2021-01-25 12:49:27,313 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.9 (default, Aug 31 2020, 12:42:55) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3: Tesla V100-PCIE-32GB CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 10.1, V10.1.105 GCC: gcc (Ubuntu 5.4.0-6ubuntu1~16.04.12) 5.4.0 20160609 PyTorch: 1.6.0 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.2 Product Build 20200624 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v1.5.0 (Git Hash e2ac1fac44c5078ca927cb9b90e1b3066a0b2ed0) - OpenMP 201511 (a.k.a. OpenMP 4.5) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 10.1 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_37,code=compute_37 - CuDNN 7.6.3 - Magma 2.5.2 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_VULKAN_WRAPPER -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-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, 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=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.7.0 OpenCV: 4.2.0 MMCV: 1.2.5 MMCV Compiler: GCC 7.3 MMCV CUDA Compiler: 10.1 MMAction2: 0.10.0+593870d ------------------------------------------------------------ 2021-01-25 12:49:27,314 - mmaction - INFO - Distributed training: True 2021-01-25 12:49:27,314 - mmaction - INFO - Config: /ssd01/zhangyiyang/mmaction2_github/configs/detection/ava/slowonly_kinetics_pretrained_r50_4x16x1_20e_ava_rgb_custom_classes_own.py # custom classes of ava dataset custom_classes = [3, 6, 10, 27, 29, 38, 41, 48, 51, 53, 54, 59, 61, 64, 70, 72] num_classes = len(custom_classes) + 1 # model setting model = dict( type='FastRCNN', backbone=dict( type='ResNet3dSlowOnly', depth=50, pretrained=None, pretrained2d=False, lateral=False, num_stages=4, conv1_kernel=(1, 7, 7), conv1_stride_t=1, pool1_stride_t=1, spatial_strides=(1, 2, 2, 1)), roi_head=dict( type='AVARoIHead', bbox_roi_extractor=dict( type='SingleRoIExtractor3D', roi_layer_type='RoIAlign', output_size=8, with_temporal_pool=True), bbox_head=dict( type='BBoxHeadAVA', in_channels=2048, num_classes=num_classes, 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 = 'data/ava/frames' anno_root = 'data/ava/annotations' ann_file_train = f'{anno_root}/ava_train_v2.1.csv' ann_file_val = f'{anno_root}/ava_val_v2.1.csv' exclude_file_train = f'{anno_root}/ava_train_excluded_timestamps_v2.1.csv' exclude_file_val = f'{anno_root}/ava_val_excluded_timestamps_v2.1.csv' label_file = f'{anno_root}/ava_action_list_v2.1.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) train_pipeline = [ dict(type='SampleAVAFrames', clip_len=4, frame_interval=16), dict(type='RawFrameDecode'), dict(type='RandomRescale', scale_range=(256, 320)), dict(type='RandomCrop', size=256), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW', collapse=True), # Rename is needed to use mmdet detectors dict(type='Rename', mapping=dict(imgs='img')), dict(type='ToTensor', keys=['img', 'proposals', 'gt_bboxes', 'gt_labels']), dict( type='ToDataContainer', fields=[ dict(key=['proposals', 'gt_bboxes', 'gt_labels'], stack=False) ]), dict( type='Collect', keys=['img', 'proposals', 'gt_bboxes', 'gt_labels'], meta_keys=['scores', 'entity_ids']) ] # The testing is w/o. any cropping / flipping val_pipeline = [ dict(type='SampleAVAFrames', clip_len=4, frame_interval=16), dict(type='RawFrameDecode'), 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=16, 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, num_classes=num_classes, custom_classes=custom_classes, filename_tmpl="{:06d}.jpg", 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, num_classes=num_classes, filename_tmpl="{:06d}.jpg", custom_classes=custom_classes, data_prefix=data_root)) data['test'] = data['val'] optimizer = dict(type='SGD', lr=0.1, momentum=0.9, weight_decay=0.00001) # this lr is used for 4 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, key_indicator='mAP@0.5IOU') log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = ('./work_dirs/ava/' 'slowonly_kinetics_pretrained_r50_4x16x1_20e_ava_rgb_custom_.1_.2') load_from = ('https://download.openmmlab.com/mmaction/recognition/slowonly/' 'slowonly_r50_4x16x1_256e_kinetics400_rgb/' 'slowonly_r50_4x16x1_256e_kinetics400_rgb_20200704-a69556c6.pth') resume_from = None find_unused_parameters = False 2021-01-25 12:49:33,129 - mmaction - INFO - 31447 out of 31447 frames are valid. 2021-01-25 12:49:40,584 - mmaction - INFO - load checkpoint from https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_4x16x1_256e_kinetics400_rgb/slowonly_r50_4x16x1_256e_kinetics400_rgb_20200704-a69556c6.pth 2021-01-25 12:49:41,009 - mmaction - WARNING - The model and loaded state dict do not match exactly unexpected key in source state_dict: cls_head.fc_cls.weight, cls_head.fc_cls.bias missing keys in source state_dict: roi_head.bbox_head.fc_cls.weight, roi_head.bbox_head.fc_cls.bias 2021-01-25 12:49:41,019 - mmaction - INFO - Start running, host: ubuntu@localhost, work_dir: /ssd01/zhangyiyang/mmaction2_github/work_dirs/ava/slowonly_kinetics_pretrained_r50_4x16x1_20e_ava_rgb_custom_.1_.2 2021-01-25 12:49:41,020 - mmaction - INFO - workflow: [('train', 1)], max: 20 epochs 2021-01-25 12:50:30,315 - mmaction - INFO - Epoch [1][20/492] lr: 1.070e-02, eta: 6:43:22, time: 2.465, data_time: 1.477, memory: 10907, loss_action_cls: 0.3960, recall@thr=0.5: 0.1771, prec@thr=0.5: 0.1729, recall@top3: 0.5208, prec@top3: 0.1817, recall@top5: 0.6271, prec@top5: 0.1311, loss: 0.3960, grad_norm: 2.1719 2021-01-25 12:50:47,946 - mmaction - INFO - Epoch [1][40/492] lr: 1.143e-02, eta: 4:33:16, time: 0.882, data_time: 0.001, memory: 10907, loss_action_cls: 0.2581, recall@thr=0.5: 0.2290, prec@thr=0.5: 0.2349, recall@top3: 0.6146, prec@top3: 0.2141, recall@top5: 0.7245, prec@top5: 0.1517, loss: 0.2581, grad_norm: 1.3942 2021-01-25 12:51:05,142 - mmaction - INFO - Epoch [1][60/492] lr: 1.216e-02, eta: 3:48:31, time: 0.860, data_time: 0.001, memory: 10907, loss_action_cls: 0.2163, recall@thr=0.5: 0.2676, prec@thr=0.5: 0.2610, recall@top3: 0.6825, prec@top3: 0.2382, recall@top5: 0.7793, prec@top5: 0.1636, loss: 0.2163, grad_norm: 1.1414 2021-01-25 12:51:22,680 - mmaction - INFO - Epoch [1][80/492] lr: 1.289e-02, eta: 3:26:41, time: 0.877, data_time: 0.001, memory: 10907, loss_action_cls: 0.2024, recall@thr=0.5: 0.3054, prec@thr=0.5: 0.2982, recall@top3: 0.7486, prec@top3: 0.2597, recall@top5: 0.8356, prec@top5: 0.1743, loss: 0.2024, grad_norm: 1.2210 2021-01-25 12:51:40,048 - mmaction - INFO - Epoch [1][100/492] lr: 1.362e-02, eta: 3:13:12, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.1928, recall@thr=0.5: 0.3538, prec@thr=0.5: 0.3351, recall@top3: 0.7515, prec@top3: 0.2632, recall@top5: 0.8384, prec@top5: 0.1769, loss: 0.1928, grad_norm: 1.4100 2021-01-25 12:51:57,441 - mmaction - INFO - Epoch [1][120/492] lr: 1.435e-02, eta: 3:04:08, time: 0.869, data_time: 0.001, memory: 10907, loss_action_cls: 0.1842, recall@thr=0.5: 0.3819, prec@thr=0.5: 0.3743, recall@top3: 0.7759, prec@top3: 0.2714, recall@top5: 0.8675, prec@top5: 0.1825, loss: 0.1842, grad_norm: 1.2049 2021-01-25 12:52:14,830 - mmaction - INFO - Epoch [1][140/492] lr: 1.509e-02, eta: 2:57:36, time: 0.870, data_time: 0.002, memory: 10907, loss_action_cls: 0.1768, recall@thr=0.5: 0.3857, prec@thr=0.5: 0.3812, recall@top3: 0.7713, prec@top3: 0.2670, recall@top5: 0.8652, prec@top5: 0.1796, loss: 0.1768, grad_norm: 1.1541 2021-01-25 12:52:32,366 - mmaction - INFO - Epoch [1][160/492] lr: 1.582e-02, eta: 2:52:46, time: 0.877, data_time: 0.001, memory: 10907, loss_action_cls: 0.1749, recall@thr=0.5: 0.4369, prec@thr=0.5: 0.4282, recall@top3: 0.7928, prec@top3: 0.2764, recall@top5: 0.8760, prec@top5: 0.1832, loss: 0.1749, grad_norm: 1.1164 2021-01-25 12:52:49,800 - mmaction - INFO - Epoch [1][180/492] lr: 1.655e-02, eta: 2:48:50, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.1728, recall@thr=0.5: 0.4400, prec@thr=0.5: 0.4327, recall@top3: 0.7930, prec@top3: 0.2770, recall@top5: 0.8825, prec@top5: 0.1848, loss: 0.1728, grad_norm: 1.0594 2021-01-25 12:53:07,226 - mmaction - INFO - Epoch [1][200/492] lr: 1.728e-02, eta: 2:45:38, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.1708, recall@thr=0.5: 0.4311, prec@thr=0.5: 0.4241, recall@top3: 0.8023, prec@top3: 0.2828, recall@top5: 0.8864, prec@top5: 0.1870, loss: 0.1708, grad_norm: 1.1003 2021-01-25 12:53:24,595 - mmaction - INFO - Epoch [1][220/492] lr: 1.801e-02, eta: 2:42:56, time: 0.869, data_time: 0.001, memory: 10907, loss_action_cls: 0.1745, recall@thr=0.5: 0.4207, prec@thr=0.5: 0.4065, recall@top3: 0.7890, prec@top3: 0.2737, recall@top5: 0.8713, prec@top5: 0.1813, loss: 0.1745, grad_norm: 1.4437 2021-01-25 12:53:42,035 - mmaction - INFO - Epoch [1][240/492] lr: 1.874e-02, eta: 2:40:40, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.1695, recall@thr=0.5: 0.4589, prec@thr=0.5: 0.4480, recall@top3: 0.8088, prec@top3: 0.2829, recall@top5: 0.8944, prec@top5: 0.1880, loss: 0.1695, grad_norm: 1.1493 2021-01-25 12:53:59,265 - mmaction - INFO - Epoch [1][260/492] lr: 1.948e-02, eta: 2:38:35, time: 0.862, data_time: 0.001, memory: 10907, loss_action_cls: 0.1554, recall@thr=0.5: 0.4868, prec@thr=0.5: 0.4845, recall@top3: 0.8268, prec@top3: 0.2890, recall@top5: 0.9025, prec@top5: 0.1898, loss: 0.1554, grad_norm: 1.0052 2021-01-25 12:54:16,748 - mmaction - INFO - Epoch [1][280/492] lr: 2.021e-02, eta: 2:36:53, time: 0.874, data_time: 0.001, memory: 10907, loss_action_cls: 0.1685, recall@thr=0.5: 0.4540, prec@thr=0.5: 0.4488, recall@top3: 0.8226, prec@top3: 0.2869, recall@top5: 0.8903, prec@top5: 0.1869, loss: 0.1685, grad_norm: 0.9962 2021-01-25 12:54:34,053 - mmaction - INFO - Epoch [1][300/492] lr: 2.094e-02, eta: 2:35:18, time: 0.866, data_time: 0.002, memory: 10907, loss_action_cls: 0.1545, recall@thr=0.5: 0.4986, prec@thr=0.5: 0.4948, recall@top3: 0.8245, prec@top3: 0.2892, recall@top5: 0.9047, prec@top5: 0.1908, loss: 0.1545, grad_norm: 0.9424 2021-01-25 12:54:51,698 - mmaction - INFO - Epoch [1][320/492] lr: 2.167e-02, eta: 2:34:02, time: 0.882, data_time: 0.001, memory: 10907, loss_action_cls: 0.1558, recall@thr=0.5: 0.4798, prec@thr=0.5: 0.4722, recall@top3: 0.8293, prec@top3: 0.2861, recall@top5: 0.9051, prec@top5: 0.1879, loss: 0.1558, grad_norm: 0.9597 2021-01-25 12:55:08,992 - mmaction - INFO - Epoch [1][340/492] lr: 2.240e-02, eta: 2:32:43, time: 0.865, data_time: 0.001, memory: 10907, loss_action_cls: 0.1608, recall@thr=0.5: 0.4682, prec@thr=0.5: 0.4748, recall@top3: 0.8278, prec@top3: 0.2912, recall@top5: 0.9106, prec@top5: 0.1929, loss: 0.1608, grad_norm: 0.8713 2021-01-25 12:55:26,594 - mmaction - INFO - Epoch [1][360/492] lr: 2.313e-02, eta: 2:31:39, time: 0.880, data_time: 0.001, memory: 10907, loss_action_cls: 0.1621, recall@thr=0.5: 0.4814, prec@thr=0.5: 0.4750, recall@top3: 0.8263, prec@top3: 0.2918, recall@top5: 0.9008, prec@top5: 0.1913, loss: 0.1621, grad_norm: 0.8257 2021-01-25 12:55:44,044 - mmaction - INFO - Epoch [1][380/492] lr: 2.387e-02, eta: 2:30:37, time: 0.873, data_time: 0.001, memory: 10907, loss_action_cls: 0.1546, recall@thr=0.5: 0.4872, prec@thr=0.5: 0.4783, recall@top3: 0.8275, prec@top3: 0.2883, recall@top5: 0.9017, prec@top5: 0.1885, loss: 0.1546, grad_norm: 0.8320 2021-01-25 12:56:01,400 - mmaction - INFO - Epoch [1][400/492] lr: 2.460e-02, eta: 2:29:36, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.1452, recall@thr=0.5: 0.5042, prec@thr=0.5: 0.5018, recall@top3: 0.8497, prec@top3: 0.2996, recall@top5: 0.9157, prec@top5: 0.1938, loss: 0.1452, grad_norm: 0.7545 2021-01-25 12:56:18,723 - mmaction - INFO - Epoch [1][420/492] lr: 2.533e-02, eta: 2:28:39, time: 0.867, data_time: 0.002, memory: 10907, loss_action_cls: 0.1497, recall@thr=0.5: 0.5031, prec@thr=0.5: 0.4984, recall@top3: 0.8491, prec@top3: 0.2954, recall@top5: 0.9162, prec@top5: 0.1916, loss: 0.1497, grad_norm: 0.7393 2021-01-25 12:56:36,288 - mmaction - INFO - Epoch [1][440/492] lr: 2.606e-02, eta: 2:27:51, time: 0.878, data_time: 0.001, memory: 10907, loss_action_cls: 0.1435, recall@thr=0.5: 0.5253, prec@thr=0.5: 0.5246, recall@top3: 0.8646, prec@top3: 0.3063, recall@top5: 0.9264, prec@top5: 0.1969, loss: 0.1435, grad_norm: 0.7367 2021-01-25 12:56:53,638 - mmaction - INFO - Epoch [1][460/492] lr: 2.679e-02, eta: 2:27:01, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.1482, recall@thr=0.5: 0.4845, prec@thr=0.5: 0.4816, recall@top3: 0.8379, prec@top3: 0.2884, recall@top5: 0.9128, prec@top5: 0.1887, loss: 0.1482, grad_norm: 0.7012 2021-01-25 12:57:11,008 - mmaction - INFO - Epoch [1][480/492] lr: 2.752e-02, eta: 2:26:14, time: 0.869, data_time: 0.001, memory: 10907, loss_action_cls: 0.1467, recall@thr=0.5: 0.5028, prec@thr=0.5: 0.4986, recall@top3: 0.8380, prec@top3: 0.2950, recall@top5: 0.9130, prec@top5: 0.1931, loss: 0.1467, grad_norm: 0.7998 2021-01-25 12:57:21,677 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-01-25 12:59:17,739 - mmaction - INFO - Evaluating proposal ... 2021-01-25 12:59:23,569 - mmaction - INFO - Recall@0.5@100 0.9088 AR@100 0.7354 2021-01-25 12:59:23,569 - mmaction - INFO - Evaluating bbox ... 2021-01-25 13:00:06,877 - mmaction - INFO - mAP@0.5IOU 0.3027 2021-01-25 13:00:06,881 - mmaction - INFO - Now best checkpoint is epoch_1.pth 2021-01-25 13:00:06,933 - mmaction - INFO - Epoch(val) [1][492] Recall@0.5@100: 0.9088, AR@100: 0.7354, mAP@0.5IOU: 0.3027 2021-01-25 13:00:49,501 - mmaction - INFO - Epoch [2][20/492] lr: 2.870e-02, eta: 2:29:33, time: 2.127, data_time: 1.262, memory: 10907, loss_action_cls: 0.1511, recall@thr=0.5: 0.5107, prec@thr=0.5: 0.5087, recall@top3: 0.8439, prec@top3: 0.2947, recall@top5: 0.9177, prec@top5: 0.1927, loss: 0.1511, grad_norm: 0.8608 2021-01-25 13:01:07,025 - mmaction - INFO - Epoch [2][40/492] lr: 2.943e-02, eta: 2:28:44, time: 0.877, data_time: 0.002, memory: 10907, loss_action_cls: 0.1324, recall@thr=0.5: 0.5495, prec@thr=0.5: 0.5387, recall@top3: 0.8663, prec@top3: 0.3019, recall@top5: 0.9231, prec@top5: 0.1935, loss: 0.1324, grad_norm: 0.7127 2021-01-25 13:01:24,526 - mmaction - INFO - Epoch [2][60/492] lr: 3.016e-02, eta: 2:27:56, time: 0.875, data_time: 0.001, memory: 10907, loss_action_cls: 0.1339, recall@thr=0.5: 0.5714, prec@thr=0.5: 0.5745, recall@top3: 0.8816, prec@top3: 0.3127, recall@top5: 0.9346, prec@top5: 0.1995, loss: 0.1339, grad_norm: 0.6480 2021-01-25 13:01:41,879 - mmaction - INFO - Epoch [2][80/492] lr: 3.089e-02, eta: 2:27:09, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.1380, recall@thr=0.5: 0.5421, prec@thr=0.5: 0.5353, recall@top3: 0.8731, prec@top3: 0.3054, recall@top5: 0.9355, prec@top5: 0.1963, loss: 0.1380, grad_norm: 0.7843 2021-01-25 13:01:59,427 - mmaction - INFO - Epoch [2][100/492] lr: 3.162e-02, eta: 2:26:26, time: 0.877, data_time: 0.001, memory: 10907, loss_action_cls: 0.1423, recall@thr=0.5: 0.5221, prec@thr=0.5: 0.5181, recall@top3: 0.8557, prec@top3: 0.2986, recall@top5: 0.9235, prec@top5: 0.1941, loss: 0.1423, grad_norm: 0.6975 2021-01-25 13:02:16,950 - mmaction - INFO - Epoch [2][120/492] lr: 3.235e-02, eta: 2:25:45, time: 0.876, data_time: 0.001, memory: 10907, loss_action_cls: 0.1388, recall@thr=0.5: 0.5145, prec@thr=0.5: 0.5105, recall@top3: 0.8690, prec@top3: 0.3033, recall@top5: 0.9309, prec@top5: 0.1951, loss: 0.1388, grad_norm: 0.6625 2021-01-25 13:02:34,326 - mmaction - INFO - Epoch [2][140/492] lr: 3.309e-02, eta: 2:25:03, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.1356, recall@thr=0.5: 0.5375, prec@thr=0.5: 0.5314, recall@top3: 0.8705, prec@top3: 0.3027, recall@top5: 0.9280, prec@top5: 0.1936, loss: 0.1356, grad_norm: 0.6028 2021-01-25 13:02:51,819 - mmaction - INFO - Epoch [2][160/492] lr: 3.382e-02, eta: 2:24:24, time: 0.876, data_time: 0.003, memory: 10907, loss_action_cls: 0.1361, recall@thr=0.5: 0.5535, prec@thr=0.5: 0.5527, recall@top3: 0.8724, prec@top3: 0.3055, recall@top5: 0.9314, prec@top5: 0.1963, loss: 0.1361, grad_norm: 0.6475 2021-01-25 13:03:09,258 - mmaction - INFO - Epoch [2][180/492] lr: 3.455e-02, eta: 2:23:46, time: 0.872, data_time: 0.002, memory: 10907, loss_action_cls: 0.1295, recall@thr=0.5: 0.5683, prec@thr=0.5: 0.5706, recall@top3: 0.8750, prec@top3: 0.3067, recall@top5: 0.9372, prec@top5: 0.1978, loss: 0.1295, grad_norm: 0.5754 2021-01-25 13:03:26,649 - mmaction - INFO - Epoch [2][200/492] lr: 3.528e-02, eta: 2:23:08, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.1256, recall@thr=0.5: 0.5807, prec@thr=0.5: 0.5750, recall@top3: 0.8810, prec@top3: 0.3071, recall@top5: 0.9375, prec@top5: 0.1963, loss: 0.1256, grad_norm: 0.6230 2021-01-25 13:03:44,303 - mmaction - INFO - Epoch [2][220/492] lr: 3.601e-02, eta: 2:22:35, time: 0.883, data_time: 0.001, memory: 10907, loss_action_cls: 0.1289, recall@thr=0.5: 0.5607, prec@thr=0.5: 0.5600, recall@top3: 0.8935, prec@top3: 0.3129, recall@top5: 0.9458, prec@top5: 0.1992, loss: 0.1289, grad_norm: 0.5981 2021-01-25 13:04:01,786 - mmaction - INFO - Epoch [2][240/492] lr: 3.674e-02, eta: 2:22:01, time: 0.874, data_time: 0.001, memory: 10907, loss_action_cls: 0.1268, recall@thr=0.5: 0.5726, prec@thr=0.5: 0.5707, recall@top3: 0.8821, prec@top3: 0.3066, recall@top5: 0.9345, prec@top5: 0.1953, loss: 0.1268, grad_norm: 0.6171 2021-01-25 13:04:19,044 - mmaction - INFO - Epoch [2][260/492] lr: 3.748e-02, eta: 2:21:24, time: 0.863, data_time: 0.002, memory: 10907, loss_action_cls: 0.1243, recall@thr=0.5: 0.5598, prec@thr=0.5: 0.5593, recall@top3: 0.8799, prec@top3: 0.3099, recall@top5: 0.9397, prec@top5: 0.1988, loss: 0.1243, grad_norm: 0.6648 2021-01-25 13:04:36,375 - mmaction - INFO - Epoch [2][280/492] lr: 3.821e-02, eta: 2:20:50, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.1401, recall@thr=0.5: 0.5443, prec@thr=0.5: 0.5417, recall@top3: 0.8710, prec@top3: 0.3069, recall@top5: 0.9325, prec@top5: 0.1974, loss: 0.1401, grad_norm: 0.6950 2021-01-25 13:04:53,749 - mmaction - INFO - Epoch [2][300/492] lr: 3.894e-02, eta: 2:20:17, time: 0.869, data_time: 0.001, memory: 10907, loss_action_cls: 0.1252, recall@thr=0.5: 0.5899, prec@thr=0.5: 0.5916, recall@top3: 0.8786, prec@top3: 0.3089, recall@top5: 0.9432, prec@top5: 0.1990, loss: 0.1252, grad_norm: 0.5356 2021-01-25 13:05:11,170 - mmaction - INFO - Epoch [2][320/492] lr: 3.967e-02, eta: 2:19:45, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.1318, recall@thr=0.5: 0.5668, prec@thr=0.5: 0.5656, recall@top3: 0.8798, prec@top3: 0.3091, recall@top5: 0.9322, prec@top5: 0.1966, loss: 0.1318, grad_norm: 0.5962 2021-01-25 13:05:28,514 - mmaction - INFO - Epoch [2][340/492] lr: 4.040e-02, eta: 2:19:13, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.1268, recall@thr=0.5: 0.5676, prec@thr=0.5: 0.5677, recall@top3: 0.8615, prec@top3: 0.2999, recall@top5: 0.9366, prec@top5: 0.1956, loss: 0.1268, grad_norm: 0.5954 2021-01-25 13:05:45,813 - mmaction - INFO - Epoch [2][360/492] lr: 4.113e-02, eta: 2:18:41, time: 0.865, data_time: 0.001, memory: 10907, loss_action_cls: 0.1271, recall@thr=0.5: 0.5739, prec@thr=0.5: 0.5682, recall@top3: 0.8787, prec@top3: 0.3083, recall@top5: 0.9349, prec@top5: 0.1969, loss: 0.1271, grad_norm: 0.6136 2021-01-25 13:06:02,964 - mmaction - INFO - Epoch [2][380/492] lr: 4.187e-02, eta: 2:18:09, time: 0.858, data_time: 0.001, memory: 10907, loss_action_cls: 0.1231, recall@thr=0.5: 0.5680, prec@thr=0.5: 0.5682, recall@top3: 0.8800, prec@top3: 0.3083, recall@top5: 0.9409, prec@top5: 0.1980, loss: 0.1231, grad_norm: 0.5801 2021-01-25 13:06:20,401 - mmaction - INFO - Epoch [2][400/492] lr: 4.260e-02, eta: 2:17:40, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.1240, recall@thr=0.5: 0.5836, prec@thr=0.5: 0.5792, recall@top3: 0.8834, prec@top3: 0.3067, recall@top5: 0.9442, prec@top5: 0.1969, loss: 0.1240, grad_norm: 0.5699 2021-01-25 13:06:37,778 - mmaction - INFO - Epoch [2][420/492] lr: 4.333e-02, eta: 2:17:11, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.1258, recall@thr=0.5: 0.5880, prec@thr=0.5: 0.5867, recall@top3: 0.8799, prec@top3: 0.3082, recall@top5: 0.9366, prec@top5: 0.1969, loss: 0.1258, grad_norm: 0.5447 2021-01-25 13:06:55,228 - mmaction - INFO - Epoch [2][440/492] lr: 4.406e-02, eta: 2:16:43, time: 0.873, data_time: 0.002, memory: 10907, loss_action_cls: 0.1257, recall@thr=0.5: 0.5773, prec@thr=0.5: 0.5763, recall@top3: 0.8787, prec@top3: 0.3051, recall@top5: 0.9405, prec@top5: 0.1960, loss: 0.1257, grad_norm: 0.5832 2021-01-25 13:07:12,613 - mmaction - INFO - Epoch [2][460/492] lr: 4.479e-02, eta: 2:16:15, time: 0.869, data_time: 0.001, memory: 10907, loss_action_cls: 0.1201, recall@thr=0.5: 0.5980, prec@thr=0.5: 0.5897, recall@top3: 0.8869, prec@top3: 0.3091, recall@top5: 0.9375, prec@top5: 0.1960, loss: 0.1201, grad_norm: 0.5201 2021-01-25 13:07:30,007 - mmaction - INFO - Epoch [2][480/492] lr: 4.552e-02, eta: 2:15:47, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.1154, recall@thr=0.5: 0.6204, prec@thr=0.5: 0.6142, recall@top3: 0.8991, prec@top3: 0.3107, recall@top5: 0.9466, prec@top5: 0.1966, loss: 0.1154, grad_norm: 0.5330 2021-01-25 13:07:40,640 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-01-25 13:09:39,461 - mmaction - INFO - Evaluating proposal ... 2021-01-25 13:09:44,906 - mmaction - INFO - Recall@0.5@100 0.9088 AR@100 0.7354 2021-01-25 13:09:44,906 - mmaction - INFO - Evaluating bbox ... 2021-01-25 13:10:28,472 - mmaction - INFO - mAP@0.5IOU 0.3251 2021-01-25 13:10:28,475 - mmaction - INFO - Now best checkpoint is epoch_2.pth 2021-01-25 13:10:28,526 - mmaction - INFO - Epoch(val) [2][492] Recall@0.5@100: 0.9088, AR@100: 0.7354, mAP@0.5IOU: 0.3251 2021-01-25 13:11:11,482 - mmaction - INFO - Epoch [3][20/492] lr: 4.670e-02, eta: 2:17:17, time: 2.147, data_time: 1.284, memory: 10907, loss_action_cls: 0.1205, recall@thr=0.5: 0.5964, prec@thr=0.5: 0.5969, recall@top3: 0.8827, prec@top3: 0.3077, recall@top5: 0.9283, prec@top5: 0.1941, loss: 0.1205, grad_norm: 0.5446 2021-01-25 13:11:28,876 - mmaction - INFO - Epoch [3][40/492] lr: 4.743e-02, eta: 2:16:47, time: 0.869, data_time: 0.001, memory: 10907, loss_action_cls: 0.1185, recall@thr=0.5: 0.5972, prec@thr=0.5: 0.5962, recall@top3: 0.8922, prec@top3: 0.3132, recall@top5: 0.9397, prec@top5: 0.1979, loss: 0.1185, grad_norm: 0.5584 2021-01-25 13:11:46,341 - mmaction - INFO - Epoch [3][60/492] lr: 4.816e-02, eta: 2:16:19, time: 0.873, data_time: 0.002, memory: 10907, loss_action_cls: 0.1208, recall@thr=0.5: 0.5844, prec@thr=0.5: 0.5839, recall@top3: 0.8918, prec@top3: 0.3119, recall@top5: 0.9387, prec@top5: 0.1975, loss: 0.1208, grad_norm: 0.5625 2021-01-25 13:12:03,736 - mmaction - INFO - Epoch [3][80/492] lr: 4.889e-02, eta: 2:15:51, time: 0.870, data_time: 0.002, memory: 10907, loss_action_cls: 0.1132, recall@thr=0.5: 0.6151, prec@thr=0.5: 0.6131, recall@top3: 0.8839, prec@top3: 0.3074, recall@top5: 0.9356, prec@top5: 0.1952, loss: 0.1132, grad_norm: 0.5419 2021-01-25 13:12:20,931 - mmaction - INFO - Epoch [3][100/492] lr: 4.962e-02, eta: 2:15:21, time: 0.859, data_time: 0.001, memory: 10907, loss_action_cls: 0.1143, recall@thr=0.5: 0.6306, prec@thr=0.5: 0.6251, recall@top3: 0.8943, prec@top3: 0.3167, recall@top5: 0.9467, prec@top5: 0.2010, loss: 0.1143, grad_norm: 0.6112 2021-01-25 13:12:38,464 - mmaction - INFO - Epoch [3][120/492] lr: 5.035e-02, eta: 2:14:54, time: 0.878, data_time: 0.002, memory: 10907, loss_action_cls: 0.1151, recall@thr=0.5: 0.5939, prec@thr=0.5: 0.5947, recall@top3: 0.8837, prec@top3: 0.3089, recall@top5: 0.9358, prec@top5: 0.1968, loss: 0.1151, grad_norm: 0.5368 2021-01-25 13:12:55,813 - mmaction - INFO - Epoch [3][140/492] lr: 5.109e-02, eta: 2:14:26, time: 0.866, data_time: 0.001, memory: 10907, loss_action_cls: 0.1119, recall@thr=0.5: 0.6208, prec@thr=0.5: 0.6241, recall@top3: 0.8922, prec@top3: 0.3134, recall@top5: 0.9485, prec@top5: 0.2004, loss: 0.1119, grad_norm: 0.5152 2021-01-25 13:13:13,214 - mmaction - INFO - Epoch [3][160/492] lr: 5.182e-02, eta: 2:14:00, time: 0.871, data_time: 0.002, memory: 10907, loss_action_cls: 0.1112, recall@thr=0.5: 0.6345, prec@thr=0.5: 0.6307, recall@top3: 0.9049, prec@top3: 0.3149, recall@top5: 0.9488, prec@top5: 0.1984, loss: 0.1112, grad_norm: 0.5474 2021-01-25 13:13:30,754 - mmaction - INFO - Epoch [3][180/492] lr: 5.255e-02, eta: 2:13:34, time: 0.876, data_time: 0.001, memory: 10907, loss_action_cls: 0.1145, recall@thr=0.5: 0.6148, prec@thr=0.5: 0.6094, recall@top3: 0.8891, prec@top3: 0.3091, recall@top5: 0.9402, prec@top5: 0.1965, loss: 0.1145, grad_norm: 0.5255 2021-01-25 13:13:48,166 - mmaction - INFO - Epoch [3][200/492] lr: 5.328e-02, eta: 2:13:08, time: 0.871, data_time: 0.002, memory: 10907, loss_action_cls: 0.1103, recall@thr=0.5: 0.6319, prec@thr=0.5: 0.6321, recall@top3: 0.8945, prec@top3: 0.3119, recall@top5: 0.9465, prec@top5: 0.1981, loss: 0.1103, grad_norm: 0.5687 2021-01-25 13:14:05,368 - mmaction - INFO - Epoch [3][220/492] lr: 5.401e-02, eta: 2:12:40, time: 0.860, data_time: 0.001, memory: 10907, loss_action_cls: 0.1103, recall@thr=0.5: 0.6375, prec@thr=0.5: 0.6382, recall@top3: 0.9029, prec@top3: 0.3170, recall@top5: 0.9459, prec@top5: 0.1994, loss: 0.1103, grad_norm: 0.5408 2021-01-25 13:14:22,772 - mmaction - INFO - Epoch [3][240/492] lr: 5.474e-02, eta: 2:12:15, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.1191, recall@thr=0.5: 0.6082, prec@thr=0.5: 0.6095, recall@top3: 0.8897, prec@top3: 0.3101, recall@top5: 0.9324, prec@top5: 0.1953, loss: 0.1191, grad_norm: 0.6455 2021-01-25 13:14:40,132 - mmaction - INFO - Epoch [3][260/492] lr: 5.548e-02, eta: 2:11:49, time: 0.868, data_time: 0.002, memory: 10907, loss_action_cls: 0.1152, recall@thr=0.5: 0.6039, prec@thr=0.5: 0.6004, recall@top3: 0.8997, prec@top3: 0.3141, recall@top5: 0.9460, prec@top5: 0.1984, loss: 0.1152, grad_norm: 0.5535 2021-01-25 13:14:57,508 - mmaction - INFO - Epoch [3][280/492] lr: 5.621e-02, eta: 2:11:23, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.1111, recall@thr=0.5: 0.6081, prec@thr=0.5: 0.6143, recall@top3: 0.8996, prec@top3: 0.3160, recall@top5: 0.9468, prec@top5: 0.1998, loss: 0.1111, grad_norm: 0.5385 2021-01-25 13:15:14,912 - mmaction - INFO - Epoch [3][300/492] lr: 5.694e-02, eta: 2:10:59, time: 0.871, data_time: 0.002, memory: 10907, loss_action_cls: 0.1120, recall@thr=0.5: 0.6280, prec@thr=0.5: 0.6276, recall@top3: 0.8985, prec@top3: 0.3152, recall@top5: 0.9497, prec@top5: 0.2000, loss: 0.1120, grad_norm: 0.5143 2021-01-25 13:15:32,254 - mmaction - INFO - Epoch [3][320/492] lr: 5.767e-02, eta: 2:10:33, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.1118, recall@thr=0.5: 0.6215, prec@thr=0.5: 0.6203, recall@top3: 0.8979, prec@top3: 0.3155, recall@top5: 0.9486, prec@top5: 0.2000, loss: 0.1118, grad_norm: 0.5279 2021-01-25 13:15:49,648 - mmaction - INFO - Epoch [3][340/492] lr: 5.840e-02, eta: 2:10:09, time: 0.869, data_time: 0.001, memory: 10907, loss_action_cls: 0.1066, recall@thr=0.5: 0.6071, prec@thr=0.5: 0.6048, recall@top3: 0.9054, prec@top3: 0.3151, recall@top5: 0.9468, prec@top5: 0.1977, loss: 0.1066, grad_norm: 0.5192 2021-01-25 13:16:07,022 - mmaction - INFO - Epoch [3][360/492] lr: 5.913e-02, eta: 2:09:44, time: 0.869, data_time: 0.002, memory: 10907, loss_action_cls: 0.1035, recall@thr=0.5: 0.6658, prec@thr=0.5: 0.6631, recall@top3: 0.9170, prec@top3: 0.3208, recall@top5: 0.9558, prec@top5: 0.2010, loss: 0.1035, grad_norm: 0.5165 2021-01-25 13:16:24,540 - mmaction - INFO - Epoch [3][380/492] lr: 5.987e-02, eta: 2:09:21, time: 0.875, data_time: 0.001, memory: 10907, loss_action_cls: 0.1146, recall@thr=0.5: 0.5881, prec@thr=0.5: 0.5901, recall@top3: 0.8753, prec@top3: 0.3061, recall@top5: 0.9303, prec@top5: 0.1955, loss: 0.1146, grad_norm: 0.4841 2021-01-25 13:16:42,002 - mmaction - INFO - Epoch [3][400/492] lr: 6.060e-02, eta: 2:08:58, time: 0.874, data_time: 0.002, memory: 10907, loss_action_cls: 0.1049, recall@thr=0.5: 0.6559, prec@thr=0.5: 0.6502, recall@top3: 0.8955, prec@top3: 0.3094, recall@top5: 0.9448, prec@top5: 0.1959, loss: 0.1049, grad_norm: 0.4994 2021-01-25 13:16:59,322 - mmaction - INFO - Epoch [3][420/492] lr: 6.133e-02, eta: 2:08:33, time: 0.866, data_time: 0.001, memory: 10907, loss_action_cls: 0.1124, recall@thr=0.5: 0.6045, prec@thr=0.5: 0.6053, recall@top3: 0.8936, prec@top3: 0.3139, recall@top5: 0.9400, prec@top5: 0.1983, loss: 0.1124, grad_norm: 0.5073 2021-01-25 13:17:16,740 - mmaction - INFO - Epoch [3][440/492] lr: 6.206e-02, eta: 2:08:10, time: 0.870, data_time: 0.002, memory: 10907, loss_action_cls: 0.1106, recall@thr=0.5: 0.6286, prec@thr=0.5: 0.6247, recall@top3: 0.9000, prec@top3: 0.3175, recall@top5: 0.9436, prec@top5: 0.2004, loss: 0.1106, grad_norm: 0.4980 2021-01-25 13:17:34,059 - mmaction - INFO - Epoch [3][460/492] lr: 6.279e-02, eta: 2:07:46, time: 0.867, data_time: 0.002, memory: 10907, loss_action_cls: 0.1069, recall@thr=0.5: 0.6381, prec@thr=0.5: 0.6288, recall@top3: 0.8994, prec@top3: 0.3133, recall@top5: 0.9475, prec@top5: 0.1983, loss: 0.1069, grad_norm: 0.6291 2021-01-25 13:17:51,244 - mmaction - INFO - Epoch [3][480/492] lr: 6.352e-02, eta: 2:07:22, time: 0.858, data_time: 0.001, memory: 10907, loss_action_cls: 0.1032, recall@thr=0.5: 0.6422, prec@thr=0.5: 0.6374, recall@top3: 0.9077, prec@top3: 0.3160, recall@top5: 0.9515, prec@top5: 0.1986, loss: 0.1032, grad_norm: 0.5410 2021-01-25 13:18:01,834 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-01-25 13:19:59,269 - mmaction - INFO - Evaluating proposal ... 2021-01-25 13:20:04,882 - mmaction - INFO - Recall@0.5@100 0.9088 AR@100 0.7354 2021-01-25 13:20:04,882 - mmaction - INFO - Evaluating bbox ... 2021-01-25 13:20:49,131 - mmaction - INFO - mAP@0.5IOU 0.3311 2021-01-25 13:20:49,134 - mmaction - INFO - Now best checkpoint is epoch_3.pth 2021-01-25 13:20:49,188 - mmaction - INFO - Epoch(val) [3][492] Recall@0.5@100: 0.9088, AR@100: 0.7354, mAP@0.5IOU: 0.3311 2021-01-25 13:21:31,937 - mmaction - INFO - Epoch [4][20/492] lr: 6.470e-02, eta: 2:08:08, time: 2.137, data_time: 1.276, memory: 10907, loss_action_cls: 0.0994, recall@thr=0.5: 0.6586, prec@thr=0.5: 0.6529, recall@top3: 0.9082, prec@top3: 0.3145, recall@top5: 0.9483, prec@top5: 0.1977, loss: 0.0994, grad_norm: 0.5155 2021-01-25 13:21:49,486 - mmaction - INFO - Epoch [4][40/492] lr: 6.543e-02, eta: 2:07:45, time: 0.877, data_time: 0.002, memory: 10907, loss_action_cls: 0.0933, recall@thr=0.5: 0.6778, prec@thr=0.5: 0.6755, recall@top3: 0.9222, prec@top3: 0.3220, recall@top5: 0.9662, prec@top5: 0.2025, loss: 0.0933, grad_norm: 0.5199 2021-01-25 13:22:06,933 - mmaction - INFO - Epoch [4][60/492] lr: 6.616e-02, eta: 2:07:21, time: 0.873, data_time: 0.001, memory: 10907, loss_action_cls: 0.1069, recall@thr=0.5: 0.6396, prec@thr=0.5: 0.6404, recall@top3: 0.8988, prec@top3: 0.3150, recall@top5: 0.9415, prec@top5: 0.1984, loss: 0.1069, grad_norm: 0.5271 2021-01-25 13:22:24,423 - mmaction - INFO - Epoch [4][80/492] lr: 6.689e-02, eta: 2:06:58, time: 0.874, data_time: 0.001, memory: 10907, loss_action_cls: 0.0924, recall@thr=0.5: 0.6738, prec@thr=0.5: 0.6715, recall@top3: 0.9171, prec@top3: 0.3216, recall@top5: 0.9546, prec@top5: 0.2009, loss: 0.0924, grad_norm: 0.5207 2021-01-25 13:22:42,051 - mmaction - INFO - Epoch [4][100/492] lr: 6.762e-02, eta: 2:06:35, time: 0.882, data_time: 0.001, memory: 10907, loss_action_cls: 0.0994, recall@thr=0.5: 0.6713, prec@thr=0.5: 0.6745, recall@top3: 0.9069, prec@top3: 0.3194, recall@top5: 0.9532, prec@top5: 0.2016, loss: 0.0994, grad_norm: 0.4926 2021-01-25 13:22:59,233 - mmaction - INFO - Epoch [4][120/492] lr: 6.835e-02, eta: 2:06:11, time: 0.859, data_time: 0.001, memory: 10907, loss_action_cls: 0.0968, recall@thr=0.5: 0.6738, prec@thr=0.5: 0.6727, recall@top3: 0.9009, prec@top3: 0.3147, recall@top5: 0.9441, prec@top5: 0.1979, loss: 0.0968, grad_norm: 0.4844 2021-01-25 13:23:16,607 - mmaction - INFO - Epoch [4][140/492] lr: 6.909e-02, eta: 2:05:47, time: 0.869, data_time: 0.002, memory: 10907, loss_action_cls: 0.0946, recall@thr=0.5: 0.6626, prec@thr=0.5: 0.6563, recall@top3: 0.9159, prec@top3: 0.3181, recall@top5: 0.9575, prec@top5: 0.1997, loss: 0.0946, grad_norm: 0.5047 2021-01-25 13:23:34,002 - mmaction - INFO - Epoch [4][160/492] lr: 6.982e-02, eta: 2:05:24, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.1000, recall@thr=0.5: 0.6611, prec@thr=0.5: 0.6505, recall@top3: 0.8943, prec@top3: 0.3101, recall@top5: 0.9523, prec@top5: 0.1988, loss: 0.1000, grad_norm: 0.5014 2021-01-25 13:23:51,376 - mmaction - INFO - Epoch [4][180/492] lr: 7.055e-02, eta: 2:05:01, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.0924, recall@thr=0.5: 0.6860, prec@thr=0.5: 0.6885, recall@top3: 0.9251, prec@top3: 0.3274, recall@top5: 0.9576, prec@top5: 0.2036, loss: 0.0924, grad_norm: 0.5195 2021-01-25 13:24:08,759 - mmaction - INFO - Epoch [4][200/492] lr: 7.128e-02, eta: 2:04:38, time: 0.869, data_time: 0.001, memory: 10907, loss_action_cls: 0.0966, recall@thr=0.5: 0.6673, prec@thr=0.5: 0.6671, recall@top3: 0.9096, prec@top3: 0.3189, recall@top5: 0.9527, prec@top5: 0.2007, loss: 0.0966, grad_norm: 0.5444 2021-01-25 13:24:25,914 - mmaction - INFO - Epoch [4][220/492] lr: 7.201e-02, eta: 2:04:14, time: 0.857, data_time: 0.001, memory: 10907, loss_action_cls: 0.1026, recall@thr=0.5: 0.6428, prec@thr=0.5: 0.6376, recall@top3: 0.9086, prec@top3: 0.3179, recall@top5: 0.9515, prec@top5: 0.2002, loss: 0.1026, grad_norm: 0.5481 2021-01-25 13:24:43,346 - mmaction - INFO - Epoch [4][240/492] lr: 7.274e-02, eta: 2:03:52, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.1000, recall@thr=0.5: 0.6633, prec@thr=0.5: 0.6632, recall@top3: 0.8982, prec@top3: 0.3146, recall@top5: 0.9482, prec@top5: 0.1994, loss: 0.1000, grad_norm: 0.5413 2021-01-25 13:25:00,693 - mmaction - INFO - Epoch [4][260/492] lr: 7.348e-02, eta: 2:03:29, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.0978, recall@thr=0.5: 0.6458, prec@thr=0.5: 0.6384, recall@top3: 0.9096, prec@top3: 0.3150, recall@top5: 0.9585, prec@top5: 0.1993, loss: 0.0978, grad_norm: 0.5269 2021-01-25 13:25:17,848 - mmaction - INFO - Epoch [4][280/492] lr: 7.421e-02, eta: 2:03:05, time: 0.858, data_time: 0.001, memory: 10907, loss_action_cls: 0.1011, recall@thr=0.5: 0.6500, prec@thr=0.5: 0.6489, recall@top3: 0.9053, prec@top3: 0.3145, recall@top5: 0.9563, prec@top5: 0.1994, loss: 0.1011, grad_norm: 0.5146 2021-01-25 13:25:35,285 - mmaction - INFO - Epoch [4][300/492] lr: 7.494e-02, eta: 2:02:43, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.1024, recall@thr=0.5: 0.6283, prec@thr=0.5: 0.6284, recall@top3: 0.8964, prec@top3: 0.3148, recall@top5: 0.9540, prec@top5: 0.2009, loss: 0.1024, grad_norm: 0.5091 2021-01-25 13:25:52,738 - mmaction - INFO - Epoch [4][320/492] lr: 7.567e-02, eta: 2:02:22, time: 0.873, data_time: 0.001, memory: 10907, loss_action_cls: 0.0965, recall@thr=0.5: 0.6606, prec@thr=0.5: 0.6591, recall@top3: 0.8969, prec@top3: 0.3150, recall@top5: 0.9404, prec@top5: 0.1980, loss: 0.0965, grad_norm: 0.4695 2021-01-25 13:26:10,111 - mmaction - INFO - Epoch [4][340/492] lr: 7.640e-02, eta: 2:01:59, time: 0.869, data_time: 0.001, memory: 10907, loss_action_cls: 0.0934, recall@thr=0.5: 0.6493, prec@thr=0.5: 0.6488, recall@top3: 0.9122, prec@top3: 0.3189, recall@top5: 0.9552, prec@top5: 0.2007, loss: 0.0934, grad_norm: 0.4597 2021-01-25 13:26:27,608 - mmaction - INFO - Epoch [4][360/492] lr: 7.713e-02, eta: 2:01:38, time: 0.875, data_time: 0.001, memory: 10907, loss_action_cls: 0.0994, recall@thr=0.5: 0.6531, prec@thr=0.5: 0.6483, recall@top3: 0.9123, prec@top3: 0.3187, recall@top5: 0.9504, prec@top5: 0.1995, loss: 0.0994, grad_norm: 0.5305 2021-01-25 13:26:45,041 - mmaction - INFO - Epoch [4][380/492] lr: 7.787e-02, eta: 2:01:16, time: 0.871, data_time: 0.002, memory: 10907, loss_action_cls: 0.0970, recall@thr=0.5: 0.6455, prec@thr=0.5: 0.6473, recall@top3: 0.9028, prec@top3: 0.3153, recall@top5: 0.9484, prec@top5: 0.1991, loss: 0.0970, grad_norm: 0.4970 2021-01-25 13:27:02,494 - mmaction - INFO - Epoch [4][400/492] lr: 7.860e-02, eta: 2:00:55, time: 0.873, data_time: 0.001, memory: 10907, loss_action_cls: 0.1031, recall@thr=0.5: 0.6303, prec@thr=0.5: 0.6285, recall@top3: 0.9065, prec@top3: 0.3165, recall@top5: 0.9470, prec@top5: 0.1990, loss: 0.1031, grad_norm: 0.5004 2021-01-25 13:27:19,869 - mmaction - INFO - Epoch [4][420/492] lr: 7.933e-02, eta: 2:00:33, time: 0.869, data_time: 0.001, memory: 10907, loss_action_cls: 0.0955, recall@thr=0.5: 0.6637, prec@thr=0.5: 0.6624, recall@top3: 0.9166, prec@top3: 0.3205, recall@top5: 0.9608, prec@top5: 0.2015, loss: 0.0955, grad_norm: 0.4946 2021-01-25 13:27:37,248 - mmaction - INFO - Epoch [4][440/492] lr: 8.006e-02, eta: 2:00:11, time: 0.869, data_time: 0.002, memory: 10907, loss_action_cls: 0.0960, recall@thr=0.5: 0.6500, prec@thr=0.5: 0.6497, recall@top3: 0.9084, prec@top3: 0.3153, recall@top5: 0.9538, prec@top5: 0.1986, loss: 0.0960, grad_norm: 0.4910 2021-01-25 13:27:54,600 - mmaction - INFO - Epoch [4][460/492] lr: 8.079e-02, eta: 1:59:49, time: 0.867, data_time: 0.002, memory: 10907, loss_action_cls: 0.0958, recall@thr=0.5: 0.6711, prec@thr=0.5: 0.6766, recall@top3: 0.9012, prec@top3: 0.3161, recall@top5: 0.9470, prec@top5: 0.1996, loss: 0.0958, grad_norm: 0.4659 2021-01-25 13:28:12,025 - mmaction - INFO - Epoch [4][480/492] lr: 8.152e-02, eta: 1:59:28, time: 0.872, data_time: 0.002, memory: 10907, loss_action_cls: 0.0972, recall@thr=0.5: 0.6575, prec@thr=0.5: 0.6498, recall@top3: 0.9142, prec@top3: 0.3162, recall@top5: 0.9566, prec@top5: 0.1986, loss: 0.0972, grad_norm: 0.5248 2021-01-25 13:28:22,690 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-01-25 13:30:18,158 - mmaction - INFO - Evaluating proposal ... 2021-01-25 13:30:23,713 - mmaction - INFO - Recall@0.5@100 0.9088 AR@100 0.7354 2021-01-25 13:30:23,714 - mmaction - INFO - Evaluating bbox ... 2021-01-25 13:31:08,262 - mmaction - INFO - mAP@0.5IOU 0.3047 2021-01-25 13:31:08,317 - mmaction - INFO - Epoch(val) [4][492] Recall@0.5@100: 0.9088, AR@100: 0.7354, mAP@0.5IOU: 0.3047 2021-01-25 13:31:50,425 - mmaction - INFO - Epoch [5][20/492] lr: 8.270e-02, eta: 1:59:50, time: 2.105, data_time: 1.239, memory: 10907, loss_action_cls: 0.0864, recall@thr=0.5: 0.7013, prec@thr=0.5: 0.7031, recall@top3: 0.9135, prec@top3: 0.3175, recall@top5: 0.9565, prec@top5: 0.1998, loss: 0.0864, grad_norm: 0.4438 2021-01-25 13:32:07,859 - mmaction - INFO - Epoch [5][40/492] lr: 8.343e-02, eta: 1:59:29, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.0919, recall@thr=0.5: 0.6842, prec@thr=0.5: 0.6815, recall@top3: 0.9112, prec@top3: 0.3204, recall@top5: 0.9562, prec@top5: 0.2018, loss: 0.0919, grad_norm: 0.4713 2021-01-25 13:32:25,087 - mmaction - INFO - Epoch [5][60/492] lr: 8.416e-02, eta: 1:59:06, time: 0.862, data_time: 0.002, memory: 10907, loss_action_cls: 0.0813, recall@thr=0.5: 0.7171, prec@thr=0.5: 0.7158, recall@top3: 0.9203, prec@top3: 0.3231, recall@top5: 0.9560, prec@top5: 0.2014, loss: 0.0813, grad_norm: 0.4664 2021-01-25 13:32:42,567 - mmaction - INFO - Epoch [5][80/492] lr: 8.489e-02, eta: 1:58:45, time: 0.874, data_time: 0.001, memory: 10907, loss_action_cls: 0.0854, recall@thr=0.5: 0.6979, prec@thr=0.5: 0.6954, recall@top3: 0.9198, prec@top3: 0.3213, recall@top5: 0.9632, prec@top5: 0.2024, loss: 0.0854, grad_norm: 0.5240 2021-01-25 13:32:59,749 - mmaction - INFO - Epoch [5][100/492] lr: 8.562e-02, eta: 1:58:22, time: 0.859, data_time: 0.001, memory: 10907, loss_action_cls: 0.0920, recall@thr=0.5: 0.6747, prec@thr=0.5: 0.6707, recall@top3: 0.9154, prec@top3: 0.3163, recall@top5: 0.9587, prec@top5: 0.1992, loss: 0.0920, grad_norm: 0.4888 2021-01-25 13:33:17,145 - mmaction - INFO - Epoch [5][120/492] lr: 8.635e-02, eta: 1:58:01, time: 0.869, data_time: 0.002, memory: 10907, loss_action_cls: 0.0855, recall@thr=0.5: 0.6981, prec@thr=0.5: 0.6962, recall@top3: 0.9268, prec@top3: 0.3249, recall@top5: 0.9636, prec@top5: 0.2032, loss: 0.0855, grad_norm: 0.4858 2021-01-25 13:33:34,530 - mmaction - INFO - Epoch [5][140/492] lr: 8.709e-02, eta: 1:57:39, time: 0.870, data_time: 0.002, memory: 10907, loss_action_cls: 0.0868, recall@thr=0.5: 0.6816, prec@thr=0.5: 0.6809, recall@top3: 0.9233, prec@top3: 0.3194, recall@top5: 0.9636, prec@top5: 0.2002, loss: 0.0868, grad_norm: 0.5141 2021-01-25 13:33:52,056 - mmaction - INFO - Epoch [5][160/492] lr: 8.782e-02, eta: 1:57:18, time: 0.876, data_time: 0.001, memory: 10907, loss_action_cls: 0.0908, recall@thr=0.5: 0.6783, prec@thr=0.5: 0.6778, recall@top3: 0.9076, prec@top3: 0.3167, recall@top5: 0.9512, prec@top5: 0.1990, loss: 0.0908, grad_norm: 0.4603 2021-01-25 13:34:09,615 - mmaction - INFO - Epoch [5][180/492] lr: 8.855e-02, eta: 1:56:58, time: 0.878, data_time: 0.001, memory: 10907, loss_action_cls: 0.0888, recall@thr=0.5: 0.6917, prec@thr=0.5: 0.6903, recall@top3: 0.9189, prec@top3: 0.3217, recall@top5: 0.9556, prec@top5: 0.2012, loss: 0.0888, grad_norm: 0.5060 2021-01-25 13:34:26,911 - mmaction - INFO - Epoch [5][200/492] lr: 8.928e-02, eta: 1:56:36, time: 0.865, data_time: 0.001, memory: 10907, loss_action_cls: 0.0889, recall@thr=0.5: 0.6910, prec@thr=0.5: 0.6893, recall@top3: 0.9241, prec@top3: 0.3257, recall@top5: 0.9606, prec@top5: 0.2032, loss: 0.0889, grad_norm: 0.5022 2021-01-25 13:34:44,430 - mmaction - INFO - Epoch [5][220/492] lr: 9.001e-02, eta: 1:56:15, time: 0.876, data_time: 0.001, memory: 10907, loss_action_cls: 0.0940, recall@thr=0.5: 0.6614, prec@thr=0.5: 0.6566, recall@top3: 0.9084, prec@top3: 0.3172, recall@top5: 0.9552, prec@top5: 0.2002, loss: 0.0940, grad_norm: 0.5270 2021-01-25 13:35:02,021 - mmaction - INFO - Epoch [5][240/492] lr: 9.074e-02, eta: 1:55:55, time: 0.880, data_time: 0.001, memory: 10907, loss_action_cls: 0.0907, recall@thr=0.5: 0.6701, prec@thr=0.5: 0.6696, recall@top3: 0.9131, prec@top3: 0.3182, recall@top5: 0.9557, prec@top5: 0.2002, loss: 0.0907, grad_norm: 0.4671 2021-01-25 13:35:19,493 - mmaction - INFO - Epoch [5][260/492] lr: 9.148e-02, eta: 1:55:34, time: 0.874, data_time: 0.001, memory: 10907, loss_action_cls: 0.0892, recall@thr=0.5: 0.6650, prec@thr=0.5: 0.6610, recall@top3: 0.9231, prec@top3: 0.3224, recall@top5: 0.9577, prec@top5: 0.2007, loss: 0.0892, grad_norm: 0.5108 2021-01-25 13:35:36,890 - mmaction - INFO - Epoch [5][280/492] lr: 9.221e-02, eta: 1:55:13, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.0879, recall@thr=0.5: 0.6803, prec@thr=0.5: 0.6751, recall@top3: 0.9256, prec@top3: 0.3233, recall@top5: 0.9669, prec@top5: 0.2025, loss: 0.0879, grad_norm: 0.4662 2021-01-25 13:35:54,343 - mmaction - INFO - Epoch [5][300/492] lr: 9.294e-02, eta: 1:54:52, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.0854, recall@thr=0.5: 0.6965, prec@thr=0.5: 0.6909, recall@top3: 0.9263, prec@top3: 0.3220, recall@top5: 0.9617, prec@top5: 0.2006, loss: 0.0854, grad_norm: 0.4770 2021-01-25 13:36:11,751 - mmaction - INFO - Epoch [5][320/492] lr: 9.367e-02, eta: 1:54:31, time: 0.870, data_time: 0.002, memory: 10907, loss_action_cls: 0.0957, recall@thr=0.5: 0.6543, prec@thr=0.5: 0.6527, recall@top3: 0.9048, prec@top3: 0.3197, recall@top5: 0.9503, prec@top5: 0.2015, loss: 0.0957, grad_norm: 0.5228 2021-01-25 13:36:29,285 - mmaction - INFO - Epoch [5][340/492] lr: 9.440e-02, eta: 1:54:11, time: 0.877, data_time: 0.002, memory: 10907, loss_action_cls: 0.0946, recall@thr=0.5: 0.6539, prec@thr=0.5: 0.6554, recall@top3: 0.9183, prec@top3: 0.3232, recall@top5: 0.9585, prec@top5: 0.2030, loss: 0.0946, grad_norm: 0.6067 2021-01-25 13:36:46,654 - mmaction - INFO - Epoch [5][360/492] lr: 9.513e-02, eta: 1:53:50, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.0916, recall@thr=0.5: 0.6680, prec@thr=0.5: 0.6637, recall@top3: 0.9200, prec@top3: 0.3204, recall@top5: 0.9598, prec@top5: 0.2008, loss: 0.0916, grad_norm: 0.5130 2021-01-25 13:37:04,125 - mmaction - INFO - Epoch [5][380/492] lr: 9.587e-02, eta: 1:53:30, time: 0.874, data_time: 0.001, memory: 10907, loss_action_cls: 0.0930, recall@thr=0.5: 0.6631, prec@thr=0.5: 0.6605, recall@top3: 0.9110, prec@top3: 0.3220, recall@top5: 0.9551, prec@top5: 0.2027, loss: 0.0930, grad_norm: 0.4469 2021-01-25 13:37:21,469 - mmaction - INFO - Epoch [5][400/492] lr: 9.660e-02, eta: 1:53:09, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.0920, recall@thr=0.5: 0.6730, prec@thr=0.5: 0.6751, recall@top3: 0.9124, prec@top3: 0.3206, recall@top5: 0.9522, prec@top5: 0.2008, loss: 0.0920, grad_norm: 0.5165 2021-01-25 13:37:38,948 - mmaction - INFO - Epoch [5][420/492] lr: 9.733e-02, eta: 1:52:49, time: 0.875, data_time: 0.002, memory: 10907, loss_action_cls: 0.0988, recall@thr=0.5: 0.6543, prec@thr=0.5: 0.6532, recall@top3: 0.8989, prec@top3: 0.3135, recall@top5: 0.9455, prec@top5: 0.1981, loss: 0.0988, grad_norm: 0.5457 2021-01-25 13:37:56,250 - mmaction - INFO - Epoch [5][440/492] lr: 9.806e-02, eta: 1:52:28, time: 0.865, data_time: 0.001, memory: 10907, loss_action_cls: 0.0910, recall@thr=0.5: 0.6567, prec@thr=0.5: 0.6536, recall@top3: 0.9246, prec@top3: 0.3221, recall@top5: 0.9589, prec@top5: 0.2008, loss: 0.0910, grad_norm: 0.4866 2021-01-25 13:38:13,609 - mmaction - INFO - Epoch [5][460/492] lr: 9.879e-02, eta: 1:52:07, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.0890, recall@thr=0.5: 0.6906, prec@thr=0.5: 0.6867, recall@top3: 0.9159, prec@top3: 0.3186, recall@top5: 0.9532, prec@top5: 0.1992, loss: 0.0890, grad_norm: 0.4742 2021-01-25 13:38:30,981 - mmaction - INFO - Epoch [5][480/492] lr: 9.952e-02, eta: 1:51:47, time: 0.869, data_time: 0.001, memory: 10907, loss_action_cls: 0.0891, recall@thr=0.5: 0.6759, prec@thr=0.5: 0.6732, recall@top3: 0.9122, prec@top3: 0.3139, recall@top5: 0.9550, prec@top5: 0.1971, loss: 0.0891, grad_norm: 0.5113 2021-01-25 13:38:41,621 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-01-25 13:40:38,873 - mmaction - INFO - Evaluating proposal ... 2021-01-25 13:40:44,328 - mmaction - INFO - Recall@0.5@100 0.9088 AR@100 0.7354 2021-01-25 13:40:44,328 - mmaction - INFO - Evaluating bbox ... 2021-01-25 13:41:28,693 - mmaction - INFO - mAP@0.5IOU 0.2803 2021-01-25 13:41:28,750 - mmaction - INFO - Epoch(val) [5][492] Recall@0.5@100: 0.9088, AR@100: 0.7354, mAP@0.5IOU: 0.2803 2021-01-25 13:42:11,681 - mmaction - INFO - Epoch [6][20/492] lr: 1.000e-01, eta: 1:51:59, time: 2.145, data_time: 1.283, memory: 10907, loss_action_cls: 0.0834, recall@thr=0.5: 0.6886, prec@thr=0.5: 0.6802, recall@top3: 0.9305, prec@top3: 0.3258, recall@top5: 0.9652, prec@top5: 0.2028, loss: 0.0834, grad_norm: 0.5085 2021-01-25 13:42:29,154 - mmaction - INFO - Epoch [6][40/492] lr: 1.000e-01, eta: 1:51:38, time: 0.873, data_time: 0.002, memory: 10907, loss_action_cls: 0.0817, recall@thr=0.5: 0.7099, prec@thr=0.5: 0.7123, recall@top3: 0.9243, prec@top3: 0.3244, recall@top5: 0.9629, prec@top5: 0.2028, loss: 0.0817, grad_norm: 0.4732 2021-01-25 13:42:46,658 - mmaction - INFO - Epoch [6][60/492] lr: 1.000e-01, eta: 1:51:18, time: 0.877, data_time: 0.002, memory: 10907, loss_action_cls: 0.0853, recall@thr=0.5: 0.6903, prec@thr=0.5: 0.6844, recall@top3: 0.9149, prec@top3: 0.3178, recall@top5: 0.9515, prec@top5: 0.1986, loss: 0.0853, grad_norm: 0.4660 2021-01-25 13:43:04,054 - mmaction - INFO - Epoch [6][80/492] lr: 1.000e-01, eta: 1:50:57, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.0804, recall@thr=0.5: 0.7057, prec@thr=0.5: 0.6999, recall@top3: 0.9357, prec@top3: 0.3284, recall@top5: 0.9699, prec@top5: 0.2042, loss: 0.0804, grad_norm: 0.4649 2021-01-25 13:43:21,480 - mmaction - INFO - Epoch [6][100/492] lr: 1.000e-01, eta: 1:50:37, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.0823, recall@thr=0.5: 0.6922, prec@thr=0.5: 0.6868, recall@top3: 0.9280, prec@top3: 0.3249, recall@top5: 0.9653, prec@top5: 0.2034, loss: 0.0823, grad_norm: 0.4621 2021-01-25 13:43:38,799 - mmaction - INFO - Epoch [6][120/492] lr: 1.000e-01, eta: 1:50:16, time: 0.865, data_time: 0.001, memory: 10907, loss_action_cls: 0.0829, recall@thr=0.5: 0.7058, prec@thr=0.5: 0.7072, recall@top3: 0.9279, prec@top3: 0.3237, recall@top5: 0.9649, prec@top5: 0.2023, loss: 0.0829, grad_norm: 0.4528 2021-01-25 13:43:56,111 - mmaction - INFO - Epoch [6][140/492] lr: 1.000e-01, eta: 1:49:55, time: 0.866, data_time: 0.002, memory: 10907, loss_action_cls: 0.0789, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.7139, recall@top3: 0.9205, prec@top3: 0.3218, recall@top5: 0.9583, prec@top5: 0.2015, loss: 0.0789, grad_norm: 0.4379 2021-01-25 13:44:13,546 - mmaction - INFO - Epoch [6][160/492] lr: 1.000e-01, eta: 1:49:35, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.0790, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7168, recall@top3: 0.9400, prec@top3: 0.3282, recall@top5: 0.9766, prec@top5: 0.2050, loss: 0.0790, grad_norm: 0.4632 2021-01-25 13:44:30,848 - mmaction - INFO - Epoch [6][180/492] lr: 1.000e-01, eta: 1:49:14, time: 0.866, data_time: 0.002, memory: 10907, loss_action_cls: 0.0792, recall@thr=0.5: 0.7120, prec@thr=0.5: 0.7109, recall@top3: 0.9276, prec@top3: 0.3235, recall@top5: 0.9684, prec@top5: 0.2028, loss: 0.0792, grad_norm: 0.4375 2021-01-25 13:44:48,261 - mmaction - INFO - Epoch [6][200/492] lr: 1.000e-01, eta: 1:48:54, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.0764, recall@thr=0.5: 0.7294, prec@thr=0.5: 0.7264, recall@top3: 0.9321, prec@top3: 0.3256, recall@top5: 0.9609, prec@top5: 0.2015, loss: 0.0764, grad_norm: 0.4447 2021-01-25 13:45:05,659 - mmaction - INFO - Epoch [6][220/492] lr: 1.000e-01, eta: 1:48:33, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.0797, recall@thr=0.5: 0.7128, prec@thr=0.5: 0.7122, recall@top3: 0.9266, prec@top3: 0.3226, recall@top5: 0.9594, prec@top5: 0.2004, loss: 0.0797, grad_norm: 0.4428 2021-01-25 13:45:23,171 - mmaction - INFO - Epoch [6][240/492] lr: 1.000e-01, eta: 1:48:13, time: 0.876, data_time: 0.001, memory: 10907, loss_action_cls: 0.0808, recall@thr=0.5: 0.6990, prec@thr=0.5: 0.6945, recall@top3: 0.9296, prec@top3: 0.3234, recall@top5: 0.9631, prec@top5: 0.2011, loss: 0.0808, grad_norm: 0.4529 2021-01-25 13:45:40,620 - mmaction - INFO - Epoch [6][260/492] lr: 1.000e-01, eta: 1:47:53, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.0891, recall@thr=0.5: 0.6693, prec@thr=0.5: 0.6699, recall@top3: 0.9114, prec@top3: 0.3161, recall@top5: 0.9521, prec@top5: 0.1984, loss: 0.0891, grad_norm: 0.4750 2021-01-25 13:45:58,137 - mmaction - INFO - Epoch [6][280/492] lr: 1.000e-01, eta: 1:47:33, time: 0.876, data_time: 0.002, memory: 10907, loss_action_cls: 0.0806, recall@thr=0.5: 0.7020, prec@thr=0.5: 0.7006, recall@top3: 0.9320, prec@top3: 0.3256, recall@top5: 0.9620, prec@top5: 0.2020, loss: 0.0806, grad_norm: 0.4201 2021-01-25 13:46:15,553 - mmaction - INFO - Epoch [6][300/492] lr: 1.000e-01, eta: 1:47:13, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.0783, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7161, recall@top3: 0.9286, prec@top3: 0.3224, recall@top5: 0.9651, prec@top5: 0.2013, loss: 0.0783, grad_norm: 0.4564 2021-01-25 13:46:32,873 - mmaction - INFO - Epoch [6][320/492] lr: 1.000e-01, eta: 1:46:53, time: 0.866, data_time: 0.001, memory: 10907, loss_action_cls: 0.0792, recall@thr=0.5: 0.7045, prec@thr=0.5: 0.7037, recall@top3: 0.9231, prec@top3: 0.3215, recall@top5: 0.9572, prec@top5: 0.1999, loss: 0.0792, grad_norm: 0.4553 2021-01-25 13:46:50,260 - mmaction - INFO - Epoch [6][340/492] lr: 1.000e-01, eta: 1:46:32, time: 0.869, data_time: 0.001, memory: 10907, loss_action_cls: 0.0777, recall@thr=0.5: 0.7187, prec@thr=0.5: 0.7182, recall@top3: 0.9352, prec@top3: 0.3276, recall@top5: 0.9630, prec@top5: 0.2025, loss: 0.0777, grad_norm: 0.4522 2021-01-25 13:47:07,603 - mmaction - INFO - Epoch [6][360/492] lr: 1.000e-01, eta: 1:46:12, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.0792, recall@thr=0.5: 0.7066, prec@thr=0.5: 0.7025, recall@top3: 0.9335, prec@top3: 0.3250, recall@top5: 0.9617, prec@top5: 0.2013, loss: 0.0792, grad_norm: 0.4922 2021-01-25 13:47:24,963 - mmaction - INFO - Epoch [6][380/492] lr: 1.000e-01, eta: 1:45:52, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.0832, recall@thr=0.5: 0.7065, prec@thr=0.5: 0.6996, recall@top3: 0.9262, prec@top3: 0.3253, recall@top5: 0.9649, prec@top5: 0.2035, loss: 0.0832, grad_norm: 0.4609 2021-01-25 13:47:42,305 - mmaction - INFO - Epoch [6][400/492] lr: 1.000e-01, eta: 1:45:32, time: 0.866, data_time: 0.001, memory: 10907, loss_action_cls: 0.0823, recall@thr=0.5: 0.6875, prec@thr=0.5: 0.6872, recall@top3: 0.9240, prec@top3: 0.3206, recall@top5: 0.9578, prec@top5: 0.1996, loss: 0.0823, grad_norm: 0.4060 2021-01-25 13:47:59,767 - mmaction - INFO - Epoch [6][420/492] lr: 1.000e-01, eta: 1:45:12, time: 0.873, data_time: 0.002, memory: 10907, loss_action_cls: 0.0833, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7048, recall@top3: 0.9231, prec@top3: 0.3239, recall@top5: 0.9558, prec@top5: 0.2015, loss: 0.0833, grad_norm: 0.4961 2021-01-25 13:48:17,202 - mmaction - INFO - Epoch [6][440/492] lr: 1.000e-01, eta: 1:44:52, time: 0.872, data_time: 0.002, memory: 10907, loss_action_cls: 0.0800, recall@thr=0.5: 0.6975, prec@thr=0.5: 0.7018, recall@top3: 0.9286, prec@top3: 0.3277, recall@top5: 0.9659, prec@top5: 0.2050, loss: 0.0800, grad_norm: 0.4384 2021-01-25 13:48:34,497 - mmaction - INFO - Epoch [6][460/492] lr: 1.000e-01, eta: 1:44:32, time: 0.865, data_time: 0.001, memory: 10907, loss_action_cls: 0.0787, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7129, recall@top3: 0.9212, prec@top3: 0.3240, recall@top5: 0.9644, prec@top5: 0.2035, loss: 0.0787, grad_norm: 0.4041 2021-01-25 13:48:51,971 - mmaction - INFO - Epoch [6][480/492] lr: 1.000e-01, eta: 1:44:13, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.0806, recall@thr=0.5: 0.7060, prec@thr=0.5: 0.7045, recall@top3: 0.9298, prec@top3: 0.3275, recall@top5: 0.9635, prec@top5: 0.2039, loss: 0.0806, grad_norm: 0.4875 2021-01-25 13:49:02,624 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-01-25 13:50:58,685 - mmaction - INFO - Evaluating proposal ... 2021-01-25 13:51:04,234 - mmaction - INFO - Recall@0.5@100 0.9088 AR@100 0.7354 2021-01-25 13:51:04,234 - mmaction - INFO - Evaluating bbox ... 2021-01-25 13:51:48,302 - mmaction - INFO - mAP@0.5IOU 0.3011 2021-01-25 13:51:48,358 - mmaction - INFO - Epoch(val) [6][492] Recall@0.5@100: 0.9088, AR@100: 0.7354, mAP@0.5IOU: 0.3011 2021-01-25 13:52:31,420 - mmaction - INFO - Epoch [7][20/492] lr: 1.000e-01, eta: 1:44:16, time: 2.153, data_time: 1.285, memory: 10907, loss_action_cls: 0.0696, recall@thr=0.5: 0.7463, prec@thr=0.5: 0.7442, recall@top3: 0.9506, prec@top3: 0.3328, recall@top5: 0.9784, prec@top5: 0.2057, loss: 0.0696, grad_norm: 0.4649 2021-01-25 13:52:48,904 - mmaction - INFO - Epoch [7][40/492] lr: 1.000e-01, eta: 1:43:56, time: 0.874, data_time: 0.001, memory: 10907, loss_action_cls: 0.0697, recall@thr=0.5: 0.7546, prec@thr=0.5: 0.7554, recall@top3: 0.9409, prec@top3: 0.3294, recall@top5: 0.9696, prec@top5: 0.2035, loss: 0.0697, grad_norm: 0.4455 2021-01-25 13:53:06,312 - mmaction - INFO - Epoch [7][60/492] lr: 1.000e-01, eta: 1:43:36, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.0698, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.7408, recall@top3: 0.9407, prec@top3: 0.3286, recall@top5: 0.9722, prec@top5: 0.2039, loss: 0.0698, grad_norm: 0.4238 2021-01-25 13:53:23,769 - mmaction - INFO - Epoch [7][80/492] lr: 1.000e-01, eta: 1:43:16, time: 0.873, data_time: 0.001, memory: 10907, loss_action_cls: 0.0729, recall@thr=0.5: 0.7319, prec@thr=0.5: 0.7255, recall@top3: 0.9417, prec@top3: 0.3308, recall@top5: 0.9740, prec@top5: 0.2054, loss: 0.0729, grad_norm: 0.4847 2021-01-25 13:53:41,077 - mmaction - INFO - Epoch [7][100/492] lr: 1.000e-01, eta: 1:42:56, time: 0.865, data_time: 0.001, memory: 10907, loss_action_cls: 0.0704, recall@thr=0.5: 0.7469, prec@thr=0.5: 0.7407, recall@top3: 0.9297, prec@top3: 0.3238, recall@top5: 0.9651, prec@top5: 0.2023, loss: 0.0704, grad_norm: 0.4540 2021-01-25 13:53:58,393 - mmaction - INFO - Epoch [7][120/492] lr: 1.000e-01, eta: 1:42:36, time: 0.865, data_time: 0.001, memory: 10907, loss_action_cls: 0.0747, recall@thr=0.5: 0.7295, prec@thr=0.5: 0.7325, recall@top3: 0.9339, prec@top3: 0.3268, recall@top5: 0.9669, prec@top5: 0.2032, loss: 0.0747, grad_norm: 0.4260 2021-01-25 13:54:15,720 - mmaction - INFO - Epoch [7][140/492] lr: 1.000e-01, eta: 1:42:16, time: 0.867, data_time: 0.002, memory: 10907, loss_action_cls: 0.0700, recall@thr=0.5: 0.7467, prec@thr=0.5: 0.7416, recall@top3: 0.9354, prec@top3: 0.3266, recall@top5: 0.9655, prec@top5: 0.2025, loss: 0.0700, grad_norm: 0.4548 2021-01-25 13:54:33,209 - mmaction - INFO - Epoch [7][160/492] lr: 1.000e-01, eta: 1:41:56, time: 0.874, data_time: 0.001, memory: 10907, loss_action_cls: 0.0704, recall@thr=0.5: 0.7410, prec@thr=0.5: 0.7367, recall@top3: 0.9391, prec@top3: 0.3267, recall@top5: 0.9692, prec@top5: 0.2025, loss: 0.0704, grad_norm: 0.4484 2021-01-25 13:54:50,594 - mmaction - INFO - Epoch [7][180/492] lr: 1.000e-01, eta: 1:41:36, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.0709, recall@thr=0.5: 0.7467, prec@thr=0.5: 0.7383, recall@top3: 0.9351, prec@top3: 0.3240, recall@top5: 0.9646, prec@top5: 0.2010, loss: 0.0709, grad_norm: 0.5056 2021-01-25 13:55:08,037 - mmaction - INFO - Epoch [7][200/492] lr: 1.000e-01, eta: 1:41:16, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.0781, recall@thr=0.5: 0.7053, prec@thr=0.5: 0.7083, recall@top3: 0.9360, prec@top3: 0.3265, recall@top5: 0.9702, prec@top5: 0.2034, loss: 0.0781, grad_norm: 0.4543 2021-01-25 13:55:25,441 - mmaction - INFO - Epoch [7][220/492] lr: 1.000e-01, eta: 1:40:57, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.0773, recall@thr=0.5: 0.7126, prec@thr=0.5: 0.7112, recall@top3: 0.9379, prec@top3: 0.3264, recall@top5: 0.9641, prec@top5: 0.2017, loss: 0.0773, grad_norm: 0.5643 2021-01-25 13:55:42,878 - mmaction - INFO - Epoch [7][240/492] lr: 1.000e-01, eta: 1:40:37, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.0786, recall@thr=0.5: 0.7157, prec@thr=0.5: 0.7126, recall@top3: 0.9229, prec@top3: 0.3222, recall@top5: 0.9597, prec@top5: 0.2012, loss: 0.0786, grad_norm: 0.4331 2021-01-25 13:56:00,358 - mmaction - INFO - Epoch [7][260/492] lr: 1.000e-01, eta: 1:40:17, time: 0.874, data_time: 0.001, memory: 10907, loss_action_cls: 0.0724, recall@thr=0.5: 0.7337, prec@thr=0.5: 0.7332, recall@top3: 0.9301, prec@top3: 0.3239, recall@top5: 0.9610, prec@top5: 0.2013, loss: 0.0724, grad_norm: 0.4317 2021-01-25 13:56:17,772 - mmaction - INFO - Epoch [7][280/492] lr: 1.000e-01, eta: 1:39:58, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.0716, recall@thr=0.5: 0.7506, prec@thr=0.5: 0.7445, recall@top3: 0.9395, prec@top3: 0.3277, recall@top5: 0.9681, prec@top5: 0.2030, loss: 0.0716, grad_norm: 0.4617 2021-01-25 13:56:35,224 - mmaction - INFO - Epoch [7][300/492] lr: 1.000e-01, eta: 1:39:38, time: 0.873, data_time: 0.001, memory: 10907, loss_action_cls: 0.0834, recall@thr=0.5: 0.6861, prec@thr=0.5: 0.6797, recall@top3: 0.9302, prec@top3: 0.3282, recall@top5: 0.9651, prec@top5: 0.2045, loss: 0.0834, grad_norm: 0.4659 2021-01-25 13:56:52,788 - mmaction - INFO - Epoch [7][320/492] lr: 1.000e-01, eta: 1:39:19, time: 0.878, data_time: 0.001, memory: 10907, loss_action_cls: 0.0755, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7160, recall@top3: 0.9304, prec@top3: 0.3260, recall@top5: 0.9602, prec@top5: 0.2019, loss: 0.0755, grad_norm: 0.4494 2021-01-25 13:57:10,123 - mmaction - INFO - Epoch [7][340/492] lr: 1.000e-01, eta: 1:38:59, time: 0.867, data_time: 0.002, memory: 10907, loss_action_cls: 0.0764, recall@thr=0.5: 0.7044, prec@thr=0.5: 0.6989, recall@top3: 0.9363, prec@top3: 0.3287, recall@top5: 0.9654, prec@top5: 0.2034, loss: 0.0764, grad_norm: 0.4816 2021-01-25 13:57:27,540 - mmaction - INFO - Epoch [7][360/492] lr: 1.000e-01, eta: 1:38:39, time: 0.871, data_time: 0.002, memory: 10907, loss_action_cls: 0.0740, recall@thr=0.5: 0.7323, prec@thr=0.5: 0.7286, recall@top3: 0.9291, prec@top3: 0.3236, recall@top5: 0.9628, prec@top5: 0.2013, loss: 0.0740, grad_norm: 0.4283 2021-01-25 13:57:44,953 - mmaction - INFO - Epoch [7][380/492] lr: 1.000e-01, eta: 1:38:20, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.0776, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7183, recall@top3: 0.9262, prec@top3: 0.3221, recall@top5: 0.9619, prec@top5: 0.2013, loss: 0.0776, grad_norm: 0.4583 2021-01-25 13:58:02,429 - mmaction - INFO - Epoch [7][400/492] lr: 1.000e-01, eta: 1:38:01, time: 0.873, data_time: 0.001, memory: 10907, loss_action_cls: 0.0739, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7146, recall@top3: 0.9350, prec@top3: 0.3280, recall@top5: 0.9661, prec@top5: 0.2033, loss: 0.0739, grad_norm: 0.4323 2021-01-25 13:58:19,727 - mmaction - INFO - Epoch [7][420/492] lr: 1.000e-01, eta: 1:37:41, time: 0.865, data_time: 0.001, memory: 10907, loss_action_cls: 0.0713, recall@thr=0.5: 0.7409, prec@thr=0.5: 0.7379, recall@top3: 0.9381, prec@top3: 0.3279, recall@top5: 0.9654, prec@top5: 0.2028, loss: 0.0713, grad_norm: 0.4474 2021-01-25 13:58:37,071 - mmaction - INFO - Epoch [7][440/492] lr: 1.000e-01, eta: 1:37:21, time: 0.868, data_time: 0.002, memory: 10907, loss_action_cls: 0.0759, recall@thr=0.5: 0.7368, prec@thr=0.5: 0.7329, recall@top3: 0.9375, prec@top3: 0.3293, recall@top5: 0.9697, prec@top5: 0.2044, loss: 0.0759, grad_norm: 0.4689 2021-01-25 13:58:54,276 - mmaction - INFO - Epoch [7][460/492] lr: 1.000e-01, eta: 1:37:01, time: 0.860, data_time: 0.001, memory: 10907, loss_action_cls: 0.0738, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7229, recall@top3: 0.9405, prec@top3: 0.3293, recall@top5: 0.9685, prec@top5: 0.2038, loss: 0.0738, grad_norm: 0.4182 2021-01-25 13:59:11,684 - mmaction - INFO - Epoch [7][480/492] lr: 1.000e-01, eta: 1:36:42, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.0729, recall@thr=0.5: 0.7396, prec@thr=0.5: 0.7342, recall@top3: 0.9283, prec@top3: 0.3248, recall@top5: 0.9584, prec@top5: 0.2014, loss: 0.0729, grad_norm: 0.4300 2021-01-25 13:59:22,324 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-01-25 14:01:20,364 - mmaction - INFO - Evaluating proposal ... 2021-01-25 14:01:26,105 - mmaction - INFO - Recall@0.5@100 0.9088 AR@100 0.7354 2021-01-25 14:01:26,106 - mmaction - INFO - Evaluating bbox ... 2021-01-25 14:02:09,763 - mmaction - INFO - mAP@0.5IOU 0.2810 2021-01-25 14:02:09,817 - mmaction - INFO - Epoch(val) [7][492] Recall@0.5@100: 0.9088, AR@100: 0.7354, mAP@0.5IOU: 0.2810 2021-01-25 14:02:52,067 - mmaction - INFO - Epoch [8][20/492] lr: 1.000e-01, eta: 1:36:37, time: 2.112, data_time: 1.237, memory: 10907, loss_action_cls: 0.0653, recall@thr=0.5: 0.7521, prec@thr=0.5: 0.7485, recall@top3: 0.9489, prec@top3: 0.3307, recall@top5: 0.9713, prec@top5: 0.2030, loss: 0.0653, grad_norm: 0.4001 2021-01-25 14:03:09,375 - mmaction - INFO - Epoch [8][40/492] lr: 1.000e-01, eta: 1:36:18, time: 0.865, data_time: 0.001, memory: 10907, loss_action_cls: 0.0626, recall@thr=0.5: 0.7794, prec@thr=0.5: 0.7728, recall@top3: 0.9505, prec@top3: 0.3285, recall@top5: 0.9698, prec@top5: 0.2011, loss: 0.0626, grad_norm: 0.4301 2021-01-25 14:03:26,576 - mmaction - INFO - Epoch [8][60/492] lr: 1.000e-01, eta: 1:35:58, time: 0.860, data_time: 0.001, memory: 10907, loss_action_cls: 0.0683, recall@thr=0.5: 0.7588, prec@thr=0.5: 0.7588, recall@top3: 0.9450, prec@top3: 0.3322, recall@top5: 0.9699, prec@top5: 0.2047, loss: 0.0683, grad_norm: 0.4707 2021-01-25 14:03:44,112 - mmaction - INFO - Epoch [8][80/492] lr: 1.000e-01, eta: 1:35:38, time: 0.877, data_time: 0.001, memory: 10907, loss_action_cls: 0.0684, recall@thr=0.5: 0.7536, prec@thr=0.5: 0.7518, recall@top3: 0.9364, prec@top3: 0.3281, recall@top5: 0.9711, prec@top5: 0.2044, loss: 0.0684, grad_norm: 0.4106 2021-01-25 14:04:01,432 - mmaction - INFO - Epoch [8][100/492] lr: 1.000e-01, eta: 1:35:19, time: 0.866, data_time: 0.001, memory: 10907, loss_action_cls: 0.0723, recall@thr=0.5: 0.7419, prec@thr=0.5: 0.7421, recall@top3: 0.9404, prec@top3: 0.3308, recall@top5: 0.9681, prec@top5: 0.2046, loss: 0.0723, grad_norm: 0.4662 2021-01-25 14:04:18,867 - mmaction - INFO - Epoch [8][120/492] lr: 1.000e-01, eta: 1:34:59, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.0618, recall@thr=0.5: 0.7762, prec@thr=0.5: 0.7764, recall@top3: 0.9443, prec@top3: 0.3307, recall@top5: 0.9676, prec@top5: 0.2033, loss: 0.0618, grad_norm: 0.4321 2021-01-25 14:04:36,073 - mmaction - INFO - Epoch [8][140/492] lr: 1.000e-01, eta: 1:34:39, time: 0.860, data_time: 0.001, memory: 10907, loss_action_cls: 0.0696, recall@thr=0.5: 0.7371, prec@thr=0.5: 0.7274, recall@top3: 0.9405, prec@top3: 0.3245, recall@top5: 0.9667, prec@top5: 0.2005, loss: 0.0696, grad_norm: 0.4264 2021-01-25 14:04:53,657 - mmaction - INFO - Epoch [8][160/492] lr: 1.000e-01, eta: 1:34:20, time: 0.879, data_time: 0.001, memory: 10907, loss_action_cls: 0.0692, recall@thr=0.5: 0.7536, prec@thr=0.5: 0.7520, recall@top3: 0.9362, prec@top3: 0.3293, recall@top5: 0.9667, prec@top5: 0.2044, loss: 0.0692, grad_norm: 0.4454 2021-01-25 14:05:11,050 - mmaction - INFO - Epoch [8][180/492] lr: 1.000e-01, eta: 1:34:01, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.0660, recall@thr=0.5: 0.7750, prec@thr=0.5: 0.7743, recall@top3: 0.9338, prec@top3: 0.3297, recall@top5: 0.9614, prec@top5: 0.2037, loss: 0.0660, grad_norm: 0.4197 2021-01-25 14:05:28,235 - mmaction - INFO - Epoch [8][200/492] lr: 1.000e-01, eta: 1:33:41, time: 0.859, data_time: 0.001, memory: 10907, loss_action_cls: 0.0700, recall@thr=0.5: 0.7398, prec@thr=0.5: 0.7381, recall@top3: 0.9363, prec@top3: 0.3294, recall@top5: 0.9696, prec@top5: 0.2048, loss: 0.0700, grad_norm: 0.4604 2021-01-25 14:05:45,512 - mmaction - INFO - Epoch [8][220/492] lr: 1.000e-01, eta: 1:33:21, time: 0.864, data_time: 0.002, memory: 10907, loss_action_cls: 0.0708, recall@thr=0.5: 0.7417, prec@thr=0.5: 0.7413, recall@top3: 0.9337, prec@top3: 0.3230, recall@top5: 0.9636, prec@top5: 0.2002, loss: 0.0708, grad_norm: 0.4431 2021-01-25 14:06:03,011 - mmaction - INFO - Epoch [8][240/492] lr: 1.000e-01, eta: 1:33:02, time: 0.875, data_time: 0.001, memory: 10907, loss_action_cls: 0.0656, recall@thr=0.5: 0.7658, prec@thr=0.5: 0.7646, recall@top3: 0.9399, prec@top3: 0.3290, recall@top5: 0.9673, prec@top5: 0.2032, loss: 0.0656, grad_norm: 0.4103 2021-01-25 14:06:20,451 - mmaction - INFO - Epoch [8][260/492] lr: 1.000e-01, eta: 1:32:43, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.0734, recall@thr=0.5: 0.7257, prec@thr=0.5: 0.7206, recall@top3: 0.9315, prec@top3: 0.3261, recall@top5: 0.9663, prec@top5: 0.2032, loss: 0.0734, grad_norm: 0.4655 2021-01-25 14:06:37,951 - mmaction - INFO - Epoch [8][280/492] lr: 1.000e-01, eta: 1:32:24, time: 0.875, data_time: 0.001, memory: 10907, loss_action_cls: 0.0728, recall@thr=0.5: 0.7400, prec@thr=0.5: 0.7353, recall@top3: 0.9419, prec@top3: 0.3328, recall@top5: 0.9685, prec@top5: 0.2053, loss: 0.0728, grad_norm: 0.4508 2021-01-25 14:06:55,548 - mmaction - INFO - Epoch [8][300/492] lr: 1.000e-01, eta: 1:32:05, time: 0.880, data_time: 0.001, memory: 10907, loss_action_cls: 0.0668, recall@thr=0.5: 0.7455, prec@thr=0.5: 0.7478, recall@top3: 0.9420, prec@top3: 0.3268, recall@top5: 0.9709, prec@top5: 0.2023, loss: 0.0668, grad_norm: 0.4066 2021-01-25 14:07:12,948 - mmaction - INFO - Epoch [8][320/492] lr: 1.000e-01, eta: 1:31:45, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.0655, recall@thr=0.5: 0.7580, prec@thr=0.5: 0.7492, recall@top3: 0.9481, prec@top3: 0.3291, recall@top5: 0.9747, prec@top5: 0.2032, loss: 0.0655, grad_norm: 0.4701 2021-01-25 14:07:30,267 - mmaction - INFO - Epoch [8][340/492] lr: 1.000e-01, eta: 1:31:26, time: 0.866, data_time: 0.001, memory: 10907, loss_action_cls: 0.0677, recall@thr=0.5: 0.7521, prec@thr=0.5: 0.7526, recall@top3: 0.9440, prec@top3: 0.3310, recall@top5: 0.9701, prec@top5: 0.2046, loss: 0.0677, grad_norm: 0.4666 2021-01-25 14:07:47,543 - mmaction - INFO - Epoch [8][360/492] lr: 1.000e-01, eta: 1:31:06, time: 0.864, data_time: 0.001, memory: 10907, loss_action_cls: 0.0633, recall@thr=0.5: 0.7663, prec@thr=0.5: 0.7642, recall@top3: 0.9421, prec@top3: 0.3287, recall@top5: 0.9714, prec@top5: 0.2034, loss: 0.0633, grad_norm: 0.4245 2021-01-25 14:08:04,808 - mmaction - INFO - Epoch [8][380/492] lr: 1.000e-01, eta: 1:30:47, time: 0.863, data_time: 0.001, memory: 10907, loss_action_cls: 0.0652, recall@thr=0.5: 0.7509, prec@thr=0.5: 0.7492, recall@top3: 0.9377, prec@top3: 0.3271, recall@top5: 0.9683, prec@top5: 0.2027, loss: 0.0652, grad_norm: 0.4540 2021-01-25 14:08:22,312 - mmaction - INFO - Epoch [8][400/492] lr: 1.000e-01, eta: 1:30:28, time: 0.875, data_time: 0.001, memory: 10907, loss_action_cls: 0.0711, recall@thr=0.5: 0.7417, prec@thr=0.5: 0.7399, recall@top3: 0.9318, prec@top3: 0.3257, recall@top5: 0.9692, prec@top5: 0.2036, loss: 0.0711, grad_norm: 0.4943 2021-01-25 14:08:39,743 - mmaction - INFO - Epoch [8][420/492] lr: 1.000e-01, eta: 1:30:09, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.0698, recall@thr=0.5: 0.7351, prec@thr=0.5: 0.7343, recall@top3: 0.9340, prec@top3: 0.3255, recall@top5: 0.9678, prec@top5: 0.2026, loss: 0.0698, grad_norm: 0.4341 2021-01-25 14:08:57,076 - mmaction - INFO - Epoch [8][440/492] lr: 1.000e-01, eta: 1:29:49, time: 0.866, data_time: 0.001, memory: 10907, loss_action_cls: 0.0659, recall@thr=0.5: 0.7610, prec@thr=0.5: 0.7575, recall@top3: 0.9452, prec@top3: 0.3309, recall@top5: 0.9714, prec@top5: 0.2045, loss: 0.0659, grad_norm: 0.4115 2021-01-25 14:09:14,563 - mmaction - INFO - Epoch [8][460/492] lr: 1.000e-01, eta: 1:29:30, time: 0.875, data_time: 0.001, memory: 10907, loss_action_cls: 0.0702, recall@thr=0.5: 0.7449, prec@thr=0.5: 0.7438, recall@top3: 0.9384, prec@top3: 0.3286, recall@top5: 0.9673, prec@top5: 0.2036, loss: 0.0702, grad_norm: 0.4412 2021-01-25 14:09:31,930 - mmaction - INFO - Epoch [8][480/492] lr: 1.000e-01, eta: 1:29:11, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.0681, recall@thr=0.5: 0.7547, prec@thr=0.5: 0.7493, recall@top3: 0.9313, prec@top3: 0.3283, recall@top5: 0.9641, prec@top5: 0.2039, loss: 0.0681, grad_norm: 0.4401 2021-01-25 14:09:42,663 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-01-25 14:11:39,579 - mmaction - INFO - Evaluating proposal ... 2021-01-25 14:11:45,302 - mmaction - INFO - Recall@0.5@100 0.9088 AR@100 0.7354 2021-01-25 14:11:45,303 - mmaction - INFO - Evaluating bbox ... 2021-01-25 14:12:28,818 - mmaction - INFO - mAP@0.5IOU 0.2856 2021-01-25 14:12:28,874 - mmaction - INFO - Epoch(val) [8][492] Recall@0.5@100: 0.9088, AR@100: 0.7354, mAP@0.5IOU: 0.2856 2021-01-25 14:13:10,889 - mmaction - INFO - Epoch [9][20/492] lr: 1.000e-01, eta: 1:29:02, time: 2.100, data_time: 1.235, memory: 10907, loss_action_cls: 0.0664, recall@thr=0.5: 0.7741, prec@thr=0.5: 0.7670, recall@top3: 0.9446, prec@top3: 0.3314, recall@top5: 0.9685, prec@top5: 0.2038, loss: 0.0664, grad_norm: 0.4426 2021-01-25 14:13:28,306 - mmaction - INFO - Epoch [9][40/492] lr: 1.000e-01, eta: 1:28:42, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.0637, recall@thr=0.5: 0.7587, prec@thr=0.5: 0.7536, recall@top3: 0.9481, prec@top3: 0.3319, recall@top5: 0.9742, prec@top5: 0.2046, loss: 0.0637, grad_norm: 0.4192 2021-01-25 14:13:45,809 - mmaction - INFO - Epoch [9][60/492] lr: 1.000e-01, eta: 1:28:23, time: 0.876, data_time: 0.002, memory: 10907, loss_action_cls: 0.0657, recall@thr=0.5: 0.7612, prec@thr=0.5: 0.7577, recall@top3: 0.9344, prec@top3: 0.3252, recall@top5: 0.9598, prec@top5: 0.2006, loss: 0.0657, grad_norm: 0.4147 2021-01-25 14:14:03,208 - mmaction - INFO - Epoch [9][80/492] lr: 1.000e-01, eta: 1:28:04, time: 0.869, data_time: 0.001, memory: 10907, loss_action_cls: 0.0569, recall@thr=0.5: 0.7860, prec@thr=0.5: 0.7908, recall@top3: 0.9493, prec@top3: 0.3309, recall@top5: 0.9722, prec@top5: 0.2032, loss: 0.0569, grad_norm: 0.4052 2021-01-25 14:14:20,632 - mmaction - INFO - Epoch [9][100/492] lr: 1.000e-01, eta: 1:27:45, time: 0.872, data_time: 0.002, memory: 10907, loss_action_cls: 0.0620, recall@thr=0.5: 0.7658, prec@thr=0.5: 0.7687, recall@top3: 0.9522, prec@top3: 0.3338, recall@top5: 0.9739, prec@top5: 0.2052, loss: 0.0620, grad_norm: 0.4593 2021-01-25 14:14:38,178 - mmaction - INFO - Epoch [9][120/492] lr: 1.000e-01, eta: 1:27:26, time: 0.877, data_time: 0.001, memory: 10907, loss_action_cls: 0.0625, recall@thr=0.5: 0.7767, prec@thr=0.5: 0.7675, recall@top3: 0.9520, prec@top3: 0.3313, recall@top5: 0.9756, prec@top5: 0.2038, loss: 0.0625, grad_norm: 0.4320 2021-01-25 14:14:55,708 - mmaction - INFO - Epoch [9][140/492] lr: 1.000e-01, eta: 1:27:07, time: 0.876, data_time: 0.001, memory: 10907, loss_action_cls: 0.0612, recall@thr=0.5: 0.7698, prec@thr=0.5: 0.7677, recall@top3: 0.9489, prec@top3: 0.3299, recall@top5: 0.9723, prec@top5: 0.2030, loss: 0.0612, grad_norm: 0.4149 2021-01-25 14:15:13,261 - mmaction - INFO - Epoch [9][160/492] lr: 1.000e-01, eta: 1:26:48, time: 0.878, data_time: 0.002, memory: 10907, loss_action_cls: 0.0648, recall@thr=0.5: 0.7736, prec@thr=0.5: 0.7718, recall@top3: 0.9462, prec@top3: 0.3325, recall@top5: 0.9709, prec@top5: 0.2051, loss: 0.0648, grad_norm: 0.4631 2021-01-25 14:15:30,667 - mmaction - INFO - Epoch [9][180/492] lr: 1.000e-01, eta: 1:26:29, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.0657, recall@thr=0.5: 0.7542, prec@thr=0.5: 0.7497, recall@top3: 0.9393, prec@top3: 0.3311, recall@top5: 0.9689, prec@top5: 0.2050, loss: 0.0657, grad_norm: 0.4470 2021-01-25 14:15:48,057 - mmaction - INFO - Epoch [9][200/492] lr: 1.000e-01, eta: 1:26:10, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.0643, recall@thr=0.5: 0.7753, prec@thr=0.5: 0.7706, recall@top3: 0.9482, prec@top3: 0.3325, recall@top5: 0.9738, prec@top5: 0.2052, loss: 0.0643, grad_norm: 0.4507 2021-01-25 14:16:05,489 - mmaction - INFO - Epoch [9][220/492] lr: 1.000e-01, eta: 1:25:51, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.0618, recall@thr=0.5: 0.7690, prec@thr=0.5: 0.7688, recall@top3: 0.9381, prec@top3: 0.3266, recall@top5: 0.9681, prec@top5: 0.2022, loss: 0.0618, grad_norm: 0.4152 2021-01-25 14:16:23,137 - mmaction - INFO - Epoch [9][240/492] lr: 1.000e-01, eta: 1:25:32, time: 0.882, data_time: 0.001, memory: 10907, loss_action_cls: 0.0595, recall@thr=0.5: 0.7869, prec@thr=0.5: 0.7861, recall@top3: 0.9470, prec@top3: 0.3299, recall@top5: 0.9743, prec@top5: 0.2038, loss: 0.0595, grad_norm: 0.4311 2021-01-25 14:16:40,602 - mmaction - INFO - Epoch [9][260/492] lr: 1.000e-01, eta: 1:25:13, time: 0.873, data_time: 0.001, memory: 10907, loss_action_cls: 0.0632, recall@thr=0.5: 0.7582, prec@thr=0.5: 0.7559, recall@top3: 0.9510, prec@top3: 0.3313, recall@top5: 0.9720, prec@top5: 0.2034, loss: 0.0632, grad_norm: 0.4102 2021-01-25 14:16:58,132 - mmaction - INFO - Epoch [9][280/492] lr: 1.000e-01, eta: 1:24:54, time: 0.876, data_time: 0.001, memory: 10907, loss_action_cls: 0.0638, recall@thr=0.5: 0.7697, prec@thr=0.5: 0.7645, recall@top3: 0.9447, prec@top3: 0.3310, recall@top5: 0.9739, prec@top5: 0.2048, loss: 0.0638, grad_norm: 0.4468 2021-01-25 14:17:15,568 - mmaction - INFO - Epoch [9][300/492] lr: 1.000e-01, eta: 1:24:35, time: 0.872, data_time: 0.002, memory: 10907, loss_action_cls: 0.0614, recall@thr=0.5: 0.7698, prec@thr=0.5: 0.7706, recall@top3: 0.9380, prec@top3: 0.3255, recall@top5: 0.9668, prec@top5: 0.2015, loss: 0.0614, grad_norm: 0.4072 2021-01-25 14:17:33,032 - mmaction - INFO - Epoch [9][320/492] lr: 1.000e-01, eta: 1:24:16, time: 0.874, data_time: 0.002, memory: 10907, loss_action_cls: 0.0559, recall@thr=0.5: 0.8009, prec@thr=0.5: 0.7953, recall@top3: 0.9506, prec@top3: 0.3354, recall@top5: 0.9740, prec@top5: 0.2060, loss: 0.0559, grad_norm: 0.4292 2021-01-25 14:17:50,454 - mmaction - INFO - Epoch [9][340/492] lr: 1.000e-01, eta: 1:23:57, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.0621, recall@thr=0.5: 0.7650, prec@thr=0.5: 0.7660, recall@top3: 0.9481, prec@top3: 0.3311, recall@top5: 0.9719, prec@top5: 0.2039, loss: 0.0621, grad_norm: 0.4077 2021-01-25 14:18:07,786 - mmaction - INFO - Epoch [9][360/492] lr: 1.000e-01, eta: 1:23:38, time: 0.867, data_time: 0.002, memory: 10907, loss_action_cls: 0.0634, recall@thr=0.5: 0.7658, prec@thr=0.5: 0.7571, recall@top3: 0.9524, prec@top3: 0.3337, recall@top5: 0.9734, prec@top5: 0.2049, loss: 0.0634, grad_norm: 0.4654 2021-01-25 14:18:25,235 - mmaction - INFO - Epoch [9][380/492] lr: 1.000e-01, eta: 1:23:19, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.0632, recall@thr=0.5: 0.7629, prec@thr=0.5: 0.7603, recall@top3: 0.9400, prec@top3: 0.3291, recall@top5: 0.9723, prec@top5: 0.2043, loss: 0.0632, grad_norm: 0.4106 2021-01-25 14:18:42,836 - mmaction - INFO - Epoch [9][400/492] lr: 1.000e-01, eta: 1:23:00, time: 0.880, data_time: 0.001, memory: 10907, loss_action_cls: 0.0615, recall@thr=0.5: 0.7796, prec@thr=0.5: 0.7751, recall@top3: 0.9506, prec@top3: 0.3321, recall@top5: 0.9736, prec@top5: 0.2044, loss: 0.0615, grad_norm: 0.4057 2021-01-25 14:19:00,206 - mmaction - INFO - Epoch [9][420/492] lr: 1.000e-01, eta: 1:22:41, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.0657, recall@thr=0.5: 0.7653, prec@thr=0.5: 0.7622, recall@top3: 0.9424, prec@top3: 0.3306, recall@top5: 0.9718, prec@top5: 0.2048, loss: 0.0657, grad_norm: 0.4399 2021-01-25 14:19:17,712 - mmaction - INFO - Epoch [9][440/492] lr: 1.000e-01, eta: 1:22:22, time: 0.875, data_time: 0.002, memory: 10907, loss_action_cls: 0.0600, recall@thr=0.5: 0.7811, prec@thr=0.5: 0.7820, recall@top3: 0.9481, prec@top3: 0.3347, recall@top5: 0.9732, prec@top5: 0.2064, loss: 0.0600, grad_norm: 0.3889 2021-01-25 14:19:35,264 - mmaction - INFO - Epoch [9][460/492] lr: 1.000e-01, eta: 1:22:04, time: 0.877, data_time: 0.001, memory: 10907, loss_action_cls: 0.0618, recall@thr=0.5: 0.7760, prec@thr=0.5: 0.7733, recall@top3: 0.9401, prec@top3: 0.3273, recall@top5: 0.9700, prec@top5: 0.2029, loss: 0.0618, grad_norm: 0.4325 2021-01-25 14:19:52,711 - mmaction - INFO - Epoch [9][480/492] lr: 1.000e-01, eta: 1:21:45, time: 0.873, data_time: 0.002, memory: 10907, loss_action_cls: 0.0585, recall@thr=0.5: 0.7879, prec@thr=0.5: 0.7844, recall@top3: 0.9571, prec@top3: 0.3352, recall@top5: 0.9791, prec@top5: 0.2058, loss: 0.0585, grad_norm: 0.4253 2021-01-25 14:20:03,366 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-01-25 14:22:00,579 - mmaction - INFO - Evaluating proposal ... 2021-01-25 14:22:06,338 - mmaction - INFO - Recall@0.5@100 0.9088 AR@100 0.7354 2021-01-25 14:22:06,339 - mmaction - INFO - Evaluating bbox ... 2021-01-25 14:22:49,705 - mmaction - INFO - mAP@0.5IOU 0.2574 2021-01-25 14:22:49,759 - mmaction - INFO - Epoch(val) [9][492] Recall@0.5@100: 0.9088, AR@100: 0.7354, mAP@0.5IOU: 0.2574 2021-01-25 14:23:32,755 - mmaction - INFO - Epoch [10][20/492] lr: 1.000e-01, eta: 1:21:33, time: 2.149, data_time: 1.285, memory: 10907, loss_action_cls: 0.0550, recall@thr=0.5: 0.7926, prec@thr=0.5: 0.7947, recall@top3: 0.9523, prec@top3: 0.3324, recall@top5: 0.9762, prec@top5: 0.2045, loss: 0.0550, grad_norm: 0.3921 2021-01-25 14:23:50,098 - mmaction - INFO - Epoch [10][40/492] lr: 1.000e-01, eta: 1:21:14, time: 0.867, data_time: 0.002, memory: 10907, loss_action_cls: 0.0521, recall@thr=0.5: 0.8179, prec@thr=0.5: 0.8176, recall@top3: 0.9613, prec@top3: 0.3388, recall@top5: 0.9766, prec@top5: 0.2066, loss: 0.0521, grad_norm: 0.3915 2021-01-25 14:24:07,537 - mmaction - INFO - Epoch [10][60/492] lr: 1.000e-01, eta: 1:20:55, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.0576, recall@thr=0.5: 0.7991, prec@thr=0.5: 0.7930, recall@top3: 0.9524, prec@top3: 0.3347, recall@top5: 0.9747, prec@top5: 0.2057, loss: 0.0576, grad_norm: 0.4196 2021-01-25 14:24:24,845 - mmaction - INFO - Epoch [10][80/492] lr: 1.000e-01, eta: 1:20:35, time: 0.865, data_time: 0.001, memory: 10907, loss_action_cls: 0.0585, recall@thr=0.5: 0.7819, prec@thr=0.5: 0.7875, recall@top3: 0.9475, prec@top3: 0.3341, recall@top5: 0.9703, prec@top5: 0.2055, loss: 0.0585, grad_norm: 0.4072 2021-01-25 14:24:42,338 - mmaction - INFO - Epoch [10][100/492] lr: 1.000e-01, eta: 1:20:17, time: 0.875, data_time: 0.002, memory: 10907, loss_action_cls: 0.0572, recall@thr=0.5: 0.7967, prec@thr=0.5: 0.7927, recall@top3: 0.9493, prec@top3: 0.3298, recall@top5: 0.9696, prec@top5: 0.2024, loss: 0.0572, grad_norm: 0.4565 2021-01-25 14:24:59,876 - mmaction - INFO - Epoch [10][120/492] lr: 1.000e-01, eta: 1:19:58, time: 0.877, data_time: 0.001, memory: 10907, loss_action_cls: 0.0552, recall@thr=0.5: 0.7963, prec@thr=0.5: 0.7949, recall@top3: 0.9513, prec@top3: 0.3337, recall@top5: 0.9739, prec@top5: 0.2051, loss: 0.0552, grad_norm: 0.3837 2021-01-25 14:25:17,217 - mmaction - INFO - Epoch [10][140/492] lr: 1.000e-01, eta: 1:19:39, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.0557, recall@thr=0.5: 0.7936, prec@thr=0.5: 0.7865, recall@top3: 0.9584, prec@top3: 0.3363, recall@top5: 0.9767, prec@top5: 0.2056, loss: 0.0557, grad_norm: 0.4408 2021-01-25 14:25:34,731 - mmaction - INFO - Epoch [10][160/492] lr: 1.000e-01, eta: 1:19:20, time: 0.875, data_time: 0.002, memory: 10907, loss_action_cls: 0.0612, recall@thr=0.5: 0.7753, prec@thr=0.5: 0.7657, recall@top3: 0.9422, prec@top3: 0.3281, recall@top5: 0.9677, prec@top5: 0.2023, loss: 0.0612, grad_norm: 0.4819 2021-01-25 14:25:52,288 - mmaction - INFO - Epoch [10][180/492] lr: 1.000e-01, eta: 1:19:01, time: 0.879, data_time: 0.002, memory: 10907, loss_action_cls: 0.0570, recall@thr=0.5: 0.7918, prec@thr=0.5: 0.7893, recall@top3: 0.9458, prec@top3: 0.3310, recall@top5: 0.9717, prec@top5: 0.2041, loss: 0.0570, grad_norm: 0.4276 2021-01-25 14:26:09,894 - mmaction - INFO - Epoch [10][200/492] lr: 1.000e-01, eta: 1:18:42, time: 0.880, data_time: 0.001, memory: 10907, loss_action_cls: 0.0599, recall@thr=0.5: 0.7886, prec@thr=0.5: 0.7862, recall@top3: 0.9402, prec@top3: 0.3291, recall@top5: 0.9677, prec@top5: 0.2033, loss: 0.0599, grad_norm: 0.4366 2021-01-25 14:26:27,369 - mmaction - INFO - Epoch [10][220/492] lr: 1.000e-01, eta: 1:18:24, time: 0.874, data_time: 0.002, memory: 10907, loss_action_cls: 0.0591, recall@thr=0.5: 0.7817, prec@thr=0.5: 0.7803, recall@top3: 0.9543, prec@top3: 0.3356, recall@top5: 0.9725, prec@top5: 0.2053, loss: 0.0591, grad_norm: 0.3907 2021-01-25 14:26:44,845 - mmaction - INFO - Epoch [10][240/492] lr: 1.000e-01, eta: 1:18:05, time: 0.874, data_time: 0.001, memory: 10907, loss_action_cls: 0.0613, recall@thr=0.5: 0.7824, prec@thr=0.5: 0.7788, recall@top3: 0.9426, prec@top3: 0.3278, recall@top5: 0.9631, prec@top5: 0.2013, loss: 0.0613, grad_norm: 0.4242 2021-01-25 14:27:02,177 - mmaction - INFO - Epoch [10][260/492] lr: 1.000e-01, eta: 1:17:46, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.0611, recall@thr=0.5: 0.7677, prec@thr=0.5: 0.7634, recall@top3: 0.9435, prec@top3: 0.3321, recall@top5: 0.9716, prec@top5: 0.2053, loss: 0.0611, grad_norm: 0.4149 2021-01-25 14:27:19,573 - mmaction - INFO - Epoch [10][280/492] lr: 1.000e-01, eta: 1:17:27, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.0539, recall@thr=0.5: 0.8102, prec@thr=0.5: 0.8039, recall@top3: 0.9593, prec@top3: 0.3375, recall@top5: 0.9782, prec@top5: 0.2066, loss: 0.0539, grad_norm: 0.4294 2021-01-25 14:27:36,943 - mmaction - INFO - Epoch [10][300/492] lr: 1.000e-01, eta: 1:17:08, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.0573, recall@thr=0.5: 0.7980, prec@thr=0.5: 0.7927, recall@top3: 0.9491, prec@top3: 0.3296, recall@top5: 0.9696, prec@top5: 0.2025, loss: 0.0573, grad_norm: 0.4126 2021-01-25 14:27:54,297 - mmaction - INFO - Epoch [10][320/492] lr: 1.000e-01, eta: 1:16:49, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.0551, recall@thr=0.5: 0.7940, prec@thr=0.5: 0.7878, recall@top3: 0.9501, prec@top3: 0.3297, recall@top5: 0.9735, prec@top5: 0.2028, loss: 0.0551, grad_norm: 0.3981 2021-01-25 14:28:11,639 - mmaction - INFO - Epoch [10][340/492] lr: 1.000e-01, eta: 1:16:30, time: 0.867, data_time: 0.002, memory: 10907, loss_action_cls: 0.0546, recall@thr=0.5: 0.7919, prec@thr=0.5: 0.7873, recall@top3: 0.9534, prec@top3: 0.3332, recall@top5: 0.9733, prec@top5: 0.2042, loss: 0.0546, grad_norm: 0.4015 2021-01-25 14:28:29,147 - mmaction - INFO - Epoch [10][360/492] lr: 1.000e-01, eta: 1:16:11, time: 0.875, data_time: 0.001, memory: 10907, loss_action_cls: 0.0561, recall@thr=0.5: 0.7987, prec@thr=0.5: 0.7909, recall@top3: 0.9531, prec@top3: 0.3322, recall@top5: 0.9753, prec@top5: 0.2041, loss: 0.0561, grad_norm: 0.4582 2021-01-25 14:28:46,856 - mmaction - INFO - Epoch [10][380/492] lr: 1.000e-01, eta: 1:15:53, time: 0.885, data_time: 0.001, memory: 10907, loss_action_cls: 0.0615, recall@thr=0.5: 0.7855, prec@thr=0.5: 0.7841, recall@top3: 0.9480, prec@top3: 0.3322, recall@top5: 0.9686, prec@top5: 0.2040, loss: 0.0615, grad_norm: 0.4125 2021-01-25 14:29:04,268 - mmaction - INFO - Epoch [10][400/492] lr: 1.000e-01, eta: 1:15:34, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.0590, recall@thr=0.5: 0.7795, prec@thr=0.5: 0.7774, recall@top3: 0.9360, prec@top3: 0.3246, recall@top5: 0.9652, prec@top5: 0.2010, loss: 0.0590, grad_norm: 0.4170 2021-01-25 14:29:21,480 - mmaction - INFO - Epoch [10][420/492] lr: 1.000e-01, eta: 1:15:15, time: 0.861, data_time: 0.001, memory: 10907, loss_action_cls: 0.0583, recall@thr=0.5: 0.7832, prec@thr=0.5: 0.7817, recall@top3: 0.9551, prec@top3: 0.3315, recall@top5: 0.9763, prec@top5: 0.2035, loss: 0.0583, grad_norm: 0.4196 2021-01-25 14:29:39,063 - mmaction - INFO - Epoch [10][440/492] lr: 1.000e-01, eta: 1:14:56, time: 0.879, data_time: 0.001, memory: 10907, loss_action_cls: 0.0565, recall@thr=0.5: 0.8066, prec@thr=0.5: 0.8079, recall@top3: 0.9526, prec@top3: 0.3355, recall@top5: 0.9749, prec@top5: 0.2063, loss: 0.0565, grad_norm: 0.4179 2021-01-25 14:29:56,484 - mmaction - INFO - Epoch [10][460/492] lr: 1.000e-01, eta: 1:14:38, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.0624, recall@thr=0.5: 0.7579, prec@thr=0.5: 0.7579, recall@top3: 0.9476, prec@top3: 0.3327, recall@top5: 0.9692, prec@top5: 0.2042, loss: 0.0624, grad_norm: 0.4134 2021-01-25 14:30:13,881 - mmaction - INFO - Epoch [10][480/492] lr: 1.000e-01, eta: 1:14:19, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.0575, recall@thr=0.5: 0.7944, prec@thr=0.5: 0.7954, recall@top3: 0.9449, prec@top3: 0.3301, recall@top5: 0.9642, prec@top5: 0.2022, loss: 0.0575, grad_norm: 0.4046 2021-01-25 14:30:24,583 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-01-25 14:32:21,913 - mmaction - INFO - Evaluating proposal ... 2021-01-25 14:32:27,454 - mmaction - INFO - Recall@0.5@100 0.9088 AR@100 0.7354 2021-01-25 14:32:27,455 - mmaction - INFO - Evaluating bbox ... 2021-01-25 14:33:11,117 - mmaction - INFO - mAP@0.5IOU 0.2711 2021-01-25 14:33:11,173 - mmaction - INFO - Epoch(val) [10][492] Recall@0.5@100: 0.9088, AR@100: 0.7354, mAP@0.5IOU: 0.2711 2021-01-25 14:33:53,260 - mmaction - INFO - Epoch [11][20/492] lr: 1.000e-02, eta: 1:14:03, time: 2.104, data_time: 1.226, memory: 10907, loss_action_cls: 0.0547, recall@thr=0.5: 0.7942, prec@thr=0.5: 0.7970, recall@top3: 0.9536, prec@top3: 0.3342, recall@top5: 0.9744, prec@top5: 0.2050, loss: 0.0547, grad_norm: 0.4233 2021-01-25 14:34:10,878 - mmaction - INFO - Epoch [11][40/492] lr: 1.000e-02, eta: 1:13:44, time: 0.881, data_time: 0.001, memory: 10907, loss_action_cls: 0.0492, recall@thr=0.5: 0.8252, prec@thr=0.5: 0.8231, recall@top3: 0.9634, prec@top3: 0.3382, recall@top5: 0.9798, prec@top5: 0.2064, loss: 0.0492, grad_norm: 0.3825 2021-01-25 14:34:28,548 - mmaction - INFO - Epoch [11][60/492] lr: 1.000e-02, eta: 1:13:26, time: 0.883, data_time: 0.001, memory: 10907, loss_action_cls: 0.0457, recall@thr=0.5: 0.8272, prec@thr=0.5: 0.8261, recall@top3: 0.9630, prec@top3: 0.3399, recall@top5: 0.9783, prec@top5: 0.2072, loss: 0.0457, grad_norm: 0.3610 2021-01-25 14:34:46,150 - mmaction - INFO - Epoch [11][80/492] lr: 1.000e-02, eta: 1:13:07, time: 0.880, data_time: 0.001, memory: 10907, loss_action_cls: 0.0462, recall@thr=0.5: 0.8287, prec@thr=0.5: 0.8271, recall@top3: 0.9575, prec@top3: 0.3340, recall@top5: 0.9726, prec@top5: 0.2036, loss: 0.0462, grad_norm: 0.3624 2021-01-25 14:35:03,642 - mmaction - INFO - Epoch [11][100/492] lr: 1.000e-02, eta: 1:12:48, time: 0.875, data_time: 0.002, memory: 10907, loss_action_cls: 0.0476, recall@thr=0.5: 0.8314, prec@thr=0.5: 0.8261, recall@top3: 0.9572, prec@top3: 0.3347, recall@top5: 0.9773, prec@top5: 0.2053, loss: 0.0476, grad_norm: 0.3660 2021-01-25 14:35:21,049 - mmaction - INFO - Epoch [11][120/492] lr: 1.000e-02, eta: 1:12:30, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.0424, recall@thr=0.5: 0.8551, prec@thr=0.5: 0.8522, recall@top3: 0.9628, prec@top3: 0.3344, recall@top5: 0.9797, prec@top5: 0.2044, loss: 0.0424, grad_norm: 0.3477 2021-01-25 14:35:38,586 - mmaction - INFO - Epoch [11][140/492] lr: 1.000e-02, eta: 1:12:11, time: 0.877, data_time: 0.001, memory: 10907, loss_action_cls: 0.0433, recall@thr=0.5: 0.8339, prec@thr=0.5: 0.8344, recall@top3: 0.9543, prec@top3: 0.3317, recall@top5: 0.9729, prec@top5: 0.2030, loss: 0.0433, grad_norm: 0.3462 2021-01-25 14:35:56,120 - mmaction - INFO - Epoch [11][160/492] lr: 1.000e-02, eta: 1:11:52, time: 0.877, data_time: 0.002, memory: 10907, loss_action_cls: 0.0425, recall@thr=0.5: 0.8491, prec@thr=0.5: 0.8489, recall@top3: 0.9655, prec@top3: 0.3364, recall@top5: 0.9835, prec@top5: 0.2055, loss: 0.0425, grad_norm: 0.3704 2021-01-25 14:36:13,692 - mmaction - INFO - Epoch [11][180/492] lr: 1.000e-02, eta: 1:11:34, time: 0.879, data_time: 0.002, memory: 10907, loss_action_cls: 0.0430, recall@thr=0.5: 0.8438, prec@thr=0.5: 0.8433, recall@top3: 0.9649, prec@top3: 0.3393, recall@top5: 0.9780, prec@top5: 0.2063, loss: 0.0430, grad_norm: 0.3800 2021-01-25 14:36:31,054 - mmaction - INFO - Epoch [11][200/492] lr: 1.000e-02, eta: 1:11:15, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.0438, recall@thr=0.5: 0.8483, prec@thr=0.5: 0.8436, recall@top3: 0.9651, prec@top3: 0.3356, recall@top5: 0.9798, prec@top5: 0.2045, loss: 0.0438, grad_norm: 0.4013 2021-01-25 14:36:48,563 - mmaction - INFO - Epoch [11][220/492] lr: 1.000e-02, eta: 1:10:56, time: 0.875, data_time: 0.001, memory: 10907, loss_action_cls: 0.0430, recall@thr=0.5: 0.8427, prec@thr=0.5: 0.8395, recall@top3: 0.9614, prec@top3: 0.3360, recall@top5: 0.9780, prec@top5: 0.2052, loss: 0.0430, grad_norm: 0.3560 2021-01-25 14:37:06,131 - mmaction - INFO - Epoch [11][240/492] lr: 1.000e-02, eta: 1:10:37, time: 0.879, data_time: 0.001, memory: 10907, loss_action_cls: 0.0449, recall@thr=0.5: 0.8321, prec@thr=0.5: 0.8315, recall@top3: 0.9622, prec@top3: 0.3350, recall@top5: 0.9800, prec@top5: 0.2049, loss: 0.0449, grad_norm: 0.3840 2021-01-25 14:37:23,834 - mmaction - INFO - Epoch [11][260/492] lr: 1.000e-02, eta: 1:10:19, time: 0.885, data_time: 0.002, memory: 10907, loss_action_cls: 0.0443, recall@thr=0.5: 0.8387, prec@thr=0.5: 0.8329, recall@top3: 0.9654, prec@top3: 0.3390, recall@top5: 0.9791, prec@top5: 0.2063, loss: 0.0443, grad_norm: 0.3893 2021-01-25 14:37:41,591 - mmaction - INFO - Epoch [11][280/492] lr: 1.000e-02, eta: 1:10:01, time: 0.888, data_time: 0.002, memory: 10907, loss_action_cls: 0.0425, recall@thr=0.5: 0.8400, prec@thr=0.5: 0.8384, recall@top3: 0.9621, prec@top3: 0.3374, recall@top5: 0.9810, prec@top5: 0.2064, loss: 0.0425, grad_norm: 0.3868 2021-01-25 14:37:59,036 - mmaction - INFO - Epoch [11][300/492] lr: 1.000e-02, eta: 1:09:42, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.0443, recall@thr=0.5: 0.8483, prec@thr=0.5: 0.8460, recall@top3: 0.9688, prec@top3: 0.3445, recall@top5: 0.9800, prec@top5: 0.2090, loss: 0.0443, grad_norm: 0.3789 2021-01-25 14:38:16,597 - mmaction - INFO - Epoch [11][320/492] lr: 1.000e-02, eta: 1:09:23, time: 0.879, data_time: 0.002, memory: 10907, loss_action_cls: 0.0439, recall@thr=0.5: 0.8390, prec@thr=0.5: 0.8363, recall@top3: 0.9560, prec@top3: 0.3345, recall@top5: 0.9747, prec@top5: 0.2047, loss: 0.0439, grad_norm: 0.3761 2021-01-25 14:38:34,127 - mmaction - INFO - Epoch [11][340/492] lr: 1.000e-02, eta: 1:09:05, time: 0.876, data_time: 0.001, memory: 10907, loss_action_cls: 0.0413, recall@thr=0.5: 0.8550, prec@thr=0.5: 0.8512, recall@top3: 0.9589, prec@top3: 0.3365, recall@top5: 0.9785, prec@top5: 0.2059, loss: 0.0413, grad_norm: 0.3481 2021-01-25 14:38:51,512 - mmaction - INFO - Epoch [11][360/492] lr: 1.000e-02, eta: 1:08:46, time: 0.870, data_time: 0.002, memory: 10907, loss_action_cls: 0.0456, recall@thr=0.5: 0.8367, prec@thr=0.5: 0.8341, recall@top3: 0.9581, prec@top3: 0.3365, recall@top5: 0.9725, prec@top5: 0.2050, loss: 0.0456, grad_norm: 0.3915 2021-01-25 14:39:08,752 - mmaction - INFO - Epoch [11][380/492] lr: 1.000e-02, eta: 1:08:27, time: 0.862, data_time: 0.002, memory: 10907, loss_action_cls: 0.0421, recall@thr=0.5: 0.8494, prec@thr=0.5: 0.8465, recall@top3: 0.9652, prec@top3: 0.3362, recall@top5: 0.9820, prec@top5: 0.2053, loss: 0.0421, grad_norm: 0.3549 2021-01-25 14:39:26,044 - mmaction - INFO - Epoch [11][400/492] lr: 1.000e-02, eta: 1:08:08, time: 0.864, data_time: 0.001, memory: 10907, loss_action_cls: 0.0381, recall@thr=0.5: 0.8584, prec@thr=0.5: 0.8584, recall@top3: 0.9650, prec@top3: 0.3348, recall@top5: 0.9795, prec@top5: 0.2039, loss: 0.0381, grad_norm: 0.3785 2021-01-25 14:39:43,459 - mmaction - INFO - Epoch [11][420/492] lr: 1.000e-02, eta: 1:07:50, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.0455, recall@thr=0.5: 0.8346, prec@thr=0.5: 0.8303, recall@top3: 0.9629, prec@top3: 0.3350, recall@top5: 0.9759, prec@top5: 0.2038, loss: 0.0455, grad_norm: 0.3965 2021-01-25 14:40:00,825 - mmaction - INFO - Epoch [11][440/492] lr: 1.000e-02, eta: 1:07:31, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.0433, recall@thr=0.5: 0.8461, prec@thr=0.5: 0.8479, recall@top3: 0.9634, prec@top3: 0.3395, recall@top5: 0.9804, prec@top5: 0.2073, loss: 0.0433, grad_norm: 0.3671 2021-01-25 14:40:18,234 - mmaction - INFO - Epoch [11][460/492] lr: 1.000e-02, eta: 1:07:12, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.0419, recall@thr=0.5: 0.8530, prec@thr=0.5: 0.8472, recall@top3: 0.9650, prec@top3: 0.3378, recall@top5: 0.9775, prec@top5: 0.2055, loss: 0.0419, grad_norm: 0.3803 2021-01-25 14:40:35,507 - mmaction - INFO - Epoch [11][480/492] lr: 1.000e-02, eta: 1:06:54, time: 0.864, data_time: 0.001, memory: 10907, loss_action_cls: 0.0441, recall@thr=0.5: 0.8494, prec@thr=0.5: 0.8460, recall@top3: 0.9599, prec@top3: 0.3372, recall@top5: 0.9725, prec@top5: 0.2052, loss: 0.0441, grad_norm: 0.3585 2021-01-25 14:40:46,074 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-01-25 14:42:41,912 - mmaction - INFO - Evaluating proposal ... 2021-01-25 14:42:47,818 - mmaction - INFO - Recall@0.5@100 0.9088 AR@100 0.7354 2021-01-25 14:42:47,818 - mmaction - INFO - Evaluating bbox ... 2021-01-25 14:43:32,359 - mmaction - INFO - mAP@0.5IOU 0.2845 2021-01-25 14:43:32,415 - mmaction - INFO - Epoch(val) [11][492] Recall@0.5@100: 0.9088, AR@100: 0.7354, mAP@0.5IOU: 0.2845 2021-01-25 14:44:15,172 - mmaction - INFO - Epoch [12][20/492] lr: 1.000e-02, eta: 1:06:36, time: 2.138, data_time: 1.270, memory: 10907, loss_action_cls: 0.0396, recall@thr=0.5: 0.8546, prec@thr=0.5: 0.8514, recall@top3: 0.9615, prec@top3: 0.3351, recall@top5: 0.9759, prec@top5: 0.2040, loss: 0.0396, grad_norm: 0.3530 2021-01-25 14:44:32,393 - mmaction - INFO - Epoch [12][40/492] lr: 1.000e-02, eta: 1:06:17, time: 0.861, data_time: 0.001, memory: 10907, loss_action_cls: 0.0432, recall@thr=0.5: 0.8374, prec@thr=0.5: 0.8351, recall@top3: 0.9631, prec@top3: 0.3400, recall@top5: 0.9799, prec@top5: 0.2075, loss: 0.0432, grad_norm: 0.3850 2021-01-25 14:44:49,713 - mmaction - INFO - Epoch [12][60/492] lr: 1.000e-02, eta: 1:05:58, time: 0.866, data_time: 0.001, memory: 10907, loss_action_cls: 0.0426, recall@thr=0.5: 0.8420, prec@thr=0.5: 0.8413, recall@top3: 0.9576, prec@top3: 0.3347, recall@top5: 0.9730, prec@top5: 0.2042, loss: 0.0426, grad_norm: 0.3674 2021-01-25 14:45:07,057 - mmaction - INFO - Epoch [12][80/492] lr: 1.000e-02, eta: 1:05:39, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.0418, recall@thr=0.5: 0.8540, prec@thr=0.5: 0.8529, recall@top3: 0.9644, prec@top3: 0.3409, recall@top5: 0.9770, prec@top5: 0.2074, loss: 0.0418, grad_norm: 0.3637 2021-01-25 14:45:24,350 - mmaction - INFO - Epoch [12][100/492] lr: 1.000e-02, eta: 1:05:21, time: 0.865, data_time: 0.001, memory: 10907, loss_action_cls: 0.0419, recall@thr=0.5: 0.8491, prec@thr=0.5: 0.8478, recall@top3: 0.9612, prec@top3: 0.3362, recall@top5: 0.9752, prec@top5: 0.2046, loss: 0.0419, grad_norm: 0.3618 2021-01-25 14:45:41,633 - mmaction - INFO - Epoch [12][120/492] lr: 1.000e-02, eta: 1:05:02, time: 0.863, data_time: 0.001, memory: 10907, loss_action_cls: 0.0387, recall@thr=0.5: 0.8609, prec@thr=0.5: 0.8620, recall@top3: 0.9667, prec@top3: 0.3385, recall@top5: 0.9785, prec@top5: 0.2057, loss: 0.0387, grad_norm: 0.3667 2021-01-25 14:45:58,875 - mmaction - INFO - Epoch [12][140/492] lr: 1.000e-02, eta: 1:04:43, time: 0.863, data_time: 0.002, memory: 10907, loss_action_cls: 0.0400, recall@thr=0.5: 0.8630, prec@thr=0.5: 0.8625, recall@top3: 0.9651, prec@top3: 0.3377, recall@top5: 0.9776, prec@top5: 0.2053, loss: 0.0400, grad_norm: 0.3638 2021-01-25 14:46:16,216 - mmaction - INFO - Epoch [12][160/492] lr: 1.000e-02, eta: 1:04:24, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.0391, recall@thr=0.5: 0.8657, prec@thr=0.5: 0.8647, recall@top3: 0.9651, prec@top3: 0.3357, recall@top5: 0.9810, prec@top5: 0.2047, loss: 0.0391, grad_norm: 0.3545 2021-01-25 14:46:33,456 - mmaction - INFO - Epoch [12][180/492] lr: 1.000e-02, eta: 1:04:06, time: 0.862, data_time: 0.001, memory: 10907, loss_action_cls: 0.0392, recall@thr=0.5: 0.8624, prec@thr=0.5: 0.8633, recall@top3: 0.9638, prec@top3: 0.3395, recall@top5: 0.9790, prec@top5: 0.2071, loss: 0.0392, grad_norm: 0.3547 2021-01-25 14:46:50,758 - mmaction - INFO - Epoch [12][200/492] lr: 1.000e-02, eta: 1:03:47, time: 0.865, data_time: 0.001, memory: 10907, loss_action_cls: 0.0406, recall@thr=0.5: 0.8584, prec@thr=0.5: 0.8554, recall@top3: 0.9634, prec@top3: 0.3378, recall@top5: 0.9787, prec@top5: 0.2058, loss: 0.0406, grad_norm: 0.3840 2021-01-25 14:47:07,986 - mmaction - INFO - Epoch [12][220/492] lr: 1.000e-02, eta: 1:03:28, time: 0.862, data_time: 0.001, memory: 10907, loss_action_cls: 0.0402, recall@thr=0.5: 0.8587, prec@thr=0.5: 0.8569, recall@top3: 0.9681, prec@top3: 0.3385, recall@top5: 0.9823, prec@top5: 0.2061, loss: 0.0402, grad_norm: 0.3527 2021-01-25 14:47:25,250 - mmaction - INFO - Epoch [12][240/492] lr: 1.000e-02, eta: 1:03:09, time: 0.863, data_time: 0.001, memory: 10907, loss_action_cls: 0.0345, recall@thr=0.5: 0.8791, prec@thr=0.5: 0.8774, recall@top3: 0.9700, prec@top3: 0.3410, recall@top5: 0.9810, prec@top5: 0.2070, loss: 0.0345, grad_norm: 0.3409 2021-01-25 14:47:42,515 - mmaction - INFO - Epoch [12][260/492] lr: 1.000e-02, eta: 1:02:51, time: 0.863, data_time: 0.001, memory: 10907, loss_action_cls: 0.0453, recall@thr=0.5: 0.8426, prec@thr=0.5: 0.8365, recall@top3: 0.9581, prec@top3: 0.3357, recall@top5: 0.9747, prec@top5: 0.2051, loss: 0.0453, grad_norm: 0.4231 2021-01-25 14:47:59,700 - mmaction - INFO - Epoch [12][280/492] lr: 1.000e-02, eta: 1:02:32, time: 0.859, data_time: 0.001, memory: 10907, loss_action_cls: 0.0379, recall@thr=0.5: 0.8613, prec@thr=0.5: 0.8549, recall@top3: 0.9673, prec@top3: 0.3349, recall@top5: 0.9784, prec@top5: 0.2031, loss: 0.0379, grad_norm: 0.3516 2021-01-25 14:48:17,220 - mmaction - INFO - Epoch [12][300/492] lr: 1.000e-02, eta: 1:02:13, time: 0.876, data_time: 0.001, memory: 10907, loss_action_cls: 0.0411, recall@thr=0.5: 0.8539, prec@thr=0.5: 0.8496, recall@top3: 0.9672, prec@top3: 0.3385, recall@top5: 0.9798, prec@top5: 0.2057, loss: 0.0411, grad_norm: 0.3674 2021-01-25 14:48:34,678 - mmaction - INFO - Epoch [12][320/492] lr: 1.000e-02, eta: 1:01:55, time: 0.873, data_time: 0.001, memory: 10907, loss_action_cls: 0.0405, recall@thr=0.5: 0.8612, prec@thr=0.5: 0.8620, recall@top3: 0.9672, prec@top3: 0.3404, recall@top5: 0.9790, prec@top5: 0.2066, loss: 0.0405, grad_norm: 0.3869 2021-01-25 14:48:51,948 - mmaction - INFO - Epoch [12][340/492] lr: 1.000e-02, eta: 1:01:36, time: 0.863, data_time: 0.001, memory: 10907, loss_action_cls: 0.0367, recall@thr=0.5: 0.8730, prec@thr=0.5: 0.8655, recall@top3: 0.9631, prec@top3: 0.3350, recall@top5: 0.9788, prec@top5: 0.2044, loss: 0.0367, grad_norm: 0.3302 2021-01-25 14:49:09,392 - mmaction - INFO - Epoch [12][360/492] lr: 1.000e-02, eta: 1:01:18, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.0380, recall@thr=0.5: 0.8698, prec@thr=0.5: 0.8645, recall@top3: 0.9693, prec@top3: 0.3377, recall@top5: 0.9827, prec@top5: 0.2054, loss: 0.0380, grad_norm: 0.3585 2021-01-25 14:49:26,542 - mmaction - INFO - Epoch [12][380/492] lr: 1.000e-02, eta: 1:00:59, time: 0.857, data_time: 0.001, memory: 10907, loss_action_cls: 0.0413, recall@thr=0.5: 0.8511, prec@thr=0.5: 0.8464, recall@top3: 0.9610, prec@top3: 0.3355, recall@top5: 0.9762, prec@top5: 0.2047, loss: 0.0413, grad_norm: 0.3748 2021-01-25 14:49:44,112 - mmaction - INFO - Epoch [12][400/492] lr: 1.000e-02, eta: 1:00:41, time: 0.880, data_time: 0.002, memory: 10907, loss_action_cls: 0.0410, recall@thr=0.5: 0.8521, prec@thr=0.5: 0.8507, recall@top3: 0.9617, prec@top3: 0.3344, recall@top5: 0.9758, prec@top5: 0.2036, loss: 0.0410, grad_norm: 0.3640 2021-01-25 14:50:01,534 - mmaction - INFO - Epoch [12][420/492] lr: 1.000e-02, eta: 1:00:22, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.0410, recall@thr=0.5: 0.8640, prec@thr=0.5: 0.8602, recall@top3: 0.9637, prec@top3: 0.3383, recall@top5: 0.9773, prec@top5: 0.2059, loss: 0.0410, grad_norm: 0.3844 2021-01-25 14:50:19,043 - mmaction - INFO - Epoch [12][440/492] lr: 1.000e-02, eta: 1:00:04, time: 0.876, data_time: 0.001, memory: 10907, loss_action_cls: 0.0417, recall@thr=0.5: 0.8512, prec@thr=0.5: 0.8459, recall@top3: 0.9620, prec@top3: 0.3354, recall@top5: 0.9794, prec@top5: 0.2050, loss: 0.0417, grad_norm: 0.3962 2021-01-25 14:50:36,414 - mmaction - INFO - Epoch [12][460/492] lr: 1.000e-02, eta: 0:59:45, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.0424, recall@thr=0.5: 0.8480, prec@thr=0.5: 0.8501, recall@top3: 0.9633, prec@top3: 0.3363, recall@top5: 0.9763, prec@top5: 0.2046, loss: 0.0424, grad_norm: 0.3891 2021-01-25 14:50:53,802 - mmaction - INFO - Epoch [12][480/492] lr: 1.000e-02, eta: 0:59:26, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.0384, recall@thr=0.5: 0.8617, prec@thr=0.5: 0.8615, recall@top3: 0.9613, prec@top3: 0.3369, recall@top5: 0.9783, prec@top5: 0.2056, loss: 0.0384, grad_norm: 0.3569 2021-01-25 14:51:04,395 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-01-25 14:53:00,842 - mmaction - INFO - Evaluating proposal ... 2021-01-25 14:53:06,388 - mmaction - INFO - Recall@0.5@100 0.9088 AR@100 0.7354 2021-01-25 14:53:06,389 - mmaction - INFO - Evaluating bbox ... 2021-01-25 14:53:51,729 - mmaction - INFO - mAP@0.5IOU 0.2897 2021-01-25 14:53:51,784 - mmaction - INFO - Epoch(val) [12][492] Recall@0.5@100: 0.9088, AR@100: 0.7354, mAP@0.5IOU: 0.2897 2021-01-25 14:54:34,750 - mmaction - INFO - Epoch [13][20/492] lr: 1.000e-02, eta: 0:59:07, time: 2.148, data_time: 1.285, memory: 10907, loss_action_cls: 0.0408, recall@thr=0.5: 0.8556, prec@thr=0.5: 0.8511, recall@top3: 0.9605, prec@top3: 0.3344, recall@top5: 0.9766, prec@top5: 0.2039, loss: 0.0408, grad_norm: 0.3757 2021-01-25 14:54:52,119 - mmaction - INFO - Epoch [13][40/492] lr: 1.000e-02, eta: 0:58:48, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.0393, recall@thr=0.5: 0.8594, prec@thr=0.5: 0.8555, recall@top3: 0.9627, prec@top3: 0.3365, recall@top5: 0.9778, prec@top5: 0.2051, loss: 0.0393, grad_norm: 0.3775 2021-01-25 14:55:09,484 - mmaction - INFO - Epoch [13][60/492] lr: 1.000e-02, eta: 0:58:30, time: 0.869, data_time: 0.003, memory: 10907, loss_action_cls: 0.0375, recall@thr=0.5: 0.8649, prec@thr=0.5: 0.8638, recall@top3: 0.9647, prec@top3: 0.3384, recall@top5: 0.9792, prec@top5: 0.2062, loss: 0.0375, grad_norm: 0.3636 2021-01-25 14:55:26,797 - mmaction - INFO - Epoch [13][80/492] lr: 1.000e-02, eta: 0:58:11, time: 0.866, data_time: 0.001, memory: 10907, loss_action_cls: 0.0344, recall@thr=0.5: 0.8818, prec@thr=0.5: 0.8807, recall@top3: 0.9640, prec@top3: 0.3359, recall@top5: 0.9818, prec@top5: 0.2054, loss: 0.0344, grad_norm: 0.3365 2021-01-25 14:55:44,261 - mmaction - INFO - Epoch [13][100/492] lr: 1.000e-02, eta: 0:57:53, time: 0.873, data_time: 0.001, memory: 10907, loss_action_cls: 0.0357, recall@thr=0.5: 0.8695, prec@thr=0.5: 0.8648, recall@top3: 0.9683, prec@top3: 0.3370, recall@top5: 0.9812, prec@top5: 0.2051, loss: 0.0357, grad_norm: 0.3696 2021-01-25 14:56:01,407 - mmaction - INFO - Epoch [13][120/492] lr: 1.000e-02, eta: 0:57:34, time: 0.857, data_time: 0.001, memory: 10907, loss_action_cls: 0.0369, recall@thr=0.5: 0.8729, prec@thr=0.5: 0.8726, recall@top3: 0.9658, prec@top3: 0.3382, recall@top5: 0.9809, prec@top5: 0.2061, loss: 0.0369, grad_norm: 0.3347 2021-01-25 14:56:18,731 - mmaction - INFO - Epoch [13][140/492] lr: 1.000e-02, eta: 0:57:15, time: 0.866, data_time: 0.002, memory: 10907, loss_action_cls: 0.0356, recall@thr=0.5: 0.8749, prec@thr=0.5: 0.8732, recall@top3: 0.9659, prec@top3: 0.3350, recall@top5: 0.9825, prec@top5: 0.2045, loss: 0.0356, grad_norm: 0.3508 2021-01-25 14:56:36,208 - mmaction - INFO - Epoch [13][160/492] lr: 1.000e-02, eta: 0:56:57, time: 0.874, data_time: 0.002, memory: 10907, loss_action_cls: 0.0408, recall@thr=0.5: 0.8559, prec@thr=0.5: 0.8499, recall@top3: 0.9642, prec@top3: 0.3336, recall@top5: 0.9761, prec@top5: 0.2027, loss: 0.0408, grad_norm: 0.4055 2021-01-25 14:56:53,636 - mmaction - INFO - Epoch [13][180/492] lr: 1.000e-02, eta: 0:56:38, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.0366, recall@thr=0.5: 0.8738, prec@thr=0.5: 0.8707, recall@top3: 0.9647, prec@top3: 0.3399, recall@top5: 0.9750, prec@top5: 0.2063, loss: 0.0366, grad_norm: 0.3601 2021-01-25 14:57:10,851 - mmaction - INFO - Epoch [13][200/492] lr: 1.000e-02, eta: 0:56:20, time: 0.860, data_time: 0.001, memory: 10907, loss_action_cls: 0.0367, recall@thr=0.5: 0.8728, prec@thr=0.5: 0.8703, recall@top3: 0.9697, prec@top3: 0.3388, recall@top5: 0.9823, prec@top5: 0.2060, loss: 0.0367, grad_norm: 0.3772 2021-01-25 14:57:28,018 - mmaction - INFO - Epoch [13][220/492] lr: 1.000e-02, eta: 0:56:01, time: 0.859, data_time: 0.002, memory: 10907, loss_action_cls: 0.0374, recall@thr=0.5: 0.8644, prec@thr=0.5: 0.8670, recall@top3: 0.9631, prec@top3: 0.3368, recall@top5: 0.9786, prec@top5: 0.2057, loss: 0.0374, grad_norm: 0.3770 2021-01-25 14:57:45,395 - mmaction - INFO - Epoch [13][240/492] lr: 1.000e-02, eta: 0:55:42, time: 0.869, data_time: 0.001, memory: 10907, loss_action_cls: 0.0378, recall@thr=0.5: 0.8690, prec@thr=0.5: 0.8678, recall@top3: 0.9661, prec@top3: 0.3366, recall@top5: 0.9813, prec@top5: 0.2051, loss: 0.0378, grad_norm: 0.3536 2021-01-25 14:58:02,582 - mmaction - INFO - Epoch [13][260/492] lr: 1.000e-02, eta: 0:55:24, time: 0.859, data_time: 0.001, memory: 10907, loss_action_cls: 0.0346, recall@thr=0.5: 0.8751, prec@thr=0.5: 0.8700, recall@top3: 0.9712, prec@top3: 0.3423, recall@top5: 0.9855, prec@top5: 0.2089, loss: 0.0346, grad_norm: 0.3563 2021-01-25 14:58:19,819 - mmaction - INFO - Epoch [13][280/492] lr: 1.000e-02, eta: 0:55:05, time: 0.862, data_time: 0.001, memory: 10907, loss_action_cls: 0.0392, recall@thr=0.5: 0.8563, prec@thr=0.5: 0.8548, recall@top3: 0.9641, prec@top3: 0.3354, recall@top5: 0.9783, prec@top5: 0.2042, loss: 0.0392, grad_norm: 0.3705 2021-01-25 14:58:37,286 - mmaction - INFO - Epoch [13][300/492] lr: 1.000e-02, eta: 0:54:47, time: 0.873, data_time: 0.001, memory: 10907, loss_action_cls: 0.0440, recall@thr=0.5: 0.8478, prec@thr=0.5: 0.8464, recall@top3: 0.9631, prec@top3: 0.3402, recall@top5: 0.9782, prec@top5: 0.2072, loss: 0.0440, grad_norm: 0.4129 2021-01-25 14:58:54,611 - mmaction - INFO - Epoch [13][320/492] lr: 1.000e-02, eta: 0:54:28, time: 0.866, data_time: 0.001, memory: 10907, loss_action_cls: 0.0364, recall@thr=0.5: 0.8706, prec@thr=0.5: 0.8699, recall@top3: 0.9715, prec@top3: 0.3396, recall@top5: 0.9840, prec@top5: 0.2065, loss: 0.0364, grad_norm: 0.3775 2021-01-25 14:59:12,194 - mmaction - INFO - Epoch [13][340/492] lr: 1.000e-02, eta: 0:54:10, time: 0.879, data_time: 0.001, memory: 10907, loss_action_cls: 0.0438, recall@thr=0.5: 0.8391, prec@thr=0.5: 0.8354, recall@top3: 0.9569, prec@top3: 0.3330, recall@top5: 0.9739, prec@top5: 0.2035, loss: 0.0438, grad_norm: 0.3899 2021-01-25 14:59:29,516 - mmaction - INFO - Epoch [13][360/492] lr: 1.000e-02, eta: 0:53:51, time: 0.866, data_time: 0.001, memory: 10907, loss_action_cls: 0.0359, recall@thr=0.5: 0.8701, prec@thr=0.5: 0.8703, recall@top3: 0.9695, prec@top3: 0.3375, recall@top5: 0.9817, prec@top5: 0.2052, loss: 0.0359, grad_norm: 0.3357 2021-01-25 14:59:46,826 - mmaction - INFO - Epoch [13][380/492] lr: 1.000e-02, eta: 0:53:33, time: 0.865, data_time: 0.001, memory: 10907, loss_action_cls: 0.0380, recall@thr=0.5: 0.8665, prec@thr=0.5: 0.8615, recall@top3: 0.9649, prec@top3: 0.3383, recall@top5: 0.9785, prec@top5: 0.2059, loss: 0.0380, grad_norm: 0.3698 2021-01-25 15:00:04,031 - mmaction - INFO - Epoch [13][400/492] lr: 1.000e-02, eta: 0:53:14, time: 0.860, data_time: 0.001, memory: 10907, loss_action_cls: 0.0391, recall@thr=0.5: 0.8586, prec@thr=0.5: 0.8593, recall@top3: 0.9559, prec@top3: 0.3332, recall@top5: 0.9721, prec@top5: 0.2033, loss: 0.0391, grad_norm: 0.3689 2021-01-25 15:00:21,289 - mmaction - INFO - Epoch [13][420/492] lr: 1.000e-02, eta: 0:52:56, time: 0.863, data_time: 0.001, memory: 10907, loss_action_cls: 0.0388, recall@thr=0.5: 0.8633, prec@thr=0.5: 0.8608, recall@top3: 0.9630, prec@top3: 0.3343, recall@top5: 0.9755, prec@top5: 0.2033, loss: 0.0388, grad_norm: 0.3525 2021-01-25 15:00:38,820 - mmaction - INFO - Epoch [13][440/492] lr: 1.000e-02, eta: 0:52:37, time: 0.877, data_time: 0.001, memory: 10907, loss_action_cls: 0.0379, recall@thr=0.5: 0.8604, prec@thr=0.5: 0.8610, recall@top3: 0.9681, prec@top3: 0.3439, recall@top5: 0.9815, prec@top5: 0.2092, loss: 0.0379, grad_norm: 0.3738 2021-01-25 15:00:56,108 - mmaction - INFO - Epoch [13][460/492] lr: 1.000e-02, eta: 0:52:19, time: 0.864, data_time: 0.001, memory: 10907, loss_action_cls: 0.0375, recall@thr=0.5: 0.8680, prec@thr=0.5: 0.8665, recall@top3: 0.9670, prec@top3: 0.3401, recall@top5: 0.9806, prec@top5: 0.2072, loss: 0.0375, grad_norm: 0.3582 2021-01-25 15:01:13,437 - mmaction - INFO - Epoch [13][480/492] lr: 1.000e-02, eta: 0:52:00, time: 0.866, data_time: 0.002, memory: 10907, loss_action_cls: 0.0410, recall@thr=0.5: 0.8574, prec@thr=0.5: 0.8535, recall@top3: 0.9577, prec@top3: 0.3359, recall@top5: 0.9765, prec@top5: 0.2057, loss: 0.0410, grad_norm: 0.4112 2021-01-25 15:01:23,988 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-01-25 15:03:20,424 - mmaction - INFO - Evaluating proposal ... 2021-01-25 15:03:25,973 - mmaction - INFO - Recall@0.5@100 0.9088 AR@100 0.7354 2021-01-25 15:03:25,973 - mmaction - INFO - Evaluating bbox ... 2021-01-25 15:04:10,660 - mmaction - INFO - mAP@0.5IOU 0.2876 2021-01-25 15:04:10,716 - mmaction - INFO - Epoch(val) [13][492] Recall@0.5@100: 0.9088, AR@100: 0.7354, mAP@0.5IOU: 0.2876 2021-01-25 15:04:54,231 - mmaction - INFO - Epoch [14][20/492] lr: 1.000e-02, eta: 0:51:39, time: 2.175, data_time: 1.314, memory: 10907, loss_action_cls: 0.0400, recall@thr=0.5: 0.8564, prec@thr=0.5: 0.8559, recall@top3: 0.9593, prec@top3: 0.3365, recall@top5: 0.9776, prec@top5: 0.2059, loss: 0.0400, grad_norm: 0.3804 2021-01-25 15:05:11,543 - mmaction - INFO - Epoch [14][40/492] lr: 1.000e-02, eta: 0:51:21, time: 0.866, data_time: 0.001, memory: 10907, loss_action_cls: 0.0349, recall@thr=0.5: 0.8779, prec@thr=0.5: 0.8763, recall@top3: 0.9674, prec@top3: 0.3412, recall@top5: 0.9807, prec@top5: 0.2075, loss: 0.0349, grad_norm: 0.3354 2021-01-25 15:05:29,041 - mmaction - INFO - Epoch [14][60/492] lr: 1.000e-02, eta: 0:51:02, time: 0.875, data_time: 0.001, memory: 10907, loss_action_cls: 0.0381, recall@thr=0.5: 0.8661, prec@thr=0.5: 0.8584, recall@top3: 0.9628, prec@top3: 0.3359, recall@top5: 0.9819, prec@top5: 0.2054, loss: 0.0381, grad_norm: 0.3670 2021-01-25 15:05:46,341 - mmaction - INFO - Epoch [14][80/492] lr: 1.000e-02, eta: 0:50:44, time: 0.865, data_time: 0.001, memory: 10907, loss_action_cls: 0.0346, recall@thr=0.5: 0.8768, prec@thr=0.5: 0.8762, recall@top3: 0.9689, prec@top3: 0.3399, recall@top5: 0.9799, prec@top5: 0.2062, loss: 0.0346, grad_norm: 0.3652 2021-01-25 15:06:03,730 - mmaction - INFO - Epoch [14][100/492] lr: 1.000e-02, eta: 0:50:25, time: 0.869, data_time: 0.001, memory: 10907, loss_action_cls: 0.0335, recall@thr=0.5: 0.8828, prec@thr=0.5: 0.8806, recall@top3: 0.9722, prec@top3: 0.3411, recall@top5: 0.9810, prec@top5: 0.2066, loss: 0.0335, grad_norm: 0.3521 2021-01-25 15:06:21,099 - mmaction - INFO - Epoch [14][120/492] lr: 1.000e-02, eta: 0:50:07, time: 0.869, data_time: 0.001, memory: 10907, loss_action_cls: 0.0375, recall@thr=0.5: 0.8691, prec@thr=0.5: 0.8672, recall@top3: 0.9689, prec@top3: 0.3390, recall@top5: 0.9794, prec@top5: 0.2058, loss: 0.0375, grad_norm: 0.3815 2021-01-25 15:06:38,460 - mmaction - INFO - Epoch [14][140/492] lr: 1.000e-02, eta: 0:49:48, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.0367, recall@thr=0.5: 0.8719, prec@thr=0.5: 0.8669, recall@top3: 0.9616, prec@top3: 0.3363, recall@top5: 0.9773, prec@top5: 0.2051, loss: 0.0367, grad_norm: 0.3657 2021-01-25 15:06:55,884 - mmaction - INFO - Epoch [14][160/492] lr: 1.000e-02, eta: 0:49:30, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.0361, recall@thr=0.5: 0.8667, prec@thr=0.5: 0.8682, recall@top3: 0.9669, prec@top3: 0.3378, recall@top5: 0.9801, prec@top5: 0.2054, loss: 0.0361, grad_norm: 0.3561 2021-01-25 15:07:13,434 - mmaction - INFO - Epoch [14][180/492] lr: 1.000e-02, eta: 0:49:12, time: 0.878, data_time: 0.001, memory: 10907, loss_action_cls: 0.0357, recall@thr=0.5: 0.8692, prec@thr=0.5: 0.8678, recall@top3: 0.9736, prec@top3: 0.3411, recall@top5: 0.9847, prec@top5: 0.2071, loss: 0.0357, grad_norm: 0.3995 2021-01-25 15:07:30,736 - mmaction - INFO - Epoch [14][200/492] lr: 1.000e-02, eta: 0:48:53, time: 0.865, data_time: 0.001, memory: 10907, loss_action_cls: 0.0361, recall@thr=0.5: 0.8684, prec@thr=0.5: 0.8647, recall@top3: 0.9669, prec@top3: 0.3361, recall@top5: 0.9781, prec@top5: 0.2041, loss: 0.0361, grad_norm: 0.3570 2021-01-25 15:07:47,975 - mmaction - INFO - Epoch [14][220/492] lr: 1.000e-02, eta: 0:48:35, time: 0.862, data_time: 0.001, memory: 10907, loss_action_cls: 0.0382, recall@thr=0.5: 0.8665, prec@thr=0.5: 0.8660, recall@top3: 0.9576, prec@top3: 0.3374, recall@top5: 0.9760, prec@top5: 0.2063, loss: 0.0382, grad_norm: 0.3879 2021-01-25 15:08:05,463 - mmaction - INFO - Epoch [14][240/492] lr: 1.000e-02, eta: 0:48:16, time: 0.874, data_time: 0.001, memory: 10907, loss_action_cls: 0.0381, recall@thr=0.5: 0.8629, prec@thr=0.5: 0.8540, recall@top3: 0.9662, prec@top3: 0.3344, recall@top5: 0.9777, prec@top5: 0.2030, loss: 0.0381, grad_norm: 0.4044 2021-01-25 15:08:22,904 - mmaction - INFO - Epoch [14][260/492] lr: 1.000e-02, eta: 0:47:58, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.0355, recall@thr=0.5: 0.8669, prec@thr=0.5: 0.8622, recall@top3: 0.9666, prec@top3: 0.3376, recall@top5: 0.9771, prec@top5: 0.2048, loss: 0.0355, grad_norm: 0.3577 2021-01-25 15:08:40,267 - mmaction - INFO - Epoch [14][280/492] lr: 1.000e-02, eta: 0:47:39, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.0366, recall@thr=0.5: 0.8696, prec@thr=0.5: 0.8666, recall@top3: 0.9649, prec@top3: 0.3367, recall@top5: 0.9820, prec@top5: 0.2057, loss: 0.0366, grad_norm: 0.3547 2021-01-25 15:08:57,642 - mmaction - INFO - Epoch [14][300/492] lr: 1.000e-02, eta: 0:47:21, time: 0.869, data_time: 0.002, memory: 10907, loss_action_cls: 0.0396, recall@thr=0.5: 0.8513, prec@thr=0.5: 0.8481, recall@top3: 0.9607, prec@top3: 0.3357, recall@top5: 0.9766, prec@top5: 0.2049, loss: 0.0396, grad_norm: 0.4047 2021-01-25 15:09:14,889 - mmaction - INFO - Epoch [14][320/492] lr: 1.000e-02, eta: 0:47:03, time: 0.863, data_time: 0.002, memory: 10907, loss_action_cls: 0.0378, recall@thr=0.5: 0.8622, prec@thr=0.5: 0.8588, recall@top3: 0.9642, prec@top3: 0.3381, recall@top5: 0.9808, prec@top5: 0.2064, loss: 0.0378, grad_norm: 0.3723 2021-01-25 15:09:32,010 - mmaction - INFO - Epoch [14][340/492] lr: 1.000e-02, eta: 0:46:44, time: 0.856, data_time: 0.001, memory: 10907, loss_action_cls: 0.0325, recall@thr=0.5: 0.8848, prec@thr=0.5: 0.8815, recall@top3: 0.9712, prec@top3: 0.3408, recall@top5: 0.9799, prec@top5: 0.2063, loss: 0.0325, grad_norm: 0.3540 2021-01-25 15:09:49,294 - mmaction - INFO - Epoch [14][360/492] lr: 1.000e-02, eta: 0:46:26, time: 0.864, data_time: 0.001, memory: 10907, loss_action_cls: 0.0359, recall@thr=0.5: 0.8675, prec@thr=0.5: 0.8674, recall@top3: 0.9698, prec@top3: 0.3394, recall@top5: 0.9823, prec@top5: 0.2064, loss: 0.0359, grad_norm: 0.3804 2021-01-25 15:10:06,633 - mmaction - INFO - Epoch [14][380/492] lr: 1.000e-02, eta: 0:46:07, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.0379, recall@thr=0.5: 0.8558, prec@thr=0.5: 0.8542, recall@top3: 0.9652, prec@top3: 0.3366, recall@top5: 0.9788, prec@top5: 0.2049, loss: 0.0379, grad_norm: 0.3820 2021-01-25 15:10:23,826 - mmaction - INFO - Epoch [14][400/492] lr: 1.000e-02, eta: 0:45:49, time: 0.860, data_time: 0.001, memory: 10907, loss_action_cls: 0.0384, recall@thr=0.5: 0.8661, prec@thr=0.5: 0.8641, recall@top3: 0.9648, prec@top3: 0.3379, recall@top5: 0.9780, prec@top5: 0.2056, loss: 0.0384, grad_norm: 0.3800 2021-01-25 15:10:41,314 - mmaction - INFO - Epoch [14][420/492] lr: 1.000e-02, eta: 0:45:31, time: 0.874, data_time: 0.001, memory: 10907, loss_action_cls: 0.0367, recall@thr=0.5: 0.8645, prec@thr=0.5: 0.8620, recall@top3: 0.9668, prec@top3: 0.3386, recall@top5: 0.9825, prec@top5: 0.2067, loss: 0.0367, grad_norm: 0.3976 2021-01-25 15:10:58,563 - mmaction - INFO - Epoch [14][440/492] lr: 1.000e-02, eta: 0:45:12, time: 0.863, data_time: 0.001, memory: 10907, loss_action_cls: 0.0352, recall@thr=0.5: 0.8722, prec@thr=0.5: 0.8687, recall@top3: 0.9675, prec@top3: 0.3385, recall@top5: 0.9800, prec@top5: 0.2057, loss: 0.0352, grad_norm: 0.3673 2021-01-25 15:11:15,837 - mmaction - INFO - Epoch [14][460/492] lr: 1.000e-02, eta: 0:44:54, time: 0.864, data_time: 0.001, memory: 10907, loss_action_cls: 0.0344, recall@thr=0.5: 0.8758, prec@thr=0.5: 0.8694, recall@top3: 0.9701, prec@top3: 0.3385, recall@top5: 0.9794, prec@top5: 0.2051, loss: 0.0344, grad_norm: 0.3742 2021-01-25 15:11:33,343 - mmaction - INFO - Epoch [14][480/492] lr: 1.000e-02, eta: 0:44:35, time: 0.875, data_time: 0.001, memory: 10907, loss_action_cls: 0.0351, recall@thr=0.5: 0.8716, prec@thr=0.5: 0.8747, recall@top3: 0.9693, prec@top3: 0.3400, recall@top5: 0.9793, prec@top5: 0.2061, loss: 0.0351, grad_norm: 0.3875 2021-01-25 15:11:43,914 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-01-25 15:13:41,176 - mmaction - INFO - Evaluating proposal ... 2021-01-25 15:13:46,966 - mmaction - INFO - Recall@0.5@100 0.9088 AR@100 0.7354 2021-01-25 15:13:46,966 - mmaction - INFO - Evaluating bbox ... 2021-01-25 15:14:31,489 - mmaction - INFO - mAP@0.5IOU 0.2783 2021-01-25 15:14:31,546 - mmaction - INFO - Epoch(val) [14][492] Recall@0.5@100: 0.9088, AR@100: 0.7354, mAP@0.5IOU: 0.2783 2021-01-25 15:15:14,475 - mmaction - INFO - Epoch [15][20/492] lr: 1.000e-02, eta: 0:44:12, time: 2.146, data_time: 1.282, memory: 10907, loss_action_cls: 0.0316, recall@thr=0.5: 0.8861, prec@thr=0.5: 0.8840, recall@top3: 0.9696, prec@top3: 0.3407, recall@top5: 0.9797, prec@top5: 0.2065, loss: 0.0316, grad_norm: 0.3530 2021-01-25 15:15:31,891 - mmaction - INFO - Epoch [15][40/492] lr: 1.000e-02, eta: 0:43:54, time: 0.869, data_time: 0.001, memory: 10907, loss_action_cls: 0.0368, recall@thr=0.5: 0.8751, prec@thr=0.5: 0.8714, recall@top3: 0.9585, prec@top3: 0.3355, recall@top5: 0.9742, prec@top5: 0.2046, loss: 0.0368, grad_norm: 0.3829 2021-01-25 15:15:49,128 - mmaction - INFO - Epoch [15][60/492] lr: 1.000e-02, eta: 0:43:36, time: 0.863, data_time: 0.002, memory: 10907, loss_action_cls: 0.0354, recall@thr=0.5: 0.8758, prec@thr=0.5: 0.8745, recall@top3: 0.9669, prec@top3: 0.3371, recall@top5: 0.9807, prec@top5: 0.2055, loss: 0.0354, grad_norm: 0.3642 2021-01-25 15:16:06,589 - mmaction - INFO - Epoch [15][80/492] lr: 1.000e-02, eta: 0:43:17, time: 0.873, data_time: 0.001, memory: 10907, loss_action_cls: 0.0344, recall@thr=0.5: 0.8784, prec@thr=0.5: 0.8747, recall@top3: 0.9663, prec@top3: 0.3380, recall@top5: 0.9801, prec@top5: 0.2056, loss: 0.0344, grad_norm: 0.3539 2021-01-25 15:16:23,915 - mmaction - INFO - Epoch [15][100/492] lr: 1.000e-02, eta: 0:42:59, time: 0.866, data_time: 0.001, memory: 10907, loss_action_cls: 0.0348, recall@thr=0.5: 0.8722, prec@thr=0.5: 0.8741, recall@top3: 0.9677, prec@top3: 0.3381, recall@top5: 0.9816, prec@top5: 0.2060, loss: 0.0348, grad_norm: 0.3640 2021-01-25 15:16:41,279 - mmaction - INFO - Epoch [15][120/492] lr: 1.000e-02, eta: 0:42:40, time: 0.869, data_time: 0.002, memory: 10907, loss_action_cls: 0.0339, recall@thr=0.5: 0.8767, prec@thr=0.5: 0.8701, recall@top3: 0.9691, prec@top3: 0.3355, recall@top5: 0.9811, prec@top5: 0.2039, loss: 0.0339, grad_norm: 0.3829 2021-01-25 15:16:58,686 - mmaction - INFO - Epoch [15][140/492] lr: 1.000e-02, eta: 0:42:22, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.0355, recall@thr=0.5: 0.8712, prec@thr=0.5: 0.8687, recall@top3: 0.9696, prec@top3: 0.3414, recall@top5: 0.9835, prec@top5: 0.2079, loss: 0.0355, grad_norm: 0.3898 2021-01-25 15:17:16,147 - mmaction - INFO - Epoch [15][160/492] lr: 1.000e-02, eta: 0:42:04, time: 0.873, data_time: 0.001, memory: 10907, loss_action_cls: 0.0390, recall@thr=0.5: 0.8560, prec@thr=0.5: 0.8543, recall@top3: 0.9608, prec@top3: 0.3370, recall@top5: 0.9743, prec@top5: 0.2052, loss: 0.0390, grad_norm: 0.3848 2021-01-25 15:17:33,639 - mmaction - INFO - Epoch [15][180/492] lr: 1.000e-02, eta: 0:41:45, time: 0.874, data_time: 0.001, memory: 10907, loss_action_cls: 0.0341, recall@thr=0.5: 0.8854, prec@thr=0.5: 0.8814, recall@top3: 0.9710, prec@top3: 0.3396, recall@top5: 0.9848, prec@top5: 0.2068, loss: 0.0341, grad_norm: 0.3707 2021-01-25 15:17:50,906 - mmaction - INFO - Epoch [15][200/492] lr: 1.000e-02, eta: 0:41:27, time: 0.865, data_time: 0.002, memory: 10907, loss_action_cls: 0.0364, recall@thr=0.5: 0.8747, prec@thr=0.5: 0.8713, recall@top3: 0.9631, prec@top3: 0.3367, recall@top5: 0.9772, prec@top5: 0.2052, loss: 0.0364, grad_norm: 0.3642 2021-01-25 15:18:08,304 - mmaction - INFO - Epoch [15][220/492] lr: 1.000e-02, eta: 0:41:09, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.0360, recall@thr=0.5: 0.8701, prec@thr=0.5: 0.8642, recall@top3: 0.9634, prec@top3: 0.3372, recall@top5: 0.9784, prec@top5: 0.2056, loss: 0.0360, grad_norm: 0.3706 2021-01-25 15:18:25,666 - mmaction - INFO - Epoch [15][240/492] lr: 1.000e-02, eta: 0:40:50, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.0371, recall@thr=0.5: 0.8622, prec@thr=0.5: 0.8631, recall@top3: 0.9703, prec@top3: 0.3430, recall@top5: 0.9833, prec@top5: 0.2086, loss: 0.0371, grad_norm: 0.3790 2021-01-25 15:18:43,114 - mmaction - INFO - Epoch [15][260/492] lr: 1.000e-02, eta: 0:40:32, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.0354, recall@thr=0.5: 0.8767, prec@thr=0.5: 0.8712, recall@top3: 0.9615, prec@top3: 0.3369, recall@top5: 0.9782, prec@top5: 0.2057, loss: 0.0354, grad_norm: 0.3855 2021-01-25 15:19:00,588 - mmaction - INFO - Epoch [15][280/492] lr: 1.000e-02, eta: 0:40:14, time: 0.874, data_time: 0.001, memory: 10907, loss_action_cls: 0.0333, recall@thr=0.5: 0.8790, prec@thr=0.5: 0.8761, recall@top3: 0.9734, prec@top3: 0.3376, recall@top5: 0.9820, prec@top5: 0.2043, loss: 0.0333, grad_norm: 0.3643 2021-01-25 15:19:17,913 - mmaction - INFO - Epoch [15][300/492] lr: 1.000e-02, eta: 0:39:55, time: 0.866, data_time: 0.001, memory: 10907, loss_action_cls: 0.0358, recall@thr=0.5: 0.8696, prec@thr=0.5: 0.8711, recall@top3: 0.9657, prec@top3: 0.3394, recall@top5: 0.9808, prec@top5: 0.2067, loss: 0.0358, grad_norm: 0.3762 2021-01-25 15:19:35,262 - mmaction - INFO - Epoch [15][320/492] lr: 1.000e-02, eta: 0:39:37, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.0377, recall@thr=0.5: 0.8626, prec@thr=0.5: 0.8569, recall@top3: 0.9653, prec@top3: 0.3348, recall@top5: 0.9774, prec@top5: 0.2035, loss: 0.0377, grad_norm: 0.4035 2021-01-25 15:19:52,614 - mmaction - INFO - Epoch [15][340/492] lr: 1.000e-02, eta: 0:39:19, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.0373, recall@thr=0.5: 0.8674, prec@thr=0.5: 0.8668, recall@top3: 0.9645, prec@top3: 0.3394, recall@top5: 0.9789, prec@top5: 0.2066, loss: 0.0373, grad_norm: 0.3850 2021-01-25 15:20:10,008 - mmaction - INFO - Epoch [15][360/492] lr: 1.000e-02, eta: 0:39:00, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.0374, recall@thr=0.5: 0.8658, prec@thr=0.5: 0.8616, recall@top3: 0.9642, prec@top3: 0.3391, recall@top5: 0.9761, prec@top5: 0.2062, loss: 0.0374, grad_norm: 0.3850 2021-01-25 15:20:27,256 - mmaction - INFO - Epoch [15][380/492] lr: 1.000e-02, eta: 0:38:42, time: 0.862, data_time: 0.001, memory: 10907, loss_action_cls: 0.0346, recall@thr=0.5: 0.8773, prec@thr=0.5: 0.8778, recall@top3: 0.9643, prec@top3: 0.3383, recall@top5: 0.9785, prec@top5: 0.2059, loss: 0.0346, grad_norm: 0.3484 2021-01-25 15:20:44,589 - mmaction - INFO - Epoch [15][400/492] lr: 1.000e-02, eta: 0:38:24, time: 0.866, data_time: 0.001, memory: 10907, loss_action_cls: 0.0336, recall@thr=0.5: 0.8752, prec@thr=0.5: 0.8733, recall@top3: 0.9658, prec@top3: 0.3353, recall@top5: 0.9796, prec@top5: 0.2040, loss: 0.0336, grad_norm: 0.3569 2021-01-25 15:21:02,139 - mmaction - INFO - Epoch [15][420/492] lr: 1.000e-02, eta: 0:38:06, time: 0.878, data_time: 0.001, memory: 10907, loss_action_cls: 0.0358, recall@thr=0.5: 0.8710, prec@thr=0.5: 0.8718, recall@top3: 0.9691, prec@top3: 0.3398, recall@top5: 0.9817, prec@top5: 0.2066, loss: 0.0358, grad_norm: 0.4032 2021-01-25 15:21:19,566 - mmaction - INFO - Epoch [15][440/492] lr: 1.000e-02, eta: 0:37:47, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.0331, recall@thr=0.5: 0.8844, prec@thr=0.5: 0.8811, recall@top3: 0.9722, prec@top3: 0.3411, recall@top5: 0.9820, prec@top5: 0.2067, loss: 0.0331, grad_norm: 0.3637 2021-01-25 15:21:37,039 - mmaction - INFO - Epoch [15][460/492] lr: 1.000e-02, eta: 0:37:29, time: 0.873, data_time: 0.001, memory: 10907, loss_action_cls: 0.0382, recall@thr=0.5: 0.8667, prec@thr=0.5: 0.8640, recall@top3: 0.9575, prec@top3: 0.3354, recall@top5: 0.9754, prec@top5: 0.2054, loss: 0.0382, grad_norm: 0.3839 2021-01-25 15:21:54,469 - mmaction - INFO - Epoch [15][480/492] lr: 1.000e-02, eta: 0:37:11, time: 0.872, data_time: 0.002, memory: 10907, loss_action_cls: 0.0352, recall@thr=0.5: 0.8734, prec@thr=0.5: 0.8739, recall@top3: 0.9651, prec@top3: 0.3392, recall@top5: 0.9757, prec@top5: 0.2058, loss: 0.0352, grad_norm: 0.3610 2021-01-25 15:22:05,062 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-01-25 15:24:01,435 - mmaction - INFO - Evaluating proposal ... 2021-01-25 15:24:06,985 - mmaction - INFO - Recall@0.5@100 0.9088 AR@100 0.7354 2021-01-25 15:24:06,986 - mmaction - INFO - Evaluating bbox ... 2021-01-25 15:24:51,597 - mmaction - INFO - mAP@0.5IOU 0.2767 2021-01-25 15:24:51,652 - mmaction - INFO - Epoch(val) [15][492] Recall@0.5@100: 0.9088, AR@100: 0.7354, mAP@0.5IOU: 0.2767 2021-01-25 15:25:33,607 - mmaction - INFO - Epoch [16][20/492] lr: 1.000e-03, eta: 0:36:46, time: 2.097, data_time: 1.236, memory: 10907, loss_action_cls: 0.0361, recall@thr=0.5: 0.8716, prec@thr=0.5: 0.8759, recall@top3: 0.9668, prec@top3: 0.3423, recall@top5: 0.9833, prec@top5: 0.2089, loss: 0.0361, grad_norm: 0.3766 2021-01-25 15:25:50,852 - mmaction - INFO - Epoch [16][40/492] lr: 1.000e-03, eta: 0:36:28, time: 0.862, data_time: 0.001, memory: 10907, loss_action_cls: 0.0333, recall@thr=0.5: 0.8774, prec@thr=0.5: 0.8763, recall@top3: 0.9660, prec@top3: 0.3368, recall@top5: 0.9782, prec@top5: 0.2046, loss: 0.0333, grad_norm: 0.3373 2021-01-25 15:26:08,304 - mmaction - INFO - Epoch [16][60/492] lr: 1.000e-03, eta: 0:36:10, time: 0.873, data_time: 0.002, memory: 10907, loss_action_cls: 0.0345, recall@thr=0.5: 0.8723, prec@thr=0.5: 0.8703, recall@top3: 0.9651, prec@top3: 0.3375, recall@top5: 0.9773, prec@top5: 0.2051, loss: 0.0345, grad_norm: 0.3603 2021-01-25 15:26:25,672 - mmaction - INFO - Epoch [16][80/492] lr: 1.000e-03, eta: 0:35:51, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.0331, recall@thr=0.5: 0.8731, prec@thr=0.5: 0.8716, recall@top3: 0.9679, prec@top3: 0.3419, recall@top5: 0.9805, prec@top5: 0.2077, loss: 0.0331, grad_norm: 0.3506 2021-01-25 15:26:42,973 - mmaction - INFO - Epoch [16][100/492] lr: 1.000e-03, eta: 0:35:33, time: 0.865, data_time: 0.001, memory: 10907, loss_action_cls: 0.0333, recall@thr=0.5: 0.8821, prec@thr=0.5: 0.8803, recall@top3: 0.9699, prec@top3: 0.3383, recall@top5: 0.9849, prec@top5: 0.2062, loss: 0.0333, grad_norm: 0.3614 2021-01-25 15:27:00,197 - mmaction - INFO - Epoch [16][120/492] lr: 1.000e-03, eta: 0:35:15, time: 0.860, data_time: 0.001, memory: 10907, loss_action_cls: 0.0339, recall@thr=0.5: 0.8744, prec@thr=0.5: 0.8728, recall@top3: 0.9671, prec@top3: 0.3379, recall@top5: 0.9845, prec@top5: 0.2063, loss: 0.0339, grad_norm: 0.3309 2021-01-25 15:27:17,471 - mmaction - INFO - Epoch [16][140/492] lr: 1.000e-03, eta: 0:34:56, time: 0.865, data_time: 0.002, memory: 10907, loss_action_cls: 0.0345, recall@thr=0.5: 0.8751, prec@thr=0.5: 0.8718, recall@top3: 0.9689, prec@top3: 0.3396, recall@top5: 0.9826, prec@top5: 0.2067, loss: 0.0345, grad_norm: 0.4094 2021-01-25 15:27:34,833 - mmaction - INFO - Epoch [16][160/492] lr: 1.000e-03, eta: 0:34:38, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.0343, recall@thr=0.5: 0.8742, prec@thr=0.5: 0.8708, recall@top3: 0.9693, prec@top3: 0.3395, recall@top5: 0.9852, prec@top5: 0.2070, loss: 0.0343, grad_norm: 0.3638 2021-01-25 15:27:52,114 - mmaction - INFO - Epoch [16][180/492] lr: 1.000e-03, eta: 0:34:20, time: 0.865, data_time: 0.002, memory: 10907, loss_action_cls: 0.0363, recall@thr=0.5: 0.8664, prec@thr=0.5: 0.8671, recall@top3: 0.9668, prec@top3: 0.3403, recall@top5: 0.9786, prec@top5: 0.2069, loss: 0.0363, grad_norm: 0.3755 2021-01-25 15:28:09,582 - mmaction - INFO - Epoch [16][200/492] lr: 1.000e-03, eta: 0:34:01, time: 0.873, data_time: 0.001, memory: 10907, loss_action_cls: 0.0327, recall@thr=0.5: 0.8858, prec@thr=0.5: 0.8845, recall@top3: 0.9675, prec@top3: 0.3408, recall@top5: 0.9788, prec@top5: 0.2071, loss: 0.0327, grad_norm: 0.3498 2021-01-25 15:28:27,131 - mmaction - INFO - Epoch [16][220/492] lr: 1.000e-03, eta: 0:33:43, time: 0.877, data_time: 0.001, memory: 10907, loss_action_cls: 0.0333, recall@thr=0.5: 0.8797, prec@thr=0.5: 0.8759, recall@top3: 0.9710, prec@top3: 0.3399, recall@top5: 0.9814, prec@top5: 0.2062, loss: 0.0333, grad_norm: 0.3544 2021-01-25 15:28:44,522 - mmaction - INFO - Epoch [16][240/492] lr: 1.000e-03, eta: 0:33:25, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.0324, recall@thr=0.5: 0.8801, prec@thr=0.5: 0.8779, recall@top3: 0.9694, prec@top3: 0.3384, recall@top5: 0.9798, prec@top5: 0.2054, loss: 0.0324, grad_norm: 0.3550 2021-01-25 15:29:01,670 - mmaction - INFO - Epoch [16][260/492] lr: 1.000e-03, eta: 0:33:07, time: 0.857, data_time: 0.001, memory: 10907, loss_action_cls: 0.0329, recall@thr=0.5: 0.8803, prec@thr=0.5: 0.8763, recall@top3: 0.9665, prec@top3: 0.3345, recall@top5: 0.9819, prec@top5: 0.2039, loss: 0.0329, grad_norm: 0.3448 2021-01-25 15:29:18,993 - mmaction - INFO - Epoch [16][280/492] lr: 1.000e-03, eta: 0:32:48, time: 0.866, data_time: 0.001, memory: 10907, loss_action_cls: 0.0342, recall@thr=0.5: 0.8774, prec@thr=0.5: 0.8808, recall@top3: 0.9721, prec@top3: 0.3425, recall@top5: 0.9829, prec@top5: 0.2080, loss: 0.0342, grad_norm: 0.3908 2021-01-25 15:29:36,349 - mmaction - INFO - Epoch [16][300/492] lr: 1.000e-03, eta: 0:32:30, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.0336, recall@thr=0.5: 0.8841, prec@thr=0.5: 0.8812, recall@top3: 0.9632, prec@top3: 0.3398, recall@top5: 0.9744, prec@top5: 0.2064, loss: 0.0336, grad_norm: 0.3792 2021-01-25 15:29:53,688 - mmaction - INFO - Epoch [16][320/492] lr: 1.000e-03, eta: 0:32:12, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.0346, recall@thr=0.5: 0.8776, prec@thr=0.5: 0.8754, recall@top3: 0.9718, prec@top3: 0.3402, recall@top5: 0.9831, prec@top5: 0.2068, loss: 0.0346, grad_norm: 0.4042 2021-01-25 15:30:11,170 - mmaction - INFO - Epoch [16][340/492] lr: 1.000e-03, eta: 0:31:54, time: 0.874, data_time: 0.001, memory: 10907, loss_action_cls: 0.0329, recall@thr=0.5: 0.8779, prec@thr=0.5: 0.8791, recall@top3: 0.9722, prec@top3: 0.3416, recall@top5: 0.9847, prec@top5: 0.2077, loss: 0.0329, grad_norm: 0.3721 2021-01-25 15:30:28,399 - mmaction - INFO - Epoch [16][360/492] lr: 1.000e-03, eta: 0:31:35, time: 0.861, data_time: 0.001, memory: 10907, loss_action_cls: 0.0342, recall@thr=0.5: 0.8815, prec@thr=0.5: 0.8748, recall@top3: 0.9675, prec@top3: 0.3381, recall@top5: 0.9812, prec@top5: 0.2058, loss: 0.0342, grad_norm: 0.3498 2021-01-25 15:30:45,747 - mmaction - INFO - Epoch [16][380/492] lr: 1.000e-03, eta: 0:31:17, time: 0.867, data_time: 0.002, memory: 10907, loss_action_cls: 0.0349, recall@thr=0.5: 0.8655, prec@thr=0.5: 0.8663, recall@top3: 0.9653, prec@top3: 0.3358, recall@top5: 0.9785, prec@top5: 0.2042, loss: 0.0349, grad_norm: 0.3646 2021-01-25 15:31:03,240 - mmaction - INFO - Epoch [16][400/492] lr: 1.000e-03, eta: 0:30:59, time: 0.876, data_time: 0.002, memory: 10907, loss_action_cls: 0.0307, recall@thr=0.5: 0.8930, prec@thr=0.5: 0.8906, recall@top3: 0.9742, prec@top3: 0.3398, recall@top5: 0.9829, prec@top5: 0.2057, loss: 0.0307, grad_norm: 0.3539 2021-01-25 15:31:20,769 - mmaction - INFO - Epoch [16][420/492] lr: 1.000e-03, eta: 0:30:41, time: 0.876, data_time: 0.001, memory: 10907, loss_action_cls: 0.0355, recall@thr=0.5: 0.8732, prec@thr=0.5: 0.8673, recall@top3: 0.9644, prec@top3: 0.3354, recall@top5: 0.9792, prec@top5: 0.2044, loss: 0.0355, grad_norm: 0.4050 2021-01-25 15:31:38,098 - mmaction - INFO - Epoch [16][440/492] lr: 1.000e-03, eta: 0:30:22, time: 0.866, data_time: 0.001, memory: 10907, loss_action_cls: 0.0340, recall@thr=0.5: 0.8729, prec@thr=0.5: 0.8684, recall@top3: 0.9663, prec@top3: 0.3358, recall@top5: 0.9794, prec@top5: 0.2043, loss: 0.0340, grad_norm: 0.3627 2021-01-25 15:31:55,462 - mmaction - INFO - Epoch [16][460/492] lr: 1.000e-03, eta: 0:30:04, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.0314, recall@thr=0.5: 0.8774, prec@thr=0.5: 0.8747, recall@top3: 0.9714, prec@top3: 0.3379, recall@top5: 0.9839, prec@top5: 0.2054, loss: 0.0314, grad_norm: 0.3402 2021-01-25 15:32:12,778 - mmaction - INFO - Epoch [16][480/492] lr: 1.000e-03, eta: 0:29:46, time: 0.866, data_time: 0.001, memory: 10907, loss_action_cls: 0.0340, recall@thr=0.5: 0.8756, prec@thr=0.5: 0.8760, recall@top3: 0.9654, prec@top3: 0.3389, recall@top5: 0.9748, prec@top5: 0.2056, loss: 0.0340, grad_norm: 0.3683 2021-01-25 15:32:23,406 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-01-25 15:34:19,749 - mmaction - INFO - Evaluating proposal ... 2021-01-25 15:34:25,210 - mmaction - INFO - Recall@0.5@100 0.9088 AR@100 0.7354 2021-01-25 15:34:25,211 - mmaction - INFO - Evaluating bbox ... 2021-01-25 15:35:09,463 - mmaction - INFO - mAP@0.5IOU 0.2809 2021-01-25 15:35:09,518 - mmaction - INFO - Epoch(val) [16][492] Recall@0.5@100: 0.9088, AR@100: 0.7354, mAP@0.5IOU: 0.2809 2021-01-25 15:35:51,495 - mmaction - INFO - Epoch [17][20/492] lr: 1.000e-03, eta: 0:29:20, time: 2.099, data_time: 1.237, memory: 10907, loss_action_cls: 0.0312, recall@thr=0.5: 0.8861, prec@thr=0.5: 0.8820, recall@top3: 0.9753, prec@top3: 0.3429, recall@top5: 0.9838, prec@top5: 0.2077, loss: 0.0312, grad_norm: 0.3559 2021-01-25 15:36:08,898 - mmaction - INFO - Epoch [17][40/492] lr: 1.000e-03, eta: 0:29:02, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.0358, recall@thr=0.5: 0.8719, prec@thr=0.5: 0.8708, recall@top3: 0.9638, prec@top3: 0.3396, recall@top5: 0.9794, prec@top5: 0.2071, loss: 0.0358, grad_norm: 0.3963 2021-01-25 15:36:26,341 - mmaction - INFO - Epoch [17][60/492] lr: 1.000e-03, eta: 0:28:44, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.0324, recall@thr=0.5: 0.8795, prec@thr=0.5: 0.8717, recall@top3: 0.9687, prec@top3: 0.3383, recall@top5: 0.9798, prec@top5: 0.2054, loss: 0.0324, grad_norm: 0.3635 2021-01-25 15:36:43,661 - mmaction - INFO - Epoch [17][80/492] lr: 1.000e-03, eta: 0:28:26, time: 0.866, data_time: 0.001, memory: 10907, loss_action_cls: 0.0342, recall@thr=0.5: 0.8718, prec@thr=0.5: 0.8709, recall@top3: 0.9746, prec@top3: 0.3405, recall@top5: 0.9816, prec@top5: 0.2059, loss: 0.0342, grad_norm: 0.3809 2021-01-25 15:37:01,001 - mmaction - INFO - Epoch [17][100/492] lr: 1.000e-03, eta: 0:28:07, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.0366, recall@thr=0.5: 0.8668, prec@thr=0.5: 0.8629, recall@top3: 0.9670, prec@top3: 0.3384, recall@top5: 0.9817, prec@top5: 0.2062, loss: 0.0366, grad_norm: 0.3948 2021-01-25 15:37:18,444 - mmaction - INFO - Epoch [17][120/492] lr: 1.000e-03, eta: 0:27:49, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.0344, recall@thr=0.5: 0.8766, prec@thr=0.5: 0.8717, recall@top3: 0.9592, prec@top3: 0.3337, recall@top5: 0.9748, prec@top5: 0.2035, loss: 0.0344, grad_norm: 0.3619 2021-01-25 15:37:35,755 - mmaction - INFO - Epoch [17][140/492] lr: 1.000e-03, eta: 0:27:31, time: 0.865, data_time: 0.001, memory: 10907, loss_action_cls: 0.0316, recall@thr=0.5: 0.8912, prec@thr=0.5: 0.8860, recall@top3: 0.9699, prec@top3: 0.3405, recall@top5: 0.9819, prec@top5: 0.2069, loss: 0.0316, grad_norm: 0.3468 2021-01-25 15:37:53,090 - mmaction - INFO - Epoch [17][160/492] lr: 1.000e-03, eta: 0:27:13, time: 0.867, data_time: 0.002, memory: 10907, loss_action_cls: 0.0363, recall@thr=0.5: 0.8588, prec@thr=0.5: 0.8571, recall@top3: 0.9671, prec@top3: 0.3380, recall@top5: 0.9804, prec@top5: 0.2057, loss: 0.0363, grad_norm: 0.3797 2021-01-25 15:38:10,394 - mmaction - INFO - Epoch [17][180/492] lr: 1.000e-03, eta: 0:26:54, time: 0.866, data_time: 0.002, memory: 10907, loss_action_cls: 0.0336, recall@thr=0.5: 0.8832, prec@thr=0.5: 0.8792, recall@top3: 0.9707, prec@top3: 0.3379, recall@top5: 0.9821, prec@top5: 0.2052, loss: 0.0336, grad_norm: 0.4085 2021-01-25 15:38:27,766 - mmaction - INFO - Epoch [17][200/492] lr: 1.000e-03, eta: 0:26:36, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.0335, recall@thr=0.5: 0.8742, prec@thr=0.5: 0.8716, recall@top3: 0.9741, prec@top3: 0.3413, recall@top5: 0.9849, prec@top5: 0.2071, loss: 0.0335, grad_norm: 0.3843 2021-01-25 15:38:45,344 - mmaction - INFO - Epoch [17][220/492] lr: 1.000e-03, eta: 0:26:18, time: 0.879, data_time: 0.002, memory: 10907, loss_action_cls: 0.0332, recall@thr=0.5: 0.8828, prec@thr=0.5: 0.8824, recall@top3: 0.9666, prec@top3: 0.3390, recall@top5: 0.9825, prec@top5: 0.2067, loss: 0.0332, grad_norm: 0.3703 2021-01-25 15:39:02,861 - mmaction - INFO - Epoch [17][240/492] lr: 1.000e-03, eta: 0:26:00, time: 0.876, data_time: 0.001, memory: 10907, loss_action_cls: 0.0344, recall@thr=0.5: 0.8813, prec@thr=0.5: 0.8798, recall@top3: 0.9707, prec@top3: 0.3397, recall@top5: 0.9840, prec@top5: 0.2066, loss: 0.0344, grad_norm: 0.3956 2021-01-25 15:39:20,090 - mmaction - INFO - Epoch [17][260/492] lr: 1.000e-03, eta: 0:25:42, time: 0.861, data_time: 0.001, memory: 10907, loss_action_cls: 0.0344, recall@thr=0.5: 0.8779, prec@thr=0.5: 0.8740, recall@top3: 0.9715, prec@top3: 0.3380, recall@top5: 0.9837, prec@top5: 0.2054, loss: 0.0344, grad_norm: 0.3657 2021-01-25 15:39:37,585 - mmaction - INFO - Epoch [17][280/492] lr: 1.000e-03, eta: 0:25:23, time: 0.875, data_time: 0.001, memory: 10907, loss_action_cls: 0.0310, recall@thr=0.5: 0.8925, prec@thr=0.5: 0.8868, recall@top3: 0.9757, prec@top3: 0.3423, recall@top5: 0.9821, prec@top5: 0.2069, loss: 0.0310, grad_norm: 0.3717 2021-01-25 15:39:54,878 - mmaction - INFO - Epoch [17][300/492] lr: 1.000e-03, eta: 0:25:05, time: 0.865, data_time: 0.001, memory: 10907, loss_action_cls: 0.0339, recall@thr=0.5: 0.8751, prec@thr=0.5: 0.8749, recall@top3: 0.9686, prec@top3: 0.3365, recall@top5: 0.9830, prec@top5: 0.2049, loss: 0.0339, grad_norm: 0.3587 2021-01-25 15:40:12,198 - mmaction - INFO - Epoch [17][320/492] lr: 1.000e-03, eta: 0:24:47, time: 0.865, data_time: 0.001, memory: 10907, loss_action_cls: 0.0324, recall@thr=0.5: 0.8808, prec@thr=0.5: 0.8794, recall@top3: 0.9709, prec@top3: 0.3412, recall@top5: 0.9789, prec@top5: 0.2065, loss: 0.0324, grad_norm: 0.3795 2021-01-25 15:40:29,657 - mmaction - INFO - Epoch [17][340/492] lr: 1.000e-03, eta: 0:24:29, time: 0.873, data_time: 0.001, memory: 10907, loss_action_cls: 0.0357, recall@thr=0.5: 0.8739, prec@thr=0.5: 0.8679, recall@top3: 0.9692, prec@top3: 0.3401, recall@top5: 0.9820, prec@top5: 0.2067, loss: 0.0357, grad_norm: 0.3719 2021-01-25 15:40:47,182 - mmaction - INFO - Epoch [17][360/492] lr: 1.000e-03, eta: 0:24:11, time: 0.876, data_time: 0.001, memory: 10907, loss_action_cls: 0.0297, recall@thr=0.5: 0.8942, prec@thr=0.5: 0.8928, recall@top3: 0.9722, prec@top3: 0.3405, recall@top5: 0.9850, prec@top5: 0.2071, loss: 0.0297, grad_norm: 0.3314 2021-01-25 15:41:04,555 - mmaction - INFO - Epoch [17][380/492] lr: 1.000e-03, eta: 0:23:53, time: 0.869, data_time: 0.001, memory: 10907, loss_action_cls: 0.0315, recall@thr=0.5: 0.8767, prec@thr=0.5: 0.8760, recall@top3: 0.9717, prec@top3: 0.3388, recall@top5: 0.9827, prec@top5: 0.2056, loss: 0.0315, grad_norm: 0.3345 2021-01-25 15:41:21,844 - mmaction - INFO - Epoch [17][400/492] lr: 1.000e-03, eta: 0:23:34, time: 0.865, data_time: 0.002, memory: 10907, loss_action_cls: 0.0346, recall@thr=0.5: 0.8691, prec@thr=0.5: 0.8639, recall@top3: 0.9703, prec@top3: 0.3384, recall@top5: 0.9789, prec@top5: 0.2051, loss: 0.0346, grad_norm: 0.4069 2021-01-25 15:41:39,169 - mmaction - INFO - Epoch [17][420/492] lr: 1.000e-03, eta: 0:23:16, time: 0.866, data_time: 0.001, memory: 10907, loss_action_cls: 0.0331, recall@thr=0.5: 0.8817, prec@thr=0.5: 0.8792, recall@top3: 0.9631, prec@top3: 0.3376, recall@top5: 0.9757, prec@top5: 0.2054, loss: 0.0331, grad_norm: 0.3716 2021-01-25 15:41:56,398 - mmaction - INFO - Epoch [17][440/492] lr: 1.000e-03, eta: 0:22:58, time: 0.861, data_time: 0.001, memory: 10907, loss_action_cls: 0.0340, recall@thr=0.5: 0.8743, prec@thr=0.5: 0.8691, recall@top3: 0.9627, prec@top3: 0.3351, recall@top5: 0.9775, prec@top5: 0.2041, loss: 0.0340, grad_norm: 0.3743 2021-01-25 15:42:13,764 - mmaction - INFO - Epoch [17][460/492] lr: 1.000e-03, eta: 0:22:40, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.0319, recall@thr=0.5: 0.8883, prec@thr=0.5: 0.8807, recall@top3: 0.9701, prec@top3: 0.3365, recall@top5: 0.9820, prec@top5: 0.2045, loss: 0.0319, grad_norm: 0.4027 2021-01-25 15:42:31,245 - mmaction - INFO - Epoch [17][480/492] lr: 1.000e-03, eta: 0:22:22, time: 0.874, data_time: 0.002, memory: 10907, loss_action_cls: 0.0319, recall@thr=0.5: 0.8893, prec@thr=0.5: 0.8815, recall@top3: 0.9697, prec@top3: 0.3396, recall@top5: 0.9782, prec@top5: 0.2057, loss: 0.0319, grad_norm: 0.3659 2021-01-25 15:42:41,987 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-01-25 15:44:38,291 - mmaction - INFO - Evaluating proposal ... 2021-01-25 15:44:44,081 - mmaction - INFO - Recall@0.5@100 0.9088 AR@100 0.7354 2021-01-25 15:44:44,082 - mmaction - INFO - Evaluating bbox ... 2021-01-25 15:45:27,780 - mmaction - INFO - mAP@0.5IOU 0.2766 2021-01-25 15:45:27,835 - mmaction - INFO - Epoch(val) [17][492] Recall@0.5@100: 0.9088, AR@100: 0.7354, mAP@0.5IOU: 0.2766 2021-01-25 15:46:10,929 - mmaction - INFO - Epoch [18][20/492] lr: 1.000e-03, eta: 0:21:55, time: 2.154, data_time: 1.297, memory: 10907, loss_action_cls: 0.0331, recall@thr=0.5: 0.8773, prec@thr=0.5: 0.8733, recall@top3: 0.9660, prec@top3: 0.3344, recall@top5: 0.9823, prec@top5: 0.2041, loss: 0.0331, grad_norm: 0.3738 2021-01-25 15:46:28,112 - mmaction - INFO - Epoch [18][40/492] lr: 1.000e-03, eta: 0:21:37, time: 0.859, data_time: 0.001, memory: 10907, loss_action_cls: 0.0351, recall@thr=0.5: 0.8760, prec@thr=0.5: 0.8745, recall@top3: 0.9683, prec@top3: 0.3396, recall@top5: 0.9787, prec@top5: 0.2059, loss: 0.0351, grad_norm: 0.3738 2021-01-25 15:46:45,464 - mmaction - INFO - Epoch [18][60/492] lr: 1.000e-03, eta: 0:21:19, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.0348, recall@thr=0.5: 0.8774, prec@thr=0.5: 0.8721, recall@top3: 0.9698, prec@top3: 0.3426, recall@top5: 0.9776, prec@top5: 0.2074, loss: 0.0348, grad_norm: 0.3698 2021-01-25 15:47:02,692 - mmaction - INFO - Epoch [18][80/492] lr: 1.000e-03, eta: 0:21:01, time: 0.861, data_time: 0.001, memory: 10907, loss_action_cls: 0.0338, recall@thr=0.5: 0.8826, prec@thr=0.5: 0.8771, recall@top3: 0.9720, prec@top3: 0.3385, recall@top5: 0.9818, prec@top5: 0.2052, loss: 0.0338, grad_norm: 0.3772 2021-01-25 15:47:20,065 - mmaction - INFO - Epoch [18][100/492] lr: 1.000e-03, eta: 0:20:42, time: 0.868, data_time: 0.002, memory: 10907, loss_action_cls: 0.0348, recall@thr=0.5: 0.8730, prec@thr=0.5: 0.8706, recall@top3: 0.9666, prec@top3: 0.3378, recall@top5: 0.9795, prec@top5: 0.2055, loss: 0.0348, grad_norm: 0.3596 2021-01-25 15:47:37,325 - mmaction - INFO - Epoch [18][120/492] lr: 1.000e-03, eta: 0:20:24, time: 0.864, data_time: 0.002, memory: 10907, loss_action_cls: 0.0345, recall@thr=0.5: 0.8766, prec@thr=0.5: 0.8742, recall@top3: 0.9675, prec@top3: 0.3393, recall@top5: 0.9778, prec@top5: 0.2057, loss: 0.0345, grad_norm: 0.3877 2021-01-25 15:47:54,699 - mmaction - INFO - Epoch [18][140/492] lr: 1.000e-03, eta: 0:20:06, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.0338, recall@thr=0.5: 0.8700, prec@thr=0.5: 0.8671, recall@top3: 0.9712, prec@top3: 0.3395, recall@top5: 0.9774, prec@top5: 0.2050, loss: 0.0338, grad_norm: 0.3772 2021-01-25 15:48:12,003 - mmaction - INFO - Epoch [18][160/492] lr: 1.000e-03, eta: 0:19:48, time: 0.866, data_time: 0.001, memory: 10907, loss_action_cls: 0.0336, recall@thr=0.5: 0.8774, prec@thr=0.5: 0.8770, recall@top3: 0.9642, prec@top3: 0.3434, recall@top5: 0.9774, prec@top5: 0.2089, loss: 0.0336, grad_norm: 0.3887 2021-01-25 15:48:29,418 - mmaction - INFO - Epoch [18][180/492] lr: 1.000e-03, eta: 0:19:30, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.0322, recall@thr=0.5: 0.8809, prec@thr=0.5: 0.8784, recall@top3: 0.9640, prec@top3: 0.3336, recall@top5: 0.9819, prec@top5: 0.2039, loss: 0.0322, grad_norm: 0.3568 2021-01-25 15:48:46,835 - mmaction - INFO - Epoch [18][200/492] lr: 1.000e-03, eta: 0:19:12, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.0351, recall@thr=0.5: 0.8701, prec@thr=0.5: 0.8723, recall@top3: 0.9680, prec@top3: 0.3374, recall@top5: 0.9790, prec@top5: 0.2048, loss: 0.0351, grad_norm: 0.3629 2021-01-25 15:49:04,196 - mmaction - INFO - Epoch [18][220/492] lr: 1.000e-03, eta: 0:18:53, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.0295, recall@thr=0.5: 0.8917, prec@thr=0.5: 0.8893, recall@top3: 0.9725, prec@top3: 0.3382, recall@top5: 0.9843, prec@top5: 0.2054, loss: 0.0295, grad_norm: 0.3453 2021-01-25 15:49:21,511 - mmaction - INFO - Epoch [18][240/492] lr: 1.000e-03, eta: 0:18:35, time: 0.864, data_time: 0.001, memory: 10907, loss_action_cls: 0.0338, recall@thr=0.5: 0.8735, prec@thr=0.5: 0.8688, recall@top3: 0.9679, prec@top3: 0.3367, recall@top5: 0.9802, prec@top5: 0.2047, loss: 0.0338, grad_norm: 0.3943 2021-01-25 15:49:39,071 - mmaction - INFO - Epoch [18][260/492] lr: 1.000e-03, eta: 0:18:17, time: 0.880, data_time: 0.003, memory: 10907, loss_action_cls: 0.0324, recall@thr=0.5: 0.8842, prec@thr=0.5: 0.8862, recall@top3: 0.9755, prec@top3: 0.3465, recall@top5: 0.9854, prec@top5: 0.2102, loss: 0.0324, grad_norm: 0.3927 2021-01-25 15:49:56,502 - mmaction - INFO - Epoch [18][280/492] lr: 1.000e-03, eta: 0:17:59, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.0299, recall@thr=0.5: 0.8919, prec@thr=0.5: 0.8910, recall@top3: 0.9695, prec@top3: 0.3369, recall@top5: 0.9807, prec@top5: 0.2045, loss: 0.0299, grad_norm: 0.3565 2021-01-25 15:50:13,924 - mmaction - INFO - Epoch [18][300/492] lr: 1.000e-03, eta: 0:17:41, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.0334, recall@thr=0.5: 0.8769, prec@thr=0.5: 0.8728, recall@top3: 0.9637, prec@top3: 0.3391, recall@top5: 0.9787, prec@top5: 0.2067, loss: 0.0334, grad_norm: 0.3767 2021-01-25 15:50:31,258 - mmaction - INFO - Epoch [18][320/492] lr: 1.000e-03, eta: 0:17:23, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.0306, recall@thr=0.5: 0.8991, prec@thr=0.5: 0.8954, recall@top3: 0.9712, prec@top3: 0.3420, recall@top5: 0.9841, prec@top5: 0.2080, loss: 0.0306, grad_norm: 0.3679 2021-01-25 15:50:48,453 - mmaction - INFO - Epoch [18][340/492] lr: 1.000e-03, eta: 0:17:05, time: 0.859, data_time: 0.002, memory: 10907, loss_action_cls: 0.0374, recall@thr=0.5: 0.8636, prec@thr=0.5: 0.8565, recall@top3: 0.9654, prec@top3: 0.3365, recall@top5: 0.9789, prec@top5: 0.2048, loss: 0.0374, grad_norm: 0.4130 2021-01-25 15:51:05,866 - mmaction - INFO - Epoch [18][360/492] lr: 1.000e-03, eta: 0:16:46, time: 0.871, data_time: 0.002, memory: 10907, loss_action_cls: 0.0327, recall@thr=0.5: 0.8822, prec@thr=0.5: 0.8797, recall@top3: 0.9721, prec@top3: 0.3415, recall@top5: 0.9802, prec@top5: 0.2066, loss: 0.0327, grad_norm: 0.3646 2021-01-25 15:51:23,124 - mmaction - INFO - Epoch [18][380/492] lr: 1.000e-03, eta: 0:16:28, time: 0.863, data_time: 0.001, memory: 10907, loss_action_cls: 0.0334, recall@thr=0.5: 0.8891, prec@thr=0.5: 0.8846, recall@top3: 0.9679, prec@top3: 0.3389, recall@top5: 0.9788, prec@top5: 0.2056, loss: 0.0334, grad_norm: 0.3777 2021-01-25 15:51:40,598 - mmaction - INFO - Epoch [18][400/492] lr: 1.000e-03, eta: 0:16:10, time: 0.873, data_time: 0.001, memory: 10907, loss_action_cls: 0.0363, recall@thr=0.5: 0.8680, prec@thr=0.5: 0.8617, recall@top3: 0.9626, prec@top3: 0.3318, recall@top5: 0.9772, prec@top5: 0.2021, loss: 0.0363, grad_norm: 0.3910 2021-01-25 15:51:57,788 - mmaction - INFO - Epoch [18][420/492] lr: 1.000e-03, eta: 0:15:52, time: 0.859, data_time: 0.002, memory: 10907, loss_action_cls: 0.0325, recall@thr=0.5: 0.8808, prec@thr=0.5: 0.8792, recall@top3: 0.9681, prec@top3: 0.3402, recall@top5: 0.9806, prec@top5: 0.2068, loss: 0.0325, grad_norm: 0.3660 2021-01-25 15:52:15,227 - mmaction - INFO - Epoch [18][440/492] lr: 1.000e-03, eta: 0:15:34, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.0339, recall@thr=0.5: 0.8808, prec@thr=0.5: 0.8730, recall@top3: 0.9730, prec@top3: 0.3400, recall@top5: 0.9838, prec@top5: 0.2062, loss: 0.0339, grad_norm: 0.3933 2021-01-25 15:52:32,673 - mmaction - INFO - Epoch [18][460/492] lr: 1.000e-03, eta: 0:15:16, time: 0.873, data_time: 0.001, memory: 10907, loss_action_cls: 0.0350, recall@thr=0.5: 0.8698, prec@thr=0.5: 0.8674, recall@top3: 0.9687, prec@top3: 0.3384, recall@top5: 0.9798, prec@top5: 0.2056, loss: 0.0350, grad_norm: 0.3814 2021-01-25 15:52:49,997 - mmaction - INFO - Epoch [18][480/492] lr: 1.000e-03, eta: 0:14:58, time: 0.865, data_time: 0.001, memory: 10907, loss_action_cls: 0.0336, recall@thr=0.5: 0.8804, prec@thr=0.5: 0.8832, recall@top3: 0.9705, prec@top3: 0.3402, recall@top5: 0.9807, prec@top5: 0.2063, loss: 0.0336, grad_norm: 0.3929 2021-01-25 15:53:00,756 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-01-25 15:54:57,811 - mmaction - INFO - Evaluating proposal ... 2021-01-25 15:55:03,624 - mmaction - INFO - Recall@0.5@100 0.9088 AR@100 0.7354 2021-01-25 15:55:03,624 - mmaction - INFO - Evaluating bbox ... 2021-01-25 15:55:47,746 - mmaction - INFO - mAP@0.5IOU 0.2814 2021-01-25 15:55:47,801 - mmaction - INFO - Epoch(val) [18][492] Recall@0.5@100: 0.9088, AR@100: 0.7354, mAP@0.5IOU: 0.2814 2021-01-25 15:56:30,994 - mmaction - INFO - Epoch [19][20/492] lr: 1.000e-03, eta: 0:14:30, time: 2.159, data_time: 1.295, memory: 10907, loss_action_cls: 0.0347, recall@thr=0.5: 0.8724, prec@thr=0.5: 0.8725, recall@top3: 0.9675, prec@top3: 0.3383, recall@top5: 0.9818, prec@top5: 0.2059, loss: 0.0347, grad_norm: 0.3822 2021-01-25 15:56:48,321 - mmaction - INFO - Epoch [19][40/492] lr: 1.000e-03, eta: 0:14:12, time: 0.867, data_time: 0.002, memory: 10907, loss_action_cls: 0.0382, recall@thr=0.5: 0.8619, prec@thr=0.5: 0.8624, recall@top3: 0.9650, prec@top3: 0.3428, recall@top5: 0.9785, prec@top5: 0.2087, loss: 0.0382, grad_norm: 0.4004 2021-01-25 15:57:05,740 - mmaction - INFO - Epoch [19][60/492] lr: 1.000e-03, eta: 0:13:54, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.0317, recall@thr=0.5: 0.8750, prec@thr=0.5: 0.8671, recall@top3: 0.9711, prec@top3: 0.3353, recall@top5: 0.9835, prec@top5: 0.2037, loss: 0.0317, grad_norm: 0.3658 2021-01-25 15:57:22,994 - mmaction - INFO - Epoch [19][80/492] lr: 1.000e-03, eta: 0:13:36, time: 0.863, data_time: 0.001, memory: 10907, loss_action_cls: 0.0327, recall@thr=0.5: 0.8791, prec@thr=0.5: 0.8772, recall@top3: 0.9720, prec@top3: 0.3376, recall@top5: 0.9827, prec@top5: 0.2048, loss: 0.0327, grad_norm: 0.3643 2021-01-25 15:57:40,522 - mmaction - INFO - Epoch [19][100/492] lr: 1.000e-03, eta: 0:13:18, time: 0.876, data_time: 0.001, memory: 10907, loss_action_cls: 0.0312, recall@thr=0.5: 0.8839, prec@thr=0.5: 0.8821, recall@top3: 0.9739, prec@top3: 0.3424, recall@top5: 0.9848, prec@top5: 0.2077, loss: 0.0312, grad_norm: 0.4056 2021-01-25 15:57:57,868 - mmaction - INFO - Epoch [19][120/492] lr: 1.000e-03, eta: 0:13:00, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.0318, recall@thr=0.5: 0.8899, prec@thr=0.5: 0.8891, recall@top3: 0.9657, prec@top3: 0.3369, recall@top5: 0.9811, prec@top5: 0.2055, loss: 0.0318, grad_norm: 0.3463 2021-01-25 15:58:15,186 - mmaction - INFO - Epoch [19][140/492] lr: 1.000e-03, eta: 0:12:42, time: 0.866, data_time: 0.001, memory: 10907, loss_action_cls: 0.0302, recall@thr=0.5: 0.8955, prec@thr=0.5: 0.8930, recall@top3: 0.9712, prec@top3: 0.3384, recall@top5: 0.9825, prec@top5: 0.2054, loss: 0.0302, grad_norm: 0.3411 2021-01-25 15:58:32,599 - mmaction - INFO - Epoch [19][160/492] lr: 1.000e-03, eta: 0:12:23, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.0305, recall@thr=0.5: 0.8932, prec@thr=0.5: 0.8868, recall@top3: 0.9759, prec@top3: 0.3397, recall@top5: 0.9830, prec@top5: 0.2052, loss: 0.0305, grad_norm: 0.3554 2021-01-25 15:58:49,962 - mmaction - INFO - Epoch [19][180/492] lr: 1.000e-03, eta: 0:12:05, time: 0.868, data_time: 0.002, memory: 10907, loss_action_cls: 0.0348, recall@thr=0.5: 0.8775, prec@thr=0.5: 0.8750, recall@top3: 0.9650, prec@top3: 0.3395, recall@top5: 0.9782, prec@top5: 0.2065, loss: 0.0348, grad_norm: 0.3838 2021-01-25 15:59:07,445 - mmaction - INFO - Epoch [19][200/492] lr: 1.000e-03, eta: 0:11:47, time: 0.874, data_time: 0.002, memory: 10907, loss_action_cls: 0.0324, recall@thr=0.5: 0.8884, prec@thr=0.5: 0.8852, recall@top3: 0.9695, prec@top3: 0.3372, recall@top5: 0.9837, prec@top5: 0.2056, loss: 0.0324, grad_norm: 0.3547 2021-01-25 15:59:24,779 - mmaction - INFO - Epoch [19][220/492] lr: 1.000e-03, eta: 0:11:29, time: 0.868, data_time: 0.002, memory: 10907, loss_action_cls: 0.0346, recall@thr=0.5: 0.8784, prec@thr=0.5: 0.8747, recall@top3: 0.9684, prec@top3: 0.3381, recall@top5: 0.9824, prec@top5: 0.2059, loss: 0.0346, grad_norm: 0.3743 2021-01-25 15:59:42,113 - mmaction - INFO - Epoch [19][240/492] lr: 1.000e-03, eta: 0:11:11, time: 0.867, data_time: 0.002, memory: 10907, loss_action_cls: 0.0292, recall@thr=0.5: 0.8902, prec@thr=0.5: 0.8853, recall@top3: 0.9726, prec@top3: 0.3404, recall@top5: 0.9819, prec@top5: 0.2063, loss: 0.0292, grad_norm: 0.3280 2021-01-25 15:59:59,477 - mmaction - INFO - Epoch [19][260/492] lr: 1.000e-03, eta: 0:10:53, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.0343, recall@thr=0.5: 0.8777, prec@thr=0.5: 0.8727, recall@top3: 0.9704, prec@top3: 0.3369, recall@top5: 0.9814, prec@top5: 0.2045, loss: 0.0343, grad_norm: 0.4103 2021-01-25 16:00:16,800 - mmaction - INFO - Epoch [19][280/492] lr: 1.000e-03, eta: 0:10:35, time: 0.866, data_time: 0.001, memory: 10907, loss_action_cls: 0.0336, recall@thr=0.5: 0.8864, prec@thr=0.5: 0.8810, recall@top3: 0.9702, prec@top3: 0.3382, recall@top5: 0.9823, prec@top5: 0.2055, loss: 0.0336, grad_norm: 0.3817 2021-01-25 16:00:34,122 - mmaction - INFO - Epoch [19][300/492] lr: 1.000e-03, eta: 0:10:17, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.0322, recall@thr=0.5: 0.8883, prec@thr=0.5: 0.8812, recall@top3: 0.9675, prec@top3: 0.3371, recall@top5: 0.9854, prec@top5: 0.2061, loss: 0.0322, grad_norm: 0.3674 2021-01-25 16:00:51,400 - mmaction - INFO - Epoch [19][320/492] lr: 1.000e-03, eta: 0:09:59, time: 0.864, data_time: 0.001, memory: 10907, loss_action_cls: 0.0342, recall@thr=0.5: 0.8778, prec@thr=0.5: 0.8734, recall@top3: 0.9715, prec@top3: 0.3381, recall@top5: 0.9822, prec@top5: 0.2052, loss: 0.0342, grad_norm: 0.4065 2021-01-25 16:01:08,799 - mmaction - INFO - Epoch [19][340/492] lr: 1.000e-03, eta: 0:09:41, time: 0.869, data_time: 0.001, memory: 10907, loss_action_cls: 0.0333, recall@thr=0.5: 0.8808, prec@thr=0.5: 0.8772, recall@top3: 0.9671, prec@top3: 0.3365, recall@top5: 0.9816, prec@top5: 0.2050, loss: 0.0333, grad_norm: 0.3791 2021-01-25 16:01:26,184 - mmaction - INFO - Epoch [19][360/492] lr: 1.000e-03, eta: 0:09:22, time: 0.870, data_time: 0.002, memory: 10907, loss_action_cls: 0.0356, recall@thr=0.5: 0.8719, prec@thr=0.5: 0.8716, recall@top3: 0.9660, prec@top3: 0.3381, recall@top5: 0.9798, prec@top5: 0.2059, loss: 0.0356, grad_norm: 0.3791 2021-01-25 16:01:43,652 - mmaction - INFO - Epoch [19][380/492] lr: 1.000e-03, eta: 0:09:04, time: 0.873, data_time: 0.001, memory: 10907, loss_action_cls: 0.0333, recall@thr=0.5: 0.8790, prec@thr=0.5: 0.8730, recall@top3: 0.9685, prec@top3: 0.3395, recall@top5: 0.9821, prec@top5: 0.2066, loss: 0.0333, grad_norm: 0.3803 2021-01-25 16:02:01,062 - mmaction - INFO - Epoch [19][400/492] lr: 1.000e-03, eta: 0:08:46, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.0339, recall@thr=0.5: 0.8828, prec@thr=0.5: 0.8767, recall@top3: 0.9648, prec@top3: 0.3361, recall@top5: 0.9792, prec@top5: 0.2049, loss: 0.0339, grad_norm: 0.3833 2021-01-25 16:02:18,309 - mmaction - INFO - Epoch [19][420/492] lr: 1.000e-03, eta: 0:08:28, time: 0.862, data_time: 0.001, memory: 10907, loss_action_cls: 0.0352, recall@thr=0.5: 0.8729, prec@thr=0.5: 0.8698, recall@top3: 0.9697, prec@top3: 0.3414, recall@top5: 0.9806, prec@top5: 0.2072, loss: 0.0352, grad_norm: 0.3983 2021-01-25 16:02:35,967 - mmaction - INFO - Epoch [19][440/492] lr: 1.000e-03, eta: 0:08:10, time: 0.883, data_time: 0.001, memory: 10907, loss_action_cls: 0.0304, recall@thr=0.5: 0.8929, prec@thr=0.5: 0.8929, recall@top3: 0.9723, prec@top3: 0.3456, recall@top5: 0.9822, prec@top5: 0.2095, loss: 0.0304, grad_norm: 0.3623 2021-01-25 16:02:53,327 - mmaction - INFO - Epoch [19][460/492] lr: 1.000e-03, eta: 0:07:52, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.0337, recall@thr=0.5: 0.8821, prec@thr=0.5: 0.8789, recall@top3: 0.9702, prec@top3: 0.3422, recall@top5: 0.9816, prec@top5: 0.2078, loss: 0.0337, grad_norm: 0.3930 2021-01-25 16:03:10,830 - mmaction - INFO - Epoch [19][480/492] lr: 1.000e-03, eta: 0:07:34, time: 0.876, data_time: 0.002, memory: 10907, loss_action_cls: 0.0345, recall@thr=0.5: 0.8760, prec@thr=0.5: 0.8726, recall@top3: 0.9674, prec@top3: 0.3400, recall@top5: 0.9818, prec@top5: 0.2071, loss: 0.0345, grad_norm: 0.3960 2021-01-25 16:03:21,483 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-01-25 16:05:19,058 - mmaction - INFO - Evaluating proposal ... 2021-01-25 16:05:25,152 - mmaction - INFO - Recall@0.5@100 0.9088 AR@100 0.7354 2021-01-25 16:05:25,152 - mmaction - INFO - Evaluating bbox ... 2021-01-25 16:06:09,226 - mmaction - INFO - mAP@0.5IOU 0.2784 2021-01-25 16:06:09,280 - mmaction - INFO - Epoch(val) [19][492] Recall@0.5@100: 0.9088, AR@100: 0.7354, mAP@0.5IOU: 0.2784 2021-01-25 16:06:53,244 - mmaction - INFO - Epoch [20][20/492] lr: 1.000e-03, eta: 0:07:06, time: 2.197, data_time: 1.319, memory: 10907, loss_action_cls: 0.0368, recall@thr=0.5: 0.8638, prec@thr=0.5: 0.8577, recall@top3: 0.9662, prec@top3: 0.3365, recall@top5: 0.9807, prec@top5: 0.2050, loss: 0.0368, grad_norm: 0.4131 2021-01-25 16:07:10,752 - mmaction - INFO - Epoch [20][40/492] lr: 1.000e-03, eta: 0:06:48, time: 0.876, data_time: 0.002, memory: 10907, loss_action_cls: 0.0327, recall@thr=0.5: 0.8842, prec@thr=0.5: 0.8840, recall@top3: 0.9688, prec@top3: 0.3425, recall@top5: 0.9787, prec@top5: 0.2076, loss: 0.0327, grad_norm: 0.3831 2021-01-25 16:07:28,156 - mmaction - INFO - Epoch [20][60/492] lr: 1.000e-03, eta: 0:06:30, time: 0.870, data_time: 0.001, memory: 10907, loss_action_cls: 0.0315, recall@thr=0.5: 0.8873, prec@thr=0.5: 0.8864, recall@top3: 0.9712, prec@top3: 0.3421, recall@top5: 0.9857, prec@top5: 0.2082, loss: 0.0315, grad_norm: 0.3800 2021-01-25 16:07:45,562 - mmaction - INFO - Epoch [20][80/492] lr: 1.000e-03, eta: 0:06:12, time: 0.871, data_time: 0.002, memory: 10907, loss_action_cls: 0.0332, recall@thr=0.5: 0.8853, prec@thr=0.5: 0.8758, recall@top3: 0.9665, prec@top3: 0.3342, recall@top5: 0.9775, prec@top5: 0.2029, loss: 0.0332, grad_norm: 0.3552 2021-01-25 16:08:02,926 - mmaction - INFO - Epoch [20][100/492] lr: 1.000e-03, eta: 0:05:53, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.0317, recall@thr=0.5: 0.8834, prec@thr=0.5: 0.8798, recall@top3: 0.9659, prec@top3: 0.3345, recall@top5: 0.9759, prec@top5: 0.2028, loss: 0.0317, grad_norm: 0.3688 2021-01-25 16:08:20,475 - mmaction - INFO - Epoch [20][120/492] lr: 1.000e-03, eta: 0:05:35, time: 0.877, data_time: 0.002, memory: 10907, loss_action_cls: 0.0342, recall@thr=0.5: 0.8784, prec@thr=0.5: 0.8786, recall@top3: 0.9692, prec@top3: 0.3392, recall@top5: 0.9845, prec@top5: 0.2068, loss: 0.0342, grad_norm: 0.3788 2021-01-25 16:08:37,896 - mmaction - INFO - Epoch [20][140/492] lr: 1.000e-03, eta: 0:05:17, time: 0.872, data_time: 0.002, memory: 10907, loss_action_cls: 0.0334, recall@thr=0.5: 0.8852, prec@thr=0.5: 0.8847, recall@top3: 0.9674, prec@top3: 0.3399, recall@top5: 0.9802, prec@top5: 0.2070, loss: 0.0334, grad_norm: 0.3715 2021-01-25 16:08:55,090 - mmaction - INFO - Epoch [20][160/492] lr: 1.000e-03, eta: 0:04:59, time: 0.859, data_time: 0.001, memory: 10907, loss_action_cls: 0.0338, recall@thr=0.5: 0.8802, prec@thr=0.5: 0.8750, recall@top3: 0.9720, prec@top3: 0.3383, recall@top5: 0.9799, prec@top5: 0.2047, loss: 0.0338, grad_norm: 0.3678 2021-01-25 16:09:12,643 - mmaction - INFO - Epoch [20][180/492] lr: 1.000e-03, eta: 0:04:41, time: 0.878, data_time: 0.001, memory: 10907, loss_action_cls: 0.0325, recall@thr=0.5: 0.8864, prec@thr=0.5: 0.8827, recall@top3: 0.9732, prec@top3: 0.3398, recall@top5: 0.9828, prec@top5: 0.2060, loss: 0.0325, grad_norm: 0.3871 2021-01-25 16:09:30,054 - mmaction - INFO - Epoch [20][200/492] lr: 1.000e-03, eta: 0:04:23, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.0321, recall@thr=0.5: 0.8854, prec@thr=0.5: 0.8832, recall@top3: 0.9713, prec@top3: 0.3400, recall@top5: 0.9797, prec@top5: 0.2059, loss: 0.0321, grad_norm: 0.3695 2021-01-25 16:09:47,618 - mmaction - INFO - Epoch [20][220/492] lr: 1.000e-03, eta: 0:04:05, time: 0.878, data_time: 0.001, memory: 10907, loss_action_cls: 0.0345, recall@thr=0.5: 0.8848, prec@thr=0.5: 0.8810, recall@top3: 0.9696, prec@top3: 0.3394, recall@top5: 0.9840, prec@top5: 0.2067, loss: 0.0345, grad_norm: 0.3921 2021-01-25 16:10:05,041 - mmaction - INFO - Epoch [20][240/492] lr: 1.000e-03, eta: 0:03:47, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.0325, recall@thr=0.5: 0.8825, prec@thr=0.5: 0.8770, recall@top3: 0.9697, prec@top3: 0.3395, recall@top5: 0.9803, prec@top5: 0.2059, loss: 0.0325, grad_norm: 0.3659 2021-01-25 16:10:22,659 - mmaction - INFO - Epoch [20][260/492] lr: 1.000e-03, eta: 0:03:29, time: 0.881, data_time: 0.001, memory: 10907, loss_action_cls: 0.0319, recall@thr=0.5: 0.8789, prec@thr=0.5: 0.8770, recall@top3: 0.9668, prec@top3: 0.3394, recall@top5: 0.9785, prec@top5: 0.2063, loss: 0.0319, grad_norm: 0.3597 2021-01-25 16:10:40,081 - mmaction - INFO - Epoch [20][280/492] lr: 1.000e-03, eta: 0:03:11, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.0350, recall@thr=0.5: 0.8713, prec@thr=0.5: 0.8653, recall@top3: 0.9661, prec@top3: 0.3382, recall@top5: 0.9801, prec@top5: 0.2058, loss: 0.0350, grad_norm: 0.3813 2021-01-25 16:10:57,526 - mmaction - INFO - Epoch [20][300/492] lr: 1.000e-03, eta: 0:02:53, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.0315, recall@thr=0.5: 0.8874, prec@thr=0.5: 0.8855, recall@top3: 0.9635, prec@top3: 0.3350, recall@top5: 0.9759, prec@top5: 0.2037, loss: 0.0315, grad_norm: 0.3688 2021-01-25 16:11:14,941 - mmaction - INFO - Epoch [20][320/492] lr: 1.000e-03, eta: 0:02:35, time: 0.871, data_time: 0.001, memory: 10907, loss_action_cls: 0.0329, recall@thr=0.5: 0.8854, prec@thr=0.5: 0.8839, recall@top3: 0.9692, prec@top3: 0.3410, recall@top5: 0.9798, prec@top5: 0.2068, loss: 0.0329, grad_norm: 0.3647 2021-01-25 16:11:32,288 - mmaction - INFO - Epoch [20][340/492] lr: 1.000e-03, eta: 0:02:17, time: 0.867, data_time: 0.001, memory: 10907, loss_action_cls: 0.0330, recall@thr=0.5: 0.8901, prec@thr=0.5: 0.8806, recall@top3: 0.9714, prec@top3: 0.3426, recall@top5: 0.9824, prec@top5: 0.2080, loss: 0.0330, grad_norm: 0.4005 2021-01-25 16:11:49,839 - mmaction - INFO - Epoch [20][360/492] lr: 1.000e-03, eta: 0:01:59, time: 0.877, data_time: 0.001, memory: 10907, loss_action_cls: 0.0316, recall@thr=0.5: 0.8840, prec@thr=0.5: 0.8831, recall@top3: 0.9724, prec@top3: 0.3420, recall@top5: 0.9786, prec@top5: 0.2066, loss: 0.0316, grad_norm: 0.3612 2021-01-25 16:12:07,266 - mmaction - INFO - Epoch [20][380/492] lr: 1.000e-03, eta: 0:01:41, time: 0.872, data_time: 0.001, memory: 10907, loss_action_cls: 0.0318, recall@thr=0.5: 0.8811, prec@thr=0.5: 0.8777, recall@top3: 0.9660, prec@top3: 0.3357, recall@top5: 0.9797, prec@top5: 0.2042, loss: 0.0318, grad_norm: 0.3586 2021-01-25 16:12:24,642 - mmaction - INFO - Epoch [20][400/492] lr: 1.000e-03, eta: 0:01:22, time: 0.868, data_time: 0.001, memory: 10907, loss_action_cls: 0.0317, recall@thr=0.5: 0.8896, prec@thr=0.5: 0.8850, recall@top3: 0.9687, prec@top3: 0.3375, recall@top5: 0.9768, prec@top5: 0.2043, loss: 0.0317, grad_norm: 0.3640 2021-01-25 16:12:41,924 - mmaction - INFO - Epoch [20][420/492] lr: 1.000e-03, eta: 0:01:04, time: 0.864, data_time: 0.002, memory: 10907, loss_action_cls: 0.0324, recall@thr=0.5: 0.8799, prec@thr=0.5: 0.8800, recall@top3: 0.9728, prec@top3: 0.3419, recall@top5: 0.9821, prec@top5: 0.2072, loss: 0.0324, grad_norm: 0.3933 2021-01-25 16:12:59,218 - mmaction - INFO - Epoch [20][440/492] lr: 1.000e-03, eta: 0:00:46, time: 0.865, data_time: 0.002, memory: 10907, loss_action_cls: 0.0356, recall@thr=0.5: 0.8674, prec@thr=0.5: 0.8660, recall@top3: 0.9647, prec@top3: 0.3359, recall@top5: 0.9804, prec@top5: 0.2050, loss: 0.0356, grad_norm: 0.3958 2021-01-25 16:13:16,694 - mmaction - INFO - Epoch [20][460/492] lr: 1.000e-03, eta: 0:00:28, time: 0.874, data_time: 0.001, memory: 10907, loss_action_cls: 0.0359, recall@thr=0.5: 0.8703, prec@thr=0.5: 0.8697, recall@top3: 0.9640, prec@top3: 0.3394, recall@top5: 0.9762, prec@top5: 0.2064, loss: 0.0359, grad_norm: 0.3738 2021-01-25 16:13:33,956 - mmaction - INFO - Epoch [20][480/492] lr: 1.000e-03, eta: 0:00:10, time: 0.863, data_time: 0.001, memory: 10907, loss_action_cls: 0.0335, recall@thr=0.5: 0.8787, prec@thr=0.5: 0.8743, recall@top3: 0.9662, prec@top3: 0.3366, recall@top5: 0.9798, prec@top5: 0.2049, loss: 0.0335, grad_norm: 0.3848 2021-01-25 16:13:44,626 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-01-25 16:15:43,764 - mmaction - INFO - Evaluating proposal ... 2021-01-25 16:15:49,383 - mmaction - INFO - Recall@0.5@100 0.9088 AR@100 0.7354 2021-01-25 16:15:49,383 - mmaction - INFO - Evaluating bbox ... 2021-01-25 16:16:29,112 - mmaction - INFO - mAP@0.5IOU 0.2840 2021-01-25 16:16:29,169 - mmaction - INFO - Epoch(val) [20][492] Recall@0.5@100: 0.9088, AR@100: 0.7354, mAP@0.5IOU: 0.2840