 0.6649, prec@thr=0.5: 0.7506, recall@top3: 0.7884, prec@top3: 0.6362, recall@top5: 0.9152, prec@top5: 0.4541, loss: 0.0497, grad_norm: 0.1386 2020-12-08 14:58:52,638 - mmaction - INFO - Epoch [5][1380/2305] lr: 1.392e-01, eta: 10:51:28, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0496, recall@thr=0.5: 0.6665, prec@thr=0.5: 0.7496, recall@top3: 0.7835, prec@top3: 0.6293, recall@top5: 0.9166, prec@top5: 0.4532, loss: 0.0496, grad_norm: 0.1470 2020-12-08 14:59:14,213 - mmaction - INFO - Epoch [5][1400/2305] lr: 1.394e-01, eta: 10:51:05, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0498, recall@thr=0.5: 0.6803, prec@thr=0.5: 0.7669, recall@top3: 0.7859, prec@top3: 0.6422, recall@top5: 0.9208, prec@top5: 0.4624, loss: 0.0498, grad_norm: 0.1313 2020-12-08 14:59:35,887 - mmaction - INFO - Epoch [5][1420/2305] lr: 1.396e-01, eta: 10:50:41, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0494, recall@thr=0.5: 0.6594, prec@thr=0.5: 0.7429, recall@top3: 0.7786, prec@top3: 0.6335, recall@top5: 0.9104, prec@top5: 0.4548, loss: 0.0494, grad_norm: 0.1361 2020-12-08 14:59:57,528 - mmaction - INFO - Epoch [5][1440/2305] lr: 1.399e-01, eta: 10:50:18, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0478, recall@thr=0.5: 0.6793, prec@thr=0.5: 0.7691, recall@top3: 0.7988, prec@top3: 0.6515, recall@top5: 0.9233, prec@top5: 0.4617, loss: 0.0478, grad_norm: 0.1349 2020-12-08 15:00:19,101 - mmaction - INFO - Epoch [5][1460/2305] lr: 1.401e-01, eta: 10:49:55, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0484, recall@thr=0.5: 0.6776, prec@thr=0.5: 0.7548, recall@top3: 0.7900, prec@top3: 0.6403, recall@top5: 0.9184, prec@top5: 0.4575, loss: 0.0484, grad_norm: 0.1336 2020-12-08 15:00:40,808 - mmaction - INFO - Epoch [5][1480/2305] lr: 1.403e-01, eta: 10:49:32, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0499, recall@thr=0.5: 0.6730, prec@thr=0.5: 0.7595, recall@top3: 0.7921, prec@top3: 0.6440, recall@top5: 0.9193, prec@top5: 0.4595, loss: 0.0499, grad_norm: 0.1309 2020-12-08 15:01:02,426 - mmaction - INFO - Epoch [5][1500/2305] lr: 1.406e-01, eta: 10:49:08, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0494, recall@thr=0.5: 0.6713, prec@thr=0.5: 0.7579, recall@top3: 0.7929, prec@top3: 0.6331, recall@top5: 0.9183, prec@top5: 0.4504, loss: 0.0494, grad_norm: 0.1383 2020-12-08 15:01:24,068 - mmaction - INFO - Epoch [5][1520/2305] lr: 1.408e-01, eta: 10:48:45, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0485, recall@thr=0.5: 0.6618, prec@thr=0.5: 0.7562, recall@top3: 0.7908, prec@top3: 0.6347, recall@top5: 0.9134, prec@top5: 0.4502, loss: 0.0485, grad_norm: 0.1292 2020-12-08 15:01:45,621 - mmaction - INFO - Epoch [5][1540/2305] lr: 1.410e-01, eta: 10:48:22, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0476, recall@thr=0.5: 0.6852, prec@thr=0.5: 0.7692, recall@top3: 0.7965, prec@top3: 0.6364, recall@top5: 0.9197, prec@top5: 0.4509, loss: 0.0476, grad_norm: 0.1301 2020-12-08 15:02:07,226 - mmaction - INFO - Epoch [5][1560/2305] lr: 1.413e-01, eta: 10:47:58, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0480, recall@thr=0.5: 0.6613, prec@thr=0.5: 0.7528, recall@top3: 0.7875, prec@top3: 0.6324, recall@top5: 0.9217, prec@top5: 0.4552, loss: 0.0480, grad_norm: 0.1304 2020-12-08 15:02:28,816 - mmaction - INFO - Epoch [5][1580/2305] lr: 1.415e-01, eta: 10:47:35, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0462, recall@thr=0.5: 0.6849, prec@thr=0.5: 0.7737, recall@top3: 0.8021, prec@top3: 0.6579, recall@top5: 0.9280, prec@top5: 0.4676, loss: 0.0462, grad_norm: 0.1331 2020-12-08 15:02:50,433 - mmaction - INFO - Epoch [5][1600/2305] lr: 1.417e-01, eta: 10:47:11, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0483, recall@thr=0.5: 0.6868, prec@thr=0.5: 0.7633, recall@top3: 0.7846, prec@top3: 0.6441, recall@top5: 0.9137, prec@top5: 0.4600, loss: 0.0483, grad_norm: 0.1401 2020-12-08 15:03:12,181 - mmaction - INFO - Epoch [5][1620/2305] lr: 1.420e-01, eta: 10:46:49, time: 1.089, data_time: 0.002, memory: 8593, loss_action_cls: 0.0497, recall@thr=0.5: 0.6743, prec@thr=0.5: 0.7607, recall@top3: 0.7941, prec@top3: 0.6429, recall@top5: 0.9219, prec@top5: 0.4585, loss: 0.0497, grad_norm: 0.1369 2020-12-08 15:03:33,775 - mmaction - INFO - Epoch [5][1640/2305] lr: 1.422e-01, eta: 10:46:25, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0484, recall@thr=0.5: 0.6722, prec@thr=0.5: 0.7570, recall@top3: 0.7891, prec@top3: 0.6486, recall@top5: 0.9207, prec@top5: 0.4645, loss: 0.0484, grad_norm: 0.1388 2020-12-08 15:03:55,342 - mmaction - INFO - Epoch [5][1660/2305] lr: 1.424e-01, eta: 10:46:02, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0467, recall@thr=0.5: 0.6798, prec@thr=0.5: 0.7604, recall@top3: 0.7935, prec@top3: 0.6420, recall@top5: 0.9259, prec@top5: 0.4595, loss: 0.0467, grad_norm: 0.1344 2020-12-08 15:04:17,071 - mmaction - INFO - Epoch [5][1680/2305] lr: 1.427e-01, eta: 10:45:39, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0476, recall@thr=0.5: 0.6761, prec@thr=0.5: 0.7616, recall@top3: 0.7916, prec@top3: 0.6436, recall@top5: 0.9176, prec@top5: 0.4582, loss: 0.0476, grad_norm: 0.1285 2020-12-08 15:04:38,696 - mmaction - INFO - Epoch [5][1700/2305] lr: 1.429e-01, eta: 10:45:16, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0483, recall@thr=0.5: 0.6679, prec@thr=0.5: 0.7464, recall@top3: 0.7907, prec@top3: 0.6328, recall@top5: 0.9217, prec@top5: 0.4528, loss: 0.0483, grad_norm: 0.1315 2020-12-08 15:05:00,197 - mmaction - INFO - Epoch [5][1720/2305] lr: 1.431e-01, eta: 10:44:52, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0479, recall@thr=0.5: 0.6786, prec@thr=0.5: 0.7609, recall@top3: 0.7961, prec@top3: 0.6428, recall@top5: 0.9225, prec@top5: 0.4582, loss: 0.0479, grad_norm: 0.1312 2020-12-08 15:05:21,690 - mmaction - INFO - Epoch [5][1740/2305] lr: 1.434e-01, eta: 10:44:28, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0494, recall@thr=0.5: 0.6756, prec@thr=0.5: 0.7573, recall@top3: 0.7896, prec@top3: 0.6485, recall@top5: 0.9159, prec@top5: 0.4613, loss: 0.0494, grad_norm: 0.1271 2020-12-08 15:05:43,280 - mmaction - INFO - Epoch [5][1760/2305] lr: 1.436e-01, eta: 10:44:05, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0477, recall@thr=0.5: 0.6799, prec@thr=0.5: 0.7559, recall@top3: 0.7886, prec@top3: 0.6515, recall@top5: 0.9262, prec@top5: 0.4704, loss: 0.0477, grad_norm: 0.1333 2020-12-08 15:06:04,752 - mmaction - INFO - Epoch [5][1780/2305] lr: 1.438e-01, eta: 10:43:41, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0486, recall@thr=0.5: 0.6813, prec@thr=0.5: 0.7643, recall@top3: 0.7925, prec@top3: 0.6403, recall@top5: 0.9201, prec@top5: 0.4564, loss: 0.0486, grad_norm: 0.1333 2020-12-08 15:06:26,336 - mmaction - INFO - Epoch [5][1800/2305] lr: 1.441e-01, eta: 10:43:18, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0470, recall@thr=0.5: 0.6806, prec@thr=0.5: 0.7533, recall@top3: 0.7883, prec@top3: 0.6411, recall@top5: 0.9196, prec@top5: 0.4596, loss: 0.0470, grad_norm: 0.1376 2020-12-08 15:06:47,959 - mmaction - INFO - Epoch [5][1820/2305] lr: 1.443e-01, eta: 10:42:55, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0483, recall@thr=0.5: 0.6783, prec@thr=0.5: 0.7654, recall@top3: 0.7917, prec@top3: 0.6507, recall@top5: 0.9221, prec@top5: 0.4652, loss: 0.0483, grad_norm: 0.1332 2020-12-08 15:07:09,857 - mmaction - INFO - Epoch [5][1840/2305] lr: 1.445e-01, eta: 10:42:32, time: 1.095, data_time: 0.001, memory: 8593, loss_action_cls: 0.0467, recall@thr=0.5: 0.6803, prec@thr=0.5: 0.7666, recall@top3: 0.7973, prec@top3: 0.6390, recall@top5: 0.9256, prec@top5: 0.4566, loss: 0.0467, grad_norm: 0.1411 2020-12-08 15:07:31,539 - mmaction - INFO - Epoch [5][1860/2305] lr: 1.448e-01, eta: 10:42:09, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0493, recall@thr=0.5: 0.6734, prec@thr=0.5: 0.7553, recall@top3: 0.7863, prec@top3: 0.6371, recall@top5: 0.9198, prec@top5: 0.4566, loss: 0.0493, grad_norm: 0.1323 2020-12-08 15:07:53,051 - mmaction - INFO - Epoch [5][1880/2305] lr: 1.450e-01, eta: 10:41:46, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0490, recall@thr=0.5: 0.6830, prec@thr=0.5: 0.7591, recall@top3: 0.7922, prec@top3: 0.6482, recall@top5: 0.9230, prec@top5: 0.4643, loss: 0.0490, grad_norm: 0.1357 2020-12-08 15:08:14,688 - mmaction - INFO - Epoch [5][1900/2305] lr: 1.452e-01, eta: 10:41:23, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0477, recall@thr=0.5: 0.6721, prec@thr=0.5: 0.7581, recall@top3: 0.7916, prec@top3: 0.6399, recall@top5: 0.9207, prec@top5: 0.4569, loss: 0.0477, grad_norm: 0.1385 2020-12-08 15:08:36,239 - mmaction - INFO - Epoch [5][1920/2305] lr: 1.455e-01, eta: 10:40:59, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0476, recall@thr=0.5: 0.6856, prec@thr=0.5: 0.7619, recall@top3: 0.7992, prec@top3: 0.6537, recall@top5: 0.9237, prec@top5: 0.4644, loss: 0.0476, grad_norm: 0.1309 2020-12-08 15:08:57,875 - mmaction - INFO - Epoch [5][1940/2305] lr: 1.457e-01, eta: 10:40:36, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0462, recall@thr=0.5: 0.6831, prec@thr=0.5: 0.7609, recall@top3: 0.7975, prec@top3: 0.6449, recall@top5: 0.9245, prec@top5: 0.4585, loss: 0.0462, grad_norm: 0.1355 2020-12-08 15:09:19,551 - mmaction - INFO - Epoch [5][1960/2305] lr: 1.459e-01, eta: 10:40:13, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0470, recall@thr=0.5: 0.6946, prec@thr=0.5: 0.7714, recall@top3: 0.8046, prec@top3: 0.6523, recall@top5: 0.9307, prec@top5: 0.4636, loss: 0.0470, grad_norm: 0.1260 2020-12-08 15:09:41,139 - mmaction - INFO - Epoch [5][1980/2305] lr: 1.462e-01, eta: 10:39:50, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0463, recall@thr=0.5: 0.6855, prec@thr=0.5: 0.7603, recall@top3: 0.7958, prec@top3: 0.6456, recall@top5: 0.9230, prec@top5: 0.4595, loss: 0.0463, grad_norm: 0.1316 2020-12-08 15:10:02,797 - mmaction - INFO - Epoch [5][2000/2305] lr: 1.464e-01, eta: 10:39:27, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0485, recall@thr=0.5: 0.6779, prec@thr=0.5: 0.7546, recall@top3: 0.7932, prec@top3: 0.6489, recall@top5: 0.9182, prec@top5: 0.4597, loss: 0.0485, grad_norm: 0.1367 2020-12-08 15:10:24,380 - mmaction - INFO - Epoch [5][2020/2305] lr: 1.466e-01, eta: 10:39:03, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0477, recall@thr=0.5: 0.6619, prec@thr=0.5: 0.7558, recall@top3: 0.7963, prec@top3: 0.6353, recall@top5: 0.9205, prec@top5: 0.4501, loss: 0.0477, grad_norm: 0.1375 2020-12-08 15:10:46,068 - mmaction - INFO - Epoch [5][2040/2305] lr: 1.469e-01, eta: 10:38:40, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0472, recall@thr=0.5: 0.6835, prec@thr=0.5: 0.7682, recall@top3: 0.7966, prec@top3: 0.6484, recall@top5: 0.9230, prec@top5: 0.4604, loss: 0.0472, grad_norm: 0.1372 2020-12-08 15:11:07,700 - mmaction - INFO - Epoch [5][2060/2305] lr: 1.471e-01, eta: 10:38:17, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0481, recall@thr=0.5: 0.6691, prec@thr=0.5: 0.7540, recall@top3: 0.7865, prec@top3: 0.6323, recall@top5: 0.9198, prec@top5: 0.4557, loss: 0.0481, grad_norm: 0.1315 2020-12-08 15:11:29,251 - mmaction - INFO - Epoch [5][2080/2305] lr: 1.474e-01, eta: 10:37:54, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0480, recall@thr=0.5: 0.6674, prec@thr=0.5: 0.7545, recall@top3: 0.7869, prec@top3: 0.6428, recall@top5: 0.9204, prec@top5: 0.4620, loss: 0.0480, grad_norm: 0.1388 2020-12-08 15:11:50,828 - mmaction - INFO - Epoch [5][2100/2305] lr: 1.476e-01, eta: 10:37:31, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0473, recall@thr=0.5: 0.6808, prec@thr=0.5: 0.7558, recall@top3: 0.7875, prec@top3: 0.6425, recall@top5: 0.9195, prec@top5: 0.4616, loss: 0.0473, grad_norm: 0.1346 2020-12-08 15:12:12,480 - mmaction - INFO - Epoch [5][2120/2305] lr: 1.478e-01, eta: 10:37:07, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0472, recall@thr=0.5: 0.6709, prec@thr=0.5: 0.7611, recall@top3: 0.7900, prec@top3: 0.6505, recall@top5: 0.9207, prec@top5: 0.4647, loss: 0.0472, grad_norm: 0.1344 2020-12-08 15:12:34,345 - mmaction - INFO - Epoch [5][2140/2305] lr: 1.481e-01, eta: 10:36:45, time: 1.094, data_time: 0.002, memory: 8593, loss_action_cls: 0.0491, recall@thr=0.5: 0.6780, prec@thr=0.5: 0.7571, recall@top3: 0.7914, prec@top3: 0.6488, recall@top5: 0.9178, prec@top5: 0.4609, loss: 0.0491, grad_norm: 0.1343 2020-12-08 15:12:55,946 - mmaction - INFO - Epoch [5][2160/2305] lr: 1.483e-01, eta: 10:36:22, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0466, recall@thr=0.5: 0.6846, prec@thr=0.5: 0.7588, recall@top3: 0.7970, prec@top3: 0.6477, recall@top5: 0.9258, prec@top5: 0.4607, loss: 0.0466, grad_norm: 0.1318 2020-12-08 15:13:17,484 - mmaction - INFO - Epoch [5][2180/2305] lr: 1.485e-01, eta: 10:35:59, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0481, recall@thr=0.5: 0.6705, prec@thr=0.5: 0.7563, recall@top3: 0.7904, prec@top3: 0.6454, recall@top5: 0.9172, prec@top5: 0.4580, loss: 0.0481, grad_norm: 0.1329 2020-12-08 15:13:39,063 - mmaction - INFO - Epoch [5][2200/2305] lr: 1.488e-01, eta: 10:35:35, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0511, recall@thr=0.5: 0.6609, prec@thr=0.5: 0.7487, recall@top3: 0.7746, prec@top3: 0.6365, recall@top5: 0.9103, prec@top5: 0.4602, loss: 0.0511, grad_norm: 0.1453 2020-12-08 15:14:00,776 - mmaction - INFO - Epoch [5][2220/2305] lr: 1.490e-01, eta: 10:35:12, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0455, recall@thr=0.5: 0.6800, prec@thr=0.5: 0.7702, recall@top3: 0.7986, prec@top3: 0.6487, recall@top5: 0.9260, prec@top5: 0.4616, loss: 0.0455, grad_norm: 0.1236 2020-12-08 15:14:22,653 - mmaction - INFO - Epoch [5][2240/2305] lr: 1.492e-01, eta: 10:34:50, time: 1.095, data_time: 0.002, memory: 8593, loss_action_cls: 0.0465, recall@thr=0.5: 0.6829, prec@thr=0.5: 0.7524, recall@top3: 0.7941, prec@top3: 0.6436, recall@top5: 0.9202, prec@top5: 0.4576, loss: 0.0465, grad_norm: 0.1280 2020-12-08 15:14:44,302 - mmaction - INFO - Epoch [5][2260/2305] lr: 1.495e-01, eta: 10:34:27, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0478, recall@thr=0.5: 0.6829, prec@thr=0.5: 0.7627, recall@top3: 0.7920, prec@top3: 0.6561, recall@top5: 0.9205, prec@top5: 0.4689, loss: 0.0478, grad_norm: 0.1376 2020-12-08 15:15:05,911 - mmaction - INFO - Epoch [5][2280/2305] lr: 1.497e-01, eta: 10:34:04, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0477, recall@thr=0.5: 0.6733, prec@thr=0.5: 0.7668, recall@top3: 0.7893, prec@top3: 0.6524, recall@top5: 0.9212, prec@top5: 0.4672, loss: 0.0477, grad_norm: 0.1423 2020-12-08 15:15:27,493 - mmaction - INFO - Epoch [5][2300/2305] lr: 1.499e-01, eta: 10:33:41, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0492, recall@thr=0.5: 0.6800, prec@thr=0.5: 0.7570, recall@top3: 0.7897, prec@top3: 0.6419, recall@top5: 0.9193, prec@top5: 0.4604, loss: 0.0492, grad_norm: 0.1334 2020-12-08 15:15:37,609 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-12-08 15:25:09,321 - mmaction - INFO - Evaluating proposal ... 2020-12-08 15:26:17,222 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 15:26:17,223 - mmaction - INFO - Evaluating bbox ... 2020-12-08 15:34:34,122 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2440 2020-12-08 15:34:35,276 - mmaction - INFO - Epoch(val) [5][2305] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2440 2020-12-08 15:35:45,591 - mmaction - INFO - Epoch [6][20/2305] lr: 1.500e-01, eta: 10:35:21, time: 3.513, data_time: 2.436, memory: 8593, loss_action_cls: 0.0476, recall@thr=0.5: 0.6698, prec@thr=0.5: 0.7616, recall@top3: 0.7894, prec@top3: 0.6373, recall@top5: 0.9217, prec@top5: 0.4569, loss: 0.0476, grad_norm: 0.1308 2020-12-08 15:36:07,008 - mmaction - INFO - Epoch [6][40/2305] lr: 1.500e-01, eta: 10:34:57, time: 1.071, data_time: 0.004, memory: 8593, loss_action_cls: 0.0465, recall@thr=0.5: 0.6887, prec@thr=0.5: 0.7726, recall@top3: 0.7971, prec@top3: 0.6490, recall@top5: 0.9236, prec@top5: 0.4630, loss: 0.0465, grad_norm: 0.1309 2020-12-08 15:36:28,447 - mmaction - INFO - Epoch [6][60/2305] lr: 1.500e-01, eta: 10:34:33, time: 1.072, data_time: 0.001, memory: 8593, loss_action_cls: 0.0471, recall@thr=0.5: 0.6807, prec@thr=0.5: 0.7638, recall@top3: 0.7958, prec@top3: 0.6426, recall@top5: 0.9246, prec@top5: 0.4576, loss: 0.0471, grad_norm: 0.1265 2020-12-08 15:36:49,884 - mmaction - INFO - Epoch [6][80/2305] lr: 1.500e-01, eta: 10:34:09, time: 1.071, data_time: 0.001, memory: 8593, loss_action_cls: 0.0471, recall@thr=0.5: 0.6754, prec@thr=0.5: 0.7528, recall@top3: 0.7934, prec@top3: 0.6369, recall@top5: 0.9275, prec@top5: 0.4576, loss: 0.0471, grad_norm: 0.1368 2020-12-08 15:37:11,500 - mmaction - INFO - Epoch [6][100/2305] lr: 1.500e-01, eta: 10:33:46, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0474, recall@thr=0.5: 0.6750, prec@thr=0.5: 0.7623, recall@top3: 0.7982, prec@top3: 0.6381, recall@top5: 0.9219, prec@top5: 0.4522, loss: 0.0474, grad_norm: 0.1281 2020-12-08 15:37:33,096 - mmaction - INFO - Epoch [6][120/2305] lr: 1.500e-01, eta: 10:33:23, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0459, recall@thr=0.5: 0.6903, prec@thr=0.5: 0.7702, recall@top3: 0.7982, prec@top3: 0.6514, recall@top5: 0.9224, prec@top5: 0.4620, loss: 0.0459, grad_norm: 0.1301 2020-12-08 15:37:54,611 - mmaction - INFO - Epoch [6][140/2305] lr: 1.500e-01, eta: 10:32:59, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0455, recall@thr=0.5: 0.6941, prec@thr=0.5: 0.7640, recall@top3: 0.8020, prec@top3: 0.6492, recall@top5: 0.9254, prec@top5: 0.4617, loss: 0.0455, grad_norm: 0.1323 2020-12-08 15:38:16,142 - mmaction - INFO - Epoch [6][160/2305] lr: 1.500e-01, eta: 10:32:35, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0459, recall@thr=0.5: 0.6944, prec@thr=0.5: 0.7747, recall@top3: 0.8032, prec@top3: 0.6509, recall@top5: 0.9263, prec@top5: 0.4601, loss: 0.0459, grad_norm: 0.1262 2020-12-08 15:38:37,813 - mmaction - INFO - Epoch [6][180/2305] lr: 1.500e-01, eta: 10:32:12, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0476, recall@thr=0.5: 0.6745, prec@thr=0.5: 0.7585, recall@top3: 0.7930, prec@top3: 0.6369, recall@top5: 0.9173, prec@top5: 0.4540, loss: 0.0476, grad_norm: 0.1363 2020-12-08 15:38:59,275 - mmaction - INFO - Epoch [6][200/2305] lr: 1.500e-01, eta: 10:31:48, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0470, recall@thr=0.5: 0.6850, prec@thr=0.5: 0.7664, recall@top3: 0.7931, prec@top3: 0.6520, recall@top5: 0.9226, prec@top5: 0.4661, loss: 0.0470, grad_norm: 0.1276 2020-12-08 15:39:20,850 - mmaction - INFO - Epoch [6][220/2305] lr: 1.500e-01, eta: 10:31:25, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0459, recall@thr=0.5: 0.6929, prec@thr=0.5: 0.7613, recall@top3: 0.8035, prec@top3: 0.6494, recall@top5: 0.9262, prec@top5: 0.4598, loss: 0.0459, grad_norm: 0.1385 2020-12-08 15:39:42,424 - mmaction - INFO - Epoch [6][240/2305] lr: 1.500e-01, eta: 10:31:01, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0466, recall@thr=0.5: 0.6866, prec@thr=0.5: 0.7634, recall@top3: 0.7898, prec@top3: 0.6554, recall@top5: 0.9211, prec@top5: 0.4686, loss: 0.0466, grad_norm: 0.1375 2020-12-08 15:40:03,996 - mmaction - INFO - Epoch [6][260/2305] lr: 1.500e-01, eta: 10:30:38, time: 1.081, data_time: 0.004, memory: 8593, loss_action_cls: 0.0475, recall@thr=0.5: 0.6788, prec@thr=0.5: 0.7607, recall@top3: 0.7921, prec@top3: 0.6478, recall@top5: 0.9204, prec@top5: 0.4611, loss: 0.0475, grad_norm: 0.1334 2020-12-08 15:40:25,651 - mmaction - INFO - Epoch [6][280/2305] lr: 1.500e-01, eta: 10:30:15, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0452, recall@thr=0.5: 0.6944, prec@thr=0.5: 0.7745, recall@top3: 0.7992, prec@top3: 0.6583, recall@top5: 0.9228, prec@top5: 0.4662, loss: 0.0452, grad_norm: 0.1330 2020-12-08 15:40:47,262 - mmaction - INFO - Epoch [6][300/2305] lr: 1.500e-01, eta: 10:29:51, time: 1.082, data_time: 0.003, memory: 8593, loss_action_cls: 0.0469, recall@thr=0.5: 0.6761, prec@thr=0.5: 0.7612, recall@top3: 0.7951, prec@top3: 0.6431, recall@top5: 0.9211, prec@top5: 0.4574, loss: 0.0469, grad_norm: 0.1342 2020-12-08 15:41:08,816 - mmaction - INFO - Epoch [6][320/2305] lr: 1.500e-01, eta: 10:29:28, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0460, recall@thr=0.5: 0.6801, prec@thr=0.5: 0.7564, recall@top3: 0.7995, prec@top3: 0.6368, recall@top5: 0.9271, prec@top5: 0.4543, loss: 0.0460, grad_norm: 0.1346 2020-12-08 15:41:30,499 - mmaction - INFO - Epoch [6][340/2305] lr: 1.500e-01, eta: 10:29:05, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0457, recall@thr=0.5: 0.6887, prec@thr=0.5: 0.7649, recall@top3: 0.7958, prec@top3: 0.6483, recall@top5: 0.9252, prec@top5: 0.4634, loss: 0.0457, grad_norm: 0.1334 2020-12-08 15:41:52,035 - mmaction - INFO - Epoch [6][360/2305] lr: 1.500e-01, eta: 10:28:41, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0474, recall@thr=0.5: 0.6815, prec@thr=0.5: 0.7638, recall@top3: 0.7901, prec@top3: 0.6440, recall@top5: 0.9195, prec@top5: 0.4607, loss: 0.0474, grad_norm: 0.1381 2020-12-08 15:42:13,487 - mmaction - INFO - Epoch [6][380/2305] lr: 1.500e-01, eta: 10:28:18, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0462, recall@thr=0.5: 0.6801, prec@thr=0.5: 0.7653, recall@top3: 0.7955, prec@top3: 0.6444, recall@top5: 0.9246, prec@top5: 0.4596, loss: 0.0462, grad_norm: 0.1311 2020-12-08 15:42:35,047 - mmaction - INFO - Epoch [6][400/2305] lr: 1.500e-01, eta: 10:27:54, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0462, recall@thr=0.5: 0.6805, prec@thr=0.5: 0.7566, recall@top3: 0.7954, prec@top3: 0.6479, recall@top5: 0.9216, prec@top5: 0.4607, loss: 0.0462, grad_norm: 0.1439 2020-12-08 15:42:56,541 - mmaction - INFO - Epoch [6][420/2305] lr: 1.500e-01, eta: 10:27:30, time: 1.075, data_time: 0.002, memory: 8593, loss_action_cls: 0.0448, recall@thr=0.5: 0.6909, prec@thr=0.5: 0.7799, recall@top3: 0.8070, prec@top3: 0.6596, recall@top5: 0.9232, prec@top5: 0.4641, loss: 0.0448, grad_norm: 0.1377 2020-12-08 15:43:18,230 - mmaction - INFO - Epoch [6][440/2305] lr: 1.500e-01, eta: 10:27:07, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0465, recall@thr=0.5: 0.6953, prec@thr=0.5: 0.7666, recall@top3: 0.7980, prec@top3: 0.6512, recall@top5: 0.9232, prec@top5: 0.4637, loss: 0.0465, grad_norm: 0.1281 2020-12-08 15:43:39,910 - mmaction - INFO - Epoch [6][460/2305] lr: 1.500e-01, eta: 10:26:44, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0464, recall@thr=0.5: 0.7015, prec@thr=0.5: 0.7775, recall@top3: 0.8081, prec@top3: 0.6605, recall@top5: 0.9327, prec@top5: 0.4684, loss: 0.0464, grad_norm: 0.1316 2020-12-08 15:44:01,589 - mmaction - INFO - Epoch [6][480/2305] lr: 1.500e-01, eta: 10:26:21, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0460, recall@thr=0.5: 0.6946, prec@thr=0.5: 0.7693, recall@top3: 0.8024, prec@top3: 0.6464, recall@top5: 0.9240, prec@top5: 0.4574, loss: 0.0460, grad_norm: 0.1302 2020-12-08 15:44:23,013 - mmaction - INFO - Epoch [6][500/2305] lr: 1.500e-01, eta: 10:25:57, time: 1.071, data_time: 0.001, memory: 8593, loss_action_cls: 0.0461, recall@thr=0.5: 0.6876, prec@thr=0.5: 0.7646, recall@top3: 0.7950, prec@top3: 0.6463, recall@top5: 0.9224, prec@top5: 0.4595, loss: 0.0461, grad_norm: 0.1315 2020-12-08 15:44:44,685 - mmaction - INFO - Epoch [6][520/2305] lr: 1.500e-01, eta: 10:25:34, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0464, recall@thr=0.5: 0.6852, prec@thr=0.5: 0.7622, recall@top3: 0.7901, prec@top3: 0.6456, recall@top5: 0.9210, prec@top5: 0.4607, loss: 0.0464, grad_norm: 0.1327 2020-12-08 15:45:06,395 - mmaction - INFO - Epoch [6][540/2305] lr: 1.500e-01, eta: 10:25:11, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0466, recall@thr=0.5: 0.6759, prec@thr=0.5: 0.7687, recall@top3: 0.8001, prec@top3: 0.6501, recall@top5: 0.9242, prec@top5: 0.4606, loss: 0.0466, grad_norm: 0.1290 2020-12-08 15:45:28,012 - mmaction - INFO - Epoch [6][560/2305] lr: 1.500e-01, eta: 10:24:48, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0463, recall@thr=0.5: 0.6807, prec@thr=0.5: 0.7537, recall@top3: 0.7919, prec@top3: 0.6466, recall@top5: 0.9212, prec@top5: 0.4623, loss: 0.0463, grad_norm: 0.1482 2020-12-08 15:45:49,530 - mmaction - INFO - Epoch [6][580/2305] lr: 1.500e-01, eta: 10:24:25, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0478, recall@thr=0.5: 0.6735, prec@thr=0.5: 0.7605, recall@top3: 0.7866, prec@top3: 0.6395, recall@top5: 0.9207, prec@top5: 0.4588, loss: 0.0478, grad_norm: 0.1328 2020-12-08 15:46:11,118 - mmaction - INFO - Epoch [6][600/2305] lr: 1.500e-01, eta: 10:24:01, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0461, recall@thr=0.5: 0.6967, prec@thr=0.5: 0.7704, recall@top3: 0.8059, prec@top3: 0.6586, recall@top5: 0.9282, prec@top5: 0.4666, loss: 0.0461, grad_norm: 0.1265 2020-12-08 15:46:32,690 - mmaction - INFO - Epoch [6][620/2305] lr: 1.500e-01, eta: 10:23:38, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0457, recall@thr=0.5: 0.6843, prec@thr=0.5: 0.7636, recall@top3: 0.7990, prec@top3: 0.6478, recall@top5: 0.9221, prec@top5: 0.4606, loss: 0.0457, grad_norm: 0.1296 2020-12-08 15:46:54,343 - mmaction - INFO - Epoch [6][640/2305] lr: 1.500e-01, eta: 10:23:15, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0457, recall@thr=0.5: 0.6939, prec@thr=0.5: 0.7720, recall@top3: 0.8015, prec@top3: 0.6508, recall@top5: 0.9273, prec@top5: 0.4629, loss: 0.0457, grad_norm: 0.1298 2020-12-08 15:47:15,873 - mmaction - INFO - Epoch [6][660/2305] lr: 1.500e-01, eta: 10:22:51, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0449, recall@thr=0.5: 0.6815, prec@thr=0.5: 0.7604, recall@top3: 0.8010, prec@top3: 0.6505, recall@top5: 0.9280, prec@top5: 0.4617, loss: 0.0449, grad_norm: 0.1306 2020-12-08 15:47:37,496 - mmaction - INFO - Epoch [6][680/2305] lr: 1.500e-01, eta: 10:22:28, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0479, recall@thr=0.5: 0.6762, prec@thr=0.5: 0.7609, recall@top3: 0.7861, prec@top3: 0.6281, recall@top5: 0.9147, prec@top5: 0.4485, loss: 0.0479, grad_norm: 0.1353 2020-12-08 15:47:59,181 - mmaction - INFO - Epoch [6][700/2305] lr: 1.500e-01, eta: 10:22:05, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0463, recall@thr=0.5: 0.6604, prec@thr=0.5: 0.7598, recall@top3: 0.8004, prec@top3: 0.6411, recall@top5: 0.9229, prec@top5: 0.4527, loss: 0.0463, grad_norm: 0.1367 2020-12-08 15:48:20,603 - mmaction - INFO - Epoch [6][720/2305] lr: 1.500e-01, eta: 10:21:41, time: 1.071, data_time: 0.001, memory: 8593, loss_action_cls: 0.0454, recall@thr=0.5: 0.6837, prec@thr=0.5: 0.7540, recall@top3: 0.8021, prec@top3: 0.6445, recall@top5: 0.9262, prec@top5: 0.4577, loss: 0.0454, grad_norm: 0.1509 2020-12-08 15:48:42,153 - mmaction - INFO - Epoch [6][740/2305] lr: 1.500e-01, eta: 10:21:18, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0468, recall@thr=0.5: 0.6758, prec@thr=0.5: 0.7570, recall@top3: 0.7882, prec@top3: 0.6383, recall@top5: 0.9232, prec@top5: 0.4605, loss: 0.0468, grad_norm: 0.1410 2020-12-08 15:49:03,580 - mmaction - INFO - Epoch [6][760/2305] lr: 1.500e-01, eta: 10:20:54, time: 1.071, data_time: 0.001, memory: 8593, loss_action_cls: 0.0469, recall@thr=0.5: 0.6834, prec@thr=0.5: 0.7651, recall@top3: 0.7960, prec@top3: 0.6518, recall@top5: 0.9231, prec@top5: 0.4624, loss: 0.0469, grad_norm: 0.1320 2020-12-08 15:49:25,012 - mmaction - INFO - Epoch [6][780/2305] lr: 1.500e-01, eta: 10:20:31, time: 1.071, data_time: 0.001, memory: 8593, loss_action_cls: 0.0449, recall@thr=0.5: 0.6986, prec@thr=0.5: 0.7730, recall@top3: 0.7986, prec@top3: 0.6474, recall@top5: 0.9256, prec@top5: 0.4613, loss: 0.0449, grad_norm: 0.1297 2020-12-08 15:49:46,654 - mmaction - INFO - Epoch [6][800/2305] lr: 1.500e-01, eta: 10:20:08, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0461, recall@thr=0.5: 0.6862, prec@thr=0.5: 0.7677, recall@top3: 0.7955, prec@top3: 0.6565, recall@top5: 0.9185, prec@top5: 0.4645, loss: 0.0461, grad_norm: 0.1465 2020-12-08 15:50:08,274 - mmaction - INFO - Epoch [6][820/2305] lr: 1.500e-01, eta: 10:19:44, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0464, recall@thr=0.5: 0.6841, prec@thr=0.5: 0.7696, recall@top3: 0.7915, prec@top3: 0.6496, recall@top5: 0.9187, prec@top5: 0.4629, loss: 0.0464, grad_norm: 0.1379 2020-12-08 15:50:29,969 - mmaction - INFO - Epoch [6][840/2305] lr: 1.500e-01, eta: 10:19:21, time: 1.086, data_time: 0.002, memory: 8593, loss_action_cls: 0.0452, recall@thr=0.5: 0.6824, prec@thr=0.5: 0.7692, recall@top3: 0.7975, prec@top3: 0.6430, recall@top5: 0.9300, prec@top5: 0.4604, loss: 0.0452, grad_norm: 0.1364 2020-12-08 15:50:51,593 - mmaction - INFO - Epoch [6][860/2305] lr: 1.500e-01, eta: 10:18:58, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0452, recall@thr=0.5: 0.6944, prec@thr=0.5: 0.7736, recall@top3: 0.8023, prec@top3: 0.6531, recall@top5: 0.9279, prec@top5: 0.4654, loss: 0.0452, grad_norm: 0.1305 2020-12-08 15:51:13,238 - mmaction - INFO - Epoch [6][880/2305] lr: 1.500e-01, eta: 10:18:35, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0466, recall@thr=0.5: 0.6855, prec@thr=0.5: 0.7697, recall@top3: 0.8052, prec@top3: 0.6520, recall@top5: 0.9257, prec@top5: 0.4603, loss: 0.0466, grad_norm: 0.1331 2020-12-08 15:51:34,884 - mmaction - INFO - Epoch [6][900/2305] lr: 1.500e-01, eta: 10:18:12, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0459, recall@thr=0.5: 0.6900, prec@thr=0.5: 0.7728, recall@top3: 0.7969, prec@top3: 0.6526, recall@top5: 0.9243, prec@top5: 0.4641, loss: 0.0459, grad_norm: 0.1293 2020-12-08 15:51:56,384 - mmaction - INFO - Epoch [6][920/2305] lr: 1.500e-01, eta: 10:17:49, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0453, recall@thr=0.5: 0.6953, prec@thr=0.5: 0.7673, recall@top3: 0.7984, prec@top3: 0.6459, recall@top5: 0.9254, prec@top5: 0.4605, loss: 0.0453, grad_norm: 0.1329 2020-12-08 15:52:17,855 - mmaction - INFO - Epoch [6][940/2305] lr: 1.500e-01, eta: 10:17:25, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0475, recall@thr=0.5: 0.6622, prec@thr=0.5: 0.7473, recall@top3: 0.7883, prec@top3: 0.6396, recall@top5: 0.9215, prec@top5: 0.4583, loss: 0.0475, grad_norm: 0.1406 2020-12-08 15:52:39,508 - mmaction - INFO - Epoch [6][960/2305] lr: 1.500e-01, eta: 10:17:02, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0451, recall@thr=0.5: 0.6877, prec@thr=0.5: 0.7690, recall@top3: 0.8032, prec@top3: 0.6582, recall@top5: 0.9215, prec@top5: 0.4622, loss: 0.0451, grad_norm: 0.1254 2020-12-08 15:53:01,117 - mmaction - INFO - Epoch [6][980/2305] lr: 1.500e-01, eta: 10:16:39, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0445, recall@thr=0.5: 0.6962, prec@thr=0.5: 0.7755, recall@top3: 0.8050, prec@top3: 0.6586, recall@top5: 0.9337, prec@top5: 0.4692, loss: 0.0445, grad_norm: 0.1284 2020-12-08 15:53:22,915 - mmaction - INFO - Epoch [6][1000/2305] lr: 1.500e-01, eta: 10:16:16, time: 1.091, data_time: 0.002, memory: 8593, loss_action_cls: 0.0456, recall@thr=0.5: 0.6866, prec@thr=0.5: 0.7710, recall@top3: 0.7984, prec@top3: 0.6460, recall@top5: 0.9226, prec@top5: 0.4588, loss: 0.0456, grad_norm: 0.1258 2020-12-08 15:53:44,524 - mmaction - INFO - Epoch [6][1020/2305] lr: 1.500e-01, eta: 10:15:53, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0447, recall@thr=0.5: 0.6886, prec@thr=0.5: 0.7650, recall@top3: 0.8067, prec@top3: 0.6496, recall@top5: 0.9253, prec@top5: 0.4580, loss: 0.0447, grad_norm: 0.1297 2020-12-08 15:54:06,254 - mmaction - INFO - Epoch [6][1040/2305] lr: 1.500e-01, eta: 10:15:30, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0441, recall@thr=0.5: 0.6896, prec@thr=0.5: 0.7630, recall@top3: 0.7976, prec@top3: 0.6490, recall@top5: 0.9270, prec@top5: 0.4646, loss: 0.0441, grad_norm: 0.1322 2020-12-08 15:54:27,903 - mmaction - INFO - Epoch [6][1060/2305] lr: 1.500e-01, eta: 10:15:07, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0457, recall@thr=0.5: 0.6777, prec@thr=0.5: 0.7590, recall@top3: 0.7949, prec@top3: 0.6490, recall@top5: 0.9236, prec@top5: 0.4629, loss: 0.0457, grad_norm: 0.1332 2020-12-08 15:54:49,470 - mmaction - INFO - Epoch [6][1080/2305] lr: 1.500e-01, eta: 10:14:44, time: 1.080, data_time: 0.003, memory: 8593, loss_action_cls: 0.0427, recall@thr=0.5: 0.7051, prec@thr=0.5: 0.7807, recall@top3: 0.8078, prec@top3: 0.6607, recall@top5: 0.9303, prec@top5: 0.4668, loss: 0.0427, grad_norm: 0.1222 2020-12-08 15:55:11,131 - mmaction - INFO - Epoch [6][1100/2305] lr: 1.500e-01, eta: 10:14:21, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0471, recall@thr=0.5: 0.6681, prec@thr=0.5: 0.7548, recall@top3: 0.7872, prec@top3: 0.6416, recall@top5: 0.9217, prec@top5: 0.4619, loss: 0.0471, grad_norm: 0.1418 2020-12-08 15:55:32,867 - mmaction - INFO - Epoch [6][1120/2305] lr: 1.500e-01, eta: 10:13:58, time: 1.088, data_time: 0.001, memory: 8593, loss_action_cls: 0.0448, recall@thr=0.5: 0.6974, prec@thr=0.5: 0.7709, recall@top3: 0.8055, prec@top3: 0.6526, recall@top5: 0.9288, prec@top5: 0.4618, loss: 0.0448, grad_norm: 0.1321 2020-12-08 15:55:54,438 - mmaction - INFO - Epoch [6][1140/2305] lr: 1.500e-01, eta: 10:13:35, time: 1.078, data_time: 0.000, memory: 8593, loss_action_cls: 0.0431, recall@thr=0.5: 0.6958, prec@thr=0.5: 0.7751, recall@top3: 0.8118, prec@top3: 0.6576, recall@top5: 0.9293, prec@top5: 0.4628, loss: 0.0431, grad_norm: 0.1333 2020-12-08 15:56:15,897 - mmaction - INFO - Epoch [6][1160/2305] lr: 1.500e-01, eta: 10:13:12, time: 1.072, data_time: 0.001, memory: 8593, loss_action_cls: 0.0455, recall@thr=0.5: 0.6955, prec@thr=0.5: 0.7788, recall@top3: 0.8030, prec@top3: 0.6435, recall@top5: 0.9315, prec@top5: 0.4589, loss: 0.0455, grad_norm: 0.1349 2020-12-08 15:56:37,550 - mmaction - INFO - Epoch [6][1180/2305] lr: 1.500e-01, eta: 10:12:49, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0456, recall@thr=0.5: 0.6816, prec@thr=0.5: 0.7613, recall@top3: 0.8018, prec@top3: 0.6447, recall@top5: 0.9202, prec@top5: 0.4538, loss: 0.0456, grad_norm: 0.1286 2020-12-08 15:56:59,160 - mmaction - INFO - Epoch [6][1200/2305] lr: 1.500e-01, eta: 10:12:25, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0456, recall@thr=0.5: 0.6758, prec@thr=0.5: 0.7663, recall@top3: 0.7897, prec@top3: 0.6502, recall@top5: 0.9218, prec@top5: 0.4650, loss: 0.0456, grad_norm: 0.1280 2020-12-08 15:57:20,731 - mmaction - INFO - Epoch [6][1220/2305] lr: 1.500e-01, eta: 10:12:02, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0450, recall@thr=0.5: 0.6869, prec@thr=0.5: 0.7736, recall@top3: 0.7918, prec@top3: 0.6393, recall@top5: 0.9254, prec@top5: 0.4585, loss: 0.0450, grad_norm: 0.1321 2020-12-08 15:57:42,298 - mmaction - INFO - Epoch [6][1240/2305] lr: 1.500e-01, eta: 10:11:39, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0434, recall@thr=0.5: 0.6943, prec@thr=0.5: 0.7783, recall@top3: 0.8111, prec@top3: 0.6533, recall@top5: 0.9321, prec@top5: 0.4624, loss: 0.0434, grad_norm: 0.1399 2020-12-08 15:58:03,856 - mmaction - INFO - Epoch [6][1260/2305] lr: 1.500e-01, eta: 10:11:16, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0473, recall@thr=0.5: 0.6773, prec@thr=0.5: 0.7568, recall@top3: 0.7899, prec@top3: 0.6477, recall@top5: 0.9191, prec@top5: 0.4621, loss: 0.0473, grad_norm: 0.1397 2020-12-08 15:58:25,416 - mmaction - INFO - Epoch [6][1280/2305] lr: 1.500e-01, eta: 10:10:53, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0459, recall@thr=0.5: 0.6879, prec@thr=0.5: 0.7633, recall@top3: 0.7962, prec@top3: 0.6426, recall@top5: 0.9240, prec@top5: 0.4593, loss: 0.0459, grad_norm: 0.1288 2020-12-08 15:58:47,116 - mmaction - INFO - Epoch [6][1300/2305] lr: 1.500e-01, eta: 10:10:30, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0463, recall@thr=0.5: 0.6808, prec@thr=0.5: 0.7653, recall@top3: 0.7934, prec@top3: 0.6483, recall@top5: 0.9248, prec@top5: 0.4624, loss: 0.0463, grad_norm: 0.1321 2020-12-08 15:59:08,786 - mmaction - INFO - Epoch [6][1320/2305] lr: 1.500e-01, eta: 10:10:07, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0463, recall@thr=0.5: 0.6769, prec@thr=0.5: 0.7644, recall@top3: 0.7948, prec@top3: 0.6417, recall@top5: 0.9194, prec@top5: 0.4562, loss: 0.0463, grad_norm: 0.1346 2020-12-08 15:59:30,357 - mmaction - INFO - Epoch [6][1340/2305] lr: 1.500e-01, eta: 10:09:44, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0462, recall@thr=0.5: 0.6858, prec@thr=0.5: 0.7660, recall@top3: 0.7910, prec@top3: 0.6465, recall@top5: 0.9201, prec@top5: 0.4620, loss: 0.0462, grad_norm: 0.1320 2020-12-08 15:59:52,124 - mmaction - INFO - Epoch [6][1360/2305] lr: 1.500e-01, eta: 10:09:21, time: 1.088, data_time: 0.001, memory: 8593, loss_action_cls: 0.0463, recall@thr=0.5: 0.6847, prec@thr=0.5: 0.7623, recall@top3: 0.7912, prec@top3: 0.6459, recall@top5: 0.9208, prec@top5: 0.4615, loss: 0.0463, grad_norm: 0.1366 2020-12-08 16:00:13,807 - mmaction - INFO - Epoch [6][1380/2305] lr: 1.500e-01, eta: 10:08:58, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0456, recall@thr=0.5: 0.6754, prec@thr=0.5: 0.7574, recall@top3: 0.7909, prec@top3: 0.6504, recall@top5: 0.9195, prec@top5: 0.4647, loss: 0.0456, grad_norm: 0.1420 2020-12-08 16:00:35,433 - mmaction - INFO - Epoch [6][1400/2305] lr: 1.500e-01, eta: 10:08:35, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0455, recall@thr=0.5: 0.6869, prec@thr=0.5: 0.7679, recall@top3: 0.7942, prec@top3: 0.6394, recall@top5: 0.9205, prec@top5: 0.4572, loss: 0.0455, grad_norm: 0.1329 2020-12-08 16:00:56,926 - mmaction - INFO - Epoch [6][1420/2305] lr: 1.500e-01, eta: 10:08:12, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0463, recall@thr=0.5: 0.6848, prec@thr=0.5: 0.7695, recall@top3: 0.8074, prec@top3: 0.6538, recall@top5: 0.9255, prec@top5: 0.4611, loss: 0.0463, grad_norm: 0.1366 2020-12-08 16:01:18,638 - mmaction - INFO - Epoch [6][1440/2305] lr: 1.500e-01, eta: 10:07:49, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0455, recall@thr=0.5: 0.6899, prec@thr=0.5: 0.7682, recall@top3: 0.7996, prec@top3: 0.6504, recall@top5: 0.9206, prec@top5: 0.4606, loss: 0.0455, grad_norm: 0.1347 2020-12-08 16:01:40,235 - mmaction - INFO - Epoch [6][1460/2305] lr: 1.500e-01, eta: 10:07:26, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0461, recall@thr=0.5: 0.6827, prec@thr=0.5: 0.7549, recall@top3: 0.8012, prec@top3: 0.6533, recall@top5: 0.9230, prec@top5: 0.4617, loss: 0.0461, grad_norm: 0.1276 2020-12-08 16:02:02,019 - mmaction - INFO - Epoch [6][1480/2305] lr: 1.500e-01, eta: 10:07:03, time: 1.089, data_time: 0.002, memory: 8593, loss_action_cls: 0.0457, recall@thr=0.5: 0.6966, prec@thr=0.5: 0.7764, recall@top3: 0.8028, prec@top3: 0.6584, recall@top5: 0.9292, prec@top5: 0.4674, loss: 0.0457, grad_norm: 0.1357 2020-12-08 16:02:23,671 - mmaction - INFO - Epoch [6][1500/2305] lr: 1.500e-01, eta: 10:06:40, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0470, recall@thr=0.5: 0.6690, prec@thr=0.5: 0.7521, recall@top3: 0.7932, prec@top3: 0.6426, recall@top5: 0.9165, prec@top5: 0.4562, loss: 0.0470, grad_norm: 0.1311 2020-12-08 16:02:45,496 - mmaction - INFO - Epoch [6][1520/2305] lr: 1.500e-01, eta: 10:06:18, time: 1.092, data_time: 0.002, memory: 8593, loss_action_cls: 0.0443, recall@thr=0.5: 0.7018, prec@thr=0.5: 0.7738, recall@top3: 0.8060, prec@top3: 0.6599, recall@top5: 0.9287, prec@top5: 0.4671, loss: 0.0443, grad_norm: 0.1406 2020-12-08 16:03:07,029 - mmaction - INFO - Epoch [6][1540/2305] lr: 1.500e-01, eta: 10:05:55, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0444, recall@thr=0.5: 0.6755, prec@thr=0.5: 0.7638, recall@top3: 0.8007, prec@top3: 0.6418, recall@top5: 0.9195, prec@top5: 0.4518, loss: 0.0444, grad_norm: 0.1270 2020-12-08 16:03:28,671 - mmaction - INFO - Epoch [6][1560/2305] lr: 1.500e-01, eta: 10:05:32, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0443, recall@thr=0.5: 0.7007, prec@thr=0.5: 0.7700, recall@top3: 0.8100, prec@top3: 0.6517, recall@top5: 0.9290, prec@top5: 0.4593, loss: 0.0443, grad_norm: 0.1334 2020-12-08 16:03:50,627 - mmaction - INFO - Epoch [6][1580/2305] lr: 1.500e-01, eta: 10:05:10, time: 1.098, data_time: 0.001, memory: 8593, loss_action_cls: 0.0464, recall@thr=0.5: 0.6942, prec@thr=0.5: 0.7698, recall@top3: 0.7938, prec@top3: 0.6544, recall@top5: 0.9225, prec@top5: 0.4675, loss: 0.0464, grad_norm: 0.1319 2020-12-08 16:04:12,425 - mmaction - INFO - Epoch [6][1600/2305] lr: 1.500e-01, eta: 10:04:47, time: 1.090, data_time: 0.001, memory: 8593, loss_action_cls: 0.0451, recall@thr=0.5: 0.6894, prec@thr=0.5: 0.7683, recall@top3: 0.8005, prec@top3: 0.6432, recall@top5: 0.9266, prec@top5: 0.4597, loss: 0.0451, grad_norm: 0.1340 2020-12-08 16:04:34,038 - mmaction - INFO - Epoch [6][1620/2305] lr: 1.500e-01, eta: 10:04:24, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0439, recall@thr=0.5: 0.6901, prec@thr=0.5: 0.7755, recall@top3: 0.8008, prec@top3: 0.6436, recall@top5: 0.9270, prec@top5: 0.4583, loss: 0.0439, grad_norm: 0.1338 2020-12-08 16:04:55,634 - mmaction - INFO - Epoch [6][1640/2305] lr: 1.500e-01, eta: 10:04:01, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0442, recall@thr=0.5: 0.6970, prec@thr=0.5: 0.7788, recall@top3: 0.8114, prec@top3: 0.6544, recall@top5: 0.9317, prec@top5: 0.4617, loss: 0.0442, grad_norm: 0.1292 2020-12-08 16:05:17,561 - mmaction - INFO - Epoch [6][1660/2305] lr: 1.500e-01, eta: 10:03:39, time: 1.096, data_time: 0.001, memory: 8593, loss_action_cls: 0.0438, recall@thr=0.5: 0.6742, prec@thr=0.5: 0.7624, recall@top3: 0.8015, prec@top3: 0.6385, recall@top5: 0.9275, prec@top5: 0.4538, loss: 0.0438, grad_norm: 0.1355 2020-12-08 16:05:39,047 - mmaction - INFO - Epoch [6][1680/2305] lr: 1.500e-01, eta: 10:03:15, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0444, recall@thr=0.5: 0.6860, prec@thr=0.5: 0.7636, recall@top3: 0.8019, prec@top3: 0.6445, recall@top5: 0.9222, prec@top5: 0.4562, loss: 0.0444, grad_norm: 0.1315 2020-12-08 16:06:00,551 - mmaction - INFO - Epoch [6][1700/2305] lr: 1.500e-01, eta: 10:02:52, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0442, recall@thr=0.5: 0.7001, prec@thr=0.5: 0.7732, recall@top3: 0.8035, prec@top3: 0.6607, recall@top5: 0.9229, prec@top5: 0.4640, loss: 0.0442, grad_norm: 0.1291 2020-12-08 16:06:22,276 - mmaction - INFO - Epoch [6][1720/2305] lr: 1.500e-01, eta: 10:02:30, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0437, recall@thr=0.5: 0.7020, prec@thr=0.5: 0.7798, recall@top3: 0.8085, prec@top3: 0.6607, recall@top5: 0.9307, prec@top5: 0.4693, loss: 0.0437, grad_norm: 0.1324 2020-12-08 16:06:43,956 - mmaction - INFO - Epoch [6][1740/2305] lr: 1.500e-01, eta: 10:02:07, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0441, recall@thr=0.5: 0.7076, prec@thr=0.5: 0.7761, recall@top3: 0.8091, prec@top3: 0.6634, recall@top5: 0.9320, prec@top5: 0.4688, loss: 0.0441, grad_norm: 0.1280 2020-12-08 16:07:05,560 - mmaction - INFO - Epoch [6][1760/2305] lr: 1.500e-01, eta: 10:01:44, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0445, recall@thr=0.5: 0.6902, prec@thr=0.5: 0.7730, recall@top3: 0.8032, prec@top3: 0.6358, recall@top5: 0.9260, prec@top5: 0.4510, loss: 0.0445, grad_norm: 0.1317 2020-12-08 16:07:27,092 - mmaction - INFO - Epoch [6][1780/2305] lr: 1.500e-01, eta: 10:01:21, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0444, recall@thr=0.5: 0.6973, prec@thr=0.5: 0.7822, recall@top3: 0.8045, prec@top3: 0.6624, recall@top5: 0.9256, prec@top5: 0.4691, loss: 0.0444, grad_norm: 0.1349 2020-12-08 16:07:48,610 - mmaction - INFO - Epoch [6][1800/2305] lr: 1.500e-01, eta: 10:00:57, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0446, recall@thr=0.5: 0.6993, prec@thr=0.5: 0.7752, recall@top3: 0.8032, prec@top3: 0.6518, recall@top5: 0.9320, prec@top5: 0.4634, loss: 0.0446, grad_norm: 0.1358 2020-12-08 16:08:10,122 - mmaction - INFO - Epoch [6][1820/2305] lr: 1.500e-01, eta: 10:00:34, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0446, recall@thr=0.5: 0.6861, prec@thr=0.5: 0.7759, recall@top3: 0.8011, prec@top3: 0.6508, recall@top5: 0.9236, prec@top5: 0.4600, loss: 0.0446, grad_norm: 0.1284 2020-12-08 16:08:31,723 - mmaction - INFO - Epoch [6][1840/2305] lr: 1.500e-01, eta: 10:00:11, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0436, recall@thr=0.5: 0.6988, prec@thr=0.5: 0.7721, recall@top3: 0.8095, prec@top3: 0.6549, recall@top5: 0.9326, prec@top5: 0.4648, loss: 0.0436, grad_norm: 0.1319 2020-12-08 16:08:53,362 - mmaction - INFO - Epoch [6][1860/2305] lr: 1.500e-01, eta: 9:59:48, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0455, recall@thr=0.5: 0.6895, prec@thr=0.5: 0.7661, recall@top3: 0.7980, prec@top3: 0.6541, recall@top5: 0.9214, prec@top5: 0.4638, loss: 0.0455, grad_norm: 0.1335 2020-12-08 16:09:14,883 - mmaction - INFO - Epoch [6][1880/2305] lr: 1.500e-01, eta: 9:59:25, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0453, recall@thr=0.5: 0.6801, prec@thr=0.5: 0.7632, recall@top3: 0.7938, prec@top3: 0.6443, recall@top5: 0.9225, prec@top5: 0.4597, loss: 0.0453, grad_norm: 0.1309 2020-12-08 16:09:36,464 - mmaction - INFO - Epoch [6][1900/2305] lr: 1.500e-01, eta: 9:59:02, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0447, recall@thr=0.5: 0.6943, prec@thr=0.5: 0.7759, recall@top3: 0.8034, prec@top3: 0.6548, recall@top5: 0.9277, prec@top5: 0.4645, loss: 0.0447, grad_norm: 0.1380 2020-12-08 16:09:58,132 - mmaction - INFO - Epoch [6][1920/2305] lr: 1.500e-01, eta: 9:58:39, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0442, recall@thr=0.5: 0.6831, prec@thr=0.5: 0.7654, recall@top3: 0.7944, prec@top3: 0.6441, recall@top5: 0.9205, prec@top5: 0.4585, loss: 0.0442, grad_norm: 0.1342 2020-12-08 16:10:19,516 - mmaction - INFO - Epoch [6][1940/2305] lr: 1.500e-01, eta: 9:58:16, time: 1.069, data_time: 0.001, memory: 8593, loss_action_cls: 0.0438, recall@thr=0.5: 0.6912, prec@thr=0.5: 0.7720, recall@top3: 0.7954, prec@top3: 0.6509, recall@top5: 0.9252, prec@top5: 0.4622, loss: 0.0438, grad_norm: 0.1260 2020-12-08 16:10:41,157 - mmaction - INFO - Epoch [6][1960/2305] lr: 1.500e-01, eta: 9:57:53, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0437, recall@thr=0.5: 0.6982, prec@thr=0.5: 0.7770, recall@top3: 0.8057, prec@top3: 0.6564, recall@top5: 0.9263, prec@top5: 0.4633, loss: 0.0437, grad_norm: 0.1308 2020-12-08 16:11:02,797 - mmaction - INFO - Epoch [6][1980/2305] lr: 1.500e-01, eta: 9:57:30, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0441, recall@thr=0.5: 0.6957, prec@thr=0.5: 0.7737, recall@top3: 0.8058, prec@top3: 0.6520, recall@top5: 0.9276, prec@top5: 0.4616, loss: 0.0441, grad_norm: 0.1297 2020-12-08 16:11:24,348 - mmaction - INFO - Epoch [6][2000/2305] lr: 1.500e-01, eta: 9:57:07, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0441, recall@thr=0.5: 0.7008, prec@thr=0.5: 0.7828, recall@top3: 0.8115, prec@top3: 0.6672, recall@top5: 0.9360, prec@top5: 0.4716, loss: 0.0441, grad_norm: 0.1333 2020-12-08 16:11:46,008 - mmaction - INFO - Epoch [6][2020/2305] lr: 1.500e-01, eta: 9:56:44, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0430, recall@thr=0.5: 0.6960, prec@thr=0.5: 0.7840, recall@top3: 0.8111, prec@top3: 0.6498, recall@top5: 0.9298, prec@top5: 0.4584, loss: 0.0430, grad_norm: 0.1309 2020-12-08 16:12:07,547 - mmaction - INFO - Epoch [6][2040/2305] lr: 1.500e-01, eta: 9:56:21, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0457, recall@thr=0.5: 0.6833, prec@thr=0.5: 0.7671, recall@top3: 0.7961, prec@top3: 0.6504, recall@top5: 0.9162, prec@top5: 0.4593, loss: 0.0457, grad_norm: 0.1389 2020-12-08 16:12:29,163 - mmaction - INFO - Epoch [6][2060/2305] lr: 1.500e-01, eta: 9:55:58, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0447, recall@thr=0.5: 0.6910, prec@thr=0.5: 0.7623, recall@top3: 0.8004, prec@top3: 0.6489, recall@top5: 0.9219, prec@top5: 0.4588, loss: 0.0447, grad_norm: 0.1275 2020-12-08 16:12:50,955 - mmaction - INFO - Epoch [6][2080/2305] lr: 1.500e-01, eta: 9:55:36, time: 1.089, data_time: 0.002, memory: 8593, loss_action_cls: 0.0459, recall@thr=0.5: 0.6730, prec@thr=0.5: 0.7518, recall@top3: 0.7991, prec@top3: 0.6416, recall@top5: 0.9210, prec@top5: 0.4537, loss: 0.0459, grad_norm: 0.1376 2020-12-08 16:13:12,560 - mmaction - INFO - Epoch [6][2100/2305] lr: 1.500e-01, eta: 9:55:13, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0444, recall@thr=0.5: 0.6987, prec@thr=0.5: 0.7654, recall@top3: 0.8017, prec@top3: 0.6552, recall@top5: 0.9283, prec@top5: 0.4668, loss: 0.0444, grad_norm: 0.1291 2020-12-08 16:13:34,197 - mmaction - INFO - Epoch [6][2120/2305] lr: 1.500e-01, eta: 9:54:50, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0447, recall@thr=0.5: 0.6898, prec@thr=0.5: 0.7720, recall@top3: 0.7983, prec@top3: 0.6517, recall@top5: 0.9224, prec@top5: 0.4621, loss: 0.0447, grad_norm: 0.1306 2020-12-08 16:13:55,654 - mmaction - INFO - Epoch [6][2140/2305] lr: 1.500e-01, eta: 9:54:27, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0436, recall@thr=0.5: 0.6957, prec@thr=0.5: 0.7772, recall@top3: 0.8054, prec@top3: 0.6469, recall@top5: 0.9275, prec@top5: 0.4561, loss: 0.0436, grad_norm: 0.1298 2020-12-08 16:14:17,267 - mmaction - INFO - Epoch [6][2160/2305] lr: 1.500e-01, eta: 9:54:04, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0454, recall@thr=0.5: 0.6737, prec@thr=0.5: 0.7662, recall@top3: 0.7908, prec@top3: 0.6433, recall@top5: 0.9233, prec@top5: 0.4601, loss: 0.0454, grad_norm: 0.1395 2020-12-08 16:14:38,985 - mmaction - INFO - Epoch [6][2180/2305] lr: 1.500e-01, eta: 9:53:41, time: 1.087, data_time: 0.002, memory: 8593, loss_action_cls: 0.0449, recall@thr=0.5: 0.6920, prec@thr=0.5: 0.7569, recall@top3: 0.8040, prec@top3: 0.6443, recall@top5: 0.9241, prec@top5: 0.4541, loss: 0.0449, grad_norm: 0.1418 2020-12-08 16:15:00,612 - mmaction - INFO - Epoch [6][2200/2305] lr: 1.500e-01, eta: 9:53:18, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0438, recall@thr=0.5: 0.6818, prec@thr=0.5: 0.7708, recall@top3: 0.8001, prec@top3: 0.6501, recall@top5: 0.9231, prec@top5: 0.4584, loss: 0.0438, grad_norm: 0.1361 2020-12-08 16:15:22,191 - mmaction - INFO - Epoch [6][2220/2305] lr: 1.500e-01, eta: 9:52:55, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0435, recall@thr=0.5: 0.6913, prec@thr=0.5: 0.7711, recall@top3: 0.8096, prec@top3: 0.6433, recall@top5: 0.9268, prec@top5: 0.4529, loss: 0.0435, grad_norm: 0.1235 2020-12-08 16:15:43,826 - mmaction - INFO - Epoch [6][2240/2305] lr: 1.500e-01, eta: 9:52:32, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0434, recall@thr=0.5: 0.6996, prec@thr=0.5: 0.7805, recall@top3: 0.8060, prec@top3: 0.6677, recall@top5: 0.9314, prec@top5: 0.4727, loss: 0.0434, grad_norm: 0.1345 2020-12-08 16:16:05,364 - mmaction - INFO - Epoch [6][2260/2305] lr: 1.500e-01, eta: 9:52:09, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0447, recall@thr=0.5: 0.6906, prec@thr=0.5: 0.7767, recall@top3: 0.7998, prec@top3: 0.6497, recall@top5: 0.9253, prec@top5: 0.4621, loss: 0.0447, grad_norm: 0.1355 2020-12-08 16:16:26,865 - mmaction - INFO - Epoch [6][2280/2305] lr: 1.500e-01, eta: 9:51:46, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0443, recall@thr=0.5: 0.6940, prec@thr=0.5: 0.7796, recall@top3: 0.7951, prec@top3: 0.6494, recall@top5: 0.9191, prec@top5: 0.4611, loss: 0.0443, grad_norm: 0.1332 2020-12-08 16:16:48,762 - mmaction - INFO - Epoch [6][2300/2305] lr: 1.500e-01, eta: 9:51:24, time: 1.096, data_time: 0.002, memory: 8593, loss_action_cls: 0.0432, recall@thr=0.5: 0.7058, prec@thr=0.5: 0.7712, recall@top3: 0.8080, prec@top3: 0.6532, recall@top5: 0.9324, prec@top5: 0.4628, loss: 0.0432, grad_norm: 0.1394 2020-12-08 16:16:57,080 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-12-08 16:26:01,673 - mmaction - INFO - Evaluating proposal ... 2020-12-08 16:27:09,653 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 16:27:09,654 - mmaction - INFO - Evaluating bbox ... 2020-12-08 16:35:27,650 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2477 2020-12-08 16:35:28,734 - mmaction - INFO - Epoch(val) [6][2305] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2477 2020-12-08 16:36:37,353 - mmaction - INFO - Epoch [7][20/2305] lr: 1.500e-01, eta: 9:52:32, time: 3.430, data_time: 2.365, memory: 8593, loss_action_cls: 0.0426, recall@thr=0.5: 0.6901, prec@thr=0.5: 0.7667, recall@top3: 0.8026, prec@top3: 0.6352, recall@top5: 0.9261, prec@top5: 0.4491, loss: 0.0426, grad_norm: 0.1319 2020-12-08 16:36:58,756 - mmaction - INFO - Epoch [7][40/2305] lr: 1.500e-01, eta: 9:52:09, time: 1.070, data_time: 0.004, memory: 8593, loss_action_cls: 0.0424, recall@thr=0.5: 0.6919, prec@thr=0.5: 0.7653, recall@top3: 0.8112, prec@top3: 0.6525, recall@top5: 0.9328, prec@top5: 0.4607, loss: 0.0424, grad_norm: 0.1304 2020-12-08 16:37:20,281 - mmaction - INFO - Epoch [7][60/2305] lr: 1.500e-01, eta: 9:51:46, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0432, recall@thr=0.5: 0.6962, prec@thr=0.5: 0.7707, recall@top3: 0.8069, prec@top3: 0.6481, recall@top5: 0.9290, prec@top5: 0.4596, loss: 0.0432, grad_norm: 0.1296 2020-12-08 16:37:41,750 - mmaction - INFO - Epoch [7][80/2305] lr: 1.500e-01, eta: 9:51:22, time: 1.072, data_time: 0.001, memory: 8593, loss_action_cls: 0.0421, recall@thr=0.5: 0.7140, prec@thr=0.5: 0.7824, recall@top3: 0.8090, prec@top3: 0.6672, recall@top5: 0.9323, prec@top5: 0.4721, loss: 0.0421, grad_norm: 0.1295 2020-12-08 16:38:03,311 - mmaction - INFO - Epoch [7][100/2305] lr: 1.500e-01, eta: 9:50:59, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0437, recall@thr=0.5: 0.6913, prec@thr=0.5: 0.7738, recall@top3: 0.7993, prec@top3: 0.6517, recall@top5: 0.9282, prec@top5: 0.4658, loss: 0.0437, grad_norm: 0.1285 2020-12-08 16:38:24,934 - mmaction - INFO - Epoch [7][120/2305] lr: 1.500e-01, eta: 9:50:36, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0447, recall@thr=0.5: 0.6980, prec@thr=0.5: 0.7681, recall@top3: 0.8067, prec@top3: 0.6468, recall@top5: 0.9270, prec@top5: 0.4573, loss: 0.0447, grad_norm: 0.1430 2020-12-08 16:38:46,434 - mmaction - INFO - Epoch [7][140/2305] lr: 1.500e-01, eta: 9:50:13, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0435, recall@thr=0.5: 0.6977, prec@thr=0.5: 0.7757, recall@top3: 0.8073, prec@top3: 0.6491, recall@top5: 0.9300, prec@top5: 0.4590, loss: 0.0435, grad_norm: 0.1361 2020-12-08 16:39:07,962 - mmaction - INFO - Epoch [7][160/2305] lr: 1.500e-01, eta: 9:49:49, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0426, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7810, recall@top3: 0.8128, prec@top3: 0.6460, recall@top5: 0.9320, prec@top5: 0.4565, loss: 0.0426, grad_norm: 0.1340 2020-12-08 16:39:29,620 - mmaction - INFO - Epoch [7][180/2305] lr: 1.500e-01, eta: 9:49:27, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0428, recall@thr=0.5: 0.7025, prec@thr=0.5: 0.7813, recall@top3: 0.8096, prec@top3: 0.6587, recall@top5: 0.9302, prec@top5: 0.4658, loss: 0.0428, grad_norm: 0.1321 2020-12-08 16:39:51,245 - mmaction - INFO - Epoch [7][200/2305] lr: 1.500e-01, eta: 9:49:04, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0422, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7826, recall@top3: 0.8166, prec@top3: 0.6628, recall@top5: 0.9349, prec@top5: 0.4669, loss: 0.0422, grad_norm: 0.1348 2020-12-08 16:40:12,910 - mmaction - INFO - Epoch [7][220/2305] lr: 1.500e-01, eta: 9:48:41, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0427, recall@thr=0.5: 0.6990, prec@thr=0.5: 0.7737, recall@top3: 0.8076, prec@top3: 0.6536, recall@top5: 0.9291, prec@top5: 0.4618, loss: 0.0427, grad_norm: 0.1472 2020-12-08 16:40:34,445 - mmaction - INFO - Epoch [7][240/2305] lr: 1.500e-01, eta: 9:48:17, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0422, recall@thr=0.5: 0.7001, prec@thr=0.5: 0.7809, recall@top3: 0.8167, prec@top3: 0.6535, recall@top5: 0.9356, prec@top5: 0.4597, loss: 0.0422, grad_norm: 0.1397 2020-12-08 16:40:56,010 - mmaction - INFO - Epoch [7][260/2305] lr: 1.500e-01, eta: 9:47:54, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0433, recall@thr=0.5: 0.7020, prec@thr=0.5: 0.7741, recall@top3: 0.8047, prec@top3: 0.6546, recall@top5: 0.9255, prec@top5: 0.4618, loss: 0.0433, grad_norm: 0.1417 2020-12-08 16:41:17,622 - mmaction - INFO - Epoch [7][280/2305] lr: 1.500e-01, eta: 9:47:31, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0426, recall@thr=0.5: 0.7024, prec@thr=0.5: 0.7785, recall@top3: 0.8122, prec@top3: 0.6598, recall@top5: 0.9284, prec@top5: 0.4628, loss: 0.0426, grad_norm: 0.1336 2020-12-08 16:41:39,154 - mmaction - INFO - Epoch [7][300/2305] lr: 1.500e-01, eta: 9:47:08, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0435, recall@thr=0.5: 0.7018, prec@thr=0.5: 0.7867, recall@top3: 0.8068, prec@top3: 0.6612, recall@top5: 0.9323, prec@top5: 0.4694, loss: 0.0435, grad_norm: 0.1329 2020-12-08 16:42:00,736 - mmaction - INFO - Epoch [7][320/2305] lr: 1.500e-01, eta: 9:46:45, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0437, recall@thr=0.5: 0.6912, prec@thr=0.5: 0.7663, recall@top3: 0.7990, prec@top3: 0.6472, recall@top5: 0.9243, prec@top5: 0.4617, loss: 0.0437, grad_norm: 0.1353 2020-12-08 16:42:22,412 - mmaction - INFO - Epoch [7][340/2305] lr: 1.500e-01, eta: 9:46:22, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0432, recall@thr=0.5: 0.7050, prec@thr=0.5: 0.7878, recall@top3: 0.8082, prec@top3: 0.6570, recall@top5: 0.9252, prec@top5: 0.4633, loss: 0.0432, grad_norm: 0.1390 2020-12-08 16:42:44,025 - mmaction - INFO - Epoch [7][360/2305] lr: 1.500e-01, eta: 9:45:59, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0431, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7717, recall@top3: 0.8147, prec@top3: 0.6611, recall@top5: 0.9304, prec@top5: 0.4640, loss: 0.0431, grad_norm: 0.1313 2020-12-08 16:43:05,580 - mmaction - INFO - Epoch [7][380/2305] lr: 1.500e-01, eta: 9:45:36, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0433, recall@thr=0.5: 0.7046, prec@thr=0.5: 0.7834, recall@top3: 0.8093, prec@top3: 0.6534, recall@top5: 0.9275, prec@top5: 0.4605, loss: 0.0433, grad_norm: 0.1333 2020-12-08 16:43:27,256 - mmaction - INFO - Epoch [7][400/2305] lr: 1.500e-01, eta: 9:45:13, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0434, recall@thr=0.5: 0.7037, prec@thr=0.5: 0.7827, recall@top3: 0.8098, prec@top3: 0.6563, recall@top5: 0.9325, prec@top5: 0.4654, loss: 0.0434, grad_norm: 0.1328 2020-12-08 16:43:48,658 - mmaction - INFO - Epoch [7][420/2305] lr: 1.500e-01, eta: 9:44:50, time: 1.071, data_time: 0.002, memory: 8593, loss_action_cls: 0.0435, recall@thr=0.5: 0.7050, prec@thr=0.5: 0.7792, recall@top3: 0.8043, prec@top3: 0.6587, recall@top5: 0.9314, prec@top5: 0.4683, loss: 0.0435, grad_norm: 0.1390 2020-12-08 16:44:10,175 - mmaction - INFO - Epoch [7][440/2305] lr: 1.500e-01, eta: 9:44:27, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0433, recall@thr=0.5: 0.7057, prec@thr=0.5: 0.7769, recall@top3: 0.8080, prec@top3: 0.6541, recall@top5: 0.9225, prec@top5: 0.4588, loss: 0.0433, grad_norm: 0.1313 2020-12-08 16:44:31,702 - mmaction - INFO - Epoch [7][460/2305] lr: 1.500e-01, eta: 9:44:03, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0437, recall@thr=0.5: 0.7062, prec@thr=0.5: 0.7810, recall@top3: 0.8058, prec@top3: 0.6615, recall@top5: 0.9309, prec@top5: 0.4702, loss: 0.0437, grad_norm: 0.1376 2020-12-08 16:44:53,202 - mmaction - INFO - Epoch [7][480/2305] lr: 1.500e-01, eta: 9:43:40, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0442, recall@thr=0.5: 0.6943, prec@thr=0.5: 0.7757, recall@top3: 0.8019, prec@top3: 0.6456, recall@top5: 0.9255, prec@top5: 0.4585, loss: 0.0442, grad_norm: 0.1415 2020-12-08 16:45:14,815 - mmaction - INFO - Epoch [7][500/2305] lr: 1.500e-01, eta: 9:43:17, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0416, recall@thr=0.5: 0.7057, prec@thr=0.5: 0.7860, recall@top3: 0.8127, prec@top3: 0.6568, recall@top5: 0.9298, prec@top5: 0.4612, loss: 0.0416, grad_norm: 0.1270 2020-12-08 16:45:36,499 - mmaction - INFO - Epoch [7][520/2305] lr: 1.500e-01, eta: 9:42:54, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0427, recall@thr=0.5: 0.7094, prec@thr=0.5: 0.7916, recall@top3: 0.8138, prec@top3: 0.6715, recall@top5: 0.9299, prec@top5: 0.4724, loss: 0.0427, grad_norm: 0.1281 2020-12-08 16:45:58,091 - mmaction - INFO - Epoch [7][540/2305] lr: 1.500e-01, eta: 9:42:31, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0433, recall@thr=0.5: 0.7054, prec@thr=0.5: 0.7744, recall@top3: 0.8039, prec@top3: 0.6580, recall@top5: 0.9269, prec@top5: 0.4652, loss: 0.0433, grad_norm: 0.1418 2020-12-08 16:46:19,773 - mmaction - INFO - Epoch [7][560/2305] lr: 1.500e-01, eta: 9:42:09, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0441, recall@thr=0.5: 0.6922, prec@thr=0.5: 0.7726, recall@top3: 0.7989, prec@top3: 0.6572, recall@top5: 0.9280, prec@top5: 0.4691, loss: 0.0441, grad_norm: 0.1482 2020-12-08 16:46:41,422 - mmaction - INFO - Epoch [7][580/2305] lr: 1.500e-01, eta: 9:41:46, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0419, recall@thr=0.5: 0.7050, prec@thr=0.5: 0.7835, recall@top3: 0.8105, prec@top3: 0.6601, recall@top5: 0.9328, prec@top5: 0.4647, loss: 0.0419, grad_norm: 0.1348 2020-12-08 16:47:03,034 - mmaction - INFO - Epoch [7][600/2305] lr: 1.500e-01, eta: 9:41:23, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0425, recall@thr=0.5: 0.7007, prec@thr=0.5: 0.7720, recall@top3: 0.8036, prec@top3: 0.6537, recall@top5: 0.9255, prec@top5: 0.4622, loss: 0.0425, grad_norm: 0.1433 2020-12-08 16:47:24,629 - mmaction - INFO - Epoch [7][620/2305] lr: 1.500e-01, eta: 9:41:00, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0422, recall@thr=0.5: 0.7017, prec@thr=0.5: 0.7829, recall@top3: 0.8108, prec@top3: 0.6600, recall@top5: 0.9301, prec@top5: 0.4646, loss: 0.0422, grad_norm: 0.1374 2020-12-08 16:47:46,223 - mmaction - INFO - Epoch [7][640/2305] lr: 1.500e-01, eta: 9:40:37, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0433, recall@thr=0.5: 0.7002, prec@thr=0.5: 0.7782, recall@top3: 0.8050, prec@top3: 0.6561, recall@top5: 0.9297, prec@top5: 0.4650, loss: 0.0433, grad_norm: 0.1309 2020-12-08 16:48:07,898 - mmaction - INFO - Epoch [7][660/2305] lr: 1.500e-01, eta: 9:40:14, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0440, recall@thr=0.5: 0.6966, prec@thr=0.5: 0.7751, recall@top3: 0.8026, prec@top3: 0.6532, recall@top5: 0.9293, prec@top5: 0.4652, loss: 0.0440, grad_norm: 0.1338 2020-12-08 16:48:29,497 - mmaction - INFO - Epoch [7][680/2305] lr: 1.500e-01, eta: 9:39:51, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0430, recall@thr=0.5: 0.7088, prec@thr=0.5: 0.7871, recall@top3: 0.8153, prec@top3: 0.6572, recall@top5: 0.9280, prec@top5: 0.4601, loss: 0.0430, grad_norm: 0.1281 2020-12-08 16:48:51,066 - mmaction - INFO - Epoch [7][700/2305] lr: 1.500e-01, eta: 9:39:28, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0420, recall@thr=0.5: 0.6950, prec@thr=0.5: 0.7786, recall@top3: 0.8115, prec@top3: 0.6490, recall@top5: 0.9289, prec@top5: 0.4573, loss: 0.0420, grad_norm: 0.1320 2020-12-08 16:49:12,601 - mmaction - INFO - Epoch [7][720/2305] lr: 1.500e-01, eta: 9:39:05, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0423, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7758, recall@top3: 0.8134, prec@top3: 0.6519, recall@top5: 0.9297, prec@top5: 0.4592, loss: 0.0423, grad_norm: 0.1299 2020-12-08 16:49:34,321 - mmaction - INFO - Epoch [7][740/2305] lr: 1.500e-01, eta: 9:38:42, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0441, recall@thr=0.5: 0.6887, prec@thr=0.5: 0.7626, recall@top3: 0.7944, prec@top3: 0.6426, recall@top5: 0.9213, prec@top5: 0.4575, loss: 0.0441, grad_norm: 0.1429 2020-12-08 16:49:55,891 - mmaction - INFO - Epoch [7][760/2305] lr: 1.500e-01, eta: 9:38:19, time: 1.081, data_time: 0.003, memory: 8593, loss_action_cls: 0.0428, recall@thr=0.5: 0.6966, prec@thr=0.5: 0.7763, recall@top3: 0.8077, prec@top3: 0.6562, recall@top5: 0.9292, prec@top5: 0.4637, loss: 0.0428, grad_norm: 0.1350 2020-12-08 16:50:17,478 - mmaction - INFO - Epoch [7][780/2305] lr: 1.500e-01, eta: 9:37:56, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0414, recall@thr=0.5: 0.7115, prec@thr=0.5: 0.7809, recall@top3: 0.8116, prec@top3: 0.6569, recall@top5: 0.9350, prec@top5: 0.4652, loss: 0.0414, grad_norm: 0.1416 2020-12-08 16:50:38,949 - mmaction - INFO - Epoch [7][800/2305] lr: 1.500e-01, eta: 9:37:33, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0439, recall@thr=0.5: 0.6994, prec@thr=0.5: 0.7815, recall@top3: 0.8075, prec@top3: 0.6662, recall@top5: 0.9275, prec@top5: 0.4708, loss: 0.0439, grad_norm: 0.1374 2020-12-08 16:51:00,484 - mmaction - INFO - Epoch [7][820/2305] lr: 1.500e-01, eta: 9:37:10, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0419, recall@thr=0.5: 0.7050, prec@thr=0.5: 0.7752, recall@top3: 0.8147, prec@top3: 0.6567, recall@top5: 0.9322, prec@top5: 0.4619, loss: 0.0419, grad_norm: 0.1348 2020-12-08 16:51:22,032 - mmaction - INFO - Epoch [7][840/2305] lr: 1.500e-01, eta: 9:36:47, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0431, recall@thr=0.5: 0.6975, prec@thr=0.5: 0.7661, recall@top3: 0.8038, prec@top3: 0.6567, recall@top5: 0.9274, prec@top5: 0.4647, loss: 0.0431, grad_norm: 0.1370 2020-12-08 16:51:43,734 - mmaction - INFO - Epoch [7][860/2305] lr: 1.500e-01, eta: 9:36:24, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0423, recall@thr=0.5: 0.6963, prec@thr=0.5: 0.7727, recall@top3: 0.8028, prec@top3: 0.6487, recall@top5: 0.9285, prec@top5: 0.4609, loss: 0.0423, grad_norm: 0.1346 2020-12-08 16:52:05,368 - mmaction - INFO - Epoch [7][880/2305] lr: 1.500e-01, eta: 9:36:01, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0426, recall@thr=0.5: 0.7009, prec@thr=0.5: 0.7757, recall@top3: 0.8099, prec@top3: 0.6549, recall@top5: 0.9313, prec@top5: 0.4633, loss: 0.0426, grad_norm: 0.1269 2020-12-08 16:52:26,856 - mmaction - INFO - Epoch [7][900/2305] lr: 1.500e-01, eta: 9:35:38, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0430, recall@thr=0.5: 0.7070, prec@thr=0.5: 0.7949, recall@top3: 0.8153, prec@top3: 0.6647, recall@top5: 0.9301, prec@top5: 0.4646, loss: 0.0430, grad_norm: 0.1262 2020-12-08 16:52:48,389 - mmaction - INFO - Epoch [7][920/2305] lr: 1.500e-01, eta: 9:35:15, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0448, recall@thr=0.5: 0.6924, prec@thr=0.5: 0.7697, recall@top3: 0.8011, prec@top3: 0.6584, recall@top5: 0.9253, prec@top5: 0.4680, loss: 0.0448, grad_norm: 0.1425 2020-12-08 16:53:09,931 - mmaction - INFO - Epoch [7][940/2305] lr: 1.500e-01, eta: 9:34:52, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0422, recall@thr=0.5: 0.6984, prec@thr=0.5: 0.7795, recall@top3: 0.8007, prec@top3: 0.6582, recall@top5: 0.9342, prec@top5: 0.4721, loss: 0.0422, grad_norm: 0.1393 2020-12-08 16:53:31,564 - mmaction - INFO - Epoch [7][960/2305] lr: 1.500e-01, eta: 9:34:29, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0413, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.7911, recall@top3: 0.8181, prec@top3: 0.6637, recall@top5: 0.9352, prec@top5: 0.4665, loss: 0.0413, grad_norm: 0.1303 2020-12-08 16:53:53,160 - mmaction - INFO - Epoch [7][980/2305] lr: 1.500e-01, eta: 9:34:06, time: 1.081, data_time: 0.003, memory: 8593, loss_action_cls: 0.0435, recall@thr=0.5: 0.7021, prec@thr=0.5: 0.7729, recall@top3: 0.8022, prec@top3: 0.6546, recall@top5: 0.9260, prec@top5: 0.4644, loss: 0.0435, grad_norm: 0.1385 2020-12-08 16:54:15,000 - mmaction - INFO - Epoch [7][1000/2305] lr: 1.500e-01, eta: 9:33:44, time: 1.092, data_time: 0.001, memory: 8593, loss_action_cls: 0.0427, recall@thr=0.5: 0.6910, prec@thr=0.5: 0.7736, recall@top3: 0.8058, prec@top3: 0.6486, recall@top5: 0.9261, prec@top5: 0.4578, loss: 0.0427, grad_norm: 0.1311 2020-12-08 16:54:36,645 - mmaction - INFO - Epoch [7][1020/2305] lr: 1.500e-01, eta: 9:33:21, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0415, recall@thr=0.5: 0.7054, prec@thr=0.5: 0.7905, recall@top3: 0.8115, prec@top3: 0.6606, recall@top5: 0.9361, prec@top5: 0.4682, loss: 0.0415, grad_norm: 0.1283 2020-12-08 16:54:58,304 - mmaction - INFO - Epoch [7][1040/2305] lr: 1.500e-01, eta: 9:32:59, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0434, recall@thr=0.5: 0.6928, prec@thr=0.5: 0.7661, recall@top3: 0.8018, prec@top3: 0.6532, recall@top5: 0.9257, prec@top5: 0.4622, loss: 0.0434, grad_norm: 0.1392 2020-12-08 16:55:19,890 - mmaction - INFO - Epoch [7][1060/2305] lr: 1.500e-01, eta: 9:32:36, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0430, recall@thr=0.5: 0.6918, prec@thr=0.5: 0.7683, recall@top3: 0.8045, prec@top3: 0.6468, recall@top5: 0.9265, prec@top5: 0.4576, loss: 0.0430, grad_norm: 0.1375 2020-12-08 16:55:41,412 - mmaction - INFO - Epoch [7][1080/2305] lr: 1.500e-01, eta: 9:32:13, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0432, recall@thr=0.5: 0.6976, prec@thr=0.5: 0.7685, recall@top3: 0.8034, prec@top3: 0.6558, recall@top5: 0.9270, prec@top5: 0.4632, loss: 0.0432, grad_norm: 0.1284 2020-12-08 16:56:03,058 - mmaction - INFO - Epoch [7][1100/2305] lr: 1.500e-01, eta: 9:31:50, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0409, recall@thr=0.5: 0.7076, prec@thr=0.5: 0.7844, recall@top3: 0.8180, prec@top3: 0.6602, recall@top5: 0.9359, prec@top5: 0.4652, loss: 0.0409, grad_norm: 0.1321 2020-12-08 16:56:24,697 - mmaction - INFO - Epoch [7][1120/2305] lr: 1.500e-01, eta: 9:31:27, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0420, recall@thr=0.5: 0.7024, prec@thr=0.5: 0.7693, recall@top3: 0.8081, prec@top3: 0.6495, recall@top5: 0.9377, prec@top5: 0.4630, loss: 0.0420, grad_norm: 0.1390 2020-12-08 16:56:46,280 - mmaction - INFO - Epoch [7][1140/2305] lr: 1.500e-01, eta: 9:31:04, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0437, recall@thr=0.5: 0.6968, prec@thr=0.5: 0.7752, recall@top3: 0.7983, prec@top3: 0.6493, recall@top5: 0.9259, prec@top5: 0.4618, loss: 0.0437, grad_norm: 0.1319 2020-12-08 16:57:07,905 - mmaction - INFO - Epoch [7][1160/2305] lr: 1.500e-01, eta: 9:30:41, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0420, recall@thr=0.5: 0.6990, prec@thr=0.5: 0.7789, recall@top3: 0.8088, prec@top3: 0.6656, recall@top5: 0.9339, prec@top5: 0.4702, loss: 0.0420, grad_norm: 0.1320 2020-12-08 16:57:29,425 - mmaction - INFO - Epoch [7][1180/2305] lr: 1.500e-01, eta: 9:30:18, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0433, recall@thr=0.5: 0.7000, prec@thr=0.5: 0.7737, recall@top3: 0.8056, prec@top3: 0.6604, recall@top5: 0.9266, prec@top5: 0.4655, loss: 0.0433, grad_norm: 0.1380 2020-12-08 16:57:50,966 - mmaction - INFO - Epoch [7][1200/2305] lr: 1.500e-01, eta: 9:29:55, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0430, recall@thr=0.5: 0.6919, prec@thr=0.5: 0.7689, recall@top3: 0.8091, prec@top3: 0.6475, recall@top5: 0.9331, prec@top5: 0.4583, loss: 0.0430, grad_norm: 0.1357 2020-12-08 16:58:12,667 - mmaction - INFO - Epoch [7][1220/2305] lr: 1.500e-01, eta: 9:29:33, time: 1.086, data_time: 0.003, memory: 8593, loss_action_cls: 0.0426, recall@thr=0.5: 0.7021, prec@thr=0.5: 0.7812, recall@top3: 0.8071, prec@top3: 0.6576, recall@top5: 0.9289, prec@top5: 0.4646, loss: 0.0426, grad_norm: 0.1330 2020-12-08 16:58:34,249 - mmaction - INFO - Epoch [7][1240/2305] lr: 1.500e-01, eta: 9:29:10, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0423, recall@thr=0.5: 0.7030, prec@thr=0.5: 0.7789, recall@top3: 0.8158, prec@top3: 0.6586, recall@top5: 0.9369, prec@top5: 0.4658, loss: 0.0423, grad_norm: 0.1379 2020-12-08 16:58:55,855 - mmaction - INFO - Epoch [7][1260/2305] lr: 1.500e-01, eta: 9:28:47, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0422, recall@thr=0.5: 0.6928, prec@thr=0.5: 0.7777, recall@top3: 0.8076, prec@top3: 0.6411, recall@top5: 0.9281, prec@top5: 0.4528, loss: 0.0422, grad_norm: 0.1320 2020-12-08 16:59:17,470 - mmaction - INFO - Epoch [7][1280/2305] lr: 1.500e-01, eta: 9:28:24, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0434, recall@thr=0.5: 0.6990, prec@thr=0.5: 0.7762, recall@top3: 0.8075, prec@top3: 0.6513, recall@top5: 0.9236, prec@top5: 0.4568, loss: 0.0434, grad_norm: 0.1508 2020-12-08 16:59:39,054 - mmaction - INFO - Epoch [7][1300/2305] lr: 1.500e-01, eta: 9:28:01, time: 1.080, data_time: 0.003, memory: 8593, loss_action_cls: 0.0439, recall@thr=0.5: 0.6955, prec@thr=0.5: 0.7781, recall@top3: 0.8052, prec@top3: 0.6555, recall@top5: 0.9283, prec@top5: 0.4652, loss: 0.0439, grad_norm: 0.1316 2020-12-08 17:00:00,667 - mmaction - INFO - Epoch [7][1320/2305] lr: 1.500e-01, eta: 9:27:38, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0425, recall@thr=0.5: 0.7070, prec@thr=0.5: 0.7752, recall@top3: 0.8055, prec@top3: 0.6584, recall@top5: 0.9294, prec@top5: 0.4669, loss: 0.0425, grad_norm: 0.1352 2020-12-08 17:00:22,283 - mmaction - INFO - Epoch [7][1340/2305] lr: 1.500e-01, eta: 9:27:15, time: 1.082, data_time: 0.003, memory: 8593, loss_action_cls: 0.0422, recall@thr=0.5: 0.6969, prec@thr=0.5: 0.7748, recall@top3: 0.8100, prec@top3: 0.6576, recall@top5: 0.9291, prec@top5: 0.4642, loss: 0.0422, grad_norm: 0.1334 2020-12-08 17:00:43,838 - mmaction - INFO - Epoch [7][1360/2305] lr: 1.500e-01, eta: 9:26:53, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0411, recall@thr=0.5: 0.7092, prec@thr=0.5: 0.7853, recall@top3: 0.8146, prec@top3: 0.6609, recall@top5: 0.9319, prec@top5: 0.4641, loss: 0.0411, grad_norm: 0.1312 2020-12-08 17:01:05,375 - mmaction - INFO - Epoch [7][1380/2305] lr: 1.500e-01, eta: 9:26:30, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0417, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7783, recall@top3: 0.8150, prec@top3: 0.6606, recall@top5: 0.9327, prec@top5: 0.4655, loss: 0.0417, grad_norm: 0.1308 2020-12-08 17:01:26,919 - mmaction - INFO - Epoch [7][1400/2305] lr: 1.500e-01, eta: 9:26:07, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0442, recall@thr=0.5: 0.6893, prec@thr=0.5: 0.7703, recall@top3: 0.7962, prec@top3: 0.6549, recall@top5: 0.9268, prec@top5: 0.4679, loss: 0.0442, grad_norm: 0.1383 2020-12-08 17:01:48,475 - mmaction - INFO - Epoch [7][1420/2305] lr: 1.500e-01, eta: 9:25:44, time: 1.079, data_time: 0.003, memory: 8593, loss_action_cls: 0.0420, recall@thr=0.5: 0.7029, prec@thr=0.5: 0.7781, recall@top3: 0.8086, prec@top3: 0.6595, recall@top5: 0.9265, prec@top5: 0.4641, loss: 0.0420, grad_norm: 0.1410 2020-12-08 17:02:09,976 - mmaction - INFO - Epoch [7][1440/2305] lr: 1.500e-01, eta: 9:25:21, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0433, recall@thr=0.5: 0.6924, prec@thr=0.5: 0.7763, recall@top3: 0.8113, prec@top3: 0.6563, recall@top5: 0.9309, prec@top5: 0.4625, loss: 0.0433, grad_norm: 0.1305 2020-12-08 17:02:31,671 - mmaction - INFO - Epoch [7][1460/2305] lr: 1.500e-01, eta: 9:24:58, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0421, recall@thr=0.5: 0.7047, prec@thr=0.5: 0.7828, recall@top3: 0.8110, prec@top3: 0.6623, recall@top5: 0.9288, prec@top5: 0.4650, loss: 0.0421, grad_norm: 0.1322 2020-12-08 17:02:53,306 - mmaction - INFO - Epoch [7][1480/2305] lr: 1.500e-01, eta: 9:24:35, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0428, recall@thr=0.5: 0.7124, prec@thr=0.5: 0.7743, recall@top3: 0.8077, prec@top3: 0.6573, recall@top5: 0.9327, prec@top5: 0.4674, loss: 0.0428, grad_norm: 0.1398 2020-12-08 17:03:15,002 - mmaction - INFO - Epoch [7][1500/2305] lr: 1.500e-01, eta: 9:24:13, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0416, recall@thr=0.5: 0.7047, prec@thr=0.5: 0.7900, recall@top3: 0.8107, prec@top3: 0.6662, recall@top5: 0.9356, prec@top5: 0.4710, loss: 0.0416, grad_norm: 0.1300 2020-12-08 17:03:36,555 - mmaction - INFO - Epoch [7][1520/2305] lr: 1.500e-01, eta: 9:23:50, time: 1.079, data_time: 0.003, memory: 8593, loss_action_cls: 0.0419, recall@thr=0.5: 0.7074, prec@thr=0.5: 0.7810, recall@top3: 0.8021, prec@top3: 0.6608, recall@top5: 0.9299, prec@top5: 0.4698, loss: 0.0419, grad_norm: 0.1352 2020-12-08 17:03:58,150 - mmaction - INFO - Epoch [7][1540/2305] lr: 1.500e-01, eta: 9:23:27, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0441, recall@thr=0.5: 0.6927, prec@thr=0.5: 0.7734, recall@top3: 0.7958, prec@top3: 0.6510, recall@top5: 0.9188, prec@top5: 0.4620, loss: 0.0441, grad_norm: 0.1312 2020-12-08 17:04:19,733 - mmaction - INFO - Epoch [7][1560/2305] lr: 1.500e-01, eta: 9:23:04, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0431, recall@thr=0.5: 0.6942, prec@thr=0.5: 0.7841, recall@top3: 0.8062, prec@top3: 0.6553, recall@top5: 0.9266, prec@top5: 0.4636, loss: 0.0431, grad_norm: 0.1324 2020-12-08 17:04:41,259 - mmaction - INFO - Epoch [7][1580/2305] lr: 1.500e-01, eta: 9:22:41, time: 1.078, data_time: 0.003, memory: 8593, loss_action_cls: 0.0404, recall@thr=0.5: 0.7037, prec@thr=0.5: 0.7824, recall@top3: 0.8059, prec@top3: 0.6499, recall@top5: 0.9290, prec@top5: 0.4608, loss: 0.0404, grad_norm: 0.1305 2020-12-08 17:05:02,806 - mmaction - INFO - Epoch [7][1600/2305] lr: 1.500e-01, eta: 9:22:18, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0408, recall@thr=0.5: 0.7066, prec@thr=0.5: 0.7804, recall@top3: 0.8143, prec@top3: 0.6597, recall@top5: 0.9349, prec@top5: 0.4628, loss: 0.0408, grad_norm: 0.1340 2020-12-08 17:05:24,556 - mmaction - INFO - Epoch [7][1620/2305] lr: 1.500e-01, eta: 9:21:56, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0422, recall@thr=0.5: 0.7111, prec@thr=0.5: 0.7832, recall@top3: 0.8105, prec@top3: 0.6557, recall@top5: 0.9259, prec@top5: 0.4612, loss: 0.0422, grad_norm: 0.1340 2020-12-08 17:05:46,296 - mmaction - INFO - Epoch [7][1640/2305] lr: 1.500e-01, eta: 9:21:33, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0414, recall@thr=0.5: 0.7079, prec@thr=0.5: 0.7873, recall@top3: 0.8159, prec@top3: 0.6623, recall@top5: 0.9357, prec@top5: 0.4663, loss: 0.0414, grad_norm: 0.1381 2020-12-08 17:06:07,970 - mmaction - INFO - Epoch [7][1660/2305] lr: 1.500e-01, eta: 9:21:11, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0415, recall@thr=0.5: 0.7119, prec@thr=0.5: 0.7830, recall@top3: 0.8171, prec@top3: 0.6709, recall@top5: 0.9324, prec@top5: 0.4693, loss: 0.0415, grad_norm: 0.1383 2020-12-08 17:06:29,474 - mmaction - INFO - Epoch [7][1680/2305] lr: 1.500e-01, eta: 9:20:48, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0427, recall@thr=0.5: 0.7065, prec@thr=0.5: 0.7815, recall@top3: 0.8089, prec@top3: 0.6554, recall@top5: 0.9327, prec@top5: 0.4648, loss: 0.0427, grad_norm: 0.1443 2020-12-08 17:06:51,226 - mmaction - INFO - Epoch [7][1700/2305] lr: 1.500e-01, eta: 9:20:25, time: 1.087, data_time: 0.002, memory: 8593, loss_action_cls: 0.0404, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7921, recall@top3: 0.8182, prec@top3: 0.6660, recall@top5: 0.9324, prec@top5: 0.4667, loss: 0.0404, grad_norm: 0.1319 2020-12-08 17:07:12,960 - mmaction - INFO - Epoch [7][1720/2305] lr: 1.500e-01, eta: 9:20:03, time: 1.087, data_time: 0.002, memory: 8593, loss_action_cls: 0.0422, recall@thr=0.5: 0.7053, prec@thr=0.5: 0.7845, recall@top3: 0.8142, prec@top3: 0.6625, recall@top5: 0.9262, prec@top5: 0.4644, loss: 0.0422, grad_norm: 0.1304 2020-12-08 17:07:34,562 - mmaction - INFO - Epoch [7][1740/2305] lr: 1.500e-01, eta: 9:19:40, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0422, recall@thr=0.5: 0.7063, prec@thr=0.5: 0.7732, recall@top3: 0.8119, prec@top3: 0.6555, recall@top5: 0.9306, prec@top5: 0.4613, loss: 0.0422, grad_norm: 0.1351 2020-12-08 17:07:56,033 - mmaction - INFO - Epoch [7][1760/2305] lr: 1.500e-01, eta: 9:19:17, time: 1.075, data_time: 0.002, memory: 8593, loss_action_cls: 0.0418, recall@thr=0.5: 0.7136, prec@thr=0.5: 0.7896, recall@top3: 0.8108, prec@top3: 0.6646, recall@top5: 0.9314, prec@top5: 0.4702, loss: 0.0418, grad_norm: 0.1306 2020-12-08 17:08:17,603 - mmaction - INFO - Epoch [7][1780/2305] lr: 1.500e-01, eta: 9:18:54, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0432, recall@thr=0.5: 0.6856, prec@thr=0.5: 0.7710, recall@top3: 0.8035, prec@top3: 0.6527, recall@top5: 0.9308, prec@top5: 0.4644, loss: 0.0432, grad_norm: 0.1376 2020-12-08 17:08:39,163 - mmaction - INFO - Epoch [7][1800/2305] lr: 1.500e-01, eta: 9:18:31, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0411, recall@thr=0.5: 0.7121, prec@thr=0.5: 0.7803, recall@top3: 0.8119, prec@top3: 0.6601, recall@top5: 0.9361, prec@top5: 0.4666, loss: 0.0411, grad_norm: 0.1326 2020-12-08 17:09:00,670 - mmaction - INFO - Epoch [7][1820/2305] lr: 1.500e-01, eta: 9:18:08, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0421, recall@thr=0.5: 0.7116, prec@thr=0.5: 0.7871, recall@top3: 0.8108, prec@top3: 0.6595, recall@top5: 0.9357, prec@top5: 0.4684, loss: 0.0421, grad_norm: 0.1405 2020-12-08 17:09:22,151 - mmaction - INFO - Epoch [7][1840/2305] lr: 1.500e-01, eta: 9:17:45, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0414, recall@thr=0.5: 0.7066, prec@thr=0.5: 0.7835, recall@top3: 0.8119, prec@top3: 0.6570, recall@top5: 0.9315, prec@top5: 0.4617, loss: 0.0414, grad_norm: 0.1286 2020-12-08 17:09:43,846 - mmaction - INFO - Epoch [7][1860/2305] lr: 1.500e-01, eta: 9:17:23, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0426, recall@thr=0.5: 0.7021, prec@thr=0.5: 0.7830, recall@top3: 0.8062, prec@top3: 0.6565, recall@top5: 0.9278, prec@top5: 0.4633, loss: 0.0426, grad_norm: 0.1326 2020-12-08 17:10:05,496 - mmaction - INFO - Epoch [7][1880/2305] lr: 1.500e-01, eta: 9:17:00, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0412, recall@thr=0.5: 0.6960, prec@thr=0.5: 0.7740, recall@top3: 0.8141, prec@top3: 0.6602, recall@top5: 0.9334, prec@top5: 0.4640, loss: 0.0412, grad_norm: 0.1305 2020-12-08 17:10:27,083 - mmaction - INFO - Epoch [7][1900/2305] lr: 1.500e-01, eta: 9:16:37, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0424, recall@thr=0.5: 0.7001, prec@thr=0.5: 0.7734, recall@top3: 0.8056, prec@top3: 0.6544, recall@top5: 0.9266, prec@top5: 0.4611, loss: 0.0424, grad_norm: 0.1380 2020-12-08 17:10:48,660 - mmaction - INFO - Epoch [7][1920/2305] lr: 1.500e-01, eta: 9:16:14, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0425, recall@thr=0.5: 0.7042, prec@thr=0.5: 0.7707, recall@top3: 0.8024, prec@top3: 0.6554, recall@top5: 0.9269, prec@top5: 0.4632, loss: 0.0425, grad_norm: 0.1352 2020-12-08 17:11:10,284 - mmaction - INFO - Epoch [7][1940/2305] lr: 1.500e-01, eta: 9:15:52, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0425, recall@thr=0.5: 0.6882, prec@thr=0.5: 0.7707, recall@top3: 0.8107, prec@top3: 0.6489, recall@top5: 0.9291, prec@top5: 0.4567, loss: 0.0425, grad_norm: 0.1373 2020-12-08 17:11:32,022 - mmaction - INFO - Epoch [7][1960/2305] lr: 1.500e-01, eta: 9:15:29, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0413, recall@thr=0.5: 0.7118, prec@thr=0.5: 0.7808, recall@top3: 0.8125, prec@top3: 0.6654, recall@top5: 0.9342, prec@top5: 0.4689, loss: 0.0413, grad_norm: 0.1293 2020-12-08 17:11:53,722 - mmaction - INFO - Epoch [7][1980/2305] lr: 1.500e-01, eta: 9:15:07, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0417, recall@thr=0.5: 0.7030, prec@thr=0.5: 0.7792, recall@top3: 0.8136, prec@top3: 0.6665, recall@top5: 0.9318, prec@top5: 0.4663, loss: 0.0417, grad_norm: 0.1335 2020-12-08 17:12:15,319 - mmaction - INFO - Epoch [7][2000/2305] lr: 1.500e-01, eta: 9:14:44, time: 1.081, data_time: 0.003, memory: 8593, loss_action_cls: 0.0419, recall@thr=0.5: 0.7018, prec@thr=0.5: 0.7752, recall@top3: 0.8069, prec@top3: 0.6575, recall@top5: 0.9277, prec@top5: 0.4634, loss: 0.0419, grad_norm: 0.1299 2020-12-08 17:12:36,915 - mmaction - INFO - Epoch [7][2020/2305] lr: 1.500e-01, eta: 9:14:21, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0413, recall@thr=0.5: 0.7165, prec@thr=0.5: 0.7919, recall@top3: 0.8157, prec@top3: 0.6680, recall@top5: 0.9348, prec@top5: 0.4715, loss: 0.0413, grad_norm: 0.1365 2020-12-08 17:12:58,500 - mmaction - INFO - Epoch [7][2040/2305] lr: 1.500e-01, eta: 9:13:58, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0420, recall@thr=0.5: 0.7034, prec@thr=0.5: 0.7796, recall@top3: 0.8134, prec@top3: 0.6548, recall@top5: 0.9354, prec@top5: 0.4631, loss: 0.0420, grad_norm: 0.1338 2020-12-08 17:13:20,014 - mmaction - INFO - Epoch [7][2060/2305] lr: 1.500e-01, eta: 9:13:35, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0412, recall@thr=0.5: 0.7023, prec@thr=0.5: 0.7846, recall@top3: 0.8137, prec@top3: 0.6496, recall@top5: 0.9313, prec@top5: 0.4549, loss: 0.0412, grad_norm: 0.1392 2020-12-08 17:13:41,743 - mmaction - INFO - Epoch [7][2080/2305] lr: 1.500e-01, eta: 9:13:13, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0418, recall@thr=0.5: 0.7091, prec@thr=0.5: 0.7734, recall@top3: 0.8052, prec@top3: 0.6612, recall@top5: 0.9322, prec@top5: 0.4707, loss: 0.0418, grad_norm: 0.1317 2020-12-08 17:14:03,279 - mmaction - INFO - Epoch [7][2100/2305] lr: 1.500e-01, eta: 9:12:50, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0415, recall@thr=0.5: 0.7030, prec@thr=0.5: 0.7822, recall@top3: 0.8090, prec@top3: 0.6467, recall@top5: 0.9302, prec@top5: 0.4577, loss: 0.0415, grad_norm: 0.1302 2020-12-08 17:14:24,933 - mmaction - INFO - Epoch [7][2120/2305] lr: 1.500e-01, eta: 9:12:28, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0417, recall@thr=0.5: 0.7075, prec@thr=0.5: 0.7870, recall@top3: 0.8158, prec@top3: 0.6633, recall@top5: 0.9331, prec@top5: 0.4639, loss: 0.0417, grad_norm: 0.1388 2020-12-08 17:14:46,574 - mmaction - INFO - Epoch [7][2140/2305] lr: 1.500e-01, eta: 9:12:05, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0428, recall@thr=0.5: 0.6921, prec@thr=0.5: 0.7795, recall@top3: 0.7977, prec@top3: 0.6542, recall@top5: 0.9252, prec@top5: 0.4655, loss: 0.0428, grad_norm: 0.1391 2020-12-08 17:15:08,192 - mmaction - INFO - Epoch [7][2160/2305] lr: 1.500e-01, eta: 9:11:42, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0407, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7895, recall@top3: 0.8115, prec@top3: 0.6627, recall@top5: 0.9341, prec@top5: 0.4689, loss: 0.0407, grad_norm: 0.1336 2020-12-08 17:15:29,866 - mmaction - INFO - Epoch [7][2180/2305] lr: 1.500e-01, eta: 9:11:20, time: 1.086, data_time: 0.003, memory: 8593, loss_action_cls: 0.0419, recall@thr=0.5: 0.7017, prec@thr=0.5: 0.7722, recall@top3: 0.8072, prec@top3: 0.6489, recall@top5: 0.9365, prec@top5: 0.4619, loss: 0.0419, grad_norm: 0.1306 2020-12-08 17:15:51,530 - mmaction - INFO - Epoch [7][2200/2305] lr: 1.500e-01, eta: 9:10:57, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0416, recall@thr=0.5: 0.7086, prec@thr=0.5: 0.7899, recall@top3: 0.8128, prec@top3: 0.6645, recall@top5: 0.9317, prec@top5: 0.4680, loss: 0.0416, grad_norm: 0.1286 2020-12-08 17:16:12,999 - mmaction - INFO - Epoch [7][2220/2305] lr: 1.500e-01, eta: 9:10:34, time: 1.075, data_time: 0.003, memory: 8593, loss_action_cls: 0.0438, recall@thr=0.5: 0.7028, prec@thr=0.5: 0.7718, recall@top3: 0.7979, prec@top3: 0.6513, recall@top5: 0.9207, prec@top5: 0.4620, loss: 0.0438, grad_norm: 0.1470 2020-12-08 17:16:34,701 - mmaction - INFO - Epoch [7][2240/2305] lr: 1.500e-01, eta: 9:10:11, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0420, recall@thr=0.5: 0.6855, prec@thr=0.5: 0.7788, recall@top3: 0.8008, prec@top3: 0.6537, recall@top5: 0.9277, prec@top5: 0.4670, loss: 0.0420, grad_norm: 0.1377 2020-12-08 17:16:56,305 - mmaction - INFO - Epoch [7][2260/2305] lr: 1.500e-01, eta: 9:09:49, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0426, recall@thr=0.5: 0.6956, prec@thr=0.5: 0.7779, recall@top3: 0.8009, prec@top3: 0.6502, recall@top5: 0.9268, prec@top5: 0.4608, loss: 0.0426, grad_norm: 0.1337 2020-12-08 17:17:18,012 - mmaction - INFO - Epoch [7][2280/2305] lr: 1.500e-01, eta: 9:09:26, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0407, recall@thr=0.5: 0.7172, prec@thr=0.5: 0.7903, recall@top3: 0.8234, prec@top3: 0.6668, recall@top5: 0.9361, prec@top5: 0.4661, loss: 0.0407, grad_norm: 0.1342 2020-12-08 17:17:39,475 - mmaction - INFO - Epoch [7][2300/2305] lr: 1.500e-01, eta: 9:09:03, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0418, recall@thr=0.5: 0.7126, prec@thr=0.5: 0.7801, recall@top3: 0.8116, prec@top3: 0.6576, recall@top5: 0.9299, prec@top5: 0.4628, loss: 0.0418, grad_norm: 0.1329 2020-12-08 17:17:47,388 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-12-08 17:26:49,288 - mmaction - INFO - Evaluating proposal ... 2020-12-08 17:27:56,041 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 17:27:56,042 - mmaction - INFO - Evaluating bbox ... 2020-12-08 17:36:08,406 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2484 2020-12-08 17:36:09,541 - mmaction - INFO - Epoch(val) [7][2305] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2484 2020-12-08 17:37:18,940 - mmaction - INFO - Epoch [8][20/2305] lr: 1.500e-01, eta: 9:09:54, time: 3.469, data_time: 2.405, memory: 8593, loss_action_cls: 0.0390, recall@thr=0.5: 0.7329, prec@thr=0.5: 0.8038, recall@top3: 0.8291, prec@top3: 0.6736, recall@top5: 0.9395, prec@top5: 0.4699, loss: 0.0390, grad_norm: 0.1218 2020-12-08 17:37:40,377 - mmaction - INFO - Epoch [8][40/2305] lr: 1.500e-01, eta: 9:09:30, time: 1.071, data_time: 0.004, memory: 8593, loss_action_cls: 0.0400, recall@thr=0.5: 0.7301, prec@thr=0.5: 0.8022, recall@top3: 0.8257, prec@top3: 0.6745, recall@top5: 0.9380, prec@top5: 0.4715, loss: 0.0400, grad_norm: 0.1359 2020-12-08 17:38:01,855 - mmaction - INFO - Epoch [8][60/2305] lr: 1.500e-01, eta: 9:09:07, time: 1.076, data_time: 0.003, memory: 8593, loss_action_cls: 0.0417, recall@thr=0.5: 0.7124, prec@thr=0.5: 0.7869, recall@top3: 0.8085, prec@top3: 0.6608, recall@top5: 0.9239, prec@top5: 0.4648, loss: 0.0417, grad_norm: 0.1390 2020-12-08 17:38:23,326 - mmaction - INFO - Epoch [8][80/2305] lr: 1.500e-01, eta: 9:08:44, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0411, recall@thr=0.5: 0.7031, prec@thr=0.5: 0.7820, recall@top3: 0.8148, prec@top3: 0.6537, recall@top5: 0.9327, prec@top5: 0.4603, loss: 0.0411, grad_norm: 0.1388 2020-12-08 17:38:44,845 - mmaction - INFO - Epoch [8][100/2305] lr: 1.500e-01, eta: 9:08:21, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0399, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.7902, recall@top3: 0.8255, prec@top3: 0.6609, recall@top5: 0.9385, prec@top5: 0.4637, loss: 0.0399, grad_norm: 0.1335 2020-12-08 17:39:06,473 - mmaction - INFO - Epoch [8][120/2305] lr: 1.500e-01, eta: 9:07:59, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0387, recall@thr=0.5: 0.7338, prec@thr=0.5: 0.8051, recall@top3: 0.8290, prec@top3: 0.6754, recall@top5: 0.9439, prec@top5: 0.4729, loss: 0.0387, grad_norm: 0.1334 2020-12-08 17:39:28,006 - mmaction - INFO - Epoch [8][140/2305] lr: 1.500e-01, eta: 9:07:36, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0410, recall@thr=0.5: 0.7125, prec@thr=0.5: 0.7920, recall@top3: 0.8142, prec@top3: 0.6596, recall@top5: 0.9292, prec@top5: 0.4636, loss: 0.0410, grad_norm: 0.1372 2020-12-08 17:39:49,588 - mmaction - INFO - Epoch [8][160/2305] lr: 1.500e-01, eta: 9:07:13, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0404, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7861, recall@top3: 0.8133, prec@top3: 0.6634, recall@top5: 0.9341, prec@top5: 0.4692, loss: 0.0404, grad_norm: 0.1301 2020-12-08 17:40:11,083 - mmaction - INFO - Epoch [8][180/2305] lr: 1.500e-01, eta: 9:06:50, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0411, recall@thr=0.5: 0.7020, prec@thr=0.5: 0.7910, recall@top3: 0.8156, prec@top3: 0.6516, recall@top5: 0.9324, prec@top5: 0.4580, loss: 0.0411, grad_norm: 0.1416 2020-12-08 17:40:32,724 - mmaction - INFO - Epoch [8][200/2305] lr: 1.500e-01, eta: 9:06:27, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0414, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.7840, recall@top3: 0.8160, prec@top3: 0.6603, recall@top5: 0.9302, prec@top5: 0.4629, loss: 0.0414, grad_norm: 0.1442 2020-12-08 17:40:54,306 - mmaction - INFO - Epoch [8][220/2305] lr: 1.500e-01, eta: 9:06:04, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0395, recall@thr=0.5: 0.7118, prec@thr=0.5: 0.7947, recall@top3: 0.8200, prec@top3: 0.6656, recall@top5: 0.9354, prec@top5: 0.4663, loss: 0.0395, grad_norm: 0.1403 2020-12-08 17:41:15,822 - mmaction - INFO - Epoch [8][240/2305] lr: 1.500e-01, eta: 9:05:41, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0400, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7965, recall@top3: 0.8196, prec@top3: 0.6703, recall@top5: 0.9365, prec@top5: 0.4711, loss: 0.0400, grad_norm: 0.1357 2020-12-08 17:41:37,347 - mmaction - INFO - Epoch [8][260/2305] lr: 1.500e-01, eta: 9:05:18, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0402, recall@thr=0.5: 0.7218, prec@thr=0.5: 0.7976, recall@top3: 0.8284, prec@top3: 0.6772, recall@top5: 0.9357, prec@top5: 0.4706, loss: 0.0402, grad_norm: 0.1294 2020-12-08 17:41:58,982 - mmaction - INFO - Epoch [8][280/2305] lr: 1.500e-01, eta: 9:04:55, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0399, recall@thr=0.5: 0.7218, prec@thr=0.5: 0.7961, recall@top3: 0.8252, prec@top3: 0.6644, recall@top5: 0.9339, prec@top5: 0.4626, loss: 0.0399, grad_norm: 0.1361 2020-12-08 17:42:20,537 - mmaction - INFO - Epoch [8][300/2305] lr: 1.500e-01, eta: 9:04:33, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0401, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7894, recall@top3: 0.8133, prec@top3: 0.6765, recall@top5: 0.9335, prec@top5: 0.4757, loss: 0.0401, grad_norm: 0.1368 2020-12-08 17:42:42,121 - mmaction - INFO - Epoch [8][320/2305] lr: 1.500e-01, eta: 9:04:10, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0389, recall@thr=0.5: 0.7272, prec@thr=0.5: 0.8006, recall@top3: 0.8262, prec@top3: 0.6649, recall@top5: 0.9362, prec@top5: 0.4644, loss: 0.0389, grad_norm: 0.1298 2020-12-08 17:43:03,718 - mmaction - INFO - Epoch [8][340/2305] lr: 1.500e-01, eta: 9:03:47, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0411, recall@thr=0.5: 0.7225, prec@thr=0.5: 0.7927, recall@top3: 0.8164, prec@top3: 0.6707, recall@top5: 0.9313, prec@top5: 0.4702, loss: 0.0411, grad_norm: 0.1374 2020-12-08 17:43:25,241 - mmaction - INFO - Epoch [8][360/2305] lr: 1.500e-01, eta: 9:03:24, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0405, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7888, recall@top3: 0.8185, prec@top3: 0.6642, recall@top5: 0.9337, prec@top5: 0.4644, loss: 0.0405, grad_norm: 0.1413 2020-12-08 17:43:46,811 - mmaction - INFO - Epoch [8][380/2305] lr: 1.500e-01, eta: 9:03:01, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0402, recall@thr=0.5: 0.7050, prec@thr=0.5: 0.7818, recall@top3: 0.8124, prec@top3: 0.6578, recall@top5: 0.9332, prec@top5: 0.4646, loss: 0.0402, grad_norm: 0.1385 2020-12-08 17:44:08,185 - mmaction - INFO - Epoch [8][400/2305] lr: 1.500e-01, eta: 9:02:38, time: 1.069, data_time: 0.001, memory: 8593, loss_action_cls: 0.0411, recall@thr=0.5: 0.7067, prec@thr=0.5: 0.7782, recall@top3: 0.8095, prec@top3: 0.6632, recall@top5: 0.9322, prec@top5: 0.4688, loss: 0.0411, grad_norm: 0.1421 2020-12-08 17:44:29,875 - mmaction - INFO - Epoch [8][420/2305] lr: 1.500e-01, eta: 9:02:15, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0408, recall@thr=0.5: 0.7088, prec@thr=0.5: 0.7847, recall@top3: 0.8111, prec@top3: 0.6578, recall@top5: 0.9248, prec@top5: 0.4612, loss: 0.0408, grad_norm: 0.1379 2020-12-08 17:44:51,390 - mmaction - INFO - Epoch [8][440/2305] lr: 1.500e-01, eta: 9:01:52, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0420, recall@thr=0.5: 0.7034, prec@thr=0.5: 0.7767, recall@top3: 0.8075, prec@top3: 0.6517, recall@top5: 0.9275, prec@top5: 0.4588, loss: 0.0420, grad_norm: 0.1480 2020-12-08 17:45:12,884 - mmaction - INFO - Epoch [8][460/2305] lr: 1.500e-01, eta: 9:01:29, time: 1.075, data_time: 0.002, memory: 8593, loss_action_cls: 0.0408, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7807, recall@top3: 0.8110, prec@top3: 0.6642, recall@top5: 0.9338, prec@top5: 0.4679, loss: 0.0408, grad_norm: 0.1362 2020-12-08 17:45:34,575 - mmaction - INFO - Epoch [8][480/2305] lr: 1.500e-01, eta: 9:01:07, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0425, recall@thr=0.5: 0.7111, prec@thr=0.5: 0.7792, recall@top3: 0.8089, prec@top3: 0.6634, recall@top5: 0.9289, prec@top5: 0.4688, loss: 0.0425, grad_norm: 0.1405 2020-12-08 17:45:56,176 - mmaction - INFO - Epoch [8][500/2305] lr: 1.500e-01, eta: 9:00:44, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0398, recall@thr=0.5: 0.7166, prec@thr=0.5: 0.7899, recall@top3: 0.8221, prec@top3: 0.6674, recall@top5: 0.9353, prec@top5: 0.4678, loss: 0.0398, grad_norm: 0.1348 2020-12-08 17:46:17,670 - mmaction - INFO - Epoch [8][520/2305] lr: 1.500e-01, eta: 9:00:21, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0406, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.7905, recall@top3: 0.8156, prec@top3: 0.6723, recall@top5: 0.9357, prec@top5: 0.4730, loss: 0.0406, grad_norm: 0.1378 2020-12-08 17:46:39,305 - mmaction - INFO - Epoch [8][540/2305] lr: 1.500e-01, eta: 8:59:58, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0425, recall@thr=0.5: 0.7064, prec@thr=0.5: 0.7746, recall@top3: 0.8075, prec@top3: 0.6579, recall@top5: 0.9359, prec@top5: 0.4681, loss: 0.0425, grad_norm: 0.1415 2020-12-08 17:47:00,888 - mmaction - INFO - Epoch [8][560/2305] lr: 1.500e-01, eta: 8:59:36, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0397, recall@thr=0.5: 0.7074, prec@thr=0.5: 0.7924, recall@top3: 0.8184, prec@top3: 0.6508, recall@top5: 0.9328, prec@top5: 0.4571, loss: 0.0397, grad_norm: 0.1380 2020-12-08 17:47:22,501 - mmaction - INFO - Epoch [8][580/2305] lr: 1.500e-01, eta: 8:59:13, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0408, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7850, recall@top3: 0.8180, prec@top3: 0.6624, recall@top5: 0.9348, prec@top5: 0.4666, loss: 0.0408, grad_norm: 0.1417 2020-12-08 17:47:44,068 - mmaction - INFO - Epoch [8][600/2305] lr: 1.500e-01, eta: 8:58:50, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0385, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.7969, recall@top3: 0.8269, prec@top3: 0.6655, recall@top5: 0.9404, prec@top5: 0.4652, loss: 0.0385, grad_norm: 0.1353 2020-12-08 17:48:05,741 - mmaction - INFO - Epoch [8][620/2305] lr: 1.500e-01, eta: 8:58:27, time: 1.085, data_time: 0.003, memory: 8593, loss_action_cls: 0.0391, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7941, recall@top3: 0.8266, prec@top3: 0.6626, recall@top5: 0.9407, prec@top5: 0.4638, loss: 0.0391, grad_norm: 0.1300 2020-12-08 17:48:27,434 - mmaction - INFO - Epoch [8][640/2305] lr: 1.500e-01, eta: 8:58:05, time: 1.086, data_time: 0.002, memory: 8593, loss_action_cls: 0.0407, recall@thr=0.5: 0.7128, prec@thr=0.5: 0.7859, recall@top3: 0.8141, prec@top3: 0.6628, recall@top5: 0.9348, prec@top5: 0.4672, loss: 0.0407, grad_norm: 0.1422 2020-12-08 17:48:48,956 - mmaction - INFO - Epoch [8][660/2305] lr: 1.500e-01, eta: 8:57:42, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0421, recall@thr=0.5: 0.7123, prec@thr=0.5: 0.7819, recall@top3: 0.8124, prec@top3: 0.6684, recall@top5: 0.9286, prec@top5: 0.4688, loss: 0.0421, grad_norm: 0.1329 2020-12-08 17:49:10,667 - mmaction - INFO - Epoch [8][680/2305] lr: 1.500e-01, eta: 8:57:19, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0401, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7942, recall@top3: 0.8173, prec@top3: 0.6651, recall@top5: 0.9318, prec@top5: 0.4658, loss: 0.0401, grad_norm: 0.1328 2020-12-08 17:49:32,197 - mmaction - INFO - Epoch [8][700/2305] lr: 1.500e-01, eta: 8:56:57, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0409, recall@thr=0.5: 0.7056, prec@thr=0.5: 0.7883, recall@top3: 0.8159, prec@top3: 0.6577, recall@top5: 0.9331, prec@top5: 0.4620, loss: 0.0409, grad_norm: 0.1372 2020-12-08 17:49:53,803 - mmaction - INFO - Epoch [8][720/2305] lr: 1.500e-01, eta: 8:56:34, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0415, recall@thr=0.5: 0.7028, prec@thr=0.5: 0.7870, recall@top3: 0.8102, prec@top3: 0.6540, recall@top5: 0.9264, prec@top5: 0.4595, loss: 0.0415, grad_norm: 0.1395 2020-12-08 17:50:15,463 - mmaction - INFO - Epoch [8][740/2305] lr: 1.500e-01, eta: 8:56:11, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0424, recall@thr=0.5: 0.6908, prec@thr=0.5: 0.7753, recall@top3: 0.7977, prec@top3: 0.6542, recall@top5: 0.9226, prec@top5: 0.4651, loss: 0.0424, grad_norm: 0.1442 2020-12-08 17:50:37,059 - mmaction - INFO - Epoch [8][760/2305] lr: 1.500e-01, eta: 8:55:48, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0415, recall@thr=0.5: 0.7168, prec@thr=0.5: 0.7845, recall@top3: 0.8150, prec@top3: 0.6561, recall@top5: 0.9308, prec@top5: 0.4609, loss: 0.0415, grad_norm: 0.1436 2020-12-08 17:50:58,842 - mmaction - INFO - Epoch [8][780/2305] lr: 1.500e-01, eta: 8:55:26, time: 1.089, data_time: 0.001, memory: 8593, loss_action_cls: 0.0415, recall@thr=0.5: 0.7070, prec@thr=0.5: 0.7797, recall@top3: 0.8128, prec@top3: 0.6653, recall@top5: 0.9322, prec@top5: 0.4681, loss: 0.0415, grad_norm: 0.1374 2020-12-08 17:51:20,359 - mmaction - INFO - Epoch [8][800/2305] lr: 1.500e-01, eta: 8:55:03, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0418, recall@thr=0.5: 0.7045, prec@thr=0.5: 0.7785, recall@top3: 0.8068, prec@top3: 0.6572, recall@top5: 0.9298, prec@top5: 0.4650, loss: 0.0418, grad_norm: 0.1422 2020-12-08 17:51:41,918 - mmaction - INFO - Epoch [8][820/2305] lr: 1.500e-01, eta: 8:54:40, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0406, recall@thr=0.5: 0.7069, prec@thr=0.5: 0.7832, recall@top3: 0.8148, prec@top3: 0.6595, recall@top5: 0.9300, prec@top5: 0.4630, loss: 0.0406, grad_norm: 0.1408 2020-12-08 17:52:03,497 - mmaction - INFO - Epoch [8][840/2305] lr: 1.500e-01, eta: 8:54:18, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0405, recall@thr=0.5: 0.7103, prec@thr=0.5: 0.7893, recall@top3: 0.8157, prec@top3: 0.6668, recall@top5: 0.9340, prec@top5: 0.4681, loss: 0.0405, grad_norm: 0.1354 2020-12-08 17:52:25,092 - mmaction - INFO - Epoch [8][860/2305] lr: 1.500e-01, eta: 8:53:55, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0398, recall@thr=0.5: 0.7174, prec@thr=0.5: 0.7859, recall@top3: 0.8193, prec@top3: 0.6627, recall@top5: 0.9365, prec@top5: 0.4658, loss: 0.0398, grad_norm: 0.1357 2020-12-08 17:52:46,753 - mmaction - INFO - Epoch [8][880/2305] lr: 1.500e-01, eta: 8:53:32, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0404, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.7811, recall@top3: 0.8136, prec@top3: 0.6599, recall@top5: 0.9339, prec@top5: 0.4642, loss: 0.0404, grad_norm: 0.1354 2020-12-08 17:53:08,373 - mmaction - INFO - Epoch [8][900/2305] lr: 1.500e-01, eta: 8:53:10, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0411, recall@thr=0.5: 0.7069, prec@thr=0.5: 0.7820, recall@top3: 0.8122, prec@top3: 0.6572, recall@top5: 0.9276, prec@top5: 0.4614, loss: 0.0411, grad_norm: 0.1345 2020-12-08 17:53:30,056 - mmaction - INFO - Epoch [8][920/2305] lr: 1.500e-01, eta: 8:52:47, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0410, recall@thr=0.5: 0.7120, prec@thr=0.5: 0.7772, recall@top3: 0.8138, prec@top3: 0.6544, recall@top5: 0.9342, prec@top5: 0.4610, loss: 0.0410, grad_norm: 0.1449 2020-12-08 17:53:51,805 - mmaction - INFO - Epoch [8][940/2305] lr: 1.500e-01, eta: 8:52:24, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0407, recall@thr=0.5: 0.7099, prec@thr=0.5: 0.7897, recall@top3: 0.8123, prec@top3: 0.6641, recall@top5: 0.9366, prec@top5: 0.4718, loss: 0.0407, grad_norm: 0.1449 2020-12-08 17:54:13,367 - mmaction - INFO - Epoch [8][960/2305] lr: 1.500e-01, eta: 8:52:02, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0406, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.7886, recall@top3: 0.8128, prec@top3: 0.6609, recall@top5: 0.9319, prec@top5: 0.4662, loss: 0.0406, grad_norm: 0.1292 2020-12-08 17:54:35,128 - mmaction - INFO - Epoch [8][980/2305] lr: 1.500e-01, eta: 8:51:39, time: 1.088, data_time: 0.001, memory: 8593, loss_action_cls: 0.0402, recall@thr=0.5: 0.7053, prec@thr=0.5: 0.7897, recall@top3: 0.8161, prec@top3: 0.6555, recall@top5: 0.9347, prec@top5: 0.4611, loss: 0.0402, grad_norm: 0.1333 2020-12-08 17:54:56,937 - mmaction - INFO - Epoch [8][1000/2305] lr: 1.500e-01, eta: 8:51:17, time: 1.090, data_time: 0.001, memory: 8593, loss_action_cls: 0.0409, recall@thr=0.5: 0.7182, prec@thr=0.5: 0.7889, recall@top3: 0.8164, prec@top3: 0.6649, recall@top5: 0.9325, prec@top5: 0.4658, loss: 0.0409, grad_norm: 0.1398 2020-12-08 17:55:18,504 - mmaction - INFO - Epoch [8][1020/2305] lr: 1.500e-01, eta: 8:50:54, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0408, recall@thr=0.5: 0.7107, prec@thr=0.5: 0.7901, recall@top3: 0.8171, prec@top3: 0.6597, recall@top5: 0.9338, prec@top5: 0.4640, loss: 0.0408, grad_norm: 0.1291 2020-12-08 17:55:40,132 - mmaction - INFO - Epoch [8][1040/2305] lr: 1.500e-01, eta: 8:50:32, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0404, recall@thr=0.5: 0.7208, prec@thr=0.5: 0.7926, recall@top3: 0.8159, prec@top3: 0.6636, recall@top5: 0.9371, prec@top5: 0.4676, loss: 0.0404, grad_norm: 0.1323 2020-12-08 17:56:01,744 - mmaction - INFO - Epoch [8][1060/2305] lr: 1.500e-01, eta: 8:50:09, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0397, recall@thr=0.5: 0.7270, prec@thr=0.5: 0.7893, recall@top3: 0.8247, prec@top3: 0.6694, recall@top5: 0.9365, prec@top5: 0.4670, loss: 0.0397, grad_norm: 0.1364 2020-12-08 17:56:23,355 - mmaction - INFO - Epoch [8][1080/2305] lr: 1.500e-01, eta: 8:49:46, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0403, recall@thr=0.5: 0.7092, prec@thr=0.5: 0.7889, recall@top3: 0.8115, prec@top3: 0.6542, recall@top5: 0.9346, prec@top5: 0.4630, loss: 0.0403, grad_norm: 0.1399 2020-12-08 17:56:44,974 - mmaction - INFO - Epoch [8][1100/2305] lr: 1.500e-01, eta: 8:49:23, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0407, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7787, recall@top3: 0.8146, prec@top3: 0.6730, recall@top5: 0.9332, prec@top5: 0.4723, loss: 0.0407, grad_norm: 0.1368 2020-12-08 17:57:06,549 - mmaction - INFO - Epoch [8][1120/2305] lr: 1.500e-01, eta: 8:49:01, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0409, recall@thr=0.5: 0.7052, prec@thr=0.5: 0.7844, recall@top3: 0.8122, prec@top3: 0.6572, recall@top5: 0.9326, prec@top5: 0.4641, loss: 0.0409, grad_norm: 0.1326 2020-12-08 17:57:28,034 - mmaction - INFO - Epoch [8][1140/2305] lr: 1.500e-01, eta: 8:48:38, time: 1.074, data_time: 0.002, memory: 8593, loss_action_cls: 0.0401, recall@thr=0.5: 0.7109, prec@thr=0.5: 0.7855, recall@top3: 0.8178, prec@top3: 0.6535, recall@top5: 0.9314, prec@top5: 0.4573, loss: 0.0401, grad_norm: 0.1403 2020-12-08 17:57:49,606 - mmaction - INFO - Epoch [8][1160/2305] lr: 1.500e-01, eta: 8:48:15, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0417, recall@thr=0.5: 0.7035, prec@thr=0.5: 0.7779, recall@top3: 0.8128, prec@top3: 0.6623, recall@top5: 0.9303, prec@top5: 0.4652, loss: 0.0417, grad_norm: 0.1408 2020-12-08 17:58:11,288 - mmaction - INFO - Epoch [8][1180/2305] lr: 1.500e-01, eta: 8:47:53, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0410, recall@thr=0.5: 0.7037, prec@thr=0.5: 0.7790, recall@top3: 0.8096, prec@top3: 0.6541, recall@top5: 0.9346, prec@top5: 0.4630, loss: 0.0410, grad_norm: 0.1410 2020-12-08 17:58:32,866 - mmaction - INFO - Epoch [8][1200/2305] lr: 1.500e-01, eta: 8:47:30, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0416, recall@thr=0.5: 0.7080, prec@thr=0.5: 0.7790, recall@top3: 0.8142, prec@top3: 0.6631, recall@top5: 0.9313, prec@top5: 0.4645, loss: 0.0416, grad_norm: 0.1415 2020-12-08 17:58:54,447 - mmaction - INFO - Epoch [8][1220/2305] lr: 1.500e-01, eta: 8:47:07, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0414, recall@thr=0.5: 0.6935, prec@thr=0.5: 0.7791, recall@top3: 0.8042, prec@top3: 0.6492, recall@top5: 0.9287, prec@top5: 0.4612, loss: 0.0414, grad_norm: 0.1361 2020-12-08 17:59:16,003 - mmaction - INFO - Epoch [8][1240/2305] lr: 1.500e-01, eta: 8:46:44, time: 1.079, data_time: 0.003, memory: 8593, loss_action_cls: 0.0397, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7922, recall@top3: 0.8157, prec@top3: 0.6621, recall@top5: 0.9353, prec@top5: 0.4668, loss: 0.0397, grad_norm: 0.1361 2020-12-08 17:59:37,487 - mmaction - INFO - Epoch [8][1260/2305] lr: 1.500e-01, eta: 8:46:22, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0386, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.7907, recall@top3: 0.8257, prec@top3: 0.6642, recall@top5: 0.9421, prec@top5: 0.4662, loss: 0.0386, grad_norm: 0.1392 2020-12-08 17:59:59,083 - mmaction - INFO - Epoch [8][1280/2305] lr: 1.500e-01, eta: 8:45:59, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0406, recall@thr=0.5: 0.7011, prec@thr=0.5: 0.7885, recall@top3: 0.8182, prec@top3: 0.6588, recall@top5: 0.9343, prec@top5: 0.4613, loss: 0.0406, grad_norm: 0.1432 2020-12-08 18:00:20,923 - mmaction - INFO - Epoch [8][1300/2305] lr: 1.500e-01, eta: 8:45:37, time: 1.091, data_time: 0.001, memory: 8593, loss_action_cls: 0.0411, recall@thr=0.5: 0.7120, prec@thr=0.5: 0.7849, recall@top3: 0.8102, prec@top3: 0.6659, recall@top5: 0.9349, prec@top5: 0.4704, loss: 0.0411, grad_norm: 0.1330 2020-12-08 18:00:42,724 - mmaction - INFO - Epoch [8][1320/2305] lr: 1.500e-01, eta: 8:45:14, time: 1.091, data_time: 0.002, memory: 8593, loss_action_cls: 0.0401, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7904, recall@top3: 0.8156, prec@top3: 0.6643, recall@top5: 0.9327, prec@top5: 0.4668, loss: 0.0401, grad_norm: 0.1360 2020-12-08 18:01:04,433 - mmaction - INFO - Epoch [8][1340/2305] lr: 1.500e-01, eta: 8:44:52, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0399, recall@thr=0.5: 0.7187, prec@thr=0.5: 0.7923, recall@top3: 0.8189, prec@top3: 0.6685, recall@top5: 0.9375, prec@top5: 0.4688, loss: 0.0399, grad_norm: 0.1383 2020-12-08 18:01:26,015 - mmaction - INFO - Epoch [8][1360/2305] lr: 1.500e-01, eta: 8:44:29, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0397, recall@thr=0.5: 0.7214, prec@thr=0.5: 0.7932, recall@top3: 0.8180, prec@top3: 0.6630, recall@top5: 0.9341, prec@top5: 0.4653, loss: 0.0397, grad_norm: 0.1291 2020-12-08 18:01:47,790 - mmaction - INFO - Epoch [8][1380/2305] lr: 1.500e-01, eta: 8:44:07, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0407, recall@thr=0.5: 0.7094, prec@thr=0.5: 0.7855, recall@top3: 0.8158, prec@top3: 0.6658, recall@top5: 0.9333, prec@top5: 0.4678, loss: 0.0407, grad_norm: 0.1396 2020-12-08 18:02:09,397 - mmaction - INFO - Epoch [8][1400/2305] lr: 1.500e-01, eta: 8:43:44, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0398, recall@thr=0.5: 0.7115, prec@thr=0.5: 0.7828, recall@top3: 0.8245, prec@top3: 0.6610, recall@top5: 0.9362, prec@top5: 0.4620, loss: 0.0398, grad_norm: 0.1387 2020-12-08 18:02:31,477 - mmaction - INFO - Epoch [8][1420/2305] lr: 1.500e-01, eta: 8:43:22, time: 1.104, data_time: 0.001, memory: 8593, loss_action_cls: 0.0403, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7848, recall@top3: 0.8155, prec@top3: 0.6587, recall@top5: 0.9318, prec@top5: 0.4629, loss: 0.0403, grad_norm: 0.1435 2020-12-08 18:02:53,107 - mmaction - INFO - Epoch [8][1440/2305] lr: 1.500e-01, eta: 8:43:00, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0401, recall@thr=0.5: 0.7059, prec@thr=0.5: 0.7859, recall@top3: 0.8099, prec@top3: 0.6577, recall@top5: 0.9295, prec@top5: 0.4648, loss: 0.0401, grad_norm: 0.1420 2020-12-08 18:03:14,723 - mmaction - INFO - Epoch [8][1460/2305] lr: 1.500e-01, eta: 8:42:37, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0404, recall@thr=0.5: 0.7123, prec@thr=0.5: 0.7929, recall@top3: 0.8193, prec@top3: 0.6661, recall@top5: 0.9381, prec@top5: 0.4677, loss: 0.0404, grad_norm: 0.1312 2020-12-08 18:03:36,280 - mmaction - INFO - Epoch [8][1480/2305] lr: 1.500e-01, eta: 8:42:14, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0394, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7889, recall@top3: 0.8245, prec@top3: 0.6642, recall@top5: 0.9365, prec@top5: 0.4634, loss: 0.0394, grad_norm: 0.1335 2020-12-08 18:03:57,949 - mmaction - INFO - Epoch [8][1500/2305] lr: 1.500e-01, eta: 8:41:52, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0407, recall@thr=0.5: 0.7123, prec@thr=0.5: 0.7817, recall@top3: 0.8071, prec@top3: 0.6574, recall@top5: 0.9318, prec@top5: 0.4660, loss: 0.0407, grad_norm: 0.1422 2020-12-08 18:04:19,521 - mmaction - INFO - Epoch [8][1520/2305] lr: 1.500e-01, eta: 8:41:29, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0413, recall@thr=0.5: 0.7050, prec@thr=0.5: 0.7885, recall@top3: 0.8074, prec@top3: 0.6585, recall@top5: 0.9306, prec@top5: 0.4675, loss: 0.0413, grad_norm: 0.1510 2020-12-08 18:04:41,270 - mmaction - INFO - Epoch [8][1540/2305] lr: 1.500e-01, eta: 8:41:07, time: 1.086, data_time: 0.002, memory: 8593, loss_action_cls: 0.0401, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7861, recall@top3: 0.8114, prec@top3: 0.6556, recall@top5: 0.9297, prec@top5: 0.4619, loss: 0.0401, grad_norm: 0.1319 2020-12-08 18:05:02,963 - mmaction - INFO - Epoch [8][1560/2305] lr: 1.500e-01, eta: 8:40:44, time: 1.085, data_time: 0.003, memory: 8593, loss_action_cls: 0.0399, recall@thr=0.5: 0.7036, prec@thr=0.5: 0.7814, recall@top3: 0.8170, prec@top3: 0.6519, recall@top5: 0.9304, prec@top5: 0.4574, loss: 0.0399, grad_norm: 0.1367 2020-12-08 18:05:24,637 - mmaction - INFO - Epoch [8][1580/2305] lr: 1.500e-01, eta: 8:40:22, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0400, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.7934, recall@top3: 0.8202, prec@top3: 0.6559, recall@top5: 0.9374, prec@top5: 0.4615, loss: 0.0400, grad_norm: 0.1423 2020-12-08 18:05:46,359 - mmaction - INFO - Epoch [8][1600/2305] lr: 1.500e-01, eta: 8:39:59, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0414, recall@thr=0.5: 0.7119, prec@thr=0.5: 0.7770, recall@top3: 0.8132, prec@top3: 0.6597, recall@top5: 0.9295, prec@top5: 0.4623, loss: 0.0414, grad_norm: 0.1364 2020-12-08 18:06:08,165 - mmaction - INFO - Epoch [8][1620/2305] lr: 1.500e-01, eta: 8:39:37, time: 1.089, data_time: 0.001, memory: 8593, loss_action_cls: 0.0392, recall@thr=0.5: 0.7153, prec@thr=0.5: 0.7931, recall@top3: 0.8135, prec@top3: 0.6706, recall@top5: 0.9383, prec@top5: 0.4739, loss: 0.0392, grad_norm: 0.1402 2020-12-08 18:06:29,815 - mmaction - INFO - Epoch [8][1640/2305] lr: 1.500e-01, eta: 8:39:14, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0388, recall@thr=0.5: 0.7334, prec@thr=0.5: 0.7943, recall@top3: 0.8297, prec@top3: 0.6686, recall@top5: 0.9432, prec@top5: 0.4688, loss: 0.0388, grad_norm: 0.1424 2020-12-08 18:06:51,387 - mmaction - INFO - Epoch [8][1660/2305] lr: 1.500e-01, eta: 8:38:52, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0405, recall@thr=0.5: 0.6982, prec@thr=0.5: 0.7910, recall@top3: 0.8182, prec@top3: 0.6608, recall@top5: 0.9330, prec@top5: 0.4620, loss: 0.0405, grad_norm: 0.1362 2020-12-08 18:07:13,088 - mmaction - INFO - Epoch [8][1680/2305] lr: 1.500e-01, eta: 8:38:29, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0397, recall@thr=0.5: 0.7186, prec@thr=0.5: 0.7898, recall@top3: 0.8123, prec@top3: 0.6705, recall@top5: 0.9336, prec@top5: 0.4746, loss: 0.0397, grad_norm: 0.1373 2020-12-08 18:07:34,666 - mmaction - INFO - Epoch [8][1700/2305] lr: 1.500e-01, eta: 8:38:06, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0415, recall@thr=0.5: 0.7025, prec@thr=0.5: 0.7792, recall@top3: 0.8027, prec@top3: 0.6608, recall@top5: 0.9269, prec@top5: 0.4690, loss: 0.0415, grad_norm: 0.1428 2020-12-08 18:07:56,189 - mmaction - INFO - Epoch [8][1720/2305] lr: 1.500e-01, eta: 8:37:44, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0393, recall@thr=0.5: 0.7125, prec@thr=0.5: 0.7905, recall@top3: 0.8274, prec@top3: 0.6722, recall@top5: 0.9404, prec@top5: 0.4683, loss: 0.0393, grad_norm: 0.1421 2020-12-08 18:08:17,696 - mmaction - INFO - Epoch [8][1740/2305] lr: 1.500e-01, eta: 8:37:21, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0405, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7816, recall@top3: 0.8107, prec@top3: 0.6595, recall@top5: 0.9336, prec@top5: 0.4674, loss: 0.0405, grad_norm: 0.1382 2020-12-08 18:08:39,263 - mmaction - INFO - Epoch [8][1760/2305] lr: 1.500e-01, eta: 8:36:58, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0404, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7909, recall@top3: 0.8156, prec@top3: 0.6639, recall@top5: 0.9361, prec@top5: 0.4690, loss: 0.0404, grad_norm: 0.1321 2020-12-08 18:09:00,933 - mmaction - INFO - Epoch [8][1780/2305] lr: 1.500e-01, eta: 8:36:36, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0407, recall@thr=0.5: 0.7135, prec@thr=0.5: 0.7808, recall@top3: 0.8112, prec@top3: 0.6666, recall@top5: 0.9333, prec@top5: 0.4688, loss: 0.0407, grad_norm: 0.1381 2020-12-08 18:09:22,658 - mmaction - INFO - Epoch [8][1800/2305] lr: 1.500e-01, eta: 8:36:13, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0395, recall@thr=0.5: 0.7125, prec@thr=0.5: 0.7838, recall@top3: 0.8194, prec@top3: 0.6607, recall@top5: 0.9335, prec@top5: 0.4628, loss: 0.0395, grad_norm: 0.1400 2020-12-08 18:09:44,361 - mmaction - INFO - Epoch [8][1820/2305] lr: 1.500e-01, eta: 8:35:51, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0400, recall@thr=0.5: 0.7085, prec@thr=0.5: 0.7890, recall@top3: 0.8172, prec@top3: 0.6568, recall@top5: 0.9348, prec@top5: 0.4608, loss: 0.0400, grad_norm: 0.1342 2020-12-08 18:10:05,977 - mmaction - INFO - Epoch [8][1840/2305] lr: 1.500e-01, eta: 8:35:28, time: 1.082, data_time: 0.003, memory: 8593, loss_action_cls: 0.0400, recall@thr=0.5: 0.7128, prec@thr=0.5: 0.7899, recall@top3: 0.8197, prec@top3: 0.6663, recall@top5: 0.9343, prec@top5: 0.4666, loss: 0.0400, grad_norm: 0.1396 2020-12-08 18:10:27,632 - mmaction - INFO - Epoch [8][1860/2305] lr: 1.500e-01, eta: 8:35:06, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0408, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7907, recall@top3: 0.8152, prec@top3: 0.6625, recall@top5: 0.9358, prec@top5: 0.4663, loss: 0.0408, grad_norm: 0.1372 2020-12-08 18:10:49,213 - mmaction - INFO - Epoch [8][1880/2305] lr: 1.500e-01, eta: 8:34:43, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0391, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7962, recall@top3: 0.8216, prec@top3: 0.6612, recall@top5: 0.9350, prec@top5: 0.4643, loss: 0.0391, grad_norm: 0.1321 2020-12-08 18:11:10,839 - mmaction - INFO - Epoch [8][1900/2305] lr: 1.500e-01, eta: 8:34:21, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0391, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7835, recall@top3: 0.8232, prec@top3: 0.6605, recall@top5: 0.9347, prec@top5: 0.4624, loss: 0.0391, grad_norm: 0.1371 2020-12-08 18:11:32,454 - mmaction - INFO - Epoch [8][1920/2305] lr: 1.500e-01, eta: 8:33:58, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0396, recall@thr=0.5: 0.7174, prec@thr=0.5: 0.7928, recall@top3: 0.8168, prec@top3: 0.6616, recall@top5: 0.9355, prec@top5: 0.4666, loss: 0.0396, grad_norm: 0.1445 2020-12-08 18:11:54,156 - mmaction - INFO - Epoch [8][1940/2305] lr: 1.500e-01, eta: 8:33:36, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0403, recall@thr=0.5: 0.7096, prec@thr=0.5: 0.7876, recall@top3: 0.8080, prec@top3: 0.6593, recall@top5: 0.9322, prec@top5: 0.4680, loss: 0.0403, grad_norm: 0.1313 2020-12-08 18:12:15,849 - mmaction - INFO - Epoch [8][1960/2305] lr: 1.500e-01, eta: 8:33:13, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0389, recall@thr=0.5: 0.7250, prec@thr=0.5: 0.7984, recall@top3: 0.8212, prec@top3: 0.6681, recall@top5: 0.9349, prec@top5: 0.4679, loss: 0.0389, grad_norm: 0.1387 2020-12-08 18:12:37,488 - mmaction - INFO - Epoch [8][1980/2305] lr: 1.500e-01, eta: 8:32:51, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0394, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7865, recall@top3: 0.8149, prec@top3: 0.6547, recall@top5: 0.9347, prec@top5: 0.4608, loss: 0.0394, grad_norm: 0.1422 2020-12-08 18:12:59,259 - mmaction - INFO - Epoch [8][2000/2305] lr: 1.500e-01, eta: 8:32:28, time: 1.091, data_time: 0.003, memory: 8593, loss_action_cls: 0.0413, recall@thr=0.5: 0.7124, prec@thr=0.5: 0.7838, recall@top3: 0.8098, prec@top3: 0.6676, recall@top5: 0.9260, prec@top5: 0.4688, loss: 0.0413, grad_norm: 0.1344 2020-12-08 18:13:21,056 - mmaction - INFO - Epoch [8][2020/2305] lr: 1.500e-01, eta: 8:32:06, time: 1.088, data_time: 0.001, memory: 8593, loss_action_cls: 0.0420, recall@thr=0.5: 0.7062, prec@thr=0.5: 0.7773, recall@top3: 0.8050, prec@top3: 0.6664, recall@top5: 0.9261, prec@top5: 0.4715, loss: 0.0420, grad_norm: 0.1342 2020-12-08 18:13:42,676 - mmaction - INFO - Epoch [8][2040/2305] lr: 1.500e-01, eta: 8:31:43, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0408, recall@thr=0.5: 0.7022, prec@thr=0.5: 0.7736, recall@top3: 0.8063, prec@top3: 0.6580, recall@top5: 0.9305, prec@top5: 0.4659, loss: 0.0408, grad_norm: 0.1312 2020-12-08 18:14:04,319 - mmaction - INFO - Epoch [8][2060/2305] lr: 1.500e-01, eta: 8:31:21, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0402, recall@thr=0.5: 0.7089, prec@thr=0.5: 0.7882, recall@top3: 0.8153, prec@top3: 0.6601, recall@top5: 0.9328, prec@top5: 0.4641, loss: 0.0402, grad_norm: 0.1390 2020-12-08 18:14:26,060 - mmaction - INFO - Epoch [8][2080/2305] lr: 1.500e-01, eta: 8:30:58, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0402, recall@thr=0.5: 0.7161, prec@thr=0.5: 0.7824, recall@top3: 0.8172, prec@top3: 0.6729, recall@top5: 0.9332, prec@top5: 0.4698, loss: 0.0402, grad_norm: 0.1338 2020-12-08 18:14:47,760 - mmaction - INFO - Epoch [8][2100/2305] lr: 1.500e-01, eta: 8:30:36, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0399, recall@thr=0.5: 0.7103, prec@thr=0.5: 0.7915, recall@top3: 0.8177, prec@top3: 0.6604, recall@top5: 0.9330, prec@top5: 0.4624, loss: 0.0399, grad_norm: 0.1332 2020-12-08 18:15:09,470 - mmaction - INFO - Epoch [8][2120/2305] lr: 1.500e-01, eta: 8:30:14, time: 1.087, data_time: 0.002, memory: 8593, loss_action_cls: 0.0406, recall@thr=0.5: 0.7196, prec@thr=0.5: 0.7847, recall@top3: 0.8210, prec@top3: 0.6595, recall@top5: 0.9362, prec@top5: 0.4629, loss: 0.0406, grad_norm: 0.1317 2020-12-08 18:15:31,217 - mmaction - INFO - Epoch [8][2140/2305] lr: 1.500e-01, eta: 8:29:51, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0394, recall@thr=0.5: 0.7075, prec@thr=0.5: 0.7788, recall@top3: 0.8139, prec@top3: 0.6555, recall@top5: 0.9359, prec@top5: 0.4622, loss: 0.0394, grad_norm: 0.1418 2020-12-08 18:15:52,974 - mmaction - INFO - Epoch [8][2160/2305] lr: 1.500e-01, eta: 8:29:29, time: 1.088, data_time: 0.001, memory: 8593, loss_action_cls: 0.0416, recall@thr=0.5: 0.6981, prec@thr=0.5: 0.7744, recall@top3: 0.8119, prec@top3: 0.6460, recall@top5: 0.9282, prec@top5: 0.4544, loss: 0.0416, grad_norm: 0.1446 2020-12-08 18:16:14,653 - mmaction - INFO - Epoch [8][2180/2305] lr: 1.500e-01, eta: 8:29:06, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0386, recall@thr=0.5: 0.7138, prec@thr=0.5: 0.7939, recall@top3: 0.8236, prec@top3: 0.6613, recall@top5: 0.9406, prec@top5: 0.4627, loss: 0.0386, grad_norm: 0.1390 2020-12-08 18:16:36,379 - mmaction - INFO - Epoch [8][2200/2305] lr: 1.500e-01, eta: 8:28:44, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0398, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7875, recall@top3: 0.8174, prec@top3: 0.6652, recall@top5: 0.9308, prec@top5: 0.4665, loss: 0.0398, grad_norm: 0.1383 2020-12-08 18:16:58,010 - mmaction - INFO - Epoch [8][2220/2305] lr: 1.500e-01, eta: 8:28:22, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0388, recall@thr=0.5: 0.7301, prec@thr=0.5: 0.7987, recall@top3: 0.8299, prec@top3: 0.6746, recall@top5: 0.9370, prec@top5: 0.4670, loss: 0.0388, grad_norm: 0.1352 2020-12-08 18:17:19,571 - mmaction - INFO - Epoch [8][2240/2305] lr: 1.500e-01, eta: 8:27:59, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0413, recall@thr=0.5: 0.7088, prec@thr=0.5: 0.7809, recall@top3: 0.8094, prec@top3: 0.6601, recall@top5: 0.9308, prec@top5: 0.4638, loss: 0.0413, grad_norm: 0.1378 2020-12-08 18:17:41,220 - mmaction - INFO - Epoch [8][2260/2305] lr: 1.500e-01, eta: 8:27:36, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0397, recall@thr=0.5: 0.7166, prec@thr=0.5: 0.7855, recall@top3: 0.8215, prec@top3: 0.6645, recall@top5: 0.9340, prec@top5: 0.4645, loss: 0.0397, grad_norm: 0.1302 2020-12-08 18:18:02,787 - mmaction - INFO - Epoch [8][2280/2305] lr: 1.500e-01, eta: 8:27:14, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0392, recall@thr=0.5: 0.7217, prec@thr=0.5: 0.7967, recall@top3: 0.8187, prec@top3: 0.6675, recall@top5: 0.9361, prec@top5: 0.4694, loss: 0.0392, grad_norm: 0.1336 2020-12-08 18:18:24,462 - mmaction - INFO - Epoch [8][2300/2305] lr: 1.500e-01, eta: 8:26:51, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0400, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7850, recall@top3: 0.8088, prec@top3: 0.6640, recall@top5: 0.9354, prec@top5: 0.4709, loss: 0.0400, grad_norm: 0.1345 2020-12-08 18:18:32,696 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-12-08 18:27:50,440 - mmaction - INFO - Evaluating proposal ... 2020-12-08 18:28:56,965 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 18:28:56,965 - mmaction - INFO - Evaluating bbox ... 2020-12-08 18:37:15,295 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2475 2020-12-08 18:37:16,436 - mmaction - INFO - Epoch(val) [8][2305] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2475 2020-12-08 18:38:27,085 - mmaction - INFO - Epoch [9][20/2305] lr: 1.500e-01, eta: 8:27:28, time: 3.517, data_time: 2.452, memory: 8593, loss_action_cls: 0.0393, recall@thr=0.5: 0.7197, prec@thr=0.5: 0.7984, recall@top3: 0.8214, prec@top3: 0.6701, recall@top5: 0.9399, prec@top5: 0.4717, loss: 0.0393, grad_norm: 0.1320 2020-12-08 18:38:49,034 - mmaction - INFO - Epoch [9][40/2305] lr: 1.500e-01, eta: 8:27:06, time: 1.099, data_time: 0.005, memory: 8593, loss_action_cls: 0.0383, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.7922, recall@top3: 0.8266, prec@top3: 0.6648, recall@top5: 0.9368, prec@top5: 0.4624, loss: 0.0383, grad_norm: 0.1299 2020-12-08 18:39:10,476 - mmaction - INFO - Epoch [9][60/2305] lr: 1.500e-01, eta: 8:26:43, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0391, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.8010, recall@top3: 0.8278, prec@top3: 0.6679, recall@top5: 0.9369, prec@top5: 0.4627, loss: 0.0391, grad_norm: 0.1313 2020-12-08 18:39:31,952 - mmaction - INFO - Epoch [9][80/2305] lr: 1.500e-01, eta: 8:26:20, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0396, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.7855, recall@top3: 0.8170, prec@top3: 0.6571, recall@top5: 0.9357, prec@top5: 0.4635, loss: 0.0396, grad_norm: 0.1377 2020-12-08 18:39:53,508 - mmaction - INFO - Epoch [9][100/2305] lr: 1.500e-01, eta: 8:25:57, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0386, recall@thr=0.5: 0.7273, prec@thr=0.5: 0.7930, recall@top3: 0.8234, prec@top3: 0.6672, recall@top5: 0.9369, prec@top5: 0.4659, loss: 0.0386, grad_norm: 0.1403 2020-12-08 18:40:15,091 - mmaction - INFO - Epoch [9][120/2305] lr: 1.500e-01, eta: 8:25:35, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0395, recall@thr=0.5: 0.7237, prec@thr=0.5: 0.7865, recall@top3: 0.8182, prec@top3: 0.6699, recall@top5: 0.9358, prec@top5: 0.4705, loss: 0.0395, grad_norm: 0.1417 2020-12-08 18:40:36,672 - mmaction - INFO - Epoch [9][140/2305] lr: 1.500e-01, eta: 8:25:12, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0378, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7946, recall@top3: 0.8211, prec@top3: 0.6584, recall@top5: 0.9360, prec@top5: 0.4613, loss: 0.0378, grad_norm: 0.1424 2020-12-08 18:40:58,372 - mmaction - INFO - Epoch [9][160/2305] lr: 1.500e-01, eta: 8:24:50, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0386, recall@thr=0.5: 0.7376, prec@thr=0.5: 0.8070, recall@top3: 0.8224, prec@top3: 0.6808, recall@top5: 0.9331, prec@top5: 0.4748, loss: 0.0386, grad_norm: 0.1416 2020-12-08 18:41:20,021 - mmaction - INFO - Epoch [9][180/2305] lr: 1.500e-01, eta: 8:24:27, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0378, recall@thr=0.5: 0.7365, prec@thr=0.5: 0.8037, recall@top3: 0.8282, prec@top3: 0.6835, recall@top5: 0.9408, prec@top5: 0.4761, loss: 0.0378, grad_norm: 0.1369 2020-12-08 18:41:41,623 - mmaction - INFO - Epoch [9][200/2305] lr: 1.500e-01, eta: 8:24:04, time: 1.080, data_time: 0.003, memory: 8593, loss_action_cls: 0.0391, recall@thr=0.5: 0.7272, prec@thr=0.5: 0.7870, recall@top3: 0.8184, prec@top3: 0.6647, recall@top5: 0.9371, prec@top5: 0.4665, loss: 0.0391, grad_norm: 0.1436 2020-12-08 18:42:03,143 - mmaction - INFO - Epoch [9][220/2305] lr: 1.500e-01, eta: 8:23:42, time: 1.077, data_time: 0.003, memory: 8593, loss_action_cls: 0.0390, recall@thr=0.5: 0.7174, prec@thr=0.5: 0.7925, recall@top3: 0.8157, prec@top3: 0.6696, recall@top5: 0.9366, prec@top5: 0.4726, loss: 0.0390, grad_norm: 0.1484 2020-12-08 18:42:24,775 - mmaction - INFO - Epoch [9][240/2305] lr: 1.500e-01, eta: 8:23:19, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0383, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7949, recall@top3: 0.8235, prec@top3: 0.6654, recall@top5: 0.9370, prec@top5: 0.4645, loss: 0.0383, grad_norm: 0.1425 2020-12-08 18:42:46,377 - mmaction - INFO - Epoch [9][260/2305] lr: 1.500e-01, eta: 8:22:56, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0385, recall@thr=0.5: 0.7338, prec@thr=0.5: 0.8004, recall@top3: 0.8322, prec@top3: 0.6751, recall@top5: 0.9429, prec@top5: 0.4720, loss: 0.0385, grad_norm: 0.1443 2020-12-08 18:43:08,057 - mmaction - INFO - Epoch [9][280/2305] lr: 1.500e-01, eta: 8:22:34, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0388, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.8054, recall@top3: 0.8253, prec@top3: 0.6648, recall@top5: 0.9364, prec@top5: 0.4626, loss: 0.0388, grad_norm: 0.1454 2020-12-08 18:43:29,687 - mmaction - INFO - Epoch [9][300/2305] lr: 1.500e-01, eta: 8:22:11, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0391, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.7915, recall@top3: 0.8214, prec@top3: 0.6624, recall@top5: 0.9336, prec@top5: 0.4625, loss: 0.0391, grad_norm: 0.1477 2020-12-08 18:43:51,443 - mmaction - INFO - Epoch [9][320/2305] lr: 1.500e-01, eta: 8:21:49, time: 1.089, data_time: 0.002, memory: 8593, loss_action_cls: 0.0388, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.7976, recall@top3: 0.8192, prec@top3: 0.6698, recall@top5: 0.9379, prec@top5: 0.4720, loss: 0.0388, grad_norm: 0.1447 2020-12-08 18:44:13,060 - mmaction - INFO - Epoch [9][340/2305] lr: 1.500e-01, eta: 8:21:26, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0399, recall@thr=0.5: 0.7086, prec@thr=0.5: 0.7884, recall@top3: 0.8161, prec@top3: 0.6509, recall@top5: 0.9287, prec@top5: 0.4560, loss: 0.0399, grad_norm: 0.1362 2020-12-08 18:44:34,767 - mmaction - INFO - Epoch [9][360/2305] lr: 1.500e-01, eta: 8:21:04, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0383, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.7994, recall@top3: 0.8225, prec@top3: 0.6755, recall@top5: 0.9382, prec@top5: 0.4740, loss: 0.0383, grad_norm: 0.1408 2020-12-08 18:44:56,374 - mmaction - INFO - Epoch [9][380/2305] lr: 1.500e-01, eta: 8:20:41, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0395, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.7951, recall@top3: 0.8250, prec@top3: 0.6612, recall@top5: 0.9351, prec@top5: 0.4612, loss: 0.0395, grad_norm: 0.1501 2020-12-08 18:45:17,962 - mmaction - INFO - Epoch [9][400/2305] lr: 1.500e-01, eta: 8:20:18, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0395, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7818, recall@top3: 0.8195, prec@top3: 0.6626, recall@top5: 0.9357, prec@top5: 0.4652, loss: 0.0395, grad_norm: 0.1373 2020-12-08 18:45:39,511 - mmaction - INFO - Epoch [9][420/2305] lr: 1.500e-01, eta: 8:19:56, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0391, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.7972, recall@top3: 0.8237, prec@top3: 0.6751, recall@top5: 0.9359, prec@top5: 0.4724, loss: 0.0391, grad_norm: 0.1403 2020-12-08 18:46:01,046 - mmaction - INFO - Epoch [9][440/2305] lr: 1.500e-01, eta: 8:19:33, time: 1.078, data_time: 0.003, memory: 8593, loss_action_cls: 0.0375, recall@thr=0.5: 0.7356, prec@thr=0.5: 0.7951, recall@top3: 0.8283, prec@top3: 0.6804, recall@top5: 0.9417, prec@top5: 0.4754, loss: 0.0375, grad_norm: 0.1429 2020-12-08 18:46:22,723 - mmaction - INFO - Epoch [9][460/2305] lr: 1.500e-01, eta: 8:19:10, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0397, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7875, recall@top3: 0.8140, prec@top3: 0.6607, recall@top5: 0.9324, prec@top5: 0.4640, loss: 0.0397, grad_norm: 0.1507 2020-12-08 18:46:44,341 - mmaction - INFO - Epoch [9][480/2305] lr: 1.500e-01, eta: 8:18:48, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0385, recall@thr=0.5: 0.7244, prec@thr=0.5: 0.8012, recall@top3: 0.8234, prec@top3: 0.6619, recall@top5: 0.9388, prec@top5: 0.4645, loss: 0.0385, grad_norm: 0.1391 2020-12-08 18:47:06,134 - mmaction - INFO - Epoch [9][500/2305] lr: 1.500e-01, eta: 8:18:25, time: 1.088, data_time: 0.001, memory: 8593, loss_action_cls: 0.0391, recall@thr=0.5: 0.7283, prec@thr=0.5: 0.7989, recall@top3: 0.8177, prec@top3: 0.6653, recall@top5: 0.9324, prec@top5: 0.4659, loss: 0.0391, grad_norm: 0.1396 2020-12-08 18:47:27,550 - mmaction - INFO - Epoch [9][520/2305] lr: 1.500e-01, eta: 8:18:03, time: 1.071, data_time: 0.002, memory: 8593, loss_action_cls: 0.0401, recall@thr=0.5: 0.7131, prec@thr=0.5: 0.7868, recall@top3: 0.8199, prec@top3: 0.6595, recall@top5: 0.9325, prec@top5: 0.4615, loss: 0.0401, grad_norm: 0.1496 2020-12-08 18:47:49,021 - mmaction - INFO - Epoch [9][540/2305] lr: 1.500e-01, eta: 8:17:40, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0408, recall@thr=0.5: 0.7126, prec@thr=0.5: 0.7898, recall@top3: 0.8140, prec@top3: 0.6587, recall@top5: 0.9290, prec@top5: 0.4627, loss: 0.0408, grad_norm: 0.1470 2020-12-08 18:48:10,601 - mmaction - INFO - Epoch [9][560/2305] lr: 1.500e-01, eta: 8:17:17, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0394, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.8001, recall@top3: 0.8211, prec@top3: 0.6691, recall@top5: 0.9360, prec@top5: 0.4682, loss: 0.0394, grad_norm: 0.1320 2020-12-08 18:48:32,177 - mmaction - INFO - Epoch [9][580/2305] lr: 1.500e-01, eta: 8:16:54, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0384, recall@thr=0.5: 0.7343, prec@thr=0.5: 0.8052, recall@top3: 0.8293, prec@top3: 0.6723, recall@top5: 0.9397, prec@top5: 0.4681, loss: 0.0384, grad_norm: 0.1404 2020-12-08 18:48:53,835 - mmaction - INFO - Epoch [9][600/2305] lr: 1.500e-01, eta: 8:16:32, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0390, recall@thr=0.5: 0.7194, prec@thr=0.5: 0.7948, recall@top3: 0.8224, prec@top3: 0.6683, recall@top5: 0.9373, prec@top5: 0.4674, loss: 0.0390, grad_norm: 0.1468 2020-12-08 18:49:15,459 - mmaction - INFO - Epoch [9][620/2305] lr: 1.500e-01, eta: 8:16:09, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0375, recall@thr=0.5: 0.7284, prec@thr=0.5: 0.8020, recall@top3: 0.8280, prec@top3: 0.6691, recall@top5: 0.9350, prec@top5: 0.4643, loss: 0.0375, grad_norm: 0.1509 2020-12-08 18:49:37,169 - mmaction - INFO - Epoch [9][640/2305] lr: 1.500e-01, eta: 8:15:47, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0398, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.7982, recall@top3: 0.8213, prec@top3: 0.6673, recall@top5: 0.9346, prec@top5: 0.4669, loss: 0.0398, grad_norm: 0.1463 2020-12-08 18:49:58,784 - mmaction - INFO - Epoch [9][660/2305] lr: 1.500e-01, eta: 8:15:24, time: 1.081, data_time: 0.003, memory: 8593, loss_action_cls: 0.0386, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.8017, recall@top3: 0.8285, prec@top3: 0.6812, recall@top5: 0.9452, prec@top5: 0.4777, loss: 0.0386, grad_norm: 0.1417 2020-12-08 18:50:20,486 - mmaction - INFO - Epoch [9][680/2305] lr: 1.500e-01, eta: 8:15:02, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0379, recall@thr=0.5: 0.7353, prec@thr=0.5: 0.7972, recall@top3: 0.8241, prec@top3: 0.6674, recall@top5: 0.9374, prec@top5: 0.4661, loss: 0.0379, grad_norm: 0.1404 2020-12-08 18:50:42,083 - mmaction - INFO - Epoch [9][700/2305] lr: 1.500e-01, eta: 8:14:39, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0404, recall@thr=0.5: 0.7175, prec@thr=0.5: 0.7874, recall@top3: 0.8146, prec@top3: 0.6649, recall@top5: 0.9347, prec@top5: 0.4687, loss: 0.0404, grad_norm: 0.1383 2020-12-08 18:51:03,597 - mmaction - INFO - Epoch [9][720/2305] lr: 1.500e-01, eta: 8:14:16, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0390, recall@thr=0.5: 0.7245, prec@thr=0.5: 0.7976, recall@top3: 0.8172, prec@top3: 0.6641, recall@top5: 0.9361, prec@top5: 0.4680, loss: 0.0390, grad_norm: 0.1378 2020-12-08 18:51:25,239 - mmaction - INFO - Epoch [9][740/2305] lr: 1.500e-01, eta: 8:13:54, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0396, recall@thr=0.5: 0.7174, prec@thr=0.5: 0.7913, recall@top3: 0.8258, prec@top3: 0.6649, recall@top5: 0.9414, prec@top5: 0.4657, loss: 0.0396, grad_norm: 0.1438 2020-12-08 18:51:46,707 - mmaction - INFO - Epoch [9][760/2305] lr: 1.500e-01, eta: 8:13:31, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0388, recall@thr=0.5: 0.7249, prec@thr=0.5: 0.7981, recall@top3: 0.8185, prec@top3: 0.6651, recall@top5: 0.9323, prec@top5: 0.4656, loss: 0.0388, grad_norm: 0.1370 2020-12-08 18:52:08,308 - mmaction - INFO - Epoch [9][780/2305] lr: 1.500e-01, eta: 8:13:08, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0390, recall@thr=0.5: 0.7242, prec@thr=0.5: 0.7985, recall@top3: 0.8256, prec@top3: 0.6695, recall@top5: 0.9394, prec@top5: 0.4679, loss: 0.0390, grad_norm: 0.1387 2020-12-08 18:52:30,052 - mmaction - INFO - Epoch [9][800/2305] lr: 1.500e-01, eta: 8:12:46, time: 1.089, data_time: 0.003, memory: 8593, loss_action_cls: 0.0390, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.7865, recall@top3: 0.8198, prec@top3: 0.6646, recall@top5: 0.9358, prec@top5: 0.4655, loss: 0.0390, grad_norm: 0.1434 2020-12-08 18:52:51,688 - mmaction - INFO - Epoch [9][820/2305] lr: 1.500e-01, eta: 8:12:24, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0396, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.7984, recall@top3: 0.8189, prec@top3: 0.6752, recall@top5: 0.9377, prec@top5: 0.4745, loss: 0.0396, grad_norm: 0.1393 2020-12-08 18:53:13,523 - mmaction - INFO - Epoch [9][840/2305] lr: 1.500e-01, eta: 8:12:01, time: 1.092, data_time: 0.002, memory: 8593, loss_action_cls: 0.0395, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7874, recall@top3: 0.8207, prec@top3: 0.6593, recall@top5: 0.9345, prec@top5: 0.4612, loss: 0.0395, grad_norm: 0.1401 2020-12-08 18:53:35,089 - mmaction - INFO - Epoch [9][860/2305] lr: 1.500e-01, eta: 8:11:39, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0388, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.7925, recall@top3: 0.8212, prec@top3: 0.6658, recall@top5: 0.9374, prec@top5: 0.4670, loss: 0.0388, grad_norm: 0.1436 2020-12-08 18:53:56,700 - mmaction - INFO - Epoch [9][880/2305] lr: 1.500e-01, eta: 8:11:16, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0389, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7867, recall@top3: 0.8194, prec@top3: 0.6636, recall@top5: 0.9386, prec@top5: 0.4663, loss: 0.0389, grad_norm: 0.1540 2020-12-08 18:54:18,243 - mmaction - INFO - Epoch [9][900/2305] lr: 1.500e-01, eta: 8:10:53, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0396, recall@thr=0.5: 0.7138, prec@thr=0.5: 0.7876, recall@top3: 0.8166, prec@top3: 0.6601, recall@top5: 0.9345, prec@top5: 0.4634, loss: 0.0396, grad_norm: 0.1473 2020-12-08 18:54:39,816 - mmaction - INFO - Epoch [9][920/2305] lr: 1.500e-01, eta: 8:10:31, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0396, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7902, recall@top3: 0.8164, prec@top3: 0.6636, recall@top5: 0.9363, prec@top5: 0.4680, loss: 0.0396, grad_norm: 0.1417 2020-12-08 18:55:01,504 - mmaction - INFO - Epoch [9][940/2305] lr: 1.500e-01, eta: 8:10:08, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0391, recall@thr=0.5: 0.7292, prec@thr=0.5: 0.7937, recall@top3: 0.8171, prec@top3: 0.6683, recall@top5: 0.9384, prec@top5: 0.4710, loss: 0.0391, grad_norm: 0.1475 2020-12-08 18:55:23,107 - mmaction - INFO - Epoch [9][960/2305] lr: 1.500e-01, eta: 8:09:46, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0397, recall@thr=0.5: 0.7128, prec@thr=0.5: 0.7813, recall@top3: 0.8117, prec@top3: 0.6502, recall@top5: 0.9316, prec@top5: 0.4597, loss: 0.0397, grad_norm: 0.1458 2020-12-08 18:55:44,776 - mmaction - INFO - Epoch [9][980/2305] lr: 1.500e-01, eta: 8:09:23, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0398, recall@thr=0.5: 0.7108, prec@thr=0.5: 0.7944, recall@top3: 0.8115, prec@top3: 0.6597, recall@top5: 0.9283, prec@top5: 0.4635, loss: 0.0398, grad_norm: 0.1407 2020-12-08 18:56:06,392 - mmaction - INFO - Epoch [9][1000/2305] lr: 1.500e-01, eta: 8:09:01, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0379, recall@thr=0.5: 0.7341, prec@thr=0.5: 0.7971, recall@top3: 0.8285, prec@top3: 0.6760, recall@top5: 0.9365, prec@top5: 0.4705, loss: 0.0379, grad_norm: 0.1367 2020-12-08 18:56:28,102 - mmaction - INFO - Epoch [9][1020/2305] lr: 1.500e-01, eta: 8:08:38, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0391, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7957, recall@top3: 0.8255, prec@top3: 0.6630, recall@top5: 0.9345, prec@top5: 0.4605, loss: 0.0391, grad_norm: 0.1347 2020-12-08 18:56:49,577 - mmaction - INFO - Epoch [9][1040/2305] lr: 1.500e-01, eta: 8:08:16, time: 1.074, data_time: 0.002, memory: 8593, loss_action_cls: 0.0390, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.7973, recall@top3: 0.8303, prec@top3: 0.6703, recall@top5: 0.9384, prec@top5: 0.4663, loss: 0.0390, grad_norm: 0.1395 2020-12-08 18:57:11,177 - mmaction - INFO - Epoch [9][1060/2305] lr: 1.500e-01, eta: 8:07:53, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0395, recall@thr=0.5: 0.7168, prec@thr=0.5: 0.7815, recall@top3: 0.8178, prec@top3: 0.6677, recall@top5: 0.9363, prec@top5: 0.4710, loss: 0.0395, grad_norm: 0.1407 2020-12-08 18:57:32,718 - mmaction - INFO - Epoch [9][1080/2305] lr: 1.500e-01, eta: 8:07:30, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0389, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.7923, recall@top3: 0.8203, prec@top3: 0.6618, recall@top5: 0.9341, prec@top5: 0.4640, loss: 0.0389, grad_norm: 0.1375 2020-12-08 18:57:54,182 - mmaction - INFO - Epoch [9][1100/2305] lr: 1.500e-01, eta: 8:07:08, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0385, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.7977, recall@top3: 0.8219, prec@top3: 0.6678, recall@top5: 0.9382, prec@top5: 0.4684, loss: 0.0385, grad_norm: 0.1364 2020-12-08 18:58:15,768 - mmaction - INFO - Epoch [9][1120/2305] lr: 1.500e-01, eta: 8:06:45, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0388, recall@thr=0.5: 0.7265, prec@thr=0.5: 0.7893, recall@top3: 0.8217, prec@top3: 0.6653, recall@top5: 0.9369, prec@top5: 0.4658, loss: 0.0388, grad_norm: 0.1425 2020-12-08 18:58:37,537 - mmaction - INFO - Epoch [9][1140/2305] lr: 1.500e-01, eta: 8:06:23, time: 1.088, data_time: 0.001, memory: 8593, loss_action_cls: 0.0381, recall@thr=0.5: 0.7343, prec@thr=0.5: 0.7933, recall@top3: 0.8296, prec@top3: 0.6724, recall@top5: 0.9403, prec@top5: 0.4689, loss: 0.0381, grad_norm: 0.1330 2020-12-08 18:58:59,137 - mmaction - INFO - Epoch [9][1160/2305] lr: 1.500e-01, eta: 8:06:00, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0390, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.7883, recall@top3: 0.8225, prec@top3: 0.6580, recall@top5: 0.9373, prec@top5: 0.4608, loss: 0.0390, grad_norm: 0.1453 2020-12-08 18:59:20,742 - mmaction - INFO - Epoch [9][1180/2305] lr: 1.500e-01, eta: 8:05:38, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0384, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.8016, recall@top3: 0.8267, prec@top3: 0.6711, recall@top5: 0.9377, prec@top5: 0.4669, loss: 0.0384, grad_norm: 0.1361 2020-12-08 18:59:42,415 - mmaction - INFO - Epoch [9][1200/2305] lr: 1.500e-01, eta: 8:05:15, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0387, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.7936, recall@top3: 0.8189, prec@top3: 0.6661, recall@top5: 0.9348, prec@top5: 0.4691, loss: 0.0387, grad_norm: 0.1469 2020-12-08 19:00:03,899 - mmaction - INFO - Epoch [9][1220/2305] lr: 1.500e-01, eta: 8:04:52, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0391, recall@thr=0.5: 0.7186, prec@thr=0.5: 0.7893, recall@top3: 0.8250, prec@top3: 0.6651, recall@top5: 0.9335, prec@top5: 0.4628, loss: 0.0391, grad_norm: 0.1434 2020-12-08 19:00:25,554 - mmaction - INFO - Epoch [9][1240/2305] lr: 1.500e-01, eta: 8:04:30, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0390, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.8029, recall@top3: 0.8217, prec@top3: 0.6705, recall@top5: 0.9344, prec@top5: 0.4693, loss: 0.0390, grad_norm: 0.1413 2020-12-08 19:00:47,138 - mmaction - INFO - Epoch [9][1260/2305] lr: 1.500e-01, eta: 8:04:07, time: 1.082, data_time: 0.003, memory: 8593, loss_action_cls: 0.0397, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7866, recall@top3: 0.8189, prec@top3: 0.6675, recall@top5: 0.9324, prec@top5: 0.4670, loss: 0.0397, grad_norm: 0.1416 2020-12-08 19:01:08,756 - mmaction - INFO - Epoch [9][1280/2305] lr: 1.500e-01, eta: 8:03:45, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0392, recall@thr=0.5: 0.7330, prec@thr=0.5: 0.7975, recall@top3: 0.8216, prec@top3: 0.6675, recall@top5: 0.9325, prec@top5: 0.4656, loss: 0.0392, grad_norm: 0.1369 2020-12-08 19:01:30,363 - mmaction - INFO - Epoch [9][1300/2305] lr: 1.500e-01, eta: 8:03:22, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0387, recall@thr=0.5: 0.7214, prec@thr=0.5: 0.7926, recall@top3: 0.8152, prec@top3: 0.6609, recall@top5: 0.9316, prec@top5: 0.4644, loss: 0.0387, grad_norm: 0.1424 2020-12-08 19:01:51,973 - mmaction - INFO - Epoch [9][1320/2305] lr: 1.500e-01, eta: 8:03:00, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0383, recall@thr=0.5: 0.7177, prec@thr=0.5: 0.7940, recall@top3: 0.8207, prec@top3: 0.6665, recall@top5: 0.9383, prec@top5: 0.4671, loss: 0.0383, grad_norm: 0.1515 2020-12-08 19:02:13,814 - mmaction - INFO - Epoch [9][1340/2305] lr: 1.500e-01, eta: 8:02:38, time: 1.092, data_time: 0.001, memory: 8593, loss_action_cls: 0.0397, recall@thr=0.5: 0.7125, prec@thr=0.5: 0.7851, recall@top3: 0.8155, prec@top3: 0.6687, recall@top5: 0.9319, prec@top5: 0.4682, loss: 0.0397, grad_norm: 0.1374 2020-12-08 19:02:35,415 - mmaction - INFO - Epoch [9][1360/2305] lr: 1.500e-01, eta: 8:02:15, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0375, recall@thr=0.5: 0.7263, prec@thr=0.5: 0.7916, recall@top3: 0.8256, prec@top3: 0.6725, recall@top5: 0.9429, prec@top5: 0.4706, loss: 0.0375, grad_norm: 0.1350 2020-12-08 19:02:57,074 - mmaction - INFO - Epoch [9][1380/2305] lr: 1.500e-01, eta: 8:01:53, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0382, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.7930, recall@top3: 0.8272, prec@top3: 0.6731, recall@top5: 0.9420, prec@top5: 0.4712, loss: 0.0382, grad_norm: 0.1417 2020-12-08 19:03:18,782 - mmaction - INFO - Epoch [9][1400/2305] lr: 1.500e-01, eta: 8:01:30, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0394, recall@thr=0.5: 0.7208, prec@thr=0.5: 0.7888, recall@top3: 0.8190, prec@top3: 0.6629, recall@top5: 0.9298, prec@top5: 0.4632, loss: 0.0394, grad_norm: 0.1490 2020-12-08 19:03:40,358 - mmaction - INFO - Epoch [9][1420/2305] lr: 1.500e-01, eta: 8:01:08, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0399, recall@thr=0.5: 0.7197, prec@thr=0.5: 0.7952, recall@top3: 0.8171, prec@top3: 0.6627, recall@top5: 0.9360, prec@top5: 0.4667, loss: 0.0399, grad_norm: 0.1351 2020-12-08 19:04:02,048 - mmaction - INFO - Epoch [9][1440/2305] lr: 1.500e-01, eta: 8:00:45, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0395, recall@thr=0.5: 0.7206, prec@thr=0.5: 0.8020, recall@top3: 0.8126, prec@top3: 0.6646, recall@top5: 0.9327, prec@top5: 0.4697, loss: 0.0395, grad_norm: 0.1466 2020-12-08 19:04:23,626 - mmaction - INFO - Epoch [9][1460/2305] lr: 1.500e-01, eta: 8:00:23, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0403, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7818, recall@top3: 0.8144, prec@top3: 0.6623, recall@top5: 0.9317, prec@top5: 0.4646, loss: 0.0403, grad_norm: 0.1506 2020-12-08 19:04:45,460 - mmaction - INFO - Epoch [9][1480/2305] lr: 1.500e-01, eta: 8:00:00, time: 1.090, data_time: 0.001, memory: 8593, loss_action_cls: 0.0381, recall@thr=0.5: 0.7314, prec@thr=0.5: 0.7973, recall@top3: 0.8272, prec@top3: 0.6771, recall@top5: 0.9344, prec@top5: 0.4703, loss: 0.0381, grad_norm: 0.1388 2020-12-08 19:05:06,893 - mmaction - INFO - Epoch [9][1500/2305] lr: 1.500e-01, eta: 7:59:38, time: 1.074, data_time: 0.003, memory: 8593, loss_action_cls: 0.0378, recall@thr=0.5: 0.7327, prec@thr=0.5: 0.7972, recall@top3: 0.8291, prec@top3: 0.6689, recall@top5: 0.9396, prec@top5: 0.4653, loss: 0.0378, grad_norm: 0.1399 2020-12-08 19:05:28,513 - mmaction - INFO - Epoch [9][1520/2305] lr: 1.500e-01, eta: 7:59:15, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0365, recall@thr=0.5: 0.7511, prec@thr=0.5: 0.8127, recall@top3: 0.8324, prec@top3: 0.6753, recall@top5: 0.9456, prec@top5: 0.4714, loss: 0.0365, grad_norm: 0.1333 2020-12-08 19:05:50,124 - mmaction - INFO - Epoch [9][1540/2305] lr: 1.500e-01, eta: 7:58:53, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0394, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7856, recall@top3: 0.8213, prec@top3: 0.6645, recall@top5: 0.9364, prec@top5: 0.4664, loss: 0.0394, grad_norm: 0.1444 2020-12-08 19:06:11,715 - mmaction - INFO - Epoch [9][1560/2305] lr: 1.500e-01, eta: 7:58:30, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0396, recall@thr=0.5: 0.7170, prec@thr=0.5: 0.7915, recall@top3: 0.8156, prec@top3: 0.6652, recall@top5: 0.9343, prec@top5: 0.4687, loss: 0.0396, grad_norm: 0.1362 2020-12-08 19:06:33,363 - mmaction - INFO - Epoch [9][1580/2305] lr: 1.500e-01, eta: 7:58:08, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0384, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7982, recall@top3: 0.8191, prec@top3: 0.6681, recall@top5: 0.9378, prec@top5: 0.4680, loss: 0.0384, grad_norm: 0.1390 2020-12-08 19:06:54,916 - mmaction - INFO - Epoch [9][1600/2305] lr: 1.500e-01, eta: 7:57:45, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0376, recall@thr=0.5: 0.7301, prec@thr=0.5: 0.7925, recall@top3: 0.8240, prec@top3: 0.6664, recall@top5: 0.9387, prec@top5: 0.4674, loss: 0.0376, grad_norm: 0.1364 2020-12-08 19:07:16,572 - mmaction - INFO - Epoch [9][1620/2305] lr: 1.500e-01, eta: 7:57:23, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0377, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.8024, recall@top3: 0.8271, prec@top3: 0.6662, recall@top5: 0.9325, prec@top5: 0.4607, loss: 0.0377, grad_norm: 0.1402 2020-12-08 19:07:38,164 - mmaction - INFO - Epoch [9][1640/2305] lr: 1.500e-01, eta: 7:57:00, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0387, recall@thr=0.5: 0.7273, prec@thr=0.5: 0.7947, recall@top3: 0.8242, prec@top3: 0.6683, recall@top5: 0.9398, prec@top5: 0.4690, loss: 0.0387, grad_norm: 0.1375 2020-12-08 19:07:59,865 - mmaction - INFO - Epoch [9][1660/2305] lr: 1.500e-01, eta: 7:56:38, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0389, recall@thr=0.5: 0.7187, prec@thr=0.5: 0.7936, recall@top3: 0.8190, prec@top3: 0.6693, recall@top5: 0.9342, prec@top5: 0.4691, loss: 0.0389, grad_norm: 0.1403 2020-12-08 19:08:21,578 - mmaction - INFO - Epoch [9][1680/2305] lr: 1.500e-01, eta: 7:56:15, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0387, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.7853, recall@top3: 0.8182, prec@top3: 0.6787, recall@top5: 0.9391, prec@top5: 0.4776, loss: 0.0387, grad_norm: 0.1482 2020-12-08 19:08:43,392 - mmaction - INFO - Epoch [9][1700/2305] lr: 1.500e-01, eta: 7:55:53, time: 1.091, data_time: 0.001, memory: 8593, loss_action_cls: 0.0395, recall@thr=0.5: 0.7102, prec@thr=0.5: 0.7841, recall@top3: 0.8147, prec@top3: 0.6601, recall@top5: 0.9291, prec@top5: 0.4627, loss: 0.0395, grad_norm: 0.1379 2020-12-08 19:09:05,258 - mmaction - INFO - Epoch [9][1720/2305] lr: 1.500e-01, eta: 7:55:31, time: 1.092, data_time: 0.001, memory: 8593, loss_action_cls: 0.0371, recall@thr=0.5: 0.7298, prec@thr=0.5: 0.8003, recall@top3: 0.8355, prec@top3: 0.6701, recall@top5: 0.9465, prec@top5: 0.4666, loss: 0.0371, grad_norm: 0.1382 2020-12-08 19:09:26,917 - mmaction - INFO - Epoch [9][1740/2305] lr: 1.500e-01, eta: 7:55:08, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0380, recall@thr=0.5: 0.7269, prec@thr=0.5: 0.7912, recall@top3: 0.8257, prec@top3: 0.6622, recall@top5: 0.9348, prec@top5: 0.4622, loss: 0.0380, grad_norm: 0.1518 2020-12-08 19:09:48,525 - mmaction - INFO - Epoch [9][1760/2305] lr: 1.500e-01, eta: 7:54:46, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0384, recall@thr=0.5: 0.7196, prec@thr=0.5: 0.7962, recall@top3: 0.8240, prec@top3: 0.6691, recall@top5: 0.9342, prec@top5: 0.4669, loss: 0.0384, grad_norm: 0.1402 2020-12-08 19:10:10,148 - mmaction - INFO - Epoch [9][1780/2305] lr: 1.500e-01, eta: 7:54:23, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0387, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7872, recall@top3: 0.8168, prec@top3: 0.6766, recall@top5: 0.9363, prec@top5: 0.4754, loss: 0.0387, grad_norm: 0.1471 2020-12-08 19:10:32,092 - mmaction - INFO - Epoch [9][1800/2305] lr: 1.500e-01, eta: 7:54:01, time: 1.097, data_time: 0.001, memory: 8593, loss_action_cls: 0.0397, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.7991, recall@top3: 0.8173, prec@top3: 0.6673, recall@top5: 0.9391, prec@top5: 0.4732, loss: 0.0397, grad_norm: 0.1479 2020-12-08 19:10:53,730 - mmaction - INFO - Epoch [9][1820/2305] lr: 1.500e-01, eta: 7:53:39, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0394, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.7917, recall@top3: 0.8150, prec@top3: 0.6592, recall@top5: 0.9359, prec@top5: 0.4657, loss: 0.0394, grad_norm: 0.1452 2020-12-08 19:11:15,354 - mmaction - INFO - Epoch [9][1840/2305] lr: 1.500e-01, eta: 7:53:17, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0392, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7908, recall@top3: 0.8205, prec@top3: 0.6715, recall@top5: 0.9372, prec@top5: 0.4717, loss: 0.0392, grad_norm: 0.1477 2020-12-08 19:11:37,017 - mmaction - INFO - Epoch [9][1860/2305] lr: 1.500e-01, eta: 7:52:54, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0394, recall@thr=0.5: 0.7089, prec@thr=0.5: 0.7843, recall@top3: 0.8095, prec@top3: 0.6600, recall@top5: 0.9311, prec@top5: 0.4649, loss: 0.0394, grad_norm: 0.1431 2020-12-08 19:11:58,817 - mmaction - INFO - Epoch [9][1880/2305] lr: 1.500e-01, eta: 7:52:32, time: 1.091, data_time: 0.002, memory: 8593, loss_action_cls: 0.0389, recall@thr=0.5: 0.7305, prec@thr=0.5: 0.7982, recall@top3: 0.8212, prec@top3: 0.6728, recall@top5: 0.9335, prec@top5: 0.4707, loss: 0.0389, grad_norm: 0.1408 2020-12-08 19:12:20,436 - mmaction - INFO - Epoch [9][1900/2305] lr: 1.500e-01, eta: 7:52:09, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0389, recall@thr=0.5: 0.7293, prec@thr=0.5: 0.7893, recall@top3: 0.8226, prec@top3: 0.6713, recall@top5: 0.9365, prec@top5: 0.4701, loss: 0.0389, grad_norm: 0.1441 2020-12-08 19:12:42,030 - mmaction - INFO - Epoch [9][1920/2305] lr: 1.500e-01, eta: 7:51:47, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0388, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7934, recall@top3: 0.8188, prec@top3: 0.6615, recall@top5: 0.9307, prec@top5: 0.4617, loss: 0.0388, grad_norm: 0.1334 2020-12-08 19:13:03,712 - mmaction - INFO - Epoch [9][1940/2305] lr: 1.500e-01, eta: 7:51:24, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0375, recall@thr=0.5: 0.7337, prec@thr=0.5: 0.8059, recall@top3: 0.8312, prec@top3: 0.6749, recall@top5: 0.9390, prec@top5: 0.4680, loss: 0.0375, grad_norm: 0.1347 2020-12-08 19:13:25,377 - mmaction - INFO - Epoch [9][1960/2305] lr: 1.500e-01, eta: 7:51:02, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0385, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7948, recall@top3: 0.8276, prec@top3: 0.6679, recall@top5: 0.9352, prec@top5: 0.4640, loss: 0.0385, grad_norm: 0.1437 2020-12-08 19:13:46,879 - mmaction - INFO - Epoch [9][1980/2305] lr: 1.500e-01, eta: 7:50:39, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0395, recall@thr=0.5: 0.7240, prec@thr=0.5: 0.7896, recall@top3: 0.8209, prec@top3: 0.6668, recall@top5: 0.9346, prec@top5: 0.4668, loss: 0.0395, grad_norm: 0.1402 2020-12-08 19:14:08,588 - mmaction - INFO - Epoch [9][2000/2305] lr: 1.500e-01, eta: 7:50:17, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0386, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7960, recall@top3: 0.8200, prec@top3: 0.6649, recall@top5: 0.9302, prec@top5: 0.4629, loss: 0.0386, grad_norm: 0.1384 2020-12-08 19:14:30,080 - mmaction - INFO - Epoch [9][2020/2305] lr: 1.500e-01, eta: 7:49:54, time: 1.075, data_time: 0.002, memory: 8593, loss_action_cls: 0.0373, recall@thr=0.5: 0.7272, prec@thr=0.5: 0.7921, recall@top3: 0.8219, prec@top3: 0.6630, recall@top5: 0.9423, prec@top5: 0.4674, loss: 0.0373, grad_norm: 0.1385 2020-12-08 19:14:51,714 - mmaction - INFO - Epoch [9][2040/2305] lr: 1.500e-01, eta: 7:49:32, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0381, recall@thr=0.5: 0.7241, prec@thr=0.5: 0.7893, recall@top3: 0.8255, prec@top3: 0.6651, recall@top5: 0.9405, prec@top5: 0.4652, loss: 0.0381, grad_norm: 0.1441 2020-12-08 19:15:13,490 - mmaction - INFO - Epoch [9][2060/2305] lr: 1.500e-01, eta: 7:49:10, time: 1.089, data_time: 0.002, memory: 8593, loss_action_cls: 0.0397, recall@thr=0.5: 0.7071, prec@thr=0.5: 0.7888, recall@top3: 0.8154, prec@top3: 0.6566, recall@top5: 0.9331, prec@top5: 0.4614, loss: 0.0397, grad_norm: 0.1399 2020-12-08 19:15:35,004 - mmaction - INFO - Epoch [9][2080/2305] lr: 1.500e-01, eta: 7:48:47, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0392, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.7885, recall@top3: 0.8134, prec@top3: 0.6623, recall@top5: 0.9319, prec@top5: 0.4663, loss: 0.0392, grad_norm: 0.1425 2020-12-08 19:15:56,542 - mmaction - INFO - Epoch [9][2100/2305] lr: 1.500e-01, eta: 7:48:25, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0393, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.7937, recall@top3: 0.8172, prec@top3: 0.6633, recall@top5: 0.9335, prec@top5: 0.4643, loss: 0.0393, grad_norm: 0.1373 2020-12-08 19:16:18,169 - mmaction - INFO - Epoch [9][2120/2305] lr: 1.500e-01, eta: 7:48:02, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0393, recall@thr=0.5: 0.7100, prec@thr=0.5: 0.7812, recall@top3: 0.8169, prec@top3: 0.6613, recall@top5: 0.9322, prec@top5: 0.4632, loss: 0.0393, grad_norm: 0.1387 2020-12-08 19:16:39,775 - mmaction - INFO - Epoch [9][2140/2305] lr: 1.500e-01, eta: 7:47:40, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0380, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.7970, recall@top3: 0.8256, prec@top3: 0.6608, recall@top5: 0.9353, prec@top5: 0.4605, loss: 0.0380, grad_norm: 0.1394 2020-12-08 19:17:01,523 - mmaction - INFO - Epoch [9][2160/2305] lr: 1.500e-01, eta: 7:47:17, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0381, recall@thr=0.5: 0.7255, prec@thr=0.5: 0.7943, recall@top3: 0.8208, prec@top3: 0.6674, recall@top5: 0.9367, prec@top5: 0.4681, loss: 0.0381, grad_norm: 0.1410 2020-12-08 19:17:23,326 - mmaction - INFO - Epoch [9][2180/2305] lr: 1.500e-01, eta: 7:46:55, time: 1.091, data_time: 0.002, memory: 8593, loss_action_cls: 0.0387, recall@thr=0.5: 0.7244, prec@thr=0.5: 0.7968, recall@top3: 0.8241, prec@top3: 0.6689, recall@top5: 0.9352, prec@top5: 0.4670, loss: 0.0387, grad_norm: 0.1353 2020-12-08 19:17:44,911 - mmaction - INFO - Epoch [9][2200/2305] lr: 1.500e-01, eta: 7:46:33, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0376, recall@thr=0.5: 0.7294, prec@thr=0.5: 0.7958, recall@top3: 0.8214, prec@top3: 0.6762, recall@top5: 0.9378, prec@top5: 0.4739, loss: 0.0376, grad_norm: 0.1371 2020-12-08 19:18:06,549 - mmaction - INFO - Epoch [9][2220/2305] lr: 1.500e-01, eta: 7:46:10, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0379, recall@thr=0.5: 0.7301, prec@thr=0.5: 0.8023, recall@top3: 0.8233, prec@top3: 0.6624, recall@top5: 0.9371, prec@top5: 0.4640, loss: 0.0379, grad_norm: 0.1502 2020-12-08 19:18:28,194 - mmaction - INFO - Epoch [9][2240/2305] lr: 1.500e-01, eta: 7:45:48, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0389, recall@thr=0.5: 0.7189, prec@thr=0.5: 0.7880, recall@top3: 0.8209, prec@top3: 0.6565, recall@top5: 0.9360, prec@top5: 0.4615, loss: 0.0389, grad_norm: 0.1455 2020-12-08 19:18:49,829 - mmaction - INFO - Epoch [9][2260/2305] lr: 1.500e-01, eta: 7:45:25, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0386, recall@thr=0.5: 0.7173, prec@thr=0.5: 0.7953, recall@top3: 0.8149, prec@top3: 0.6668, recall@top5: 0.9376, prec@top5: 0.4705, loss: 0.0386, grad_norm: 0.1403 2020-12-08 19:19:11,450 - mmaction - INFO - Epoch [9][2280/2305] lr: 1.500e-01, eta: 7:45:03, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0389, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.7889, recall@top3: 0.8180, prec@top3: 0.6655, recall@top5: 0.9340, prec@top5: 0.4659, loss: 0.0389, grad_norm: 0.1425 2020-12-08 19:19:33,068 - mmaction - INFO - Epoch [9][2300/2305] lr: 1.500e-01, eta: 7:44:41, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0391, recall@thr=0.5: 0.7291, prec@thr=0.5: 0.7936, recall@top3: 0.8186, prec@top3: 0.6667, recall@top5: 0.9368, prec@top5: 0.4702, loss: 0.0391, grad_norm: 0.1446 2020-12-08 19:19:41,396 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-12-08 19:28:47,430 - mmaction - INFO - Evaluating proposal ... 2020-12-08 19:29:54,909 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 19:29:54,910 - mmaction - INFO - Evaluating bbox ... 2020-12-08 19:38:09,729 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2477 2020-12-08 19:38:10,838 - mmaction - INFO - Epoch(val) [9][2305] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2477 2020-12-08 19:39:20,569 - mmaction - INFO - Epoch [10][20/2305] lr: 1.500e-01, eta: 7:45:05, time: 3.485, data_time: 2.420, memory: 8593, loss_action_cls: 0.0377, recall@thr=0.5: 0.7316, prec@thr=0.5: 0.7964, recall@top3: 0.8210, prec@top3: 0.6779, recall@top5: 0.9397, prec@top5: 0.4759, loss: 0.0377, grad_norm: 0.1364 2020-12-08 19:39:41,972 - mmaction - INFO - Epoch [10][40/2305] lr: 1.500e-01, eta: 7:44:42, time: 1.070, data_time: 0.005, memory: 8593, loss_action_cls: 0.0373, recall@thr=0.5: 0.7362, prec@thr=0.5: 0.8007, recall@top3: 0.8293, prec@top3: 0.6653, recall@top5: 0.9443, prec@top5: 0.4654, loss: 0.0373, grad_norm: 0.1446 2020-12-08 19:40:03,501 - mmaction - INFO - Epoch [10][60/2305] lr: 1.500e-01, eta: 7:44:19, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0369, recall@thr=0.5: 0.7389, prec@thr=0.5: 0.8034, recall@top3: 0.8235, prec@top3: 0.6770, recall@top5: 0.9386, prec@top5: 0.4749, loss: 0.0369, grad_norm: 0.1450 2020-12-08 19:40:24,914 - mmaction - INFO - Epoch [10][80/2305] lr: 1.500e-01, eta: 7:43:56, time: 1.071, data_time: 0.002, memory: 8593, loss_action_cls: 0.0381, recall@thr=0.5: 0.7272, prec@thr=0.5: 0.8039, recall@top3: 0.8298, prec@top3: 0.6678, recall@top5: 0.9382, prec@top5: 0.4636, loss: 0.0381, grad_norm: 0.1382 2020-12-08 19:40:46,446 - mmaction - INFO - Epoch [10][100/2305] lr: 1.500e-01, eta: 7:43:34, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0380, recall@thr=0.5: 0.7342, prec@thr=0.5: 0.8016, recall@top3: 0.8300, prec@top3: 0.6776, recall@top5: 0.9438, prec@top5: 0.4741, loss: 0.0380, grad_norm: 0.1450 2020-12-08 19:41:07,992 - mmaction - INFO - Epoch [10][120/2305] lr: 1.500e-01, eta: 7:43:11, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0381, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7979, recall@top3: 0.8283, prec@top3: 0.6803, recall@top5: 0.9382, prec@top5: 0.4724, loss: 0.0381, grad_norm: 0.1411 2020-12-08 19:41:29,498 - mmaction - INFO - Epoch [10][140/2305] lr: 1.500e-01, eta: 7:42:48, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0381, recall@thr=0.5: 0.7282, prec@thr=0.5: 0.7951, recall@top3: 0.8273, prec@top3: 0.6687, recall@top5: 0.9393, prec@top5: 0.4667, loss: 0.0381, grad_norm: 0.1475 2020-12-08 19:41:51,095 - mmaction - INFO - Epoch [10][160/2305] lr: 1.500e-01, eta: 7:42:26, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0371, recall@thr=0.5: 0.7335, prec@thr=0.5: 0.8021, recall@top3: 0.8235, prec@top3: 0.6731, recall@top5: 0.9364, prec@top5: 0.4695, loss: 0.0371, grad_norm: 0.1481 2020-12-08 19:42:12,536 - mmaction - INFO - Epoch [10][180/2305] lr: 1.500e-01, eta: 7:42:03, time: 1.072, data_time: 0.001, memory: 8593, loss_action_cls: 0.0357, recall@thr=0.5: 0.7440, prec@thr=0.5: 0.8076, recall@top3: 0.8322, prec@top3: 0.6788, recall@top5: 0.9429, prec@top5: 0.4724, loss: 0.0357, grad_norm: 0.1465 2020-12-08 19:42:34,195 - mmaction - INFO - Epoch [10][200/2305] lr: 1.500e-01, eta: 7:41:41, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0362, recall@thr=0.5: 0.7421, prec@thr=0.5: 0.8093, recall@top3: 0.8299, prec@top3: 0.6681, recall@top5: 0.9398, prec@top5: 0.4662, loss: 0.0362, grad_norm: 0.1477 2020-12-08 19:42:55,644 - mmaction - INFO - Epoch [10][220/2305] lr: 1.500e-01, eta: 7:41:18, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0391, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.7977, recall@top3: 0.8199, prec@top3: 0.6682, recall@top5: 0.9324, prec@top5: 0.4674, loss: 0.0391, grad_norm: 0.1416 2020-12-08 19:43:17,236 - mmaction - INFO - Epoch [10][240/2305] lr: 1.500e-01, eta: 7:40:55, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0381, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.8040, recall@top3: 0.8262, prec@top3: 0.6715, recall@top5: 0.9369, prec@top5: 0.4665, loss: 0.0381, grad_norm: 0.1435 2020-12-08 19:43:38,834 - mmaction - INFO - Epoch [10][260/2305] lr: 1.500e-01, eta: 7:40:33, time: 1.081, data_time: 0.003, memory: 8593, loss_action_cls: 0.0372, recall@thr=0.5: 0.7389, prec@thr=0.5: 0.8042, recall@top3: 0.8409, prec@top3: 0.6828, recall@top5: 0.9402, prec@top5: 0.4697, loss: 0.0372, grad_norm: 0.1387 2020-12-08 19:44:00,522 - mmaction - INFO - Epoch [10][280/2305] lr: 1.500e-01, eta: 7:40:11, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0358, recall@thr=0.5: 0.7460, prec@thr=0.5: 0.8120, recall@top3: 0.8337, prec@top3: 0.6821, recall@top5: 0.9467, prec@top5: 0.4761, loss: 0.0358, grad_norm: 0.1395 2020-12-08 19:44:22,066 - mmaction - INFO - Epoch [10][300/2305] lr: 1.500e-01, eta: 7:39:48, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0373, recall@thr=0.5: 0.7274, prec@thr=0.5: 0.7988, recall@top3: 0.8260, prec@top3: 0.6691, recall@top5: 0.9395, prec@top5: 0.4674, loss: 0.0373, grad_norm: 0.1460 2020-12-08 19:44:43,556 - mmaction - INFO - Epoch [10][320/2305] lr: 1.500e-01, eta: 7:39:25, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0367, recall@thr=0.5: 0.7347, prec@thr=0.5: 0.8022, recall@top3: 0.8365, prec@top3: 0.6750, recall@top5: 0.9435, prec@top5: 0.4676, loss: 0.0367, grad_norm: 0.1453 2020-12-08 19:45:05,031 - mmaction - INFO - Epoch [10][340/2305] lr: 1.500e-01, eta: 7:39:03, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0377, recall@thr=0.5: 0.7336, prec@thr=0.5: 0.8045, recall@top3: 0.8248, prec@top3: 0.6762, recall@top5: 0.9390, prec@top5: 0.4724, loss: 0.0377, grad_norm: 0.1448 2020-12-08 19:45:26,429 - mmaction - INFO - Epoch [10][360/2305] lr: 1.500e-01, eta: 7:38:40, time: 1.070, data_time: 0.001, memory: 8593, loss_action_cls: 0.0372, recall@thr=0.5: 0.7318, prec@thr=0.5: 0.8059, recall@top3: 0.8207, prec@top3: 0.6761, recall@top5: 0.9351, prec@top5: 0.4727, loss: 0.0372, grad_norm: 0.1437 2020-12-08 19:45:47,977 - mmaction - INFO - Epoch [10][380/2305] lr: 1.500e-01, eta: 7:38:17, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0371, recall@thr=0.5: 0.7392, prec@thr=0.5: 0.8066, recall@top3: 0.8253, prec@top3: 0.6794, recall@top5: 0.9373, prec@top5: 0.4748, loss: 0.0371, grad_norm: 0.1414 2020-12-08 19:46:09,642 - mmaction - INFO - Epoch [10][400/2305] lr: 1.500e-01, eta: 7:37:55, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0363, recall@thr=0.5: 0.7483, prec@thr=0.5: 0.8107, recall@top3: 0.8245, prec@top3: 0.6766, recall@top5: 0.9437, prec@top5: 0.4759, loss: 0.0363, grad_norm: 0.1439 2020-12-08 19:46:31,365 - mmaction - INFO - Epoch [10][420/2305] lr: 1.500e-01, eta: 7:37:32, time: 1.087, data_time: 0.002, memory: 8593, loss_action_cls: 0.0378, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.7963, recall@top3: 0.8250, prec@top3: 0.6710, recall@top5: 0.9421, prec@top5: 0.4715, loss: 0.0378, grad_norm: 0.1444 2020-12-08 19:46:52,946 - mmaction - INFO - Epoch [10][440/2305] lr: 1.500e-01, eta: 7:37:10, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0382, recall@thr=0.5: 0.7262, prec@thr=0.5: 0.7995, recall@top3: 0.8229, prec@top3: 0.6637, recall@top5: 0.9378, prec@top5: 0.4661, loss: 0.0382, grad_norm: 0.1486 2020-12-08 19:47:14,606 - mmaction - INFO - Epoch [10][460/2305] lr: 1.500e-01, eta: 7:36:47, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0365, recall@thr=0.5: 0.7349, prec@thr=0.5: 0.8030, recall@top3: 0.8347, prec@top3: 0.6747, recall@top5: 0.9421, prec@top5: 0.4682, loss: 0.0365, grad_norm: 0.1524 2020-12-08 19:47:36,197 - mmaction - INFO - Epoch [10][480/2305] lr: 1.500e-01, eta: 7:36:25, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0376, recall@thr=0.5: 0.7381, prec@thr=0.5: 0.8045, recall@top3: 0.8300, prec@top3: 0.6745, recall@top5: 0.9380, prec@top5: 0.4671, loss: 0.0376, grad_norm: 0.1433 2020-12-08 19:47:57,782 - mmaction - INFO - Epoch [10][500/2305] lr: 1.500e-01, eta: 7:36:02, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0389, recall@thr=0.5: 0.7294, prec@thr=0.5: 0.7942, recall@top3: 0.8214, prec@top3: 0.6739, recall@top5: 0.9381, prec@top5: 0.4719, loss: 0.0389, grad_norm: 0.1390 2020-12-08 19:48:19,440 - mmaction - INFO - Epoch [10][520/2305] lr: 1.500e-01, eta: 7:35:40, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0368, recall@thr=0.5: 0.7368, prec@thr=0.5: 0.8018, recall@top3: 0.8304, prec@top3: 0.6806, recall@top5: 0.9403, prec@top5: 0.4750, loss: 0.0368, grad_norm: 0.1482 2020-12-08 19:48:41,109 - mmaction - INFO - Epoch [10][540/2305] lr: 1.500e-01, eta: 7:35:18, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0380, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.8040, recall@top3: 0.8240, prec@top3: 0.6743, recall@top5: 0.9377, prec@top5: 0.4716, loss: 0.0380, grad_norm: 0.1558 2020-12-08 19:49:02,676 - mmaction - INFO - Epoch [10][560/2305] lr: 1.500e-01, eta: 7:34:55, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0372, recall@thr=0.5: 0.7443, prec@thr=0.5: 0.8092, recall@top3: 0.8285, prec@top3: 0.6841, recall@top5: 0.9375, prec@top5: 0.4771, loss: 0.0372, grad_norm: 0.1469 2020-12-08 19:49:24,305 - mmaction - INFO - Epoch [10][580/2305] lr: 1.500e-01, eta: 7:34:33, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0383, recall@thr=0.5: 0.7304, prec@thr=0.5: 0.8037, recall@top3: 0.8285, prec@top3: 0.6758, recall@top5: 0.9363, prec@top5: 0.4695, loss: 0.0383, grad_norm: 0.1503 2020-12-08 19:49:46,081 - mmaction - INFO - Epoch [10][600/2305] lr: 1.500e-01, eta: 7:34:10, time: 1.089, data_time: 0.001, memory: 8593, loss_action_cls: 0.0387, recall@thr=0.5: 0.7270, prec@thr=0.5: 0.7984, recall@top3: 0.8202, prec@top3: 0.6649, recall@top5: 0.9398, prec@top5: 0.4676, loss: 0.0387, grad_norm: 0.1407 2020-12-08 19:50:07,611 - mmaction - INFO - Epoch [10][620/2305] lr: 1.500e-01, eta: 7:33:48, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0376, recall@thr=0.5: 0.7258, prec@thr=0.5: 0.8029, recall@top3: 0.8228, prec@top3: 0.6704, recall@top5: 0.9418, prec@top5: 0.4721, loss: 0.0376, grad_norm: 0.1446 2020-12-08 19:50:29,130 - mmaction - INFO - Epoch [10][640/2305] lr: 1.500e-01, eta: 7:33:25, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0378, recall@thr=0.5: 0.7263, prec@thr=0.5: 0.7934, recall@top3: 0.8250, prec@top3: 0.6661, recall@top5: 0.9375, prec@top5: 0.4660, loss: 0.0378, grad_norm: 0.1425 2020-12-08 19:50:50,708 - mmaction - INFO - Epoch [10][660/2305] lr: 1.500e-01, eta: 7:33:03, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0388, recall@thr=0.5: 0.7273, prec@thr=0.5: 0.7901, recall@top3: 0.8227, prec@top3: 0.6735, recall@top5: 0.9361, prec@top5: 0.4703, loss: 0.0388, grad_norm: 0.1422 2020-12-08 19:51:12,216 - mmaction - INFO - Epoch [10][680/2305] lr: 1.500e-01, eta: 7:32:40, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0371, recall@thr=0.5: 0.7417, prec@thr=0.5: 0.8131, recall@top3: 0.8311, prec@top3: 0.6769, recall@top5: 0.9395, prec@top5: 0.4704, loss: 0.0371, grad_norm: 0.1452 2020-12-08 19:51:33,720 - mmaction - INFO - Epoch [10][700/2305] lr: 1.500e-01, eta: 7:32:17, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0389, recall@thr=0.5: 0.7254, prec@thr=0.5: 0.7947, recall@top3: 0.8202, prec@top3: 0.6689, recall@top5: 0.9324, prec@top5: 0.4671, loss: 0.0389, grad_norm: 0.1504 2020-12-08 19:51:55,370 - mmaction - INFO - Epoch [10][720/2305] lr: 1.500e-01, eta: 7:31:55, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0366, recall@thr=0.5: 0.7429, prec@thr=0.5: 0.8075, recall@top3: 0.8324, prec@top3: 0.6818, recall@top5: 0.9452, prec@top5: 0.4766, loss: 0.0366, grad_norm: 0.1373 2020-12-08 19:52:16,979 - mmaction - INFO - Epoch [10][740/2305] lr: 1.500e-01, eta: 7:31:32, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0378, recall@thr=0.5: 0.7353, prec@thr=0.5: 0.8017, recall@top3: 0.8261, prec@top3: 0.6809, recall@top5: 0.9392, prec@top5: 0.4764, loss: 0.0378, grad_norm: 0.1478 2020-12-08 19:52:38,547 - mmaction - INFO - Epoch [10][760/2305] lr: 1.500e-01, eta: 7:31:10, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0386, recall@thr=0.5: 0.7307, prec@thr=0.5: 0.7958, recall@top3: 0.8258, prec@top3: 0.6738, recall@top5: 0.9417, prec@top5: 0.4743, loss: 0.0386, grad_norm: 0.1451 2020-12-08 19:53:00,198 - mmaction - INFO - Epoch [10][780/2305] lr: 1.500e-01, eta: 7:30:48, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0375, recall@thr=0.5: 0.7311, prec@thr=0.5: 0.8049, recall@top3: 0.8299, prec@top3: 0.6579, recall@top5: 0.9375, prec@top5: 0.4558, loss: 0.0375, grad_norm: 0.1449 2020-12-08 19:53:21,867 - mmaction - INFO - Epoch [10][800/2305] lr: 1.500e-01, eta: 7:30:25, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0376, recall@thr=0.5: 0.7287, prec@thr=0.5: 0.7954, recall@top3: 0.8289, prec@top3: 0.6710, recall@top5: 0.9406, prec@top5: 0.4678, loss: 0.0376, grad_norm: 0.1465 2020-12-08 19:53:43,397 - mmaction - INFO - Epoch [10][820/2305] lr: 1.500e-01, eta: 7:30:03, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0377, recall@thr=0.5: 0.7377, prec@thr=0.5: 0.7981, recall@top3: 0.8268, prec@top3: 0.6778, recall@top5: 0.9392, prec@top5: 0.4731, loss: 0.0377, grad_norm: 0.1455 2020-12-08 19:54:04,962 - mmaction - INFO - Epoch [10][840/2305] lr: 1.500e-01, eta: 7:29:40, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0378, recall@thr=0.5: 0.7335, prec@thr=0.5: 0.8023, recall@top3: 0.8314, prec@top3: 0.6689, recall@top5: 0.9421, prec@top5: 0.4650, loss: 0.0378, grad_norm: 0.1486 2020-12-08 19:54:26,498 - mmaction - INFO - Epoch [10][860/2305] lr: 1.500e-01, eta: 7:29:17, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0367, recall@thr=0.5: 0.7436, prec@thr=0.5: 0.8054, recall@top3: 0.8329, prec@top3: 0.6753, recall@top5: 0.9423, prec@top5: 0.4706, loss: 0.0367, grad_norm: 0.1405 2020-12-08 19:54:48,177 - mmaction - INFO - Epoch [10][880/2305] lr: 1.500e-01, eta: 7:28:55, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0384, recall@thr=0.5: 0.7326, prec@thr=0.5: 0.8061, recall@top3: 0.8242, prec@top3: 0.6752, recall@top5: 0.9379, prec@top5: 0.4717, loss: 0.0384, grad_norm: 0.1494 2020-12-08 19:55:09,802 - mmaction - INFO - Epoch [10][900/2305] lr: 1.500e-01, eta: 7:28:33, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0379, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7953, recall@top3: 0.8297, prec@top3: 0.6706, recall@top5: 0.9381, prec@top5: 0.4656, loss: 0.0379, grad_norm: 0.1403 2020-12-08 19:55:31,362 - mmaction - INFO - Epoch [10][920/2305] lr: 1.500e-01, eta: 7:28:10, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0363, recall@thr=0.5: 0.7310, prec@thr=0.5: 0.8012, recall@top3: 0.8264, prec@top3: 0.6681, recall@top5: 0.9412, prec@top5: 0.4679, loss: 0.0363, grad_norm: 0.1450 2020-12-08 19:55:52,980 - mmaction - INFO - Epoch [10][940/2305] lr: 1.500e-01, eta: 7:27:48, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0368, recall@thr=0.5: 0.7382, prec@thr=0.5: 0.8028, recall@top3: 0.8308, prec@top3: 0.6633, recall@top5: 0.9399, prec@top5: 0.4619, loss: 0.0368, grad_norm: 0.1456 2020-12-08 19:56:14,509 - mmaction - INFO - Epoch [10][960/2305] lr: 1.500e-01, eta: 7:27:25, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0379, recall@thr=0.5: 0.7277, prec@thr=0.5: 0.8039, recall@top3: 0.8248, prec@top3: 0.6719, recall@top5: 0.9387, prec@top5: 0.4685, loss: 0.0379, grad_norm: 0.1450 2020-12-08 19:56:36,263 - mmaction - INFO - Epoch [10][980/2305] lr: 1.500e-01, eta: 7:27:03, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0380, recall@thr=0.5: 0.7258, prec@thr=0.5: 0.7917, recall@top3: 0.8211, prec@top3: 0.6783, recall@top5: 0.9369, prec@top5: 0.4747, loss: 0.0380, grad_norm: 0.1558 2020-12-08 19:56:57,795 - mmaction - INFO - Epoch [10][1000/2305] lr: 1.500e-01, eta: 7:26:40, time: 1.077, data_time: 0.003, memory: 8593, loss_action_cls: 0.0380, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.7950, recall@top3: 0.8254, prec@top3: 0.6664, recall@top5: 0.9377, prec@top5: 0.4656, loss: 0.0380, grad_norm: 0.1423 2020-12-08 19:57:19,379 - mmaction - INFO - Epoch [10][1020/2305] lr: 1.500e-01, eta: 7:26:18, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0384, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.7930, recall@top3: 0.8234, prec@top3: 0.6632, recall@top5: 0.9390, prec@top5: 0.4658, loss: 0.0384, grad_norm: 0.1465 2020-12-08 19:57:41,056 - mmaction - INFO - Epoch [10][1040/2305] lr: 1.500e-01, eta: 7:25:55, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0379, recall@thr=0.5: 0.7237, prec@thr=0.5: 0.8021, recall@top3: 0.8274, prec@top3: 0.6614, recall@top5: 0.9342, prec@top5: 0.4589, loss: 0.0379, grad_norm: 0.1439 2020-12-08 19:58:02,664 - mmaction - INFO - Epoch [10][1060/2305] lr: 1.500e-01, eta: 7:25:33, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0376, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.7950, recall@top3: 0.8196, prec@top3: 0.6650, recall@top5: 0.9379, prec@top5: 0.4685, loss: 0.0376, grad_norm: 0.1473 2020-12-08 19:58:24,358 - mmaction - INFO - Epoch [10][1080/2305] lr: 1.500e-01, eta: 7:25:11, time: 1.086, data_time: 0.002, memory: 8593, loss_action_cls: 0.0377, recall@thr=0.5: 0.7396, prec@thr=0.5: 0.8071, recall@top3: 0.8285, prec@top3: 0.6770, recall@top5: 0.9412, prec@top5: 0.4730, loss: 0.0377, grad_norm: 0.1485 2020-12-08 19:58:45,998 - mmaction - INFO - Epoch [10][1100/2305] lr: 1.500e-01, eta: 7:24:48, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0383, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7904, recall@top3: 0.8211, prec@top3: 0.6640, recall@top5: 0.9321, prec@top5: 0.4634, loss: 0.0383, grad_norm: 0.1481 2020-12-08 19:59:07,543 - mmaction - INFO - Epoch [10][1120/2305] lr: 1.500e-01, eta: 7:24:26, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0373, recall@thr=0.5: 0.7393, prec@thr=0.5: 0.8059, recall@top3: 0.8259, prec@top3: 0.6738, recall@top5: 0.9387, prec@top5: 0.4711, loss: 0.0373, grad_norm: 0.1435 2020-12-08 19:59:29,108 - mmaction - INFO - Epoch [10][1140/2305] lr: 1.500e-01, eta: 7:24:03, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0368, recall@thr=0.5: 0.7324, prec@thr=0.5: 0.8056, recall@top3: 0.8324, prec@top3: 0.6787, recall@top5: 0.9390, prec@top5: 0.4694, loss: 0.0368, grad_norm: 0.1434 2020-12-08 19:59:50,666 - mmaction - INFO - Epoch [10][1160/2305] lr: 1.500e-01, eta: 7:23:41, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0384, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.7907, recall@top3: 0.8169, prec@top3: 0.6634, recall@top5: 0.9361, prec@top5: 0.4665, loss: 0.0384, grad_norm: 0.1466 2020-12-08 20:00:12,311 - mmaction - INFO - Epoch [10][1180/2305] lr: 1.500e-01, eta: 7:23:18, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0369, recall@thr=0.5: 0.7456, prec@thr=0.5: 0.8121, recall@top3: 0.8285, prec@top3: 0.6710, recall@top5: 0.9416, prec@top5: 0.4695, loss: 0.0369, grad_norm: 0.1472 2020-12-08 20:00:33,958 - mmaction - INFO - Epoch [10][1200/2305] lr: 1.500e-01, eta: 7:22:56, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0374, recall@thr=0.5: 0.7293, prec@thr=0.5: 0.7979, recall@top3: 0.8352, prec@top3: 0.6705, recall@top5: 0.9403, prec@top5: 0.4637, loss: 0.0374, grad_norm: 0.1502 2020-12-08 20:00:55,622 - mmaction - INFO - Epoch [10][1220/2305] lr: 1.500e-01, eta: 7:22:34, time: 1.084, data_time: 0.003, memory: 8593, loss_action_cls: 0.0388, recall@thr=0.5: 0.7206, prec@thr=0.5: 0.7911, recall@top3: 0.8265, prec@top3: 0.6705, recall@top5: 0.9341, prec@top5: 0.4649, loss: 0.0388, grad_norm: 0.1389 2020-12-08 20:01:17,229 - mmaction - INFO - Epoch [10][1240/2305] lr: 1.500e-01, eta: 7:22:11, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0368, recall@thr=0.5: 0.7343, prec@thr=0.5: 0.7963, recall@top3: 0.8325, prec@top3: 0.6753, recall@top5: 0.9442, prec@top5: 0.4712, loss: 0.0368, grad_norm: 0.1418 2020-12-08 20:01:38,682 - mmaction - INFO - Epoch [10][1260/2305] lr: 1.500e-01, eta: 7:21:48, time: 1.072, data_time: 0.001, memory: 8593, loss_action_cls: 0.0375, recall@thr=0.5: 0.7312, prec@thr=0.5: 0.7929, recall@top3: 0.8308, prec@top3: 0.6691, recall@top5: 0.9407, prec@top5: 0.4644, loss: 0.0375, grad_norm: 0.1542 2020-12-08 20:02:00,285 - mmaction - INFO - Epoch [10][1280/2305] lr: 1.500e-01, eta: 7:21:26, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0378, recall@thr=0.5: 0.7265, prec@thr=0.5: 0.8001, recall@top3: 0.8244, prec@top3: 0.6595, recall@top5: 0.9364, prec@top5: 0.4609, loss: 0.0378, grad_norm: 0.1430 2020-12-08 20:02:21,826 - mmaction - INFO - Epoch [10][1300/2305] lr: 1.500e-01, eta: 7:21:04, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0383, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.7966, recall@top3: 0.8234, prec@top3: 0.6721, recall@top5: 0.9393, prec@top5: 0.4723, loss: 0.0383, grad_norm: 0.1443 2020-12-08 20:02:43,291 - mmaction - INFO - Epoch [10][1320/2305] lr: 1.500e-01, eta: 7:20:41, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0378, recall@thr=0.5: 0.7273, prec@thr=0.5: 0.7971, recall@top3: 0.8202, prec@top3: 0.6645, recall@top5: 0.9379, prec@top5: 0.4672, loss: 0.0378, grad_norm: 0.1450 2020-12-08 20:03:04,757 - mmaction - INFO - Epoch [10][1340/2305] lr: 1.500e-01, eta: 7:20:18, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0387, recall@thr=0.5: 0.7208, prec@thr=0.5: 0.7877, recall@top3: 0.8219, prec@top3: 0.6648, recall@top5: 0.9370, prec@top5: 0.4651, loss: 0.0387, grad_norm: 0.1526 2020-12-08 20:03:26,371 - mmaction - INFO - Epoch [10][1360/2305] lr: 1.500e-01, eta: 7:19:56, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0380, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.8013, recall@top3: 0.8234, prec@top3: 0.6632, recall@top5: 0.9385, prec@top5: 0.4651, loss: 0.0380, grad_norm: 0.1455 2020-12-08 20:03:47,992 - mmaction - INFO - Epoch [10][1380/2305] lr: 1.500e-01, eta: 7:19:34, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0368, recall@thr=0.5: 0.7399, prec@thr=0.5: 0.8103, recall@top3: 0.8269, prec@top3: 0.6778, recall@top5: 0.9472, prec@top5: 0.4771, loss: 0.0368, grad_norm: 0.1480 2020-12-08 20:04:09,680 - mmaction - INFO - Epoch [10][1400/2305] lr: 1.500e-01, eta: 7:19:11, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0378, recall@thr=0.5: 0.7356, prec@thr=0.5: 0.8007, recall@top3: 0.8310, prec@top3: 0.6749, recall@top5: 0.9394, prec@top5: 0.4693, loss: 0.0378, grad_norm: 0.1483 2020-12-08 20:04:31,309 - mmaction - INFO - Epoch [10][1420/2305] lr: 1.500e-01, eta: 7:18:49, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0379, recall@thr=0.5: 0.7237, prec@thr=0.5: 0.7901, recall@top3: 0.8238, prec@top3: 0.6682, recall@top5: 0.9362, prec@top5: 0.4674, loss: 0.0379, grad_norm: 0.1443 2020-12-08 20:04:52,902 - mmaction - INFO - Epoch [10][1440/2305] lr: 1.500e-01, eta: 7:18:26, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0361, recall@thr=0.5: 0.7399, prec@thr=0.5: 0.8051, recall@top3: 0.8377, prec@top3: 0.6751, recall@top5: 0.9428, prec@top5: 0.4664, loss: 0.0361, grad_norm: 0.1410 2020-12-08 20:05:14,411 - mmaction - INFO - Epoch [10][1460/2305] lr: 1.500e-01, eta: 7:18:04, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0388, recall@thr=0.5: 0.7283, prec@thr=0.5: 0.7965, recall@top3: 0.8229, prec@top3: 0.6738, recall@top5: 0.9365, prec@top5: 0.4708, loss: 0.0388, grad_norm: 0.1554 2020-12-08 20:05:35,884 - mmaction - INFO - Epoch [10][1480/2305] lr: 1.500e-01, eta: 7:17:41, time: 1.072, data_time: 0.001, memory: 8593, loss_action_cls: 0.0373, recall@thr=0.5: 0.7278, prec@thr=0.5: 0.7891, recall@top3: 0.8247, prec@top3: 0.6739, recall@top5: 0.9390, prec@top5: 0.4705, loss: 0.0373, grad_norm: 0.1418 2020-12-08 20:05:57,463 - mmaction - INFO - Epoch [10][1500/2305] lr: 1.500e-01, eta: 7:17:19, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0379, recall@thr=0.5: 0.7250, prec@thr=0.5: 0.7897, recall@top3: 0.8237, prec@top3: 0.6649, recall@top5: 0.9397, prec@top5: 0.4656, loss: 0.0379, grad_norm: 0.1562 2020-12-08 20:06:19,024 - mmaction - INFO - Epoch [10][1520/2305] lr: 1.500e-01, eta: 7:16:56, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0375, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.8019, recall@top3: 0.8268, prec@top3: 0.6750, recall@top5: 0.9386, prec@top5: 0.4708, loss: 0.0375, grad_norm: 0.1507 2020-12-08 20:06:40,588 - mmaction - INFO - Epoch [10][1540/2305] lr: 1.500e-01, eta: 7:16:34, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0374, recall@thr=0.5: 0.7344, prec@thr=0.5: 0.8003, recall@top3: 0.8189, prec@top3: 0.6693, recall@top5: 0.9367, prec@top5: 0.4721, loss: 0.0374, grad_norm: 0.1451 2020-12-08 20:07:02,138 - mmaction - INFO - Epoch [10][1560/2305] lr: 1.500e-01, eta: 7:16:11, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0377, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7935, recall@top3: 0.8360, prec@top3: 0.6659, recall@top5: 0.9417, prec@top5: 0.4612, loss: 0.0377, grad_norm: 0.1423 2020-12-08 20:07:23,636 - mmaction - INFO - Epoch [10][1580/2305] lr: 1.500e-01, eta: 7:15:49, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0369, recall@thr=0.5: 0.7369, prec@thr=0.5: 0.8037, recall@top3: 0.8254, prec@top3: 0.6704, recall@top5: 0.9377, prec@top5: 0.4688, loss: 0.0369, grad_norm: 0.1485 2020-12-08 20:07:45,147 - mmaction - INFO - Epoch [10][1600/2305] lr: 1.500e-01, eta: 7:15:26, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0372, recall@thr=0.5: 0.7388, prec@thr=0.5: 0.8030, recall@top3: 0.8279, prec@top3: 0.6750, recall@top5: 0.9399, prec@top5: 0.4705, loss: 0.0372, grad_norm: 0.1417 2020-12-08 20:08:06,847 - mmaction - INFO - Epoch [10][1620/2305] lr: 1.500e-01, eta: 7:15:04, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0384, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7913, recall@top3: 0.8195, prec@top3: 0.6585, recall@top5: 0.9350, prec@top5: 0.4629, loss: 0.0384, grad_norm: 0.1496 2020-12-08 20:08:28,322 - mmaction - INFO - Epoch [10][1640/2305] lr: 1.500e-01, eta: 7:14:41, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0384, recall@thr=0.5: 0.7137, prec@thr=0.5: 0.7830, recall@top3: 0.8194, prec@top3: 0.6710, recall@top5: 0.9366, prec@top5: 0.4712, loss: 0.0384, grad_norm: 0.1467 2020-12-08 20:08:49,892 - mmaction - INFO - Epoch [10][1660/2305] lr: 1.500e-01, eta: 7:14:19, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0372, recall@thr=0.5: 0.7414, prec@thr=0.5: 0.8087, recall@top3: 0.8326, prec@top3: 0.6787, recall@top5: 0.9440, prec@top5: 0.4728, loss: 0.0372, grad_norm: 0.1365 2020-12-08 20:09:11,502 - mmaction - INFO - Epoch [10][1680/2305] lr: 1.500e-01, eta: 7:13:57, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0385, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7990, recall@top3: 0.8122, prec@top3: 0.6719, recall@top5: 0.9330, prec@top5: 0.4736, loss: 0.0385, grad_norm: 0.1489 2020-12-08 20:09:33,038 - mmaction - INFO - Epoch [10][1700/2305] lr: 1.500e-01, eta: 7:13:34, time: 1.077, data_time: 0.003, memory: 8593, loss_action_cls: 0.0373, recall@thr=0.5: 0.7414, prec@thr=0.5: 0.8037, recall@top3: 0.8311, prec@top3: 0.6723, recall@top5: 0.9382, prec@top5: 0.4660, loss: 0.0373, grad_norm: 0.1448 2020-12-08 20:09:54,618 - mmaction - INFO - Epoch [10][1720/2305] lr: 1.500e-01, eta: 7:13:12, time: 1.080, data_time: 0.003, memory: 8593, loss_action_cls: 0.0378, recall@thr=0.5: 0.7356, prec@thr=0.5: 0.8052, recall@top3: 0.8255, prec@top3: 0.6822, recall@top5: 0.9387, prec@top5: 0.4774, loss: 0.0378, grad_norm: 0.1453 2020-12-08 20:10:16,255 - mmaction - INFO - Epoch [10][1740/2305] lr: 1.500e-01, eta: 7:12:49, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0383, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7874, recall@top3: 0.8253, prec@top3: 0.6693, recall@top5: 0.9362, prec@top5: 0.4659, loss: 0.0383, grad_norm: 0.1491 2020-12-08 20:10:37,843 - mmaction - INFO - Epoch [10][1760/2305] lr: 1.500e-01, eta: 7:12:27, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0389, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7989, recall@top3: 0.8244, prec@top3: 0.6593, recall@top5: 0.9360, prec@top5: 0.4607, loss: 0.0389, grad_norm: 0.1462 2020-12-08 20:10:59,219 - mmaction - INFO - Epoch [10][1780/2305] lr: 1.500e-01, eta: 7:12:04, time: 1.068, data_time: 0.001, memory: 8593, loss_action_cls: 0.0363, recall@thr=0.5: 0.7462, prec@thr=0.5: 0.8105, recall@top3: 0.8341, prec@top3: 0.6716, recall@top5: 0.9424, prec@top5: 0.4671, loss: 0.0363, grad_norm: 0.1407 2020-12-08 20:11:20,838 - mmaction - INFO - Epoch [10][1800/2305] lr: 1.500e-01, eta: 7:11:42, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0365, recall@thr=0.5: 0.7333, prec@thr=0.5: 0.8069, recall@top3: 0.8319, prec@top3: 0.6702, recall@top5: 0.9367, prec@top5: 0.4632, loss: 0.0365, grad_norm: 0.1457 2020-12-08 20:11:42,407 - mmaction - INFO - Epoch [10][1820/2305] lr: 1.500e-01, eta: 7:11:19, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0374, recall@thr=0.5: 0.7367, prec@thr=0.5: 0.7977, recall@top3: 0.8340, prec@top3: 0.6676, recall@top5: 0.9410, prec@top5: 0.4622, loss: 0.0374, grad_norm: 0.1491 2020-12-08 20:12:03,888 - mmaction - INFO - Epoch [10][1840/2305] lr: 1.500e-01, eta: 7:10:57, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0368, recall@thr=0.5: 0.7378, prec@thr=0.5: 0.7971, recall@top3: 0.8294, prec@top3: 0.6690, recall@top5: 0.9380, prec@top5: 0.4648, loss: 0.0368, grad_norm: 0.1510 2020-12-08 20:12:25,512 - mmaction - INFO - Epoch [10][1860/2305] lr: 1.500e-01, eta: 7:10:35, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0375, recall@thr=0.5: 0.7218, prec@thr=0.5: 0.7935, recall@top3: 0.8211, prec@top3: 0.6597, recall@top5: 0.9393, prec@top5: 0.4632, loss: 0.0375, grad_norm: 0.1476 2020-12-08 20:12:47,183 - mmaction - INFO - Epoch [10][1880/2305] lr: 1.500e-01, eta: 7:10:12, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0383, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7987, recall@top3: 0.8192, prec@top3: 0.6673, recall@top5: 0.9356, prec@top5: 0.4690, loss: 0.0383, grad_norm: 0.1499 2020-12-08 20:13:08,683 - mmaction - INFO - Epoch [10][1900/2305] lr: 1.500e-01, eta: 7:09:50, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0387, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7940, recall@top3: 0.8113, prec@top3: 0.6582, recall@top5: 0.9315, prec@top5: 0.4644, loss: 0.0387, grad_norm: 0.1546 2020-12-08 20:13:30,266 - mmaction - INFO - Epoch [10][1920/2305] lr: 1.500e-01, eta: 7:09:27, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0380, recall@thr=0.5: 0.7240, prec@thr=0.5: 0.7995, recall@top3: 0.8296, prec@top3: 0.6750, recall@top5: 0.9371, prec@top5: 0.4682, loss: 0.0380, grad_norm: 0.1503 2020-12-08 20:13:51,886 - mmaction - INFO - Epoch [10][1940/2305] lr: 1.500e-01, eta: 7:09:05, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0376, recall@thr=0.5: 0.7245, prec@thr=0.5: 0.7905, recall@top3: 0.8275, prec@top3: 0.6590, recall@top5: 0.9401, prec@top5: 0.4615, loss: 0.0376, grad_norm: 0.1444 2020-12-08 20:14:13,478 - mmaction - INFO - Epoch [10][1960/2305] lr: 1.500e-01, eta: 7:08:43, time: 1.081, data_time: 0.003, memory: 8593, loss_action_cls: 0.0369, recall@thr=0.5: 0.7370, prec@thr=0.5: 0.8030, recall@top3: 0.8238, prec@top3: 0.6714, recall@top5: 0.9357, prec@top5: 0.4681, loss: 0.0369, grad_norm: 0.1405 2020-12-08 20:14:35,241 - mmaction - INFO - Epoch [10][1980/2305] lr: 1.500e-01, eta: 7:08:20, time: 1.087, data_time: 0.002, memory: 8593, loss_action_cls: 0.0371, recall@thr=0.5: 0.7278, prec@thr=0.5: 0.7938, recall@top3: 0.8272, prec@top3: 0.6674, recall@top5: 0.9392, prec@top5: 0.4640, loss: 0.0371, grad_norm: 0.1488 2020-12-08 20:14:56,834 - mmaction - INFO - Epoch [10][2000/2305] lr: 1.500e-01, eta: 7:07:58, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0387, recall@thr=0.5: 0.7297, prec@thr=0.5: 0.8042, recall@top3: 0.8266, prec@top3: 0.6732, recall@top5: 0.9332, prec@top5: 0.4675, loss: 0.0387, grad_norm: 0.1404 2020-12-08 20:15:18,555 - mmaction - INFO - Epoch [10][2020/2305] lr: 1.500e-01, eta: 7:07:36, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0368, recall@thr=0.5: 0.7425, prec@thr=0.5: 0.8072, recall@top3: 0.8282, prec@top3: 0.6768, recall@top5: 0.9411, prec@top5: 0.4728, loss: 0.0368, grad_norm: 0.1440 2020-12-08 20:15:40,155 - mmaction - INFO - Epoch [10][2040/2305] lr: 1.500e-01, eta: 7:07:13, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0364, recall@thr=0.5: 0.7421, prec@thr=0.5: 0.8113, recall@top3: 0.8342, prec@top3: 0.6780, recall@top5: 0.9435, prec@top5: 0.4711, loss: 0.0364, grad_norm: 0.1465 2020-12-08 20:16:01,785 - mmaction - INFO - Epoch [10][2060/2305] lr: 1.500e-01, eta: 7:06:51, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0381, recall@thr=0.5: 0.7252, prec@thr=0.5: 0.7931, recall@top3: 0.8249, prec@top3: 0.6674, recall@top5: 0.9398, prec@top5: 0.4665, loss: 0.0381, grad_norm: 0.1509 2020-12-08 20:16:23,495 - mmaction - INFO - Epoch [10][2080/2305] lr: 1.500e-01, eta: 7:06:29, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0375, recall@thr=0.5: 0.7282, prec@thr=0.5: 0.7939, recall@top3: 0.8208, prec@top3: 0.6736, recall@top5: 0.9372, prec@top5: 0.4728, loss: 0.0375, grad_norm: 0.1421 2020-12-08 20:16:45,139 - mmaction - INFO - Epoch [10][2100/2305] lr: 1.500e-01, eta: 7:06:06, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0373, recall@thr=0.5: 0.7305, prec@thr=0.5: 0.8018, recall@top3: 0.8290, prec@top3: 0.6757, recall@top5: 0.9406, prec@top5: 0.4712, loss: 0.0373, grad_norm: 0.1407 2020-12-08 20:17:06,716 - mmaction - INFO - Epoch [10][2120/2305] lr: 1.500e-01, eta: 7:05:44, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0384, recall@thr=0.5: 0.7147, prec@thr=0.5: 0.7926, recall@top3: 0.8182, prec@top3: 0.6569, recall@top5: 0.9326, prec@top5: 0.4602, loss: 0.0384, grad_norm: 0.1442 2020-12-08 20:17:28,425 - mmaction - INFO - Epoch [10][2140/2305] lr: 1.500e-01, eta: 7:05:22, time: 1.087, data_time: 0.002, memory: 8593, loss_action_cls: 0.0373, recall@thr=0.5: 0.7319, prec@thr=0.5: 0.7993, recall@top3: 0.8248, prec@top3: 0.6701, recall@top5: 0.9376, prec@top5: 0.4678, loss: 0.0373, grad_norm: 0.1403 2020-12-08 20:17:49,984 - mmaction - INFO - Epoch [10][2160/2305] lr: 1.500e-01, eta: 7:04:59, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0388, recall@thr=0.5: 0.7240, prec@thr=0.5: 0.7934, recall@top3: 0.8207, prec@top3: 0.6663, recall@top5: 0.9330, prec@top5: 0.4645, loss: 0.0388, grad_norm: 0.1469 2020-12-08 20:18:11,529 - mmaction - INFO - Epoch [10][2180/2305] lr: 1.500e-01, eta: 7:04:37, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0379, recall@thr=0.5: 0.7276, prec@thr=0.5: 0.8102, recall@top3: 0.8242, prec@top3: 0.6671, recall@top5: 0.9392, prec@top5: 0.4671, loss: 0.0379, grad_norm: 0.1445 2020-12-08 20:18:33,075 - mmaction - INFO - Epoch [10][2200/2305] lr: 1.500e-01, eta: 7:04:14, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0387, recall@thr=0.5: 0.7172, prec@thr=0.5: 0.8005, recall@top3: 0.8159, prec@top3: 0.6672, recall@top5: 0.9333, prec@top5: 0.4691, loss: 0.0387, grad_norm: 0.1487 2020-12-08 20:18:54,645 - mmaction - INFO - Epoch [10][2220/2305] lr: 1.500e-01, eta: 7:03:52, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0365, recall@thr=0.5: 0.7364, prec@thr=0.5: 0.8013, recall@top3: 0.8369, prec@top3: 0.6651, recall@top5: 0.9431, prec@top5: 0.4611, loss: 0.0365, grad_norm: 0.1398 2020-12-08 20:19:16,223 - mmaction - INFO - Epoch [10][2240/2305] lr: 1.500e-01, eta: 7:03:30, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0377, recall@thr=0.5: 0.7328, prec@thr=0.5: 0.7986, recall@top3: 0.8215, prec@top3: 0.6741, recall@top5: 0.9423, prec@top5: 0.4741, loss: 0.0377, grad_norm: 0.1491 2020-12-08 20:19:37,793 - mmaction - INFO - Epoch [10][2260/2305] lr: 1.500e-01, eta: 7:03:07, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0382, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7950, recall@top3: 0.8200, prec@top3: 0.6594, recall@top5: 0.9336, prec@top5: 0.4617, loss: 0.0382, grad_norm: 0.1407 2020-12-08 20:19:59,273 - mmaction - INFO - Epoch [10][2280/2305] lr: 1.500e-01, eta: 7:02:45, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0382, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.8001, recall@top3: 0.8217, prec@top3: 0.6650, recall@top5: 0.9347, prec@top5: 0.4649, loss: 0.0382, grad_norm: 0.1427 2020-12-08 20:20:20,839 - mmaction - INFO - Epoch [10][2300/2305] lr: 1.500e-01, eta: 7:02:22, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0368, recall@thr=0.5: 0.7291, prec@thr=0.5: 0.8046, recall@top3: 0.8283, prec@top3: 0.6662, recall@top5: 0.9420, prec@top5: 0.4667, loss: 0.0368, grad_norm: 0.1451 2020-12-08 20:20:29,440 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-12-08 20:29:35,433 - mmaction - INFO - Evaluating proposal ... 2020-12-08 20:30:42,813 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 20:30:42,814 - mmaction - INFO - Evaluating bbox ... 2020-12-08 20:38:57,079 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2513 2020-12-08 20:38:58,144 - mmaction - INFO - Epoch(val) [10][2305] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2513 2020-12-08 20:40:08,723 - mmaction - INFO - Epoch [11][20/2305] lr: 1.500e-02, eta: 7:02:38, time: 3.524, data_time: 2.460, memory: 8593, loss_action_cls: 0.0362, recall@thr=0.5: 0.7452, prec@thr=0.5: 0.8094, recall@top3: 0.8346, prec@top3: 0.6743, recall@top5: 0.9426, prec@top5: 0.4684, loss: 0.0362, grad_norm: 0.1366 2020-12-08 20:40:30,160 - mmaction - INFO - Epoch [11][40/2305] lr: 1.500e-02, eta: 7:02:15, time: 1.071, data_time: 0.001, memory: 8593, loss_action_cls: 0.0357, recall@thr=0.5: 0.7410, prec@thr=0.5: 0.8114, recall@top3: 0.8391, prec@top3: 0.6768, recall@top5: 0.9473, prec@top5: 0.4690, loss: 0.0357, grad_norm: 0.1301 2020-12-08 20:40:51,740 - mmaction - INFO - Epoch [11][60/2305] lr: 1.500e-02, eta: 7:01:53, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0364, recall@thr=0.5: 0.7358, prec@thr=0.5: 0.8122, recall@top3: 0.8371, prec@top3: 0.6722, recall@top5: 0.9401, prec@top5: 0.4638, loss: 0.0364, grad_norm: 0.1333 2020-12-08 20:41:13,258 - mmaction - INFO - Epoch [11][80/2305] lr: 1.500e-02, eta: 7:01:30, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0348, recall@thr=0.5: 0.7440, prec@thr=0.5: 0.8192, recall@top3: 0.8399, prec@top3: 0.6792, recall@top5: 0.9472, prec@top5: 0.4720, loss: 0.0348, grad_norm: 0.1323 2020-12-08 20:41:34,751 - mmaction - INFO - Epoch [11][100/2305] lr: 1.500e-02, eta: 7:01:08, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0346, recall@thr=0.5: 0.7551, prec@thr=0.5: 0.8141, recall@top3: 0.8434, prec@top3: 0.6872, recall@top5: 0.9487, prec@top5: 0.4745, loss: 0.0346, grad_norm: 0.1351 2020-12-08 20:41:56,157 - mmaction - INFO - Epoch [11][120/2305] lr: 1.500e-02, eta: 7:00:45, time: 1.070, data_time: 0.001, memory: 8593, loss_action_cls: 0.0350, recall@thr=0.5: 0.7463, prec@thr=0.5: 0.8085, recall@top3: 0.8400, prec@top3: 0.6761, recall@top5: 0.9433, prec@top5: 0.4674, loss: 0.0350, grad_norm: 0.1349 2020-12-08 20:42:17,622 - mmaction - INFO - Epoch [11][140/2305] lr: 1.500e-02, eta: 7:00:22, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0347, recall@thr=0.5: 0.7590, prec@thr=0.5: 0.8240, recall@top3: 0.8434, prec@top3: 0.6890, recall@top5: 0.9452, prec@top5: 0.4755, loss: 0.0347, grad_norm: 0.1314 2020-12-08 20:42:39,099 - mmaction - INFO - Epoch [11][160/2305] lr: 1.500e-02, eta: 7:00:00, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0345, recall@thr=0.5: 0.7640, prec@thr=0.5: 0.8251, recall@top3: 0.8477, prec@top3: 0.6885, recall@top5: 0.9448, prec@top5: 0.4719, loss: 0.0345, grad_norm: 0.1352 2020-12-08 20:43:00,637 - mmaction - INFO - Epoch [11][180/2305] lr: 1.500e-02, eta: 6:59:37, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0350, recall@thr=0.5: 0.7534, prec@thr=0.5: 0.8229, recall@top3: 0.8452, prec@top3: 0.6876, recall@top5: 0.9466, prec@top5: 0.4723, loss: 0.0350, grad_norm: 0.1386 2020-12-08 20:43:22,247 - mmaction - INFO - Epoch [11][200/2305] lr: 1.500e-02, eta: 6:59:15, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0343, recall@thr=0.5: 0.7612, prec@thr=0.5: 0.8184, recall@top3: 0.8456, prec@top3: 0.6864, recall@top5: 0.9431, prec@top5: 0.4709, loss: 0.0343, grad_norm: 0.1328 2020-12-08 20:43:43,733 - mmaction - INFO - Epoch [11][220/2305] lr: 1.500e-02, eta: 6:58:52, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0348, recall@thr=0.5: 0.7533, prec@thr=0.5: 0.8301, recall@top3: 0.8420, prec@top3: 0.6774, recall@top5: 0.9455, prec@top5: 0.4682, loss: 0.0348, grad_norm: 0.1393 2020-12-08 20:44:05,353 - mmaction - INFO - Epoch [11][240/2305] lr: 1.500e-02, eta: 6:58:30, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0348, recall@thr=0.5: 0.7599, prec@thr=0.5: 0.8137, recall@top3: 0.8436, prec@top3: 0.6838, recall@top5: 0.9463, prec@top5: 0.4722, loss: 0.0348, grad_norm: 0.1358 2020-12-08 20:44:26,948 - mmaction - INFO - Epoch [11][260/2305] lr: 1.500e-02, eta: 6:58:07, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0333, recall@thr=0.5: 0.7627, prec@thr=0.5: 0.8257, recall@top3: 0.8452, prec@top3: 0.6904, recall@top5: 0.9526, prec@top5: 0.4781, loss: 0.0333, grad_norm: 0.1354 2020-12-08 20:44:48,423 - mmaction - INFO - Epoch [11][280/2305] lr: 1.500e-02, eta: 6:57:45, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0343, recall@thr=0.5: 0.7516, prec@thr=0.5: 0.8169, recall@top3: 0.8406, prec@top3: 0.6715, recall@top5: 0.9445, prec@top5: 0.4641, loss: 0.0343, grad_norm: 0.1410 2020-12-08 20:45:09,921 - mmaction - INFO - Epoch [11][300/2305] lr: 1.500e-02, eta: 6:57:22, time: 1.075, data_time: 0.002, memory: 8593, loss_action_cls: 0.0332, recall@thr=0.5: 0.7660, prec@thr=0.5: 0.8306, recall@top3: 0.8476, prec@top3: 0.6929, recall@top5: 0.9489, prec@top5: 0.4769, loss: 0.0332, grad_norm: 0.1314 2020-12-08 20:45:31,458 - mmaction - INFO - Epoch [11][320/2305] lr: 1.500e-02, eta: 6:57:00, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0348, recall@thr=0.5: 0.7600, prec@thr=0.5: 0.8215, recall@top3: 0.8424, prec@top3: 0.6774, recall@top5: 0.9455, prec@top5: 0.4677, loss: 0.0348, grad_norm: 0.1394 2020-12-08 20:45:52,955 - mmaction - INFO - Epoch [11][340/2305] lr: 1.500e-02, eta: 6:56:37, time: 1.076, data_time: 0.003, memory: 8593, loss_action_cls: 0.0354, recall@thr=0.5: 0.7531, prec@thr=0.5: 0.8203, recall@top3: 0.8378, prec@top3: 0.6762, recall@top5: 0.9462, prec@top5: 0.4698, loss: 0.0354, grad_norm: 0.1365 2020-12-08 20:46:14,486 - mmaction - INFO - Epoch [11][360/2305] lr: 1.500e-02, eta: 6:56:15, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0342, recall@thr=0.5: 0.7638, prec@thr=0.5: 0.8282, recall@top3: 0.8515, prec@top3: 0.6942, recall@top5: 0.9488, prec@top5: 0.4758, loss: 0.0342, grad_norm: 0.1328 2020-12-08 20:46:35,978 - mmaction - INFO - Epoch [11][380/2305] lr: 1.500e-02, eta: 6:55:52, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0338, recall@thr=0.5: 0.7575, prec@thr=0.5: 0.8252, recall@top3: 0.8486, prec@top3: 0.6838, recall@top5: 0.9478, prec@top5: 0.4685, loss: 0.0338, grad_norm: 0.1357 2020-12-08 20:46:57,537 - mmaction - INFO - Epoch [11][400/2305] lr: 1.500e-02, eta: 6:55:30, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0343, recall@thr=0.5: 0.7607, prec@thr=0.5: 0.8334, recall@top3: 0.8419, prec@top3: 0.6888, recall@top5: 0.9473, prec@top5: 0.4760, loss: 0.0343, grad_norm: 0.1387 2020-12-08 20:47:19,128 - mmaction - INFO - Epoch [11][420/2305] lr: 1.500e-02, eta: 6:55:08, time: 1.081, data_time: 0.003, memory: 8593, loss_action_cls: 0.0341, recall@thr=0.5: 0.7596, prec@thr=0.5: 0.8287, recall@top3: 0.8399, prec@top3: 0.6810, recall@top5: 0.9439, prec@top5: 0.4704, loss: 0.0341, grad_norm: 0.1364 2020-12-08 20:47:40,650 - mmaction - INFO - Epoch [11][440/2305] lr: 1.500e-02, eta: 6:54:45, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0345, recall@thr=0.5: 0.7564, prec@thr=0.5: 0.8207, recall@top3: 0.8407, prec@top3: 0.6860, recall@top5: 0.9479, prec@top5: 0.4741, loss: 0.0345, grad_norm: 0.1375 2020-12-08 20:48:02,370 - mmaction - INFO - Epoch [11][460/2305] lr: 1.500e-02, eta: 6:54:23, time: 1.087, data_time: 0.002, memory: 8593, loss_action_cls: 0.0340, recall@thr=0.5: 0.7621, prec@thr=0.5: 0.8254, recall@top3: 0.8489, prec@top3: 0.6903, recall@top5: 0.9512, prec@top5: 0.4762, loss: 0.0340, grad_norm: 0.1371 2020-12-08 20:48:24,025 - mmaction - INFO - Epoch [11][480/2305] lr: 1.500e-02, eta: 6:54:00, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0343, recall@thr=0.5: 0.7530, prec@thr=0.5: 0.8250, recall@top3: 0.8483, prec@top3: 0.6860, recall@top5: 0.9506, prec@top5: 0.4720, loss: 0.0343, grad_norm: 0.1391 2020-12-08 20:48:45,638 - mmaction - INFO - Epoch [11][500/2305] lr: 1.500e-02, eta: 6:53:38, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0335, recall@thr=0.5: 0.7729, prec@thr=0.5: 0.8242, recall@top3: 0.8498, prec@top3: 0.6927, recall@top5: 0.9562, prec@top5: 0.4803, loss: 0.0335, grad_norm: 0.1349 2020-12-08 20:49:07,248 - mmaction - INFO - Epoch [11][520/2305] lr: 1.500e-02, eta: 6:53:16, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0327, recall@thr=0.5: 0.7704, prec@thr=0.5: 0.8375, recall@top3: 0.8559, prec@top3: 0.6934, recall@top5: 0.9544, prec@top5: 0.4749, loss: 0.0327, grad_norm: 0.1345 2020-12-08 20:49:28,775 - mmaction - INFO - Epoch [11][540/2305] lr: 1.500e-02, eta: 6:52:53, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0331, recall@thr=0.5: 0.7663, prec@thr=0.5: 0.8279, recall@top3: 0.8511, prec@top3: 0.6864, recall@top5: 0.9524, prec@top5: 0.4725, loss: 0.0331, grad_norm: 0.1316 2020-12-08 20:49:50,339 - mmaction - INFO - Epoch [11][560/2305] lr: 1.500e-02, eta: 6:52:31, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0341, recall@thr=0.5: 0.7601, prec@thr=0.5: 0.8301, recall@top3: 0.8459, prec@top3: 0.6949, recall@top5: 0.9495, prec@top5: 0.4806, loss: 0.0341, grad_norm: 0.1361 2020-12-08 20:50:11,857 - mmaction - INFO - Epoch [11][580/2305] lr: 1.500e-02, eta: 6:52:08, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0331, recall@thr=0.5: 0.7688, prec@thr=0.5: 0.8288, recall@top3: 0.8492, prec@top3: 0.6894, recall@top5: 0.9460, prec@top5: 0.4725, loss: 0.0331, grad_norm: 0.1311 2020-12-08 20:50:33,376 - mmaction - INFO - Epoch [11][600/2305] lr: 1.500e-02, eta: 6:51:46, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0336, recall@thr=0.5: 0.7682, prec@thr=0.5: 0.8330, recall@top3: 0.8518, prec@top3: 0.6915, recall@top5: 0.9468, prec@top5: 0.4722, loss: 0.0336, grad_norm: 0.1372 2020-12-08 20:50:55,002 - mmaction - INFO - Epoch [11][620/2305] lr: 1.500e-02, eta: 6:51:23, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0349, recall@thr=0.5: 0.7475, prec@thr=0.5: 0.8104, recall@top3: 0.8391, prec@top3: 0.6758, recall@top5: 0.9431, prec@top5: 0.4662, loss: 0.0349, grad_norm: 0.1457 2020-12-08 20:51:16,605 - mmaction - INFO - Epoch [11][640/2305] lr: 1.500e-02, eta: 6:51:01, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0338, recall@thr=0.5: 0.7744, prec@thr=0.5: 0.8220, recall@top3: 0.8513, prec@top3: 0.6914, recall@top5: 0.9507, prec@top5: 0.4745, loss: 0.0338, grad_norm: 0.1390 2020-12-08 20:51:38,109 - mmaction - INFO - Epoch [11][660/2305] lr: 1.500e-02, eta: 6:50:39, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0347, recall@thr=0.5: 0.7560, prec@thr=0.5: 0.8250, recall@top3: 0.8433, prec@top3: 0.6937, recall@top5: 0.9485, prec@top5: 0.4794, loss: 0.0347, grad_norm: 0.1416 2020-12-08 20:51:59,756 - mmaction - INFO - Epoch [11][680/2305] lr: 1.500e-02, eta: 6:50:16, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0336, recall@thr=0.5: 0.7679, prec@thr=0.5: 0.8278, recall@top3: 0.8496, prec@top3: 0.6887, recall@top5: 0.9474, prec@top5: 0.4715, loss: 0.0336, grad_norm: 0.1384 2020-12-08 20:52:21,177 - mmaction - INFO - Epoch [11][700/2305] lr: 1.500e-02, eta: 6:49:54, time: 1.071, data_time: 0.001, memory: 8593, loss_action_cls: 0.0347, recall@thr=0.5: 0.7641, prec@thr=0.5: 0.8298, recall@top3: 0.8448, prec@top3: 0.6856, recall@top5: 0.9473, prec@top5: 0.4736, loss: 0.0347, grad_norm: 0.1442 2020-12-08 20:52:42,717 - mmaction - INFO - Epoch [11][720/2305] lr: 1.500e-02, eta: 6:49:31, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0333, recall@thr=0.5: 0.7702, prec@thr=0.5: 0.8330, recall@top3: 0.8505, prec@top3: 0.6829, recall@top5: 0.9505, prec@top5: 0.4693, loss: 0.0333, grad_norm: 0.1422 2020-12-08 20:53:04,188 - mmaction - INFO - Epoch [11][740/2305] lr: 1.500e-02, eta: 6:49:09, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0342, recall@thr=0.5: 0.7524, prec@thr=0.5: 0.8144, recall@top3: 0.8399, prec@top3: 0.6708, recall@top5: 0.9475, prec@top5: 0.4637, loss: 0.0342, grad_norm: 0.1406 2020-12-08 20:53:25,985 - mmaction - INFO - Epoch [11][760/2305] lr: 1.500e-02, eta: 6:48:46, time: 1.088, data_time: 0.002, memory: 8593, loss_action_cls: 0.0340, recall@thr=0.5: 0.7634, prec@thr=0.5: 0.8292, recall@top3: 0.8525, prec@top3: 0.6850, recall@top5: 0.9483, prec@top5: 0.4669, loss: 0.0340, grad_norm: 0.1410 2020-12-08 20:53:47,473 - mmaction - INFO - Epoch [11][780/2305] lr: 1.500e-02, eta: 6:48:24, time: 1.077, data_time: 0.003, memory: 8593, loss_action_cls: 0.0343, recall@thr=0.5: 0.7619, prec@thr=0.5: 0.8243, recall@top3: 0.8444, prec@top3: 0.6857, recall@top5: 0.9493, prec@top5: 0.4743, loss: 0.0343, grad_norm: 0.1375 2020-12-08 20:54:08,962 - mmaction - INFO - Epoch [11][800/2305] lr: 1.500e-02, eta: 6:48:01, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0337, recall@thr=0.5: 0.7659, prec@thr=0.5: 0.8364, recall@top3: 0.8539, prec@top3: 0.6924, recall@top5: 0.9531, prec@top5: 0.4757, loss: 0.0337, grad_norm: 0.1381 2020-12-08 20:54:30,602 - mmaction - INFO - Epoch [11][820/2305] lr: 1.500e-02, eta: 6:47:39, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0343, recall@thr=0.5: 0.7521, prec@thr=0.5: 0.8125, recall@top3: 0.8433, prec@top3: 0.6844, recall@top5: 0.9483, prec@top5: 0.4736, loss: 0.0343, grad_norm: 0.1445 2020-12-08 20:54:52,060 - mmaction - INFO - Epoch [11][840/2305] lr: 1.500e-02, eta: 6:47:17, time: 1.074, data_time: 0.003, memory: 8593, loss_action_cls: 0.0325, recall@thr=0.5: 0.7686, prec@thr=0.5: 0.8320, recall@top3: 0.8505, prec@top3: 0.6964, recall@top5: 0.9552, prec@top5: 0.4785, loss: 0.0325, grad_norm: 0.1409 2020-12-08 20:55:13,765 - mmaction - INFO - Epoch [11][860/2305] lr: 1.500e-02, eta: 6:46:54, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0330, recall@thr=0.5: 0.7677, prec@thr=0.5: 0.8294, recall@top3: 0.8508, prec@top3: 0.7017, recall@top5: 0.9519, prec@top5: 0.4817, loss: 0.0330, grad_norm: 0.1343 2020-12-08 20:55:35,366 - mmaction - INFO - Epoch [11][880/2305] lr: 1.500e-02, eta: 6:46:32, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7736, prec@thr=0.5: 0.8303, recall@top3: 0.8578, prec@top3: 0.6799, recall@top5: 0.9536, prec@top5: 0.4650, loss: 0.0323, grad_norm: 0.1414 2020-12-08 20:55:56,945 - mmaction - INFO - Epoch [11][900/2305] lr: 1.500e-02, eta: 6:46:10, time: 1.081, data_time: 0.004, memory: 8593, loss_action_cls: 0.0330, recall@thr=0.5: 0.7673, prec@thr=0.5: 0.8316, recall@top3: 0.8477, prec@top3: 0.6827, recall@top5: 0.9506, prec@top5: 0.4707, loss: 0.0330, grad_norm: 0.1388 2020-12-08 20:56:18,608 - mmaction - INFO - Epoch [11][920/2305] lr: 1.500e-02, eta: 6:45:47, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0332, recall@thr=0.5: 0.7670, prec@thr=0.5: 0.8307, recall@top3: 0.8487, prec@top3: 0.6894, recall@top5: 0.9528, prec@top5: 0.4755, loss: 0.0332, grad_norm: 0.1351 2020-12-08 20:56:40,322 - mmaction - INFO - Epoch [11][940/2305] lr: 1.500e-02, eta: 6:45:25, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0328, recall@thr=0.5: 0.7729, prec@thr=0.5: 0.8301, recall@top3: 0.8496, prec@top3: 0.6915, recall@top5: 0.9571, prec@top5: 0.4800, loss: 0.0328, grad_norm: 0.1385 2020-12-08 20:57:02,049 - mmaction - INFO - Epoch [11][960/2305] lr: 1.500e-02, eta: 6:45:03, time: 1.087, data_time: 0.002, memory: 8593, loss_action_cls: 0.0320, recall@thr=0.5: 0.7738, prec@thr=0.5: 0.8411, recall@top3: 0.8588, prec@top3: 0.6932, recall@top5: 0.9528, prec@top5: 0.4727, loss: 0.0320, grad_norm: 0.1349 2020-12-08 20:57:23,598 - mmaction - INFO - Epoch [11][980/2305] lr: 1.500e-02, eta: 6:44:40, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0330, recall@thr=0.5: 0.7759, prec@thr=0.5: 0.8331, recall@top3: 0.8559, prec@top3: 0.6897, recall@top5: 0.9533, prec@top5: 0.4717, loss: 0.0330, grad_norm: 0.1397 2020-12-08 20:57:45,109 - mmaction - INFO - Epoch [11][1000/2305] lr: 1.500e-02, eta: 6:44:18, time: 1.075, data_time: 0.002, memory: 8593, loss_action_cls: 0.0348, recall@thr=0.5: 0.7584, prec@thr=0.5: 0.8254, recall@top3: 0.8402, prec@top3: 0.6850, recall@top5: 0.9472, prec@top5: 0.4765, loss: 0.0348, grad_norm: 0.1439 2020-12-08 20:58:06,579 - mmaction - INFO - Epoch [11][1020/2305] lr: 1.500e-02, eta: 6:43:55, time: 1.074, data_time: 0.003, memory: 8593, loss_action_cls: 0.0333, recall@thr=0.5: 0.7574, prec@thr=0.5: 0.8179, recall@top3: 0.8457, prec@top3: 0.6807, recall@top5: 0.9508, prec@top5: 0.4685, loss: 0.0333, grad_norm: 0.1434 2020-12-08 20:58:28,211 - mmaction - INFO - Epoch [11][1040/2305] lr: 1.500e-02, eta: 6:43:33, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0337, recall@thr=0.5: 0.7692, prec@thr=0.5: 0.8252, recall@top3: 0.8518, prec@top3: 0.6906, recall@top5: 0.9499, prec@top5: 0.4749, loss: 0.0337, grad_norm: 0.1386 2020-12-08 20:58:49,804 - mmaction - INFO - Epoch [11][1060/2305] lr: 1.500e-02, eta: 6:43:11, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0346, recall@thr=0.5: 0.7488, prec@thr=0.5: 0.8179, recall@top3: 0.8410, prec@top3: 0.6785, recall@top5: 0.9468, prec@top5: 0.4709, loss: 0.0346, grad_norm: 0.1457 2020-12-08 20:59:11,293 - mmaction - INFO - Epoch [11][1080/2305] lr: 1.500e-02, eta: 6:42:48, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0344, recall@thr=0.5: 0.7607, prec@thr=0.5: 0.8218, recall@top3: 0.8506, prec@top3: 0.6887, recall@top5: 0.9508, prec@top5: 0.4737, loss: 0.0344, grad_norm: 0.1427 2020-12-08 20:59:32,817 - mmaction - INFO - Epoch [11][1100/2305] lr: 1.500e-02, eta: 6:42:26, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0342, recall@thr=0.5: 0.7641, prec@thr=0.5: 0.8196, recall@top3: 0.8456, prec@top3: 0.6797, recall@top5: 0.9487, prec@top5: 0.4687, loss: 0.0342, grad_norm: 0.1393 2020-12-08 20:59:54,473 - mmaction - INFO - Epoch [11][1120/2305] lr: 1.500e-02, eta: 6:42:03, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0337, recall@thr=0.5: 0.7576, prec@thr=0.5: 0.8239, recall@top3: 0.8439, prec@top3: 0.6804, recall@top5: 0.9450, prec@top5: 0.4679, loss: 0.0337, grad_norm: 0.1421 2020-12-08 21:00:16,291 - mmaction - INFO - Epoch [11][1140/2305] lr: 1.500e-02, eta: 6:41:41, time: 1.091, data_time: 0.001, memory: 8593, loss_action_cls: 0.0343, recall@thr=0.5: 0.7628, prec@thr=0.5: 0.8322, recall@top3: 0.8471, prec@top3: 0.6942, recall@top5: 0.9495, prec@top5: 0.4800, loss: 0.0343, grad_norm: 0.1419 2020-12-08 21:00:38,098 - mmaction - INFO - Epoch [11][1160/2305] lr: 1.500e-02, eta: 6:41:19, time: 1.090, data_time: 0.001, memory: 8593, loss_action_cls: 0.0329, recall@thr=0.5: 0.7689, prec@thr=0.5: 0.8248, recall@top3: 0.8487, prec@top3: 0.6919, recall@top5: 0.9480, prec@top5: 0.4757, loss: 0.0329, grad_norm: 0.1385 2020-12-08 21:00:59,880 - mmaction - INFO - Epoch [11][1180/2305] lr: 1.500e-02, eta: 6:40:57, time: 1.088, data_time: 0.002, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7752, prec@thr=0.5: 0.8357, recall@top3: 0.8519, prec@top3: 0.6932, recall@top5: 0.9507, prec@top5: 0.4753, loss: 0.0324, grad_norm: 0.1349 2020-12-08 21:01:21,556 - mmaction - INFO - Epoch [11][1200/2305] lr: 1.500e-02, eta: 6:40:34, time: 1.083, data_time: 0.003, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7740, prec@thr=0.5: 0.8339, recall@top3: 0.8567, prec@top3: 0.6814, recall@top5: 0.9506, prec@top5: 0.4656, loss: 0.0324, grad_norm: 0.1336 2020-12-08 21:01:43,275 - mmaction - INFO - Epoch [11][1220/2305] lr: 1.500e-02, eta: 6:40:12, time: 1.088, data_time: 0.004, memory: 8593, loss_action_cls: 0.0332, recall@thr=0.5: 0.7605, prec@thr=0.5: 0.8256, recall@top3: 0.8454, prec@top3: 0.6829, recall@top5: 0.9496, prec@top5: 0.4707, loss: 0.0332, grad_norm: 0.1428 2020-12-08 21:02:04,831 - mmaction - INFO - Epoch [11][1240/2305] lr: 1.500e-02, eta: 6:39:50, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0340, recall@thr=0.5: 0.7592, prec@thr=0.5: 0.8291, recall@top3: 0.8462, prec@top3: 0.6996, recall@top5: 0.9489, prec@top5: 0.4829, loss: 0.0340, grad_norm: 0.1431 2020-12-08 21:02:26,442 - mmaction - INFO - Epoch [11][1260/2305] lr: 1.500e-02, eta: 6:39:28, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0327, recall@thr=0.5: 0.7794, prec@thr=0.5: 0.8349, recall@top3: 0.8512, prec@top3: 0.6954, recall@top5: 0.9493, prec@top5: 0.4774, loss: 0.0327, grad_norm: 0.1374 2020-12-08 21:02:47,917 - mmaction - INFO - Epoch [11][1280/2305] lr: 1.500e-02, eta: 6:39:05, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7707, prec@thr=0.5: 0.8351, recall@top3: 0.8562, prec@top3: 0.6961, recall@top5: 0.9528, prec@top5: 0.4757, loss: 0.0323, grad_norm: 0.1437 2020-12-08 21:03:09,529 - mmaction - INFO - Epoch [11][1300/2305] lr: 1.500e-02, eta: 6:38:43, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0335, recall@thr=0.5: 0.7680, prec@thr=0.5: 0.8246, recall@top3: 0.8495, prec@top3: 0.6964, recall@top5: 0.9513, prec@top5: 0.4788, loss: 0.0335, grad_norm: 0.1437 2020-12-08 21:03:31,079 - mmaction - INFO - Epoch [11][1320/2305] lr: 1.500e-02, eta: 6:38:20, time: 1.080, data_time: 0.004, memory: 8593, loss_action_cls: 0.0336, recall@thr=0.5: 0.7668, prec@thr=0.5: 0.8309, recall@top3: 0.8472, prec@top3: 0.6874, recall@top5: 0.9492, prec@top5: 0.4732, loss: 0.0336, grad_norm: 0.1440 2020-12-08 21:03:52,785 - mmaction - INFO - Epoch [11][1340/2305] lr: 1.500e-02, eta: 6:37:58, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0336, recall@thr=0.5: 0.7646, prec@thr=0.5: 0.8360, recall@top3: 0.8487, prec@top3: 0.6887, recall@top5: 0.9480, prec@top5: 0.4733, loss: 0.0336, grad_norm: 0.1397 2020-12-08 21:04:14,449 - mmaction - INFO - Epoch [11][1360/2305] lr: 1.500e-02, eta: 6:37:36, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0333, recall@thr=0.5: 0.7755, prec@thr=0.5: 0.8316, recall@top3: 0.8596, prec@top3: 0.6965, recall@top5: 0.9529, prec@top5: 0.4754, loss: 0.0333, grad_norm: 0.1402 2020-12-08 21:04:36,559 - mmaction - INFO - Epoch [11][1380/2305] lr: 1.500e-02, eta: 6:37:14, time: 1.105, data_time: 0.027, memory: 8593, loss_action_cls: 0.0342, recall@thr=0.5: 0.7697, prec@thr=0.5: 0.8238, recall@top3: 0.8436, prec@top3: 0.6878, recall@top5: 0.9508, prec@top5: 0.4756, loss: 0.0342, grad_norm: 0.1418 2020-12-08 21:04:58,162 - mmaction - INFO - Epoch [11][1400/2305] lr: 1.500e-02, eta: 6:36:52, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0338, recall@thr=0.5: 0.7649, prec@thr=0.5: 0.8244, recall@top3: 0.8446, prec@top3: 0.6891, recall@top5: 0.9470, prec@top5: 0.4748, loss: 0.0338, grad_norm: 0.1447 2020-12-08 21:05:19,712 - mmaction - INFO - Epoch [11][1420/2305] lr: 1.500e-02, eta: 6:36:29, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0328, recall@thr=0.5: 0.7664, prec@thr=0.5: 0.8239, recall@top3: 0.8505, prec@top3: 0.6883, recall@top5: 0.9494, prec@top5: 0.4718, loss: 0.0328, grad_norm: 0.1420 2020-12-08 21:05:41,364 - mmaction - INFO - Epoch [11][1440/2305] lr: 1.500e-02, eta: 6:36:07, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7654, prec@thr=0.5: 0.8325, recall@top3: 0.8538, prec@top3: 0.6882, recall@top5: 0.9498, prec@top5: 0.4707, loss: 0.0324, grad_norm: 0.1423 2020-12-08 21:06:02,871 - mmaction - INFO - Epoch [11][1460/2305] lr: 1.500e-02, eta: 6:35:44, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0331, recall@thr=0.5: 0.7677, prec@thr=0.5: 0.8298, recall@top3: 0.8571, prec@top3: 0.6889, recall@top5: 0.9523, prec@top5: 0.4696, loss: 0.0331, grad_norm: 0.1424 2020-12-08 21:06:24,566 - mmaction - INFO - Epoch [11][1480/2305] lr: 1.500e-02, eta: 6:35:22, time: 1.086, data_time: 0.002, memory: 8593, loss_action_cls: 0.0332, recall@thr=0.5: 0.7727, prec@thr=0.5: 0.8274, recall@top3: 0.8516, prec@top3: 0.6952, recall@top5: 0.9514, prec@top5: 0.4778, loss: 0.0332, grad_norm: 0.1402 2020-12-08 21:06:46,187 - mmaction - INFO - Epoch [11][1500/2305] lr: 1.500e-02, eta: 6:35:00, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0346, recall@thr=0.5: 0.7627, prec@thr=0.5: 0.8217, recall@top3: 0.8431, prec@top3: 0.6917, recall@top5: 0.9448, prec@top5: 0.4765, loss: 0.0346, grad_norm: 0.1428 2020-12-08 21:07:07,915 - mmaction - INFO - Epoch [11][1520/2305] lr: 1.500e-02, eta: 6:34:38, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7714, prec@thr=0.5: 0.8370, recall@top3: 0.8553, prec@top3: 0.6959, recall@top5: 0.9545, prec@top5: 0.4775, loss: 0.0324, grad_norm: 0.1416 2020-12-08 21:07:29,488 - mmaction - INFO - Epoch [11][1540/2305] lr: 1.500e-02, eta: 6:34:15, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0337, recall@thr=0.5: 0.7663, prec@thr=0.5: 0.8246, recall@top3: 0.8443, prec@top3: 0.6831, recall@top5: 0.9473, prec@top5: 0.4712, loss: 0.0337, grad_norm: 0.1445 2020-12-08 21:07:51,118 - mmaction - INFO - Epoch [11][1560/2305] lr: 1.500e-02, eta: 6:33:53, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0350, recall@thr=0.5: 0.7661, prec@thr=0.5: 0.8249, recall@top3: 0.8464, prec@top3: 0.6952, recall@top5: 0.9474, prec@top5: 0.4767, loss: 0.0350, grad_norm: 0.1406 2020-12-08 21:08:12,830 - mmaction - INFO - Epoch [11][1580/2305] lr: 1.500e-02, eta: 6:33:31, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0336, recall@thr=0.5: 0.7660, prec@thr=0.5: 0.8265, recall@top3: 0.8447, prec@top3: 0.6871, recall@top5: 0.9496, prec@top5: 0.4743, loss: 0.0336, grad_norm: 0.1460 2020-12-08 21:08:34,684 - mmaction - INFO - Epoch [11][1600/2305] lr: 1.500e-02, eta: 6:33:09, time: 1.093, data_time: 0.002, memory: 8593, loss_action_cls: 0.0338, recall@thr=0.5: 0.7727, prec@thr=0.5: 0.8412, recall@top3: 0.8535, prec@top3: 0.6963, recall@top5: 0.9541, prec@top5: 0.4782, loss: 0.0338, grad_norm: 0.1377 2020-12-08 21:08:56,334 - mmaction - INFO - Epoch [11][1620/2305] lr: 1.500e-02, eta: 6:32:46, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0342, recall@thr=0.5: 0.7664, prec@thr=0.5: 0.8283, recall@top3: 0.8503, prec@top3: 0.6876, recall@top5: 0.9477, prec@top5: 0.4709, loss: 0.0342, grad_norm: 0.1425 2020-12-08 21:09:17,934 - mmaction - INFO - Epoch [11][1640/2305] lr: 1.500e-02, eta: 6:32:24, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0326, recall@thr=0.5: 0.7714, prec@thr=0.5: 0.8324, recall@top3: 0.8538, prec@top3: 0.6935, recall@top5: 0.9527, prec@top5: 0.4748, loss: 0.0326, grad_norm: 0.1399 2020-12-08 21:09:39,447 - mmaction - INFO - Epoch [11][1660/2305] lr: 1.500e-02, eta: 6:32:02, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0330, recall@thr=0.5: 0.7697, prec@thr=0.5: 0.8315, recall@top3: 0.8531, prec@top3: 0.6823, recall@top5: 0.9549, prec@top5: 0.4699, loss: 0.0330, grad_norm: 0.1415 2020-12-08 21:10:01,180 - mmaction - INFO - Epoch [11][1680/2305] lr: 1.500e-02, eta: 6:31:39, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0349, recall@thr=0.5: 0.7500, prec@thr=0.5: 0.8182, recall@top3: 0.8417, prec@top3: 0.6829, recall@top5: 0.9443, prec@top5: 0.4701, loss: 0.0349, grad_norm: 0.1464 2020-12-08 21:10:22,833 - mmaction - INFO - Epoch [11][1700/2305] lr: 1.500e-02, eta: 6:31:17, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0325, recall@thr=0.5: 0.7724, prec@thr=0.5: 0.8344, recall@top3: 0.8595, prec@top3: 0.6907, recall@top5: 0.9537, prec@top5: 0.4711, loss: 0.0325, grad_norm: 0.1375 2020-12-08 21:10:44,493 - mmaction - INFO - Epoch [11][1720/2305] lr: 1.500e-02, eta: 6:30:55, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0341, recall@thr=0.5: 0.7637, prec@thr=0.5: 0.8276, recall@top3: 0.8466, prec@top3: 0.6838, recall@top5: 0.9481, prec@top5: 0.4723, loss: 0.0341, grad_norm: 0.1499 2020-12-08 21:11:06,178 - mmaction - INFO - Epoch [11][1740/2305] lr: 1.500e-02, eta: 6:30:32, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0335, recall@thr=0.5: 0.7699, prec@thr=0.5: 0.8271, recall@top3: 0.8502, prec@top3: 0.6872, recall@top5: 0.9459, prec@top5: 0.4702, loss: 0.0335, grad_norm: 0.1468 2020-12-08 21:11:27,791 - mmaction - INFO - Epoch [11][1760/2305] lr: 1.500e-02, eta: 6:30:10, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0340, recall@thr=0.5: 0.7652, prec@thr=0.5: 0.8322, recall@top3: 0.8491, prec@top3: 0.6851, recall@top5: 0.9469, prec@top5: 0.4713, loss: 0.0340, grad_norm: 0.1425 2020-12-08 21:11:49,418 - mmaction - INFO - Epoch [11][1780/2305] lr: 1.500e-02, eta: 6:29:48, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0336, recall@thr=0.5: 0.7675, prec@thr=0.5: 0.8256, recall@top3: 0.8448, prec@top3: 0.6928, recall@top5: 0.9485, prec@top5: 0.4785, loss: 0.0336, grad_norm: 0.1388 2020-12-08 21:12:11,067 - mmaction - INFO - Epoch [11][1800/2305] lr: 1.500e-02, eta: 6:29:26, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0337, recall@thr=0.5: 0.7617, prec@thr=0.5: 0.8246, recall@top3: 0.8526, prec@top3: 0.6897, recall@top5: 0.9490, prec@top5: 0.4722, loss: 0.0337, grad_norm: 0.1447 2020-12-08 21:12:32,566 - mmaction - INFO - Epoch [11][1820/2305] lr: 1.500e-02, eta: 6:29:03, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7763, prec@thr=0.5: 0.8412, recall@top3: 0.8616, prec@top3: 0.6960, recall@top5: 0.9544, prec@top5: 0.4740, loss: 0.0318, grad_norm: 0.1435 2020-12-08 21:12:54,211 - mmaction - INFO - Epoch [11][1840/2305] lr: 1.500e-02, eta: 6:28:41, time: 1.083, data_time: 0.003, memory: 8593, loss_action_cls: 0.0347, recall@thr=0.5: 0.7532, prec@thr=0.5: 0.8141, recall@top3: 0.8408, prec@top3: 0.6718, recall@top5: 0.9416, prec@top5: 0.4629, loss: 0.0347, grad_norm: 0.1463 2020-12-08 21:13:15,814 - mmaction - INFO - Epoch [11][1860/2305] lr: 1.500e-02, eta: 6:28:19, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0332, recall@thr=0.5: 0.7715, prec@thr=0.5: 0.8366, recall@top3: 0.8557, prec@top3: 0.6886, recall@top5: 0.9472, prec@top5: 0.4692, loss: 0.0332, grad_norm: 0.1393 2020-12-08 21:13:37,395 - mmaction - INFO - Epoch [11][1880/2305] lr: 1.500e-02, eta: 6:27:56, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0339, recall@thr=0.5: 0.7661, prec@thr=0.5: 0.8237, recall@top3: 0.8502, prec@top3: 0.6934, recall@top5: 0.9495, prec@top5: 0.4763, loss: 0.0339, grad_norm: 0.1385 2020-12-08 21:13:58,912 - mmaction - INFO - Epoch [11][1900/2305] lr: 1.500e-02, eta: 6:27:34, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0338, recall@thr=0.5: 0.7700, prec@thr=0.5: 0.8278, recall@top3: 0.8521, prec@top3: 0.6907, recall@top5: 0.9488, prec@top5: 0.4722, loss: 0.0338, grad_norm: 0.1446 2020-12-08 21:14:20,556 - mmaction - INFO - Epoch [11][1920/2305] lr: 1.500e-02, eta: 6:27:12, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0333, recall@thr=0.5: 0.7666, prec@thr=0.5: 0.8292, recall@top3: 0.8519, prec@top3: 0.6989, recall@top5: 0.9514, prec@top5: 0.4789, loss: 0.0333, grad_norm: 0.1401 2020-12-08 21:14:42,217 - mmaction - INFO - Epoch [11][1940/2305] lr: 1.500e-02, eta: 6:26:49, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0326, recall@thr=0.5: 0.7681, prec@thr=0.5: 0.8387, recall@top3: 0.8522, prec@top3: 0.6948, recall@top5: 0.9488, prec@top5: 0.4755, loss: 0.0326, grad_norm: 0.1425 2020-12-08 21:15:03,863 - mmaction - INFO - Epoch [11][1960/2305] lr: 1.500e-02, eta: 6:26:27, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0332, recall@thr=0.5: 0.7669, prec@thr=0.5: 0.8345, recall@top3: 0.8469, prec@top3: 0.6962, recall@top5: 0.9494, prec@top5: 0.4797, loss: 0.0332, grad_norm: 0.1456 2020-12-08 21:15:25,599 - mmaction - INFO - Epoch [11][1980/2305] lr: 1.500e-02, eta: 6:26:05, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0340, recall@thr=0.5: 0.7626, prec@thr=0.5: 0.8256, recall@top3: 0.8476, prec@top3: 0.6872, recall@top5: 0.9498, prec@top5: 0.4739, loss: 0.0340, grad_norm: 0.1514 2020-12-08 21:15:47,137 - mmaction - INFO - Epoch [11][2000/2305] lr: 1.500e-02, eta: 6:25:42, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0326, recall@thr=0.5: 0.7749, prec@thr=0.5: 0.8328, recall@top3: 0.8543, prec@top3: 0.6982, recall@top5: 0.9515, prec@top5: 0.4772, loss: 0.0326, grad_norm: 0.1394 2020-12-08 21:16:08,704 - mmaction - INFO - Epoch [11][2020/2305] lr: 1.500e-02, eta: 6:25:20, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0326, recall@thr=0.5: 0.7791, prec@thr=0.5: 0.8286, recall@top3: 0.8535, prec@top3: 0.6984, recall@top5: 0.9511, prec@top5: 0.4786, loss: 0.0326, grad_norm: 0.1429 2020-12-08 21:16:30,257 - mmaction - INFO - Epoch [11][2040/2305] lr: 1.500e-02, eta: 6:24:58, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0336, recall@thr=0.5: 0.7707, prec@thr=0.5: 0.8293, recall@top3: 0.8499, prec@top3: 0.6908, recall@top5: 0.9463, prec@top5: 0.4734, loss: 0.0336, grad_norm: 0.1437 2020-12-08 21:16:51,961 - mmaction - INFO - Epoch [11][2060/2305] lr: 1.500e-02, eta: 6:24:35, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0327, recall@thr=0.5: 0.7659, prec@thr=0.5: 0.8263, recall@top3: 0.8516, prec@top3: 0.6920, recall@top5: 0.9505, prec@top5: 0.4753, loss: 0.0327, grad_norm: 0.1436 2020-12-08 21:17:13,766 - mmaction - INFO - Epoch [11][2080/2305] lr: 1.500e-02, eta: 6:24:13, time: 1.092, data_time: 0.002, memory: 8593, loss_action_cls: 0.0326, recall@thr=0.5: 0.7724, prec@thr=0.5: 0.8338, recall@top3: 0.8546, prec@top3: 0.7008, recall@top5: 0.9538, prec@top5: 0.4804, loss: 0.0326, grad_norm: 0.1422 2020-12-08 21:17:35,384 - mmaction - INFO - Epoch [11][2100/2305] lr: 1.500e-02, eta: 6:23:51, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0328, recall@thr=0.5: 0.7663, prec@thr=0.5: 0.8305, recall@top3: 0.8533, prec@top3: 0.6857, recall@top5: 0.9528, prec@top5: 0.4709, loss: 0.0328, grad_norm: 0.1454 2020-12-08 21:17:57,054 - mmaction - INFO - Epoch [11][2120/2305] lr: 1.500e-02, eta: 6:23:29, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0341, recall@thr=0.5: 0.7685, prec@thr=0.5: 0.8214, recall@top3: 0.8524, prec@top3: 0.6832, recall@top5: 0.9533, prec@top5: 0.4703, loss: 0.0341, grad_norm: 0.1475 2020-12-08 21:18:18,631 - mmaction - INFO - Epoch [11][2140/2305] lr: 1.500e-02, eta: 6:23:06, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7776, prec@thr=0.5: 0.8405, recall@top3: 0.8591, prec@top3: 0.7044, recall@top5: 0.9588, prec@top5: 0.4832, loss: 0.0318, grad_norm: 0.1424 2020-12-08 21:18:40,306 - mmaction - INFO - Epoch [11][2160/2305] lr: 1.500e-02, eta: 6:22:44, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0321, recall@thr=0.5: 0.7716, prec@thr=0.5: 0.8328, recall@top3: 0.8553, prec@top3: 0.7016, recall@top5: 0.9503, prec@top5: 0.4799, loss: 0.0321, grad_norm: 0.1460 2020-12-08 21:19:02,044 - mmaction - INFO - Epoch [11][2180/2305] lr: 1.500e-02, eta: 6:22:22, time: 1.086, data_time: 0.002, memory: 8593, loss_action_cls: 0.0342, recall@thr=0.5: 0.7597, prec@thr=0.5: 0.8217, recall@top3: 0.8442, prec@top3: 0.6870, recall@top5: 0.9470, prec@top5: 0.4732, loss: 0.0342, grad_norm: 0.1527 2020-12-08 21:19:23,684 - mmaction - INFO - Epoch [11][2200/2305] lr: 1.500e-02, eta: 6:22:00, time: 1.082, data_time: 0.003, memory: 8593, loss_action_cls: 0.0335, recall@thr=0.5: 0.7744, prec@thr=0.5: 0.8369, recall@top3: 0.8497, prec@top3: 0.6995, recall@top5: 0.9512, prec@top5: 0.4821, loss: 0.0335, grad_norm: 0.1455 2020-12-08 21:19:45,279 - mmaction - INFO - Epoch [11][2220/2305] lr: 1.500e-02, eta: 6:21:37, time: 1.082, data_time: 0.003, memory: 8593, loss_action_cls: 0.0331, recall@thr=0.5: 0.7670, prec@thr=0.5: 0.8316, recall@top3: 0.8485, prec@top3: 0.6901, recall@top5: 0.9515, prec@top5: 0.4772, loss: 0.0331, grad_norm: 0.1454 2020-12-08 21:20:06,880 - mmaction - INFO - Epoch [11][2240/2305] lr: 1.500e-02, eta: 6:21:15, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0328, recall@thr=0.5: 0.7694, prec@thr=0.5: 0.8213, recall@top3: 0.8482, prec@top3: 0.6848, recall@top5: 0.9485, prec@top5: 0.4707, loss: 0.0328, grad_norm: 0.1452 2020-12-08 21:20:28,397 - mmaction - INFO - Epoch [11][2260/2305] lr: 1.500e-02, eta: 6:20:53, time: 1.077, data_time: 0.003, memory: 8593, loss_action_cls: 0.0320, recall@thr=0.5: 0.7728, prec@thr=0.5: 0.8409, recall@top3: 0.8551, prec@top3: 0.6945, recall@top5: 0.9560, prec@top5: 0.4778, loss: 0.0320, grad_norm: 0.1417 2020-12-08 21:20:50,037 - mmaction - INFO - Epoch [11][2280/2305] lr: 1.500e-02, eta: 6:20:31, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0337, recall@thr=0.5: 0.7669, prec@thr=0.5: 0.8299, recall@top3: 0.8450, prec@top3: 0.6902, recall@top5: 0.9457, prec@top5: 0.4763, loss: 0.0337, grad_norm: 0.1474 2020-12-08 21:21:11,415 - mmaction - INFO - Epoch [11][2300/2305] lr: 1.500e-02, eta: 6:20:08, time: 1.070, data_time: 0.002, memory: 8593, loss_action_cls: 0.0332, recall@thr=0.5: 0.7795, prec@thr=0.5: 0.8331, recall@top3: 0.8551, prec@top3: 0.6920, recall@top5: 0.9497, prec@top5: 0.4748, loss: 0.0332, grad_norm: 0.1423 2020-12-08 21:21:19,400 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-12-08 21:30:35,885 - mmaction - INFO - Evaluating proposal ... 2020-12-08 21:31:41,015 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 21:31:41,015 - mmaction - INFO - Evaluating bbox ... 2020-12-08 21:39:57,929 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2540 2020-12-08 21:39:59,043 - mmaction - INFO - Epoch(val) [11][2305] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2540 2020-12-08 21:41:09,707 - mmaction - INFO - Epoch [12][20/2305] lr: 1.500e-02, eta: 6:20:16, time: 3.530, data_time: 2.467, memory: 8593, loss_action_cls: 0.0332, recall@thr=0.5: 0.7702, prec@thr=0.5: 0.8342, recall@top3: 0.8518, prec@top3: 0.6980, recall@top5: 0.9504, prec@top5: 0.4793, loss: 0.0332, grad_norm: 0.1453 2020-12-08 21:41:31,301 - mmaction - INFO - Epoch [12][40/2305] lr: 1.500e-02, eta: 6:19:53, time: 1.080, data_time: 0.004, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7790, prec@thr=0.5: 0.8447, recall@top3: 0.8582, prec@top3: 0.7008, recall@top5: 0.9544, prec@top5: 0.4795, loss: 0.0324, grad_norm: 0.1404 2020-12-08 21:41:52,706 - mmaction - INFO - Epoch [12][60/2305] lr: 1.500e-02, eta: 6:19:31, time: 1.071, data_time: 0.001, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7905, prec@thr=0.5: 0.8367, recall@top3: 0.8533, prec@top3: 0.6968, recall@top5: 0.9526, prec@top5: 0.4805, loss: 0.0323, grad_norm: 0.1420 2020-12-08 21:42:14,248 - mmaction - INFO - Epoch [12][80/2305] lr: 1.500e-02, eta: 6:19:08, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7721, prec@thr=0.5: 0.8311, recall@top3: 0.8550, prec@top3: 0.7003, recall@top5: 0.9531, prec@top5: 0.4795, loss: 0.0323, grad_norm: 0.1469 2020-12-08 21:42:35,693 - mmaction - INFO - Epoch [12][100/2305] lr: 1.500e-02, eta: 6:18:46, time: 1.071, data_time: 0.001, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7799, prec@thr=0.5: 0.8269, recall@top3: 0.8628, prec@top3: 0.6933, recall@top5: 0.9566, prec@top5: 0.4731, loss: 0.0318, grad_norm: 0.1416 2020-12-08 21:42:57,244 - mmaction - INFO - Epoch [12][120/2305] lr: 1.500e-02, eta: 6:18:24, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0331, recall@thr=0.5: 0.7671, prec@thr=0.5: 0.8254, recall@top3: 0.8494, prec@top3: 0.6921, recall@top5: 0.9503, prec@top5: 0.4765, loss: 0.0331, grad_norm: 0.1488 2020-12-08 21:43:18,678 - mmaction - INFO - Epoch [12][140/2305] lr: 1.500e-02, eta: 6:18:01, time: 1.072, data_time: 0.001, memory: 8593, loss_action_cls: 0.0325, recall@thr=0.5: 0.7688, prec@thr=0.5: 0.8286, recall@top3: 0.8551, prec@top3: 0.6784, recall@top5: 0.9568, prec@top5: 0.4670, loss: 0.0325, grad_norm: 0.1495 2020-12-08 21:43:40,232 - mmaction - INFO - Epoch [12][160/2305] lr: 1.500e-02, eta: 6:17:39, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0321, recall@thr=0.5: 0.7750, prec@thr=0.5: 0.8306, recall@top3: 0.8511, prec@top3: 0.6895, recall@top5: 0.9495, prec@top5: 0.4729, loss: 0.0321, grad_norm: 0.1457 2020-12-08 21:44:01,760 - mmaction - INFO - Epoch [12][180/2305] lr: 1.500e-02, eta: 6:17:16, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0326, recall@thr=0.5: 0.7761, prec@thr=0.5: 0.8329, recall@top3: 0.8541, prec@top3: 0.6981, recall@top5: 0.9498, prec@top5: 0.4770, loss: 0.0326, grad_norm: 0.1422 2020-12-08 21:44:23,350 - mmaction - INFO - Epoch [12][200/2305] lr: 1.500e-02, eta: 6:16:54, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7750, prec@thr=0.5: 0.8431, recall@top3: 0.8534, prec@top3: 0.6981, recall@top5: 0.9491, prec@top5: 0.4770, loss: 0.0319, grad_norm: 0.1423 2020-12-08 21:44:44,812 - mmaction - INFO - Epoch [12][220/2305] lr: 1.500e-02, eta: 6:16:32, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7807, prec@thr=0.5: 0.8338, recall@top3: 0.8573, prec@top3: 0.6927, recall@top5: 0.9516, prec@top5: 0.4732, loss: 0.0322, grad_norm: 0.1485 2020-12-08 21:45:06,446 - mmaction - INFO - Epoch [12][240/2305] lr: 1.500e-02, eta: 6:16:09, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7766, prec@thr=0.5: 0.8405, recall@top3: 0.8586, prec@top3: 0.6942, recall@top5: 0.9540, prec@top5: 0.4748, loss: 0.0324, grad_norm: 0.1492 2020-12-08 21:45:28,101 - mmaction - INFO - Epoch [12][260/2305] lr: 1.500e-02, eta: 6:15:47, time: 1.084, data_time: 0.003, memory: 8593, loss_action_cls: 0.0329, recall@thr=0.5: 0.7696, prec@thr=0.5: 0.8332, recall@top3: 0.8476, prec@top3: 0.6946, recall@top5: 0.9497, prec@top5: 0.4788, loss: 0.0329, grad_norm: 0.1468 2020-12-08 21:45:49,809 - mmaction - INFO - Epoch [12][280/2305] lr: 1.500e-02, eta: 6:15:25, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0329, recall@thr=0.5: 0.7715, prec@thr=0.5: 0.8248, recall@top3: 0.8498, prec@top3: 0.6820, recall@top5: 0.9484, prec@top5: 0.4691, loss: 0.0329, grad_norm: 0.1493 2020-12-08 21:46:11,343 - mmaction - INFO - Epoch [12][300/2305] lr: 1.500e-02, eta: 6:15:02, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7802, prec@thr=0.5: 0.8452, recall@top3: 0.8571, prec@top3: 0.6971, recall@top5: 0.9530, prec@top5: 0.4764, loss: 0.0319, grad_norm: 0.1439 2020-12-08 21:46:32,953 - mmaction - INFO - Epoch [12][320/2305] lr: 1.500e-02, eta: 6:14:40, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0329, recall@thr=0.5: 0.7793, prec@thr=0.5: 0.8351, recall@top3: 0.8491, prec@top3: 0.6993, recall@top5: 0.9488, prec@top5: 0.4813, loss: 0.0329, grad_norm: 0.1490 2020-12-08 21:46:54,558 - mmaction - INFO - Epoch [12][340/2305] lr: 1.500e-02, eta: 6:14:18, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0332, recall@thr=0.5: 0.7690, prec@thr=0.5: 0.8358, recall@top3: 0.8544, prec@top3: 0.6911, recall@top5: 0.9535, prec@top5: 0.4742, loss: 0.0332, grad_norm: 0.1471 2020-12-08 21:47:16,213 - mmaction - INFO - Epoch [12][360/2305] lr: 1.500e-02, eta: 6:13:55, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7845, prec@thr=0.5: 0.8369, recall@top3: 0.8623, prec@top3: 0.7032, recall@top5: 0.9549, prec@top5: 0.4780, loss: 0.0319, grad_norm: 0.1471 2020-12-08 21:47:37,828 - mmaction - INFO - Epoch [12][380/2305] lr: 1.500e-02, eta: 6:13:33, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7642, prec@thr=0.5: 0.8306, recall@top3: 0.8548, prec@top3: 0.6856, recall@top5: 0.9557, prec@top5: 0.4710, loss: 0.0322, grad_norm: 0.1517 2020-12-08 21:47:59,344 - mmaction - INFO - Epoch [12][400/2305] lr: 1.500e-02, eta: 6:13:11, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0333, recall@thr=0.5: 0.7720, prec@thr=0.5: 0.8299, recall@top3: 0.8514, prec@top3: 0.6890, recall@top5: 0.9466, prec@top5: 0.4708, loss: 0.0333, grad_norm: 0.1427 2020-12-08 21:48:21,114 - mmaction - INFO - Epoch [12][420/2305] lr: 1.500e-02, eta: 6:12:48, time: 1.088, data_time: 0.001, memory: 8593, loss_action_cls: 0.0325, recall@thr=0.5: 0.7712, prec@thr=0.5: 0.8327, recall@top3: 0.8530, prec@top3: 0.6874, recall@top5: 0.9521, prec@top5: 0.4727, loss: 0.0325, grad_norm: 0.1486 2020-12-08 21:48:42,652 - mmaction - INFO - Epoch [12][440/2305] lr: 1.500e-02, eta: 6:12:26, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0335, recall@thr=0.5: 0.7693, prec@thr=0.5: 0.8347, recall@top3: 0.8516, prec@top3: 0.6924, recall@top5: 0.9505, prec@top5: 0.4755, loss: 0.0335, grad_norm: 0.1402 2020-12-08 21:49:04,302 - mmaction - INFO - Epoch [12][460/2305] lr: 1.500e-02, eta: 6:12:04, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0330, recall@thr=0.5: 0.7717, prec@thr=0.5: 0.8361, recall@top3: 0.8560, prec@top3: 0.6932, recall@top5: 0.9496, prec@top5: 0.4731, loss: 0.0330, grad_norm: 0.1463 2020-12-08 21:49:25,917 - mmaction - INFO - Epoch [12][480/2305] lr: 1.500e-02, eta: 6:11:41, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7752, prec@thr=0.5: 0.8340, recall@top3: 0.8563, prec@top3: 0.6890, recall@top5: 0.9536, prec@top5: 0.4715, loss: 0.0323, grad_norm: 0.1469 2020-12-08 21:49:47,392 - mmaction - INFO - Epoch [12][500/2305] lr: 1.500e-02, eta: 6:11:19, time: 1.074, data_time: 0.002, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7797, prec@thr=0.5: 0.8365, recall@top3: 0.8570, prec@top3: 0.7053, recall@top5: 0.9561, prec@top5: 0.4846, loss: 0.0319, grad_norm: 0.1433 2020-12-08 21:50:08,989 - mmaction - INFO - Epoch [12][520/2305] lr: 1.500e-02, eta: 6:10:57, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0330, recall@thr=0.5: 0.7688, prec@thr=0.5: 0.8305, recall@top3: 0.8506, prec@top3: 0.6787, recall@top5: 0.9534, prec@top5: 0.4679, loss: 0.0330, grad_norm: 0.1485 2020-12-08 21:50:30,597 - mmaction - INFO - Epoch [12][540/2305] lr: 1.500e-02, eta: 6:10:34, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0315, recall@thr=0.5: 0.7804, prec@thr=0.5: 0.8390, recall@top3: 0.8619, prec@top3: 0.6982, recall@top5: 0.9584, prec@top5: 0.4772, loss: 0.0315, grad_norm: 0.1436 2020-12-08 21:50:52,116 - mmaction - INFO - Epoch [12][560/2305] lr: 1.500e-02, eta: 6:10:12, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0327, recall@thr=0.5: 0.7742, prec@thr=0.5: 0.8298, recall@top3: 0.8525, prec@top3: 0.6883, recall@top5: 0.9519, prec@top5: 0.4732, loss: 0.0327, grad_norm: 0.1480 2020-12-08 21:51:13,654 - mmaction - INFO - Epoch [12][580/2305] lr: 1.500e-02, eta: 6:09:49, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0328, recall@thr=0.5: 0.7792, prec@thr=0.5: 0.8382, recall@top3: 0.8549, prec@top3: 0.6999, recall@top5: 0.9492, prec@top5: 0.4772, loss: 0.0328, grad_norm: 0.1413 2020-12-08 21:51:35,319 - mmaction - INFO - Epoch [12][600/2305] lr: 1.500e-02, eta: 6:09:27, time: 1.085, data_time: 0.003, memory: 8593, loss_action_cls: 0.0325, recall@thr=0.5: 0.7770, prec@thr=0.5: 0.8428, recall@top3: 0.8603, prec@top3: 0.6934, recall@top5: 0.9508, prec@top5: 0.4714, loss: 0.0325, grad_norm: 0.1490 2020-12-08 21:51:56,885 - mmaction - INFO - Epoch [12][620/2305] lr: 1.500e-02, eta: 6:09:05, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7796, prec@thr=0.5: 0.8404, recall@top3: 0.8636, prec@top3: 0.7020, recall@top5: 0.9562, prec@top5: 0.4779, loss: 0.0310, grad_norm: 0.1475 2020-12-08 21:52:18,353 - mmaction - INFO - Epoch [12][640/2305] lr: 1.500e-02, eta: 6:08:42, time: 1.074, data_time: 0.002, memory: 8593, loss_action_cls: 0.0320, recall@thr=0.5: 0.7746, prec@thr=0.5: 0.8335, recall@top3: 0.8530, prec@top3: 0.6898, recall@top5: 0.9494, prec@top5: 0.4719, loss: 0.0320, grad_norm: 0.1455 2020-12-08 21:52:39,976 - mmaction - INFO - Epoch [12][660/2305] lr: 1.500e-02, eta: 6:08:20, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0328, recall@thr=0.5: 0.7725, prec@thr=0.5: 0.8349, recall@top3: 0.8576, prec@top3: 0.6935, recall@top5: 0.9505, prec@top5: 0.4724, loss: 0.0328, grad_norm: 0.1449 2020-12-08 21:53:01,660 - mmaction - INFO - Epoch [12][680/2305] lr: 1.500e-02, eta: 6:07:58, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7829, prec@thr=0.5: 0.8346, recall@top3: 0.8592, prec@top3: 0.6974, recall@top5: 0.9532, prec@top5: 0.4760, loss: 0.0319, grad_norm: 0.1490 2020-12-08 21:53:23,238 - mmaction - INFO - Epoch [12][700/2305] lr: 1.500e-02, eta: 6:07:36, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0340, recall@thr=0.5: 0.7724, prec@thr=0.5: 0.8374, recall@top3: 0.8474, prec@top3: 0.7039, recall@top5: 0.9486, prec@top5: 0.4853, loss: 0.0340, grad_norm: 0.1456 2020-12-08 21:53:44,733 - mmaction - INFO - Epoch [12][720/2305] lr: 1.500e-02, eta: 6:07:13, time: 1.074, data_time: 0.002, memory: 8593, loss_action_cls: 0.0327, recall@thr=0.5: 0.7679, prec@thr=0.5: 0.8316, recall@top3: 0.8550, prec@top3: 0.6915, recall@top5: 0.9547, prec@top5: 0.4743, loss: 0.0327, grad_norm: 0.1493 2020-12-08 21:54:06,390 - mmaction - INFO - Epoch [12][740/2305] lr: 1.500e-02, eta: 6:06:51, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0333, recall@thr=0.5: 0.7744, prec@thr=0.5: 0.8294, recall@top3: 0.8485, prec@top3: 0.6853, recall@top5: 0.9498, prec@top5: 0.4714, loss: 0.0333, grad_norm: 0.1542 2020-12-08 21:54:28,019 - mmaction - INFO - Epoch [12][760/2305] lr: 1.500e-02, eta: 6:06:29, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0333, recall@thr=0.5: 0.7602, prec@thr=0.5: 0.8272, recall@top3: 0.8453, prec@top3: 0.6847, recall@top5: 0.9471, prec@top5: 0.4723, loss: 0.0333, grad_norm: 0.1504 2020-12-08 21:54:49,649 - mmaction - INFO - Epoch [12][780/2305] lr: 1.500e-02, eta: 6:06:06, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0326, recall@thr=0.5: 0.7656, prec@thr=0.5: 0.8259, recall@top3: 0.8537, prec@top3: 0.6887, recall@top5: 0.9517, prec@top5: 0.4710, loss: 0.0326, grad_norm: 0.1501 2020-12-08 21:55:11,223 - mmaction - INFO - Epoch [12][800/2305] lr: 1.500e-02, eta: 6:05:44, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0329, recall@thr=0.5: 0.7688, prec@thr=0.5: 0.8314, recall@top3: 0.8480, prec@top3: 0.6955, recall@top5: 0.9515, prec@top5: 0.4792, loss: 0.0329, grad_norm: 0.1469 2020-12-08 21:55:33,016 - mmaction - INFO - Epoch [12][820/2305] lr: 1.500e-02, eta: 6:05:22, time: 1.090, data_time: 0.002, memory: 8593, loss_action_cls: 0.0327, recall@thr=0.5: 0.7694, prec@thr=0.5: 0.8285, recall@top3: 0.8503, prec@top3: 0.7046, recall@top5: 0.9499, prec@top5: 0.4827, loss: 0.0327, grad_norm: 0.1550 2020-12-08 21:55:54,549 - mmaction - INFO - Epoch [12][840/2305] lr: 1.500e-02, eta: 6:04:59, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7830, prec@thr=0.5: 0.8393, recall@top3: 0.8575, prec@top3: 0.6925, recall@top5: 0.9533, prec@top5: 0.4740, loss: 0.0318, grad_norm: 0.1438 2020-12-08 21:56:16,238 - mmaction - INFO - Epoch [12][860/2305] lr: 1.500e-02, eta: 6:04:37, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0337, recall@thr=0.5: 0.7653, prec@thr=0.5: 0.8348, recall@top3: 0.8473, prec@top3: 0.6930, recall@top5: 0.9457, prec@top5: 0.4757, loss: 0.0337, grad_norm: 0.1462 2020-12-08 21:56:37,879 - mmaction - INFO - Epoch [12][880/2305] lr: 1.500e-02, eta: 6:04:15, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0325, recall@thr=0.5: 0.7747, prec@thr=0.5: 0.8394, recall@top3: 0.8537, prec@top3: 0.6895, recall@top5: 0.9541, prec@top5: 0.4743, loss: 0.0325, grad_norm: 0.1488 2020-12-08 21:56:59,537 - mmaction - INFO - Epoch [12][900/2305] lr: 1.500e-02, eta: 6:03:53, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7786, prec@thr=0.5: 0.8394, recall@top3: 0.8495, prec@top3: 0.6920, recall@top5: 0.9523, prec@top5: 0.4775, loss: 0.0323, grad_norm: 0.1436 2020-12-08 21:57:21,161 - mmaction - INFO - Epoch [12][920/2305] lr: 1.500e-02, eta: 6:03:30, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7808, prec@thr=0.5: 0.8460, recall@top3: 0.8540, prec@top3: 0.6966, recall@top5: 0.9554, prec@top5: 0.4786, loss: 0.0319, grad_norm: 0.1421 2020-12-08 21:57:42,670 - mmaction - INFO - Epoch [12][940/2305] lr: 1.500e-02, eta: 6:03:08, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0330, recall@thr=0.5: 0.7711, prec@thr=0.5: 0.8289, recall@top3: 0.8552, prec@top3: 0.6931, recall@top5: 0.9515, prec@top5: 0.4751, loss: 0.0330, grad_norm: 0.1530 2020-12-08 21:58:04,333 - mmaction - INFO - Epoch [12][960/2305] lr: 1.500e-02, eta: 6:02:46, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0321, recall@thr=0.5: 0.7738, prec@thr=0.5: 0.8293, recall@top3: 0.8583, prec@top3: 0.6884, recall@top5: 0.9516, prec@top5: 0.4695, loss: 0.0321, grad_norm: 0.1460 2020-12-08 21:58:26,045 - mmaction - INFO - Epoch [12][980/2305] lr: 1.500e-02, eta: 6:02:23, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0332, recall@thr=0.5: 0.7710, prec@thr=0.5: 0.8316, recall@top3: 0.8509, prec@top3: 0.6960, recall@top5: 0.9468, prec@top5: 0.4768, loss: 0.0332, grad_norm: 0.1450 2020-12-08 21:58:47,730 - mmaction - INFO - Epoch [12][1000/2305] lr: 1.500e-02, eta: 6:02:01, time: 1.085, data_time: 0.003, memory: 8593, loss_action_cls: 0.0332, recall@thr=0.5: 0.7689, prec@thr=0.5: 0.8235, recall@top3: 0.8514, prec@top3: 0.6909, recall@top5: 0.9526, prec@top5: 0.4747, loss: 0.0332, grad_norm: 0.1477 2020-12-08 21:59:09,398 - mmaction - INFO - Epoch [12][1020/2305] lr: 1.500e-02, eta: 6:01:39, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0331, recall@thr=0.5: 0.7594, prec@thr=0.5: 0.8344, recall@top3: 0.8500, prec@top3: 0.6884, recall@top5: 0.9493, prec@top5: 0.4724, loss: 0.0331, grad_norm: 0.1475 2020-12-08 21:59:31,004 - mmaction - INFO - Epoch [12][1040/2305] lr: 1.500e-02, eta: 6:01:17, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7788, prec@thr=0.5: 0.8322, recall@top3: 0.8518, prec@top3: 0.6870, recall@top5: 0.9521, prec@top5: 0.4721, loss: 0.0324, grad_norm: 0.1499 2020-12-08 21:59:52,612 - mmaction - INFO - Epoch [12][1060/2305] lr: 1.500e-02, eta: 6:00:54, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7746, prec@thr=0.5: 0.8363, recall@top3: 0.8560, prec@top3: 0.6927, recall@top5: 0.9503, prec@top5: 0.4715, loss: 0.0324, grad_norm: 0.1406 2020-12-08 22:00:14,344 - mmaction - INFO - Epoch [12][1080/2305] lr: 1.500e-02, eta: 6:00:32, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0339, recall@thr=0.5: 0.7655, prec@thr=0.5: 0.8312, recall@top3: 0.8466, prec@top3: 0.6860, recall@top5: 0.9477, prec@top5: 0.4718, loss: 0.0339, grad_norm: 0.1531 2020-12-08 22:00:35,905 - mmaction - INFO - Epoch [12][1100/2305] lr: 1.500e-02, eta: 6:00:10, time: 1.079, data_time: 0.003, memory: 8593, loss_action_cls: 0.0321, recall@thr=0.5: 0.7733, prec@thr=0.5: 0.8284, recall@top3: 0.8496, prec@top3: 0.6943, recall@top5: 0.9497, prec@top5: 0.4774, loss: 0.0321, grad_norm: 0.1506 2020-12-08 22:00:57,512 - mmaction - INFO - Epoch [12][1120/2305] lr: 1.500e-02, eta: 5:59:48, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7716, prec@thr=0.5: 0.8378, recall@top3: 0.8540, prec@top3: 0.6823, recall@top5: 0.9517, prec@top5: 0.4672, loss: 0.0324, grad_norm: 0.1441 2020-12-08 22:01:19,037 - mmaction - INFO - Epoch [12][1140/2305] lr: 1.500e-02, eta: 5:59:25, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0327, recall@thr=0.5: 0.7721, prec@thr=0.5: 0.8306, recall@top3: 0.8538, prec@top3: 0.6836, recall@top5: 0.9538, prec@top5: 0.4706, loss: 0.0327, grad_norm: 0.1474 2020-12-08 22:01:40,625 - mmaction - INFO - Epoch [12][1160/2305] lr: 1.500e-02, eta: 5:59:03, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7732, prec@thr=0.5: 0.8373, recall@top3: 0.8616, prec@top3: 0.6876, recall@top5: 0.9556, prec@top5: 0.4690, loss: 0.0311, grad_norm: 0.1418 2020-12-08 22:02:02,173 - mmaction - INFO - Epoch [12][1180/2305] lr: 1.500e-02, eta: 5:58:41, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0337, recall@thr=0.5: 0.7732, prec@thr=0.5: 0.8305, recall@top3: 0.8524, prec@top3: 0.6928, recall@top5: 0.9490, prec@top5: 0.4741, loss: 0.0337, grad_norm: 0.1508 2020-12-08 22:02:23,768 - mmaction - INFO - Epoch [12][1200/2305] lr: 1.500e-02, eta: 5:58:18, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0331, recall@thr=0.5: 0.7710, prec@thr=0.5: 0.8364, recall@top3: 0.8489, prec@top3: 0.6914, recall@top5: 0.9516, prec@top5: 0.4782, loss: 0.0331, grad_norm: 0.1453 2020-12-08 22:02:45,536 - mmaction - INFO - Epoch [12][1220/2305] lr: 1.500e-02, eta: 5:57:56, time: 1.090, data_time: 0.003, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7822, prec@thr=0.5: 0.8356, recall@top3: 0.8607, prec@top3: 0.6960, recall@top5: 0.9520, prec@top5: 0.4722, loss: 0.0312, grad_norm: 0.1488 2020-12-08 22:03:07,208 - mmaction - INFO - Epoch [12][1240/2305] lr: 1.500e-02, eta: 5:57:34, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7799, prec@thr=0.5: 0.8315, recall@top3: 0.8611, prec@top3: 0.6990, recall@top5: 0.9565, prec@top5: 0.4768, loss: 0.0323, grad_norm: 0.1550 2020-12-08 22:03:28,729 - mmaction - INFO - Epoch [12][1260/2305] lr: 1.500e-02, eta: 5:57:12, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0332, recall@thr=0.5: 0.7667, prec@thr=0.5: 0.8350, recall@top3: 0.8515, prec@top3: 0.6942, recall@top5: 0.9528, prec@top5: 0.4780, loss: 0.0332, grad_norm: 0.1495 2020-12-08 22:03:50,381 - mmaction - INFO - Epoch [12][1280/2305] lr: 1.500e-02, eta: 5:56:49, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7785, prec@thr=0.5: 0.8355, recall@top3: 0.8520, prec@top3: 0.6928, recall@top5: 0.9523, prec@top5: 0.4754, loss: 0.0323, grad_norm: 0.1490 2020-12-08 22:04:12,148 - mmaction - INFO - Epoch [12][1300/2305] lr: 1.500e-02, eta: 5:56:27, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0328, recall@thr=0.5: 0.7724, prec@thr=0.5: 0.8266, recall@top3: 0.8538, prec@top3: 0.6941, recall@top5: 0.9546, prec@top5: 0.4773, loss: 0.0328, grad_norm: 0.1487 2020-12-08 22:04:33,755 - mmaction - INFO - Epoch [12][1320/2305] lr: 1.500e-02, eta: 5:56:05, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0330, recall@thr=0.5: 0.7732, prec@thr=0.5: 0.8288, recall@top3: 0.8534, prec@top3: 0.6943, recall@top5: 0.9532, prec@top5: 0.4757, loss: 0.0330, grad_norm: 0.1501 2020-12-08 22:04:55,360 - mmaction - INFO - Epoch [12][1340/2305] lr: 1.500e-02, eta: 5:55:43, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0326, recall@thr=0.5: 0.7759, prec@thr=0.5: 0.8316, recall@top3: 0.8547, prec@top3: 0.6852, recall@top5: 0.9536, prec@top5: 0.4711, loss: 0.0326, grad_norm: 0.1549 2020-12-08 22:05:16,947 - mmaction - INFO - Epoch [12][1360/2305] lr: 1.500e-02, eta: 5:55:20, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0331, recall@thr=0.5: 0.7647, prec@thr=0.5: 0.8319, recall@top3: 0.8525, prec@top3: 0.6912, recall@top5: 0.9481, prec@top5: 0.4727, loss: 0.0331, grad_norm: 0.1484 2020-12-08 22:05:38,658 - mmaction - INFO - Epoch [12][1380/2305] lr: 1.500e-02, eta: 5:54:58, time: 1.086, data_time: 0.002, memory: 8593, loss_action_cls: 0.0320, recall@thr=0.5: 0.7766, prec@thr=0.5: 0.8326, recall@top3: 0.8562, prec@top3: 0.6966, recall@top5: 0.9495, prec@top5: 0.4754, loss: 0.0320, grad_norm: 0.1464 2020-12-08 22:06:00,327 - mmaction - INFO - Epoch [12][1400/2305] lr: 1.500e-02, eta: 5:54:36, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0329, recall@thr=0.5: 0.7668, prec@thr=0.5: 0.8331, recall@top3: 0.8549, prec@top3: 0.6919, recall@top5: 0.9535, prec@top5: 0.4741, loss: 0.0329, grad_norm: 0.1467 2020-12-08 22:06:21,773 - mmaction - INFO - Epoch [12][1420/2305] lr: 1.500e-02, eta: 5:54:13, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0326, recall@thr=0.5: 0.7784, prec@thr=0.5: 0.8350, recall@top3: 0.8603, prec@top3: 0.6977, recall@top5: 0.9528, prec@top5: 0.4749, loss: 0.0326, grad_norm: 0.1484 2020-12-08 22:06:43,452 - mmaction - INFO - Epoch [12][1440/2305] lr: 1.500e-02, eta: 5:53:51, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0327, recall@thr=0.5: 0.7795, prec@thr=0.5: 0.8329, recall@top3: 0.8531, prec@top3: 0.7009, recall@top5: 0.9532, prec@top5: 0.4826, loss: 0.0327, grad_norm: 0.1496 2020-12-08 22:07:04,972 - mmaction - INFO - Epoch [12][1460/2305] lr: 1.500e-02, eta: 5:53:29, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0335, recall@thr=0.5: 0.7702, prec@thr=0.5: 0.8283, recall@top3: 0.8480, prec@top3: 0.6868, recall@top5: 0.9489, prec@top5: 0.4730, loss: 0.0335, grad_norm: 0.1485 2020-12-08 22:07:26,556 - mmaction - INFO - Epoch [12][1480/2305] lr: 1.500e-02, eta: 5:53:07, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0326, recall@thr=0.5: 0.7713, prec@thr=0.5: 0.8363, recall@top3: 0.8474, prec@top3: 0.6922, recall@top5: 0.9522, prec@top5: 0.4794, loss: 0.0326, grad_norm: 0.1495 2020-12-08 22:07:48,122 - mmaction - INFO - Epoch [12][1500/2305] lr: 1.500e-02, eta: 5:52:44, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0332, recall@thr=0.5: 0.7680, prec@thr=0.5: 0.8220, recall@top3: 0.8471, prec@top3: 0.6833, recall@top5: 0.9518, prec@top5: 0.4712, loss: 0.0332, grad_norm: 0.1446 2020-12-08 22:08:09,693 - mmaction - INFO - Epoch [12][1520/2305] lr: 1.500e-02, eta: 5:52:22, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0328, recall@thr=0.5: 0.7722, prec@thr=0.5: 0.8330, recall@top3: 0.8539, prec@top3: 0.6961, recall@top5: 0.9530, prec@top5: 0.4779, loss: 0.0328, grad_norm: 0.1509 2020-12-08 22:08:31,318 - mmaction - INFO - Epoch [12][1540/2305] lr: 1.500e-02, eta: 5:52:00, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0337, recall@thr=0.5: 0.7640, prec@thr=0.5: 0.8269, recall@top3: 0.8441, prec@top3: 0.6811, recall@top5: 0.9474, prec@top5: 0.4700, loss: 0.0337, grad_norm: 0.1523 2020-12-08 22:08:52,889 - mmaction - INFO - Epoch [12][1560/2305] lr: 1.500e-02, eta: 5:51:37, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0315, recall@thr=0.5: 0.7823, prec@thr=0.5: 0.8364, recall@top3: 0.8581, prec@top3: 0.6902, recall@top5: 0.9532, prec@top5: 0.4716, loss: 0.0315, grad_norm: 0.1474 2020-12-08 22:09:14,525 - mmaction - INFO - Epoch [12][1580/2305] lr: 1.500e-02, eta: 5:51:15, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0333, recall@thr=0.5: 0.7759, prec@thr=0.5: 0.8370, recall@top3: 0.8501, prec@top3: 0.6859, recall@top5: 0.9485, prec@top5: 0.4723, loss: 0.0333, grad_norm: 0.1464 2020-12-08 22:09:36,182 - mmaction - INFO - Epoch [12][1600/2305] lr: 1.500e-02, eta: 5:50:53, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0321, recall@thr=0.5: 0.7797, prec@thr=0.5: 0.8381, recall@top3: 0.8590, prec@top3: 0.6959, recall@top5: 0.9519, prec@top5: 0.4743, loss: 0.0321, grad_norm: 0.1487 2020-12-08 22:09:57,774 - mmaction - INFO - Epoch [12][1620/2305] lr: 1.500e-02, eta: 5:50:31, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7683, prec@thr=0.5: 0.8371, recall@top3: 0.8551, prec@top3: 0.6902, recall@top5: 0.9496, prec@top5: 0.4709, loss: 0.0324, grad_norm: 0.1493 2020-12-08 22:10:19,417 - mmaction - INFO - Epoch [12][1640/2305] lr: 1.500e-02, eta: 5:50:08, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7876, prec@thr=0.5: 0.8372, recall@top3: 0.8556, prec@top3: 0.6957, recall@top5: 0.9571, prec@top5: 0.4795, loss: 0.0319, grad_norm: 0.1481 2020-12-08 22:10:41,099 - mmaction - INFO - Epoch [12][1660/2305] lr: 1.500e-02, eta: 5:49:46, time: 1.085, data_time: 0.003, memory: 8593, loss_action_cls: 0.0336, recall@thr=0.5: 0.7702, prec@thr=0.5: 0.8305, recall@top3: 0.8528, prec@top3: 0.6927, recall@top5: 0.9472, prec@top5: 0.4735, loss: 0.0336, grad_norm: 0.1482 2020-12-08 22:11:02,751 - mmaction - INFO - Epoch [12][1680/2305] lr: 1.500e-02, eta: 5:49:24, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7779, prec@thr=0.5: 0.8362, recall@top3: 0.8567, prec@top3: 0.6960, recall@top5: 0.9553, prec@top5: 0.4783, loss: 0.0323, grad_norm: 0.1460 2020-12-08 22:11:24,563 - mmaction - INFO - Epoch [12][1700/2305] lr: 1.500e-02, eta: 5:49:02, time: 1.092, data_time: 0.002, memory: 8593, loss_action_cls: 0.0330, recall@thr=0.5: 0.7698, prec@thr=0.5: 0.8333, recall@top3: 0.8524, prec@top3: 0.6802, recall@top5: 0.9493, prec@top5: 0.4664, loss: 0.0330, grad_norm: 0.1454 2020-12-08 22:11:46,285 - mmaction - INFO - Epoch [12][1720/2305] lr: 1.500e-02, eta: 5:48:40, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7814, prec@thr=0.5: 0.8367, recall@top3: 0.8588, prec@top3: 0.7022, recall@top5: 0.9518, prec@top5: 0.4791, loss: 0.0314, grad_norm: 0.1472 2020-12-08 22:12:07,968 - mmaction - INFO - Epoch [12][1740/2305] lr: 1.500e-02, eta: 5:48:17, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0328, recall@thr=0.5: 0.7781, prec@thr=0.5: 0.8400, recall@top3: 0.8538, prec@top3: 0.6960, recall@top5: 0.9478, prec@top5: 0.4754, loss: 0.0328, grad_norm: 0.1522 2020-12-08 22:12:29,479 - mmaction - INFO - Epoch [12][1760/2305] lr: 1.500e-02, eta: 5:47:55, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0334, recall@thr=0.5: 0.7676, prec@thr=0.5: 0.8303, recall@top3: 0.8487, prec@top3: 0.6897, recall@top5: 0.9497, prec@top5: 0.4735, loss: 0.0334, grad_norm: 0.1530 2020-12-08 22:12:50,952 - mmaction - INFO - Epoch [12][1780/2305] lr: 1.500e-02, eta: 5:47:33, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0330, recall@thr=0.5: 0.7699, prec@thr=0.5: 0.8300, recall@top3: 0.8500, prec@top3: 0.6951, recall@top5: 0.9550, prec@top5: 0.4794, loss: 0.0330, grad_norm: 0.1544 2020-12-08 22:13:12,438 - mmaction - INFO - Epoch [12][1800/2305] lr: 1.500e-02, eta: 5:47:10, time: 1.074, data_time: 0.002, memory: 8593, loss_action_cls: 0.0320, recall@thr=0.5: 0.7827, prec@thr=0.5: 0.8411, recall@top3: 0.8567, prec@top3: 0.7001, recall@top5: 0.9545, prec@top5: 0.4789, loss: 0.0320, grad_norm: 0.1438 2020-12-08 22:13:34,263 - mmaction - INFO - Epoch [12][1820/2305] lr: 1.500e-02, eta: 5:46:48, time: 1.091, data_time: 0.001, memory: 8593, loss_action_cls: 0.0315, recall@thr=0.5: 0.7871, prec@thr=0.5: 0.8373, recall@top3: 0.8615, prec@top3: 0.7021, recall@top5: 0.9588, prec@top5: 0.4810, loss: 0.0315, grad_norm: 0.1435 2020-12-08 22:13:55,918 - mmaction - INFO - Epoch [12][1840/2305] lr: 1.500e-02, eta: 5:46:26, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0320, recall@thr=0.5: 0.7762, prec@thr=0.5: 0.8400, recall@top3: 0.8541, prec@top3: 0.6950, recall@top5: 0.9489, prec@top5: 0.4747, loss: 0.0320, grad_norm: 0.1525 2020-12-08 22:14:17,540 - mmaction - INFO - Epoch [12][1860/2305] lr: 1.500e-02, eta: 5:46:04, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0330, recall@thr=0.5: 0.7736, prec@thr=0.5: 0.8315, recall@top3: 0.8490, prec@top3: 0.6968, recall@top5: 0.9533, prec@top5: 0.4795, loss: 0.0330, grad_norm: 0.1476 2020-12-08 22:14:39,333 - mmaction - INFO - Epoch [12][1880/2305] lr: 1.500e-02, eta: 5:45:42, time: 1.090, data_time: 0.002, memory: 8593, loss_action_cls: 0.0329, recall@thr=0.5: 0.7695, prec@thr=0.5: 0.8301, recall@top3: 0.8495, prec@top3: 0.6842, recall@top5: 0.9477, prec@top5: 0.4699, loss: 0.0329, grad_norm: 0.1516 2020-12-08 22:15:00,965 - mmaction - INFO - Epoch [12][1900/2305] lr: 1.500e-02, eta: 5:45:19, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0336, recall@thr=0.5: 0.7758, prec@thr=0.5: 0.8334, recall@top3: 0.8455, prec@top3: 0.6879, recall@top5: 0.9500, prec@top5: 0.4752, loss: 0.0336, grad_norm: 0.1455 2020-12-08 22:15:22,509 - mmaction - INFO - Epoch [12][1920/2305] lr: 1.500e-02, eta: 5:44:57, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0332, recall@thr=0.5: 0.7675, prec@thr=0.5: 0.8270, recall@top3: 0.8502, prec@top3: 0.6820, recall@top5: 0.9480, prec@top5: 0.4682, loss: 0.0332, grad_norm: 0.1504 2020-12-08 22:15:44,152 - mmaction - INFO - Epoch [12][1940/2305] lr: 1.500e-02, eta: 5:44:35, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0333, recall@thr=0.5: 0.7602, prec@thr=0.5: 0.8280, recall@top3: 0.8481, prec@top3: 0.6815, recall@top5: 0.9497, prec@top5: 0.4696, loss: 0.0333, grad_norm: 0.1512 2020-12-08 22:16:05,840 - mmaction - INFO - Epoch [12][1960/2305] lr: 1.500e-02, eta: 5:44:13, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0325, recall@thr=0.5: 0.7779, prec@thr=0.5: 0.8356, recall@top3: 0.8554, prec@top3: 0.6966, recall@top5: 0.9488, prec@top5: 0.4747, loss: 0.0325, grad_norm: 0.1438 2020-12-08 22:16:27,432 - mmaction - INFO - Epoch [12][1980/2305] lr: 1.500e-02, eta: 5:43:50, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7759, prec@thr=0.5: 0.8311, recall@top3: 0.8574, prec@top3: 0.6906, recall@top5: 0.9527, prec@top5: 0.4721, loss: 0.0324, grad_norm: 0.1481 2020-12-08 22:16:49,209 - mmaction - INFO - Epoch [12][2000/2305] lr: 1.500e-02, eta: 5:43:28, time: 1.088, data_time: 0.002, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7756, prec@thr=0.5: 0.8363, recall@top3: 0.8591, prec@top3: 0.6989, recall@top5: 0.9516, prec@top5: 0.4759, loss: 0.0324, grad_norm: 0.1537 2020-12-08 22:17:10,677 - mmaction - INFO - Epoch [12][2020/2305] lr: 1.500e-02, eta: 5:43:06, time: 1.074, data_time: 0.003, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7787, prec@thr=0.5: 0.8340, recall@top3: 0.8573, prec@top3: 0.6928, recall@top5: 0.9536, prec@top5: 0.4727, loss: 0.0319, grad_norm: 0.1523 2020-12-08 22:17:32,324 - mmaction - INFO - Epoch [12][2040/2305] lr: 1.500e-02, eta: 5:42:44, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0337, recall@thr=0.5: 0.7610, prec@thr=0.5: 0.8248, recall@top3: 0.8476, prec@top3: 0.6821, recall@top5: 0.9481, prec@top5: 0.4701, loss: 0.0337, grad_norm: 0.1539 2020-12-08 22:17:53,978 - mmaction - INFO - Epoch [12][2060/2305] lr: 1.500e-02, eta: 5:42:22, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0329, recall@thr=0.5: 0.7727, prec@thr=0.5: 0.8335, recall@top3: 0.8502, prec@top3: 0.6855, recall@top5: 0.9465, prec@top5: 0.4686, loss: 0.0329, grad_norm: 0.1520 2020-12-08 22:18:15,480 - mmaction - INFO - Epoch [12][2080/2305] lr: 1.500e-02, eta: 5:41:59, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7832, prec@thr=0.5: 0.8376, recall@top3: 0.8627, prec@top3: 0.6952, recall@top5: 0.9581, prec@top5: 0.4736, loss: 0.0314, grad_norm: 0.1480 2020-12-08 22:18:37,087 - mmaction - INFO - Epoch [12][2100/2305] lr: 1.500e-02, eta: 5:41:37, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7817, prec@thr=0.5: 0.8460, recall@top3: 0.8603, prec@top3: 0.6968, recall@top5: 0.9553, prec@top5: 0.4757, loss: 0.0319, grad_norm: 0.1469 2020-12-08 22:18:58,668 - mmaction - INFO - Epoch [12][2120/2305] lr: 1.500e-02, eta: 5:41:15, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0333, recall@thr=0.5: 0.7740, prec@thr=0.5: 0.8315, recall@top3: 0.8501, prec@top3: 0.7032, recall@top5: 0.9497, prec@top5: 0.4815, loss: 0.0333, grad_norm: 0.1491 2020-12-08 22:19:20,270 - mmaction - INFO - Epoch [12][2140/2305] lr: 1.500e-02, eta: 5:40:52, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7713, prec@thr=0.5: 0.8308, recall@top3: 0.8558, prec@top3: 0.6890, recall@top5: 0.9555, prec@top5: 0.4739, loss: 0.0323, grad_norm: 0.1510 2020-12-08 22:19:41,954 - mmaction - INFO - Epoch [12][2160/2305] lr: 1.500e-02, eta: 5:40:30, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0342, recall@thr=0.5: 0.7661, prec@thr=0.5: 0.8253, recall@top3: 0.8473, prec@top3: 0.6906, recall@top5: 0.9467, prec@top5: 0.4752, loss: 0.0342, grad_norm: 0.1502 2020-12-08 22:20:03,586 - mmaction - INFO - Epoch [12][2180/2305] lr: 1.500e-02, eta: 5:40:08, time: 1.082, data_time: 0.003, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7741, prec@thr=0.5: 0.8393, recall@top3: 0.8562, prec@top3: 0.6936, recall@top5: 0.9530, prec@top5: 0.4730, loss: 0.0322, grad_norm: 0.1514 2020-12-08 22:20:25,182 - mmaction - INFO - Epoch [12][2200/2305] lr: 1.500e-02, eta: 5:39:46, time: 1.080, data_time: 0.003, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7795, prec@thr=0.5: 0.8393, recall@top3: 0.8550, prec@top3: 0.6989, recall@top5: 0.9563, prec@top5: 0.4810, loss: 0.0324, grad_norm: 0.1464 2020-12-08 22:20:46,694 - mmaction - INFO - Epoch [12][2220/2305] lr: 1.500e-02, eta: 5:39:24, time: 1.077, data_time: 0.003, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7777, prec@thr=0.5: 0.8282, recall@top3: 0.8512, prec@top3: 0.6899, recall@top5: 0.9517, prec@top5: 0.4738, loss: 0.0322, grad_norm: 0.1524 2020-12-08 22:21:08,313 - mmaction - INFO - Epoch [12][2240/2305] lr: 1.500e-02, eta: 5:39:01, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7743, prec@thr=0.5: 0.8311, recall@top3: 0.8558, prec@top3: 0.6892, recall@top5: 0.9480, prec@top5: 0.4688, loss: 0.0322, grad_norm: 0.1480 2020-12-08 22:21:29,909 - mmaction - INFO - Epoch [12][2260/2305] lr: 1.500e-02, eta: 5:38:39, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7815, prec@thr=0.5: 0.8265, recall@top3: 0.8557, prec@top3: 0.7010, recall@top5: 0.9560, prec@top5: 0.4814, loss: 0.0324, grad_norm: 0.1496 2020-12-08 22:21:51,479 - mmaction - INFO - Epoch [12][2280/2305] lr: 1.500e-02, eta: 5:38:17, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7756, prec@thr=0.5: 0.8308, recall@top3: 0.8529, prec@top3: 0.7023, recall@top5: 0.9498, prec@top5: 0.4794, loss: 0.0322, grad_norm: 0.1462 2020-12-08 22:22:13,126 - mmaction - INFO - Epoch [12][2300/2305] lr: 1.500e-02, eta: 5:37:55, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7726, prec@thr=0.5: 0.8364, recall@top3: 0.8505, prec@top3: 0.6821, recall@top5: 0.9517, prec@top5: 0.4679, loss: 0.0322, grad_norm: 0.1539 2020-12-08 22:22:21,988 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-12-08 22:31:26,007 - mmaction - INFO - Evaluating proposal ... 2020-12-08 22:32:32,162 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 22:32:32,163 - mmaction - INFO - Evaluating bbox ... 2020-12-08 22:40:49,219 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2532 2020-12-08 22:40:50,381 - mmaction - INFO - Epoch(val) [12][2305] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2532 2020-12-08 22:42:01,513 - mmaction - INFO - Epoch [13][20/2305] lr: 1.500e-02, eta: 5:37:56, time: 3.556, data_time: 2.488, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7807, prec@thr=0.5: 0.8326, recall@top3: 0.8539, prec@top3: 0.6998, recall@top5: 0.9537, prec@top5: 0.4815, loss: 0.0323, grad_norm: 0.1538 2020-12-08 22:42:23,072 - mmaction - INFO - Epoch [13][40/2305] lr: 1.500e-02, eta: 5:37:34, time: 1.078, data_time: 0.004, memory: 8593, loss_action_cls: 0.0321, recall@thr=0.5: 0.7779, prec@thr=0.5: 0.8390, recall@top3: 0.8557, prec@top3: 0.6963, recall@top5: 0.9512, prec@top5: 0.4765, loss: 0.0321, grad_norm: 0.1505 2020-12-08 22:42:44,606 - mmaction - INFO - Epoch [13][60/2305] lr: 1.500e-02, eta: 5:37:11, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7806, prec@thr=0.5: 0.8362, recall@top3: 0.8519, prec@top3: 0.6948, recall@top5: 0.9503, prec@top5: 0.4773, loss: 0.0323, grad_norm: 0.1506 2020-12-08 22:43:06,019 - mmaction - INFO - Epoch [13][80/2305] lr: 1.500e-02, eta: 5:36:49, time: 1.071, data_time: 0.001, memory: 8593, loss_action_cls: 0.0325, recall@thr=0.5: 0.7706, prec@thr=0.5: 0.8322, recall@top3: 0.8519, prec@top3: 0.6914, recall@top5: 0.9521, prec@top5: 0.4749, loss: 0.0325, grad_norm: 0.1512 2020-12-08 22:43:27,546 - mmaction - INFO - Epoch [13][100/2305] lr: 1.500e-02, eta: 5:36:27, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7836, prec@thr=0.5: 0.8407, recall@top3: 0.8575, prec@top3: 0.6998, recall@top5: 0.9528, prec@top5: 0.4784, loss: 0.0319, grad_norm: 0.1474 2020-12-08 22:43:49,110 - mmaction - INFO - Epoch [13][120/2305] lr: 1.500e-02, eta: 5:36:04, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7798, prec@thr=0.5: 0.8371, recall@top3: 0.8612, prec@top3: 0.7081, recall@top5: 0.9558, prec@top5: 0.4824, loss: 0.0313, grad_norm: 0.1484 2020-12-08 22:44:10,681 - mmaction - INFO - Epoch [13][140/2305] lr: 1.500e-02, eta: 5:35:42, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7876, prec@thr=0.5: 0.8457, recall@top3: 0.8615, prec@top3: 0.6977, recall@top5: 0.9530, prec@top5: 0.4738, loss: 0.0313, grad_norm: 0.1505 2020-12-08 22:44:32,373 - mmaction - INFO - Epoch [13][160/2305] lr: 1.500e-02, eta: 5:35:20, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0317, recall@thr=0.5: 0.7777, prec@thr=0.5: 0.8354, recall@top3: 0.8526, prec@top3: 0.6930, recall@top5: 0.9509, prec@top5: 0.4756, loss: 0.0317, grad_norm: 0.1529 2020-12-08 22:44:54,134 - mmaction - INFO - Epoch [13][180/2305] lr: 1.500e-02, eta: 5:34:58, time: 1.088, data_time: 0.001, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7838, prec@thr=0.5: 0.8503, recall@top3: 0.8600, prec@top3: 0.6981, recall@top5: 0.9556, prec@top5: 0.4773, loss: 0.0312, grad_norm: 0.1484 2020-12-08 22:45:15,683 - mmaction - INFO - Epoch [13][200/2305] lr: 1.500e-02, eta: 5:34:35, time: 1.077, data_time: 0.003, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7813, prec@thr=0.5: 0.8313, recall@top3: 0.8516, prec@top3: 0.6895, recall@top5: 0.9510, prec@top5: 0.4726, loss: 0.0324, grad_norm: 0.1507 2020-12-08 22:45:37,183 - mmaction - INFO - Epoch [13][220/2305] lr: 1.500e-02, eta: 5:34:13, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0335, recall@thr=0.5: 0.7688, prec@thr=0.5: 0.8313, recall@top3: 0.8508, prec@top3: 0.6866, recall@top5: 0.9497, prec@top5: 0.4712, loss: 0.0335, grad_norm: 0.1554 2020-12-08 22:45:58,775 - mmaction - INFO - Epoch [13][240/2305] lr: 1.500e-02, eta: 5:33:51, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0315, recall@thr=0.5: 0.7843, prec@thr=0.5: 0.8415, recall@top3: 0.8623, prec@top3: 0.6891, recall@top5: 0.9593, prec@top5: 0.4715, loss: 0.0315, grad_norm: 0.1498 2020-12-08 22:46:20,427 - mmaction - INFO - Epoch [13][260/2305] lr: 1.500e-02, eta: 5:33:29, time: 1.083, data_time: 0.003, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7769, prec@thr=0.5: 0.8341, recall@top3: 0.8528, prec@top3: 0.6990, recall@top5: 0.9521, prec@top5: 0.4795, loss: 0.0322, grad_norm: 0.1504 2020-12-08 22:46:41,905 - mmaction - INFO - Epoch [13][280/2305] lr: 1.500e-02, eta: 5:33:06, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7797, prec@thr=0.5: 0.8327, recall@top3: 0.8573, prec@top3: 0.6832, recall@top5: 0.9538, prec@top5: 0.4672, loss: 0.0322, grad_norm: 0.1528 2020-12-08 22:47:03,521 - mmaction - INFO - Epoch [13][300/2305] lr: 1.500e-02, eta: 5:32:44, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7744, prec@thr=0.5: 0.8368, recall@top3: 0.8599, prec@top3: 0.6929, recall@top5: 0.9549, prec@top5: 0.4735, loss: 0.0313, grad_norm: 0.1513 2020-12-08 22:47:25,173 - mmaction - INFO - Epoch [13][320/2305] lr: 1.500e-02, eta: 5:32:22, time: 1.083, data_time: 0.003, memory: 8593, loss_action_cls: 0.0315, recall@thr=0.5: 0.7754, prec@thr=0.5: 0.8384, recall@top3: 0.8552, prec@top3: 0.6990, recall@top5: 0.9528, prec@top5: 0.4791, loss: 0.0315, grad_norm: 0.1519 2020-12-08 22:47:46,814 - mmaction - INFO - Epoch [13][340/2305] lr: 1.500e-02, eta: 5:31:59, time: 1.082, data_time: 0.003, memory: 8593, loss_action_cls: 0.0331, recall@thr=0.5: 0.7715, prec@thr=0.5: 0.8295, recall@top3: 0.8497, prec@top3: 0.6937, recall@top5: 0.9495, prec@top5: 0.4764, loss: 0.0331, grad_norm: 0.1547 2020-12-08 22:48:08,481 - mmaction - INFO - Epoch [13][360/2305] lr: 1.500e-02, eta: 5:31:37, time: 1.085, data_time: 0.003, memory: 8593, loss_action_cls: 0.0327, recall@thr=0.5: 0.7774, prec@thr=0.5: 0.8410, recall@top3: 0.8581, prec@top3: 0.6963, recall@top5: 0.9550, prec@top5: 0.4757, loss: 0.0327, grad_norm: 0.1527 2020-12-08 22:48:30,104 - mmaction - INFO - Epoch [13][380/2305] lr: 1.500e-02, eta: 5:31:15, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0321, recall@thr=0.5: 0.7822, prec@thr=0.5: 0.8403, recall@top3: 0.8599, prec@top3: 0.7001, recall@top5: 0.9576, prec@top5: 0.4788, loss: 0.0321, grad_norm: 0.1476 2020-12-08 22:48:51,703 - mmaction - INFO - Epoch [13][400/2305] lr: 1.500e-02, eta: 5:30:53, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7912, prec@thr=0.5: 0.8567, recall@top3: 0.8601, prec@top3: 0.7162, recall@top5: 0.9568, prec@top5: 0.4906, loss: 0.0306, grad_norm: 0.1460 2020-12-08 22:49:13,193 - mmaction - INFO - Epoch [13][420/2305] lr: 1.500e-02, eta: 5:30:30, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0320, recall@thr=0.5: 0.7773, prec@thr=0.5: 0.8360, recall@top3: 0.8591, prec@top3: 0.6959, recall@top5: 0.9517, prec@top5: 0.4733, loss: 0.0320, grad_norm: 0.1553 2020-12-08 22:49:34,853 - mmaction - INFO - Epoch [13][440/2305] lr: 1.500e-02, eta: 5:30:08, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7799, prec@thr=0.5: 0.8325, recall@top3: 0.8595, prec@top3: 0.6925, recall@top5: 0.9524, prec@top5: 0.4718, loss: 0.0319, grad_norm: 0.1556 2020-12-08 22:49:56,377 - mmaction - INFO - Epoch [13][460/2305] lr: 1.500e-02, eta: 5:29:46, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0320, recall@thr=0.5: 0.7807, prec@thr=0.5: 0.8389, recall@top3: 0.8548, prec@top3: 0.6986, recall@top5: 0.9517, prec@top5: 0.4789, loss: 0.0320, grad_norm: 0.1554 2020-12-08 22:50:18,019 - mmaction - INFO - Epoch [13][480/2305] lr: 1.500e-02, eta: 5:29:23, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0321, recall@thr=0.5: 0.7774, prec@thr=0.5: 0.8405, recall@top3: 0.8588, prec@top3: 0.6921, recall@top5: 0.9543, prec@top5: 0.4737, loss: 0.0321, grad_norm: 0.1513 2020-12-08 22:50:39,701 - mmaction - INFO - Epoch [13][500/2305] lr: 1.500e-02, eta: 5:29:01, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7762, prec@thr=0.5: 0.8315, recall@top3: 0.8596, prec@top3: 0.7040, recall@top5: 0.9549, prec@top5: 0.4800, loss: 0.0319, grad_norm: 0.1540 2020-12-08 22:51:01,429 - mmaction - INFO - Epoch [13][520/2305] lr: 1.500e-02, eta: 5:28:39, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7848, prec@thr=0.5: 0.8429, recall@top3: 0.8644, prec@top3: 0.6950, recall@top5: 0.9547, prec@top5: 0.4716, loss: 0.0314, grad_norm: 0.1495 2020-12-08 22:51:22,950 - mmaction - INFO - Epoch [13][540/2305] lr: 1.500e-02, eta: 5:28:17, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0328, recall@thr=0.5: 0.7739, prec@thr=0.5: 0.8350, recall@top3: 0.8528, prec@top3: 0.6968, recall@top5: 0.9513, prec@top5: 0.4784, loss: 0.0328, grad_norm: 0.1512 2020-12-08 22:51:44,436 - mmaction - INFO - Epoch [13][560/2305] lr: 1.500e-02, eta: 5:27:54, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7862, prec@thr=0.5: 0.8373, recall@top3: 0.8586, prec@top3: 0.7010, recall@top5: 0.9548, prec@top5: 0.4789, loss: 0.0310, grad_norm: 0.1549 2020-12-08 22:52:06,013 - mmaction - INFO - Epoch [13][580/2305] lr: 1.500e-02, eta: 5:27:32, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0326, recall@thr=0.5: 0.7792, prec@thr=0.5: 0.8355, recall@top3: 0.8568, prec@top3: 0.6972, recall@top5: 0.9520, prec@top5: 0.4759, loss: 0.0326, grad_norm: 0.1520 2020-12-08 22:52:27,590 - mmaction - INFO - Epoch [13][600/2305] lr: 1.500e-02, eta: 5:27:10, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7785, prec@thr=0.5: 0.8389, recall@top3: 0.8541, prec@top3: 0.7064, recall@top5: 0.9529, prec@top5: 0.4846, loss: 0.0322, grad_norm: 0.1487 2020-12-08 22:52:49,194 - mmaction - INFO - Epoch [13][620/2305] lr: 1.500e-02, eta: 5:26:48, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0325, recall@thr=0.5: 0.7740, prec@thr=0.5: 0.8316, recall@top3: 0.8536, prec@top3: 0.6888, recall@top5: 0.9566, prec@top5: 0.4748, loss: 0.0325, grad_norm: 0.1543 2020-12-08 22:53:10,782 - mmaction - INFO - Epoch [13][640/2305] lr: 1.500e-02, eta: 5:26:25, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0317, recall@thr=0.5: 0.7747, prec@thr=0.5: 0.8349, recall@top3: 0.8525, prec@top3: 0.6866, recall@top5: 0.9482, prec@top5: 0.4692, loss: 0.0317, grad_norm: 0.1555 2020-12-08 22:53:32,389 - mmaction - INFO - Epoch [13][660/2305] lr: 1.500e-02, eta: 5:26:03, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7747, prec@thr=0.5: 0.8288, recall@top3: 0.8512, prec@top3: 0.6908, recall@top5: 0.9531, prec@top5: 0.4750, loss: 0.0314, grad_norm: 0.1594 2020-12-08 22:53:53,923 - mmaction - INFO - Epoch [13][680/2305] lr: 1.500e-02, eta: 5:25:41, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7864, prec@thr=0.5: 0.8409, recall@top3: 0.8615, prec@top3: 0.6911, recall@top5: 0.9560, prec@top5: 0.4707, loss: 0.0310, grad_norm: 0.1531 2020-12-08 22:54:15,641 - mmaction - INFO - Epoch [13][700/2305] lr: 1.500e-02, eta: 5:25:19, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0325, recall@thr=0.5: 0.7709, prec@thr=0.5: 0.8306, recall@top3: 0.8520, prec@top3: 0.6819, recall@top5: 0.9511, prec@top5: 0.4690, loss: 0.0325, grad_norm: 0.1580 2020-12-08 22:54:37,265 - mmaction - INFO - Epoch [13][720/2305] lr: 1.500e-02, eta: 5:24:56, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0327, recall@thr=0.5: 0.7704, prec@thr=0.5: 0.8329, recall@top3: 0.8497, prec@top3: 0.6974, recall@top5: 0.9505, prec@top5: 0.4792, loss: 0.0327, grad_norm: 0.1570 2020-12-08 22:54:58,925 - mmaction - INFO - Epoch [13][740/2305] lr: 1.500e-02, eta: 5:24:34, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0321, recall@thr=0.5: 0.7795, prec@thr=0.5: 0.8301, recall@top3: 0.8558, prec@top3: 0.6937, recall@top5: 0.9540, prec@top5: 0.4762, loss: 0.0321, grad_norm: 0.1574 2020-12-08 22:55:20,462 - mmaction - INFO - Epoch [13][760/2305] lr: 1.500e-02, eta: 5:24:12, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0330, recall@thr=0.5: 0.7762, prec@thr=0.5: 0.8359, recall@top3: 0.8523, prec@top3: 0.6867, recall@top5: 0.9482, prec@top5: 0.4699, loss: 0.0330, grad_norm: 0.1565 2020-12-08 22:55:42,145 - mmaction - INFO - Epoch [13][780/2305] lr: 1.500e-02, eta: 5:23:50, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0331, recall@thr=0.5: 0.7713, prec@thr=0.5: 0.8333, recall@top3: 0.8467, prec@top3: 0.6895, recall@top5: 0.9489, prec@top5: 0.4760, loss: 0.0331, grad_norm: 0.1569 2020-12-08 22:56:03,669 - mmaction - INFO - Epoch [13][800/2305] lr: 1.500e-02, eta: 5:23:27, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0325, recall@thr=0.5: 0.7808, prec@thr=0.5: 0.8370, recall@top3: 0.8529, prec@top3: 0.6979, recall@top5: 0.9537, prec@top5: 0.4795, loss: 0.0325, grad_norm: 0.1498 2020-12-08 22:56:25,411 - mmaction - INFO - Epoch [13][820/2305] lr: 1.500e-02, eta: 5:23:05, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0326, recall@thr=0.5: 0.7660, prec@thr=0.5: 0.8260, recall@top3: 0.8510, prec@top3: 0.6877, recall@top5: 0.9512, prec@top5: 0.4714, loss: 0.0326, grad_norm: 0.1555 2020-12-08 22:56:47,045 - mmaction - INFO - Epoch [13][840/2305] lr: 1.500e-02, eta: 5:22:43, time: 1.082, data_time: 0.003, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7788, prec@thr=0.5: 0.8372, recall@top3: 0.8588, prec@top3: 0.6917, recall@top5: 0.9536, prec@top5: 0.4730, loss: 0.0323, grad_norm: 0.1513 2020-12-08 22:57:08,933 - mmaction - INFO - Epoch [13][860/2305] lr: 1.500e-02, eta: 5:22:21, time: 1.096, data_time: 0.003, memory: 8593, loss_action_cls: 0.0328, recall@thr=0.5: 0.7738, prec@thr=0.5: 0.8344, recall@top3: 0.8567, prec@top3: 0.6947, recall@top5: 0.9488, prec@top5: 0.4725, loss: 0.0328, grad_norm: 0.1534 2020-12-08 22:57:30,511 - mmaction - INFO - Epoch [13][880/2305] lr: 1.500e-02, eta: 5:21:59, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0325, recall@thr=0.5: 0.7739, prec@thr=0.5: 0.8302, recall@top3: 0.8501, prec@top3: 0.6871, recall@top5: 0.9502, prec@top5: 0.4715, loss: 0.0325, grad_norm: 0.1521 2020-12-08 22:57:52,143 - mmaction - INFO - Epoch [13][900/2305] lr: 1.500e-02, eta: 5:21:36, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7827, prec@thr=0.5: 0.8380, recall@top3: 0.8567, prec@top3: 0.6975, recall@top5: 0.9549, prec@top5: 0.4774, loss: 0.0316, grad_norm: 0.1534 2020-12-08 22:58:13,639 - mmaction - INFO - Epoch [13][920/2305] lr: 1.500e-02, eta: 5:21:14, time: 1.076, data_time: 0.003, memory: 8593, loss_action_cls: 0.0327, recall@thr=0.5: 0.7757, prec@thr=0.5: 0.8346, recall@top3: 0.8530, prec@top3: 0.6963, recall@top5: 0.9506, prec@top5: 0.4781, loss: 0.0327, grad_norm: 0.1544 2020-12-08 22:58:35,248 - mmaction - INFO - Epoch [13][940/2305] lr: 1.500e-02, eta: 5:20:52, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0333, recall@thr=0.5: 0.7754, prec@thr=0.5: 0.8277, recall@top3: 0.8460, prec@top3: 0.6921, recall@top5: 0.9498, prec@top5: 0.4793, loss: 0.0333, grad_norm: 0.1494 2020-12-08 22:58:56,887 - mmaction - INFO - Epoch [13][960/2305] lr: 1.500e-02, eta: 5:20:30, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0315, recall@thr=0.5: 0.7830, prec@thr=0.5: 0.8443, recall@top3: 0.8599, prec@top3: 0.6989, recall@top5: 0.9574, prec@top5: 0.4798, loss: 0.0315, grad_norm: 0.1432 2020-12-08 22:59:18,423 - mmaction - INFO - Epoch [13][980/2305] lr: 1.500e-02, eta: 5:20:07, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7808, prec@thr=0.5: 0.8396, recall@top3: 0.8580, prec@top3: 0.6939, recall@top5: 0.9519, prec@top5: 0.4728, loss: 0.0316, grad_norm: 0.1487 2020-12-08 22:59:40,089 - mmaction - INFO - Epoch [13][1000/2305] lr: 1.500e-02, eta: 5:19:45, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7832, prec@thr=0.5: 0.8407, recall@top3: 0.8596, prec@top3: 0.6964, recall@top5: 0.9551, prec@top5: 0.4759, loss: 0.0316, grad_norm: 0.1520 2020-12-08 23:00:01,726 - mmaction - INFO - Epoch [13][1020/2305] lr: 1.500e-02, eta: 5:19:23, time: 1.084, data_time: 0.003, memory: 8593, loss_action_cls: 0.0321, recall@thr=0.5: 0.7766, prec@thr=0.5: 0.8397, recall@top3: 0.8591, prec@top3: 0.6888, recall@top5: 0.9512, prec@top5: 0.4690, loss: 0.0321, grad_norm: 0.1580 2020-12-08 23:00:23,360 - mmaction - INFO - Epoch [13][1040/2305] lr: 1.500e-02, eta: 5:19:01, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7808, prec@thr=0.5: 0.8407, recall@top3: 0.8577, prec@top3: 0.6906, recall@top5: 0.9546, prec@top5: 0.4721, loss: 0.0324, grad_norm: 0.1522 2020-12-08 23:00:44,847 - mmaction - INFO - Epoch [13][1060/2305] lr: 1.500e-02, eta: 5:18:38, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0325, recall@thr=0.5: 0.7823, prec@thr=0.5: 0.8429, recall@top3: 0.8538, prec@top3: 0.6977, recall@top5: 0.9522, prec@top5: 0.4770, loss: 0.0325, grad_norm: 0.1509 2020-12-08 23:01:06,478 - mmaction - INFO - Epoch [13][1080/2305] lr: 1.500e-02, eta: 5:18:16, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7701, prec@thr=0.5: 0.8328, recall@top3: 0.8538, prec@top3: 0.6925, recall@top5: 0.9484, prec@top5: 0.4740, loss: 0.0323, grad_norm: 0.1585 2020-12-08 23:01:28,031 - mmaction - INFO - Epoch [13][1100/2305] lr: 1.500e-02, eta: 5:17:54, time: 1.079, data_time: 0.003, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7774, prec@thr=0.5: 0.8327, recall@top3: 0.8538, prec@top3: 0.6857, recall@top5: 0.9517, prec@top5: 0.4690, loss: 0.0322, grad_norm: 0.1516 2020-12-08 23:01:49,600 - mmaction - INFO - Epoch [13][1120/2305] lr: 1.500e-02, eta: 5:17:32, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7757, prec@thr=0.5: 0.8422, recall@top3: 0.8580, prec@top3: 0.6979, recall@top5: 0.9519, prec@top5: 0.4754, loss: 0.0323, grad_norm: 0.1532 2020-12-08 23:02:11,200 - mmaction - INFO - Epoch [13][1140/2305] lr: 1.500e-02, eta: 5:17:09, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7837, prec@thr=0.5: 0.8378, recall@top3: 0.8584, prec@top3: 0.6908, recall@top5: 0.9502, prec@top5: 0.4700, loss: 0.0323, grad_norm: 0.1497 2020-12-08 23:02:32,978 - mmaction - INFO - Epoch [13][1160/2305] lr: 1.500e-02, eta: 5:16:47, time: 1.088, data_time: 0.003, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7823, prec@thr=0.5: 0.8371, recall@top3: 0.8567, prec@top3: 0.6985, recall@top5: 0.9532, prec@top5: 0.4794, loss: 0.0323, grad_norm: 0.1531 2020-12-08 23:02:54,434 - mmaction - INFO - Epoch [13][1180/2305] lr: 1.500e-02, eta: 5:16:25, time: 1.072, data_time: 0.002, memory: 8593, loss_action_cls: 0.0315, recall@thr=0.5: 0.7792, prec@thr=0.5: 0.8426, recall@top3: 0.8560, prec@top3: 0.6972, recall@top5: 0.9532, prec@top5: 0.4772, loss: 0.0315, grad_norm: 0.1493 2020-12-08 23:03:16,078 - mmaction - INFO - Epoch [13][1200/2305] lr: 1.500e-02, eta: 5:16:03, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7737, prec@thr=0.5: 0.8359, recall@top3: 0.8526, prec@top3: 0.6948, recall@top5: 0.9512, prec@top5: 0.4763, loss: 0.0316, grad_norm: 0.1552 2020-12-08 23:03:37,592 - mmaction - INFO - Epoch [13][1220/2305] lr: 1.500e-02, eta: 5:15:40, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0317, recall@thr=0.5: 0.7870, prec@thr=0.5: 0.8422, recall@top3: 0.8669, prec@top3: 0.6919, recall@top5: 0.9567, prec@top5: 0.4691, loss: 0.0317, grad_norm: 0.1543 2020-12-08 23:03:59,160 - mmaction - INFO - Epoch [13][1240/2305] lr: 1.500e-02, eta: 5:15:18, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7750, prec@thr=0.5: 0.8318, recall@top3: 0.8566, prec@top3: 0.6954, recall@top5: 0.9513, prec@top5: 0.4749, loss: 0.0322, grad_norm: 0.1516 2020-12-08 23:04:20,876 - mmaction - INFO - Epoch [13][1260/2305] lr: 1.500e-02, eta: 5:14:56, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7832, prec@thr=0.5: 0.8472, recall@top3: 0.8600, prec@top3: 0.6939, recall@top5: 0.9531, prec@top5: 0.4725, loss: 0.0318, grad_norm: 0.1533 2020-12-08 23:04:42,405 - mmaction - INFO - Epoch [13][1280/2305] lr: 1.500e-02, eta: 5:14:34, time: 1.077, data_time: 0.003, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7768, prec@thr=0.5: 0.8355, recall@top3: 0.8580, prec@top3: 0.6873, recall@top5: 0.9547, prec@top5: 0.4711, loss: 0.0314, grad_norm: 0.1541 2020-12-08 23:05:04,012 - mmaction - INFO - Epoch [13][1300/2305] lr: 1.500e-02, eta: 5:14:11, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7828, prec@thr=0.5: 0.8353, recall@top3: 0.8535, prec@top3: 0.6988, recall@top5: 0.9541, prec@top5: 0.4801, loss: 0.0316, grad_norm: 0.1533 2020-12-08 23:05:25,831 - mmaction - INFO - Epoch [13][1320/2305] lr: 1.500e-02, eta: 5:13:49, time: 1.089, data_time: 0.001, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7736, prec@thr=0.5: 0.8317, recall@top3: 0.8614, prec@top3: 0.6887, recall@top5: 0.9559, prec@top5: 0.4707, loss: 0.0319, grad_norm: 0.1524 2020-12-08 23:05:47,517 - mmaction - INFO - Epoch [13][1340/2305] lr: 1.500e-02, eta: 5:13:27, time: 1.086, data_time: 0.003, memory: 8593, loss_action_cls: 0.0321, recall@thr=0.5: 0.7863, prec@thr=0.5: 0.8407, recall@top3: 0.8583, prec@top3: 0.6947, recall@top5: 0.9525, prec@top5: 0.4750, loss: 0.0321, grad_norm: 0.1604 2020-12-08 23:06:09,119 - mmaction - INFO - Epoch [13][1360/2305] lr: 1.500e-02, eta: 5:13:05, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7787, prec@thr=0.5: 0.8324, recall@top3: 0.8552, prec@top3: 0.6942, recall@top5: 0.9495, prec@top5: 0.4737, loss: 0.0324, grad_norm: 0.1543 2020-12-08 23:06:30,660 - mmaction - INFO - Epoch [13][1380/2305] lr: 1.500e-02, eta: 5:12:43, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0315, recall@thr=0.5: 0.7791, prec@thr=0.5: 0.8415, recall@top3: 0.8583, prec@top3: 0.6971, recall@top5: 0.9532, prec@top5: 0.4759, loss: 0.0315, grad_norm: 0.1541 2020-12-08 23:06:52,230 - mmaction - INFO - Epoch [13][1400/2305] lr: 1.500e-02, eta: 5:12:20, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0332, recall@thr=0.5: 0.7752, prec@thr=0.5: 0.8349, recall@top3: 0.8484, prec@top3: 0.6970, recall@top5: 0.9485, prec@top5: 0.4781, loss: 0.0332, grad_norm: 0.1581 2020-12-08 23:07:13,689 - mmaction - INFO - Epoch [13][1420/2305] lr: 1.500e-02, eta: 5:11:58, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7827, prec@thr=0.5: 0.8387, recall@top3: 0.8510, prec@top3: 0.7045, recall@top5: 0.9511, prec@top5: 0.4830, loss: 0.0322, grad_norm: 0.1532 2020-12-08 23:07:35,425 - mmaction - INFO - Epoch [13][1440/2305] lr: 1.500e-02, eta: 5:11:36, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0330, recall@thr=0.5: 0.7694, prec@thr=0.5: 0.8308, recall@top3: 0.8515, prec@top3: 0.6865, recall@top5: 0.9492, prec@top5: 0.4709, loss: 0.0330, grad_norm: 0.1559 2020-12-08 23:07:57,077 - mmaction - INFO - Epoch [13][1460/2305] lr: 1.500e-02, eta: 5:11:14, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0320, recall@thr=0.5: 0.7759, prec@thr=0.5: 0.8377, recall@top3: 0.8485, prec@top3: 0.6891, recall@top5: 0.9468, prec@top5: 0.4733, loss: 0.0320, grad_norm: 0.1485 2020-12-08 23:08:18,693 - mmaction - INFO - Epoch [13][1480/2305] lr: 1.500e-02, eta: 5:10:52, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0321, recall@thr=0.5: 0.7772, prec@thr=0.5: 0.8386, recall@top3: 0.8518, prec@top3: 0.6935, recall@top5: 0.9518, prec@top5: 0.4755, loss: 0.0321, grad_norm: 0.1513 2020-12-08 23:08:40,260 - mmaction - INFO - Epoch [13][1500/2305] lr: 1.500e-02, eta: 5:10:29, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0321, recall@thr=0.5: 0.7763, prec@thr=0.5: 0.8370, recall@top3: 0.8542, prec@top3: 0.6947, recall@top5: 0.9491, prec@top5: 0.4747, loss: 0.0321, grad_norm: 0.1556 2020-12-08 23:09:01,854 - mmaction - INFO - Epoch [13][1520/2305] lr: 1.500e-02, eta: 5:10:07, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7890, prec@thr=0.5: 0.8398, recall@top3: 0.8609, prec@top3: 0.7038, recall@top5: 0.9554, prec@top5: 0.4806, loss: 0.0322, grad_norm: 0.1491 2020-12-08 23:09:23,456 - mmaction - INFO - Epoch [13][1540/2305] lr: 1.500e-02, eta: 5:09:45, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0326, recall@thr=0.5: 0.7721, prec@thr=0.5: 0.8320, recall@top3: 0.8533, prec@top3: 0.6918, recall@top5: 0.9510, prec@top5: 0.4757, loss: 0.0326, grad_norm: 0.1561 2020-12-08 23:09:45,043 - mmaction - INFO - Epoch [13][1560/2305] lr: 1.500e-02, eta: 5:09:23, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0329, recall@thr=0.5: 0.7735, prec@thr=0.5: 0.8307, recall@top3: 0.8512, prec@top3: 0.6954, recall@top5: 0.9503, prec@top5: 0.4770, loss: 0.0329, grad_norm: 0.1488 2020-12-08 23:10:06,785 - mmaction - INFO - Epoch [13][1580/2305] lr: 1.500e-02, eta: 5:09:00, time: 1.086, data_time: 0.002, memory: 8593, loss_action_cls: 0.0317, recall@thr=0.5: 0.7866, prec@thr=0.5: 0.8378, recall@top3: 0.8606, prec@top3: 0.6982, recall@top5: 0.9546, prec@top5: 0.4762, loss: 0.0317, grad_norm: 0.1515 2020-12-08 23:10:28,341 - mmaction - INFO - Epoch [13][1600/2305] lr: 1.500e-02, eta: 5:08:38, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0327, recall@thr=0.5: 0.7759, prec@thr=0.5: 0.8335, recall@top3: 0.8517, prec@top3: 0.6888, recall@top5: 0.9475, prec@top5: 0.4727, loss: 0.0327, grad_norm: 0.1524 2020-12-08 23:10:49,972 - mmaction - INFO - Epoch [13][1620/2305] lr: 1.500e-02, eta: 5:08:16, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7806, prec@thr=0.5: 0.8412, recall@top3: 0.8567, prec@top3: 0.6955, recall@top5: 0.9544, prec@top5: 0.4762, loss: 0.0323, grad_norm: 0.1550 2020-12-08 23:11:11,681 - mmaction - INFO - Epoch [13][1640/2305] lr: 1.500e-02, eta: 5:07:54, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.7930, prec@thr=0.5: 0.8470, recall@top3: 0.8704, prec@top3: 0.7081, recall@top5: 0.9605, prec@top5: 0.4787, loss: 0.0300, grad_norm: 0.1525 2020-12-08 23:11:33,130 - mmaction - INFO - Epoch [13][1660/2305] lr: 1.500e-02, eta: 5:07:32, time: 1.072, data_time: 0.002, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7806, prec@thr=0.5: 0.8432, recall@top3: 0.8605, prec@top3: 0.6985, recall@top5: 0.9522, prec@top5: 0.4766, loss: 0.0316, grad_norm: 0.1564 2020-12-08 23:11:54,625 - mmaction - INFO - Epoch [13][1680/2305] lr: 1.500e-02, eta: 5:07:09, time: 1.075, data_time: 0.003, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7822, prec@thr=0.5: 0.8371, recall@top3: 0.8607, prec@top3: 0.6956, recall@top5: 0.9559, prec@top5: 0.4747, loss: 0.0314, grad_norm: 0.1529 2020-12-08 23:12:16,336 - mmaction - INFO - Epoch [13][1700/2305] lr: 1.500e-02, eta: 5:06:47, time: 1.086, data_time: 0.002, memory: 8593, loss_action_cls: 0.0320, recall@thr=0.5: 0.7887, prec@thr=0.5: 0.8402, recall@top3: 0.8570, prec@top3: 0.7051, recall@top5: 0.9539, prec@top5: 0.4842, loss: 0.0320, grad_norm: 0.1499 2020-12-08 23:12:37,919 - mmaction - INFO - Epoch [13][1720/2305] lr: 1.500e-02, eta: 5:06:25, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7867, prec@thr=0.5: 0.8403, recall@top3: 0.8614, prec@top3: 0.6957, recall@top5: 0.9557, prec@top5: 0.4748, loss: 0.0313, grad_norm: 0.1542 2020-12-08 23:12:59,525 - mmaction - INFO - Epoch [13][1740/2305] lr: 1.500e-02, eta: 5:06:03, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0332, recall@thr=0.5: 0.7703, prec@thr=0.5: 0.8368, recall@top3: 0.8491, prec@top3: 0.6924, recall@top5: 0.9463, prec@top5: 0.4751, loss: 0.0332, grad_norm: 0.1587 2020-12-08 23:13:21,181 - mmaction - INFO - Epoch [13][1760/2305] lr: 1.500e-02, eta: 5:05:40, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7689, prec@thr=0.5: 0.8275, recall@top3: 0.8503, prec@top3: 0.6850, recall@top5: 0.9459, prec@top5: 0.4676, loss: 0.0323, grad_norm: 0.1524 2020-12-08 23:13:42,790 - mmaction - INFO - Epoch [13][1780/2305] lr: 1.500e-02, eta: 5:05:18, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0330, recall@thr=0.5: 0.7724, prec@thr=0.5: 0.8318, recall@top3: 0.8540, prec@top3: 0.6909, recall@top5: 0.9508, prec@top5: 0.4729, loss: 0.0330, grad_norm: 0.1571 2020-12-08 23:14:04,298 - mmaction - INFO - Epoch [13][1800/2305] lr: 1.500e-02, eta: 5:04:56, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0321, recall@thr=0.5: 0.7834, prec@thr=0.5: 0.8410, recall@top3: 0.8582, prec@top3: 0.6963, recall@top5: 0.9531, prec@top5: 0.4766, loss: 0.0321, grad_norm: 0.1556 2020-12-08 23:14:25,955 - mmaction - INFO - Epoch [13][1820/2305] lr: 1.500e-02, eta: 5:04:34, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7725, prec@thr=0.5: 0.8439, recall@top3: 0.8609, prec@top3: 0.6911, recall@top5: 0.9541, prec@top5: 0.4722, loss: 0.0318, grad_norm: 0.1549 2020-12-08 23:14:47,581 - mmaction - INFO - Epoch [13][1840/2305] lr: 1.500e-02, eta: 5:04:12, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7880, prec@thr=0.5: 0.8394, recall@top3: 0.8613, prec@top3: 0.6972, recall@top5: 0.9542, prec@top5: 0.4765, loss: 0.0319, grad_norm: 0.1508 2020-12-08 23:15:09,256 - mmaction - INFO - Epoch [13][1860/2305] lr: 1.500e-02, eta: 5:03:49, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7774, prec@thr=0.5: 0.8407, recall@top3: 0.8540, prec@top3: 0.6960, recall@top5: 0.9511, prec@top5: 0.4773, loss: 0.0322, grad_norm: 0.1566 2020-12-08 23:15:30,966 - mmaction - INFO - Epoch [13][1880/2305] lr: 1.500e-02, eta: 5:03:27, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7848, prec@thr=0.5: 0.8426, recall@top3: 0.8612, prec@top3: 0.6969, recall@top5: 0.9589, prec@top5: 0.4764, loss: 0.0308, grad_norm: 0.1506 2020-12-08 23:15:52,500 - mmaction - INFO - Epoch [13][1900/2305] lr: 1.500e-02, eta: 5:03:05, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0328, recall@thr=0.5: 0.7747, prec@thr=0.5: 0.8307, recall@top3: 0.8514, prec@top3: 0.6922, recall@top5: 0.9494, prec@top5: 0.4762, loss: 0.0328, grad_norm: 0.1518 2020-12-08 23:16:14,046 - mmaction - INFO - Epoch [13][1920/2305] lr: 1.500e-02, eta: 5:02:43, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7735, prec@thr=0.5: 0.8416, recall@top3: 0.8574, prec@top3: 0.6902, recall@top5: 0.9511, prec@top5: 0.4719, loss: 0.0324, grad_norm: 0.1597 2020-12-08 23:16:35,592 - mmaction - INFO - Epoch [13][1940/2305] lr: 1.500e-02, eta: 5:02:21, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7724, prec@thr=0.5: 0.8388, recall@top3: 0.8522, prec@top3: 0.6896, recall@top5: 0.9547, prec@top5: 0.4751, loss: 0.0324, grad_norm: 0.1562 2020-12-08 23:16:57,282 - mmaction - INFO - Epoch [13][1960/2305] lr: 1.500e-02, eta: 5:01:58, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7757, prec@thr=0.5: 0.8330, recall@top3: 0.8567, prec@top3: 0.6924, recall@top5: 0.9520, prec@top5: 0.4718, loss: 0.0323, grad_norm: 0.1574 2020-12-08 23:17:18,871 - mmaction - INFO - Epoch [13][1980/2305] lr: 1.500e-02, eta: 5:01:36, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7778, prec@thr=0.5: 0.8361, recall@top3: 0.8526, prec@top3: 0.6906, recall@top5: 0.9514, prec@top5: 0.4739, loss: 0.0323, grad_norm: 0.1569 2020-12-08 23:17:40,461 - mmaction - INFO - Epoch [13][2000/2305] lr: 1.500e-02, eta: 5:01:14, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0328, recall@thr=0.5: 0.7770, prec@thr=0.5: 0.8317, recall@top3: 0.8570, prec@top3: 0.7003, recall@top5: 0.9538, prec@top5: 0.4794, loss: 0.0328, grad_norm: 0.1527 2020-12-08 23:18:02,130 - mmaction - INFO - Epoch [13][2020/2305] lr: 1.500e-02, eta: 5:00:52, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7798, prec@thr=0.5: 0.8445, recall@top3: 0.8629, prec@top3: 0.6852, recall@top5: 0.9532, prec@top5: 0.4653, loss: 0.0308, grad_norm: 0.1522 2020-12-08 23:18:23,690 - mmaction - INFO - Epoch [13][2040/2305] lr: 1.500e-02, eta: 5:00:30, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0328, recall@thr=0.5: 0.7795, prec@thr=0.5: 0.8307, recall@top3: 0.8557, prec@top3: 0.6897, recall@top5: 0.9475, prec@top5: 0.4696, loss: 0.0328, grad_norm: 0.1536 2020-12-08 23:18:45,287 - mmaction - INFO - Epoch [13][2060/2305] lr: 1.500e-02, eta: 5:00:07, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0325, recall@thr=0.5: 0.7734, prec@thr=0.5: 0.8379, recall@top3: 0.8526, prec@top3: 0.7023, recall@top5: 0.9551, prec@top5: 0.4827, loss: 0.0325, grad_norm: 0.1584 2020-12-08 23:19:06,941 - mmaction - INFO - Epoch [13][2080/2305] lr: 1.500e-02, eta: 4:59:45, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0334, recall@thr=0.5: 0.7698, prec@thr=0.5: 0.8292, recall@top3: 0.8446, prec@top3: 0.6858, recall@top5: 0.9485, prec@top5: 0.4751, loss: 0.0334, grad_norm: 0.1607 2020-12-08 23:19:28,424 - mmaction - INFO - Epoch [13][2100/2305] lr: 1.500e-02, eta: 4:59:23, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7863, prec@thr=0.5: 0.8421, recall@top3: 0.8652, prec@top3: 0.6926, recall@top5: 0.9564, prec@top5: 0.4708, loss: 0.0316, grad_norm: 0.1556 2020-12-08 23:19:49,996 - mmaction - INFO - Epoch [13][2120/2305] lr: 1.500e-02, eta: 4:59:01, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0329, recall@thr=0.5: 0.7771, prec@thr=0.5: 0.8399, recall@top3: 0.8544, prec@top3: 0.6984, recall@top5: 0.9541, prec@top5: 0.4808, loss: 0.0329, grad_norm: 0.1547 2020-12-08 23:20:11,607 - mmaction - INFO - Epoch [13][2140/2305] lr: 1.500e-02, eta: 4:58:39, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7819, prec@thr=0.5: 0.8332, recall@top3: 0.8532, prec@top3: 0.6891, recall@top5: 0.9534, prec@top5: 0.4743, loss: 0.0323, grad_norm: 0.1536 2020-12-08 23:20:33,216 - mmaction - INFO - Epoch [13][2160/2305] lr: 1.500e-02, eta: 4:58:16, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0328, recall@thr=0.5: 0.7783, prec@thr=0.5: 0.8343, recall@top3: 0.8537, prec@top3: 0.6959, recall@top5: 0.9514, prec@top5: 0.4779, loss: 0.0328, grad_norm: 0.1602 2020-12-08 23:20:54,881 - mmaction - INFO - Epoch [13][2180/2305] lr: 1.500e-02, eta: 4:57:54, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7824, prec@thr=0.5: 0.8402, recall@top3: 0.8612, prec@top3: 0.6966, recall@top5: 0.9574, prec@top5: 0.4753, loss: 0.0313, grad_norm: 0.1521 2020-12-08 23:21:16,585 - mmaction - INFO - Epoch [13][2200/2305] lr: 1.500e-02, eta: 4:57:32, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0325, recall@thr=0.5: 0.7729, prec@thr=0.5: 0.8335, recall@top3: 0.8492, prec@top3: 0.6851, recall@top5: 0.9515, prec@top5: 0.4716, loss: 0.0325, grad_norm: 0.1569 2020-12-08 23:21:38,147 - mmaction - INFO - Epoch [13][2220/2305] lr: 1.500e-02, eta: 4:57:10, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0317, recall@thr=0.5: 0.7856, prec@thr=0.5: 0.8438, recall@top3: 0.8602, prec@top3: 0.6927, recall@top5: 0.9564, prec@top5: 0.4731, loss: 0.0317, grad_norm: 0.1531 2020-12-08 23:21:59,731 - mmaction - INFO - Epoch [13][2240/2305] lr: 1.500e-02, eta: 4:56:48, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7871, prec@thr=0.5: 0.8372, recall@top3: 0.8629, prec@top3: 0.7030, recall@top5: 0.9606, prec@top5: 0.4795, loss: 0.0306, grad_norm: 0.1544 2020-12-08 23:22:21,357 - mmaction - INFO - Epoch [13][2260/2305] lr: 1.500e-02, eta: 4:56:26, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7733, prec@thr=0.5: 0.8422, recall@top3: 0.8567, prec@top3: 0.6919, recall@top5: 0.9522, prec@top5: 0.4748, loss: 0.0322, grad_norm: 0.1567 2020-12-08 23:22:42,914 - mmaction - INFO - Epoch [13][2280/2305] lr: 1.500e-02, eta: 4:56:03, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7823, prec@thr=0.5: 0.8347, recall@top3: 0.8531, prec@top3: 0.6914, recall@top5: 0.9528, prec@top5: 0.4749, loss: 0.0319, grad_norm: 0.1590 2020-12-08 23:23:04,374 - mmaction - INFO - Epoch [13][2300/2305] lr: 1.500e-02, eta: 4:55:41, time: 1.074, data_time: 0.002, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7768, prec@thr=0.5: 0.8397, recall@top3: 0.8608, prec@top3: 0.6980, recall@top5: 0.9552, prec@top5: 0.4754, loss: 0.0322, grad_norm: 0.1559 2020-12-08 23:23:12,416 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-12-08 23:32:21,402 - mmaction - INFO - Evaluating proposal ... 2020-12-08 23:33:26,784 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 23:33:26,785 - mmaction - INFO - Evaluating bbox ... 2020-12-08 23:41:43,186 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2540 2020-12-08 23:41:44,294 - mmaction - INFO - Epoch(val) [13][2305] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2540 2020-12-08 23:42:55,346 - mmaction - INFO - Epoch [14][20/2305] lr: 1.500e-02, eta: 4:55:37, time: 3.552, data_time: 2.482, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7948, prec@thr=0.5: 0.8501, recall@top3: 0.8650, prec@top3: 0.7046, recall@top5: 0.9593, prec@top5: 0.4811, loss: 0.0305, grad_norm: 0.1523 2020-12-08 23:43:16,821 - mmaction - INFO - Epoch [14][40/2305] lr: 1.500e-02, eta: 4:55:15, time: 1.074, data_time: 0.003, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7839, prec@thr=0.5: 0.8426, recall@top3: 0.8615, prec@top3: 0.7053, recall@top5: 0.9565, prec@top5: 0.4828, loss: 0.0309, grad_norm: 0.1554 2020-12-08 23:43:38,190 - mmaction - INFO - Epoch [14][60/2305] lr: 1.500e-02, eta: 4:54:52, time: 1.068, data_time: 0.001, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7833, prec@thr=0.5: 0.8360, recall@top3: 0.8594, prec@top3: 0.6851, recall@top5: 0.9533, prec@top5: 0.4678, loss: 0.0313, grad_norm: 0.1577 2020-12-08 23:43:59,745 - mmaction - INFO - Epoch [14][80/2305] lr: 1.500e-02, eta: 4:54:30, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7803, prec@thr=0.5: 0.8428, recall@top3: 0.8665, prec@top3: 0.6951, recall@top5: 0.9577, prec@top5: 0.4732, loss: 0.0312, grad_norm: 0.1565 2020-12-08 23:44:21,163 - mmaction - INFO - Epoch [14][100/2305] lr: 1.500e-02, eta: 4:54:08, time: 1.072, data_time: 0.003, memory: 8593, loss_action_cls: 0.0320, recall@thr=0.5: 0.7820, prec@thr=0.5: 0.8378, recall@top3: 0.8544, prec@top3: 0.6997, recall@top5: 0.9525, prec@top5: 0.4787, loss: 0.0320, grad_norm: 0.1527 2020-12-08 23:44:42,590 - mmaction - INFO - Epoch [14][120/2305] lr: 1.500e-02, eta: 4:53:45, time: 1.071, data_time: 0.001, memory: 8593, loss_action_cls: 0.0320, recall@thr=0.5: 0.7812, prec@thr=0.5: 0.8382, recall@top3: 0.8558, prec@top3: 0.6918, recall@top5: 0.9506, prec@top5: 0.4733, loss: 0.0320, grad_norm: 0.1551 2020-12-08 23:45:04,019 - mmaction - INFO - Epoch [14][140/2305] lr: 1.500e-02, eta: 4:53:23, time: 1.072, data_time: 0.002, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7855, prec@thr=0.5: 0.8431, recall@top3: 0.8644, prec@top3: 0.6956, recall@top5: 0.9561, prec@top5: 0.4741, loss: 0.0308, grad_norm: 0.1576 2020-12-08 23:45:25,513 - mmaction - INFO - Epoch [14][160/2305] lr: 1.500e-02, eta: 4:53:01, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0321, recall@thr=0.5: 0.7750, prec@thr=0.5: 0.8379, recall@top3: 0.8570, prec@top3: 0.6918, recall@top5: 0.9492, prec@top5: 0.4720, loss: 0.0321, grad_norm: 0.1607 2020-12-08 23:45:47,160 - mmaction - INFO - Epoch [14][180/2305] lr: 1.500e-02, eta: 4:52:39, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0332, recall@thr=0.5: 0.7686, prec@thr=0.5: 0.8254, recall@top3: 0.8523, prec@top3: 0.6947, recall@top5: 0.9543, prec@top5: 0.4770, loss: 0.0332, grad_norm: 0.1623 2020-12-08 23:46:08,666 - mmaction - INFO - Epoch [14][200/2305] lr: 1.500e-02, eta: 4:52:16, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7870, prec@thr=0.5: 0.8386, recall@top3: 0.8571, prec@top3: 0.7062, recall@top5: 0.9558, prec@top5: 0.4836, loss: 0.0312, grad_norm: 0.1581 2020-12-08 23:46:30,213 - mmaction - INFO - Epoch [14][220/2305] lr: 1.500e-02, eta: 4:51:54, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7727, prec@thr=0.5: 0.8379, recall@top3: 0.8607, prec@top3: 0.6920, recall@top5: 0.9521, prec@top5: 0.4706, loss: 0.0324, grad_norm: 0.1623 2020-12-08 23:46:51,784 - mmaction - INFO - Epoch [14][240/2305] lr: 1.500e-02, eta: 4:51:32, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7737, prec@thr=0.5: 0.8397, recall@top3: 0.8562, prec@top3: 0.6896, recall@top5: 0.9507, prec@top5: 0.4712, loss: 0.0314, grad_norm: 0.1566 2020-12-08 23:47:13,390 - mmaction - INFO - Epoch [14][260/2305] lr: 1.500e-02, eta: 4:51:10, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7808, prec@thr=0.5: 0.8351, recall@top3: 0.8506, prec@top3: 0.6938, recall@top5: 0.9495, prec@top5: 0.4770, loss: 0.0322, grad_norm: 0.1570 2020-12-08 23:47:34,930 - mmaction - INFO - Epoch [14][280/2305] lr: 1.500e-02, eta: 4:50:47, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7925, prec@thr=0.5: 0.8401, recall@top3: 0.8624, prec@top3: 0.7018, recall@top5: 0.9562, prec@top5: 0.4782, loss: 0.0310, grad_norm: 0.1560 2020-12-08 23:47:56,416 - mmaction - INFO - Epoch [14][300/2305] lr: 1.500e-02, eta: 4:50:25, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7781, prec@thr=0.5: 0.8445, recall@top3: 0.8694, prec@top3: 0.6962, recall@top5: 0.9554, prec@top5: 0.4704, loss: 0.0308, grad_norm: 0.1580 2020-12-08 23:48:17,896 - mmaction - INFO - Epoch [14][320/2305] lr: 1.500e-02, eta: 4:50:03, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7824, prec@thr=0.5: 0.8374, recall@top3: 0.8573, prec@top3: 0.7012, recall@top5: 0.9531, prec@top5: 0.4789, loss: 0.0304, grad_norm: 0.1598 2020-12-08 23:48:39,554 - mmaction - INFO - Epoch [14][340/2305] lr: 1.500e-02, eta: 4:49:41, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7703, prec@thr=0.5: 0.8316, recall@top3: 0.8526, prec@top3: 0.6931, recall@top5: 0.9482, prec@top5: 0.4731, loss: 0.0322, grad_norm: 0.1588 2020-12-08 23:49:01,053 - mmaction - INFO - Epoch [14][360/2305] lr: 1.500e-02, eta: 4:49:18, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7819, prec@thr=0.5: 0.8425, recall@top3: 0.8644, prec@top3: 0.7055, recall@top5: 0.9554, prec@top5: 0.4790, loss: 0.0313, grad_norm: 0.1541 2020-12-08 23:49:22,641 - mmaction - INFO - Epoch [14][380/2305] lr: 1.500e-02, eta: 4:48:56, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7948, prec@thr=0.5: 0.8399, recall@top3: 0.8653, prec@top3: 0.6924, recall@top5: 0.9561, prec@top5: 0.4708, loss: 0.0306, grad_norm: 0.1600 2020-12-08 23:49:44,314 - mmaction - INFO - Epoch [14][400/2305] lr: 1.500e-02, eta: 4:48:34, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0329, recall@thr=0.5: 0.7723, prec@thr=0.5: 0.8332, recall@top3: 0.8552, prec@top3: 0.6948, recall@top5: 0.9529, prec@top5: 0.4762, loss: 0.0329, grad_norm: 0.1560 2020-12-08 23:50:06,110 - mmaction - INFO - Epoch [14][420/2305] lr: 1.500e-02, eta: 4:48:12, time: 1.090, data_time: 0.001, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7861, prec@thr=0.5: 0.8434, recall@top3: 0.8631, prec@top3: 0.7035, recall@top5: 0.9570, prec@top5: 0.4794, loss: 0.0316, grad_norm: 0.1526 2020-12-08 23:50:27,661 - mmaction - INFO - Epoch [14][440/2305] lr: 1.500e-02, eta: 4:47:50, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7797, prec@thr=0.5: 0.8305, recall@top3: 0.8607, prec@top3: 0.6968, recall@top5: 0.9529, prec@top5: 0.4738, loss: 0.0319, grad_norm: 0.1639 2020-12-08 23:50:49,152 - mmaction - INFO - Epoch [14][460/2305] lr: 1.500e-02, eta: 4:47:27, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7811, prec@thr=0.5: 0.8303, recall@top3: 0.8540, prec@top3: 0.6870, recall@top5: 0.9498, prec@top5: 0.4699, loss: 0.0316, grad_norm: 0.1525 2020-12-08 23:51:10,777 - mmaction - INFO - Epoch [14][480/2305] lr: 1.500e-02, eta: 4:47:05, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0326, recall@thr=0.5: 0.7750, prec@thr=0.5: 0.8347, recall@top3: 0.8540, prec@top3: 0.6947, recall@top5: 0.9551, prec@top5: 0.4787, loss: 0.0326, grad_norm: 0.1595 2020-12-08 23:51:32,335 - mmaction - INFO - Epoch [14][500/2305] lr: 1.500e-02, eta: 4:46:43, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7858, prec@thr=0.5: 0.8366, recall@top3: 0.8605, prec@top3: 0.7037, recall@top5: 0.9570, prec@top5: 0.4820, loss: 0.0314, grad_norm: 0.1536 2020-12-08 23:51:53,937 - mmaction - INFO - Epoch [14][520/2305] lr: 1.500e-02, eta: 4:46:21, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7925, prec@thr=0.5: 0.8518, recall@top3: 0.8617, prec@top3: 0.6917, recall@top5: 0.9569, prec@top5: 0.4722, loss: 0.0307, grad_norm: 0.1591 2020-12-08 23:52:15,343 - mmaction - INFO - Epoch [14][540/2305] lr: 1.500e-02, eta: 4:45:58, time: 1.070, data_time: 0.001, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7944, prec@thr=0.5: 0.8463, recall@top3: 0.8607, prec@top3: 0.6995, recall@top5: 0.9564, prec@top5: 0.4790, loss: 0.0312, grad_norm: 0.1609 2020-12-08 23:52:36,939 - mmaction - INFO - Epoch [14][560/2305] lr: 1.500e-02, eta: 4:45:36, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7755, prec@thr=0.5: 0.8418, recall@top3: 0.8623, prec@top3: 0.6919, recall@top5: 0.9560, prec@top5: 0.4713, loss: 0.0313, grad_norm: 0.1609 2020-12-08 23:52:58,618 - mmaction - INFO - Epoch [14][580/2305] lr: 1.500e-02, eta: 4:45:14, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7722, prec@thr=0.5: 0.8373, recall@top3: 0.8533, prec@top3: 0.6867, recall@top5: 0.9491, prec@top5: 0.4709, loss: 0.0322, grad_norm: 0.1661 2020-12-08 23:53:20,330 - mmaction - INFO - Epoch [14][600/2305] lr: 1.500e-02, eta: 4:44:52, time: 1.087, data_time: 0.003, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7891, prec@thr=0.5: 0.8438, recall@top3: 0.8670, prec@top3: 0.6852, recall@top5: 0.9566, prec@top5: 0.4649, loss: 0.0310, grad_norm: 0.1616 2020-12-08 23:53:42,034 - mmaction - INFO - Epoch [14][620/2305] lr: 1.500e-02, eta: 4:44:30, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7808, prec@thr=0.5: 0.8308, recall@top3: 0.8582, prec@top3: 0.6987, recall@top5: 0.9505, prec@top5: 0.4753, loss: 0.0322, grad_norm: 0.1636 2020-12-08 23:54:03,591 - mmaction - INFO - Epoch [14][640/2305] lr: 1.500e-02, eta: 4:44:07, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7812, prec@thr=0.5: 0.8424, recall@top3: 0.8636, prec@top3: 0.6964, recall@top5: 0.9557, prec@top5: 0.4746, loss: 0.0306, grad_norm: 0.1554 2020-12-08 23:54:25,177 - mmaction - INFO - Epoch [14][660/2305] lr: 1.500e-02, eta: 4:43:45, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7800, prec@thr=0.5: 0.8388, recall@top3: 0.8534, prec@top3: 0.6908, recall@top5: 0.9499, prec@top5: 0.4725, loss: 0.0323, grad_norm: 0.1530 2020-12-08 23:54:46,792 - mmaction - INFO - Epoch [14][680/2305] lr: 1.500e-02, eta: 4:43:23, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7812, prec@thr=0.5: 0.8454, recall@top3: 0.8588, prec@top3: 0.7012, recall@top5: 0.9539, prec@top5: 0.4777, loss: 0.0316, grad_norm: 0.1543 2020-12-08 23:55:08,459 - mmaction - INFO - Epoch [14][700/2305] lr: 1.500e-02, eta: 4:43:01, time: 1.085, data_time: 0.003, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7822, prec@thr=0.5: 0.8394, recall@top3: 0.8618, prec@top3: 0.7012, recall@top5: 0.9582, prec@top5: 0.4780, loss: 0.0311, grad_norm: 0.1616 2020-12-08 23:55:30,034 - mmaction - INFO - Epoch [14][720/2305] lr: 1.500e-02, eta: 4:42:39, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7801, prec@thr=0.5: 0.8385, recall@top3: 0.8627, prec@top3: 0.7003, recall@top5: 0.9551, prec@top5: 0.4768, loss: 0.0316, grad_norm: 0.1645 2020-12-08 23:55:51,754 - mmaction - INFO - Epoch [14][740/2305] lr: 1.500e-02, eta: 4:42:16, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7814, prec@thr=0.5: 0.8353, recall@top3: 0.8556, prec@top3: 0.6923, recall@top5: 0.9537, prec@top5: 0.4736, loss: 0.0318, grad_norm: 0.1570 2020-12-08 23:56:13,328 - mmaction - INFO - Epoch [14][760/2305] lr: 1.500e-02, eta: 4:41:54, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7997, prec@thr=0.5: 0.8486, recall@top3: 0.8674, prec@top3: 0.6978, recall@top5: 0.9556, prec@top5: 0.4730, loss: 0.0310, grad_norm: 0.1541 2020-12-08 23:56:34,969 - mmaction - INFO - Epoch [14][780/2305] lr: 1.500e-02, eta: 4:41:32, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0317, recall@thr=0.5: 0.7792, prec@thr=0.5: 0.8463, recall@top3: 0.8539, prec@top3: 0.6973, recall@top5: 0.9503, prec@top5: 0.4779, loss: 0.0317, grad_norm: 0.1562 2020-12-08 23:56:56,612 - mmaction - INFO - Epoch [14][800/2305] lr: 1.500e-02, eta: 4:41:10, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7828, prec@thr=0.5: 0.8403, recall@top3: 0.8528, prec@top3: 0.6887, recall@top5: 0.9528, prec@top5: 0.4740, loss: 0.0323, grad_norm: 0.1577 2020-12-08 23:57:18,194 - mmaction - INFO - Epoch [14][820/2305] lr: 1.500e-02, eta: 4:40:48, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0325, recall@thr=0.5: 0.7758, prec@thr=0.5: 0.8377, recall@top3: 0.8522, prec@top3: 0.6912, recall@top5: 0.9515, prec@top5: 0.4747, loss: 0.0325, grad_norm: 0.1610 2020-12-08 23:57:39,662 - mmaction - INFO - Epoch [14][840/2305] lr: 1.500e-02, eta: 4:40:25, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0320, recall@thr=0.5: 0.7770, prec@thr=0.5: 0.8429, recall@top3: 0.8559, prec@top3: 0.7098, recall@top5: 0.9518, prec@top5: 0.4842, loss: 0.0320, grad_norm: 0.1577 2020-12-08 23:58:01,282 - mmaction - INFO - Epoch [14][860/2305] lr: 1.500e-02, eta: 4:40:03, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7889, prec@thr=0.5: 0.8481, recall@top3: 0.8616, prec@top3: 0.7073, recall@top5: 0.9587, prec@top5: 0.4848, loss: 0.0309, grad_norm: 0.1499 2020-12-08 23:58:22,843 - mmaction - INFO - Epoch [14][880/2305] lr: 1.500e-02, eta: 4:39:41, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7711, prec@thr=0.5: 0.8316, recall@top3: 0.8563, prec@top3: 0.6917, recall@top5: 0.9547, prec@top5: 0.4745, loss: 0.0314, grad_norm: 0.1522 2020-12-08 23:58:44,496 - mmaction - INFO - Epoch [14][900/2305] lr: 1.500e-02, eta: 4:39:19, time: 1.084, data_time: 0.003, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7890, prec@thr=0.5: 0.8405, recall@top3: 0.8645, prec@top3: 0.6926, recall@top5: 0.9562, prec@top5: 0.4702, loss: 0.0310, grad_norm: 0.1632 2020-12-08 23:59:05,997 - mmaction - INFO - Epoch [14][920/2305] lr: 1.500e-02, eta: 4:38:57, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7733, prec@thr=0.5: 0.8366, recall@top3: 0.8509, prec@top3: 0.6970, recall@top5: 0.9492, prec@top5: 0.4789, loss: 0.0322, grad_norm: 0.1586 2020-12-08 23:59:27,452 - mmaction - INFO - Epoch [14][940/2305] lr: 1.500e-02, eta: 4:38:34, time: 1.072, data_time: 0.001, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7787, prec@thr=0.5: 0.8317, recall@top3: 0.8525, prec@top3: 0.7014, recall@top5: 0.9529, prec@top5: 0.4817, loss: 0.0323, grad_norm: 0.1628 2020-12-08 23:59:49,096 - mmaction - INFO - Epoch [14][960/2305] lr: 1.500e-02, eta: 4:38:12, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0321, recall@thr=0.5: 0.7835, prec@thr=0.5: 0.8441, recall@top3: 0.8577, prec@top3: 0.6886, recall@top5: 0.9528, prec@top5: 0.4706, loss: 0.0321, grad_norm: 0.1546 2020-12-09 00:00:10,829 - mmaction - INFO - Epoch [14][980/2305] lr: 1.500e-02, eta: 4:37:50, time: 1.088, data_time: 0.003, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7925, prec@thr=0.5: 0.8451, recall@top3: 0.8661, prec@top3: 0.6942, recall@top5: 0.9549, prec@top5: 0.4705, loss: 0.0309, grad_norm: 0.1531 2020-12-09 00:00:32,502 - mmaction - INFO - Epoch [14][1000/2305] lr: 1.500e-02, eta: 4:37:28, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7717, prec@thr=0.5: 0.8391, recall@top3: 0.8545, prec@top3: 0.6884, recall@top5: 0.9466, prec@top5: 0.4691, loss: 0.0324, grad_norm: 0.1562 2020-12-09 00:00:54,244 - mmaction - INFO - Epoch [14][1020/2305] lr: 1.500e-02, eta: 4:37:06, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7947, prec@thr=0.5: 0.8444, recall@top3: 0.8686, prec@top3: 0.6988, recall@top5: 0.9591, prec@top5: 0.4741, loss: 0.0307, grad_norm: 0.1584 2020-12-09 00:01:15,812 - mmaction - INFO - Epoch [14][1040/2305] lr: 1.500e-02, eta: 4:36:43, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0328, recall@thr=0.5: 0.7747, prec@thr=0.5: 0.8298, recall@top3: 0.8591, prec@top3: 0.7026, recall@top5: 0.9526, prec@top5: 0.4796, loss: 0.0328, grad_norm: 0.1611 2020-12-09 00:01:37,408 - mmaction - INFO - Epoch [14][1060/2305] lr: 1.500e-02, eta: 4:36:21, time: 1.081, data_time: 0.003, memory: 8593, loss_action_cls: 0.0321, recall@thr=0.5: 0.7754, prec@thr=0.5: 0.8313, recall@top3: 0.8557, prec@top3: 0.6983, recall@top5: 0.9509, prec@top5: 0.4776, loss: 0.0321, grad_norm: 0.1575 2020-12-09 00:01:59,131 - mmaction - INFO - Epoch [14][1080/2305] lr: 1.500e-02, eta: 4:35:59, time: 1.086, data_time: 0.002, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7827, prec@thr=0.5: 0.8393, recall@top3: 0.8574, prec@top3: 0.6997, recall@top5: 0.9550, prec@top5: 0.4790, loss: 0.0312, grad_norm: 0.1577 2020-12-09 00:02:20,854 - mmaction - INFO - Epoch [14][1100/2305] lr: 1.500e-02, eta: 4:35:37, time: 1.087, data_time: 0.002, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7813, prec@thr=0.5: 0.8357, recall@top3: 0.8572, prec@top3: 0.6943, recall@top5: 0.9524, prec@top5: 0.4734, loss: 0.0313, grad_norm: 0.1583 2020-12-09 00:02:42,456 - mmaction - INFO - Epoch [14][1120/2305] lr: 1.500e-02, eta: 4:35:15, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7830, prec@thr=0.5: 0.8360, recall@top3: 0.8624, prec@top3: 0.6919, recall@top5: 0.9537, prec@top5: 0.4707, loss: 0.0310, grad_norm: 0.1612 2020-12-09 00:03:04,243 - mmaction - INFO - Epoch [14][1140/2305] lr: 1.500e-02, eta: 4:34:53, time: 1.090, data_time: 0.002, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7798, prec@thr=0.5: 0.8430, recall@top3: 0.8584, prec@top3: 0.6902, recall@top5: 0.9535, prec@top5: 0.4716, loss: 0.0313, grad_norm: 0.1580 2020-12-09 00:03:25,939 - mmaction - INFO - Epoch [14][1160/2305] lr: 1.500e-02, eta: 4:34:31, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0321, recall@thr=0.5: 0.7854, prec@thr=0.5: 0.8405, recall@top3: 0.8598, prec@top3: 0.6956, recall@top5: 0.9477, prec@top5: 0.4710, loss: 0.0321, grad_norm: 0.1533 2020-12-09 00:03:47,678 - mmaction - INFO - Epoch [14][1180/2305] lr: 1.500e-02, eta: 4:34:08, time: 1.088, data_time: 0.001, memory: 8593, loss_action_cls: 0.0320, recall@thr=0.5: 0.7783, prec@thr=0.5: 0.8377, recall@top3: 0.8516, prec@top3: 0.6967, recall@top5: 0.9509, prec@top5: 0.4796, loss: 0.0320, grad_norm: 0.1625 2020-12-09 00:04:09,445 - mmaction - INFO - Epoch [14][1200/2305] lr: 1.500e-02, eta: 4:33:46, time: 1.088, data_time: 0.001, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7811, prec@thr=0.5: 0.8400, recall@top3: 0.8570, prec@top3: 0.6957, recall@top5: 0.9504, prec@top5: 0.4746, loss: 0.0324, grad_norm: 0.1619 2020-12-09 00:04:31,065 - mmaction - INFO - Epoch [14][1220/2305] lr: 1.500e-02, eta: 4:33:24, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7804, prec@thr=0.5: 0.8375, recall@top3: 0.8526, prec@top3: 0.6894, recall@top5: 0.9526, prec@top5: 0.4730, loss: 0.0322, grad_norm: 0.1590 2020-12-09 00:04:52,574 - mmaction - INFO - Epoch [14][1240/2305] lr: 1.500e-02, eta: 4:33:02, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7829, prec@thr=0.5: 0.8425, recall@top3: 0.8593, prec@top3: 0.6945, recall@top5: 0.9564, prec@top5: 0.4766, loss: 0.0310, grad_norm: 0.1557 2020-12-09 00:05:14,353 - mmaction - INFO - Epoch [14][1260/2305] lr: 1.500e-02, eta: 4:32:40, time: 1.089, data_time: 0.001, memory: 8593, loss_action_cls: 0.0315, recall@thr=0.5: 0.7796, prec@thr=0.5: 0.8426, recall@top3: 0.8601, prec@top3: 0.6983, recall@top5: 0.9532, prec@top5: 0.4763, loss: 0.0315, grad_norm: 0.1548 2020-12-09 00:05:36,094 - mmaction - INFO - Epoch [14][1280/2305] lr: 1.500e-02, eta: 4:32:18, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7852, prec@thr=0.5: 0.8418, recall@top3: 0.8565, prec@top3: 0.7033, recall@top5: 0.9554, prec@top5: 0.4829, loss: 0.0316, grad_norm: 0.1574 2020-12-09 00:05:57,776 - mmaction - INFO - Epoch [14][1300/2305] lr: 1.500e-02, eta: 4:31:56, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7717, prec@thr=0.5: 0.8376, recall@top3: 0.8580, prec@top3: 0.6930, recall@top5: 0.9537, prec@top5: 0.4738, loss: 0.0324, grad_norm: 0.1539 2020-12-09 00:06:19,420 - mmaction - INFO - Epoch [14][1320/2305] lr: 1.500e-02, eta: 4:31:33, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7955, prec@thr=0.5: 0.8468, recall@top3: 0.8664, prec@top3: 0.7060, recall@top5: 0.9589, prec@top5: 0.4815, loss: 0.0310, grad_norm: 0.1554 2020-12-09 00:06:41,102 - mmaction - INFO - Epoch [14][1340/2305] lr: 1.500e-02, eta: 4:31:11, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7860, prec@thr=0.5: 0.8442, recall@top3: 0.8576, prec@top3: 0.7014, recall@top5: 0.9560, prec@top5: 0.4823, loss: 0.0311, grad_norm: 0.1559 2020-12-09 00:07:02,744 - mmaction - INFO - Epoch [14][1360/2305] lr: 1.500e-02, eta: 4:30:49, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7822, prec@thr=0.5: 0.8393, recall@top3: 0.8563, prec@top3: 0.6964, recall@top5: 0.9563, prec@top5: 0.4778, loss: 0.0319, grad_norm: 0.1608 2020-12-09 00:07:24,389 - mmaction - INFO - Epoch [14][1380/2305] lr: 1.500e-02, eta: 4:30:27, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0327, recall@thr=0.5: 0.7781, prec@thr=0.5: 0.8334, recall@top3: 0.8561, prec@top3: 0.6897, recall@top5: 0.9510, prec@top5: 0.4716, loss: 0.0327, grad_norm: 0.1568 2020-12-09 00:07:46,098 - mmaction - INFO - Epoch [14][1400/2305] lr: 1.500e-02, eta: 4:30:05, time: 1.086, data_time: 0.003, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7794, prec@thr=0.5: 0.8325, recall@top3: 0.8544, prec@top3: 0.6967, recall@top5: 0.9534, prec@top5: 0.4782, loss: 0.0322, grad_norm: 0.1701 2020-12-09 00:08:07,806 - mmaction - INFO - Epoch [14][1420/2305] lr: 1.500e-02, eta: 4:29:43, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0331, recall@thr=0.5: 0.7707, prec@thr=0.5: 0.8337, recall@top3: 0.8497, prec@top3: 0.6998, recall@top5: 0.9520, prec@top5: 0.4821, loss: 0.0331, grad_norm: 0.1601 2020-12-09 00:08:29,430 - mmaction - INFO - Epoch [14][1440/2305] lr: 1.500e-02, eta: 4:29:20, time: 1.083, data_time: 0.003, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7911, prec@thr=0.5: 0.8467, recall@top3: 0.8652, prec@top3: 0.7011, recall@top5: 0.9541, prec@top5: 0.4762, loss: 0.0311, grad_norm: 0.1538 2020-12-09 00:08:51,054 - mmaction - INFO - Epoch [14][1460/2305] lr: 1.500e-02, eta: 4:28:58, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0317, recall@thr=0.5: 0.7877, prec@thr=0.5: 0.8453, recall@top3: 0.8550, prec@top3: 0.7032, recall@top5: 0.9549, prec@top5: 0.4827, loss: 0.0317, grad_norm: 0.1584 2020-12-09 00:09:12,756 - mmaction - INFO - Epoch [14][1480/2305] lr: 1.500e-02, eta: 4:28:36, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7800, prec@thr=0.5: 0.8362, recall@top3: 0.8507, prec@top3: 0.6950, recall@top5: 0.9517, prec@top5: 0.4786, loss: 0.0322, grad_norm: 0.1572 2020-12-09 00:09:34,401 - mmaction - INFO - Epoch [14][1500/2305] lr: 1.500e-02, eta: 4:28:14, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7832, prec@thr=0.5: 0.8444, recall@top3: 0.8610, prec@top3: 0.6936, recall@top5: 0.9551, prec@top5: 0.4746, loss: 0.0313, grad_norm: 0.1566 2020-12-09 00:09:56,224 - mmaction - INFO - Epoch [14][1520/2305] lr: 1.500e-02, eta: 4:27:52, time: 1.093, data_time: 0.003, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7778, prec@thr=0.5: 0.8341, recall@top3: 0.8638, prec@top3: 0.6962, recall@top5: 0.9559, prec@top5: 0.4731, loss: 0.0318, grad_norm: 0.1605 2020-12-09 00:10:17,745 - mmaction - INFO - Epoch [14][1540/2305] lr: 1.500e-02, eta: 4:27:30, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7802, prec@thr=0.5: 0.8465, recall@top3: 0.8558, prec@top3: 0.6857, recall@top5: 0.9543, prec@top5: 0.4712, loss: 0.0313, grad_norm: 0.1543 2020-12-09 00:10:39,478 - mmaction - INFO - Epoch [14][1560/2305] lr: 1.500e-02, eta: 4:27:08, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0315, recall@thr=0.5: 0.7838, prec@thr=0.5: 0.8377, recall@top3: 0.8606, prec@top3: 0.7010, recall@top5: 0.9563, prec@top5: 0.4793, loss: 0.0315, grad_norm: 0.1589 2020-12-09 00:11:01,119 - mmaction - INFO - Epoch [14][1580/2305] lr: 1.500e-02, eta: 4:26:45, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7841, prec@thr=0.5: 0.8374, recall@top3: 0.8609, prec@top3: 0.6985, recall@top5: 0.9541, prec@top5: 0.4761, loss: 0.0311, grad_norm: 0.1559 2020-12-09 00:11:22,928 - mmaction - INFO - Epoch [14][1600/2305] lr: 1.500e-02, eta: 4:26:23, time: 1.091, data_time: 0.003, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7861, prec@thr=0.5: 0.8477, recall@top3: 0.8616, prec@top3: 0.6984, recall@top5: 0.9526, prec@top5: 0.4741, loss: 0.0311, grad_norm: 0.1597 2020-12-09 00:11:44,541 - mmaction - INFO - Epoch [14][1620/2305] lr: 1.500e-02, eta: 4:26:01, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0337, recall@thr=0.5: 0.7718, prec@thr=0.5: 0.8314, recall@top3: 0.8521, prec@top3: 0.6844, recall@top5: 0.9461, prec@top5: 0.4674, loss: 0.0337, grad_norm: 0.1621 2020-12-09 00:12:06,266 - mmaction - INFO - Epoch [14][1640/2305] lr: 1.500e-02, eta: 4:25:39, time: 1.086, data_time: 0.002, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7823, prec@thr=0.5: 0.8385, recall@top3: 0.8572, prec@top3: 0.7064, recall@top5: 0.9539, prec@top5: 0.4819, loss: 0.0311, grad_norm: 0.1602 2020-12-09 00:12:28,013 - mmaction - INFO - Epoch [14][1660/2305] lr: 1.500e-02, eta: 4:25:17, time: 1.088, data_time: 0.002, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7890, prec@thr=0.5: 0.8414, recall@top3: 0.8612, prec@top3: 0.6952, recall@top5: 0.9565, prec@top5: 0.4741, loss: 0.0313, grad_norm: 0.1581 2020-12-09 00:12:49,662 - mmaction - INFO - Epoch [14][1680/2305] lr: 1.500e-02, eta: 4:24:55, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7830, prec@thr=0.5: 0.8409, recall@top3: 0.8618, prec@top3: 0.6994, recall@top5: 0.9576, prec@top5: 0.4788, loss: 0.0314, grad_norm: 0.1577 2020-12-09 00:13:11,454 - mmaction - INFO - Epoch [14][1700/2305] lr: 1.500e-02, eta: 4:24:33, time: 1.091, data_time: 0.002, memory: 8593, loss_action_cls: 0.0329, recall@thr=0.5: 0.7800, prec@thr=0.5: 0.8395, recall@top3: 0.8536, prec@top3: 0.7011, recall@top5: 0.9526, prec@top5: 0.4802, loss: 0.0329, grad_norm: 0.1628 2020-12-09 00:13:33,008 - mmaction - INFO - Epoch [14][1720/2305] lr: 1.500e-02, eta: 4:24:11, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7884, prec@thr=0.5: 0.8391, recall@top3: 0.8613, prec@top3: 0.7128, recall@top5: 0.9564, prec@top5: 0.4856, loss: 0.0309, grad_norm: 0.1580 2020-12-09 00:13:54,550 - mmaction - INFO - Epoch [14][1740/2305] lr: 1.500e-02, eta: 4:23:48, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0315, recall@thr=0.5: 0.7779, prec@thr=0.5: 0.8345, recall@top3: 0.8621, prec@top3: 0.6929, recall@top5: 0.9527, prec@top5: 0.4710, loss: 0.0315, grad_norm: 0.1561 2020-12-09 00:14:16,277 - mmaction - INFO - Epoch [14][1760/2305] lr: 1.500e-02, eta: 4:23:26, time: 1.087, data_time: 0.002, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7769, prec@thr=0.5: 0.8364, recall@top3: 0.8585, prec@top3: 0.6927, recall@top5: 0.9536, prec@top5: 0.4729, loss: 0.0322, grad_norm: 0.1611 2020-12-09 00:14:38,000 - mmaction - INFO - Epoch [14][1780/2305] lr: 1.500e-02, eta: 4:23:04, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7800, prec@thr=0.5: 0.8412, recall@top3: 0.8557, prec@top3: 0.7063, recall@top5: 0.9526, prec@top5: 0.4841, loss: 0.0322, grad_norm: 0.1594 2020-12-09 00:14:59,569 - mmaction - INFO - Epoch [14][1800/2305] lr: 1.500e-02, eta: 4:22:42, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7771, prec@thr=0.5: 0.8306, recall@top3: 0.8498, prec@top3: 0.6968, recall@top5: 0.9535, prec@top5: 0.4804, loss: 0.0322, grad_norm: 0.1563 2020-12-09 00:15:21,244 - mmaction - INFO - Epoch [14][1820/2305] lr: 1.500e-02, eta: 4:22:20, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7877, prec@thr=0.5: 0.8464, recall@top3: 0.8573, prec@top3: 0.7046, recall@top5: 0.9536, prec@top5: 0.4817, loss: 0.0309, grad_norm: 0.1616 2020-12-09 00:15:42,975 - mmaction - INFO - Epoch [14][1840/2305] lr: 1.500e-02, eta: 4:21:58, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7911, prec@thr=0.5: 0.8391, recall@top3: 0.8534, prec@top3: 0.7018, recall@top5: 0.9556, prec@top5: 0.4827, loss: 0.0311, grad_norm: 0.1587 2020-12-09 00:16:04,537 - mmaction - INFO - Epoch [14][1860/2305] lr: 1.500e-02, eta: 4:21:36, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7853, prec@thr=0.5: 0.8430, recall@top3: 0.8605, prec@top3: 0.6987, recall@top5: 0.9551, prec@top5: 0.4776, loss: 0.0319, grad_norm: 0.1560 2020-12-09 00:16:26,100 - mmaction - INFO - Epoch [14][1880/2305] lr: 1.500e-02, eta: 4:21:13, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7779, prec@thr=0.5: 0.8393, recall@top3: 0.8586, prec@top3: 0.6955, recall@top5: 0.9537, prec@top5: 0.4748, loss: 0.0319, grad_norm: 0.1591 2020-12-09 00:16:47,730 - mmaction - INFO - Epoch [14][1900/2305] lr: 1.500e-02, eta: 4:20:51, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7846, prec@thr=0.5: 0.8453, recall@top3: 0.8633, prec@top3: 0.6913, recall@top5: 0.9573, prec@top5: 0.4708, loss: 0.0305, grad_norm: 0.1561 2020-12-09 00:17:09,414 - mmaction - INFO - Epoch [14][1920/2305] lr: 1.500e-02, eta: 4:20:29, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7856, prec@thr=0.5: 0.8460, recall@top3: 0.8645, prec@top3: 0.7002, recall@top5: 0.9540, prec@top5: 0.4745, loss: 0.0318, grad_norm: 0.1537 2020-12-09 00:17:30,958 - mmaction - INFO - Epoch [14][1940/2305] lr: 1.500e-02, eta: 4:20:07, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7940, prec@thr=0.5: 0.8510, recall@top3: 0.8708, prec@top3: 0.7059, recall@top5: 0.9565, prec@top5: 0.4767, loss: 0.0306, grad_norm: 0.1513 2020-12-09 00:17:52,661 - mmaction - INFO - Epoch [14][1960/2305] lr: 1.500e-02, eta: 4:19:45, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7865, prec@thr=0.5: 0.8395, recall@top3: 0.8635, prec@top3: 0.6959, recall@top5: 0.9541, prec@top5: 0.4738, loss: 0.0310, grad_norm: 0.1594 2020-12-09 00:18:14,368 - mmaction - INFO - Epoch [14][1980/2305] lr: 1.500e-02, eta: 4:19:23, time: 1.086, data_time: 0.003, memory: 8593, loss_action_cls: 0.0321, recall@thr=0.5: 0.7808, prec@thr=0.5: 0.8427, recall@top3: 0.8580, prec@top3: 0.6969, recall@top5: 0.9545, prec@top5: 0.4764, loss: 0.0321, grad_norm: 0.1558 2020-12-09 00:18:35,991 - mmaction - INFO - Epoch [14][2000/2305] lr: 1.500e-02, eta: 4:19:00, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7775, prec@thr=0.5: 0.8345, recall@top3: 0.8542, prec@top3: 0.6890, recall@top5: 0.9539, prec@top5: 0.4726, loss: 0.0313, grad_norm: 0.1638 2020-12-09 00:18:57,662 - mmaction - INFO - Epoch [14][2020/2305] lr: 1.500e-02, eta: 4:18:38, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7790, prec@thr=0.5: 0.8367, recall@top3: 0.8565, prec@top3: 0.6814, recall@top5: 0.9527, prec@top5: 0.4670, loss: 0.0318, grad_norm: 0.1602 2020-12-09 00:19:19,223 - mmaction - INFO - Epoch [14][2040/2305] lr: 1.500e-02, eta: 4:18:16, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0328, recall@thr=0.5: 0.7682, prec@thr=0.5: 0.8395, recall@top3: 0.8475, prec@top3: 0.6968, recall@top5: 0.9511, prec@top5: 0.4807, loss: 0.0328, grad_norm: 0.1666 2020-12-09 00:19:40,952 - mmaction - INFO - Epoch [14][2060/2305] lr: 1.500e-02, eta: 4:17:54, time: 1.087, data_time: 0.002, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7739, prec@thr=0.5: 0.8372, recall@top3: 0.8560, prec@top3: 0.6960, recall@top5: 0.9525, prec@top5: 0.4765, loss: 0.0322, grad_norm: 0.1620 2020-12-09 00:20:02,777 - mmaction - INFO - Epoch [14][2080/2305] lr: 1.500e-02, eta: 4:17:32, time: 1.091, data_time: 0.002, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7917, prec@thr=0.5: 0.8450, recall@top3: 0.8709, prec@top3: 0.6942, recall@top5: 0.9610, prec@top5: 0.4710, loss: 0.0305, grad_norm: 0.1545 2020-12-09 00:20:24,440 - mmaction - INFO - Epoch [14][2100/2305] lr: 1.500e-02, eta: 4:17:10, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7855, prec@thr=0.5: 0.8444, recall@top3: 0.8601, prec@top3: 0.6958, recall@top5: 0.9597, prec@top5: 0.4782, loss: 0.0310, grad_norm: 0.1581 2020-12-09 00:20:46,006 - mmaction - INFO - Epoch [14][2120/2305] lr: 1.500e-02, eta: 4:16:48, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7859, prec@thr=0.5: 0.8449, recall@top3: 0.8570, prec@top3: 0.7065, recall@top5: 0.9529, prec@top5: 0.4829, loss: 0.0312, grad_norm: 0.1642 2020-12-09 00:21:07,713 - mmaction - INFO - Epoch [14][2140/2305] lr: 1.500e-02, eta: 4:16:26, time: 1.087, data_time: 0.003, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7780, prec@thr=0.5: 0.8374, recall@top3: 0.8588, prec@top3: 0.6956, recall@top5: 0.9513, prec@top5: 0.4741, loss: 0.0324, grad_norm: 0.1587 2020-12-09 00:21:29,358 - mmaction - INFO - Epoch [14][2160/2305] lr: 1.500e-02, eta: 4:16:03, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0321, recall@thr=0.5: 0.7693, prec@thr=0.5: 0.8373, recall@top3: 0.8540, prec@top3: 0.6994, recall@top5: 0.9508, prec@top5: 0.4792, loss: 0.0321, grad_norm: 0.1640 2020-12-09 00:21:50,997 - mmaction - INFO - Epoch [14][2180/2305] lr: 1.500e-02, eta: 4:15:41, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7898, prec@thr=0.5: 0.8470, recall@top3: 0.8661, prec@top3: 0.6905, recall@top5: 0.9521, prec@top5: 0.4653, loss: 0.0301, grad_norm: 0.1576 2020-12-09 00:22:12,615 - mmaction - INFO - Epoch [14][2200/2305] lr: 1.500e-02, eta: 4:15:19, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0326, recall@thr=0.5: 0.7791, prec@thr=0.5: 0.8350, recall@top3: 0.8542, prec@top3: 0.6969, recall@top5: 0.9557, prec@top5: 0.4788, loss: 0.0326, grad_norm: 0.1604 2020-12-09 00:22:34,245 - mmaction - INFO - Epoch [14][2220/2305] lr: 1.500e-02, eta: 4:14:57, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7788, prec@thr=0.5: 0.8328, recall@top3: 0.8596, prec@top3: 0.7010, recall@top5: 0.9531, prec@top5: 0.4786, loss: 0.0324, grad_norm: 0.1625 2020-12-09 00:22:55,878 - mmaction - INFO - Epoch [14][2240/2305] lr: 1.500e-02, eta: 4:14:35, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7806, prec@thr=0.5: 0.8442, recall@top3: 0.8622, prec@top3: 0.6944, recall@top5: 0.9529, prec@top5: 0.4714, loss: 0.0318, grad_norm: 0.1601 2020-12-09 00:23:17,594 - mmaction - INFO - Epoch [14][2260/2305] lr: 1.500e-02, eta: 4:14:13, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7829, prec@thr=0.5: 0.8401, recall@top3: 0.8573, prec@top3: 0.6925, recall@top5: 0.9545, prec@top5: 0.4737, loss: 0.0318, grad_norm: 0.1603 2020-12-09 00:23:39,262 - mmaction - INFO - Epoch [14][2280/2305] lr: 1.500e-02, eta: 4:13:51, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7667, prec@thr=0.5: 0.8278, recall@top3: 0.8525, prec@top3: 0.6838, recall@top5: 0.9532, prec@top5: 0.4701, loss: 0.0324, grad_norm: 0.1656 2020-12-09 00:24:00,753 - mmaction - INFO - Epoch [14][2300/2305] lr: 1.500e-02, eta: 4:13:28, time: 1.075, data_time: 0.002, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7945, prec@thr=0.5: 0.8437, recall@top3: 0.8686, prec@top3: 0.7040, recall@top5: 0.9556, prec@top5: 0.4754, loss: 0.0304, grad_norm: 0.1531 2020-12-09 00:24:09,367 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-12-09 00:33:23,109 - mmaction - INFO - Evaluating proposal ... 2020-12-09 00:34:30,046 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-09 00:34:30,047 - mmaction - INFO - Evaluating bbox ... 2020-12-09 00:42:44,661 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2545 2020-12-09 00:42:45,783 - mmaction - INFO - Epoch(val) [14][2305] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2545 2020-12-09 00:43:54,725 - mmaction - INFO - Epoch [15][20/2305] lr: 1.500e-02, eta: 4:13:19, time: 3.447, data_time: 2.387, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7922, prec@thr=0.5: 0.8465, recall@top3: 0.8648, prec@top3: 0.7002, recall@top5: 0.9554, prec@top5: 0.4754, loss: 0.0313, grad_norm: 0.1569 2020-12-09 00:44:16,347 - mmaction - INFO - Epoch [15][40/2305] lr: 1.500e-02, eta: 4:12:57, time: 1.079, data_time: 0.003, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7794, prec@thr=0.5: 0.8426, recall@top3: 0.8537, prec@top3: 0.6960, recall@top5: 0.9498, prec@top5: 0.4751, loss: 0.0312, grad_norm: 0.1599 2020-12-09 00:44:37,848 - mmaction - INFO - Epoch [15][60/2305] lr: 1.500e-02, eta: 4:12:34, time: 1.077, data_time: 0.003, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7805, prec@thr=0.5: 0.8392, recall@top3: 0.8638, prec@top3: 0.6990, recall@top5: 0.9568, prec@top5: 0.4761, loss: 0.0311, grad_norm: 0.1607 2020-12-09 00:44:59,373 - mmaction - INFO - Epoch [15][80/2305] lr: 1.500e-02, eta: 4:12:12, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7843, prec@thr=0.5: 0.8409, recall@top3: 0.8632, prec@top3: 0.6965, recall@top5: 0.9576, prec@top5: 0.4743, loss: 0.0311, grad_norm: 0.1601 2020-12-09 00:45:20,894 - mmaction - INFO - Epoch [15][100/2305] lr: 1.500e-02, eta: 4:11:50, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7837, prec@thr=0.5: 0.8449, recall@top3: 0.8543, prec@top3: 0.7106, recall@top5: 0.9506, prec@top5: 0.4864, loss: 0.0323, grad_norm: 0.1619 2020-12-09 00:45:42,391 - mmaction - INFO - Epoch [15][120/2305] lr: 1.500e-02, eta: 4:11:28, time: 1.075, data_time: 0.002, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7897, prec@thr=0.5: 0.8499, recall@top3: 0.8625, prec@top3: 0.7049, recall@top5: 0.9550, prec@top5: 0.4800, loss: 0.0309, grad_norm: 0.1575 2020-12-09 00:46:03,953 - mmaction - INFO - Epoch [15][140/2305] lr: 1.500e-02, eta: 4:11:05, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7935, prec@thr=0.5: 0.8497, recall@top3: 0.8724, prec@top3: 0.7049, recall@top5: 0.9612, prec@top5: 0.4782, loss: 0.0301, grad_norm: 0.1553 2020-12-09 00:46:25,384 - mmaction - INFO - Epoch [15][160/2305] lr: 1.500e-02, eta: 4:10:43, time: 1.071, data_time: 0.001, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7872, prec@thr=0.5: 0.8363, recall@top3: 0.8604, prec@top3: 0.6966, recall@top5: 0.9539, prec@top5: 0.4750, loss: 0.0312, grad_norm: 0.1602 2020-12-09 00:46:47,012 - mmaction - INFO - Epoch [15][180/2305] lr: 1.500e-02, eta: 4:10:21, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7804, prec@thr=0.5: 0.8432, recall@top3: 0.8666, prec@top3: 0.6974, recall@top5: 0.9555, prec@top5: 0.4723, loss: 0.0305, grad_norm: 0.1609 2020-12-09 00:47:08,777 - mmaction - INFO - Epoch [15][200/2305] lr: 1.500e-02, eta: 4:09:59, time: 1.087, data_time: 0.002, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7797, prec@thr=0.5: 0.8350, recall@top3: 0.8602, prec@top3: 0.6904, recall@top5: 0.9524, prec@top5: 0.4710, loss: 0.0316, grad_norm: 0.1606 2020-12-09 00:47:30,387 - mmaction - INFO - Epoch [15][220/2305] lr: 1.500e-02, eta: 4:09:37, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7858, prec@thr=0.5: 0.8420, recall@top3: 0.8605, prec@top3: 0.6928, recall@top5: 0.9523, prec@top5: 0.4723, loss: 0.0316, grad_norm: 0.1625 2020-12-09 00:47:52,014 - mmaction - INFO - Epoch [15][240/2305] lr: 1.500e-02, eta: 4:09:15, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7864, prec@thr=0.5: 0.8432, recall@top3: 0.8620, prec@top3: 0.7042, recall@top5: 0.9540, prec@top5: 0.4809, loss: 0.0311, grad_norm: 0.1636 2020-12-09 00:48:13,551 - mmaction - INFO - Epoch [15][260/2305] lr: 1.500e-02, eta: 4:08:52, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7811, prec@thr=0.5: 0.8353, recall@top3: 0.8604, prec@top3: 0.6866, recall@top5: 0.9550, prec@top5: 0.4686, loss: 0.0316, grad_norm: 0.1628 2020-12-09 00:48:35,101 - mmaction - INFO - Epoch [15][280/2305] lr: 1.500e-02, eta: 4:08:30, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7791, prec@thr=0.5: 0.8364, recall@top3: 0.8563, prec@top3: 0.6998, recall@top5: 0.9524, prec@top5: 0.4784, loss: 0.0324, grad_norm: 0.1653 2020-12-09 00:48:56,667 - mmaction - INFO - Epoch [15][300/2305] lr: 1.500e-02, eta: 4:08:08, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7871, prec@thr=0.5: 0.8460, recall@top3: 0.8633, prec@top3: 0.7031, recall@top5: 0.9568, prec@top5: 0.4785, loss: 0.0313, grad_norm: 0.1637 2020-12-09 00:49:18,208 - mmaction - INFO - Epoch [15][320/2305] lr: 1.500e-02, eta: 4:07:46, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7808, prec@thr=0.5: 0.8396, recall@top3: 0.8597, prec@top3: 0.6937, recall@top5: 0.9535, prec@top5: 0.4742, loss: 0.0313, grad_norm: 0.1669 2020-12-09 00:49:39,903 - mmaction - INFO - Epoch [15][340/2305] lr: 1.500e-02, eta: 4:07:24, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7883, prec@thr=0.5: 0.8384, recall@top3: 0.8577, prec@top3: 0.6928, recall@top5: 0.9581, prec@top5: 0.4763, loss: 0.0314, grad_norm: 0.1621 2020-12-09 00:50:01,419 - mmaction - INFO - Epoch [15][360/2305] lr: 1.500e-02, eta: 4:07:01, time: 1.075, data_time: 0.002, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7777, prec@thr=0.5: 0.8367, recall@top3: 0.8544, prec@top3: 0.6939, recall@top5: 0.9541, prec@top5: 0.4787, loss: 0.0322, grad_norm: 0.1631 2020-12-09 00:50:23,006 - mmaction - INFO - Epoch [15][380/2305] lr: 1.500e-02, eta: 4:06:39, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7862, prec@thr=0.5: 0.8400, recall@top3: 0.8583, prec@top3: 0.6972, recall@top5: 0.9531, prec@top5: 0.4756, loss: 0.0322, grad_norm: 0.1591 2020-12-09 00:50:44,582 - mmaction - INFO - Epoch [15][400/2305] lr: 1.500e-02, eta: 4:06:17, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7895, prec@thr=0.5: 0.8446, recall@top3: 0.8566, prec@top3: 0.7000, recall@top5: 0.9556, prec@top5: 0.4811, loss: 0.0319, grad_norm: 0.1643 2020-12-09 00:51:06,282 - mmaction - INFO - Epoch [15][420/2305] lr: 1.500e-02, eta: 4:05:55, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7833, prec@thr=0.5: 0.8393, recall@top3: 0.8597, prec@top3: 0.7033, recall@top5: 0.9559, prec@top5: 0.4810, loss: 0.0312, grad_norm: 0.1549 2020-12-09 00:51:27,797 - mmaction - INFO - Epoch [15][440/2305] lr: 1.500e-02, eta: 4:05:33, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7907, prec@thr=0.5: 0.8408, recall@top3: 0.8606, prec@top3: 0.6907, recall@top5: 0.9528, prec@top5: 0.4706, loss: 0.0318, grad_norm: 0.1592 2020-12-09 00:51:49,316 - mmaction - INFO - Epoch [15][460/2305] lr: 1.500e-02, eta: 4:05:10, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7849, prec@thr=0.5: 0.8470, recall@top3: 0.8605, prec@top3: 0.6970, recall@top5: 0.9577, prec@top5: 0.4774, loss: 0.0312, grad_norm: 0.1643 2020-12-09 00:52:10,970 - mmaction - INFO - Epoch [15][480/2305] lr: 1.500e-02, eta: 4:04:48, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7929, prec@thr=0.5: 0.8444, recall@top3: 0.8621, prec@top3: 0.7015, recall@top5: 0.9529, prec@top5: 0.4770, loss: 0.0310, grad_norm: 0.1596 2020-12-09 00:52:32,416 - mmaction - INFO - Epoch [15][500/2305] lr: 1.500e-02, eta: 4:04:26, time: 1.073, data_time: 0.002, memory: 8593, loss_action_cls: 0.0298, recall@thr=0.5: 0.8013, prec@thr=0.5: 0.8539, recall@top3: 0.8719, prec@top3: 0.7016, recall@top5: 0.9568, prec@top5: 0.4739, loss: 0.0298, grad_norm: 0.1563 2020-12-09 00:52:53,927 - mmaction - INFO - Epoch [15][520/2305] lr: 1.500e-02, eta: 4:04:04, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7792, prec@thr=0.5: 0.8404, recall@top3: 0.8559, prec@top3: 0.7022, recall@top5: 0.9525, prec@top5: 0.4812, loss: 0.0313, grad_norm: 0.1653 2020-12-09 00:53:15,489 - mmaction - INFO - Epoch [15][540/2305] lr: 1.500e-02, eta: 4:03:42, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7920, prec@thr=0.5: 0.8480, recall@top3: 0.8610, prec@top3: 0.6976, recall@top5: 0.9560, prec@top5: 0.4748, loss: 0.0303, grad_norm: 0.1556 2020-12-09 00:53:37,088 - mmaction - INFO - Epoch [15][560/2305] lr: 1.500e-02, eta: 4:03:20, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7952, prec@thr=0.5: 0.8484, recall@top3: 0.8666, prec@top3: 0.7008, recall@top5: 0.9594, prec@top5: 0.4778, loss: 0.0301, grad_norm: 0.1638 2020-12-09 00:53:58,643 - mmaction - INFO - Epoch [15][580/2305] lr: 1.500e-02, eta: 4:02:57, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0317, recall@thr=0.5: 0.7918, prec@thr=0.5: 0.8385, recall@top3: 0.8577, prec@top3: 0.6976, recall@top5: 0.9548, prec@top5: 0.4791, loss: 0.0317, grad_norm: 0.1584 2020-12-09 00:54:20,126 - mmaction - INFO - Epoch [15][600/2305] lr: 1.500e-02, eta: 4:02:35, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7854, prec@thr=0.5: 0.8428, recall@top3: 0.8554, prec@top3: 0.6992, recall@top5: 0.9514, prec@top5: 0.4786, loss: 0.0312, grad_norm: 0.1657 2020-12-09 00:54:41,785 - mmaction - INFO - Epoch [15][620/2305] lr: 1.500e-02, eta: 4:02:13, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7896, prec@thr=0.5: 0.8429, recall@top3: 0.8632, prec@top3: 0.6998, recall@top5: 0.9542, prec@top5: 0.4770, loss: 0.0311, grad_norm: 0.1651 2020-12-09 00:55:03,296 - mmaction - INFO - Epoch [15][640/2305] lr: 1.500e-02, eta: 4:01:51, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7863, prec@thr=0.5: 0.8387, recall@top3: 0.8592, prec@top3: 0.6907, recall@top5: 0.9556, prec@top5: 0.4730, loss: 0.0311, grad_norm: 0.1658 2020-12-09 00:55:24,822 - mmaction - INFO - Epoch [15][660/2305] lr: 1.500e-02, eta: 4:01:29, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0315, recall@thr=0.5: 0.7823, prec@thr=0.5: 0.8376, recall@top3: 0.8581, prec@top3: 0.6916, recall@top5: 0.9567, prec@top5: 0.4736, loss: 0.0315, grad_norm: 0.1605 2020-12-09 00:55:46,389 - mmaction - INFO - Epoch [15][680/2305] lr: 1.500e-02, eta: 4:01:06, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7882, prec@thr=0.5: 0.8445, recall@top3: 0.8580, prec@top3: 0.6976, recall@top5: 0.9551, prec@top5: 0.4781, loss: 0.0310, grad_norm: 0.1629 2020-12-09 00:56:08,130 - mmaction - INFO - Epoch [15][700/2305] lr: 1.500e-02, eta: 4:00:44, time: 1.088, data_time: 0.002, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7823, prec@thr=0.5: 0.8450, recall@top3: 0.8653, prec@top3: 0.6904, recall@top5: 0.9557, prec@top5: 0.4682, loss: 0.0311, grad_norm: 0.1589 2020-12-09 00:56:29,692 - mmaction - INFO - Epoch [15][720/2305] lr: 1.500e-02, eta: 4:00:22, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7899, prec@thr=0.5: 0.8404, recall@top3: 0.8646, prec@top3: 0.6890, recall@top5: 0.9583, prec@top5: 0.4693, loss: 0.0308, grad_norm: 0.1610 2020-12-09 00:56:51,556 - mmaction - INFO - Epoch [15][740/2305] lr: 1.500e-02, eta: 4:00:00, time: 1.094, data_time: 0.001, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7873, prec@thr=0.5: 0.8505, recall@top3: 0.8662, prec@top3: 0.6996, recall@top5: 0.9587, prec@top5: 0.4758, loss: 0.0312, grad_norm: 0.1606 2020-12-09 00:57:13,138 - mmaction - INFO - Epoch [15][760/2305] lr: 1.500e-02, eta: 3:59:38, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7845, prec@thr=0.5: 0.8467, recall@top3: 0.8628, prec@top3: 0.6996, recall@top5: 0.9571, prec@top5: 0.4770, loss: 0.0314, grad_norm: 0.1590 2020-12-09 00:57:34,686 - mmaction - INFO - Epoch [15][780/2305] lr: 1.500e-02, eta: 3:59:16, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7890, prec@thr=0.5: 0.8464, recall@top3: 0.8612, prec@top3: 0.6997, recall@top5: 0.9571, prec@top5: 0.4786, loss: 0.0309, grad_norm: 0.1600 2020-12-09 00:57:56,183 - mmaction - INFO - Epoch [15][800/2305] lr: 1.500e-02, eta: 3:58:54, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7818, prec@thr=0.5: 0.8438, recall@top3: 0.8622, prec@top3: 0.6918, recall@top5: 0.9532, prec@top5: 0.4702, loss: 0.0318, grad_norm: 0.1662 2020-12-09 00:58:17,840 - mmaction - INFO - Epoch [15][820/2305] lr: 1.500e-02, eta: 3:58:31, time: 1.084, data_time: 0.003, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7841, prec@thr=0.5: 0.8410, recall@top3: 0.8626, prec@top3: 0.6984, recall@top5: 0.9548, prec@top5: 0.4754, loss: 0.0312, grad_norm: 0.1653 2020-12-09 00:58:39,410 - mmaction - INFO - Epoch [15][840/2305] lr: 1.500e-02, eta: 3:58:09, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7840, prec@thr=0.5: 0.8399, recall@top3: 0.8668, prec@top3: 0.6941, recall@top5: 0.9595, prec@top5: 0.4715, loss: 0.0306, grad_norm: 0.1646 2020-12-09 00:59:00,995 - mmaction - INFO - Epoch [15][860/2305] lr: 1.500e-02, eta: 3:57:47, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7929, prec@thr=0.5: 0.8400, recall@top3: 0.8616, prec@top3: 0.6982, recall@top5: 0.9537, prec@top5: 0.4754, loss: 0.0312, grad_norm: 0.1740 2020-12-09 00:59:22,565 - mmaction - INFO - Epoch [15][880/2305] lr: 1.500e-02, eta: 3:57:25, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7869, prec@thr=0.5: 0.8492, recall@top3: 0.8680, prec@top3: 0.7005, recall@top5: 0.9590, prec@top5: 0.4757, loss: 0.0307, grad_norm: 0.1617 2020-12-09 00:59:44,264 - mmaction - INFO - Epoch [15][900/2305] lr: 1.500e-02, eta: 3:57:03, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0317, recall@thr=0.5: 0.7831, prec@thr=0.5: 0.8364, recall@top3: 0.8593, prec@top3: 0.6892, recall@top5: 0.9537, prec@top5: 0.4718, loss: 0.0317, grad_norm: 0.1635 2020-12-09 01:00:05,920 - mmaction - INFO - Epoch [15][920/2305] lr: 1.500e-02, eta: 3:56:41, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0317, recall@thr=0.5: 0.7802, prec@thr=0.5: 0.8424, recall@top3: 0.8554, prec@top3: 0.7027, recall@top5: 0.9537, prec@top5: 0.4812, loss: 0.0317, grad_norm: 0.1648 2020-12-09 01:00:27,525 - mmaction - INFO - Epoch [15][940/2305] lr: 1.500e-02, eta: 3:56:18, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.7960, prec@thr=0.5: 0.8480, recall@top3: 0.8700, prec@top3: 0.6982, recall@top5: 0.9596, prec@top5: 0.4740, loss: 0.0299, grad_norm: 0.1621 2020-12-09 01:00:49,262 - mmaction - INFO - Epoch [15][960/2305] lr: 1.500e-02, eta: 3:55:56, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7859, prec@thr=0.5: 0.8327, recall@top3: 0.8605, prec@top3: 0.7021, recall@top5: 0.9545, prec@top5: 0.4790, loss: 0.0314, grad_norm: 0.1613 2020-12-09 01:01:10,934 - mmaction - INFO - Epoch [15][980/2305] lr: 1.500e-02, eta: 3:55:34, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0325, recall@thr=0.5: 0.7727, prec@thr=0.5: 0.8366, recall@top3: 0.8533, prec@top3: 0.6951, recall@top5: 0.9536, prec@top5: 0.4774, loss: 0.0325, grad_norm: 0.1681 2020-12-09 01:01:32,477 - mmaction - INFO - Epoch [15][1000/2305] lr: 1.500e-02, eta: 3:55:12, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0317, recall@thr=0.5: 0.7805, prec@thr=0.5: 0.8369, recall@top3: 0.8578, prec@top3: 0.6974, recall@top5: 0.9529, prec@top5: 0.4766, loss: 0.0317, grad_norm: 0.1666 2020-12-09 01:01:54,042 - mmaction - INFO - Epoch [15][1020/2305] lr: 1.500e-02, eta: 3:54:50, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7842, prec@thr=0.5: 0.8357, recall@top3: 0.8627, prec@top3: 0.6958, recall@top5: 0.9547, prec@top5: 0.4734, loss: 0.0311, grad_norm: 0.1601 2020-12-09 01:02:15,626 - mmaction - INFO - Epoch [15][1040/2305] lr: 1.500e-02, eta: 3:54:28, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7706, prec@thr=0.5: 0.8345, recall@top3: 0.8562, prec@top3: 0.6931, recall@top5: 0.9538, prec@top5: 0.4732, loss: 0.0323, grad_norm: 0.1625 2020-12-09 01:02:37,257 - mmaction - INFO - Epoch [15][1060/2305] lr: 1.500e-02, eta: 3:54:06, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7872, prec@thr=0.5: 0.8408, recall@top3: 0.8621, prec@top3: 0.6901, recall@top5: 0.9501, prec@top5: 0.4668, loss: 0.0319, grad_norm: 0.1581 2020-12-09 01:02:59,013 - mmaction - INFO - Epoch [15][1080/2305] lr: 1.500e-02, eta: 3:53:44, time: 1.088, data_time: 0.001, memory: 8593, loss_action_cls: 0.0320, recall@thr=0.5: 0.7800, prec@thr=0.5: 0.8355, recall@top3: 0.8541, prec@top3: 0.6925, recall@top5: 0.9479, prec@top5: 0.4734, loss: 0.0320, grad_norm: 0.1666 2020-12-09 01:03:20,714 - mmaction - INFO - Epoch [15][1100/2305] lr: 1.500e-02, eta: 3:53:21, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7745, prec@thr=0.5: 0.8373, recall@top3: 0.8552, prec@top3: 0.6941, recall@top5: 0.9565, prec@top5: 0.4762, loss: 0.0322, grad_norm: 0.1600 2020-12-09 01:03:42,306 - mmaction - INFO - Epoch [15][1120/2305] lr: 1.500e-02, eta: 3:52:59, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7948, prec@thr=0.5: 0.8475, recall@top3: 0.8630, prec@top3: 0.7079, recall@top5: 0.9551, prec@top5: 0.4829, loss: 0.0309, grad_norm: 0.1601 2020-12-09 01:04:03,902 - mmaction - INFO - Epoch [15][1140/2305] lr: 1.500e-02, eta: 3:52:37, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7905, prec@thr=0.5: 0.8537, recall@top3: 0.8636, prec@top3: 0.7005, recall@top5: 0.9543, prec@top5: 0.4756, loss: 0.0303, grad_norm: 0.1624 2020-12-09 01:04:25,477 - mmaction - INFO - Epoch [15][1160/2305] lr: 1.500e-02, eta: 3:52:15, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7939, prec@thr=0.5: 0.8396, recall@top3: 0.8603, prec@top3: 0.7037, recall@top5: 0.9530, prec@top5: 0.4792, loss: 0.0309, grad_norm: 0.1600 2020-12-09 01:04:47,250 - mmaction - INFO - Epoch [15][1180/2305] lr: 1.500e-02, eta: 3:51:53, time: 1.089, data_time: 0.001, memory: 8593, loss_action_cls: 0.0317, recall@thr=0.5: 0.7813, prec@thr=0.5: 0.8386, recall@top3: 0.8562, prec@top3: 0.6965, recall@top5: 0.9532, prec@top5: 0.4771, loss: 0.0317, grad_norm: 0.1647 2020-12-09 01:05:08,897 - mmaction - INFO - Epoch [15][1200/2305] lr: 1.500e-02, eta: 3:51:31, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7923, prec@thr=0.5: 0.8520, recall@top3: 0.8666, prec@top3: 0.7042, recall@top5: 0.9585, prec@top5: 0.4790, loss: 0.0305, grad_norm: 0.1581 2020-12-09 01:05:30,660 - mmaction - INFO - Epoch [15][1220/2305] lr: 1.500e-02, eta: 3:51:09, time: 1.088, data_time: 0.002, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7937, prec@thr=0.5: 0.8472, recall@top3: 0.8613, prec@top3: 0.7006, recall@top5: 0.9547, prec@top5: 0.4768, loss: 0.0303, grad_norm: 0.1640 2020-12-09 01:05:52,340 - mmaction - INFO - Epoch [15][1240/2305] lr: 1.500e-02, eta: 3:50:47, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7863, prec@thr=0.5: 0.8386, recall@top3: 0.8580, prec@top3: 0.7062, recall@top5: 0.9554, prec@top5: 0.4835, loss: 0.0314, grad_norm: 0.1630 2020-12-09 01:06:13,897 - mmaction - INFO - Epoch [15][1260/2305] lr: 1.500e-02, eta: 3:50:24, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.7904, prec@thr=0.5: 0.8491, recall@top3: 0.8706, prec@top3: 0.6994, recall@top5: 0.9600, prec@top5: 0.4744, loss: 0.0299, grad_norm: 0.1589 2020-12-09 01:06:35,351 - mmaction - INFO - Epoch [15][1280/2305] lr: 1.500e-02, eta: 3:50:02, time: 1.072, data_time: 0.001, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7745, prec@thr=0.5: 0.8351, recall@top3: 0.8586, prec@top3: 0.6926, recall@top5: 0.9532, prec@top5: 0.4728, loss: 0.0318, grad_norm: 0.1630 2020-12-09 01:06:57,000 - mmaction - INFO - Epoch [15][1300/2305] lr: 1.500e-02, eta: 3:49:40, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0317, recall@thr=0.5: 0.7829, prec@thr=0.5: 0.8411, recall@top3: 0.8558, prec@top3: 0.7001, recall@top5: 0.9546, prec@top5: 0.4796, loss: 0.0317, grad_norm: 0.1647 2020-12-09 01:07:18,660 - mmaction - INFO - Epoch [15][1320/2305] lr: 1.500e-02, eta: 3:49:18, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0315, recall@thr=0.5: 0.7856, prec@thr=0.5: 0.8372, recall@top3: 0.8610, prec@top3: 0.6939, recall@top5: 0.9537, prec@top5: 0.4721, loss: 0.0315, grad_norm: 0.1660 2020-12-09 01:07:40,212 - mmaction - INFO - Epoch [15][1340/2305] lr: 1.500e-02, eta: 3:48:56, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0317, recall@thr=0.5: 0.7831, prec@thr=0.5: 0.8406, recall@top3: 0.8599, prec@top3: 0.6986, recall@top5: 0.9562, prec@top5: 0.4774, loss: 0.0317, grad_norm: 0.1688 2020-12-09 01:08:01,759 - mmaction - INFO - Epoch [15][1360/2305] lr: 1.500e-02, eta: 3:48:34, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7880, prec@thr=0.5: 0.8481, recall@top3: 0.8617, prec@top3: 0.6976, recall@top5: 0.9547, prec@top5: 0.4749, loss: 0.0310, grad_norm: 0.1616 2020-12-09 01:08:23,378 - mmaction - INFO - Epoch [15][1380/2305] lr: 1.500e-02, eta: 3:48:11, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7962, prec@thr=0.5: 0.8515, recall@top3: 0.8690, prec@top3: 0.7131, recall@top5: 0.9624, prec@top5: 0.4862, loss: 0.0305, grad_norm: 0.1616 2020-12-09 01:08:44,911 - mmaction - INFO - Epoch [15][1400/2305] lr: 1.500e-02, eta: 3:47:49, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7869, prec@thr=0.5: 0.8420, recall@top3: 0.8625, prec@top3: 0.7080, recall@top5: 0.9577, prec@top5: 0.4831, loss: 0.0311, grad_norm: 0.1650 2020-12-09 01:09:06,596 - mmaction - INFO - Epoch [15][1420/2305] lr: 1.500e-02, eta: 3:47:27, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7830, prec@thr=0.5: 0.8361, recall@top3: 0.8615, prec@top3: 0.6956, recall@top5: 0.9561, prec@top5: 0.4753, loss: 0.0319, grad_norm: 0.1725 2020-12-09 01:09:28,100 - mmaction - INFO - Epoch [15][1440/2305] lr: 1.500e-02, eta: 3:47:05, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7778, prec@thr=0.5: 0.8386, recall@top3: 0.8615, prec@top3: 0.6992, recall@top5: 0.9534, prec@top5: 0.4765, loss: 0.0318, grad_norm: 0.1626 2020-12-09 01:09:49,734 - mmaction - INFO - Epoch [15][1460/2305] lr: 1.500e-02, eta: 3:46:43, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7900, prec@thr=0.5: 0.8441, recall@top3: 0.8654, prec@top3: 0.7106, recall@top5: 0.9619, prec@top5: 0.4863, loss: 0.0303, grad_norm: 0.1629 2020-12-09 01:10:11,255 - mmaction - INFO - Epoch [15][1480/2305] lr: 1.500e-02, eta: 3:46:21, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7856, prec@thr=0.5: 0.8393, recall@top3: 0.8600, prec@top3: 0.6976, recall@top5: 0.9537, prec@top5: 0.4761, loss: 0.0313, grad_norm: 0.1639 2020-12-09 01:10:32,730 - mmaction - INFO - Epoch [15][1500/2305] lr: 1.500e-02, eta: 3:45:59, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7862, prec@thr=0.5: 0.8412, recall@top3: 0.8593, prec@top3: 0.6930, recall@top5: 0.9557, prec@top5: 0.4735, loss: 0.0307, grad_norm: 0.1625 2020-12-09 01:10:54,314 - mmaction - INFO - Epoch [15][1520/2305] lr: 1.500e-02, eta: 3:45:36, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.7928, prec@thr=0.5: 0.8509, recall@top3: 0.8627, prec@top3: 0.7115, recall@top5: 0.9560, prec@top5: 0.4855, loss: 0.0302, grad_norm: 0.1581 2020-12-09 01:11:15,946 - mmaction - INFO - Epoch [15][1540/2305] lr: 1.500e-02, eta: 3:45:14, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7909, prec@thr=0.5: 0.8491, recall@top3: 0.8623, prec@top3: 0.6964, recall@top5: 0.9586, prec@top5: 0.4765, loss: 0.0309, grad_norm: 0.1601 2020-12-09 01:11:37,768 - mmaction - INFO - Epoch [15][1560/2305] lr: 1.500e-02, eta: 3:44:52, time: 1.091, data_time: 0.001, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7826, prec@thr=0.5: 0.8401, recall@top3: 0.8541, prec@top3: 0.6931, recall@top5: 0.9502, prec@top5: 0.4751, loss: 0.0318, grad_norm: 0.1612 2020-12-09 01:11:59,472 - mmaction - INFO - Epoch [15][1580/2305] lr: 1.500e-02, eta: 3:44:30, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7780, prec@thr=0.5: 0.8343, recall@top3: 0.8540, prec@top3: 0.6979, recall@top5: 0.9548, prec@top5: 0.4791, loss: 0.0316, grad_norm: 0.1659 2020-12-09 01:12:20,978 - mmaction - INFO - Epoch [15][1600/2305] lr: 1.500e-02, eta: 3:44:08, time: 1.077, data_time: 0.003, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7929, prec@thr=0.5: 0.8426, recall@top3: 0.8592, prec@top3: 0.7024, recall@top5: 0.9549, prec@top5: 0.4812, loss: 0.0307, grad_norm: 0.1612 2020-12-09 01:12:42,834 - mmaction - INFO - Epoch [15][1620/2305] lr: 1.500e-02, eta: 3:43:46, time: 1.093, data_time: 0.001, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7829, prec@thr=0.5: 0.8373, recall@top3: 0.8536, prec@top3: 0.6959, recall@top5: 0.9530, prec@top5: 0.4779, loss: 0.0319, grad_norm: 0.1654 2020-12-09 01:13:04,529 - mmaction - INFO - Epoch [15][1640/2305] lr: 1.500e-02, eta: 3:43:24, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7831, prec@thr=0.5: 0.8385, recall@top3: 0.8597, prec@top3: 0.6969, recall@top5: 0.9548, prec@top5: 0.4756, loss: 0.0309, grad_norm: 0.1618 2020-12-09 01:13:26,313 - mmaction - INFO - Epoch [15][1660/2305] lr: 1.500e-02, eta: 3:43:02, time: 1.090, data_time: 0.003, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7796, prec@thr=0.5: 0.8390, recall@top3: 0.8549, prec@top3: 0.6959, recall@top5: 0.9561, prec@top5: 0.4790, loss: 0.0313, grad_norm: 0.1656 2020-12-09 01:13:47,960 - mmaction - INFO - Epoch [15][1680/2305] lr: 1.500e-02, eta: 3:42:40, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0326, recall@thr=0.5: 0.7826, prec@thr=0.5: 0.8339, recall@top3: 0.8567, prec@top3: 0.6966, recall@top5: 0.9512, prec@top5: 0.4757, loss: 0.0326, grad_norm: 0.1670 2020-12-09 01:14:09,400 - mmaction - INFO - Epoch [15][1700/2305] lr: 1.500e-02, eta: 3:42:17, time: 1.072, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7882, prec@thr=0.5: 0.8456, recall@top3: 0.8649, prec@top3: 0.7001, recall@top5: 0.9589, prec@top5: 0.4769, loss: 0.0309, grad_norm: 0.1584 2020-12-09 01:14:30,913 - mmaction - INFO - Epoch [15][1720/2305] lr: 1.500e-02, eta: 3:41:55, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0322, recall@thr=0.5: 0.7828, prec@thr=0.5: 0.8366, recall@top3: 0.8519, prec@top3: 0.7046, recall@top5: 0.9558, prec@top5: 0.4848, loss: 0.0322, grad_norm: 0.1699 2020-12-09 01:14:52,504 - mmaction - INFO - Epoch [15][1740/2305] lr: 1.500e-02, eta: 3:41:33, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0317, recall@thr=0.5: 0.7750, prec@thr=0.5: 0.8438, recall@top3: 0.8592, prec@top3: 0.6941, recall@top5: 0.9533, prec@top5: 0.4727, loss: 0.0317, grad_norm: 0.1673 2020-12-09 01:15:14,074 - mmaction - INFO - Epoch [15][1760/2305] lr: 1.500e-02, eta: 3:41:11, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7816, prec@thr=0.5: 0.8416, recall@top3: 0.8610, prec@top3: 0.6844, recall@top5: 0.9529, prec@top5: 0.4654, loss: 0.0311, grad_norm: 0.1648 2020-12-09 01:15:35,776 - mmaction - INFO - Epoch [15][1780/2305] lr: 1.500e-02, eta: 3:40:49, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7863, prec@thr=0.5: 0.8446, recall@top3: 0.8618, prec@top3: 0.7012, recall@top5: 0.9556, prec@top5: 0.4776, loss: 0.0305, grad_norm: 0.1631 2020-12-09 01:15:57,478 - mmaction - INFO - Epoch [15][1800/2305] lr: 1.500e-02, eta: 3:40:27, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7923, prec@thr=0.5: 0.8450, recall@top3: 0.8522, prec@top3: 0.6945, recall@top5: 0.9481, prec@top5: 0.4766, loss: 0.0319, grad_norm: 0.1589 2020-12-09 01:16:19,070 - mmaction - INFO - Epoch [15][1820/2305] lr: 1.500e-02, eta: 3:40:05, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7824, prec@thr=0.5: 0.8467, recall@top3: 0.8639, prec@top3: 0.6979, recall@top5: 0.9538, prec@top5: 0.4740, loss: 0.0308, grad_norm: 0.1668 2020-12-09 01:16:40,578 - mmaction - INFO - Epoch [15][1840/2305] lr: 1.500e-02, eta: 3:39:43, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7887, prec@thr=0.5: 0.8495, recall@top3: 0.8656, prec@top3: 0.6983, recall@top5: 0.9569, prec@top5: 0.4732, loss: 0.0305, grad_norm: 0.1655 2020-12-09 01:17:02,168 - mmaction - INFO - Epoch [15][1860/2305] lr: 1.500e-02, eta: 3:39:20, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0315, recall@thr=0.5: 0.7876, prec@thr=0.5: 0.8454, recall@top3: 0.8592, prec@top3: 0.6973, recall@top5: 0.9541, prec@top5: 0.4776, loss: 0.0315, grad_norm: 0.1613 2020-12-09 01:17:23,771 - mmaction - INFO - Epoch [15][1880/2305] lr: 1.500e-02, eta: 3:38:58, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7828, prec@thr=0.5: 0.8400, recall@top3: 0.8598, prec@top3: 0.6894, recall@top5: 0.9539, prec@top5: 0.4697, loss: 0.0318, grad_norm: 0.1652 2020-12-09 01:17:45,433 - mmaction - INFO - Epoch [15][1900/2305] lr: 1.500e-02, eta: 3:38:36, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7846, prec@thr=0.5: 0.8464, recall@top3: 0.8635, prec@top3: 0.6941, recall@top5: 0.9515, prec@top5: 0.4702, loss: 0.0319, grad_norm: 0.1648 2020-12-09 01:18:07,060 - mmaction - INFO - Epoch [15][1920/2305] lr: 1.500e-02, eta: 3:38:14, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7840, prec@thr=0.5: 0.8423, recall@top3: 0.8571, prec@top3: 0.6894, recall@top5: 0.9509, prec@top5: 0.4707, loss: 0.0313, grad_norm: 0.1635 2020-12-09 01:18:28,598 - mmaction - INFO - Epoch [15][1940/2305] lr: 1.500e-02, eta: 3:37:52, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7822, prec@thr=0.5: 0.8375, recall@top3: 0.8580, prec@top3: 0.6986, recall@top5: 0.9523, prec@top5: 0.4770, loss: 0.0313, grad_norm: 0.1673 2020-12-09 01:18:50,305 - mmaction - INFO - Epoch [15][1960/2305] lr: 1.500e-02, eta: 3:37:30, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7834, prec@thr=0.5: 0.8406, recall@top3: 0.8626, prec@top3: 0.6999, recall@top5: 0.9558, prec@top5: 0.4773, loss: 0.0318, grad_norm: 0.1662 2020-12-09 01:19:11,811 - mmaction - INFO - Epoch [15][1980/2305] lr: 1.500e-02, eta: 3:37:08, time: 1.076, data_time: 0.003, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7840, prec@thr=0.5: 0.8408, recall@top3: 0.8628, prec@top3: 0.6948, recall@top5: 0.9548, prec@top5: 0.4726, loss: 0.0316, grad_norm: 0.1694 2020-12-09 01:19:33,351 - mmaction - INFO - Epoch [15][2000/2305] lr: 1.500e-02, eta: 3:36:46, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7949, prec@thr=0.5: 0.8469, recall@top3: 0.8652, prec@top3: 0.7064, recall@top5: 0.9560, prec@top5: 0.4812, loss: 0.0307, grad_norm: 0.1600 2020-12-09 01:19:54,871 - mmaction - INFO - Epoch [15][2020/2305] lr: 1.500e-02, eta: 3:36:23, time: 1.077, data_time: 0.003, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7809, prec@thr=0.5: 0.8381, recall@top3: 0.8584, prec@top3: 0.6910, recall@top5: 0.9537, prec@top5: 0.4724, loss: 0.0312, grad_norm: 0.1643 2020-12-09 01:20:16,503 - mmaction - INFO - Epoch [15][2040/2305] lr: 1.500e-02, eta: 3:36:01, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7907, prec@thr=0.5: 0.8433, recall@top3: 0.8628, prec@top3: 0.6960, recall@top5: 0.9554, prec@top5: 0.4742, loss: 0.0304, grad_norm: 0.1597 2020-12-09 01:20:38,120 - mmaction - INFO - Epoch [15][2060/2305] lr: 1.500e-02, eta: 3:35:39, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7853, prec@thr=0.5: 0.8408, recall@top3: 0.8596, prec@top3: 0.6927, recall@top5: 0.9526, prec@top5: 0.4731, loss: 0.0318, grad_norm: 0.1661 2020-12-09 01:20:59,763 - mmaction - INFO - Epoch [15][2080/2305] lr: 1.500e-02, eta: 3:35:17, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7857, prec@thr=0.5: 0.8427, recall@top3: 0.8574, prec@top3: 0.7031, recall@top5: 0.9531, prec@top5: 0.4792, loss: 0.0318, grad_norm: 0.1583 2020-12-09 01:21:21,565 - mmaction - INFO - Epoch [15][2100/2305] lr: 1.500e-02, eta: 3:34:55, time: 1.092, data_time: 0.003, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7816, prec@thr=0.5: 0.8344, recall@top3: 0.8482, prec@top3: 0.7063, recall@top5: 0.9490, prec@top5: 0.4862, loss: 0.0319, grad_norm: 0.1654 2020-12-09 01:21:43,349 - mmaction - INFO - Epoch [15][2120/2305] lr: 1.500e-02, eta: 3:34:33, time: 1.089, data_time: 0.001, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7846, prec@thr=0.5: 0.8470, recall@top3: 0.8597, prec@top3: 0.7045, recall@top5: 0.9559, prec@top5: 0.4818, loss: 0.0318, grad_norm: 0.1643 2020-12-09 01:22:04,918 - mmaction - INFO - Epoch [15][2140/2305] lr: 1.500e-02, eta: 3:34:11, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0317, recall@thr=0.5: 0.7829, prec@thr=0.5: 0.8401, recall@top3: 0.8554, prec@top3: 0.6961, recall@top5: 0.9550, prec@top5: 0.4789, loss: 0.0317, grad_norm: 0.1637 2020-12-09 01:22:26,417 - mmaction - INFO - Epoch [15][2160/2305] lr: 1.500e-02, eta: 3:33:49, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7926, prec@thr=0.5: 0.8357, recall@top3: 0.8615, prec@top3: 0.7045, recall@top5: 0.9590, prec@top5: 0.4814, loss: 0.0309, grad_norm: 0.1687 2020-12-09 01:22:47,991 - mmaction - INFO - Epoch [15][2180/2305] lr: 1.500e-02, eta: 3:33:27, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0315, recall@thr=0.5: 0.7882, prec@thr=0.5: 0.8415, recall@top3: 0.8666, prec@top3: 0.7031, recall@top5: 0.9575, prec@top5: 0.4788, loss: 0.0315, grad_norm: 0.1639 2020-12-09 01:23:09,797 - mmaction - INFO - Epoch [15][2200/2305] lr: 1.500e-02, eta: 3:33:04, time: 1.090, data_time: 0.001, memory: 8593, loss_action_cls: 0.0326, recall@thr=0.5: 0.7682, prec@thr=0.5: 0.8286, recall@top3: 0.8484, prec@top3: 0.6931, recall@top5: 0.9514, prec@top5: 0.4778, loss: 0.0326, grad_norm: 0.1703 2020-12-09 01:23:31,375 - mmaction - INFO - Epoch [15][2220/2305] lr: 1.500e-02, eta: 3:32:42, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0321, recall@thr=0.5: 0.7770, prec@thr=0.5: 0.8372, recall@top3: 0.8552, prec@top3: 0.6980, recall@top5: 0.9505, prec@top5: 0.4771, loss: 0.0321, grad_norm: 0.1642 2020-12-09 01:23:53,051 - mmaction - INFO - Epoch [15][2240/2305] lr: 1.500e-02, eta: 3:32:20, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7846, prec@thr=0.5: 0.8386, recall@top3: 0.8643, prec@top3: 0.7012, recall@top5: 0.9585, prec@top5: 0.4778, loss: 0.0307, grad_norm: 0.1608 2020-12-09 01:24:14,679 - mmaction - INFO - Epoch [15][2260/2305] lr: 1.500e-02, eta: 3:31:58, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7790, prec@thr=0.5: 0.8362, recall@top3: 0.8603, prec@top3: 0.6923, recall@top5: 0.9533, prec@top5: 0.4718, loss: 0.0319, grad_norm: 0.1614 2020-12-09 01:24:36,285 - mmaction - INFO - Epoch [15][2280/2305] lr: 1.500e-02, eta: 3:31:36, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7816, prec@thr=0.5: 0.8377, recall@top3: 0.8620, prec@top3: 0.6955, recall@top5: 0.9557, prec@top5: 0.4743, loss: 0.0319, grad_norm: 0.1598 2020-12-09 01:24:57,881 - mmaction - INFO - Epoch [15][2300/2305] lr: 1.500e-02, eta: 3:31:14, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0317, recall@thr=0.5: 0.7801, prec@thr=0.5: 0.8352, recall@top3: 0.8557, prec@top3: 0.6970, recall@top5: 0.9530, prec@top5: 0.4778, loss: 0.0317, grad_norm: 0.1604 2020-12-09 01:25:06,180 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-12-09 01:34:12,014 - mmaction - INFO - Evaluating proposal ... 2020-12-09 01:35:20,316 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-09 01:35:20,317 - mmaction - INFO - Evaluating bbox ... 2020-12-09 01:43:34,469 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2525 2020-12-09 01:43:35,599 - mmaction - INFO - Epoch(val) [15][2305] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2525 2020-12-09 01:44:44,846 - mmaction - INFO - Epoch [16][20/2305] lr: 1.500e-03, eta: 3:31:00, time: 3.462, data_time: 2.398, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7817, prec@thr=0.5: 0.8464, recall@top3: 0.8597, prec@top3: 0.7008, recall@top5: 0.9556, prec@top5: 0.4798, loss: 0.0311, grad_norm: 0.1628 2020-12-09 01:45:06,221 - mmaction - INFO - Epoch [16][40/2305] lr: 1.500e-03, eta: 3:30:38, time: 1.068, data_time: 0.004, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7828, prec@thr=0.5: 0.8445, recall@top3: 0.8623, prec@top3: 0.6991, recall@top5: 0.9538, prec@top5: 0.4747, loss: 0.0305, grad_norm: 0.1655 2020-12-09 01:45:27,634 - mmaction - INFO - Epoch [16][60/2305] lr: 1.500e-03, eta: 3:30:16, time: 1.070, data_time: 0.002, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7849, prec@thr=0.5: 0.8334, recall@top3: 0.8607, prec@top3: 0.6886, recall@top5: 0.9507, prec@top5: 0.4669, loss: 0.0312, grad_norm: 0.1608 2020-12-09 01:45:49,103 - mmaction - INFO - Epoch [16][80/2305] lr: 1.500e-03, eta: 3:29:54, time: 1.073, data_time: 0.002, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7881, prec@thr=0.5: 0.8440, recall@top3: 0.8623, prec@top3: 0.6992, recall@top5: 0.9561, prec@top5: 0.4766, loss: 0.0311, grad_norm: 0.1647 2020-12-09 01:46:10,557 - mmaction - INFO - Epoch [16][100/2305] lr: 1.500e-03, eta: 3:29:32, time: 1.073, data_time: 0.002, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7769, prec@thr=0.5: 0.8374, recall@top3: 0.8522, prec@top3: 0.6926, recall@top5: 0.9508, prec@top5: 0.4767, loss: 0.0324, grad_norm: 0.1624 2020-12-09 01:46:32,072 - mmaction - INFO - Epoch [16][120/2305] lr: 1.500e-03, eta: 3:29:09, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0295, recall@thr=0.5: 0.7996, prec@thr=0.5: 0.8520, recall@top3: 0.8674, prec@top3: 0.7068, recall@top5: 0.9570, prec@top5: 0.4794, loss: 0.0295, grad_norm: 0.1543 2020-12-09 01:46:53,637 - mmaction - INFO - Epoch [16][140/2305] lr: 1.500e-03, eta: 3:28:47, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7919, prec@thr=0.5: 0.8547, recall@top3: 0.8648, prec@top3: 0.7045, recall@top5: 0.9553, prec@top5: 0.4780, loss: 0.0308, grad_norm: 0.1565 2020-12-09 01:47:15,135 - mmaction - INFO - Epoch [16][160/2305] lr: 1.500e-03, eta: 3:28:25, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7890, prec@thr=0.5: 0.8490, recall@top3: 0.8592, prec@top3: 0.6975, recall@top5: 0.9530, prec@top5: 0.4762, loss: 0.0308, grad_norm: 0.1642 2020-12-09 01:47:36,688 - mmaction - INFO - Epoch [16][180/2305] lr: 1.500e-03, eta: 3:28:03, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7776, prec@thr=0.5: 0.8471, recall@top3: 0.8562, prec@top3: 0.6888, recall@top5: 0.9520, prec@top5: 0.4714, loss: 0.0316, grad_norm: 0.1615 2020-12-09 01:47:58,209 - mmaction - INFO - Epoch [16][200/2305] lr: 1.500e-03, eta: 3:27:41, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0315, recall@thr=0.5: 0.7905, prec@thr=0.5: 0.8402, recall@top3: 0.8592, prec@top3: 0.6980, recall@top5: 0.9533, prec@top5: 0.4765, loss: 0.0315, grad_norm: 0.1602 2020-12-09 01:48:19,675 - mmaction - INFO - Epoch [16][220/2305] lr: 1.500e-03, eta: 3:27:19, time: 1.074, data_time: 0.002, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.7927, prec@thr=0.5: 0.8523, recall@top3: 0.8666, prec@top3: 0.7043, recall@top5: 0.9546, prec@top5: 0.4775, loss: 0.0302, grad_norm: 0.1562 2020-12-09 01:48:41,214 - mmaction - INFO - Epoch [16][240/2305] lr: 1.500e-03, eta: 3:26:56, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7837, prec@thr=0.5: 0.8511, recall@top3: 0.8576, prec@top3: 0.6987, recall@top5: 0.9557, prec@top5: 0.4790, loss: 0.0310, grad_norm: 0.1626 2020-12-09 01:49:02,802 - mmaction - INFO - Epoch [16][260/2305] lr: 1.500e-03, eta: 3:26:34, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7948, prec@thr=0.5: 0.8484, recall@top3: 0.8637, prec@top3: 0.7072, recall@top5: 0.9557, prec@top5: 0.4831, loss: 0.0312, grad_norm: 0.1569 2020-12-09 01:49:24,381 - mmaction - INFO - Epoch [16][280/2305] lr: 1.500e-03, eta: 3:26:12, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7899, prec@thr=0.5: 0.8409, recall@top3: 0.8666, prec@top3: 0.6846, recall@top5: 0.9553, prec@top5: 0.4642, loss: 0.0306, grad_norm: 0.1587 2020-12-09 01:49:45,906 - mmaction - INFO - Epoch [16][300/2305] lr: 1.500e-03, eta: 3:25:50, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7978, prec@thr=0.5: 0.8453, recall@top3: 0.8630, prec@top3: 0.7022, recall@top5: 0.9596, prec@top5: 0.4816, loss: 0.0301, grad_norm: 0.1600 2020-12-09 01:50:07,462 - mmaction - INFO - Epoch [16][320/2305] lr: 1.500e-03, eta: 3:25:28, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.7913, prec@thr=0.5: 0.8592, recall@top3: 0.8634, prec@top3: 0.7101, recall@top5: 0.9589, prec@top5: 0.4847, loss: 0.0302, grad_norm: 0.1647 2020-12-09 01:50:29,247 - mmaction - INFO - Epoch [16][340/2305] lr: 1.500e-03, eta: 3:25:06, time: 1.090, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7920, prec@thr=0.5: 0.8429, recall@top3: 0.8627, prec@top3: 0.6906, recall@top5: 0.9557, prec@top5: 0.4701, loss: 0.0310, grad_norm: 0.1604 2020-12-09 01:50:50,898 - mmaction - INFO - Epoch [16][360/2305] lr: 1.500e-03, eta: 3:24:44, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.8020, prec@thr=0.5: 0.8561, recall@top3: 0.8688, prec@top3: 0.7133, recall@top5: 0.9629, prec@top5: 0.4852, loss: 0.0302, grad_norm: 0.1617 2020-12-09 01:51:12,444 - mmaction - INFO - Epoch [16][380/2305] lr: 1.500e-03, eta: 3:24:21, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7903, prec@thr=0.5: 0.8474, recall@top3: 0.8742, prec@top3: 0.7026, recall@top5: 0.9576, prec@top5: 0.4724, loss: 0.0301, grad_norm: 0.1623 2020-12-09 01:51:34,004 - mmaction - INFO - Epoch [16][400/2305] lr: 1.500e-03, eta: 3:23:59, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7888, prec@thr=0.5: 0.8468, recall@top3: 0.8593, prec@top3: 0.7054, recall@top5: 0.9615, prec@top5: 0.4863, loss: 0.0308, grad_norm: 0.1586 2020-12-09 01:51:55,710 - mmaction - INFO - Epoch [16][420/2305] lr: 1.500e-03, eta: 3:23:37, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7779, prec@thr=0.5: 0.8359, recall@top3: 0.8566, prec@top3: 0.6938, recall@top5: 0.9542, prec@top5: 0.4754, loss: 0.0313, grad_norm: 0.1633 2020-12-09 01:52:17,327 - mmaction - INFO - Epoch [16][440/2305] lr: 1.500e-03, eta: 3:23:15, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7881, prec@thr=0.5: 0.8471, recall@top3: 0.8628, prec@top3: 0.6992, recall@top5: 0.9548, prec@top5: 0.4758, loss: 0.0309, grad_norm: 0.1656 2020-12-09 01:52:38,907 - mmaction - INFO - Epoch [16][460/2305] lr: 1.500e-03, eta: 3:22:53, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0317, recall@thr=0.5: 0.7828, prec@thr=0.5: 0.8380, recall@top3: 0.8581, prec@top3: 0.6969, recall@top5: 0.9519, prec@top5: 0.4742, loss: 0.0317, grad_norm: 0.1627 2020-12-09 01:53:00,482 - mmaction - INFO - Epoch [16][480/2305] lr: 1.500e-03, eta: 3:22:31, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0317, recall@thr=0.5: 0.7851, prec@thr=0.5: 0.8405, recall@top3: 0.8600, prec@top3: 0.7025, recall@top5: 0.9568, prec@top5: 0.4796, loss: 0.0317, grad_norm: 0.1654 2020-12-09 01:53:22,337 - mmaction - INFO - Epoch [16][500/2305] lr: 1.500e-03, eta: 3:22:09, time: 1.092, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7917, prec@thr=0.5: 0.8502, recall@top3: 0.8634, prec@top3: 0.7104, recall@top5: 0.9593, prec@top5: 0.4849, loss: 0.0309, grad_norm: 0.1629 2020-12-09 01:53:44,014 - mmaction - INFO - Epoch [16][520/2305] lr: 1.500e-03, eta: 3:21:47, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7928, prec@thr=0.5: 0.8524, recall@top3: 0.8736, prec@top3: 0.7008, recall@top5: 0.9594, prec@top5: 0.4738, loss: 0.0301, grad_norm: 0.1556 2020-12-09 01:54:05,590 - mmaction - INFO - Epoch [16][540/2305] lr: 1.500e-03, eta: 3:21:24, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7837, prec@thr=0.5: 0.8356, recall@top3: 0.8588, prec@top3: 0.6923, recall@top5: 0.9547, prec@top5: 0.4731, loss: 0.0308, grad_norm: 0.1638 2020-12-09 01:54:27,343 - mmaction - INFO - Epoch [16][560/2305] lr: 1.500e-03, eta: 3:21:02, time: 1.088, data_time: 0.001, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7847, prec@thr=0.5: 0.8494, recall@top3: 0.8663, prec@top3: 0.6973, recall@top5: 0.9541, prec@top5: 0.4727, loss: 0.0304, grad_norm: 0.1612 2020-12-09 01:54:48,925 - mmaction - INFO - Epoch [16][580/2305] lr: 1.500e-03, eta: 3:20:40, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7951, prec@thr=0.5: 0.8513, recall@top3: 0.8682, prec@top3: 0.6978, recall@top5: 0.9550, prec@top5: 0.4701, loss: 0.0304, grad_norm: 0.1576 2020-12-09 01:55:10,575 - mmaction - INFO - Epoch [16][600/2305] lr: 1.500e-03, eta: 3:20:18, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7911, prec@thr=0.5: 0.8498, recall@top3: 0.8653, prec@top3: 0.7039, recall@top5: 0.9544, prec@top5: 0.4752, loss: 0.0305, grad_norm: 0.1597 2020-12-09 01:55:32,164 - mmaction - INFO - Epoch [16][620/2305] lr: 1.500e-03, eta: 3:19:56, time: 1.079, data_time: 0.003, memory: 8593, loss_action_cls: 0.0289, recall@thr=0.5: 0.7979, prec@thr=0.5: 0.8477, recall@top3: 0.8690, prec@top3: 0.7029, recall@top5: 0.9596, prec@top5: 0.4768, loss: 0.0289, grad_norm: 0.1608 2020-12-09 01:55:53,795 - mmaction - INFO - Epoch [16][640/2305] lr: 1.500e-03, eta: 3:19:34, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7869, prec@thr=0.5: 0.8480, recall@top3: 0.8653, prec@top3: 0.6975, recall@top5: 0.9565, prec@top5: 0.4737, loss: 0.0306, grad_norm: 0.1633 2020-12-09 01:56:15,642 - mmaction - INFO - Epoch [16][660/2305] lr: 1.500e-03, eta: 3:19:12, time: 1.094, data_time: 0.002, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.7970, prec@thr=0.5: 0.8502, recall@top3: 0.8670, prec@top3: 0.7023, recall@top5: 0.9573, prec@top5: 0.4787, loss: 0.0300, grad_norm: 0.1582 2020-12-09 01:56:37,228 - mmaction - INFO - Epoch [16][680/2305] lr: 1.500e-03, eta: 3:18:50, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7827, prec@thr=0.5: 0.8394, recall@top3: 0.8525, prec@top3: 0.6999, recall@top5: 0.9525, prec@top5: 0.4816, loss: 0.0313, grad_norm: 0.1697 2020-12-09 01:56:58,863 - mmaction - INFO - Epoch [16][700/2305] lr: 1.500e-03, eta: 3:18:28, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0295, recall@thr=0.5: 0.7987, prec@thr=0.5: 0.8490, recall@top3: 0.8622, prec@top3: 0.7032, recall@top5: 0.9574, prec@top5: 0.4800, loss: 0.0295, grad_norm: 0.1612 2020-12-09 01:57:20,401 - mmaction - INFO - Epoch [16][720/2305] lr: 1.500e-03, eta: 3:18:05, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7897, prec@thr=0.5: 0.8404, recall@top3: 0.8649, prec@top3: 0.6990, recall@top5: 0.9548, prec@top5: 0.4735, loss: 0.0308, grad_norm: 0.1644 2020-12-09 01:57:41,991 - mmaction - INFO - Epoch [16][740/2305] lr: 1.500e-03, eta: 3:17:43, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7872, prec@thr=0.5: 0.8544, recall@top3: 0.8640, prec@top3: 0.7096, recall@top5: 0.9584, prec@top5: 0.4840, loss: 0.0307, grad_norm: 0.1608 2020-12-09 01:58:03,579 - mmaction - INFO - Epoch [16][760/2305] lr: 1.500e-03, eta: 3:17:21, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7832, prec@thr=0.5: 0.8407, recall@top3: 0.8559, prec@top3: 0.7071, recall@top5: 0.9535, prec@top5: 0.4831, loss: 0.0323, grad_norm: 0.1586 2020-12-09 01:58:25,198 - mmaction - INFO - Epoch [16][780/2305] lr: 1.500e-03, eta: 3:16:59, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7985, prec@thr=0.5: 0.8509, recall@top3: 0.8654, prec@top3: 0.7079, recall@top5: 0.9579, prec@top5: 0.4812, loss: 0.0301, grad_norm: 0.1574 2020-12-09 01:58:46,691 - mmaction - INFO - Epoch [16][800/2305] lr: 1.500e-03, eta: 3:16:37, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7772, prec@thr=0.5: 0.8386, recall@top3: 0.8570, prec@top3: 0.6975, recall@top5: 0.9544, prec@top5: 0.4767, loss: 0.0316, grad_norm: 0.1691 2020-12-09 01:59:08,338 - mmaction - INFO - Epoch [16][820/2305] lr: 1.500e-03, eta: 3:16:15, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7887, prec@thr=0.5: 0.8440, recall@top3: 0.8657, prec@top3: 0.6957, recall@top5: 0.9555, prec@top5: 0.4725, loss: 0.0305, grad_norm: 0.1647 2020-12-09 01:59:29,847 - mmaction - INFO - Epoch [16][840/2305] lr: 1.500e-03, eta: 3:15:53, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7850, prec@thr=0.5: 0.8392, recall@top3: 0.8640, prec@top3: 0.6981, recall@top5: 0.9530, prec@top5: 0.4737, loss: 0.0307, grad_norm: 0.1624 2020-12-09 01:59:51,443 - mmaction - INFO - Epoch [16][860/2305] lr: 1.500e-03, eta: 3:15:31, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7857, prec@thr=0.5: 0.8493, recall@top3: 0.8619, prec@top3: 0.7030, recall@top5: 0.9553, prec@top5: 0.4789, loss: 0.0312, grad_norm: 0.1630 2020-12-09 02:00:12,952 - mmaction - INFO - Epoch [16][880/2305] lr: 1.500e-03, eta: 3:15:08, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7879, prec@thr=0.5: 0.8460, recall@top3: 0.8666, prec@top3: 0.6964, recall@top5: 0.9548, prec@top5: 0.4725, loss: 0.0307, grad_norm: 0.1635 2020-12-09 02:00:34,544 - mmaction - INFO - Epoch [16][900/2305] lr: 1.500e-03, eta: 3:14:46, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7913, prec@thr=0.5: 0.8425, recall@top3: 0.8672, prec@top3: 0.6933, recall@top5: 0.9590, prec@top5: 0.4712, loss: 0.0305, grad_norm: 0.1646 2020-12-09 02:00:56,133 - mmaction - INFO - Epoch [16][920/2305] lr: 1.500e-03, eta: 3:14:24, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7848, prec@thr=0.5: 0.8502, recall@top3: 0.8649, prec@top3: 0.7004, recall@top5: 0.9574, prec@top5: 0.4773, loss: 0.0312, grad_norm: 0.1642 2020-12-09 02:01:17,710 - mmaction - INFO - Epoch [16][940/2305] lr: 1.500e-03, eta: 3:14:02, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7866, prec@thr=0.5: 0.8428, recall@top3: 0.8605, prec@top3: 0.6968, recall@top5: 0.9512, prec@top5: 0.4736, loss: 0.0311, grad_norm: 0.1680 2020-12-09 02:01:39,362 - mmaction - INFO - Epoch [16][960/2305] lr: 1.500e-03, eta: 3:13:40, time: 1.084, data_time: 0.004, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7917, prec@thr=0.5: 0.8466, recall@top3: 0.8614, prec@top3: 0.7102, recall@top5: 0.9568, prec@top5: 0.4856, loss: 0.0313, grad_norm: 0.1613 2020-12-09 02:02:01,021 - mmaction - INFO - Epoch [16][980/2305] lr: 1.500e-03, eta: 3:13:18, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7963, prec@thr=0.5: 0.8478, recall@top3: 0.8694, prec@top3: 0.7036, recall@top5: 0.9558, prec@top5: 0.4747, loss: 0.0306, grad_norm: 0.1596 2020-12-09 02:02:22,575 - mmaction - INFO - Epoch [16][1000/2305] lr: 1.500e-03, eta: 3:12:56, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7876, prec@thr=0.5: 0.8443, recall@top3: 0.8623, prec@top3: 0.7073, recall@top5: 0.9569, prec@top5: 0.4839, loss: 0.0309, grad_norm: 0.1644 2020-12-09 02:02:44,113 - mmaction - INFO - Epoch [16][1020/2305] lr: 1.500e-03, eta: 3:12:34, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7938, prec@thr=0.5: 0.8536, recall@top3: 0.8661, prec@top3: 0.7069, recall@top5: 0.9594, prec@top5: 0.4811, loss: 0.0301, grad_norm: 0.1590 2020-12-09 02:03:05,701 - mmaction - INFO - Epoch [16][1040/2305] lr: 1.500e-03, eta: 3:12:11, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7833, prec@thr=0.5: 0.8388, recall@top3: 0.8590, prec@top3: 0.6931, recall@top5: 0.9548, prec@top5: 0.4747, loss: 0.0314, grad_norm: 0.1674 2020-12-09 02:03:27,261 - mmaction - INFO - Epoch [16][1060/2305] lr: 1.500e-03, eta: 3:11:49, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7973, prec@thr=0.5: 0.8458, recall@top3: 0.8702, prec@top3: 0.6996, recall@top5: 0.9555, prec@top5: 0.4725, loss: 0.0308, grad_norm: 0.1630 2020-12-09 02:03:48,741 - mmaction - INFO - Epoch [16][1080/2305] lr: 1.500e-03, eta: 3:11:27, time: 1.075, data_time: 0.002, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7824, prec@thr=0.5: 0.8458, recall@top3: 0.8611, prec@top3: 0.7051, recall@top5: 0.9546, prec@top5: 0.4809, loss: 0.0307, grad_norm: 0.1653 2020-12-09 02:04:10,420 - mmaction - INFO - Epoch [16][1100/2305] lr: 1.500e-03, eta: 3:11:05, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.8006, prec@thr=0.5: 0.8516, recall@top3: 0.8679, prec@top3: 0.7014, recall@top5: 0.9580, prec@top5: 0.4760, loss: 0.0300, grad_norm: 0.1600 2020-12-09 02:04:32,022 - mmaction - INFO - Epoch [16][1120/2305] lr: 1.500e-03, eta: 3:10:43, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0296, recall@thr=0.5: 0.7969, prec@thr=0.5: 0.8504, recall@top3: 0.8698, prec@top3: 0.6978, recall@top5: 0.9594, prec@top5: 0.4733, loss: 0.0296, grad_norm: 0.1610 2020-12-09 02:04:53,624 - mmaction - INFO - Epoch [16][1140/2305] lr: 1.500e-03, eta: 3:10:21, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.7828, prec@thr=0.5: 0.8511, recall@top3: 0.8641, prec@top3: 0.7005, recall@top5: 0.9581, prec@top5: 0.4772, loss: 0.0302, grad_norm: 0.1607 2020-12-09 02:05:15,039 - mmaction - INFO - Epoch [16][1160/2305] lr: 1.500e-03, eta: 3:09:59, time: 1.072, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7875, prec@thr=0.5: 0.8473, recall@top3: 0.8638, prec@top3: 0.7119, recall@top5: 0.9578, prec@top5: 0.4856, loss: 0.0305, grad_norm: 0.1655 2020-12-09 02:05:36,712 - mmaction - INFO - Epoch [16][1180/2305] lr: 1.500e-03, eta: 3:09:37, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7919, prec@thr=0.5: 0.8453, recall@top3: 0.8642, prec@top3: 0.6955, recall@top5: 0.9497, prec@top5: 0.4685, loss: 0.0309, grad_norm: 0.1567 2020-12-09 02:05:58,473 - mmaction - INFO - Epoch [16][1200/2305] lr: 1.500e-03, eta: 3:09:15, time: 1.088, data_time: 0.002, memory: 8593, loss_action_cls: 0.0315, recall@thr=0.5: 0.7788, prec@thr=0.5: 0.8554, recall@top3: 0.8590, prec@top3: 0.7028, recall@top5: 0.9562, prec@top5: 0.4819, loss: 0.0315, grad_norm: 0.1614 2020-12-09 02:06:19,963 - mmaction - INFO - Epoch [16][1220/2305] lr: 1.500e-03, eta: 3:08:52, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0294, recall@thr=0.5: 0.7967, prec@thr=0.5: 0.8446, recall@top3: 0.8661, prec@top3: 0.7079, recall@top5: 0.9591, prec@top5: 0.4817, loss: 0.0294, grad_norm: 0.1635 2020-12-09 02:06:41,577 - mmaction - INFO - Epoch [16][1240/2305] lr: 1.500e-03, eta: 3:08:30, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0293, recall@thr=0.5: 0.8054, prec@thr=0.5: 0.8544, recall@top3: 0.8694, prec@top3: 0.7070, recall@top5: 0.9583, prec@top5: 0.4800, loss: 0.0293, grad_norm: 0.1667 2020-12-09 02:07:03,275 - mmaction - INFO - Epoch [16][1260/2305] lr: 1.500e-03, eta: 3:08:08, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7906, prec@thr=0.5: 0.8454, recall@top3: 0.8669, prec@top3: 0.6999, recall@top5: 0.9566, prec@top5: 0.4747, loss: 0.0305, grad_norm: 0.1639 2020-12-09 02:07:24,967 - mmaction - INFO - Epoch [16][1280/2305] lr: 1.500e-03, eta: 3:07:46, time: 1.086, data_time: 0.002, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7944, prec@thr=0.5: 0.8508, recall@top3: 0.8606, prec@top3: 0.6908, recall@top5: 0.9526, prec@top5: 0.4705, loss: 0.0311, grad_norm: 0.1638 2020-12-09 02:07:46,718 - mmaction - INFO - Epoch [16][1300/2305] lr: 1.500e-03, eta: 3:07:24, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7900, prec@thr=0.5: 0.8463, recall@top3: 0.8661, prec@top3: 0.7023, recall@top5: 0.9577, prec@top5: 0.4780, loss: 0.0304, grad_norm: 0.1637 2020-12-09 02:08:08,374 - mmaction - INFO - Epoch [16][1320/2305] lr: 1.500e-03, eta: 3:07:02, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7911, prec@thr=0.5: 0.8511, recall@top3: 0.8581, prec@top3: 0.7066, recall@top5: 0.9559, prec@top5: 0.4844, loss: 0.0301, grad_norm: 0.1596 2020-12-09 02:08:30,085 - mmaction - INFO - Epoch [16][1340/2305] lr: 1.500e-03, eta: 3:06:40, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7849, prec@thr=0.5: 0.8467, recall@top3: 0.8551, prec@top3: 0.7000, recall@top5: 0.9494, prec@top5: 0.4782, loss: 0.0323, grad_norm: 0.1600 2020-12-09 02:08:51,725 - mmaction - INFO - Epoch [16][1360/2305] lr: 1.500e-03, eta: 3:06:18, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7869, prec@thr=0.5: 0.8412, recall@top3: 0.8606, prec@top3: 0.7083, recall@top5: 0.9557, prec@top5: 0.4836, loss: 0.0312, grad_norm: 0.1621 2020-12-09 02:09:13,402 - mmaction - INFO - Epoch [16][1380/2305] lr: 1.500e-03, eta: 3:05:56, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7886, prec@thr=0.5: 0.8426, recall@top3: 0.8655, prec@top3: 0.6927, recall@top5: 0.9594, prec@top5: 0.4733, loss: 0.0306, grad_norm: 0.1641 2020-12-09 02:09:35,086 - mmaction - INFO - Epoch [16][1400/2305] lr: 1.500e-03, eta: 3:05:34, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7959, prec@thr=0.5: 0.8458, recall@top3: 0.8692, prec@top3: 0.7100, recall@top5: 0.9580, prec@top5: 0.4811, loss: 0.0303, grad_norm: 0.1567 2020-12-09 02:09:56,627 - mmaction - INFO - Epoch [16][1420/2305] lr: 1.500e-03, eta: 3:05:12, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7910, prec@thr=0.5: 0.8505, recall@top3: 0.8668, prec@top3: 0.7082, recall@top5: 0.9602, prec@top5: 0.4819, loss: 0.0305, grad_norm: 0.1598 2020-12-09 02:10:18,279 - mmaction - INFO - Epoch [16][1440/2305] lr: 1.500e-03, eta: 3:04:49, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7937, prec@thr=0.5: 0.8495, recall@top3: 0.8610, prec@top3: 0.7164, recall@top5: 0.9551, prec@top5: 0.4885, loss: 0.0311, grad_norm: 0.1603 2020-12-09 02:10:40,046 - mmaction - INFO - Epoch [16][1460/2305] lr: 1.500e-03, eta: 3:04:27, time: 1.090, data_time: 0.002, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7859, prec@thr=0.5: 0.8360, recall@top3: 0.8616, prec@top3: 0.6976, recall@top5: 0.9579, prec@top5: 0.4779, loss: 0.0310, grad_norm: 0.1640 2020-12-09 02:11:01,644 - mmaction - INFO - Epoch [16][1480/2305] lr: 1.500e-03, eta: 3:04:05, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7887, prec@thr=0.5: 0.8387, recall@top3: 0.8543, prec@top3: 0.7013, recall@top5: 0.9549, prec@top5: 0.4831, loss: 0.0310, grad_norm: 0.1659 2020-12-09 02:11:23,160 - mmaction - INFO - Epoch [16][1500/2305] lr: 1.500e-03, eta: 3:03:43, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7812, prec@thr=0.5: 0.8414, recall@top3: 0.8644, prec@top3: 0.7027, recall@top5: 0.9590, prec@top5: 0.4795, loss: 0.0304, grad_norm: 0.1689 2020-12-09 02:11:44,804 - mmaction - INFO - Epoch [16][1520/2305] lr: 1.500e-03, eta: 3:03:21, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7921, prec@thr=0.5: 0.8398, recall@top3: 0.8618, prec@top3: 0.6985, recall@top5: 0.9558, prec@top5: 0.4775, loss: 0.0309, grad_norm: 0.1652 2020-12-09 02:12:06,296 - mmaction - INFO - Epoch [16][1540/2305] lr: 1.500e-03, eta: 3:02:59, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7846, prec@thr=0.5: 0.8398, recall@top3: 0.8615, prec@top3: 0.6922, recall@top5: 0.9520, prec@top5: 0.4687, loss: 0.0308, grad_norm: 0.1621 2020-12-09 02:12:27,896 - mmaction - INFO - Epoch [16][1560/2305] lr: 1.500e-03, eta: 3:02:37, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7883, prec@thr=0.5: 0.8424, recall@top3: 0.8602, prec@top3: 0.7016, recall@top5: 0.9541, prec@top5: 0.4784, loss: 0.0310, grad_norm: 0.1629 2020-12-09 02:12:49,394 - mmaction - INFO - Epoch [16][1580/2305] lr: 1.500e-03, eta: 3:02:15, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0296, recall@thr=0.5: 0.7976, prec@thr=0.5: 0.8514, recall@top3: 0.8729, prec@top3: 0.7000, recall@top5: 0.9564, prec@top5: 0.4705, loss: 0.0296, grad_norm: 0.1623 2020-12-09 02:13:10,904 - mmaction - INFO - Epoch [16][1600/2305] lr: 1.500e-03, eta: 3:01:53, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7963, prec@thr=0.5: 0.8560, recall@top3: 0.8640, prec@top3: 0.7069, recall@top5: 0.9575, prec@top5: 0.4827, loss: 0.0301, grad_norm: 0.1653 2020-12-09 02:13:32,562 - mmaction - INFO - Epoch [16][1620/2305] lr: 1.500e-03, eta: 3:01:31, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7950, prec@thr=0.5: 0.8382, recall@top3: 0.8634, prec@top3: 0.6983, recall@top5: 0.9565, prec@top5: 0.4757, loss: 0.0303, grad_norm: 0.1614 2020-12-09 02:13:54,259 - mmaction - INFO - Epoch [16][1640/2305] lr: 1.500e-03, eta: 3:01:08, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7857, prec@thr=0.5: 0.8433, recall@top3: 0.8629, prec@top3: 0.7074, recall@top5: 0.9582, prec@top5: 0.4829, loss: 0.0314, grad_norm: 0.1625 2020-12-09 02:14:15,997 - mmaction - INFO - Epoch [16][1660/2305] lr: 1.500e-03, eta: 3:00:46, time: 1.087, data_time: 0.002, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7876, prec@thr=0.5: 0.8494, recall@top3: 0.8632, prec@top3: 0.7018, recall@top5: 0.9579, prec@top5: 0.4790, loss: 0.0308, grad_norm: 0.1626 2020-12-09 02:14:37,614 - mmaction - INFO - Epoch [16][1680/2305] lr: 1.500e-03, eta: 3:00:24, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0298, recall@thr=0.5: 0.7994, prec@thr=0.5: 0.8483, recall@top3: 0.8676, prec@top3: 0.7040, recall@top5: 0.9572, prec@top5: 0.4782, loss: 0.0298, grad_norm: 0.1557 2020-12-09 02:14:59,315 - mmaction - INFO - Epoch [16][1700/2305] lr: 1.500e-03, eta: 3:00:02, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7912, prec@thr=0.5: 0.8486, recall@top3: 0.8611, prec@top3: 0.6970, recall@top5: 0.9526, prec@top5: 0.4756, loss: 0.0314, grad_norm: 0.1641 2020-12-09 02:15:20,924 - mmaction - INFO - Epoch [16][1720/2305] lr: 1.500e-03, eta: 2:59:40, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.7992, prec@thr=0.5: 0.8544, recall@top3: 0.8688, prec@top3: 0.7035, recall@top5: 0.9563, prec@top5: 0.4761, loss: 0.0299, grad_norm: 0.1597 2020-12-09 02:15:42,490 - mmaction - INFO - Epoch [16][1740/2305] lr: 1.500e-03, eta: 2:59:18, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7910, prec@thr=0.5: 0.8589, recall@top3: 0.8656, prec@top3: 0.7131, recall@top5: 0.9608, prec@top5: 0.4880, loss: 0.0303, grad_norm: 0.1636 2020-12-09 02:16:04,186 - mmaction - INFO - Epoch [16][1760/2305] lr: 1.500e-03, eta: 2:58:56, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7965, prec@thr=0.5: 0.8441, recall@top3: 0.8667, prec@top3: 0.6994, recall@top5: 0.9571, prec@top5: 0.4759, loss: 0.0301, grad_norm: 0.1629 2020-12-09 02:16:25,844 - mmaction - INFO - Epoch [16][1780/2305] lr: 1.500e-03, eta: 2:58:34, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7812, prec@thr=0.5: 0.8358, recall@top3: 0.8620, prec@top3: 0.6970, recall@top5: 0.9546, prec@top5: 0.4748, loss: 0.0310, grad_norm: 0.1623 2020-12-09 02:16:47,510 - mmaction - INFO - Epoch [16][1800/2305] lr: 1.500e-03, eta: 2:58:12, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7902, prec@thr=0.5: 0.8404, recall@top3: 0.8693, prec@top3: 0.6926, recall@top5: 0.9577, prec@top5: 0.4694, loss: 0.0307, grad_norm: 0.1697 2020-12-09 02:17:09,262 - mmaction - INFO - Epoch [16][1820/2305] lr: 1.500e-03, eta: 2:57:50, time: 1.086, data_time: 0.002, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7946, prec@thr=0.5: 0.8497, recall@top3: 0.8674, prec@top3: 0.7077, recall@top5: 0.9601, prec@top5: 0.4822, loss: 0.0304, grad_norm: 0.1647 2020-12-09 02:17:30,911 - mmaction - INFO - Epoch [16][1840/2305] lr: 1.500e-03, eta: 2:57:28, time: 1.084, data_time: 0.003, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7894, prec@thr=0.5: 0.8471, recall@top3: 0.8602, prec@top3: 0.6957, recall@top5: 0.9574, prec@top5: 0.4759, loss: 0.0303, grad_norm: 0.1652 2020-12-09 02:17:52,567 - mmaction - INFO - Epoch [16][1860/2305] lr: 1.500e-03, eta: 2:57:06, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7917, prec@thr=0.5: 0.8497, recall@top3: 0.8675, prec@top3: 0.7012, recall@top5: 0.9588, prec@top5: 0.4765, loss: 0.0304, grad_norm: 0.1628 2020-12-09 02:18:14,312 - mmaction - INFO - Epoch [16][1880/2305] lr: 1.500e-03, eta: 2:56:44, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7891, prec@thr=0.5: 0.8456, recall@top3: 0.8658, prec@top3: 0.7031, recall@top5: 0.9597, prec@top5: 0.4785, loss: 0.0304, grad_norm: 0.1622 2020-12-09 02:18:36,002 - mmaction - INFO - Epoch [16][1900/2305] lr: 1.500e-03, eta: 2:56:22, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7798, prec@thr=0.5: 0.8478, recall@top3: 0.8570, prec@top3: 0.6969, recall@top5: 0.9542, prec@top5: 0.4784, loss: 0.0318, grad_norm: 0.1645 2020-12-09 02:18:57,522 - mmaction - INFO - Epoch [16][1920/2305] lr: 1.500e-03, eta: 2:55:59, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0295, recall@thr=0.5: 0.7915, prec@thr=0.5: 0.8543, recall@top3: 0.8697, prec@top3: 0.7084, recall@top5: 0.9573, prec@top5: 0.4785, loss: 0.0295, grad_norm: 0.1619 2020-12-09 02:19:19,273 - mmaction - INFO - Epoch [16][1940/2305] lr: 1.500e-03, eta: 2:55:37, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0315, recall@thr=0.5: 0.7917, prec@thr=0.5: 0.8333, recall@top3: 0.8572, prec@top3: 0.6920, recall@top5: 0.9537, prec@top5: 0.4741, loss: 0.0315, grad_norm: 0.1654 2020-12-09 02:19:41,040 - mmaction - INFO - Epoch [16][1960/2305] lr: 1.500e-03, eta: 2:55:15, time: 1.089, data_time: 0.002, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7924, prec@thr=0.5: 0.8499, recall@top3: 0.8615, prec@top3: 0.7022, recall@top5: 0.9568, prec@top5: 0.4800, loss: 0.0309, grad_norm: 0.1626 2020-12-09 02:20:02,521 - mmaction - INFO - Epoch [16][1980/2305] lr: 1.500e-03, eta: 2:54:53, time: 1.074, data_time: 0.002, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7856, prec@thr=0.5: 0.8447, recall@top3: 0.8598, prec@top3: 0.6990, recall@top5: 0.9577, prec@top5: 0.4783, loss: 0.0312, grad_norm: 0.1565 2020-12-09 02:20:24,183 - mmaction - INFO - Epoch [16][2000/2305] lr: 1.500e-03, eta: 2:54:31, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7839, prec@thr=0.5: 0.8384, recall@top3: 0.8536, prec@top3: 0.7053, recall@top5: 0.9489, prec@top5: 0.4813, loss: 0.0323, grad_norm: 0.1674 2020-12-09 02:20:45,938 - mmaction - INFO - Epoch [16][2020/2305] lr: 1.500e-03, eta: 2:54:09, time: 1.087, data_time: 0.002, memory: 8593, loss_action_cls: 0.0298, recall@thr=0.5: 0.7999, prec@thr=0.5: 0.8458, recall@top3: 0.8672, prec@top3: 0.7030, recall@top5: 0.9597, prec@top5: 0.4808, loss: 0.0298, grad_norm: 0.1659 2020-12-09 02:21:07,507 - mmaction - INFO - Epoch [16][2040/2305] lr: 1.500e-03, eta: 2:53:47, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7893, prec@thr=0.5: 0.8446, recall@top3: 0.8676, prec@top3: 0.6954, recall@top5: 0.9557, prec@top5: 0.4706, loss: 0.0306, grad_norm: 0.1651 2020-12-09 02:21:29,252 - mmaction - INFO - Epoch [16][2060/2305] lr: 1.500e-03, eta: 2:53:25, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7885, prec@thr=0.5: 0.8507, recall@top3: 0.8643, prec@top3: 0.6934, recall@top5: 0.9550, prec@top5: 0.4714, loss: 0.0304, grad_norm: 0.1603 2020-12-09 02:21:51,015 - mmaction - INFO - Epoch [16][2080/2305] lr: 1.500e-03, eta: 2:53:03, time: 1.088, data_time: 0.002, memory: 8593, loss_action_cls: 0.0298, recall@thr=0.5: 0.7964, prec@thr=0.5: 0.8544, recall@top3: 0.8720, prec@top3: 0.6999, recall@top5: 0.9613, prec@top5: 0.4741, loss: 0.0298, grad_norm: 0.1680 2020-12-09 02:22:12,458 - mmaction - INFO - Epoch [16][2100/2305] lr: 1.500e-03, eta: 2:52:41, time: 1.072, data_time: 0.001, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7877, prec@thr=0.5: 0.8463, recall@top3: 0.8645, prec@top3: 0.7017, recall@top5: 0.9546, prec@top5: 0.4765, loss: 0.0304, grad_norm: 0.1669 2020-12-09 02:22:34,126 - mmaction - INFO - Epoch [16][2120/2305] lr: 1.500e-03, eta: 2:52:19, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7963, prec@thr=0.5: 0.8530, recall@top3: 0.8640, prec@top3: 0.7074, recall@top5: 0.9558, prec@top5: 0.4803, loss: 0.0305, grad_norm: 0.1640 2020-12-09 02:22:55,810 - mmaction - INFO - Epoch [16][2140/2305] lr: 1.500e-03, eta: 2:51:57, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0315, recall@thr=0.5: 0.7931, prec@thr=0.5: 0.8427, recall@top3: 0.8569, prec@top3: 0.7029, recall@top5: 0.9525, prec@top5: 0.4822, loss: 0.0315, grad_norm: 0.1677 2020-12-09 02:23:17,629 - mmaction - INFO - Epoch [16][2160/2305] lr: 1.500e-03, eta: 2:51:35, time: 1.092, data_time: 0.002, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7866, prec@thr=0.5: 0.8505, recall@top3: 0.8637, prec@top3: 0.7059, recall@top5: 0.9597, prec@top5: 0.4820, loss: 0.0306, grad_norm: 0.1646 2020-12-09 02:23:39,142 - mmaction - INFO - Epoch [16][2180/2305] lr: 1.500e-03, eta: 2:51:12, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0298, recall@thr=0.5: 0.7999, prec@thr=0.5: 0.8457, recall@top3: 0.8639, prec@top3: 0.7030, recall@top5: 0.9564, prec@top5: 0.4788, loss: 0.0298, grad_norm: 0.1623 2020-12-09 02:24:00,893 - mmaction - INFO - Epoch [16][2200/2305] lr: 1.500e-03, eta: 2:50:50, time: 1.088, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7914, prec@thr=0.5: 0.8487, recall@top3: 0.8701, prec@top3: 0.6998, recall@top5: 0.9593, prec@top5: 0.4740, loss: 0.0305, grad_norm: 0.1662 2020-12-09 02:24:22,434 - mmaction - INFO - Epoch [16][2220/2305] lr: 1.500e-03, eta: 2:50:28, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7952, prec@thr=0.5: 0.8554, recall@top3: 0.8630, prec@top3: 0.7006, recall@top5: 0.9574, prec@top5: 0.4771, loss: 0.0308, grad_norm: 0.1595 2020-12-09 02:24:44,038 - mmaction - INFO - Epoch [16][2240/2305] lr: 1.500e-03, eta: 2:50:06, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7962, prec@thr=0.5: 0.8480, recall@top3: 0.8664, prec@top3: 0.6962, recall@top5: 0.9552, prec@top5: 0.4707, loss: 0.0301, grad_norm: 0.1618 2020-12-09 02:25:05,653 - mmaction - INFO - Epoch [16][2260/2305] lr: 1.500e-03, eta: 2:49:44, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7885, prec@thr=0.5: 0.8482, recall@top3: 0.8567, prec@top3: 0.7030, recall@top5: 0.9574, prec@top5: 0.4839, loss: 0.0309, grad_norm: 0.1634 2020-12-09 02:25:27,325 - mmaction - INFO - Epoch [16][2280/2305] lr: 1.500e-03, eta: 2:49:22, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7922, prec@thr=0.5: 0.8469, recall@top3: 0.8665, prec@top3: 0.7052, recall@top5: 0.9540, prec@top5: 0.4761, loss: 0.0301, grad_norm: 0.1684 2020-12-09 02:25:48,777 - mmaction - INFO - Epoch [16][2300/2305] lr: 1.500e-03, eta: 2:49:00, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7998, prec@thr=0.5: 0.8458, recall@top3: 0.8671, prec@top3: 0.6951, recall@top5: 0.9560, prec@top5: 0.4713, loss: 0.0301, grad_norm: 0.1637 2020-12-09 02:25:57,383 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-12-09 02:35:06,198 - mmaction - INFO - Evaluating proposal ... 2020-12-09 02:36:13,475 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-09 02:36:13,476 - mmaction - INFO - Evaluating bbox ... 2020-12-09 02:44:31,818 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2526 2020-12-09 02:44:32,959 - mmaction - INFO - Epoch(val) [16][2305] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2526 2020-12-09 02:45:42,349 - mmaction - INFO - Epoch [17][20/2305] lr: 1.500e-03, eta: 2:48:43, time: 3.465, data_time: 2.406, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7850, prec@thr=0.5: 0.8413, recall@top3: 0.8621, prec@top3: 0.6917, recall@top5: 0.9533, prec@top5: 0.4690, loss: 0.0310, grad_norm: 0.1647 2020-12-09 02:46:03,742 - mmaction - INFO - Epoch [17][40/2305] lr: 1.500e-03, eta: 2:48:21, time: 1.070, data_time: 0.004, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.7911, prec@thr=0.5: 0.8509, recall@top3: 0.8642, prec@top3: 0.6982, recall@top5: 0.9565, prec@top5: 0.4760, loss: 0.0300, grad_norm: 0.1666 2020-12-09 02:46:25,347 - mmaction - INFO - Epoch [17][60/2305] lr: 1.500e-03, eta: 2:47:59, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7918, prec@thr=0.5: 0.8495, recall@top3: 0.8595, prec@top3: 0.6956, recall@top5: 0.9524, prec@top5: 0.4749, loss: 0.0307, grad_norm: 0.1619 2020-12-09 02:46:46,873 - mmaction - INFO - Epoch [17][80/2305] lr: 1.500e-03, eta: 2:47:37, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0292, recall@thr=0.5: 0.7986, prec@thr=0.5: 0.8501, recall@top3: 0.8666, prec@top3: 0.6917, recall@top5: 0.9601, prec@top5: 0.4721, loss: 0.0292, grad_norm: 0.1659 2020-12-09 02:47:08,334 - mmaction - INFO - Epoch [17][100/2305] lr: 1.500e-03, eta: 2:47:14, time: 1.072, data_time: 0.001, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.7925, prec@thr=0.5: 0.8476, recall@top3: 0.8659, prec@top3: 0.7054, recall@top5: 0.9582, prec@top5: 0.4794, loss: 0.0300, grad_norm: 0.1628 2020-12-09 02:47:29,856 - mmaction - INFO - Epoch [17][120/2305] lr: 1.500e-03, eta: 2:46:52, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7830, prec@thr=0.5: 0.8439, recall@top3: 0.8593, prec@top3: 0.7075, recall@top5: 0.9558, prec@top5: 0.4840, loss: 0.0318, grad_norm: 0.1697 2020-12-09 02:47:51,378 - mmaction - INFO - Epoch [17][140/2305] lr: 1.500e-03, eta: 2:46:30, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0298, recall@thr=0.5: 0.7990, prec@thr=0.5: 0.8469, recall@top3: 0.8662, prec@top3: 0.7031, recall@top5: 0.9597, prec@top5: 0.4793, loss: 0.0298, grad_norm: 0.1615 2020-12-09 02:48:12,973 - mmaction - INFO - Epoch [17][160/2305] lr: 1.500e-03, eta: 2:46:08, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7911, prec@thr=0.5: 0.8514, recall@top3: 0.8630, prec@top3: 0.7066, recall@top5: 0.9583, prec@top5: 0.4825, loss: 0.0301, grad_norm: 0.1673 2020-12-09 02:48:34,591 - mmaction - INFO - Epoch [17][180/2305] lr: 1.500e-03, eta: 2:45:46, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7857, prec@thr=0.5: 0.8444, recall@top3: 0.8592, prec@top3: 0.7039, recall@top5: 0.9574, prec@top5: 0.4816, loss: 0.0308, grad_norm: 0.1646 2020-12-09 02:48:56,055 - mmaction - INFO - Epoch [17][200/2305] lr: 1.500e-03, eta: 2:45:24, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7903, prec@thr=0.5: 0.8478, recall@top3: 0.8615, prec@top3: 0.7113, recall@top5: 0.9567, prec@top5: 0.4858, loss: 0.0309, grad_norm: 0.1666 2020-12-09 02:49:17,619 - mmaction - INFO - Epoch [17][220/2305] lr: 1.500e-03, eta: 2:45:02, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0296, recall@thr=0.5: 0.8002, prec@thr=0.5: 0.8575, recall@top3: 0.8681, prec@top3: 0.7000, recall@top5: 0.9593, prec@top5: 0.4762, loss: 0.0296, grad_norm: 0.1608 2020-12-09 02:49:39,092 - mmaction - INFO - Epoch [17][240/2305] lr: 1.500e-03, eta: 2:44:40, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7993, prec@thr=0.5: 0.8507, recall@top3: 0.8631, prec@top3: 0.6968, recall@top5: 0.9556, prec@top5: 0.4748, loss: 0.0307, grad_norm: 0.1597 2020-12-09 02:50:00,568 - mmaction - INFO - Epoch [17][260/2305] lr: 1.500e-03, eta: 2:44:17, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.7985, prec@thr=0.5: 0.8462, recall@top3: 0.8678, prec@top3: 0.7042, recall@top5: 0.9611, prec@top5: 0.4793, loss: 0.0302, grad_norm: 0.1665 2020-12-09 02:50:22,121 - mmaction - INFO - Epoch [17][280/2305] lr: 1.500e-03, eta: 2:43:55, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7950, prec@thr=0.5: 0.8467, recall@top3: 0.8636, prec@top3: 0.6978, recall@top5: 0.9573, prec@top5: 0.4751, loss: 0.0304, grad_norm: 0.1617 2020-12-09 02:50:43,718 - mmaction - INFO - Epoch [17][300/2305] lr: 1.500e-03, eta: 2:43:33, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7833, prec@thr=0.5: 0.8457, recall@top3: 0.8617, prec@top3: 0.7058, recall@top5: 0.9559, prec@top5: 0.4821, loss: 0.0310, grad_norm: 0.1682 2020-12-09 02:51:05,330 - mmaction - INFO - Epoch [17][320/2305] lr: 1.500e-03, eta: 2:43:11, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7892, prec@thr=0.5: 0.8411, recall@top3: 0.8686, prec@top3: 0.6960, recall@top5: 0.9542, prec@top5: 0.4698, loss: 0.0303, grad_norm: 0.1628 2020-12-09 02:51:27,028 - mmaction - INFO - Epoch [17][340/2305] lr: 1.500e-03, eta: 2:42:49, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7855, prec@thr=0.5: 0.8484, recall@top3: 0.8646, prec@top3: 0.6962, recall@top5: 0.9584, prec@top5: 0.4732, loss: 0.0311, grad_norm: 0.1634 2020-12-09 02:51:48,612 - mmaction - INFO - Epoch [17][360/2305] lr: 1.500e-03, eta: 2:42:27, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.7938, prec@thr=0.5: 0.8546, recall@top3: 0.8639, prec@top3: 0.7111, recall@top5: 0.9565, prec@top5: 0.4847, loss: 0.0299, grad_norm: 0.1644 2020-12-09 02:52:10,230 - mmaction - INFO - Epoch [17][380/2305] lr: 1.500e-03, eta: 2:42:05, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.8011, prec@thr=0.5: 0.8528, recall@top3: 0.8677, prec@top3: 0.7010, recall@top5: 0.9566, prec@top5: 0.4758, loss: 0.0300, grad_norm: 0.1614 2020-12-09 02:52:31,944 - mmaction - INFO - Epoch [17][400/2305] lr: 1.500e-03, eta: 2:41:43, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.7942, prec@thr=0.5: 0.8485, recall@top3: 0.8660, prec@top3: 0.7007, recall@top5: 0.9596, prec@top5: 0.4787, loss: 0.0299, grad_norm: 0.1682 2020-12-09 02:52:53,523 - mmaction - INFO - Epoch [17][420/2305] lr: 1.500e-03, eta: 2:41:21, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7914, prec@thr=0.5: 0.8482, recall@top3: 0.8624, prec@top3: 0.6982, recall@top5: 0.9527, prec@top5: 0.4757, loss: 0.0306, grad_norm: 0.1647 2020-12-09 02:53:15,040 - mmaction - INFO - Epoch [17][440/2305] lr: 1.500e-03, eta: 2:40:59, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7966, prec@thr=0.5: 0.8528, recall@top3: 0.8680, prec@top3: 0.6993, recall@top5: 0.9574, prec@top5: 0.4748, loss: 0.0304, grad_norm: 0.1589 2020-12-09 02:53:36,621 - mmaction - INFO - Epoch [17][460/2305] lr: 1.500e-03, eta: 2:40:36, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7806, prec@thr=0.5: 0.8414, recall@top3: 0.8600, prec@top3: 0.6979, recall@top5: 0.9553, prec@top5: 0.4763, loss: 0.0312, grad_norm: 0.1671 2020-12-09 02:53:58,261 - mmaction - INFO - Epoch [17][480/2305] lr: 1.500e-03, eta: 2:40:14, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7919, prec@thr=0.5: 0.8473, recall@top3: 0.8599, prec@top3: 0.6960, recall@top5: 0.9550, prec@top5: 0.4766, loss: 0.0301, grad_norm: 0.1642 2020-12-09 02:54:19,826 - mmaction - INFO - Epoch [17][500/2305] lr: 1.500e-03, eta: 2:39:52, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.7964, prec@thr=0.5: 0.8457, recall@top3: 0.8644, prec@top3: 0.7032, recall@top5: 0.9593, prec@top5: 0.4806, loss: 0.0300, grad_norm: 0.1711 2020-12-09 02:54:41,318 - mmaction - INFO - Epoch [17][520/2305] lr: 1.500e-03, eta: 2:39:30, time: 1.075, data_time: 0.002, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7944, prec@thr=0.5: 0.8422, recall@top3: 0.8666, prec@top3: 0.7034, recall@top5: 0.9580, prec@top5: 0.4793, loss: 0.0309, grad_norm: 0.1588 2020-12-09 02:55:02,890 - mmaction - INFO - Epoch [17][540/2305] lr: 1.500e-03, eta: 2:39:08, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7888, prec@thr=0.5: 0.8499, recall@top3: 0.8593, prec@top3: 0.7013, recall@top5: 0.9554, prec@top5: 0.4789, loss: 0.0306, grad_norm: 0.1627 2020-12-09 02:55:24,529 - mmaction - INFO - Epoch [17][560/2305] lr: 1.500e-03, eta: 2:38:46, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.7939, prec@thr=0.5: 0.8469, recall@top3: 0.8628, prec@top3: 0.6994, recall@top5: 0.9537, prec@top5: 0.4765, loss: 0.0302, grad_norm: 0.1664 2020-12-09 02:55:46,107 - mmaction - INFO - Epoch [17][580/2305] lr: 1.500e-03, eta: 2:38:24, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0296, recall@thr=0.5: 0.7943, prec@thr=0.5: 0.8523, recall@top3: 0.8662, prec@top3: 0.7000, recall@top5: 0.9548, prec@top5: 0.4727, loss: 0.0296, grad_norm: 0.1624 2020-12-09 02:56:07,688 - mmaction - INFO - Epoch [17][600/2305] lr: 1.500e-03, eta: 2:38:02, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7789, prec@thr=0.5: 0.8429, recall@top3: 0.8571, prec@top3: 0.6979, recall@top5: 0.9496, prec@top5: 0.4757, loss: 0.0314, grad_norm: 0.1643 2020-12-09 02:56:29,274 - mmaction - INFO - Epoch [17][620/2305] lr: 1.500e-03, eta: 2:37:40, time: 1.080, data_time: 0.003, memory: 8593, loss_action_cls: 0.0293, recall@thr=0.5: 0.8026, prec@thr=0.5: 0.8544, recall@top3: 0.8725, prec@top3: 0.7161, recall@top5: 0.9572, prec@top5: 0.4823, loss: 0.0293, grad_norm: 0.1609 2020-12-09 02:56:50,887 - mmaction - INFO - Epoch [17][640/2305] lr: 1.500e-03, eta: 2:37:18, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.8006, prec@thr=0.5: 0.8532, recall@top3: 0.8687, prec@top3: 0.7022, recall@top5: 0.9580, prec@top5: 0.4766, loss: 0.0299, grad_norm: 0.1597 2020-12-09 02:57:12,493 - mmaction - INFO - Epoch [17][660/2305] lr: 1.500e-03, eta: 2:36:55, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7944, prec@thr=0.5: 0.8466, recall@top3: 0.8641, prec@top3: 0.7016, recall@top5: 0.9538, prec@top5: 0.4774, loss: 0.0303, grad_norm: 0.1574 2020-12-09 02:57:34,039 - mmaction - INFO - Epoch [17][680/2305] lr: 1.500e-03, eta: 2:36:33, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7828, prec@thr=0.5: 0.8445, recall@top3: 0.8535, prec@top3: 0.7005, recall@top5: 0.9513, prec@top5: 0.4798, loss: 0.0316, grad_norm: 0.1672 2020-12-09 02:57:55,750 - mmaction - INFO - Epoch [17][700/2305] lr: 1.500e-03, eta: 2:36:11, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.8025, prec@thr=0.5: 0.8474, recall@top3: 0.8673, prec@top3: 0.7063, recall@top5: 0.9577, prec@top5: 0.4794, loss: 0.0304, grad_norm: 0.1629 2020-12-09 02:58:17,342 - mmaction - INFO - Epoch [17][720/2305] lr: 1.500e-03, eta: 2:35:49, time: 1.082, data_time: 0.003, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7894, prec@thr=0.5: 0.8575, recall@top3: 0.8642, prec@top3: 0.7022, recall@top5: 0.9579, prec@top5: 0.4788, loss: 0.0305, grad_norm: 0.1650 2020-12-09 02:58:38,960 - mmaction - INFO - Epoch [17][740/2305] lr: 1.500e-03, eta: 2:35:27, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7964, prec@thr=0.5: 0.8496, recall@top3: 0.8697, prec@top3: 0.7063, recall@top5: 0.9602, prec@top5: 0.4794, loss: 0.0301, grad_norm: 0.1697 2020-12-09 02:59:00,602 - mmaction - INFO - Epoch [17][760/2305] lr: 1.500e-03, eta: 2:35:05, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7897, prec@thr=0.5: 0.8540, recall@top3: 0.8651, prec@top3: 0.7003, recall@top5: 0.9576, prec@top5: 0.4774, loss: 0.0304, grad_norm: 0.1689 2020-12-09 02:59:22,184 - mmaction - INFO - Epoch [17][780/2305] lr: 1.500e-03, eta: 2:34:43, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0294, recall@thr=0.5: 0.7989, prec@thr=0.5: 0.8510, recall@top3: 0.8697, prec@top3: 0.7075, recall@top5: 0.9585, prec@top5: 0.4777, loss: 0.0294, grad_norm: 0.1653 2020-12-09 02:59:43,833 - mmaction - INFO - Epoch [17][800/2305] lr: 1.500e-03, eta: 2:34:21, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7903, prec@thr=0.5: 0.8395, recall@top3: 0.8567, prec@top3: 0.7079, recall@top5: 0.9515, prec@top5: 0.4824, loss: 0.0313, grad_norm: 0.1638 2020-12-09 03:00:05,419 - mmaction - INFO - Epoch [17][820/2305] lr: 1.500e-03, eta: 2:33:59, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7976, prec@thr=0.5: 0.8547, recall@top3: 0.8636, prec@top3: 0.7083, recall@top5: 0.9544, prec@top5: 0.4817, loss: 0.0306, grad_norm: 0.1601 2020-12-09 03:00:26,999 - mmaction - INFO - Epoch [17][840/2305] lr: 1.500e-03, eta: 2:33:37, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7891, prec@thr=0.5: 0.8454, recall@top3: 0.8618, prec@top3: 0.7023, recall@top5: 0.9539, prec@top5: 0.4792, loss: 0.0311, grad_norm: 0.1680 2020-12-09 03:00:48,676 - mmaction - INFO - Epoch [17][860/2305] lr: 1.500e-03, eta: 2:33:15, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7888, prec@thr=0.5: 0.8488, recall@top3: 0.8651, prec@top3: 0.7069, recall@top5: 0.9548, prec@top5: 0.4794, loss: 0.0305, grad_norm: 0.1684 2020-12-09 03:01:10,374 - mmaction - INFO - Epoch [17][880/2305] lr: 1.500e-03, eta: 2:32:53, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7854, prec@thr=0.5: 0.8458, recall@top3: 0.8617, prec@top3: 0.6997, recall@top5: 0.9579, prec@top5: 0.4781, loss: 0.0309, grad_norm: 0.1632 2020-12-09 03:01:31,912 - mmaction - INFO - Epoch [17][900/2305] lr: 1.500e-03, eta: 2:32:30, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7886, prec@thr=0.5: 0.8367, recall@top3: 0.8611, prec@top3: 0.7048, recall@top5: 0.9523, prec@top5: 0.4793, loss: 0.0313, grad_norm: 0.1677 2020-12-09 03:01:53,492 - mmaction - INFO - Epoch [17][920/2305] lr: 1.500e-03, eta: 2:32:08, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7856, prec@thr=0.5: 0.8417, recall@top3: 0.8624, prec@top3: 0.6993, recall@top5: 0.9546, prec@top5: 0.4771, loss: 0.0316, grad_norm: 0.1687 2020-12-09 03:02:15,126 - mmaction - INFO - Epoch [17][940/2305] lr: 1.500e-03, eta: 2:31:46, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7827, prec@thr=0.5: 0.8366, recall@top3: 0.8589, prec@top3: 0.6976, recall@top5: 0.9495, prec@top5: 0.4748, loss: 0.0316, grad_norm: 0.1662 2020-12-09 03:02:36,738 - mmaction - INFO - Epoch [17][960/2305] lr: 1.500e-03, eta: 2:31:24, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7890, prec@thr=0.5: 0.8395, recall@top3: 0.8635, prec@top3: 0.6877, recall@top5: 0.9526, prec@top5: 0.4664, loss: 0.0313, grad_norm: 0.1596 2020-12-09 03:02:58,352 - mmaction - INFO - Epoch [17][980/2305] lr: 1.500e-03, eta: 2:31:02, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7837, prec@thr=0.5: 0.8432, recall@top3: 0.8578, prec@top3: 0.6947, recall@top5: 0.9538, prec@top5: 0.4743, loss: 0.0310, grad_norm: 0.1673 2020-12-09 03:03:19,911 - mmaction - INFO - Epoch [17][1000/2305] lr: 1.500e-03, eta: 2:30:40, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7842, prec@thr=0.5: 0.8469, recall@top3: 0.8545, prec@top3: 0.6949, recall@top5: 0.9533, prec@top5: 0.4770, loss: 0.0314, grad_norm: 0.1707 2020-12-09 03:03:41,435 - mmaction - INFO - Epoch [17][1020/2305] lr: 1.500e-03, eta: 2:30:18, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7805, prec@thr=0.5: 0.8332, recall@top3: 0.8565, prec@top3: 0.7017, recall@top5: 0.9564, prec@top5: 0.4814, loss: 0.0311, grad_norm: 0.1705 2020-12-09 03:04:02,972 - mmaction - INFO - Epoch [17][1040/2305] lr: 1.500e-03, eta: 2:29:56, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.7956, prec@thr=0.5: 0.8490, recall@top3: 0.8620, prec@top3: 0.7011, recall@top5: 0.9561, prec@top5: 0.4781, loss: 0.0299, grad_norm: 0.1644 2020-12-09 03:04:24,566 - mmaction - INFO - Epoch [17][1060/2305] lr: 1.500e-03, eta: 2:29:34, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7922, prec@thr=0.5: 0.8428, recall@top3: 0.8654, prec@top3: 0.7027, recall@top5: 0.9566, prec@top5: 0.4782, loss: 0.0303, grad_norm: 0.1655 2020-12-09 03:04:46,170 - mmaction - INFO - Epoch [17][1080/2305] lr: 1.500e-03, eta: 2:29:12, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7894, prec@thr=0.5: 0.8456, recall@top3: 0.8612, prec@top3: 0.6989, recall@top5: 0.9562, prec@top5: 0.4770, loss: 0.0306, grad_norm: 0.1604 2020-12-09 03:05:07,765 - mmaction - INFO - Epoch [17][1100/2305] lr: 1.500e-03, eta: 2:28:50, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7861, prec@thr=0.5: 0.8386, recall@top3: 0.8538, prec@top3: 0.6919, recall@top5: 0.9485, prec@top5: 0.4736, loss: 0.0313, grad_norm: 0.1651 2020-12-09 03:05:29,390 - mmaction - INFO - Epoch [17][1120/2305] lr: 1.500e-03, eta: 2:28:28, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.7888, prec@thr=0.5: 0.8496, recall@top3: 0.8617, prec@top3: 0.7061, recall@top5: 0.9581, prec@top5: 0.4826, loss: 0.0299, grad_norm: 0.1687 2020-12-09 03:05:51,176 - mmaction - INFO - Epoch [17][1140/2305] lr: 1.500e-03, eta: 2:28:06, time: 1.090, data_time: 0.001, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.7927, prec@thr=0.5: 0.8490, recall@top3: 0.8700, prec@top3: 0.7012, recall@top5: 0.9573, prec@top5: 0.4739, loss: 0.0302, grad_norm: 0.1643 2020-12-09 03:06:12,904 - mmaction - INFO - Epoch [17][1160/2305] lr: 1.500e-03, eta: 2:27:43, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7971, prec@thr=0.5: 0.8508, recall@top3: 0.8675, prec@top3: 0.6990, recall@top5: 0.9576, prec@top5: 0.4761, loss: 0.0301, grad_norm: 0.1623 2020-12-09 03:06:34,439 - mmaction - INFO - Epoch [17][1180/2305] lr: 1.500e-03, eta: 2:27:21, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7976, prec@thr=0.5: 0.8504, recall@top3: 0.8643, prec@top3: 0.6997, recall@top5: 0.9512, prec@top5: 0.4735, loss: 0.0307, grad_norm: 0.1628 2020-12-09 03:06:56,091 - mmaction - INFO - Epoch [17][1200/2305] lr: 1.500e-03, eta: 2:26:59, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0295, recall@thr=0.5: 0.7927, prec@thr=0.5: 0.8531, recall@top3: 0.8665, prec@top3: 0.7075, recall@top5: 0.9612, prec@top5: 0.4812, loss: 0.0295, grad_norm: 0.1646 2020-12-09 03:07:17,669 - mmaction - INFO - Epoch [17][1220/2305] lr: 1.500e-03, eta: 2:26:37, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0298, recall@thr=0.5: 0.7998, prec@thr=0.5: 0.8486, recall@top3: 0.8701, prec@top3: 0.7057, recall@top5: 0.9569, prec@top5: 0.4771, loss: 0.0298, grad_norm: 0.1570 2020-12-09 03:07:39,534 - mmaction - INFO - Epoch [17][1240/2305] lr: 1.500e-03, eta: 2:26:15, time: 1.092, data_time: 0.002, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7943, prec@thr=0.5: 0.8467, recall@top3: 0.8639, prec@top3: 0.6985, recall@top5: 0.9581, prec@top5: 0.4764, loss: 0.0304, grad_norm: 0.1674 2020-12-09 03:08:01,325 - mmaction - INFO - Epoch [17][1260/2305] lr: 1.500e-03, eta: 2:25:53, time: 1.091, data_time: 0.003, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7868, prec@thr=0.5: 0.8460, recall@top3: 0.8648, prec@top3: 0.7041, recall@top5: 0.9581, prec@top5: 0.4795, loss: 0.0304, grad_norm: 0.1653 2020-12-09 03:08:22,752 - mmaction - INFO - Epoch [17][1280/2305] lr: 1.500e-03, eta: 2:25:31, time: 1.072, data_time: 0.001, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7969, prec@thr=0.5: 0.8455, recall@top3: 0.8643, prec@top3: 0.7076, recall@top5: 0.9594, prec@top5: 0.4829, loss: 0.0303, grad_norm: 0.1625 2020-12-09 03:08:44,357 - mmaction - INFO - Epoch [17][1300/2305] lr: 1.500e-03, eta: 2:25:09, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7946, prec@thr=0.5: 0.8455, recall@top3: 0.8666, prec@top3: 0.6982, recall@top5: 0.9547, prec@top5: 0.4735, loss: 0.0303, grad_norm: 0.1648 2020-12-09 03:09:06,010 - mmaction - INFO - Epoch [17][1320/2305] lr: 1.500e-03, eta: 2:24:47, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.7876, prec@thr=0.5: 0.8415, recall@top3: 0.8666, prec@top3: 0.6941, recall@top5: 0.9590, prec@top5: 0.4731, loss: 0.0302, grad_norm: 0.1633 2020-12-09 03:09:27,713 - mmaction - INFO - Epoch [17][1340/2305] lr: 1.500e-03, eta: 2:24:25, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7832, prec@thr=0.5: 0.8461, recall@top3: 0.8586, prec@top3: 0.7081, recall@top5: 0.9528, prec@top5: 0.4830, loss: 0.0311, grad_norm: 0.1671 2020-12-09 03:09:49,211 - mmaction - INFO - Epoch [17][1360/2305] lr: 1.500e-03, eta: 2:24:03, time: 1.075, data_time: 0.002, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7950, prec@thr=0.5: 0.8512, recall@top3: 0.8679, prec@top3: 0.7044, recall@top5: 0.9577, prec@top5: 0.4770, loss: 0.0303, grad_norm: 0.1624 2020-12-09 03:10:10,941 - mmaction - INFO - Epoch [17][1380/2305] lr: 1.500e-03, eta: 2:23:41, time: 1.086, data_time: 0.002, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7970, prec@thr=0.5: 0.8434, recall@top3: 0.8697, prec@top3: 0.7019, recall@top5: 0.9546, prec@top5: 0.4728, loss: 0.0301, grad_norm: 0.1607 2020-12-09 03:10:32,600 - mmaction - INFO - Epoch [17][1400/2305] lr: 1.500e-03, eta: 2:23:19, time: 1.084, data_time: 0.003, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7909, prec@thr=0.5: 0.8501, recall@top3: 0.8656, prec@top3: 0.7071, recall@top5: 0.9597, prec@top5: 0.4822, loss: 0.0301, grad_norm: 0.1646 2020-12-09 03:10:54,233 - mmaction - INFO - Epoch [17][1420/2305] lr: 1.500e-03, eta: 2:22:57, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7933, prec@thr=0.5: 0.8449, recall@top3: 0.8628, prec@top3: 0.6985, recall@top5: 0.9568, prec@top5: 0.4766, loss: 0.0307, grad_norm: 0.1655 2020-12-09 03:11:15,855 - mmaction - INFO - Epoch [17][1440/2305] lr: 1.500e-03, eta: 2:22:35, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7839, prec@thr=0.5: 0.8468, recall@top3: 0.8562, prec@top3: 0.7048, recall@top5: 0.9579, prec@top5: 0.4851, loss: 0.0306, grad_norm: 0.1652 2020-12-09 03:11:37,416 - mmaction - INFO - Epoch [17][1460/2305] lr: 1.500e-03, eta: 2:22:12, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7986, prec@thr=0.5: 0.8496, recall@top3: 0.8631, prec@top3: 0.7150, recall@top5: 0.9563, prec@top5: 0.4877, loss: 0.0301, grad_norm: 0.1680 2020-12-09 03:11:59,024 - mmaction - INFO - Epoch [17][1480/2305] lr: 1.500e-03, eta: 2:21:50, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0295, recall@thr=0.5: 0.8011, prec@thr=0.5: 0.8451, recall@top3: 0.8636, prec@top3: 0.6930, recall@top5: 0.9572, prec@top5: 0.4718, loss: 0.0295, grad_norm: 0.1616 2020-12-09 03:12:20,752 - mmaction - INFO - Epoch [17][1500/2305] lr: 1.500e-03, eta: 2:21:28, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0290, recall@thr=0.5: 0.7939, prec@thr=0.5: 0.8580, recall@top3: 0.8744, prec@top3: 0.7052, recall@top5: 0.9640, prec@top5: 0.4781, loss: 0.0290, grad_norm: 0.1630 2020-12-09 03:12:42,436 - mmaction - INFO - Epoch [17][1520/2305] lr: 1.500e-03, eta: 2:21:06, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7852, prec@thr=0.5: 0.8431, recall@top3: 0.8598, prec@top3: 0.6929, recall@top5: 0.9551, prec@top5: 0.4734, loss: 0.0313, grad_norm: 0.1619 2020-12-09 03:13:04,009 - mmaction - INFO - Epoch [17][1540/2305] lr: 1.500e-03, eta: 2:20:44, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7858, prec@thr=0.5: 0.8417, recall@top3: 0.8548, prec@top3: 0.6905, recall@top5: 0.9546, prec@top5: 0.4753, loss: 0.0313, grad_norm: 0.1700 2020-12-09 03:13:25,638 - mmaction - INFO - Epoch [17][1560/2305] lr: 1.500e-03, eta: 2:20:22, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.7898, prec@thr=0.5: 0.8577, recall@top3: 0.8631, prec@top3: 0.7038, recall@top5: 0.9541, prec@top5: 0.4790, loss: 0.0302, grad_norm: 0.1649 2020-12-09 03:13:47,300 - mmaction - INFO - Epoch [17][1580/2305] lr: 1.500e-03, eta: 2:20:00, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.8011, prec@thr=0.5: 0.8498, recall@top3: 0.8641, prec@top3: 0.7010, recall@top5: 0.9563, prec@top5: 0.4781, loss: 0.0303, grad_norm: 0.1631 2020-12-09 03:14:09,065 - mmaction - INFO - Epoch [17][1600/2305] lr: 1.500e-03, eta: 2:19:38, time: 1.089, data_time: 0.001, memory: 8593, loss_action_cls: 0.0298, recall@thr=0.5: 0.8053, prec@thr=0.5: 0.8639, recall@top3: 0.8739, prec@top3: 0.7145, recall@top5: 0.9583, prec@top5: 0.4803, loss: 0.0298, grad_norm: 0.1634 2020-12-09 03:14:30,707 - mmaction - INFO - Epoch [17][1620/2305] lr: 1.500e-03, eta: 2:19:16, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7918, prec@thr=0.5: 0.8441, recall@top3: 0.8675, prec@top3: 0.6920, recall@top5: 0.9581, prec@top5: 0.4693, loss: 0.0309, grad_norm: 0.1654 2020-12-09 03:14:52,255 - mmaction - INFO - Epoch [17][1640/2305] lr: 1.500e-03, eta: 2:18:54, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7874, prec@thr=0.5: 0.8423, recall@top3: 0.8599, prec@top3: 0.6919, recall@top5: 0.9544, prec@top5: 0.4731, loss: 0.0305, grad_norm: 0.1646 2020-12-09 03:15:13,863 - mmaction - INFO - Epoch [17][1660/2305] lr: 1.500e-03, eta: 2:18:32, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7894, prec@thr=0.5: 0.8413, recall@top3: 0.8638, prec@top3: 0.6964, recall@top5: 0.9540, prec@top5: 0.4726, loss: 0.0303, grad_norm: 0.1675 2020-12-09 03:15:35,502 - mmaction - INFO - Epoch [17][1680/2305] lr: 1.500e-03, eta: 2:18:10, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7920, prec@thr=0.5: 0.8475, recall@top3: 0.8608, prec@top3: 0.6977, recall@top5: 0.9551, prec@top5: 0.4757, loss: 0.0307, grad_norm: 0.1665 2020-12-09 03:15:57,033 - mmaction - INFO - Epoch [17][1700/2305] lr: 1.500e-03, eta: 2:17:48, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7933, prec@thr=0.5: 0.8451, recall@top3: 0.8660, prec@top3: 0.7007, recall@top5: 0.9562, prec@top5: 0.4757, loss: 0.0308, grad_norm: 0.1654 2020-12-09 03:16:18,699 - mmaction - INFO - Epoch [17][1720/2305] lr: 1.500e-03, eta: 2:17:26, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7948, prec@thr=0.5: 0.8489, recall@top3: 0.8643, prec@top3: 0.7044, recall@top5: 0.9563, prec@top5: 0.4815, loss: 0.0303, grad_norm: 0.1689 2020-12-09 03:16:40,286 - mmaction - INFO - Epoch [17][1740/2305] lr: 1.500e-03, eta: 2:17:04, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7901, prec@thr=0.5: 0.8430, recall@top3: 0.8610, prec@top3: 0.6952, recall@top5: 0.9514, prec@top5: 0.4726, loss: 0.0311, grad_norm: 0.1656 2020-12-09 03:17:01,851 - mmaction - INFO - Epoch [17][1760/2305] lr: 1.500e-03, eta: 2:16:42, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7909, prec@thr=0.5: 0.8465, recall@top3: 0.8642, prec@top3: 0.7012, recall@top5: 0.9572, prec@top5: 0.4778, loss: 0.0310, grad_norm: 0.1668 2020-12-09 03:17:23,508 - mmaction - INFO - Epoch [17][1780/2305] lr: 1.500e-03, eta: 2:16:19, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.8012, prec@thr=0.5: 0.8487, recall@top3: 0.8662, prec@top3: 0.7047, recall@top5: 0.9592, prec@top5: 0.4808, loss: 0.0300, grad_norm: 0.1593 2020-12-09 03:17:45,200 - mmaction - INFO - Epoch [17][1800/2305] lr: 1.500e-03, eta: 2:15:57, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0296, recall@thr=0.5: 0.7906, prec@thr=0.5: 0.8538, recall@top3: 0.8637, prec@top3: 0.7020, recall@top5: 0.9584, prec@top5: 0.4778, loss: 0.0296, grad_norm: 0.1639 2020-12-09 03:18:06,761 - mmaction - INFO - Epoch [17][1820/2305] lr: 1.500e-03, eta: 2:15:35, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.7932, prec@thr=0.5: 0.8529, recall@top3: 0.8664, prec@top3: 0.7026, recall@top5: 0.9566, prec@top5: 0.4767, loss: 0.0299, grad_norm: 0.1649 2020-12-09 03:18:28,501 - mmaction - INFO - Epoch [17][1840/2305] lr: 1.500e-03, eta: 2:15:13, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7928, prec@thr=0.5: 0.8447, recall@top3: 0.8598, prec@top3: 0.6944, recall@top5: 0.9590, prec@top5: 0.4761, loss: 0.0307, grad_norm: 0.1666 2020-12-09 03:18:50,045 - mmaction - INFO - Epoch [17][1860/2305] lr: 1.500e-03, eta: 2:14:51, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.8003, prec@thr=0.5: 0.8524, recall@top3: 0.8721, prec@top3: 0.7077, recall@top5: 0.9594, prec@top5: 0.4797, loss: 0.0302, grad_norm: 0.1614 2020-12-09 03:19:11,655 - mmaction - INFO - Epoch [17][1880/2305] lr: 1.500e-03, eta: 2:14:29, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7971, prec@thr=0.5: 0.8590, recall@top3: 0.8686, prec@top3: 0.7146, recall@top5: 0.9597, prec@top5: 0.4842, loss: 0.0304, grad_norm: 0.1626 2020-12-09 03:19:33,363 - mmaction - INFO - Epoch [17][1900/2305] lr: 1.500e-03, eta: 2:14:07, time: 1.087, data_time: 0.002, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.7956, prec@thr=0.5: 0.8393, recall@top3: 0.8676, prec@top3: 0.6908, recall@top5: 0.9539, prec@top5: 0.4670, loss: 0.0302, grad_norm: 0.1638 2020-12-09 03:19:55,038 - mmaction - INFO - Epoch [17][1920/2305] lr: 1.500e-03, eta: 2:13:45, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0320, recall@thr=0.5: 0.7902, prec@thr=0.5: 0.8474, recall@top3: 0.8590, prec@top3: 0.7027, recall@top5: 0.9532, prec@top5: 0.4800, loss: 0.0320, grad_norm: 0.1635 2020-12-09 03:20:16,550 - mmaction - INFO - Epoch [17][1940/2305] lr: 1.500e-03, eta: 2:13:23, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0294, recall@thr=0.5: 0.7942, prec@thr=0.5: 0.8522, recall@top3: 0.8650, prec@top3: 0.7038, recall@top5: 0.9592, prec@top5: 0.4781, loss: 0.0294, grad_norm: 0.1627 2020-12-09 03:20:37,995 - mmaction - INFO - Epoch [17][1960/2305] lr: 1.500e-03, eta: 2:13:01, time: 1.072, data_time: 0.002, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7972, prec@thr=0.5: 0.8460, recall@top3: 0.8638, prec@top3: 0.6922, recall@top5: 0.9570, prec@top5: 0.4710, loss: 0.0303, grad_norm: 0.1619 2020-12-09 03:20:59,601 - mmaction - INFO - Epoch [17][1980/2305] lr: 1.500e-03, eta: 2:12:39, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7935, prec@thr=0.5: 0.8492, recall@top3: 0.8664, prec@top3: 0.6919, recall@top5: 0.9591, prec@top5: 0.4716, loss: 0.0303, grad_norm: 0.1657 2020-12-09 03:21:21,260 - mmaction - INFO - Epoch [17][2000/2305] lr: 1.500e-03, eta: 2:12:17, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7901, prec@thr=0.5: 0.8530, recall@top3: 0.8637, prec@top3: 0.7122, recall@top5: 0.9584, prec@top5: 0.4851, loss: 0.0307, grad_norm: 0.1624 2020-12-09 03:21:42,740 - mmaction - INFO - Epoch [17][2020/2305] lr: 1.500e-03, eta: 2:11:55, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7909, prec@thr=0.5: 0.8459, recall@top3: 0.8622, prec@top3: 0.7057, recall@top5: 0.9556, prec@top5: 0.4807, loss: 0.0306, grad_norm: 0.1632 2020-12-09 03:22:04,297 - mmaction - INFO - Epoch [17][2040/2305] lr: 1.500e-03, eta: 2:11:33, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7864, prec@thr=0.5: 0.8454, recall@top3: 0.8576, prec@top3: 0.7012, recall@top5: 0.9524, prec@top5: 0.4786, loss: 0.0314, grad_norm: 0.1668 2020-12-09 03:22:25,933 - mmaction - INFO - Epoch [17][2060/2305] lr: 1.500e-03, eta: 2:11:11, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.7900, prec@thr=0.5: 0.8383, recall@top3: 0.8683, prec@top3: 0.6973, recall@top5: 0.9628, prec@top5: 0.4745, loss: 0.0299, grad_norm: 0.1641 2020-12-09 03:22:47,545 - mmaction - INFO - Epoch [17][2080/2305] lr: 1.500e-03, eta: 2:10:49, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0295, recall@thr=0.5: 0.7987, prec@thr=0.5: 0.8573, recall@top3: 0.8754, prec@top3: 0.7109, recall@top5: 0.9596, prec@top5: 0.4785, loss: 0.0295, grad_norm: 0.1613 2020-12-09 03:23:09,137 - mmaction - INFO - Epoch [17][2100/2305] lr: 1.500e-03, eta: 2:10:26, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7959, prec@thr=0.5: 0.8536, recall@top3: 0.8638, prec@top3: 0.7040, recall@top5: 0.9544, prec@top5: 0.4784, loss: 0.0303, grad_norm: 0.1638 2020-12-09 03:23:30,828 - mmaction - INFO - Epoch [17][2120/2305] lr: 1.500e-03, eta: 2:10:04, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7865, prec@thr=0.5: 0.8443, recall@top3: 0.8566, prec@top3: 0.7054, recall@top5: 0.9509, prec@top5: 0.4821, loss: 0.0316, grad_norm: 0.1674 2020-12-09 03:23:52,265 - mmaction - INFO - Epoch [17][2140/2305] lr: 1.500e-03, eta: 2:09:42, time: 1.071, data_time: 0.001, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7989, prec@thr=0.5: 0.8573, recall@top3: 0.8699, prec@top3: 0.7118, recall@top5: 0.9563, prec@top5: 0.4800, loss: 0.0303, grad_norm: 0.1611 2020-12-09 03:24:13,945 - mmaction - INFO - Epoch [17][2160/2305] lr: 1.500e-03, eta: 2:09:20, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7984, prec@thr=0.5: 0.8458, recall@top3: 0.8656, prec@top3: 0.6951, recall@top5: 0.9574, prec@top5: 0.4726, loss: 0.0303, grad_norm: 0.1671 2020-12-09 03:24:35,541 - mmaction - INFO - Epoch [17][2180/2305] lr: 1.500e-03, eta: 2:08:58, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.7992, prec@thr=0.5: 0.8458, recall@top3: 0.8718, prec@top3: 0.7086, recall@top5: 0.9586, prec@top5: 0.4789, loss: 0.0299, grad_norm: 0.1624 2020-12-09 03:24:57,164 - mmaction - INFO - Epoch [17][2200/2305] lr: 1.500e-03, eta: 2:08:36, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7813, prec@thr=0.5: 0.8334, recall@top3: 0.8579, prec@top3: 0.6985, recall@top5: 0.9575, prec@top5: 0.4792, loss: 0.0314, grad_norm: 0.1712 2020-12-09 03:25:18,843 - mmaction - INFO - Epoch [17][2220/2305] lr: 1.500e-03, eta: 2:08:14, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0295, recall@thr=0.5: 0.8031, prec@thr=0.5: 0.8571, recall@top3: 0.8697, prec@top3: 0.7116, recall@top5: 0.9591, prec@top5: 0.4838, loss: 0.0295, grad_norm: 0.1591 2020-12-09 03:25:40,555 - mmaction - INFO - Epoch [17][2240/2305] lr: 1.500e-03, eta: 2:07:52, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7939, prec@thr=0.5: 0.8470, recall@top3: 0.8667, prec@top3: 0.6977, recall@top5: 0.9560, prec@top5: 0.4730, loss: 0.0301, grad_norm: 0.1633 2020-12-09 03:26:02,259 - mmaction - INFO - Epoch [17][2260/2305] lr: 1.500e-03, eta: 2:07:30, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.8016, prec@thr=0.5: 0.8506, recall@top3: 0.8728, prec@top3: 0.7089, recall@top5: 0.9611, prec@top5: 0.4793, loss: 0.0300, grad_norm: 0.1641 2020-12-09 03:26:23,838 - mmaction - INFO - Epoch [17][2280/2305] lr: 1.500e-03, eta: 2:07:08, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7906, prec@thr=0.5: 0.8452, recall@top3: 0.8607, prec@top3: 0.6952, recall@top5: 0.9558, prec@top5: 0.4752, loss: 0.0306, grad_norm: 0.1661 2020-12-09 03:26:45,424 - mmaction - INFO - Epoch [17][2300/2305] lr: 1.500e-03, eta: 2:06:46, time: 1.082, data_time: 0.003, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7831, prec@thr=0.5: 0.8379, recall@top3: 0.8597, prec@top3: 0.6975, recall@top5: 0.9546, prec@top5: 0.4766, loss: 0.0312, grad_norm: 0.1707 2020-12-09 03:26:54,144 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-12-09 03:36:12,164 - mmaction - INFO - Evaluating proposal ... 2020-12-09 03:37:20,067 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-09 03:37:20,068 - mmaction - INFO - Evaluating bbox ... 2020-12-09 03:45:36,045 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2537 2020-12-09 03:45:37,145 - mmaction - INFO - Epoch(val) [17][2305] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2537 2020-12-09 03:46:47,033 - mmaction - INFO - Epoch [18][20/2305] lr: 1.500e-03, eta: 2:06:26, time: 3.493, data_time: 2.431, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7921, prec@thr=0.5: 0.8480, recall@top3: 0.8621, prec@top3: 0.7074, recall@top5: 0.9556, prec@top5: 0.4841, loss: 0.0309, grad_norm: 0.1662 2020-12-09 03:47:08,503 - mmaction - INFO - Epoch [18][40/2305] lr: 1.500e-03, eta: 2:06:04, time: 1.074, data_time: 0.004, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7929, prec@thr=0.5: 0.8443, recall@top3: 0.8612, prec@top3: 0.6939, recall@top5: 0.9541, prec@top5: 0.4741, loss: 0.0309, grad_norm: 0.1647 2020-12-09 03:47:29,891 - mmaction - INFO - Epoch [18][60/2305] lr: 1.500e-03, eta: 2:05:42, time: 1.069, data_time: 0.001, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7860, prec@thr=0.5: 0.8383, recall@top3: 0.8564, prec@top3: 0.6981, recall@top5: 0.9531, prec@top5: 0.4774, loss: 0.0314, grad_norm: 0.1699 2020-12-09 03:47:51,490 - mmaction - INFO - Epoch [18][80/2305] lr: 1.500e-03, eta: 2:05:20, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0292, recall@thr=0.5: 0.8003, prec@thr=0.5: 0.8483, recall@top3: 0.8698, prec@top3: 0.7027, recall@top5: 0.9591, prec@top5: 0.4753, loss: 0.0292, grad_norm: 0.1662 2020-12-09 03:48:13,084 - mmaction - INFO - Epoch [18][100/2305] lr: 1.500e-03, eta: 2:04:58, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0293, recall@thr=0.5: 0.7982, prec@thr=0.5: 0.8493, recall@top3: 0.8728, prec@top3: 0.7062, recall@top5: 0.9604, prec@top5: 0.4776, loss: 0.0293, grad_norm: 0.1608 2020-12-09 03:48:34,657 - mmaction - INFO - Epoch [18][120/2305] lr: 1.500e-03, eta: 2:04:36, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7852, prec@thr=0.5: 0.8486, recall@top3: 0.8633, prec@top3: 0.6951, recall@top5: 0.9563, prec@top5: 0.4733, loss: 0.0308, grad_norm: 0.1679 2020-12-09 03:48:56,223 - mmaction - INFO - Epoch [18][140/2305] lr: 1.500e-03, eta: 2:04:13, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7899, prec@thr=0.5: 0.8436, recall@top3: 0.8598, prec@top3: 0.7091, recall@top5: 0.9537, prec@top5: 0.4837, loss: 0.0311, grad_norm: 0.1673 2020-12-09 03:49:17,789 - mmaction - INFO - Epoch [18][160/2305] lr: 1.500e-03, eta: 2:03:51, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7972, prec@thr=0.5: 0.8465, recall@top3: 0.8673, prec@top3: 0.6988, recall@top5: 0.9602, prec@top5: 0.4750, loss: 0.0306, grad_norm: 0.1658 2020-12-09 03:49:39,440 - mmaction - INFO - Epoch [18][180/2305] lr: 1.500e-03, eta: 2:03:29, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7848, prec@thr=0.5: 0.8497, recall@top3: 0.8672, prec@top3: 0.6979, recall@top5: 0.9565, prec@top5: 0.4733, loss: 0.0301, grad_norm: 0.1615 2020-12-09 03:50:01,039 - mmaction - INFO - Epoch [18][200/2305] lr: 1.500e-03, eta: 2:03:07, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0296, recall@thr=0.5: 0.8022, prec@thr=0.5: 0.8487, recall@top3: 0.8683, prec@top3: 0.7050, recall@top5: 0.9599, prec@top5: 0.4797, loss: 0.0296, grad_norm: 0.1591 2020-12-09 03:50:22,584 - mmaction - INFO - Epoch [18][220/2305] lr: 1.500e-03, eta: 2:02:45, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.7975, prec@thr=0.5: 0.8594, recall@top3: 0.8625, prec@top3: 0.7047, recall@top5: 0.9553, prec@top5: 0.4800, loss: 0.0300, grad_norm: 0.1610 2020-12-09 03:50:44,384 - mmaction - INFO - Epoch [18][240/2305] lr: 1.500e-03, eta: 2:02:23, time: 1.091, data_time: 0.002, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7941, prec@thr=0.5: 0.8422, recall@top3: 0.8663, prec@top3: 0.6964, recall@top5: 0.9568, prec@top5: 0.4724, loss: 0.0304, grad_norm: 0.1648 2020-12-09 03:51:05,924 - mmaction - INFO - Epoch [18][260/2305] lr: 1.500e-03, eta: 2:02:01, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7862, prec@thr=0.5: 0.8481, recall@top3: 0.8608, prec@top3: 0.7077, recall@top5: 0.9535, prec@top5: 0.4829, loss: 0.0311, grad_norm: 0.1678 2020-12-09 03:51:27,490 - mmaction - INFO - Epoch [18][280/2305] lr: 1.500e-03, eta: 2:01:39, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7874, prec@thr=0.5: 0.8394, recall@top3: 0.8577, prec@top3: 0.6986, recall@top5: 0.9544, prec@top5: 0.4777, loss: 0.0309, grad_norm: 0.1641 2020-12-09 03:51:49,022 - mmaction - INFO - Epoch [18][300/2305] lr: 1.500e-03, eta: 2:01:17, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7920, prec@thr=0.5: 0.8441, recall@top3: 0.8623, prec@top3: 0.7022, recall@top5: 0.9599, prec@top5: 0.4822, loss: 0.0307, grad_norm: 0.1628 2020-12-09 03:52:10,598 - mmaction - INFO - Epoch [18][320/2305] lr: 1.500e-03, eta: 2:00:55, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7898, prec@thr=0.5: 0.8488, recall@top3: 0.8662, prec@top3: 0.7071, recall@top5: 0.9539, prec@top5: 0.4787, loss: 0.0308, grad_norm: 0.1634 2020-12-09 03:52:32,217 - mmaction - INFO - Epoch [18][340/2305] lr: 1.500e-03, eta: 2:00:33, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7880, prec@thr=0.5: 0.8453, recall@top3: 0.8585, prec@top3: 0.6973, recall@top5: 0.9520, prec@top5: 0.4762, loss: 0.0309, grad_norm: 0.1690 2020-12-09 03:52:53,788 - mmaction - INFO - Epoch [18][360/2305] lr: 1.500e-03, eta: 2:00:11, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0298, recall@thr=0.5: 0.7903, prec@thr=0.5: 0.8418, recall@top3: 0.8657, prec@top3: 0.7025, recall@top5: 0.9579, prec@top5: 0.4776, loss: 0.0298, grad_norm: 0.1637 2020-12-09 03:53:15,476 - mmaction - INFO - Epoch [18][380/2305] lr: 1.500e-03, eta: 1:59:49, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7903, prec@thr=0.5: 0.8467, recall@top3: 0.8624, prec@top3: 0.7018, recall@top5: 0.9540, prec@top5: 0.4782, loss: 0.0310, grad_norm: 0.1669 2020-12-09 03:53:37,051 - mmaction - INFO - Epoch [18][400/2305] lr: 1.500e-03, eta: 1:59:27, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7920, prec@thr=0.5: 0.8485, recall@top3: 0.8646, prec@top3: 0.6975, recall@top5: 0.9567, prec@top5: 0.4745, loss: 0.0304, grad_norm: 0.1612 2020-12-09 03:53:58,621 - mmaction - INFO - Epoch [18][420/2305] lr: 1.500e-03, eta: 1:59:04, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7848, prec@thr=0.5: 0.8481, recall@top3: 0.8676, prec@top3: 0.7018, recall@top5: 0.9571, prec@top5: 0.4758, loss: 0.0303, grad_norm: 0.1671 2020-12-09 03:54:20,307 - mmaction - INFO - Epoch [18][440/2305] lr: 1.500e-03, eta: 1:58:42, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0285, recall@thr=0.5: 0.8010, prec@thr=0.5: 0.8551, recall@top3: 0.8769, prec@top3: 0.7015, recall@top5: 0.9589, prec@top5: 0.4717, loss: 0.0285, grad_norm: 0.1603 2020-12-09 03:54:41,831 - mmaction - INFO - Epoch [18][460/2305] lr: 1.500e-03, eta: 1:58:20, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0296, recall@thr=0.5: 0.7973, prec@thr=0.5: 0.8528, recall@top3: 0.8682, prec@top3: 0.7088, recall@top5: 0.9568, prec@top5: 0.4805, loss: 0.0296, grad_norm: 0.1627 2020-12-09 03:55:03,369 - mmaction - INFO - Epoch [18][480/2305] lr: 1.500e-03, eta: 1:57:58, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7919, prec@thr=0.5: 0.8473, recall@top3: 0.8694, prec@top3: 0.7041, recall@top5: 0.9582, prec@top5: 0.4766, loss: 0.0305, grad_norm: 0.1614 2020-12-09 03:55:24,987 - mmaction - INFO - Epoch [18][500/2305] lr: 1.500e-03, eta: 1:57:36, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7994, prec@thr=0.5: 0.8525, recall@top3: 0.8702, prec@top3: 0.6997, recall@top5: 0.9577, prec@top5: 0.4738, loss: 0.0304, grad_norm: 0.1609 2020-12-09 03:55:46,469 - mmaction - INFO - Epoch [18][520/2305] lr: 1.500e-03, eta: 1:57:14, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7772, prec@thr=0.5: 0.8375, recall@top3: 0.8605, prec@top3: 0.6919, recall@top5: 0.9549, prec@top5: 0.4721, loss: 0.0312, grad_norm: 0.1632 2020-12-09 03:56:08,115 - mmaction - INFO - Epoch [18][540/2305] lr: 1.500e-03, eta: 1:56:52, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.7911, prec@thr=0.5: 0.8425, recall@top3: 0.8606, prec@top3: 0.6970, recall@top5: 0.9554, prec@top5: 0.4764, loss: 0.0302, grad_norm: 0.1632 2020-12-09 03:56:29,756 - mmaction - INFO - Epoch [18][560/2305] lr: 1.500e-03, eta: 1:56:30, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7910, prec@thr=0.5: 0.8551, recall@top3: 0.8650, prec@top3: 0.7077, recall@top5: 0.9554, prec@top5: 0.4824, loss: 0.0309, grad_norm: 0.1584 2020-12-09 03:56:51,448 - mmaction - INFO - Epoch [18][580/2305] lr: 1.500e-03, eta: 1:56:08, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7996, prec@thr=0.5: 0.8560, recall@top3: 0.8714, prec@top3: 0.7155, recall@top5: 0.9604, prec@top5: 0.4857, loss: 0.0303, grad_norm: 0.1668 2020-12-09 03:57:13,107 - mmaction - INFO - Epoch [18][600/2305] lr: 1.500e-03, eta: 1:55:46, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0298, recall@thr=0.5: 0.7913, prec@thr=0.5: 0.8458, recall@top3: 0.8678, prec@top3: 0.6916, recall@top5: 0.9518, prec@top5: 0.4671, loss: 0.0298, grad_norm: 0.1633 2020-12-09 03:57:34,629 - mmaction - INFO - Epoch [18][620/2305] lr: 1.500e-03, eta: 1:55:24, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.8072, prec@thr=0.5: 0.8522, recall@top3: 0.8672, prec@top3: 0.7110, recall@top5: 0.9573, prec@top5: 0.4832, loss: 0.0306, grad_norm: 0.1651 2020-12-09 03:57:56,271 - mmaction - INFO - Epoch [18][640/2305] lr: 1.500e-03, eta: 1:55:02, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.7876, prec@thr=0.5: 0.8485, recall@top3: 0.8662, prec@top3: 0.7014, recall@top5: 0.9582, prec@top5: 0.4789, loss: 0.0302, grad_norm: 0.1703 2020-12-09 03:58:17,820 - mmaction - INFO - Epoch [18][660/2305] lr: 1.500e-03, eta: 1:54:40, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0295, recall@thr=0.5: 0.8000, prec@thr=0.5: 0.8437, recall@top3: 0.8670, prec@top3: 0.6997, recall@top5: 0.9590, prec@top5: 0.4756, loss: 0.0295, grad_norm: 0.1663 2020-12-09 03:58:39,426 - mmaction - INFO - Epoch [18][680/2305] lr: 1.500e-03, eta: 1:54:18, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7849, prec@thr=0.5: 0.8397, recall@top3: 0.8625, prec@top3: 0.6925, recall@top5: 0.9565, prec@top5: 0.4731, loss: 0.0308, grad_norm: 0.1680 2020-12-09 03:59:00,907 - mmaction - INFO - Epoch [18][700/2305] lr: 1.500e-03, eta: 1:53:56, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0294, recall@thr=0.5: 0.8026, prec@thr=0.5: 0.8588, recall@top3: 0.8706, prec@top3: 0.7025, recall@top5: 0.9591, prec@top5: 0.4747, loss: 0.0294, grad_norm: 0.1640 2020-12-09 03:59:22,424 - mmaction - INFO - Epoch [18][720/2305] lr: 1.500e-03, eta: 1:53:33, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.7906, prec@thr=0.5: 0.8466, recall@top3: 0.8680, prec@top3: 0.7042, recall@top5: 0.9562, prec@top5: 0.4768, loss: 0.0300, grad_norm: 0.1648 2020-12-09 03:59:43,901 - mmaction - INFO - Epoch [18][740/2305] lr: 1.500e-03, eta: 1:53:11, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7927, prec@thr=0.5: 0.8460, recall@top3: 0.8576, prec@top3: 0.6995, recall@top5: 0.9534, prec@top5: 0.4777, loss: 0.0308, grad_norm: 0.1653 2020-12-09 04:00:05,560 - mmaction - INFO - Epoch [18][760/2305] lr: 1.500e-03, eta: 1:52:49, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0289, recall@thr=0.5: 0.7996, prec@thr=0.5: 0.8621, recall@top3: 0.8737, prec@top3: 0.7082, recall@top5: 0.9630, prec@top5: 0.4791, loss: 0.0289, grad_norm: 0.1607 2020-12-09 04:00:27,217 - mmaction - INFO - Epoch [18][780/2305] lr: 1.500e-03, eta: 1:52:27, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7938, prec@thr=0.5: 0.8510, recall@top3: 0.8627, prec@top3: 0.7076, recall@top5: 0.9587, prec@top5: 0.4844, loss: 0.0304, grad_norm: 0.1657 2020-12-09 04:00:48,831 - mmaction - INFO - Epoch [18][800/2305] lr: 1.500e-03, eta: 1:52:05, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7878, prec@thr=0.5: 0.8457, recall@top3: 0.8625, prec@top3: 0.7028, recall@top5: 0.9561, prec@top5: 0.4789, loss: 0.0311, grad_norm: 0.1664 2020-12-09 04:01:10,516 - mmaction - INFO - Epoch [18][820/2305] lr: 1.500e-03, eta: 1:51:43, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7874, prec@thr=0.5: 0.8434, recall@top3: 0.8614, prec@top3: 0.6934, recall@top5: 0.9566, prec@top5: 0.4733, loss: 0.0303, grad_norm: 0.1703 2020-12-09 04:01:32,145 - mmaction - INFO - Epoch [18][840/2305] lr: 1.500e-03, eta: 1:51:21, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.7918, prec@thr=0.5: 0.8470, recall@top3: 0.8663, prec@top3: 0.7086, recall@top5: 0.9575, prec@top5: 0.4806, loss: 0.0302, grad_norm: 0.1614 2020-12-09 04:01:53,822 - mmaction - INFO - Epoch [18][860/2305] lr: 1.500e-03, eta: 1:50:59, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7883, prec@thr=0.5: 0.8468, recall@top3: 0.8637, prec@top3: 0.7078, recall@top5: 0.9508, prec@top5: 0.4789, loss: 0.0312, grad_norm: 0.1645 2020-12-09 04:02:15,540 - mmaction - INFO - Epoch [18][880/2305] lr: 1.500e-03, eta: 1:50:37, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0295, recall@thr=0.5: 0.8041, prec@thr=0.5: 0.8561, recall@top3: 0.8728, prec@top3: 0.7042, recall@top5: 0.9619, prec@top5: 0.4776, loss: 0.0295, grad_norm: 0.1665 2020-12-09 04:02:37,166 - mmaction - INFO - Epoch [18][900/2305] lr: 1.500e-03, eta: 1:50:15, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7843, prec@thr=0.5: 0.8376, recall@top3: 0.8556, prec@top3: 0.6949, recall@top5: 0.9483, prec@top5: 0.4723, loss: 0.0318, grad_norm: 0.1696 2020-12-09 04:02:58,826 - mmaction - INFO - Epoch [18][920/2305] lr: 1.500e-03, eta: 1:49:53, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7926, prec@thr=0.5: 0.8498, recall@top3: 0.8638, prec@top3: 0.7011, recall@top5: 0.9581, prec@top5: 0.4790, loss: 0.0306, grad_norm: 0.1618 2020-12-09 04:03:20,480 - mmaction - INFO - Epoch [18][940/2305] lr: 1.500e-03, eta: 1:49:31, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7982, prec@thr=0.5: 0.8492, recall@top3: 0.8681, prec@top3: 0.6989, recall@top5: 0.9571, prec@top5: 0.4738, loss: 0.0301, grad_norm: 0.1662 2020-12-09 04:03:41,918 - mmaction - INFO - Epoch [18][960/2305] lr: 1.500e-03, eta: 1:49:09, time: 1.071, data_time: 0.001, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.7956, prec@thr=0.5: 0.8523, recall@top3: 0.8674, prec@top3: 0.7085, recall@top5: 0.9589, prec@top5: 0.4816, loss: 0.0300, grad_norm: 0.1661 2020-12-09 04:04:03,548 - mmaction - INFO - Epoch [18][980/2305] lr: 1.500e-03, eta: 1:48:47, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7841, prec@thr=0.5: 0.8424, recall@top3: 0.8609, prec@top3: 0.6905, recall@top5: 0.9542, prec@top5: 0.4714, loss: 0.0309, grad_norm: 0.1647 2020-12-09 04:04:25,063 - mmaction - INFO - Epoch [18][1000/2305] lr: 1.500e-03, eta: 1:48:25, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7904, prec@thr=0.5: 0.8470, recall@top3: 0.8650, prec@top3: 0.6971, recall@top5: 0.9563, prec@top5: 0.4731, loss: 0.0306, grad_norm: 0.1721 2020-12-09 04:04:46,590 - mmaction - INFO - Epoch [18][1020/2305] lr: 1.500e-03, eta: 1:48:03, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0288, recall@thr=0.5: 0.8039, prec@thr=0.5: 0.8562, recall@top3: 0.8740, prec@top3: 0.7150, recall@top5: 0.9637, prec@top5: 0.4836, loss: 0.0288, grad_norm: 0.1647 2020-12-09 04:05:08,084 - mmaction - INFO - Epoch [18][1040/2305] lr: 1.500e-03, eta: 1:47:41, time: 1.075, data_time: 0.002, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7864, prec@thr=0.5: 0.8398, recall@top3: 0.8633, prec@top3: 0.6873, recall@top5: 0.9527, prec@top5: 0.4657, loss: 0.0310, grad_norm: 0.1643 2020-12-09 04:05:29,584 - mmaction - INFO - Epoch [18][1060/2305] lr: 1.500e-03, eta: 1:47:19, time: 1.075, data_time: 0.002, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7872, prec@thr=0.5: 0.8468, recall@top3: 0.8606, prec@top3: 0.6959, recall@top5: 0.9574, prec@top5: 0.4768, loss: 0.0311, grad_norm: 0.1590 2020-12-09 04:05:51,187 - mmaction - INFO - Epoch [18][1080/2305] lr: 1.500e-03, eta: 1:46:56, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.7957, prec@thr=0.5: 0.8549, recall@top3: 0.8641, prec@top3: 0.7053, recall@top5: 0.9546, prec@top5: 0.4800, loss: 0.0302, grad_norm: 0.1642 2020-12-09 04:06:12,866 - mmaction - INFO - Epoch [18][1100/2305] lr: 1.500e-03, eta: 1:46:34, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7914, prec@thr=0.5: 0.8483, recall@top3: 0.8662, prec@top3: 0.7038, recall@top5: 0.9546, prec@top5: 0.4768, loss: 0.0306, grad_norm: 0.1657 2020-12-09 04:06:34,379 - mmaction - INFO - Epoch [18][1120/2305] lr: 1.500e-03, eta: 1:46:12, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7916, prec@thr=0.5: 0.8346, recall@top3: 0.8692, prec@top3: 0.7014, recall@top5: 0.9587, prec@top5: 0.4756, loss: 0.0310, grad_norm: 0.1655 2020-12-09 04:06:55,929 - mmaction - INFO - Epoch [18][1140/2305] lr: 1.500e-03, eta: 1:45:50, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7942, prec@thr=0.5: 0.8437, recall@top3: 0.8642, prec@top3: 0.7039, recall@top5: 0.9573, prec@top5: 0.4802, loss: 0.0306, grad_norm: 0.1667 2020-12-09 04:07:17,568 - mmaction - INFO - Epoch [18][1160/2305] lr: 1.500e-03, eta: 1:45:28, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7958, prec@thr=0.5: 0.8392, recall@top3: 0.8588, prec@top3: 0.6997, recall@top5: 0.9528, prec@top5: 0.4774, loss: 0.0310, grad_norm: 0.1631 2020-12-09 04:07:39,146 - mmaction - INFO - Epoch [18][1180/2305] lr: 1.500e-03, eta: 1:45:06, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7905, prec@thr=0.5: 0.8503, recall@top3: 0.8681, prec@top3: 0.7112, recall@top5: 0.9557, prec@top5: 0.4806, loss: 0.0308, grad_norm: 0.1659 2020-12-09 04:08:00,794 - mmaction - INFO - Epoch [18][1200/2305] lr: 1.500e-03, eta: 1:44:44, time: 1.084, data_time: 0.003, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7960, prec@thr=0.5: 0.8471, recall@top3: 0.8594, prec@top3: 0.7035, recall@top5: 0.9544, prec@top5: 0.4798, loss: 0.0306, grad_norm: 0.1641 2020-12-09 04:08:22,416 - mmaction - INFO - Epoch [18][1220/2305] lr: 1.500e-03, eta: 1:44:22, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7948, prec@thr=0.5: 0.8538, recall@top3: 0.8638, prec@top3: 0.6974, recall@top5: 0.9556, prec@top5: 0.4741, loss: 0.0303, grad_norm: 0.1658 2020-12-09 04:08:44,110 - mmaction - INFO - Epoch [18][1240/2305] lr: 1.500e-03, eta: 1:44:00, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7941, prec@thr=0.5: 0.8507, recall@top3: 0.8647, prec@top3: 0.7134, recall@top5: 0.9556, prec@top5: 0.4847, loss: 0.0301, grad_norm: 0.1683 2020-12-09 04:09:05,686 - mmaction - INFO - Epoch [18][1260/2305] lr: 1.500e-03, eta: 1:43:38, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0298, recall@thr=0.5: 0.7999, prec@thr=0.5: 0.8560, recall@top3: 0.8670, prec@top3: 0.7064, recall@top5: 0.9571, prec@top5: 0.4791, loss: 0.0298, grad_norm: 0.1613 2020-12-09 04:09:27,424 - mmaction - INFO - Epoch [18][1280/2305] lr: 1.500e-03, eta: 1:43:16, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7907, prec@thr=0.5: 0.8463, recall@top3: 0.8575, prec@top3: 0.7134, recall@top5: 0.9555, prec@top5: 0.4883, loss: 0.0310, grad_norm: 0.1659 2020-12-09 04:09:49,045 - mmaction - INFO - Epoch [18][1300/2305] lr: 1.500e-03, eta: 1:42:54, time: 1.082, data_time: 0.003, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7965, prec@thr=0.5: 0.8505, recall@top3: 0.8622, prec@top3: 0.7076, recall@top5: 0.9580, prec@top5: 0.4835, loss: 0.0304, grad_norm: 0.1632 2020-12-09 04:10:10,623 - mmaction - INFO - Epoch [18][1320/2305] lr: 1.500e-03, eta: 1:42:32, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7870, prec@thr=0.5: 0.8381, recall@top3: 0.8613, prec@top3: 0.6937, recall@top5: 0.9529, prec@top5: 0.4721, loss: 0.0312, grad_norm: 0.1621 2020-12-09 04:10:32,324 - mmaction - INFO - Epoch [18][1340/2305] lr: 1.500e-03, eta: 1:42:10, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7853, prec@thr=0.5: 0.8365, recall@top3: 0.8594, prec@top3: 0.6941, recall@top5: 0.9592, prec@top5: 0.4768, loss: 0.0307, grad_norm: 0.1688 2020-12-09 04:10:53,939 - mmaction - INFO - Epoch [18][1360/2305] lr: 1.500e-03, eta: 1:41:48, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.8017, prec@thr=0.5: 0.8541, recall@top3: 0.8683, prec@top3: 0.7008, recall@top5: 0.9533, prec@top5: 0.4734, loss: 0.0308, grad_norm: 0.1609 2020-12-09 04:11:15,493 - mmaction - INFO - Epoch [18][1380/2305] lr: 1.500e-03, eta: 1:41:26, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0295, recall@thr=0.5: 0.7968, prec@thr=0.5: 0.8468, recall@top3: 0.8694, prec@top3: 0.7035, recall@top5: 0.9602, prec@top5: 0.4782, loss: 0.0295, grad_norm: 0.1695 2020-12-09 04:11:37,052 - mmaction - INFO - Epoch [18][1400/2305] lr: 1.500e-03, eta: 1:41:04, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7893, prec@thr=0.5: 0.8481, recall@top3: 0.8617, prec@top3: 0.7001, recall@top5: 0.9549, prec@top5: 0.4772, loss: 0.0306, grad_norm: 0.1639 2020-12-09 04:11:58,616 - mmaction - INFO - Epoch [18][1420/2305] lr: 1.500e-03, eta: 1:40:42, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7960, prec@thr=0.5: 0.8556, recall@top3: 0.8635, prec@top3: 0.7050, recall@top5: 0.9590, prec@top5: 0.4830, loss: 0.0303, grad_norm: 0.1673 2020-12-09 04:12:20,325 - mmaction - INFO - Epoch [18][1440/2305] lr: 1.500e-03, eta: 1:40:20, time: 1.087, data_time: 0.002, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.7970, prec@thr=0.5: 0.8386, recall@top3: 0.8706, prec@top3: 0.6940, recall@top5: 0.9576, prec@top5: 0.4694, loss: 0.0299, grad_norm: 0.1641 2020-12-09 04:12:41,872 - mmaction - INFO - Epoch [18][1460/2305] lr: 1.500e-03, eta: 1:39:58, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0297, recall@thr=0.5: 0.8013, prec@thr=0.5: 0.8517, recall@top3: 0.8720, prec@top3: 0.7046, recall@top5: 0.9614, prec@top5: 0.4785, loss: 0.0297, grad_norm: 0.1640 2020-12-09 04:13:03,456 - mmaction - INFO - Epoch [18][1480/2305] lr: 1.500e-03, eta: 1:39:36, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7898, prec@thr=0.5: 0.8466, recall@top3: 0.8643, prec@top3: 0.7062, recall@top5: 0.9561, prec@top5: 0.4819, loss: 0.0316, grad_norm: 0.1667 2020-12-09 04:13:25,019 - mmaction - INFO - Epoch [18][1500/2305] lr: 1.500e-03, eta: 1:39:13, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7940, prec@thr=0.5: 0.8500, recall@top3: 0.8698, prec@top3: 0.7076, recall@top5: 0.9571, prec@top5: 0.4780, loss: 0.0305, grad_norm: 0.1658 2020-12-09 04:13:46,680 - mmaction - INFO - Epoch [18][1520/2305] lr: 1.500e-03, eta: 1:38:51, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.7980, prec@thr=0.5: 0.8445, recall@top3: 0.8684, prec@top3: 0.7020, recall@top5: 0.9546, prec@top5: 0.4746, loss: 0.0299, grad_norm: 0.1639 2020-12-09 04:14:08,379 - mmaction - INFO - Epoch [18][1540/2305] lr: 1.500e-03, eta: 1:38:29, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0294, recall@thr=0.5: 0.7958, prec@thr=0.5: 0.8543, recall@top3: 0.8676, prec@top3: 0.7025, recall@top5: 0.9599, prec@top5: 0.4783, loss: 0.0294, grad_norm: 0.1665 2020-12-09 04:14:29,967 - mmaction - INFO - Epoch [18][1560/2305] lr: 1.500e-03, eta: 1:38:07, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7934, prec@thr=0.5: 0.8473, recall@top3: 0.8660, prec@top3: 0.7010, recall@top5: 0.9549, prec@top5: 0.4747, loss: 0.0304, grad_norm: 0.1634 2020-12-09 04:14:51,687 - mmaction - INFO - Epoch [18][1580/2305] lr: 1.500e-03, eta: 1:37:45, time: 1.087, data_time: 0.003, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7920, prec@thr=0.5: 0.8467, recall@top3: 0.8624, prec@top3: 0.6986, recall@top5: 0.9553, prec@top5: 0.4757, loss: 0.0311, grad_norm: 0.1683 2020-12-09 04:15:13,312 - mmaction - INFO - Epoch [18][1600/2305] lr: 1.500e-03, eta: 1:37:23, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7843, prec@thr=0.5: 0.8490, recall@top3: 0.8618, prec@top3: 0.6934, recall@top5: 0.9537, prec@top5: 0.4716, loss: 0.0306, grad_norm: 0.1684 2020-12-09 04:15:34,876 - mmaction - INFO - Epoch [18][1620/2305] lr: 1.500e-03, eta: 1:37:01, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7892, prec@thr=0.5: 0.8397, recall@top3: 0.8617, prec@top3: 0.7043, recall@top5: 0.9596, prec@top5: 0.4819, loss: 0.0308, grad_norm: 0.1698 2020-12-09 04:15:56,617 - mmaction - INFO - Epoch [18][1640/2305] lr: 1.500e-03, eta: 1:36:39, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7981, prec@thr=0.5: 0.8548, recall@top3: 0.8619, prec@top3: 0.7093, recall@top5: 0.9535, prec@top5: 0.4832, loss: 0.0306, grad_norm: 0.1678 2020-12-09 04:16:18,124 - mmaction - INFO - Epoch [18][1660/2305] lr: 1.500e-03, eta: 1:36:17, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7881, prec@thr=0.5: 0.8425, recall@top3: 0.8522, prec@top3: 0.7021, recall@top5: 0.9490, prec@top5: 0.4809, loss: 0.0313, grad_norm: 0.1672 2020-12-09 04:16:39,749 - mmaction - INFO - Epoch [18][1680/2305] lr: 1.500e-03, eta: 1:35:55, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7881, prec@thr=0.5: 0.8499, recall@top3: 0.8625, prec@top3: 0.7087, recall@top5: 0.9542, prec@top5: 0.4819, loss: 0.0306, grad_norm: 0.1656 2020-12-09 04:17:01,256 - mmaction - INFO - Epoch [18][1700/2305] lr: 1.500e-03, eta: 1:35:33, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.8025, prec@thr=0.5: 0.8506, recall@top3: 0.8663, prec@top3: 0.7046, recall@top5: 0.9553, prec@top5: 0.4781, loss: 0.0300, grad_norm: 0.1605 2020-12-09 04:17:22,830 - mmaction - INFO - Epoch [18][1720/2305] lr: 1.500e-03, eta: 1:35:11, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7902, prec@thr=0.5: 0.8428, recall@top3: 0.8662, prec@top3: 0.6960, recall@top5: 0.9569, prec@top5: 0.4732, loss: 0.0311, grad_norm: 0.1674 2020-12-09 04:17:44,353 - mmaction - INFO - Epoch [18][1740/2305] lr: 1.500e-03, eta: 1:34:49, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0315, recall@thr=0.5: 0.7823, prec@thr=0.5: 0.8434, recall@top3: 0.8611, prec@top3: 0.7011, recall@top5: 0.9519, prec@top5: 0.4770, loss: 0.0315, grad_norm: 0.1637 2020-12-09 04:18:06,009 - mmaction - INFO - Epoch [18][1760/2305] lr: 1.500e-03, eta: 1:34:27, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7914, prec@thr=0.5: 0.8501, recall@top3: 0.8614, prec@top3: 0.7013, recall@top5: 0.9532, prec@top5: 0.4766, loss: 0.0308, grad_norm: 0.1694 2020-12-09 04:18:27,655 - mmaction - INFO - Epoch [18][1780/2305] lr: 1.500e-03, eta: 1:34:05, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0297, recall@thr=0.5: 0.7987, prec@thr=0.5: 0.8508, recall@top3: 0.8696, prec@top3: 0.6946, recall@top5: 0.9570, prec@top5: 0.4702, loss: 0.0297, grad_norm: 0.1674 2020-12-09 04:18:49,288 - mmaction - INFO - Epoch [18][1800/2305] lr: 1.500e-03, eta: 1:33:43, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0320, recall@thr=0.5: 0.7816, prec@thr=0.5: 0.8454, recall@top3: 0.8501, prec@top3: 0.6947, recall@top5: 0.9486, prec@top5: 0.4776, loss: 0.0320, grad_norm: 0.1706 2020-12-09 04:19:10,977 - mmaction - INFO - Epoch [18][1820/2305] lr: 1.500e-03, eta: 1:33:21, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.7870, prec@thr=0.5: 0.8410, recall@top3: 0.8630, prec@top3: 0.6959, recall@top5: 0.9535, prec@top5: 0.4728, loss: 0.0302, grad_norm: 0.1691 2020-12-09 04:19:32,678 - mmaction - INFO - Epoch [18][1840/2305] lr: 1.500e-03, eta: 1:32:59, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7878, prec@thr=0.5: 0.8463, recall@top3: 0.8647, prec@top3: 0.6979, recall@top5: 0.9544, prec@top5: 0.4744, loss: 0.0312, grad_norm: 0.1700 2020-12-09 04:19:54,282 - mmaction - INFO - Epoch [18][1860/2305] lr: 1.500e-03, eta: 1:32:37, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7822, prec@thr=0.5: 0.8395, recall@top3: 0.8647, prec@top3: 0.6974, recall@top5: 0.9532, prec@top5: 0.4723, loss: 0.0307, grad_norm: 0.1706 2020-12-09 04:20:15,844 - mmaction - INFO - Epoch [18][1880/2305] lr: 1.500e-03, eta: 1:32:15, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.7982, prec@thr=0.5: 0.8498, recall@top3: 0.8658, prec@top3: 0.6992, recall@top5: 0.9532, prec@top5: 0.4731, loss: 0.0302, grad_norm: 0.1662 2020-12-09 04:20:37,449 - mmaction - INFO - Epoch [18][1900/2305] lr: 1.500e-03, eta: 1:31:53, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.7937, prec@thr=0.5: 0.8509, recall@top3: 0.8640, prec@top3: 0.7138, recall@top5: 0.9584, prec@top5: 0.4880, loss: 0.0299, grad_norm: 0.1685 2020-12-09 04:20:59,181 - mmaction - INFO - Epoch [18][1920/2305] lr: 1.500e-03, eta: 1:31:31, time: 1.087, data_time: 0.002, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7935, prec@thr=0.5: 0.8561, recall@top3: 0.8601, prec@top3: 0.7059, recall@top5: 0.9543, prec@top5: 0.4825, loss: 0.0307, grad_norm: 0.1628 2020-12-09 04:21:20,738 - mmaction - INFO - Epoch [18][1940/2305] lr: 1.500e-03, eta: 1:31:09, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7869, prec@thr=0.5: 0.8460, recall@top3: 0.8629, prec@top3: 0.6936, recall@top5: 0.9566, prec@top5: 0.4729, loss: 0.0305, grad_norm: 0.1673 2020-12-09 04:21:42,355 - mmaction - INFO - Epoch [18][1960/2305] lr: 1.500e-03, eta: 1:30:47, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7887, prec@thr=0.5: 0.8440, recall@top3: 0.8648, prec@top3: 0.7028, recall@top5: 0.9567, prec@top5: 0.4771, loss: 0.0304, grad_norm: 0.1704 2020-12-09 04:22:04,013 - mmaction - INFO - Epoch [18][1980/2305] lr: 1.500e-03, eta: 1:30:25, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.7954, prec@thr=0.5: 0.8485, recall@top3: 0.8685, prec@top3: 0.6966, recall@top5: 0.9608, prec@top5: 0.4754, loss: 0.0300, grad_norm: 0.1683 2020-12-09 04:22:25,787 - mmaction - INFO - Epoch [18][2000/2305] lr: 1.500e-03, eta: 1:30:03, time: 1.088, data_time: 0.001, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7891, prec@thr=0.5: 0.8483, recall@top3: 0.8663, prec@top3: 0.7071, recall@top5: 0.9579, prec@top5: 0.4824, loss: 0.0307, grad_norm: 0.1648 2020-12-09 04:22:47,464 - mmaction - INFO - Epoch [18][2020/2305] lr: 1.500e-03, eta: 1:29:41, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0317, recall@thr=0.5: 0.7885, prec@thr=0.5: 0.8450, recall@top3: 0.8610, prec@top3: 0.7044, recall@top5: 0.9535, prec@top5: 0.4798, loss: 0.0317, grad_norm: 0.1629 2020-12-09 04:23:09,026 - mmaction - INFO - Epoch [18][2040/2305] lr: 1.500e-03, eta: 1:29:19, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7966, prec@thr=0.5: 0.8514, recall@top3: 0.8675, prec@top3: 0.7012, recall@top5: 0.9588, prec@top5: 0.4774, loss: 0.0304, grad_norm: 0.1671 2020-12-09 04:23:30,455 - mmaction - INFO - Epoch [18][2060/2305] lr: 1.500e-03, eta: 1:28:57, time: 1.071, data_time: 0.001, memory: 8593, loss_action_cls: 0.0293, recall@thr=0.5: 0.8047, prec@thr=0.5: 0.8616, recall@top3: 0.8717, prec@top3: 0.7065, recall@top5: 0.9605, prec@top5: 0.4806, loss: 0.0293, grad_norm: 0.1588 2020-12-09 04:23:52,066 - mmaction - INFO - Epoch [18][2080/2305] lr: 1.500e-03, eta: 1:28:35, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7887, prec@thr=0.5: 0.8452, recall@top3: 0.8673, prec@top3: 0.6951, recall@top5: 0.9569, prec@top5: 0.4714, loss: 0.0308, grad_norm: 0.1691 2020-12-09 04:24:13,783 - mmaction - INFO - Epoch [18][2100/2305] lr: 1.500e-03, eta: 1:28:12, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7987, prec@thr=0.5: 0.8532, recall@top3: 0.8703, prec@top3: 0.6973, recall@top5: 0.9557, prec@top5: 0.4700, loss: 0.0301, grad_norm: 0.1629 2020-12-09 04:24:35,379 - mmaction - INFO - Epoch [18][2120/2305] lr: 1.500e-03, eta: 1:27:50, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0298, recall@thr=0.5: 0.8047, prec@thr=0.5: 0.8543, recall@top3: 0.8684, prec@top3: 0.7035, recall@top5: 0.9571, prec@top5: 0.4775, loss: 0.0298, grad_norm: 0.1659 2020-12-09 04:24:56,925 - mmaction - INFO - Epoch [18][2140/2305] lr: 1.500e-03, eta: 1:27:28, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0320, recall@thr=0.5: 0.7768, prec@thr=0.5: 0.8365, recall@top3: 0.8623, prec@top3: 0.6906, recall@top5: 0.9523, prec@top5: 0.4690, loss: 0.0320, grad_norm: 0.1691 2020-12-09 04:25:18,478 - mmaction - INFO - Epoch [18][2160/2305] lr: 1.500e-03, eta: 1:27:06, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7864, prec@thr=0.5: 0.8478, recall@top3: 0.8601, prec@top3: 0.7020, recall@top5: 0.9562, prec@top5: 0.4801, loss: 0.0303, grad_norm: 0.1653 2020-12-09 04:25:40,147 - mmaction - INFO - Epoch [18][2180/2305] lr: 1.500e-03, eta: 1:26:44, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7965, prec@thr=0.5: 0.8401, recall@top3: 0.8596, prec@top3: 0.6954, recall@top5: 0.9565, prec@top5: 0.4759, loss: 0.0312, grad_norm: 0.1673 2020-12-09 04:26:01,681 - mmaction - INFO - Epoch [18][2200/2305] lr: 1.500e-03, eta: 1:26:22, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7786, prec@thr=0.5: 0.8434, recall@top3: 0.8614, prec@top3: 0.6957, recall@top5: 0.9538, prec@top5: 0.4754, loss: 0.0316, grad_norm: 0.1683 2020-12-09 04:26:23,322 - mmaction - INFO - Epoch [18][2220/2305] lr: 1.500e-03, eta: 1:26:00, time: 1.083, data_time: 0.003, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7798, prec@thr=0.5: 0.8394, recall@top3: 0.8608, prec@top3: 0.6916, recall@top5: 0.9545, prec@top5: 0.4705, loss: 0.0314, grad_norm: 0.1712 2020-12-09 04:26:44,825 - mmaction - INFO - Epoch [18][2240/2305] lr: 1.500e-03, eta: 1:25:38, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7899, prec@thr=0.5: 0.8437, recall@top3: 0.8609, prec@top3: 0.6931, recall@top5: 0.9567, prec@top5: 0.4747, loss: 0.0306, grad_norm: 0.1636 2020-12-09 04:27:06,363 - mmaction - INFO - Epoch [18][2260/2305] lr: 1.500e-03, eta: 1:25:16, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0298, recall@thr=0.5: 0.7978, prec@thr=0.5: 0.8524, recall@top3: 0.8712, prec@top3: 0.7011, recall@top5: 0.9571, prec@top5: 0.4727, loss: 0.0298, grad_norm: 0.1643 2020-12-09 04:27:28,075 - mmaction - INFO - Epoch [18][2280/2305] lr: 1.500e-03, eta: 1:24:54, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0298, recall@thr=0.5: 0.7889, prec@thr=0.5: 0.8531, recall@top3: 0.8709, prec@top3: 0.7054, recall@top5: 0.9578, prec@top5: 0.4770, loss: 0.0298, grad_norm: 0.1676 2020-12-09 04:27:49,660 - mmaction - INFO - Epoch [18][2300/2305] lr: 1.500e-03, eta: 1:24:32, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7899, prec@thr=0.5: 0.8428, recall@top3: 0.8641, prec@top3: 0.7025, recall@top5: 0.9579, prec@top5: 0.4790, loss: 0.0309, grad_norm: 0.1649 2020-12-09 04:27:58,089 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-12-09 04:37:07,306 - mmaction - INFO - Evaluating proposal ... 2020-12-09 04:38:13,056 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-09 04:38:13,057 - mmaction - INFO - Evaluating bbox ... 2020-12-09 04:46:31,422 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2531 2020-12-09 04:46:32,507 - mmaction - INFO - Epoch(val) [18][2305] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2531 2020-12-09 04:47:42,035 - mmaction - INFO - Epoch [19][20/2305] lr: 1.500e-03, eta: 1:24:09, time: 3.476, data_time: 2.412, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7886, prec@thr=0.5: 0.8523, recall@top3: 0.8601, prec@top3: 0.7115, recall@top5: 0.9553, prec@top5: 0.4858, loss: 0.0311, grad_norm: 0.1669 2020-12-09 04:48:03,406 - mmaction - INFO - Epoch [19][40/2305] lr: 1.500e-03, eta: 1:23:47, time: 1.067, data_time: 0.003, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7916, prec@thr=0.5: 0.8434, recall@top3: 0.8590, prec@top3: 0.7108, recall@top5: 0.9504, prec@top5: 0.4827, loss: 0.0306, grad_norm: 0.1630 2020-12-09 04:48:24,868 - mmaction - INFO - Epoch [19][60/2305] lr: 1.500e-03, eta: 1:23:25, time: 1.073, data_time: 0.002, memory: 8593, loss_action_cls: 0.0298, recall@thr=0.5: 0.7951, prec@thr=0.5: 0.8486, recall@top3: 0.8696, prec@top3: 0.7125, recall@top5: 0.9603, prec@top5: 0.4845, loss: 0.0298, grad_norm: 0.1696 2020-12-09 04:48:46,341 - mmaction - INFO - Epoch [19][80/2305] lr: 1.500e-03, eta: 1:23:03, time: 1.076, data_time: 0.003, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7821, prec@thr=0.5: 0.8419, recall@top3: 0.8586, prec@top3: 0.7035, recall@top5: 0.9527, prec@top5: 0.4792, loss: 0.0311, grad_norm: 0.1721 2020-12-09 04:49:07,736 - mmaction - INFO - Epoch [19][100/2305] lr: 1.500e-03, eta: 1:22:41, time: 1.069, data_time: 0.002, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7896, prec@thr=0.5: 0.8411, recall@top3: 0.8602, prec@top3: 0.6917, recall@top5: 0.9555, prec@top5: 0.4725, loss: 0.0314, grad_norm: 0.1732 2020-12-09 04:49:29,334 - mmaction - INFO - Epoch [19][120/2305] lr: 1.500e-03, eta: 1:22:19, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7964, prec@thr=0.5: 0.8538, recall@top3: 0.8712, prec@top3: 0.7056, recall@top5: 0.9601, prec@top5: 0.4784, loss: 0.0301, grad_norm: 0.1723 2020-12-09 04:49:51,033 - mmaction - INFO - Epoch [19][140/2305] lr: 1.500e-03, eta: 1:21:57, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.7986, prec@thr=0.5: 0.8504, recall@top3: 0.8661, prec@top3: 0.6955, recall@top5: 0.9578, prec@top5: 0.4734, loss: 0.0302, grad_norm: 0.1617 2020-12-09 04:50:12,606 - mmaction - INFO - Epoch [19][160/2305] lr: 1.500e-03, eta: 1:21:35, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7802, prec@thr=0.5: 0.8442, recall@top3: 0.8550, prec@top3: 0.6943, recall@top5: 0.9530, prec@top5: 0.4770, loss: 0.0318, grad_norm: 0.1686 2020-12-09 04:50:34,223 - mmaction - INFO - Epoch [19][180/2305] lr: 1.500e-03, eta: 1:21:13, time: 1.082, data_time: 0.003, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7937, prec@thr=0.5: 0.8454, recall@top3: 0.8644, prec@top3: 0.6932, recall@top5: 0.9571, prec@top5: 0.4728, loss: 0.0306, grad_norm: 0.1672 2020-12-09 04:50:55,768 - mmaction - INFO - Epoch [19][200/2305] lr: 1.500e-03, eta: 1:20:51, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7854, prec@thr=0.5: 0.8417, recall@top3: 0.8681, prec@top3: 0.6954, recall@top5: 0.9589, prec@top5: 0.4720, loss: 0.0306, grad_norm: 0.1656 2020-12-09 04:51:17,530 - mmaction - INFO - Epoch [19][220/2305] lr: 1.500e-03, eta: 1:20:29, time: 1.087, data_time: 0.002, memory: 8593, loss_action_cls: 0.0319, recall@thr=0.5: 0.7867, prec@thr=0.5: 0.8376, recall@top3: 0.8523, prec@top3: 0.6951, recall@top5: 0.9523, prec@top5: 0.4778, loss: 0.0319, grad_norm: 0.1635 2020-12-09 04:51:38,986 - mmaction - INFO - Epoch [19][240/2305] lr: 1.500e-03, eta: 1:20:07, time: 1.075, data_time: 0.003, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7919, prec@thr=0.5: 0.8519, recall@top3: 0.8625, prec@top3: 0.7046, recall@top5: 0.9553, prec@top5: 0.4811, loss: 0.0307, grad_norm: 0.1676 2020-12-09 04:52:00,509 - mmaction - INFO - Epoch [19][260/2305] lr: 1.500e-03, eta: 1:19:45, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.8003, prec@thr=0.5: 0.8473, recall@top3: 0.8688, prec@top3: 0.7030, recall@top5: 0.9577, prec@top5: 0.4774, loss: 0.0302, grad_norm: 0.1654 2020-12-09 04:52:21,992 - mmaction - INFO - Epoch [19][280/2305] lr: 1.500e-03, eta: 1:19:23, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7844, prec@thr=0.5: 0.8462, recall@top3: 0.8571, prec@top3: 0.7069, recall@top5: 0.9556, prec@top5: 0.4853, loss: 0.0312, grad_norm: 0.1684 2020-12-09 04:52:43,527 - mmaction - INFO - Epoch [19][300/2305] lr: 1.500e-03, eta: 1:19:01, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7861, prec@thr=0.5: 0.8449, recall@top3: 0.8610, prec@top3: 0.6991, recall@top5: 0.9545, prec@top5: 0.4773, loss: 0.0310, grad_norm: 0.1678 2020-12-09 04:53:04,970 - mmaction - INFO - Epoch [19][320/2305] lr: 1.500e-03, eta: 1:18:39, time: 1.072, data_time: 0.001, memory: 8593, loss_action_cls: 0.0294, recall@thr=0.5: 0.7983, prec@thr=0.5: 0.8536, recall@top3: 0.8655, prec@top3: 0.7086, recall@top5: 0.9611, prec@top5: 0.4832, loss: 0.0294, grad_norm: 0.1671 2020-12-09 04:53:26,561 - mmaction - INFO - Epoch [19][340/2305] lr: 1.500e-03, eta: 1:18:17, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7972, prec@thr=0.5: 0.8386, recall@top3: 0.8630, prec@top3: 0.6975, recall@top5: 0.9566, prec@top5: 0.4746, loss: 0.0306, grad_norm: 0.1671 2020-12-09 04:53:48,034 - mmaction - INFO - Epoch [19][360/2305] lr: 1.500e-03, eta: 1:17:54, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7877, prec@thr=0.5: 0.8421, recall@top3: 0.8636, prec@top3: 0.7093, recall@top5: 0.9577, prec@top5: 0.4833, loss: 0.0308, grad_norm: 0.1646 2020-12-09 04:54:09,519 - mmaction - INFO - Epoch [19][380/2305] lr: 1.500e-03, eta: 1:17:32, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0295, recall@thr=0.5: 0.7961, prec@thr=0.5: 0.8588, recall@top3: 0.8696, prec@top3: 0.7060, recall@top5: 0.9558, prec@top5: 0.4776, loss: 0.0295, grad_norm: 0.1633 2020-12-09 04:54:31,215 - mmaction - INFO - Epoch [19][400/2305] lr: 1.500e-03, eta: 1:17:10, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7910, prec@thr=0.5: 0.8378, recall@top3: 0.8589, prec@top3: 0.6938, recall@top5: 0.9538, prec@top5: 0.4741, loss: 0.0312, grad_norm: 0.1719 2020-12-09 04:54:52,747 - mmaction - INFO - Epoch [19][420/2305] lr: 1.500e-03, eta: 1:16:48, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7922, prec@thr=0.5: 0.8403, recall@top3: 0.8615, prec@top3: 0.7023, recall@top5: 0.9574, prec@top5: 0.4798, loss: 0.0309, grad_norm: 0.1650 2020-12-09 04:55:14,366 - mmaction - INFO - Epoch [19][440/2305] lr: 1.500e-03, eta: 1:16:26, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7884, prec@thr=0.5: 0.8441, recall@top3: 0.8638, prec@top3: 0.6994, recall@top5: 0.9574, prec@top5: 0.4763, loss: 0.0304, grad_norm: 0.1717 2020-12-09 04:55:35,986 - mmaction - INFO - Epoch [19][460/2305] lr: 1.500e-03, eta: 1:16:04, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7940, prec@thr=0.5: 0.8515, recall@top3: 0.8664, prec@top3: 0.7147, recall@top5: 0.9616, prec@top5: 0.4872, loss: 0.0301, grad_norm: 0.1659 2020-12-09 04:55:57,476 - mmaction - INFO - Epoch [19][480/2305] lr: 1.500e-03, eta: 1:15:42, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7949, prec@thr=0.5: 0.8459, recall@top3: 0.8662, prec@top3: 0.7001, recall@top5: 0.9582, prec@top5: 0.4768, loss: 0.0307, grad_norm: 0.1681 2020-12-09 04:56:19,020 - mmaction - INFO - Epoch [19][500/2305] lr: 1.500e-03, eta: 1:15:20, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7839, prec@thr=0.5: 0.8418, recall@top3: 0.8673, prec@top3: 0.6836, recall@top5: 0.9574, prec@top5: 0.4640, loss: 0.0306, grad_norm: 0.1695 2020-12-09 04:56:40,705 - mmaction - INFO - Epoch [19][520/2305] lr: 1.500e-03, eta: 1:14:58, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7971, prec@thr=0.5: 0.8494, recall@top3: 0.8625, prec@top3: 0.6975, recall@top5: 0.9554, prec@top5: 0.4753, loss: 0.0311, grad_norm: 0.1638 2020-12-09 04:57:02,263 - mmaction - INFO - Epoch [19][540/2305] lr: 1.500e-03, eta: 1:14:36, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7931, prec@thr=0.5: 0.8479, recall@top3: 0.8643, prec@top3: 0.7065, recall@top5: 0.9566, prec@top5: 0.4813, loss: 0.0308, grad_norm: 0.1636 2020-12-09 04:57:23,860 - mmaction - INFO - Epoch [19][560/2305] lr: 1.500e-03, eta: 1:14:14, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7883, prec@thr=0.5: 0.8467, recall@top3: 0.8611, prec@top3: 0.7054, recall@top5: 0.9546, prec@top5: 0.4804, loss: 0.0311, grad_norm: 0.1656 2020-12-09 04:57:45,503 - mmaction - INFO - Epoch [19][580/2305] lr: 1.500e-03, eta: 1:13:52, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7925, prec@thr=0.5: 0.8459, recall@top3: 0.8664, prec@top3: 0.6963, recall@top5: 0.9574, prec@top5: 0.4730, loss: 0.0305, grad_norm: 0.1650 2020-12-09 04:58:07,098 - mmaction - INFO - Epoch [19][600/2305] lr: 1.500e-03, eta: 1:13:30, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7852, prec@thr=0.5: 0.8396, recall@top3: 0.8627, prec@top3: 0.6933, recall@top5: 0.9588, prec@top5: 0.4736, loss: 0.0309, grad_norm: 0.1667 2020-12-09 04:58:28,809 - mmaction - INFO - Epoch [19][620/2305] lr: 1.500e-03, eta: 1:13:08, time: 1.086, data_time: 0.002, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7894, prec@thr=0.5: 0.8479, recall@top3: 0.8686, prec@top3: 0.7058, recall@top5: 0.9575, prec@top5: 0.4773, loss: 0.0307, grad_norm: 0.1685 2020-12-09 04:58:50,310 - mmaction - INFO - Epoch [19][640/2305] lr: 1.500e-03, eta: 1:12:46, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7921, prec@thr=0.5: 0.8501, recall@top3: 0.8654, prec@top3: 0.6999, recall@top5: 0.9582, prec@top5: 0.4769, loss: 0.0310, grad_norm: 0.1705 2020-12-09 04:59:11,832 - mmaction - INFO - Epoch [19][660/2305] lr: 1.500e-03, eta: 1:12:24, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0324, recall@thr=0.5: 0.7727, prec@thr=0.5: 0.8367, recall@top3: 0.8509, prec@top3: 0.7002, recall@top5: 0.9513, prec@top5: 0.4806, loss: 0.0324, grad_norm: 0.1690 2020-12-09 04:59:33,618 - mmaction - INFO - Epoch [19][680/2305] lr: 1.500e-03, eta: 1:12:02, time: 1.090, data_time: 0.002, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7951, prec@thr=0.5: 0.8422, recall@top3: 0.8707, prec@top3: 0.6924, recall@top5: 0.9578, prec@top5: 0.4687, loss: 0.0301, grad_norm: 0.1631 2020-12-09 04:59:55,368 - mmaction - INFO - Epoch [19][700/2305] lr: 1.500e-03, eta: 1:11:40, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.7940, prec@thr=0.5: 0.8543, recall@top3: 0.8657, prec@top3: 0.7082, recall@top5: 0.9587, prec@top5: 0.4822, loss: 0.0299, grad_norm: 0.1647 2020-12-09 05:00:16,973 - mmaction - INFO - Epoch [19][720/2305] lr: 1.500e-03, eta: 1:11:18, time: 1.081, data_time: 0.003, memory: 8593, loss_action_cls: 0.0292, recall@thr=0.5: 0.8041, prec@thr=0.5: 0.8560, recall@top3: 0.8638, prec@top3: 0.7023, recall@top5: 0.9582, prec@top5: 0.4792, loss: 0.0292, grad_norm: 0.1648 2020-12-09 05:00:38,524 - mmaction - INFO - Epoch [19][740/2305] lr: 1.500e-03, eta: 1:10:56, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.7949, prec@thr=0.5: 0.8413, recall@top3: 0.8630, prec@top3: 0.6883, recall@top5: 0.9568, prec@top5: 0.4700, loss: 0.0300, grad_norm: 0.1689 2020-12-09 05:00:59,971 - mmaction - INFO - Epoch [19][760/2305] lr: 1.500e-03, eta: 1:10:34, time: 1.072, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7813, prec@thr=0.5: 0.8437, recall@top3: 0.8646, prec@top3: 0.6993, recall@top5: 0.9557, prec@top5: 0.4756, loss: 0.0311, grad_norm: 0.1637 2020-12-09 05:01:21,390 - mmaction - INFO - Epoch [19][780/2305] lr: 1.500e-03, eta: 1:10:12, time: 1.071, data_time: 0.001, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7810, prec@thr=0.5: 0.8452, recall@top3: 0.8596, prec@top3: 0.6885, recall@top5: 0.9516, prec@top5: 0.4689, loss: 0.0313, grad_norm: 0.1629 2020-12-09 05:01:42,948 - mmaction - INFO - Epoch [19][800/2305] lr: 1.500e-03, eta: 1:09:50, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.7912, prec@thr=0.5: 0.8453, recall@top3: 0.8668, prec@top3: 0.6989, recall@top5: 0.9566, prec@top5: 0.4738, loss: 0.0302, grad_norm: 0.1685 2020-12-09 05:02:04,543 - mmaction - INFO - Epoch [19][820/2305] lr: 1.500e-03, eta: 1:09:28, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7877, prec@thr=0.5: 0.8442, recall@top3: 0.8575, prec@top3: 0.7009, recall@top5: 0.9505, prec@top5: 0.4768, loss: 0.0311, grad_norm: 0.1691 2020-12-09 05:02:26,097 - mmaction - INFO - Epoch [19][840/2305] lr: 1.500e-03, eta: 1:09:06, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0294, recall@thr=0.5: 0.7963, prec@thr=0.5: 0.8474, recall@top3: 0.8691, prec@top3: 0.6994, recall@top5: 0.9545, prec@top5: 0.4724, loss: 0.0294, grad_norm: 0.1673 2020-12-09 05:02:47,607 - mmaction - INFO - Epoch [19][860/2305] lr: 1.500e-03, eta: 1:08:44, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7863, prec@thr=0.5: 0.8459, recall@top3: 0.8650, prec@top3: 0.7078, recall@top5: 0.9585, prec@top5: 0.4836, loss: 0.0301, grad_norm: 0.1727 2020-12-09 05:03:09,151 - mmaction - INFO - Epoch [19][880/2305] lr: 1.500e-03, eta: 1:08:22, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.7942, prec@thr=0.5: 0.8453, recall@top3: 0.8677, prec@top3: 0.7006, recall@top5: 0.9561, prec@top5: 0.4751, loss: 0.0302, grad_norm: 0.1605 2020-12-09 05:03:30,689 - mmaction - INFO - Epoch [19][900/2305] lr: 1.500e-03, eta: 1:07:59, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0297, recall@thr=0.5: 0.7899, prec@thr=0.5: 0.8458, recall@top3: 0.8680, prec@top3: 0.7052, recall@top5: 0.9573, prec@top5: 0.4782, loss: 0.0297, grad_norm: 0.1653 2020-12-09 05:03:52,393 - mmaction - INFO - Epoch [19][920/2305] lr: 1.500e-03, eta: 1:07:37, time: 1.086, data_time: 0.002, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7871, prec@thr=0.5: 0.8326, recall@top3: 0.8606, prec@top3: 0.6955, recall@top5: 0.9537, prec@top5: 0.4744, loss: 0.0309, grad_norm: 0.1697 2020-12-09 05:04:13,913 - mmaction - INFO - Epoch [19][940/2305] lr: 1.500e-03, eta: 1:07:15, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7863, prec@thr=0.5: 0.8465, recall@top3: 0.8585, prec@top3: 0.6969, recall@top5: 0.9537, prec@top5: 0.4773, loss: 0.0308, grad_norm: 0.1668 2020-12-09 05:04:35,434 - mmaction - INFO - Epoch [19][960/2305] lr: 1.500e-03, eta: 1:06:53, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.8000, prec@thr=0.5: 0.8514, recall@top3: 0.8631, prec@top3: 0.7148, recall@top5: 0.9577, prec@top5: 0.4881, loss: 0.0300, grad_norm: 0.1684 2020-12-09 05:04:56,995 - mmaction - INFO - Epoch [19][980/2305] lr: 1.500e-03, eta: 1:06:31, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0323, recall@thr=0.5: 0.7850, prec@thr=0.5: 0.8469, recall@top3: 0.8536, prec@top3: 0.7187, recall@top5: 0.9558, prec@top5: 0.4947, loss: 0.0323, grad_norm: 0.1678 2020-12-09 05:05:18,470 - mmaction - INFO - Epoch [19][1000/2305] lr: 1.500e-03, eta: 1:06:09, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.8035, prec@thr=0.5: 0.8457, recall@top3: 0.8599, prec@top3: 0.6996, recall@top5: 0.9589, prec@top5: 0.4807, loss: 0.0302, grad_norm: 0.1659 2020-12-09 05:05:40,162 - mmaction - INFO - Epoch [19][1020/2305] lr: 1.500e-03, eta: 1:05:47, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.8027, prec@thr=0.5: 0.8506, recall@top3: 0.8667, prec@top3: 0.7116, recall@top5: 0.9565, prec@top5: 0.4849, loss: 0.0299, grad_norm: 0.1665 2020-12-09 05:06:02,045 - mmaction - INFO - Epoch [19][1040/2305] lr: 1.500e-03, eta: 1:05:25, time: 1.096, data_time: 0.003, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7992, prec@thr=0.5: 0.8472, recall@top3: 0.8717, prec@top3: 0.7033, recall@top5: 0.9587, prec@top5: 0.4742, loss: 0.0303, grad_norm: 0.1571 2020-12-09 05:06:23,529 - mmaction - INFO - Epoch [19][1060/2305] lr: 1.500e-03, eta: 1:05:03, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0296, recall@thr=0.5: 0.7964, prec@thr=0.5: 0.8500, recall@top3: 0.8659, prec@top3: 0.6992, recall@top5: 0.9574, prec@top5: 0.4745, loss: 0.0296, grad_norm: 0.1688 2020-12-09 05:06:45,170 - mmaction - INFO - Epoch [19][1080/2305] lr: 1.500e-03, eta: 1:04:41, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0292, recall@thr=0.5: 0.7944, prec@thr=0.5: 0.8516, recall@top3: 0.8701, prec@top3: 0.6996, recall@top5: 0.9614, prec@top5: 0.4766, loss: 0.0292, grad_norm: 0.1627 2020-12-09 05:07:06,793 - mmaction - INFO - Epoch [19][1100/2305] lr: 1.500e-03, eta: 1:04:19, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0298, recall@thr=0.5: 0.7944, prec@thr=0.5: 0.8563, recall@top3: 0.8652, prec@top3: 0.7085, recall@top5: 0.9618, prec@top5: 0.4848, loss: 0.0298, grad_norm: 0.1680 2020-12-09 05:07:28,363 - mmaction - INFO - Epoch [19][1120/2305] lr: 1.500e-03, eta: 1:03:57, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0320, recall@thr=0.5: 0.7831, prec@thr=0.5: 0.8374, recall@top3: 0.8584, prec@top3: 0.6932, recall@top5: 0.9506, prec@top5: 0.4722, loss: 0.0320, grad_norm: 0.1658 2020-12-09 05:07:49,992 - mmaction - INFO - Epoch [19][1140/2305] lr: 1.500e-03, eta: 1:03:35, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7935, prec@thr=0.5: 0.8505, recall@top3: 0.8636, prec@top3: 0.6982, recall@top5: 0.9559, prec@top5: 0.4759, loss: 0.0301, grad_norm: 0.1670 2020-12-09 05:08:11,650 - mmaction - INFO - Epoch [19][1160/2305] lr: 1.500e-03, eta: 1:03:13, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7929, prec@thr=0.5: 0.8476, recall@top3: 0.8614, prec@top3: 0.7105, recall@top5: 0.9584, prec@top5: 0.4854, loss: 0.0306, grad_norm: 0.1681 2020-12-09 05:08:33,268 - mmaction - INFO - Epoch [19][1180/2305] lr: 1.500e-03, eta: 1:02:51, time: 1.082, data_time: 0.003, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7923, prec@thr=0.5: 0.8484, recall@top3: 0.8635, prec@top3: 0.7002, recall@top5: 0.9567, prec@top5: 0.4769, loss: 0.0304, grad_norm: 0.1656 2020-12-09 05:08:54,940 - mmaction - INFO - Epoch [19][1200/2305] lr: 1.500e-03, eta: 1:02:29, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.7953, prec@thr=0.5: 0.8481, recall@top3: 0.8681, prec@top3: 0.7039, recall@top5: 0.9594, prec@top5: 0.4785, loss: 0.0299, grad_norm: 0.1637 2020-12-09 05:09:16,534 - mmaction - INFO - Epoch [19][1220/2305] lr: 1.500e-03, eta: 1:02:07, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7944, prec@thr=0.5: 0.8538, recall@top3: 0.8673, prec@top3: 0.7097, recall@top5: 0.9548, prec@top5: 0.4804, loss: 0.0304, grad_norm: 0.1646 2020-12-09 05:09:38,237 - mmaction - INFO - Epoch [19][1240/2305] lr: 1.500e-03, eta: 1:01:45, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7917, prec@thr=0.5: 0.8451, recall@top3: 0.8627, prec@top3: 0.6872, recall@top5: 0.9515, prec@top5: 0.4663, loss: 0.0303, grad_norm: 0.1654 2020-12-09 05:09:59,926 - mmaction - INFO - Epoch [19][1260/2305] lr: 1.500e-03, eta: 1:01:23, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7911, prec@thr=0.5: 0.8404, recall@top3: 0.8632, prec@top3: 0.6965, recall@top5: 0.9555, prec@top5: 0.4758, loss: 0.0310, grad_norm: 0.1707 2020-12-09 05:10:21,442 - mmaction - INFO - Epoch [19][1280/2305] lr: 1.500e-03, eta: 1:01:01, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0298, recall@thr=0.5: 0.7965, prec@thr=0.5: 0.8502, recall@top3: 0.8689, prec@top3: 0.6983, recall@top5: 0.9611, prec@top5: 0.4755, loss: 0.0298, grad_norm: 0.1628 2020-12-09 05:10:43,002 - mmaction - INFO - Epoch [19][1300/2305] lr: 1.500e-03, eta: 1:00:39, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.7855, prec@thr=0.5: 0.8497, recall@top3: 0.8673, prec@top3: 0.6974, recall@top5: 0.9548, prec@top5: 0.4720, loss: 0.0300, grad_norm: 0.1663 2020-12-09 05:11:04,583 - mmaction - INFO - Epoch [19][1320/2305] lr: 1.500e-03, eta: 1:00:17, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0291, recall@thr=0.5: 0.8006, prec@thr=0.5: 0.8608, recall@top3: 0.8727, prec@top3: 0.7101, recall@top5: 0.9583, prec@top5: 0.4799, loss: 0.0291, grad_norm: 0.1628 2020-12-09 05:11:26,144 - mmaction - INFO - Epoch [19][1340/2305] lr: 1.500e-03, eta: 0:59:55, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0295, recall@thr=0.5: 0.7983, prec@thr=0.5: 0.8548, recall@top3: 0.8660, prec@top3: 0.7149, recall@top5: 0.9580, prec@top5: 0.4860, loss: 0.0295, grad_norm: 0.1633 2020-12-09 05:11:47,763 - mmaction - INFO - Epoch [19][1360/2305] lr: 1.500e-03, eta: 0:59:33, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.8008, prec@thr=0.5: 0.8468, recall@top3: 0.8691, prec@top3: 0.7057, recall@top5: 0.9541, prec@top5: 0.4768, loss: 0.0307, grad_norm: 0.1675 2020-12-09 05:12:09,345 - mmaction - INFO - Epoch [19][1380/2305] lr: 1.500e-03, eta: 0:59:11, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.8011, prec@thr=0.5: 0.8557, recall@top3: 0.8702, prec@top3: 0.7045, recall@top5: 0.9547, prec@top5: 0.4760, loss: 0.0301, grad_norm: 0.1672 2020-12-09 05:12:30,941 - mmaction - INFO - Epoch [19][1400/2305] lr: 1.500e-03, eta: 0:58:49, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7856, prec@thr=0.5: 0.8495, recall@top3: 0.8611, prec@top3: 0.7045, recall@top5: 0.9536, prec@top5: 0.4800, loss: 0.0312, grad_norm: 0.1737 2020-12-09 05:12:52,694 - mmaction - INFO - Epoch [19][1420/2305] lr: 1.500e-03, eta: 0:58:27, time: 1.090, data_time: 0.003, memory: 8593, loss_action_cls: 0.0294, recall@thr=0.5: 0.8053, prec@thr=0.5: 0.8522, recall@top3: 0.8666, prec@top3: 0.7057, recall@top5: 0.9595, prec@top5: 0.4811, loss: 0.0294, grad_norm: 0.1637 2020-12-09 05:13:14,370 - mmaction - INFO - Epoch [19][1440/2305] lr: 1.500e-03, eta: 0:58:05, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.7950, prec@thr=0.5: 0.8537, recall@top3: 0.8654, prec@top3: 0.6996, recall@top5: 0.9579, prec@top5: 0.4775, loss: 0.0299, grad_norm: 0.1674 2020-12-09 05:13:36,035 - mmaction - INFO - Epoch [19][1460/2305] lr: 1.500e-03, eta: 0:57:43, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7891, prec@thr=0.5: 0.8448, recall@top3: 0.8571, prec@top3: 0.7047, recall@top5: 0.9543, prec@top5: 0.4828, loss: 0.0306, grad_norm: 0.1642 2020-12-09 05:13:57,750 - mmaction - INFO - Epoch [19][1480/2305] lr: 1.500e-03, eta: 0:57:21, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7977, prec@thr=0.5: 0.8428, recall@top3: 0.8575, prec@top3: 0.7056, recall@top5: 0.9570, prec@top5: 0.4853, loss: 0.0305, grad_norm: 0.1724 2020-12-09 05:14:19,277 - mmaction - INFO - Epoch [19][1500/2305] lr: 1.500e-03, eta: 0:56:59, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7939, prec@thr=0.5: 0.8501, recall@top3: 0.8651, prec@top3: 0.7025, recall@top5: 0.9548, prec@top5: 0.4767, loss: 0.0305, grad_norm: 0.1690 2020-12-09 05:14:40,807 - mmaction - INFO - Epoch [19][1520/2305] lr: 1.500e-03, eta: 0:56:37, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0296, recall@thr=0.5: 0.7961, prec@thr=0.5: 0.8448, recall@top3: 0.8700, prec@top3: 0.7030, recall@top5: 0.9580, prec@top5: 0.4773, loss: 0.0296, grad_norm: 0.1726 2020-12-09 05:15:02,568 - mmaction - INFO - Epoch [19][1540/2305] lr: 1.500e-03, eta: 0:56:15, time: 1.089, data_time: 0.002, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7943, prec@thr=0.5: 0.8450, recall@top3: 0.8667, prec@top3: 0.7019, recall@top5: 0.9543, prec@top5: 0.4749, loss: 0.0307, grad_norm: 0.1680 2020-12-09 05:15:24,202 - mmaction - INFO - Epoch [19][1560/2305] lr: 1.500e-03, eta: 0:55:53, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0294, recall@thr=0.5: 0.7971, prec@thr=0.5: 0.8601, recall@top3: 0.8728, prec@top3: 0.7054, recall@top5: 0.9623, prec@top5: 0.4790, loss: 0.0294, grad_norm: 0.1700 2020-12-09 05:15:45,820 - mmaction - INFO - Epoch [19][1580/2305] lr: 1.500e-03, eta: 0:55:31, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.8039, prec@thr=0.5: 0.8526, recall@top3: 0.8666, prec@top3: 0.7071, recall@top5: 0.9564, prec@top5: 0.4807, loss: 0.0305, grad_norm: 0.1638 2020-12-09 05:16:07,397 - mmaction - INFO - Epoch [19][1600/2305] lr: 1.500e-03, eta: 0:55:09, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0297, recall@thr=0.5: 0.7975, prec@thr=0.5: 0.8441, recall@top3: 0.8688, prec@top3: 0.7119, recall@top5: 0.9581, prec@top5: 0.4817, loss: 0.0297, grad_norm: 0.1659 2020-12-09 05:16:28,936 - mmaction - INFO - Epoch [19][1620/2305] lr: 1.500e-03, eta: 0:54:47, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0296, recall@thr=0.5: 0.7946, prec@thr=0.5: 0.8474, recall@top3: 0.8653, prec@top3: 0.6950, recall@top5: 0.9566, prec@top5: 0.4733, loss: 0.0296, grad_norm: 0.1678 2020-12-09 05:16:50,573 - mmaction - INFO - Epoch [19][1640/2305] lr: 1.500e-03, eta: 0:54:25, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7882, prec@thr=0.5: 0.8427, recall@top3: 0.8584, prec@top3: 0.6961, recall@top5: 0.9579, prec@top5: 0.4769, loss: 0.0311, grad_norm: 0.1754 2020-12-09 05:17:12,218 - mmaction - INFO - Epoch [19][1660/2305] lr: 1.500e-03, eta: 0:54:03, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7888, prec@thr=0.5: 0.8510, recall@top3: 0.8643, prec@top3: 0.7079, recall@top5: 0.9561, prec@top5: 0.4815, loss: 0.0307, grad_norm: 0.1716 2020-12-09 05:17:33,861 - mmaction - INFO - Epoch [19][1680/2305] lr: 1.500e-03, eta: 0:53:41, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7867, prec@thr=0.5: 0.8424, recall@top3: 0.8636, prec@top3: 0.7021, recall@top5: 0.9568, prec@top5: 0.4780, loss: 0.0304, grad_norm: 0.1675 2020-12-09 05:17:55,470 - mmaction - INFO - Epoch [19][1700/2305] lr: 1.500e-03, eta: 0:53:19, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0296, recall@thr=0.5: 0.8027, prec@thr=0.5: 0.8514, recall@top3: 0.8706, prec@top3: 0.7058, recall@top5: 0.9580, prec@top5: 0.4775, loss: 0.0296, grad_norm: 0.1677 2020-12-09 05:18:16,927 - mmaction - INFO - Epoch [19][1720/2305] lr: 1.500e-03, eta: 0:52:57, time: 1.072, data_time: 0.001, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.8008, prec@thr=0.5: 0.8528, recall@top3: 0.8669, prec@top3: 0.7072, recall@top5: 0.9602, prec@top5: 0.4814, loss: 0.0300, grad_norm: 0.1675 2020-12-09 05:18:38,401 - mmaction - INFO - Epoch [19][1740/2305] lr: 1.500e-03, eta: 0:52:35, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7844, prec@thr=0.5: 0.8388, recall@top3: 0.8599, prec@top3: 0.6933, recall@top5: 0.9532, prec@top5: 0.4732, loss: 0.0316, grad_norm: 0.1755 2020-12-09 05:18:59,950 - mmaction - INFO - Epoch [19][1760/2305] lr: 1.500e-03, eta: 0:52:13, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0298, recall@thr=0.5: 0.7944, prec@thr=0.5: 0.8543, recall@top3: 0.8702, prec@top3: 0.7068, recall@top5: 0.9595, prec@top5: 0.4786, loss: 0.0298, grad_norm: 0.1675 2020-12-09 05:19:21,702 - mmaction - INFO - Epoch [19][1780/2305] lr: 1.500e-03, eta: 0:51:51, time: 1.088, data_time: 0.002, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.8007, prec@thr=0.5: 0.8477, recall@top3: 0.8662, prec@top3: 0.7082, recall@top5: 0.9553, prec@top5: 0.4811, loss: 0.0307, grad_norm: 0.1634 2020-12-09 05:19:43,495 - mmaction - INFO - Epoch [19][1800/2305] lr: 1.500e-03, eta: 0:51:29, time: 1.090, data_time: 0.002, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.7915, prec@thr=0.5: 0.8503, recall@top3: 0.8668, prec@top3: 0.6947, recall@top5: 0.9576, prec@top5: 0.4720, loss: 0.0300, grad_norm: 0.1699 2020-12-09 05:20:05,122 - mmaction - INFO - Epoch [19][1820/2305] lr: 1.500e-03, eta: 0:51:07, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7926, prec@thr=0.5: 0.8511, recall@top3: 0.8635, prec@top3: 0.7014, recall@top5: 0.9545, prec@top5: 0.4774, loss: 0.0301, grad_norm: 0.1672 2020-12-09 05:20:26,660 - mmaction - INFO - Epoch [19][1840/2305] lr: 1.500e-03, eta: 0:50:45, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7864, prec@thr=0.5: 0.8470, recall@top3: 0.8614, prec@top3: 0.7009, recall@top5: 0.9525, prec@top5: 0.4768, loss: 0.0310, grad_norm: 0.1666 2020-12-09 05:20:48,215 - mmaction - INFO - Epoch [19][1860/2305] lr: 1.500e-03, eta: 0:50:23, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.7984, prec@thr=0.5: 0.8581, recall@top3: 0.8663, prec@top3: 0.7037, recall@top5: 0.9585, prec@top5: 0.4788, loss: 0.0300, grad_norm: 0.1666 2020-12-09 05:21:09,920 - mmaction - INFO - Epoch [19][1880/2305] lr: 1.500e-03, eta: 0:50:01, time: 1.087, data_time: 0.002, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7912, prec@thr=0.5: 0.8460, recall@top3: 0.8644, prec@top3: 0.7009, recall@top5: 0.9575, prec@top5: 0.4765, loss: 0.0304, grad_norm: 0.1668 2020-12-09 05:21:31,462 - mmaction - INFO - Epoch [19][1900/2305] lr: 1.500e-03, eta: 0:49:39, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7896, prec@thr=0.5: 0.8482, recall@top3: 0.8658, prec@top3: 0.6938, recall@top5: 0.9578, prec@top5: 0.4727, loss: 0.0311, grad_norm: 0.1629 2020-12-09 05:21:53,177 - mmaction - INFO - Epoch [19][1920/2305] lr: 1.500e-03, eta: 0:49:17, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.8003, prec@thr=0.5: 0.8528, recall@top3: 0.8652, prec@top3: 0.6972, recall@top5: 0.9543, prec@top5: 0.4722, loss: 0.0299, grad_norm: 0.1701 2020-12-09 05:22:14,855 - mmaction - INFO - Epoch [19][1940/2305] lr: 1.500e-03, eta: 0:48:55, time: 1.085, data_time: 0.002, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7861, prec@thr=0.5: 0.8439, recall@top3: 0.8585, prec@top3: 0.7057, recall@top5: 0.9521, prec@top5: 0.4804, loss: 0.0313, grad_norm: 0.1700 2020-12-09 05:22:36,461 - mmaction - INFO - Epoch [19][1960/2305] lr: 1.500e-03, eta: 0:48:33, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0295, recall@thr=0.5: 0.7963, prec@thr=0.5: 0.8509, recall@top3: 0.8646, prec@top3: 0.6973, recall@top5: 0.9593, prec@top5: 0.4766, loss: 0.0295, grad_norm: 0.1702 2020-12-09 05:22:58,021 - mmaction - INFO - Epoch [19][1980/2305] lr: 1.500e-03, eta: 0:48:11, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0291, recall@thr=0.5: 0.7994, prec@thr=0.5: 0.8545, recall@top3: 0.8719, prec@top3: 0.7078, recall@top5: 0.9586, prec@top5: 0.4781, loss: 0.0291, grad_norm: 0.1713 2020-12-09 05:23:19,603 - mmaction - INFO - Epoch [19][2000/2305] lr: 1.500e-03, eta: 0:47:49, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7770, prec@thr=0.5: 0.8371, recall@top3: 0.8566, prec@top3: 0.6879, recall@top5: 0.9537, prec@top5: 0.4711, loss: 0.0316, grad_norm: 0.1735 2020-12-09 05:23:41,303 - mmaction - INFO - Epoch [19][2020/2305] lr: 1.500e-03, eta: 0:47:27, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0294, recall@thr=0.5: 0.7983, prec@thr=0.5: 0.8519, recall@top3: 0.8735, prec@top3: 0.6989, recall@top5: 0.9569, prec@top5: 0.4705, loss: 0.0294, grad_norm: 0.1611 2020-12-09 05:24:02,849 - mmaction - INFO - Epoch [19][2040/2305] lr: 1.500e-03, eta: 0:47:05, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7902, prec@thr=0.5: 0.8468, recall@top3: 0.8631, prec@top3: 0.7006, recall@top5: 0.9560, prec@top5: 0.4779, loss: 0.0303, grad_norm: 0.1644 2020-12-09 05:24:24,417 - mmaction - INFO - Epoch [19][2060/2305] lr: 1.500e-03, eta: 0:46:43, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0298, recall@thr=0.5: 0.7997, prec@thr=0.5: 0.8543, recall@top3: 0.8722, prec@top3: 0.7067, recall@top5: 0.9612, prec@top5: 0.4792, loss: 0.0298, grad_norm: 0.1671 2020-12-09 05:24:45,920 - mmaction - INFO - Epoch [19][2080/2305] lr: 1.500e-03, eta: 0:46:21, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7919, prec@thr=0.5: 0.8467, recall@top3: 0.8596, prec@top3: 0.6989, recall@top5: 0.9543, prec@top5: 0.4762, loss: 0.0309, grad_norm: 0.1682 2020-12-09 05:25:07,569 - mmaction - INFO - Epoch [19][2100/2305] lr: 1.500e-03, eta: 0:45:59, time: 1.084, data_time: 0.003, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7965, prec@thr=0.5: 0.8511, recall@top3: 0.8654, prec@top3: 0.7047, recall@top5: 0.9575, prec@top5: 0.4791, loss: 0.0303, grad_norm: 0.1696 2020-12-09 05:25:29,120 - mmaction - INFO - Epoch [19][2120/2305] lr: 1.500e-03, eta: 0:45:36, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7896, prec@thr=0.5: 0.8446, recall@top3: 0.8627, prec@top3: 0.7072, recall@top5: 0.9602, prec@top5: 0.4822, loss: 0.0304, grad_norm: 0.1635 2020-12-09 05:25:50,709 - mmaction - INFO - Epoch [19][2140/2305] lr: 1.500e-03, eta: 0:45:14, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7956, prec@thr=0.5: 0.8504, recall@top3: 0.8639, prec@top3: 0.7075, recall@top5: 0.9585, prec@top5: 0.4825, loss: 0.0304, grad_norm: 0.1669 2020-12-09 05:26:12,343 - mmaction - INFO - Epoch [19][2160/2305] lr: 1.500e-03, eta: 0:44:52, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7956, prec@thr=0.5: 0.8470, recall@top3: 0.8641, prec@top3: 0.7020, recall@top5: 0.9585, prec@top5: 0.4792, loss: 0.0307, grad_norm: 0.1673 2020-12-09 05:26:34,027 - mmaction - INFO - Epoch [19][2180/2305] lr: 1.500e-03, eta: 0:44:30, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7887, prec@thr=0.5: 0.8526, recall@top3: 0.8637, prec@top3: 0.6966, recall@top5: 0.9532, prec@top5: 0.4734, loss: 0.0305, grad_norm: 0.1627 2020-12-09 05:26:55,747 - mmaction - INFO - Epoch [19][2200/2305] lr: 1.500e-03, eta: 0:44:08, time: 1.087, data_time: 0.003, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7842, prec@thr=0.5: 0.8410, recall@top3: 0.8626, prec@top3: 0.6955, recall@top5: 0.9551, prec@top5: 0.4737, loss: 0.0310, grad_norm: 0.1688 2020-12-09 05:27:17,271 - mmaction - INFO - Epoch [19][2220/2305] lr: 1.500e-03, eta: 0:43:46, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7888, prec@thr=0.5: 0.8454, recall@top3: 0.8653, prec@top3: 0.6910, recall@top5: 0.9557, prec@top5: 0.4688, loss: 0.0305, grad_norm: 0.1707 2020-12-09 05:27:38,843 - mmaction - INFO - Epoch [19][2240/2305] lr: 1.500e-03, eta: 0:43:24, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7849, prec@thr=0.5: 0.8467, recall@top3: 0.8611, prec@top3: 0.7042, recall@top5: 0.9531, prec@top5: 0.4786, loss: 0.0308, grad_norm: 0.1701 2020-12-09 05:28:00,463 - mmaction - INFO - Epoch [19][2260/2305] lr: 1.500e-03, eta: 0:43:02, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7967, prec@thr=0.5: 0.8499, recall@top3: 0.8688, prec@top3: 0.7064, recall@top5: 0.9580, prec@top5: 0.4790, loss: 0.0306, grad_norm: 0.1641 2020-12-09 05:28:22,134 - mmaction - INFO - Epoch [19][2280/2305] lr: 1.500e-03, eta: 0:42:40, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0297, recall@thr=0.5: 0.7946, prec@thr=0.5: 0.8433, recall@top3: 0.8644, prec@top3: 0.6965, recall@top5: 0.9564, prec@top5: 0.4742, loss: 0.0297, grad_norm: 0.1701 2020-12-09 05:28:43,562 - mmaction - INFO - Epoch [19][2300/2305] lr: 1.500e-03, eta: 0:42:18, time: 1.072, data_time: 0.002, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7941, prec@thr=0.5: 0.8475, recall@top3: 0.8632, prec@top3: 0.7022, recall@top5: 0.9544, prec@top5: 0.4772, loss: 0.0306, grad_norm: 0.1678 2020-12-09 05:28:51,471 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-12-09 05:38:00,279 - mmaction - INFO - Evaluating proposal ... 2020-12-09 05:39:07,966 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-09 05:39:07,967 - mmaction - INFO - Evaluating bbox ... 2020-12-09 05:47:18,723 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2534 2020-12-09 05:47:19,837 - mmaction - INFO - Epoch(val) [19][2305] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2534 2020-12-09 05:48:29,836 - mmaction - INFO - Epoch [20][20/2305] lr: 1.500e-03, eta: 0:41:53, time: 3.499, data_time: 2.436, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7887, prec@thr=0.5: 0.8349, recall@top3: 0.8627, prec@top3: 0.6970, recall@top5: 0.9555, prec@top5: 0.4767, loss: 0.0312, grad_norm: 0.1684 2020-12-09 05:48:51,340 - mmaction - INFO - Epoch [20][40/2305] lr: 1.500e-03, eta: 0:41:31, time: 1.074, data_time: 0.003, memory: 8593, loss_action_cls: 0.0297, recall@thr=0.5: 0.7983, prec@thr=0.5: 0.8560, recall@top3: 0.8661, prec@top3: 0.7041, recall@top5: 0.9581, prec@top5: 0.4797, loss: 0.0297, grad_norm: 0.1646 2020-12-09 05:49:12,779 - mmaction - INFO - Epoch [20][60/2305] lr: 1.500e-03, eta: 0:41:09, time: 1.072, data_time: 0.002, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7933, prec@thr=0.5: 0.8500, recall@top3: 0.8611, prec@top3: 0.7090, recall@top5: 0.9607, prec@top5: 0.4857, loss: 0.0301, grad_norm: 0.1663 2020-12-09 05:49:34,257 - mmaction - INFO - Epoch [20][80/2305] lr: 1.500e-03, eta: 0:40:47, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7834, prec@thr=0.5: 0.8421, recall@top3: 0.8645, prec@top3: 0.6890, recall@top5: 0.9578, prec@top5: 0.4692, loss: 0.0310, grad_norm: 0.1714 2020-12-09 05:49:55,680 - mmaction - INFO - Epoch [20][100/2305] lr: 1.500e-03, eta: 0:40:25, time: 1.070, data_time: 0.001, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7844, prec@thr=0.5: 0.8474, recall@top3: 0.8639, prec@top3: 0.6939, recall@top5: 0.9546, prec@top5: 0.4712, loss: 0.0301, grad_norm: 0.1654 2020-12-09 05:50:17,131 - mmaction - INFO - Epoch [20][120/2305] lr: 1.500e-03, eta: 0:40:03, time: 1.072, data_time: 0.001, memory: 8593, loss_action_cls: 0.0316, recall@thr=0.5: 0.7842, prec@thr=0.5: 0.8387, recall@top3: 0.8584, prec@top3: 0.6966, recall@top5: 0.9536, prec@top5: 0.4764, loss: 0.0316, grad_norm: 0.1673 2020-12-09 05:50:38,755 - mmaction - INFO - Epoch [20][140/2305] lr: 1.500e-03, eta: 0:39:41, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.8061, prec@thr=0.5: 0.8515, recall@top3: 0.8691, prec@top3: 0.7110, recall@top5: 0.9601, prec@top5: 0.4824, loss: 0.0300, grad_norm: 0.1619 2020-12-09 05:51:00,216 - mmaction - INFO - Epoch [20][160/2305] lr: 1.500e-03, eta: 0:39:19, time: 1.072, data_time: 0.001, memory: 8593, loss_action_cls: 0.0295, recall@thr=0.5: 0.7975, prec@thr=0.5: 0.8529, recall@top3: 0.8722, prec@top3: 0.6982, recall@top5: 0.9596, prec@top5: 0.4726, loss: 0.0295, grad_norm: 0.1643 2020-12-09 05:51:21,677 - mmaction - INFO - Epoch [20][180/2305] lr: 1.500e-03, eta: 0:38:57, time: 1.073, data_time: 0.001, memory: 8593, loss_action_cls: 0.0295, recall@thr=0.5: 0.8038, prec@thr=0.5: 0.8542, recall@top3: 0.8693, prec@top3: 0.6948, recall@top5: 0.9596, prec@top5: 0.4725, loss: 0.0295, grad_norm: 0.1620 2020-12-09 05:51:43,225 - mmaction - INFO - Epoch [20][200/2305] lr: 1.500e-03, eta: 0:38:35, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7872, prec@thr=0.5: 0.8489, recall@top3: 0.8599, prec@top3: 0.6968, recall@top5: 0.9519, prec@top5: 0.4757, loss: 0.0311, grad_norm: 0.1700 2020-12-09 05:52:04,852 - mmaction - INFO - Epoch [20][220/2305] lr: 1.500e-03, eta: 0:38:13, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.7999, prec@thr=0.5: 0.8443, recall@top3: 0.8716, prec@top3: 0.6944, recall@top5: 0.9578, prec@top5: 0.4691, loss: 0.0300, grad_norm: 0.1692 2020-12-09 05:52:26,500 - mmaction - INFO - Epoch [20][240/2305] lr: 1.500e-03, eta: 0:37:51, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7805, prec@thr=0.5: 0.8444, recall@top3: 0.8583, prec@top3: 0.6957, recall@top5: 0.9594, prec@top5: 0.4782, loss: 0.0309, grad_norm: 0.1667 2020-12-09 05:52:48,068 - mmaction - INFO - Epoch [20][260/2305] lr: 1.500e-03, eta: 0:37:29, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7970, prec@thr=0.5: 0.8538, recall@top3: 0.8611, prec@top3: 0.7083, recall@top5: 0.9560, prec@top5: 0.4843, loss: 0.0301, grad_norm: 0.1611 2020-12-09 05:53:09,667 - mmaction - INFO - Epoch [20][280/2305] lr: 1.500e-03, eta: 0:37:07, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0297, recall@thr=0.5: 0.7926, prec@thr=0.5: 0.8531, recall@top3: 0.8650, prec@top3: 0.7111, recall@top5: 0.9553, prec@top5: 0.4826, loss: 0.0297, grad_norm: 0.1691 2020-12-09 05:53:31,174 - mmaction - INFO - Epoch [20][300/2305] lr: 1.500e-03, eta: 0:36:45, time: 1.078, data_time: 0.004, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7934, prec@thr=0.5: 0.8353, recall@top3: 0.8647, prec@top3: 0.7004, recall@top5: 0.9574, prec@top5: 0.4763, loss: 0.0303, grad_norm: 0.1700 2020-12-09 05:53:52,604 - mmaction - INFO - Epoch [20][320/2305] lr: 1.500e-03, eta: 0:36:23, time: 1.071, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7890, prec@thr=0.5: 0.8404, recall@top3: 0.8549, prec@top3: 0.6942, recall@top5: 0.9501, prec@top5: 0.4741, loss: 0.0311, grad_norm: 0.1710 2020-12-09 05:54:14,277 - mmaction - INFO - Epoch [20][340/2305] lr: 1.500e-03, eta: 0:36:01, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7930, prec@thr=0.5: 0.8472, recall@top3: 0.8680, prec@top3: 0.6951, recall@top5: 0.9583, prec@top5: 0.4726, loss: 0.0304, grad_norm: 0.1660 2020-12-09 05:54:35,860 - mmaction - INFO - Epoch [20][360/2305] lr: 1.500e-03, eta: 0:35:39, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.7918, prec@thr=0.5: 0.8516, recall@top3: 0.8692, prec@top3: 0.7079, recall@top5: 0.9594, prec@top5: 0.4801, loss: 0.0299, grad_norm: 0.1708 2020-12-09 05:54:57,516 - mmaction - INFO - Epoch [20][380/2305] lr: 1.500e-03, eta: 0:35:17, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7958, prec@thr=0.5: 0.8425, recall@top3: 0.8619, prec@top3: 0.6983, recall@top5: 0.9533, prec@top5: 0.4742, loss: 0.0309, grad_norm: 0.1713 2020-12-09 05:55:19,002 - mmaction - INFO - Epoch [20][400/2305] lr: 1.500e-03, eta: 0:34:55, time: 1.075, data_time: 0.002, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7818, prec@thr=0.5: 0.8482, recall@top3: 0.8612, prec@top3: 0.6998, recall@top5: 0.9554, prec@top5: 0.4776, loss: 0.0310, grad_norm: 0.1684 2020-12-09 05:55:40,587 - mmaction - INFO - Epoch [20][420/2305] lr: 1.500e-03, eta: 0:34:33, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7884, prec@thr=0.5: 0.8414, recall@top3: 0.8597, prec@top3: 0.7006, recall@top5: 0.9530, prec@top5: 0.4781, loss: 0.0305, grad_norm: 0.1690 2020-12-09 05:56:02,139 - mmaction - INFO - Epoch [20][440/2305] lr: 1.500e-03, eta: 0:34:11, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7923, prec@thr=0.5: 0.8428, recall@top3: 0.8620, prec@top3: 0.7074, recall@top5: 0.9588, prec@top5: 0.4841, loss: 0.0304, grad_norm: 0.1701 2020-12-09 05:56:23,858 - mmaction - INFO - Epoch [20][460/2305] lr: 1.500e-03, eta: 0:33:49, time: 1.086, data_time: 0.002, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7896, prec@thr=0.5: 0.8536, recall@top3: 0.8686, prec@top3: 0.7052, recall@top5: 0.9588, prec@top5: 0.4802, loss: 0.0304, grad_norm: 0.1695 2020-12-09 05:56:45,480 - mmaction - INFO - Epoch [20][480/2305] lr: 1.500e-03, eta: 0:33:27, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7997, prec@thr=0.5: 0.8518, recall@top3: 0.8671, prec@top3: 0.7028, recall@top5: 0.9577, prec@top5: 0.4780, loss: 0.0301, grad_norm: 0.1633 2020-12-09 05:57:07,060 - mmaction - INFO - Epoch [20][500/2305] lr: 1.500e-03, eta: 0:33:05, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7843, prec@thr=0.5: 0.8495, recall@top3: 0.8612, prec@top3: 0.6984, recall@top5: 0.9569, prec@top5: 0.4772, loss: 0.0314, grad_norm: 0.1683 2020-12-09 05:57:28,648 - mmaction - INFO - Epoch [20][520/2305] lr: 1.500e-03, eta: 0:32:43, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.8023, prec@thr=0.5: 0.8507, recall@top3: 0.8669, prec@top3: 0.7046, recall@top5: 0.9608, prec@top5: 0.4801, loss: 0.0301, grad_norm: 0.1663 2020-12-09 05:57:50,166 - mmaction - INFO - Epoch [20][540/2305] lr: 1.500e-03, eta: 0:32:21, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7855, prec@thr=0.5: 0.8429, recall@top3: 0.8610, prec@top3: 0.7038, recall@top5: 0.9570, prec@top5: 0.4819, loss: 0.0309, grad_norm: 0.1737 2020-12-09 05:58:11,763 - mmaction - INFO - Epoch [20][560/2305] lr: 1.500e-03, eta: 0:31:59, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7934, prec@thr=0.5: 0.8507, recall@top3: 0.8657, prec@top3: 0.7095, recall@top5: 0.9559, prec@top5: 0.4811, loss: 0.0310, grad_norm: 0.1640 2020-12-09 05:58:33,222 - mmaction - INFO - Epoch [20][580/2305] lr: 1.500e-03, eta: 0:31:37, time: 1.074, data_time: 0.002, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7895, prec@thr=0.5: 0.8418, recall@top3: 0.8572, prec@top3: 0.6919, recall@top5: 0.9527, prec@top5: 0.4725, loss: 0.0310, grad_norm: 0.1728 2020-12-09 05:58:54,798 - mmaction - INFO - Epoch [20][600/2305] lr: 1.500e-03, eta: 0:31:15, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7910, prec@thr=0.5: 0.8451, recall@top3: 0.8642, prec@top3: 0.7020, recall@top5: 0.9559, prec@top5: 0.4764, loss: 0.0303, grad_norm: 0.1644 2020-12-09 05:59:16,357 - mmaction - INFO - Epoch [20][620/2305] lr: 1.500e-03, eta: 0:30:53, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7962, prec@thr=0.5: 0.8451, recall@top3: 0.8656, prec@top3: 0.6967, recall@top5: 0.9564, prec@top5: 0.4738, loss: 0.0301, grad_norm: 0.1638 2020-12-09 05:59:37,905 - mmaction - INFO - Epoch [20][640/2305] lr: 1.500e-03, eta: 0:30:31, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0296, recall@thr=0.5: 0.7991, prec@thr=0.5: 0.8522, recall@top3: 0.8682, prec@top3: 0.7101, recall@top5: 0.9581, prec@top5: 0.4812, loss: 0.0296, grad_norm: 0.1616 2020-12-09 05:59:59,443 - mmaction - INFO - Epoch [20][660/2305] lr: 1.500e-03, eta: 0:30:09, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7943, prec@thr=0.5: 0.8499, recall@top3: 0.8692, prec@top3: 0.6981, recall@top5: 0.9547, prec@top5: 0.4716, loss: 0.0301, grad_norm: 0.1629 2020-12-09 06:00:21,398 - mmaction - INFO - Epoch [20][680/2305] lr: 1.500e-03, eta: 0:29:47, time: 1.097, data_time: 0.002, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.7931, prec@thr=0.5: 0.8489, recall@top3: 0.8663, prec@top3: 0.7017, recall@top5: 0.9611, prec@top5: 0.4796, loss: 0.0299, grad_norm: 0.1700 2020-12-09 06:00:43,102 - mmaction - INFO - Epoch [20][700/2305] lr: 1.500e-03, eta: 0:29:25, time: 1.086, data_time: 0.003, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.7950, prec@thr=0.5: 0.8573, recall@top3: 0.8617, prec@top3: 0.7055, recall@top5: 0.9568, prec@top5: 0.4824, loss: 0.0299, grad_norm: 0.1664 2020-12-09 06:01:04,846 - mmaction - INFO - Epoch [20][720/2305] lr: 1.500e-03, eta: 0:29:03, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.8017, prec@thr=0.5: 0.8542, recall@top3: 0.8603, prec@top3: 0.6951, recall@top5: 0.9544, prec@top5: 0.4762, loss: 0.0305, grad_norm: 0.1681 2020-12-09 06:01:26,404 - mmaction - INFO - Epoch [20][740/2305] lr: 1.500e-03, eta: 0:28:41, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7968, prec@thr=0.5: 0.8445, recall@top3: 0.8705, prec@top3: 0.6968, recall@top5: 0.9570, prec@top5: 0.4716, loss: 0.0303, grad_norm: 0.1659 2020-12-09 06:01:48,175 - mmaction - INFO - Epoch [20][760/2305] lr: 1.500e-03, eta: 0:28:19, time: 1.088, data_time: 0.001, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7964, prec@thr=0.5: 0.8567, recall@top3: 0.8725, prec@top3: 0.7014, recall@top5: 0.9585, prec@top5: 0.4734, loss: 0.0301, grad_norm: 0.1657 2020-12-09 06:02:09,748 - mmaction - INFO - Epoch [20][780/2305] lr: 1.500e-03, eta: 0:27:57, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7977, prec@thr=0.5: 0.8520, recall@top3: 0.8707, prec@top3: 0.7059, recall@top5: 0.9557, prec@top5: 0.4759, loss: 0.0303, grad_norm: 0.1617 2020-12-09 06:02:31,332 - mmaction - INFO - Epoch [20][800/2305] lr: 1.500e-03, eta: 0:27:35, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7844, prec@thr=0.5: 0.8460, recall@top3: 0.8661, prec@top3: 0.7040, recall@top5: 0.9575, prec@top5: 0.4785, loss: 0.0305, grad_norm: 0.1653 2020-12-09 06:02:53,043 - mmaction - INFO - Epoch [20][820/2305] lr: 1.500e-03, eta: 0:27:13, time: 1.086, data_time: 0.002, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.8020, prec@thr=0.5: 0.8560, recall@top3: 0.8697, prec@top3: 0.7066, recall@top5: 0.9560, prec@top5: 0.4763, loss: 0.0302, grad_norm: 0.1659 2020-12-09 06:03:14,634 - mmaction - INFO - Epoch [20][840/2305] lr: 1.500e-03, eta: 0:26:51, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0297, recall@thr=0.5: 0.8006, prec@thr=0.5: 0.8497, recall@top3: 0.8664, prec@top3: 0.7119, recall@top5: 0.9587, prec@top5: 0.4843, loss: 0.0297, grad_norm: 0.1666 2020-12-09 06:03:36,233 - mmaction - INFO - Epoch [20][860/2305] lr: 1.500e-03, eta: 0:26:29, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0298, recall@thr=0.5: 0.8009, prec@thr=0.5: 0.8529, recall@top3: 0.8636, prec@top3: 0.7088, recall@top5: 0.9547, prec@top5: 0.4824, loss: 0.0298, grad_norm: 0.1624 2020-12-09 06:03:57,831 - mmaction - INFO - Epoch [20][880/2305] lr: 1.500e-03, eta: 0:26:07, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7928, prec@thr=0.5: 0.8531, recall@top3: 0.8627, prec@top3: 0.7027, recall@top5: 0.9537, prec@top5: 0.4788, loss: 0.0304, grad_norm: 0.1632 2020-12-09 06:04:20,071 - mmaction - INFO - Epoch [20][900/2305] lr: 1.500e-03, eta: 0:25:45, time: 1.112, data_time: 0.001, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7888, prec@thr=0.5: 0.8436, recall@top3: 0.8629, prec@top3: 0.6908, recall@top5: 0.9557, prec@top5: 0.4706, loss: 0.0308, grad_norm: 0.1717 2020-12-09 06:04:41,749 - mmaction - INFO - Epoch [20][920/2305] lr: 1.500e-03, eta: 0:25:23, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.7945, prec@thr=0.5: 0.8470, recall@top3: 0.8678, prec@top3: 0.7035, recall@top5: 0.9583, prec@top5: 0.4782, loss: 0.0300, grad_norm: 0.1642 2020-12-09 06:05:03,490 - mmaction - INFO - Epoch [20][940/2305] lr: 1.500e-03, eta: 0:25:01, time: 1.086, data_time: 0.002, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.7926, prec@thr=0.5: 0.8493, recall@top3: 0.8616, prec@top3: 0.7031, recall@top5: 0.9530, prec@top5: 0.4793, loss: 0.0302, grad_norm: 0.1676 2020-12-09 06:05:25,165 - mmaction - INFO - Epoch [20][960/2305] lr: 1.500e-03, eta: 0:24:39, time: 1.085, data_time: 0.003, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.7983, prec@thr=0.5: 0.8461, recall@top3: 0.8677, prec@top3: 0.6984, recall@top5: 0.9620, prec@top5: 0.4775, loss: 0.0300, grad_norm: 0.1669 2020-12-09 06:05:46,802 - mmaction - INFO - Epoch [20][980/2305] lr: 1.500e-03, eta: 0:24:17, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0286, recall@thr=0.5: 0.8030, prec@thr=0.5: 0.8607, recall@top3: 0.8752, prec@top3: 0.6940, recall@top5: 0.9571, prec@top5: 0.4676, loss: 0.0286, grad_norm: 0.1635 2020-12-09 06:06:08,556 - mmaction - INFO - Epoch [20][1000/2305] lr: 1.500e-03, eta: 0:23:55, time: 1.089, data_time: 0.002, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.7933, prec@thr=0.5: 0.8582, recall@top3: 0.8680, prec@top3: 0.7048, recall@top5: 0.9590, prec@top5: 0.4776, loss: 0.0302, grad_norm: 0.1629 2020-12-09 06:06:30,251 - mmaction - INFO - Epoch [20][1020/2305] lr: 1.500e-03, eta: 0:23:33, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7874, prec@thr=0.5: 0.8439, recall@top3: 0.8605, prec@top3: 0.6989, recall@top5: 0.9542, prec@top5: 0.4762, loss: 0.0314, grad_norm: 0.1668 2020-12-09 06:06:51,832 - mmaction - INFO - Epoch [20][1040/2305] lr: 1.500e-03, eta: 0:23:11, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7960, prec@thr=0.5: 0.8439, recall@top3: 0.8620, prec@top3: 0.6986, recall@top5: 0.9595, prec@top5: 0.4787, loss: 0.0309, grad_norm: 0.1691 2020-12-09 06:07:13,452 - mmaction - INFO - Epoch [20][1060/2305] lr: 1.500e-03, eta: 0:22:49, time: 1.080, data_time: 0.002, memory: 8593, loss_action_cls: 0.0297, recall@thr=0.5: 0.7875, prec@thr=0.5: 0.8556, recall@top3: 0.8657, prec@top3: 0.7138, recall@top5: 0.9575, prec@top5: 0.4839, loss: 0.0297, grad_norm: 0.1657 2020-12-09 06:07:35,116 - mmaction - INFO - Epoch [20][1080/2305] lr: 1.500e-03, eta: 0:22:27, time: 1.085, data_time: 0.003, memory: 8593, loss_action_cls: 0.0317, recall@thr=0.5: 0.7867, prec@thr=0.5: 0.8434, recall@top3: 0.8575, prec@top3: 0.7007, recall@top5: 0.9497, prec@top5: 0.4782, loss: 0.0317, grad_norm: 0.1684 2020-12-09 06:07:56,733 - mmaction - INFO - Epoch [20][1100/2305] lr: 1.500e-03, eta: 0:22:05, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.8030, prec@thr=0.5: 0.8501, recall@top3: 0.8676, prec@top3: 0.7075, recall@top5: 0.9601, prec@top5: 0.4807, loss: 0.0299, grad_norm: 0.1658 2020-12-09 06:08:18,350 - mmaction - INFO - Epoch [20][1120/2305] lr: 1.500e-03, eta: 0:21:43, time: 1.083, data_time: 0.003, memory: 8593, loss_action_cls: 0.0302, recall@thr=0.5: 0.7980, prec@thr=0.5: 0.8490, recall@top3: 0.8642, prec@top3: 0.6924, recall@top5: 0.9584, prec@top5: 0.4733, loss: 0.0302, grad_norm: 0.1679 2020-12-09 06:08:39,922 - mmaction - INFO - Epoch [20][1140/2305] lr: 1.500e-03, eta: 0:21:21, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0293, recall@thr=0.5: 0.7938, prec@thr=0.5: 0.8504, recall@top3: 0.8750, prec@top3: 0.7070, recall@top5: 0.9639, prec@top5: 0.4779, loss: 0.0293, grad_norm: 0.1625 2020-12-09 06:09:01,472 - mmaction - INFO - Epoch [20][1160/2305] lr: 1.500e-03, eta: 0:20:59, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7875, prec@thr=0.5: 0.8481, recall@top3: 0.8590, prec@top3: 0.7118, recall@top5: 0.9563, prec@top5: 0.4886, loss: 0.0306, grad_norm: 0.1709 2020-12-09 06:09:23,014 - mmaction - INFO - Epoch [20][1180/2305] lr: 1.500e-03, eta: 0:20:37, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7981, prec@thr=0.5: 0.8417, recall@top3: 0.8612, prec@top3: 0.6998, recall@top5: 0.9524, prec@top5: 0.4756, loss: 0.0311, grad_norm: 0.1647 2020-12-09 06:09:44,547 - mmaction - INFO - Epoch [20][1200/2305] lr: 1.500e-03, eta: 0:20:15, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0292, recall@thr=0.5: 0.8008, prec@thr=0.5: 0.8565, recall@top3: 0.8704, prec@top3: 0.7055, recall@top5: 0.9585, prec@top5: 0.4784, loss: 0.0292, grad_norm: 0.1665 2020-12-09 06:10:05,994 - mmaction - INFO - Epoch [20][1220/2305] lr: 1.500e-03, eta: 0:19:53, time: 1.071, data_time: 0.002, memory: 8593, loss_action_cls: 0.0294, recall@thr=0.5: 0.8062, prec@thr=0.5: 0.8578, recall@top3: 0.8746, prec@top3: 0.7098, recall@top5: 0.9593, prec@top5: 0.4788, loss: 0.0294, grad_norm: 0.1590 2020-12-09 06:10:27,525 - mmaction - INFO - Epoch [20][1240/2305] lr: 1.500e-03, eta: 0:19:31, time: 1.076, data_time: 0.003, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7962, prec@thr=0.5: 0.8442, recall@top3: 0.8644, prec@top3: 0.6989, recall@top5: 0.9547, prec@top5: 0.4757, loss: 0.0301, grad_norm: 0.1719 2020-12-09 06:10:49,106 - mmaction - INFO - Epoch [20][1260/2305] lr: 1.500e-03, eta: 0:19:09, time: 1.081, data_time: 0.004, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7987, prec@thr=0.5: 0.8465, recall@top3: 0.8654, prec@top3: 0.7099, recall@top5: 0.9554, prec@top5: 0.4810, loss: 0.0306, grad_norm: 0.1680 2020-12-09 06:11:10,760 - mmaction - INFO - Epoch [20][1280/2305] lr: 1.500e-03, eta: 0:18:47, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0297, recall@thr=0.5: 0.7984, prec@thr=0.5: 0.8538, recall@top3: 0.8752, prec@top3: 0.7097, recall@top5: 0.9611, prec@top5: 0.4795, loss: 0.0297, grad_norm: 0.1642 2020-12-09 06:11:32,521 - mmaction - INFO - Epoch [20][1300/2305] lr: 1.500e-03, eta: 0:18:25, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7940, prec@thr=0.5: 0.8505, recall@top3: 0.8654, prec@top3: 0.7064, recall@top5: 0.9565, prec@top5: 0.4798, loss: 0.0304, grad_norm: 0.1664 2020-12-09 06:11:54,144 - mmaction - INFO - Epoch [20][1320/2305] lr: 1.500e-03, eta: 0:18:03, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0320, recall@thr=0.5: 0.7833, prec@thr=0.5: 0.8389, recall@top3: 0.8579, prec@top3: 0.6944, recall@top5: 0.9556, prec@top5: 0.4762, loss: 0.0320, grad_norm: 0.1749 2020-12-09 06:12:15,693 - mmaction - INFO - Epoch [20][1340/2305] lr: 1.500e-03, eta: 0:17:41, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7875, prec@thr=0.5: 0.8476, recall@top3: 0.8604, prec@top3: 0.7070, recall@top5: 0.9536, prec@top5: 0.4816, loss: 0.0313, grad_norm: 0.1732 2020-12-09 06:12:37,329 - mmaction - INFO - Epoch [20][1360/2305] lr: 1.500e-03, eta: 0:17:19, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0294, recall@thr=0.5: 0.7973, prec@thr=0.5: 0.8499, recall@top3: 0.8724, prec@top3: 0.7065, recall@top5: 0.9613, prec@top5: 0.4786, loss: 0.0294, grad_norm: 0.1693 2020-12-09 06:12:58,843 - mmaction - INFO - Epoch [20][1380/2305] lr: 1.500e-03, eta: 0:16:57, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0318, recall@thr=0.5: 0.7830, prec@thr=0.5: 0.8403, recall@top3: 0.8575, prec@top3: 0.7089, recall@top5: 0.9547, prec@top5: 0.4844, loss: 0.0318, grad_norm: 0.1657 2020-12-09 06:13:20,455 - mmaction - INFO - Epoch [20][1400/2305] lr: 1.500e-03, eta: 0:16:35, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7893, prec@thr=0.5: 0.8430, recall@top3: 0.8623, prec@top3: 0.7121, recall@top5: 0.9552, prec@top5: 0.4845, loss: 0.0306, grad_norm: 0.1739 2020-12-09 06:13:42,129 - mmaction - INFO - Epoch [20][1420/2305] lr: 1.500e-03, eta: 0:16:13, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0294, recall@thr=0.5: 0.8065, prec@thr=0.5: 0.8540, recall@top3: 0.8755, prec@top3: 0.7022, recall@top5: 0.9601, prec@top5: 0.4754, loss: 0.0294, grad_norm: 0.1640 2020-12-09 06:14:03,802 - mmaction - INFO - Epoch [20][1440/2305] lr: 1.500e-03, eta: 0:15:51, time: 1.084, data_time: 0.001, memory: 8593, loss_action_cls: 0.0313, recall@thr=0.5: 0.7881, prec@thr=0.5: 0.8437, recall@top3: 0.8607, prec@top3: 0.6988, recall@top5: 0.9530, prec@top5: 0.4750, loss: 0.0313, grad_norm: 0.1687 2020-12-09 06:14:25,511 - mmaction - INFO - Epoch [20][1460/2305] lr: 1.500e-03, eta: 0:15:29, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.7928, prec@thr=0.5: 0.8536, recall@top3: 0.8675, prec@top3: 0.7092, recall@top5: 0.9569, prec@top5: 0.4802, loss: 0.0299, grad_norm: 0.1716 2020-12-09 06:14:47,290 - mmaction - INFO - Epoch [20][1480/2305] lr: 1.500e-03, eta: 0:15:07, time: 1.088, data_time: 0.001, memory: 8593, loss_action_cls: 0.0294, recall@thr=0.5: 0.7951, prec@thr=0.5: 0.8442, recall@top3: 0.8706, prec@top3: 0.7003, recall@top5: 0.9565, prec@top5: 0.4739, loss: 0.0294, grad_norm: 0.1677 2020-12-09 06:15:08,840 - mmaction - INFO - Epoch [20][1500/2305] lr: 1.500e-03, eta: 0:14:45, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7880, prec@thr=0.5: 0.8444, recall@top3: 0.8621, prec@top3: 0.7024, recall@top5: 0.9570, prec@top5: 0.4790, loss: 0.0305, grad_norm: 0.1758 2020-12-09 06:15:30,433 - mmaction - INFO - Epoch [20][1520/2305] lr: 1.500e-03, eta: 0:14:23, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7976, prec@thr=0.5: 0.8452, recall@top3: 0.8625, prec@top3: 0.6933, recall@top5: 0.9528, prec@top5: 0.4712, loss: 0.0314, grad_norm: 0.1646 2020-12-09 06:15:52,085 - mmaction - INFO - Epoch [20][1540/2305] lr: 1.500e-03, eta: 0:14:01, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.7891, prec@thr=0.5: 0.8528, recall@top3: 0.8662, prec@top3: 0.7104, recall@top5: 0.9589, prec@top5: 0.4840, loss: 0.0300, grad_norm: 0.1633 2020-12-09 06:16:13,753 - mmaction - INFO - Epoch [20][1560/2305] lr: 1.500e-03, eta: 0:13:39, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0312, recall@thr=0.5: 0.7930, prec@thr=0.5: 0.8497, recall@top3: 0.8594, prec@top3: 0.7189, recall@top5: 0.9549, prec@top5: 0.4905, loss: 0.0312, grad_norm: 0.1677 2020-12-09 06:16:35,496 - mmaction - INFO - Epoch [20][1580/2305] lr: 1.500e-03, eta: 0:13:17, time: 1.087, data_time: 0.001, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7937, prec@thr=0.5: 0.8403, recall@top3: 0.8614, prec@top3: 0.7025, recall@top5: 0.9550, prec@top5: 0.4786, loss: 0.0314, grad_norm: 0.1696 2020-12-09 06:16:57,045 - mmaction - INFO - Epoch [20][1600/2305] lr: 1.500e-03, eta: 0:12:55, time: 1.077, data_time: 0.001, memory: 8593, loss_action_cls: 0.0292, recall@thr=0.5: 0.7992, prec@thr=0.5: 0.8521, recall@top3: 0.8687, prec@top3: 0.6918, recall@top5: 0.9567, prec@top5: 0.4689, loss: 0.0292, grad_norm: 0.1630 2020-12-09 06:17:18,987 - mmaction - INFO - Epoch [20][1620/2305] lr: 1.500e-03, eta: 0:12:33, time: 1.097, data_time: 0.002, memory: 8593, loss_action_cls: 0.0301, recall@thr=0.5: 0.7936, prec@thr=0.5: 0.8532, recall@top3: 0.8720, prec@top3: 0.7107, recall@top5: 0.9592, prec@top5: 0.4803, loss: 0.0301, grad_norm: 0.1667 2020-12-09 06:17:40,558 - mmaction - INFO - Epoch [20][1640/2305] lr: 1.500e-03, eta: 0:12:11, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7952, prec@thr=0.5: 0.8519, recall@top3: 0.8657, prec@top3: 0.7084, recall@top5: 0.9587, prec@top5: 0.4825, loss: 0.0303, grad_norm: 0.1677 2020-12-09 06:18:02,151 - mmaction - INFO - Epoch [20][1660/2305] lr: 1.500e-03, eta: 0:11:49, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7865, prec@thr=0.5: 0.8350, recall@top3: 0.8660, prec@top3: 0.6949, recall@top5: 0.9569, prec@top5: 0.4715, loss: 0.0308, grad_norm: 0.1680 2020-12-09 06:18:23,869 - mmaction - INFO - Epoch [20][1680/2305] lr: 1.500e-03, eta: 0:11:27, time: 1.085, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7890, prec@thr=0.5: 0.8528, recall@top3: 0.8629, prec@top3: 0.7069, recall@top5: 0.9504, prec@top5: 0.4798, loss: 0.0311, grad_norm: 0.1706 2020-12-09 06:18:45,481 - mmaction - INFO - Epoch [20][1700/2305] lr: 1.500e-03, eta: 0:11:05, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0297, recall@thr=0.5: 0.7965, prec@thr=0.5: 0.8470, recall@top3: 0.8672, prec@top3: 0.7155, recall@top5: 0.9606, prec@top5: 0.4866, loss: 0.0297, grad_norm: 0.1688 2020-12-09 06:19:07,005 - mmaction - INFO - Epoch [20][1720/2305] lr: 1.500e-03, eta: 0:10:43, time: 1.076, data_time: 0.001, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7946, prec@thr=0.5: 0.8473, recall@top3: 0.8668, prec@top3: 0.7048, recall@top5: 0.9553, prec@top5: 0.4773, loss: 0.0306, grad_norm: 0.1727 2020-12-09 06:19:28,671 - mmaction - INFO - Epoch [20][1740/2305] lr: 1.500e-03, eta: 0:10:21, time: 1.084, data_time: 0.002, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7877, prec@thr=0.5: 0.8424, recall@top3: 0.8597, prec@top3: 0.6899, recall@top5: 0.9519, prec@top5: 0.4699, loss: 0.0310, grad_norm: 0.1691 2020-12-09 06:19:50,187 - mmaction - INFO - Epoch [20][1760/2305] lr: 1.500e-03, eta: 0:09:59, time: 1.075, data_time: 0.001, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.7885, prec@thr=0.5: 0.8483, recall@top3: 0.8613, prec@top3: 0.6996, recall@top5: 0.9584, prec@top5: 0.4782, loss: 0.0300, grad_norm: 0.1664 2020-12-09 06:20:11,753 - mmaction - INFO - Epoch [20][1780/2305] lr: 1.500e-03, eta: 0:09:37, time: 1.079, data_time: 0.003, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.7955, prec@thr=0.5: 0.8564, recall@top3: 0.8651, prec@top3: 0.7103, recall@top5: 0.9597, prec@top5: 0.4845, loss: 0.0299, grad_norm: 0.1697 2020-12-09 06:20:33,372 - mmaction - INFO - Epoch [20][1800/2305] lr: 1.500e-03, eta: 0:09:15, time: 1.081, data_time: 0.002, memory: 8593, loss_action_cls: 0.0307, recall@thr=0.5: 0.7913, prec@thr=0.5: 0.8458, recall@top3: 0.8638, prec@top3: 0.7073, recall@top5: 0.9563, prec@top5: 0.4818, loss: 0.0307, grad_norm: 0.1692 2020-12-09 06:20:55,002 - mmaction - INFO - Epoch [20][1820/2305] lr: 1.500e-03, eta: 0:08:53, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0294, recall@thr=0.5: 0.8048, prec@thr=0.5: 0.8566, recall@top3: 0.8767, prec@top3: 0.6991, recall@top5: 0.9602, prec@top5: 0.4703, loss: 0.0294, grad_norm: 0.1608 2020-12-09 06:21:16,717 - mmaction - INFO - Epoch [20][1840/2305] lr: 1.500e-03, eta: 0:08:31, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0311, recall@thr=0.5: 0.7913, prec@thr=0.5: 0.8454, recall@top3: 0.8653, prec@top3: 0.7000, recall@top5: 0.9497, prec@top5: 0.4712, loss: 0.0311, grad_norm: 0.1664 2020-12-09 06:21:38,405 - mmaction - INFO - Epoch [20][1860/2305] lr: 1.500e-03, eta: 0:08:09, time: 1.093, data_time: 0.009, memory: 8593, loss_action_cls: 0.0291, recall@thr=0.5: 0.8008, prec@thr=0.5: 0.8609, recall@top3: 0.8740, prec@top3: 0.7069, recall@top5: 0.9579, prec@top5: 0.4762, loss: 0.0291, grad_norm: 0.1677 2020-12-09 06:22:00,013 - mmaction - INFO - Epoch [20][1880/2305] lr: 1.500e-03, eta: 0:07:47, time: 1.080, data_time: 0.001, memory: 8593, loss_action_cls: 0.0293, recall@thr=0.5: 0.8057, prec@thr=0.5: 0.8551, recall@top3: 0.8670, prec@top3: 0.7069, recall@top5: 0.9577, prec@top5: 0.4801, loss: 0.0293, grad_norm: 0.1648 2020-12-09 06:22:21,679 - mmaction - INFO - Epoch [20][1900/2305] lr: 1.500e-03, eta: 0:07:25, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7927, prec@thr=0.5: 0.8471, recall@top3: 0.8585, prec@top3: 0.6997, recall@top5: 0.9545, prec@top5: 0.4781, loss: 0.0305, grad_norm: 0.1672 2020-12-09 06:22:43,238 - mmaction - INFO - Epoch [20][1920/2305] lr: 1.500e-03, eta: 0:07:03, time: 1.078, data_time: 0.002, memory: 8593, loss_action_cls: 0.0299, recall@thr=0.5: 0.7997, prec@thr=0.5: 0.8533, recall@top3: 0.8663, prec@top3: 0.7017, recall@top5: 0.9592, prec@top5: 0.4788, loss: 0.0299, grad_norm: 0.1702 2020-12-09 06:23:04,813 - mmaction - INFO - Epoch [20][1940/2305] lr: 1.500e-03, eta: 0:06:41, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7888, prec@thr=0.5: 0.8419, recall@top3: 0.8600, prec@top3: 0.7006, recall@top5: 0.9544, prec@top5: 0.4772, loss: 0.0309, grad_norm: 0.1710 2020-12-09 06:23:26,479 - mmaction - INFO - Epoch [20][1960/2305] lr: 1.500e-03, eta: 0:06:19, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0288, recall@thr=0.5: 0.8102, prec@thr=0.5: 0.8568, recall@top3: 0.8745, prec@top3: 0.7040, recall@top5: 0.9614, prec@top5: 0.4769, loss: 0.0288, grad_norm: 0.1637 2020-12-09 06:23:48,036 - mmaction - INFO - Epoch [20][1980/2305] lr: 1.500e-03, eta: 0:05:57, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7910, prec@thr=0.5: 0.8417, recall@top3: 0.8653, prec@top3: 0.6958, recall@top5: 0.9539, prec@top5: 0.4716, loss: 0.0309, grad_norm: 0.1685 2020-12-09 06:24:09,605 - mmaction - INFO - Epoch [20][2000/2305] lr: 1.500e-03, eta: 0:05:35, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0310, recall@thr=0.5: 0.7859, prec@thr=0.5: 0.8434, recall@top3: 0.8627, prec@top3: 0.7016, recall@top5: 0.9560, prec@top5: 0.4788, loss: 0.0310, grad_norm: 0.1726 2020-12-09 06:24:31,261 - mmaction - INFO - Epoch [20][2020/2305] lr: 1.500e-03, eta: 0:05:13, time: 1.083, data_time: 0.002, memory: 8593, loss_action_cls: 0.0306, recall@thr=0.5: 0.7881, prec@thr=0.5: 0.8443, recall@top3: 0.8671, prec@top3: 0.6949, recall@top5: 0.9548, prec@top5: 0.4696, loss: 0.0306, grad_norm: 0.1710 2020-12-09 06:24:52,812 - mmaction - INFO - Epoch [20][2040/2305] lr: 1.500e-03, eta: 0:04:51, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0309, recall@thr=0.5: 0.7933, prec@thr=0.5: 0.8464, recall@top3: 0.8633, prec@top3: 0.7080, recall@top5: 0.9567, prec@top5: 0.4823, loss: 0.0309, grad_norm: 0.1696 2020-12-09 06:25:14,286 - mmaction - INFO - Epoch [20][2060/2305] lr: 1.500e-03, eta: 0:04:29, time: 1.074, data_time: 0.001, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7868, prec@thr=0.5: 0.8386, recall@top3: 0.8609, prec@top3: 0.6894, recall@top5: 0.9555, prec@top5: 0.4700, loss: 0.0303, grad_norm: 0.1711 2020-12-09 06:25:35,850 - mmaction - INFO - Epoch [20][2080/2305] lr: 1.500e-03, eta: 0:04:07, time: 1.078, data_time: 0.001, memory: 8593, loss_action_cls: 0.0317, recall@thr=0.5: 0.7866, prec@thr=0.5: 0.8507, recall@top3: 0.8569, prec@top3: 0.7012, recall@top5: 0.9517, prec@top5: 0.4804, loss: 0.0317, grad_norm: 0.1634 2020-12-09 06:25:57,507 - mmaction - INFO - Epoch [20][2100/2305] lr: 1.500e-03, eta: 0:03:45, time: 1.082, data_time: 0.001, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7894, prec@thr=0.5: 0.8440, recall@top3: 0.8632, prec@top3: 0.7013, recall@top5: 0.9567, prec@top5: 0.4788, loss: 0.0308, grad_norm: 0.1645 2020-12-09 06:26:19,055 - mmaction - INFO - Epoch [20][2120/2305] lr: 1.500e-03, eta: 0:03:23, time: 1.077, data_time: 0.002, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7986, prec@thr=0.5: 0.8493, recall@top3: 0.8630, prec@top3: 0.7020, recall@top5: 0.9555, prec@top5: 0.4788, loss: 0.0304, grad_norm: 0.1652 2020-12-09 06:26:40,556 - mmaction - INFO - Epoch [20][2140/2305] lr: 1.500e-03, eta: 0:03:01, time: 1.076, data_time: 0.002, memory: 8593, loss_action_cls: 0.0303, recall@thr=0.5: 0.7935, prec@thr=0.5: 0.8463, recall@top3: 0.8604, prec@top3: 0.6998, recall@top5: 0.9551, prec@top5: 0.4780, loss: 0.0303, grad_norm: 0.1666 2020-12-09 06:27:02,269 - mmaction - INFO - Epoch [20][2160/2305] lr: 1.500e-03, eta: 0:02:39, time: 1.086, data_time: 0.001, memory: 8593, loss_action_cls: 0.0298, recall@thr=0.5: 0.7873, prec@thr=0.5: 0.8501, recall@top3: 0.8649, prec@top3: 0.7014, recall@top5: 0.9607, prec@top5: 0.4782, loss: 0.0298, grad_norm: 0.1681 2020-12-09 06:27:23,844 - mmaction - INFO - Epoch [20][2180/2305] lr: 1.500e-03, eta: 0:02:17, time: 1.079, data_time: 0.001, memory: 8593, loss_action_cls: 0.0305, recall@thr=0.5: 0.7927, prec@thr=0.5: 0.8479, recall@top3: 0.8646, prec@top3: 0.7064, recall@top5: 0.9556, prec@top5: 0.4804, loss: 0.0305, grad_norm: 0.1657 2020-12-09 06:27:45,485 - mmaction - INFO - Epoch [20][2200/2305] lr: 1.500e-03, eta: 0:01:55, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7970, prec@thr=0.5: 0.8473, recall@top3: 0.8631, prec@top3: 0.7010, recall@top5: 0.9552, prec@top5: 0.4766, loss: 0.0314, grad_norm: 0.1661 2020-12-09 06:28:07,055 - mmaction - INFO - Epoch [20][2220/2305] lr: 1.500e-03, eta: 0:01:33, time: 1.079, data_time: 0.002, memory: 8593, loss_action_cls: 0.0300, recall@thr=0.5: 0.7984, prec@thr=0.5: 0.8492, recall@top3: 0.8669, prec@top3: 0.6975, recall@top5: 0.9568, prec@top5: 0.4745, loss: 0.0300, grad_norm: 0.1690 2020-12-09 06:28:28,691 - mmaction - INFO - Epoch [20][2240/2305] lr: 1.500e-03, eta: 0:01:11, time: 1.082, data_time: 0.002, memory: 8593, loss_action_cls: 0.0314, recall@thr=0.5: 0.7835, prec@thr=0.5: 0.8516, recall@top3: 0.8566, prec@top3: 0.6950, recall@top5: 0.9544, prec@top5: 0.4760, loss: 0.0314, grad_norm: 0.1728 2020-12-09 06:28:50,421 - mmaction - INFO - Epoch [20][2260/2305] lr: 1.500e-03, eta: 0:00:49, time: 1.088, data_time: 0.002, memory: 8593, loss_action_cls: 0.0292, recall@thr=0.5: 0.8017, prec@thr=0.5: 0.8537, recall@top3: 0.8738, prec@top3: 0.6983, recall@top5: 0.9586, prec@top5: 0.4714, loss: 0.0292, grad_norm: 0.1634 2020-12-09 06:29:12,103 - mmaction - INFO - Epoch [20][2280/2305] lr: 1.500e-03, eta: 0:00:27, time: 1.083, data_time: 0.001, memory: 8593, loss_action_cls: 0.0308, recall@thr=0.5: 0.7830, prec@thr=0.5: 0.8361, recall@top3: 0.8598, prec@top3: 0.6875, recall@top5: 0.9524, prec@top5: 0.4697, loss: 0.0308, grad_norm: 0.1687 2020-12-09 06:29:33,706 - mmaction - INFO - Epoch [20][2300/2305] lr: 1.500e-03, eta: 0:00:05, time: 1.081, data_time: 0.001, memory: 8593, loss_action_cls: 0.0304, recall@thr=0.5: 0.7958, prec@thr=0.5: 0.8440, recall@top3: 0.8669, prec@top3: 0.6970, recall@top5: 0.9604, prec@top5: 0.4756, loss: 0.0304, grad_norm: 0.1650 2020-12-09 06:29:43,320 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-12-09 06:39:07,949 - mmaction - INFO - Evaluating proposal ... 2020-12-09 06:40:10,776 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-09 06:40:10,777 - mmaction - INFO - Evaluating bbox ... 2020-12-09 06:47:45,698 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2526 2020-12-09 06:47:46,811 - mmaction - INFO - Epoch(val) [20][2305] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2526