2020-12-21 14:30:06,876 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.6 (default, Jan 8 2020, 19:59:22) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: TITAN Xp CUDA_HOME: /mnt/lustre/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.5.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 912ce228837d1ce28e1a61806118835de03f5751) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_70,code=compute_70 - CuDNN 7.6.5 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_INTERNAL_THREADPOOL_IMPL -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.6.0 OpenCV: 4.2.0 MMCV: 1.2.2 MMCV Compiler: GCC 5.3 MMCV CUDA Compiler: 9.0 MMAction2: 0.9.0+921d605 ------------------------------------------------------------ 2020-12-21 14:30:06,903 - mmaction - INFO - Distributed training: True 2020-12-21 14:30:06,903 - mmaction - INFO - Config: /mnt/lustre/duanhaodong1/mmaction2/configs/ava/ava_sf4x16_context.py # model setting model = dict( type='FastRCNN', backbone=dict( type='ResNet3dSlowFast', pretrained=None, resample_rate=8, speed_ratio=8, channel_ratio=8, slow_pathway=dict( type='resnet3d', depth=50, pretrained=None, lateral=True, conv1_kernel=(1, 7, 7), dilations=(1, 1, 1, 1), conv1_stride_t=1, pool1_stride_t=1, inflate=(0, 0, 1, 1), spatial_strides=(1, 2, 2, 1)), fast_pathway=dict( type='resnet3d', depth=50, pretrained=None, lateral=False, base_channels=8, conv1_kernel=(5, 7, 7), conv1_stride_t=1, pool1_stride_t=1, spatial_strides=(1, 2, 2, 1))), roi_head=dict( type='AVARoIHead', bbox_roi_extractor=dict( type='SingleRoIExtractor3D', roi_layer_type='RoIAlign', output_size=8, with_temporal_pool=True, with_global=True), bbox_head=dict( type='BBoxHeadAVA', in_channels=4608, num_classes=81, multilabel=True, dropout_ratio=0.5))) train_cfg = dict( rcnn=dict( assigner=dict( type='MaxIoUAssignerAVA', pos_iou_thr=0.9, neg_iou_thr=0.9, min_pos_iou=0.9), sampler=dict( type='RandomSampler', num=32, pos_fraction=1, neg_pos_ub=-1, add_gt_as_proposals=True), pos_weight=1.0, debug=False)) test_cfg = dict(rcnn=dict(action_thr=0.00)) dataset_type = 'AVADataset' data_root = '/mnt/lustre21/DATAshare2/duanhaodong/ava/frames' anno_root = '/mnt/lustre21/DATAshare2/duanhaodong/ava/annotations' ann_file_train = f'{anno_root}/ava_train_v2.1.csv' ann_file_val = f'{anno_root}/ava_val_v2.1.csv' exclude_file_train = f'{anno_root}/ava_train_excluded_timestamps_v2.1.csv' exclude_file_val = f'{anno_root}/ava_val_excluded_timestamps_v2.1.csv' label_file = f'{anno_root}/ava_action_list_v2.1_for_activitynet_2018.pbtxt' proposal_file_train = (f'{anno_root}/ava_dense_proposals_train.FAIR.' 'recall_93.9.pkl') proposal_file_val = f'{anno_root}/ava_dense_proposals_val.FAIR.recall_93.9.pkl' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleAVAFrames', clip_len=32, frame_interval=2), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='RandomRescale', scale_range=(256, 320)), dict(type='RandomCrop', size=256), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW', collapse=True), # Rename is needed to use mmdet detectors dict(type='Rename', mapping=dict(imgs='img')), dict(type='ToTensor', keys=['img', 'proposals', 'gt_bboxes', 'gt_labels']), dict( type='ToDataContainer', fields=[ dict(key=['proposals', 'gt_bboxes', 'gt_labels'], stack=False) ]), dict( type='Collect', keys=['img', 'proposals', 'gt_bboxes', 'gt_labels'], meta_keys=['scores', 'entity_ids']) ] # The testing is w/o. any cropping / flipping val_pipeline = [ dict(type='SampleAVAFrames', clip_len=32, frame_interval=2), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW', collapse=True), # Rename is needed to use mmdet detectors dict(type='Rename', mapping=dict(imgs='img')), dict(type='ToTensor', keys=['img', 'proposals']), dict(type='ToDataContainer', fields=[dict(key='proposals', stack=False)]), dict( type='Collect', keys=['img', 'proposals'], meta_keys=['scores', 'img_shape'], nested=True) ] data = dict( videos_per_gpu=9, workers_per_gpu=4, val_dataloader=dict(videos_per_gpu=1), test_dataloader=dict(videos_per_gpu=1), train=dict( type=dataset_type, ann_file=ann_file_train, exclude_file=exclude_file_train, pipeline=train_pipeline, label_file=label_file, proposal_file=proposal_file_train, person_det_score_thr=0.9, data_prefix=data_root), val=dict( type=dataset_type, ann_file=ann_file_val, exclude_file=exclude_file_val, pipeline=val_pipeline, label_file=label_file, proposal_file=proposal_file_val, person_det_score_thr=0.9, data_prefix=data_root)) data['test'] = data['val'] optimizer = dict(type='SGD', lr=0.225, momentum=0.9, weight_decay=0.00001) # this lr is used for 8 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict( policy='step', step=[10, 15], warmup='linear', warmup_by_epoch=True, warmup_iters=5, warmup_ratio=0.1) total_epochs = 20 checkpoint_config = dict(interval=1) workflow = [('train', 1)] evaluation = dict(interval=1) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/ava/ava_sf4x16_context' load_from = 'https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_4x16x1_256e_kinetics400_rgb/slowfast_r50_4x16x1_256e_kinetics400_rgb_20200704-bcde7ed7.pth' resume_from = None find_unused_parameters = False 2020-12-21 14:30:40,521 - mmaction - INFO - 184378 out of 184378 frames are valid. 2020-12-21 14:30:57,985 - mmaction - INFO - load checkpoint from https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_4x16x1_256e_kinetics400_rgb/slowfast_r50_4x16x1_256e_kinetics400_rgb_20200704-bcde7ed7.pth 2020-12-21 14:30:59,731 - mmaction - WARNING - The model and loaded state dict do not match exactly unexpected key in source state_dict: cls_head.fc_cls.weight, cls_head.fc_cls.bias missing keys in source state_dict: roi_head.bbox_head.fc_cls.weight, roi_head.bbox_head.fc_cls.bias 2020-12-21 14:30:59,743 - mmaction - INFO - Start running, host: duanhaodong1@SH-IDC2-172-20-21-22, work_dir: /mnt/lustre/duanhaodong1/mmaction2/work_dirs/ava/ava_sf4x16_context 2020-12-21 14:30:59,743 - mmaction - INFO - workflow: [('train', 1)], max: 20 epochs 2020-12-21 14:32:29,616 - mmaction - INFO - Epoch [1][20/1281] lr: 2.310e-02, eta: 1 day, 7:55:35, time: 4.490, data_time: 2.703, memory: 10406, loss_action_cls: 0.1516, recall@thr=0.5: 0.3045, prec@thr=0.5: 0.3722, recall@top3: 0.4732, prec@top3: 0.3982, recall@top5: 0.6949, prec@top5: 0.3531, loss: 0.1516, grad_norm: 1.0395 2020-12-21 14:33:08,144 - mmaction - INFO - Epoch [1][40/1281] lr: 2.373e-02, eta: 22:47:09, time: 1.924, data_time: 0.001, memory: 10430, loss_action_cls: 0.1061, recall@thr=0.5: 0.3750, prec@thr=0.5: 0.4845, recall@top3: 0.5669, prec@top3: 0.4768, recall@top5: 0.7798, prec@top5: 0.3967, loss: 0.1061, grad_norm: 0.4726 2020-12-21 14:33:44,623 - mmaction - INFO - Epoch [1][60/1281] lr: 2.437e-02, eta: 19:29:48, time: 1.824, data_time: 0.042, memory: 10430, loss_action_cls: 0.0874, recall@thr=0.5: 0.3980, prec@thr=0.5: 0.5154, recall@top3: 0.6019, prec@top3: 0.4995, recall@top5: 0.8054, prec@top5: 0.4066, loss: 0.0874, grad_norm: 0.3905 2020-12-21 14:34:22,082 - mmaction - INFO - Epoch [1][80/1281] lr: 2.500e-02, eta: 17:56:07, time: 1.874, data_time: 0.080, memory: 10430, loss_action_cls: 0.0789, recall@thr=0.5: 0.4014, prec@thr=0.5: 0.5186, recall@top3: 0.6157, prec@top3: 0.5063, recall@top5: 0.8191, prec@top5: 0.4090, loss: 0.0789, grad_norm: 0.4053 2020-12-21 14:34:59,480 - mmaction - INFO - Epoch [1][100/1281] lr: 2.563e-02, eta: 16:59:12, time: 1.869, data_time: 0.001, memory: 10430, loss_action_cls: 0.0744, recall@thr=0.5: 0.4277, prec@thr=0.5: 0.5379, recall@top3: 0.6232, prec@top3: 0.5204, recall@top5: 0.8220, prec@top5: 0.4172, loss: 0.0744, grad_norm: 0.3252 2020-12-21 14:35:32,842 - mmaction - INFO - Epoch [1][120/1281] lr: 2.626e-02, eta: 16:06:52, time: 1.669, data_time: 0.002, memory: 10430, loss_action_cls: 0.0703, recall@thr=0.5: 0.4471, prec@thr=0.5: 0.5540, recall@top3: 0.6448, prec@top3: 0.5325, recall@top5: 0.8306, prec@top5: 0.4185, loss: 0.0703, grad_norm: 0.2893 2020-12-21 14:36:08,552 - mmaction - INFO - Epoch [1][140/1281] lr: 2.689e-02, eta: 15:36:22, time: 1.785, data_time: 0.001, memory: 10430, loss_action_cls: 0.0677, recall@thr=0.5: 0.4278, prec@thr=0.5: 0.5409, recall@top3: 0.6410, prec@top3: 0.5212, recall@top5: 0.8334, prec@top5: 0.4147, loss: 0.0677, grad_norm: 0.2567 2020-12-21 14:36:44,295 - mmaction - INFO - Epoch [1][160/1281] lr: 2.753e-02, eta: 15:13:25, time: 1.786, data_time: 0.002, memory: 10430, loss_action_cls: 0.0662, recall@thr=0.5: 0.4418, prec@thr=0.5: 0.5619, recall@top3: 0.6432, prec@top3: 0.5307, recall@top5: 0.8288, prec@top5: 0.4179, loss: 0.0662, grad_norm: 0.2734 2020-12-21 14:37:22,083 - mmaction - INFO - Epoch [1][180/1281] lr: 2.816e-02, eta: 15:00:16, time: 1.889, data_time: 0.003, memory: 10430, loss_action_cls: 0.0637, recall@thr=0.5: 0.4613, prec@thr=0.5: 0.5730, recall@top3: 0.6520, prec@top3: 0.5378, recall@top5: 0.8326, prec@top5: 0.4183, loss: 0.0637, grad_norm: 0.3444 2020-12-21 14:37:56,946 - mmaction - INFO - Epoch [1][200/1281] lr: 2.879e-02, eta: 14:43:36, time: 1.746, data_time: 0.004, memory: 10430, loss_action_cls: 0.0615, recall@thr=0.5: 0.4633, prec@thr=0.5: 0.5859, recall@top3: 0.6620, prec@top3: 0.5460, recall@top5: 0.8397, prec@top5: 0.4232, loss: 0.0615, grad_norm: 0.2902 2020-12-21 14:38:35,162 - mmaction - INFO - Epoch [1][220/1281] lr: 2.942e-02, eta: 14:36:04, time: 1.908, data_time: 0.001, memory: 10430, loss_action_cls: 0.0619, recall@thr=0.5: 0.4600, prec@thr=0.5: 0.5632, recall@top3: 0.6530, prec@top3: 0.5384, recall@top5: 0.8363, prec@top5: 0.4193, loss: 0.0619, grad_norm: 0.3007 2020-12-21 14:39:09,069 - mmaction - INFO - Epoch [1][240/1281] lr: 3.006e-02, eta: 14:22:17, time: 1.698, data_time: 0.004, memory: 10433, loss_action_cls: 0.0608, recall@thr=0.5: 0.4804, prec@thr=0.5: 0.5967, recall@top3: 0.6632, prec@top3: 0.5491, recall@top5: 0.8484, prec@top5: 0.4278, loss: 0.0608, grad_norm: 0.3481 2020-12-21 14:39:47,050 - mmaction - INFO - Epoch [1][260/1281] lr: 3.069e-02, eta: 14:17:03, time: 1.898, data_time: 0.001, memory: 10433, loss_action_cls: 0.0592, recall@thr=0.5: 0.4980, prec@thr=0.5: 0.6032, recall@top3: 0.6778, prec@top3: 0.5634, recall@top5: 0.8492, prec@top5: 0.4308, loss: 0.0592, grad_norm: 0.2942 2020-12-21 14:40:19,076 - mmaction - INFO - Epoch [1][280/1281] lr: 3.132e-02, eta: 14:03:30, time: 1.601, data_time: 0.001, memory: 10433, loss_action_cls: 0.0591, recall@thr=0.5: 0.4849, prec@thr=0.5: 0.6007, recall@top3: 0.6720, prec@top3: 0.5572, recall@top5: 0.8500, prec@top5: 0.4298, loss: 0.0591, grad_norm: 0.2998 2020-12-21 14:40:53,064 - mmaction - INFO - Epoch [1][300/1281] lr: 3.195e-02, eta: 13:54:28, time: 1.700, data_time: 0.002, memory: 10433, loss_action_cls: 0.0571, recall@thr=0.5: 0.4858, prec@thr=0.5: 0.5958, recall@top3: 0.6780, prec@top3: 0.5557, recall@top5: 0.8526, prec@top5: 0.4263, loss: 0.0571, grad_norm: 0.2908 2020-12-21 14:41:29,744 - mmaction - INFO - Epoch [1][320/1281] lr: 3.259e-02, eta: 13:50:01, time: 1.834, data_time: 0.001, memory: 10433, loss_action_cls: 0.0578, recall@thr=0.5: 0.4847, prec@thr=0.5: 0.6013, recall@top3: 0.6762, prec@top3: 0.5539, recall@top5: 0.8535, prec@top5: 0.4264, loss: 0.0578, grad_norm: 0.2407 2020-12-21 14:42:06,411 - mmaction - INFO - Epoch [1][340/1281] lr: 3.322e-02, eta: 13:46:02, time: 1.834, data_time: 0.001, memory: 10433, loss_action_cls: 0.0574, recall@thr=0.5: 0.4858, prec@thr=0.5: 0.6048, recall@top3: 0.6805, prec@top3: 0.5572, recall@top5: 0.8574, prec@top5: 0.4289, loss: 0.0574, grad_norm: 0.2827 2020-12-21 14:42:37,525 - mmaction - INFO - Epoch [1][360/1281] lr: 3.385e-02, eta: 13:35:55, time: 1.556, data_time: 0.001, memory: 10433, loss_action_cls: 0.0565, recall@thr=0.5: 0.5124, prec@thr=0.5: 0.6179, recall@top3: 0.6840, prec@top3: 0.5656, recall@top5: 0.8551, prec@top5: 0.4322, loss: 0.0565, grad_norm: 0.2369 2020-12-21 14:43:15,005 - mmaction - INFO - Epoch [1][380/1281] lr: 3.448e-02, eta: 13:33:50, time: 1.873, data_time: 0.001, memory: 10433, loss_action_cls: 0.0574, recall@thr=0.5: 0.4969, prec@thr=0.5: 0.6085, recall@top3: 0.6888, prec@top3: 0.5645, recall@top5: 0.8574, prec@top5: 0.4302, loss: 0.0574, grad_norm: 0.2612 2020-12-21 14:43:47,817 - mmaction - INFO - Epoch [1][400/1281] lr: 3.511e-02, eta: 13:27:00, time: 1.641, data_time: 0.002, memory: 10447, loss_action_cls: 0.0577, recall@thr=0.5: 0.5016, prec@thr=0.5: 0.6131, recall@top3: 0.6823, prec@top3: 0.5646, recall@top5: 0.8557, prec@top5: 0.4339, loss: 0.0577, grad_norm: 0.3145 2020-12-21 14:44:21,228 - mmaction - INFO - Epoch [1][420/1281] lr: 3.575e-02, eta: 13:21:23, time: 1.670, data_time: 0.181, memory: 10447, loss_action_cls: 0.0549, recall@thr=0.5: 0.5132, prec@thr=0.5: 0.6197, recall@top3: 0.6905, prec@top3: 0.5680, recall@top5: 0.8587, prec@top5: 0.4302, loss: 0.0549, grad_norm: 0.2538 2020-12-21 14:44:54,474 - mmaction - INFO - Epoch [1][440/1281] lr: 3.638e-02, eta: 13:16:03, time: 1.662, data_time: 0.002, memory: 10447, loss_action_cls: 0.0550, recall@thr=0.5: 0.5212, prec@thr=0.5: 0.6298, recall@top3: 0.6963, prec@top3: 0.5666, recall@top5: 0.8648, prec@top5: 0.4307, loss: 0.0550, grad_norm: 0.2602 2020-12-21 14:45:30,276 - mmaction - INFO - Epoch [1][460/1281] lr: 3.701e-02, eta: 13:13:29, time: 1.791, data_time: 0.002, memory: 10447, loss_action_cls: 0.0569, recall@thr=0.5: 0.4926, prec@thr=0.5: 0.6129, recall@top3: 0.6784, prec@top3: 0.5574, recall@top5: 0.8554, prec@top5: 0.4298, loss: 0.0569, grad_norm: 0.3134 2020-12-21 14:46:04,748 - mmaction - INFO - Epoch [1][480/1281] lr: 3.764e-02, eta: 13:09:55, time: 1.724, data_time: 0.001, memory: 10447, loss_action_cls: 0.0567, recall@thr=0.5: 0.5120, prec@thr=0.5: 0.6114, recall@top3: 0.6888, prec@top3: 0.5638, recall@top5: 0.8584, prec@top5: 0.4306, loss: 0.0567, grad_norm: 0.2786 2020-12-21 14:46:40,136 - mmaction - INFO - Epoch [1][500/1281] lr: 3.828e-02, eta: 13:07:20, time: 1.769, data_time: 0.001, memory: 10447, loss_action_cls: 0.0555, recall@thr=0.5: 0.5152, prec@thr=0.5: 0.6312, recall@top3: 0.6946, prec@top3: 0.5753, recall@top5: 0.8630, prec@top5: 0.4383, loss: 0.0555, grad_norm: 0.2763 2020-12-21 14:47:13,118 - mmaction - INFO - Epoch [1][520/1281] lr: 3.891e-02, eta: 13:02:59, time: 1.649, data_time: 0.002, memory: 10447, loss_action_cls: 0.0566, recall@thr=0.5: 0.5058, prec@thr=0.5: 0.6185, recall@top3: 0.6830, prec@top3: 0.5564, recall@top5: 0.8556, prec@top5: 0.4272, loss: 0.0566, grad_norm: 0.3294 2020-12-21 14:47:47,164 - mmaction - INFO - Epoch [1][540/1281] lr: 3.954e-02, eta: 12:59:41, time: 1.700, data_time: 0.001, memory: 10447, loss_action_cls: 0.0538, recall@thr=0.5: 0.5310, prec@thr=0.5: 0.6396, recall@top3: 0.6999, prec@top3: 0.5822, recall@top5: 0.8711, prec@top5: 0.4417, loss: 0.0538, grad_norm: 0.2237 2020-12-21 14:48:20,677 - mmaction - INFO - Epoch [1][560/1281] lr: 4.017e-02, eta: 12:56:15, time: 1.676, data_time: 0.004, memory: 10447, loss_action_cls: 0.0532, recall@thr=0.5: 0.5407, prec@thr=0.5: 0.6395, recall@top3: 0.7084, prec@top3: 0.5823, recall@top5: 0.8756, prec@top5: 0.4401, loss: 0.0532, grad_norm: 0.2275 2020-12-21 14:48:53,494 - mmaction - INFO - Epoch [1][580/1281] lr: 4.081e-02, eta: 12:52:31, time: 1.642, data_time: 0.003, memory: 10447, loss_action_cls: 0.0541, recall@thr=0.5: 0.5265, prec@thr=0.5: 0.6311, recall@top3: 0.7035, prec@top3: 0.5653, recall@top5: 0.8655, prec@top5: 0.4259, loss: 0.0541, grad_norm: 0.2583 2020-12-21 14:49:26,978 - mmaction - INFO - Epoch [1][600/1281] lr: 4.144e-02, eta: 12:49:27, time: 1.674, data_time: 0.002, memory: 10447, loss_action_cls: 0.0523, recall@thr=0.5: 0.5377, prec@thr=0.5: 0.6435, recall@top3: 0.7080, prec@top3: 0.5792, recall@top5: 0.8766, prec@top5: 0.4389, loss: 0.0523, grad_norm: 0.2351 2020-12-21 14:50:01,496 - mmaction - INFO - Epoch [1][620/1281] lr: 4.207e-02, eta: 12:47:13, time: 1.725, data_time: 0.002, memory: 10447, loss_action_cls: 0.0535, recall@thr=0.5: 0.5292, prec@thr=0.5: 0.6405, recall@top3: 0.7029, prec@top3: 0.5756, recall@top5: 0.8668, prec@top5: 0.4348, loss: 0.0535, grad_norm: 0.2326 2020-12-21 14:50:35,653 - mmaction - INFO - Epoch [1][640/1281] lr: 4.270e-02, eta: 12:44:51, time: 1.707, data_time: 0.385, memory: 10447, loss_action_cls: 0.0522, recall@thr=0.5: 0.5403, prec@thr=0.5: 0.6500, recall@top3: 0.7066, prec@top3: 0.5826, recall@top5: 0.8781, prec@top5: 0.4408, loss: 0.0522, grad_norm: 0.2174 2020-12-21 14:51:07,554 - mmaction - INFO - Epoch [1][660/1281] lr: 4.333e-02, eta: 12:41:13, time: 1.598, data_time: 0.364, memory: 10447, loss_action_cls: 0.0533, recall@thr=0.5: 0.5243, prec@thr=0.5: 0.6303, recall@top3: 0.6959, prec@top3: 0.5756, recall@top5: 0.8663, prec@top5: 0.4380, loss: 0.0533, grad_norm: 0.1842 2020-12-21 14:51:39,190 - mmaction - INFO - Epoch [1][680/1281] lr: 4.397e-02, eta: 12:37:33, time: 1.580, data_time: 0.371, memory: 10447, loss_action_cls: 0.0522, recall@thr=0.5: 0.5426, prec@thr=0.5: 0.6441, recall@top3: 0.7123, prec@top3: 0.5857, recall@top5: 0.8761, prec@top5: 0.4409, loss: 0.0522, grad_norm: 0.2576 2020-12-21 14:52:12,176 - mmaction - INFO - Epoch [1][700/1281] lr: 4.460e-02, eta: 12:34:55, time: 1.651, data_time: 0.036, memory: 10447, loss_action_cls: 0.0527, recall@thr=0.5: 0.5442, prec@thr=0.5: 0.6528, recall@top3: 0.7128, prec@top3: 0.5845, recall@top5: 0.8706, prec@top5: 0.4369, loss: 0.0527, grad_norm: 0.2204 2020-12-21 14:52:44,524 - mmaction - INFO - Epoch [1][720/1281] lr: 4.523e-02, eta: 12:31:58, time: 1.615, data_time: 0.069, memory: 10447, loss_action_cls: 0.0540, recall@thr=0.5: 0.5391, prec@thr=0.5: 0.6430, recall@top3: 0.6995, prec@top3: 0.5766, recall@top5: 0.8672, prec@top5: 0.4381, loss: 0.0540, grad_norm: 0.2639 2020-12-21 14:53:19,848 - mmaction - INFO - Epoch [1][740/1281] lr: 4.586e-02, eta: 12:30:50, time: 1.765, data_time: 0.003, memory: 10447, loss_action_cls: 0.0514, recall@thr=0.5: 0.5341, prec@thr=0.5: 0.6458, recall@top3: 0.7149, prec@top3: 0.5832, recall@top5: 0.8776, prec@top5: 0.4381, loss: 0.0514, grad_norm: 0.1933 2020-12-21 14:53:53,018 - mmaction - INFO - Epoch [1][760/1281] lr: 4.650e-02, eta: 12:28:35, time: 1.659, data_time: 0.005, memory: 10447, loss_action_cls: 0.0517, recall@thr=0.5: 0.5468, prec@thr=0.5: 0.6505, recall@top3: 0.7124, prec@top3: 0.5813, recall@top5: 0.8774, prec@top5: 0.4370, loss: 0.0517, grad_norm: 0.1846 2020-12-21 14:54:26,028 - mmaction - INFO - Epoch [1][780/1281] lr: 4.713e-02, eta: 12:26:21, time: 1.654, data_time: 0.004, memory: 10447, loss_action_cls: 0.0512, recall@thr=0.5: 0.5511, prec@thr=0.5: 0.6520, recall@top3: 0.7186, prec@top3: 0.5815, recall@top5: 0.8796, prec@top5: 0.4366, loss: 0.0512, grad_norm: 0.2247 2020-12-21 14:54:56,833 - mmaction - INFO - Epoch [1][800/1281] lr: 4.776e-02, eta: 12:23:02, time: 1.540, data_time: 0.025, memory: 10456, loss_action_cls: 0.0500, recall@thr=0.5: 0.5713, prec@thr=0.5: 0.6724, recall@top3: 0.7225, prec@top3: 0.5977, recall@top5: 0.8860, prec@top5: 0.4475, loss: 0.0500, grad_norm: 0.1830 2020-12-21 14:55:30,495 - mmaction - INFO - Epoch [1][820/1281] lr: 4.839e-02, eta: 12:21:18, time: 1.683, data_time: 0.002, memory: 10456, loss_action_cls: 0.0514, recall@thr=0.5: 0.5585, prec@thr=0.5: 0.6555, recall@top3: 0.7149, prec@top3: 0.5870, recall@top5: 0.8805, prec@top5: 0.4416, loss: 0.0514, grad_norm: 0.1997 2020-12-21 14:56:03,884 - mmaction - INFO - Epoch [1][840/1281] lr: 4.903e-02, eta: 12:19:28, time: 1.669, data_time: 0.002, memory: 10456, loss_action_cls: 0.0502, recall@thr=0.5: 0.5645, prec@thr=0.5: 0.6686, recall@top3: 0.7224, prec@top3: 0.5938, recall@top5: 0.8833, prec@top5: 0.4443, loss: 0.0502, grad_norm: 0.2008 2020-12-21 14:56:34,816 - mmaction - INFO - Epoch [1][860/1281] lr: 4.966e-02, eta: 12:16:32, time: 1.548, data_time: 0.009, memory: 10456, loss_action_cls: 0.0489, recall@thr=0.5: 0.5608, prec@thr=0.5: 0.6685, recall@top3: 0.7293, prec@top3: 0.5908, recall@top5: 0.8869, prec@top5: 0.4399, loss: 0.0489, grad_norm: 0.1924 2020-12-21 14:57:07,509 - mmaction - INFO - Epoch [1][880/1281] lr: 5.029e-02, eta: 12:14:32, time: 1.634, data_time: 0.001, memory: 10456, loss_action_cls: 0.0500, recall@thr=0.5: 0.5683, prec@thr=0.5: 0.6686, recall@top3: 0.7275, prec@top3: 0.5931, recall@top5: 0.8827, prec@top5: 0.4409, loss: 0.0500, grad_norm: 0.1814 2020-12-21 14:57:38,789 - mmaction - INFO - Epoch [1][900/1281] lr: 5.092e-02, eta: 12:11:57, time: 1.564, data_time: 0.002, memory: 10456, loss_action_cls: 0.0502, recall@thr=0.5: 0.5614, prec@thr=0.5: 0.6627, recall@top3: 0.7280, prec@top3: 0.5895, recall@top5: 0.8881, prec@top5: 0.4407, loss: 0.0502, grad_norm: 0.2008 2020-12-21 14:58:11,833 - mmaction - INFO - Epoch [1][920/1281] lr: 5.156e-02, eta: 12:10:15, time: 1.652, data_time: 0.001, memory: 10456, loss_action_cls: 0.0503, recall@thr=0.5: 0.5571, prec@thr=0.5: 0.6598, recall@top3: 0.7191, prec@top3: 0.5876, recall@top5: 0.8812, prec@top5: 0.4407, loss: 0.0503, grad_norm: 0.2318 2020-12-21 14:58:44,480 - mmaction - INFO - Epoch [1][940/1281] lr: 5.219e-02, eta: 12:08:25, time: 1.632, data_time: 0.001, memory: 10456, loss_action_cls: 0.0506, recall@thr=0.5: 0.5640, prec@thr=0.5: 0.6650, recall@top3: 0.7214, prec@top3: 0.5907, recall@top5: 0.8841, prec@top5: 0.4422, loss: 0.0506, grad_norm: 0.2298 2020-12-21 14:59:18,463 - mmaction - INFO - Epoch [1][960/1281] lr: 5.282e-02, eta: 12:07:12, time: 1.698, data_time: 0.002, memory: 10456, loss_action_cls: 0.0503, recall@thr=0.5: 0.5616, prec@thr=0.5: 0.6649, recall@top3: 0.7191, prec@top3: 0.5881, recall@top5: 0.8797, prec@top5: 0.4396, loss: 0.0503, grad_norm: 0.1903 2020-12-21 14:59:49,879 - mmaction - INFO - Epoch [1][980/1281] lr: 5.345e-02, eta: 12:04:57, time: 1.572, data_time: 0.003, memory: 10456, loss_action_cls: 0.0506, recall@thr=0.5: 0.5594, prec@thr=0.5: 0.6679, recall@top3: 0.7223, prec@top3: 0.5921, recall@top5: 0.8824, prec@top5: 0.4429, loss: 0.0506, grad_norm: 0.2152 2020-12-21 15:00:24,186 - mmaction - INFO - Epoch [1][1000/1281] lr: 5.408e-02, eta: 12:03:57, time: 1.715, data_time: 0.001, memory: 10456, loss_action_cls: 0.0512, recall@thr=0.5: 0.5709, prec@thr=0.5: 0.6572, recall@top3: 0.7192, prec@top3: 0.5870, recall@top5: 0.8762, prec@top5: 0.4386, loss: 0.0512, grad_norm: 0.2327 2020-12-21 15:00:57,289 - mmaction - INFO - Epoch [1][1020/1281] lr: 5.472e-02, eta: 12:02:29, time: 1.656, data_time: 0.002, memory: 10456, loss_action_cls: 0.0504, recall@thr=0.5: 0.5568, prec@thr=0.5: 0.6691, recall@top3: 0.7274, prec@top3: 0.5962, recall@top5: 0.8840, prec@top5: 0.4428, loss: 0.0504, grad_norm: 0.1731 2020-12-21 15:01:28,280 - mmaction - INFO - Epoch [1][1040/1281] lr: 5.535e-02, eta: 12:00:13, time: 1.548, data_time: 0.002, memory: 10456, loss_action_cls: 0.0492, recall@thr=0.5: 0.5763, prec@thr=0.5: 0.6782, recall@top3: 0.7303, prec@top3: 0.5997, recall@top5: 0.8878, prec@top5: 0.4468, loss: 0.0492, grad_norm: 0.1696 2020-12-21 15:02:03,132 - mmaction - INFO - Epoch [1][1060/1281] lr: 5.598e-02, eta: 11:59:32, time: 1.745, data_time: 0.003, memory: 10456, loss_action_cls: 0.0495, recall@thr=0.5: 0.5690, prec@thr=0.5: 0.6617, recall@top3: 0.7305, prec@top3: 0.5897, recall@top5: 0.8885, prec@top5: 0.4399, loss: 0.0495, grad_norm: 0.1831 2020-12-21 15:02:36,176 - mmaction - INFO - Epoch [1][1080/1281] lr: 5.661e-02, eta: 11:58:08, time: 1.652, data_time: 0.001, memory: 10456, loss_action_cls: 0.0494, recall@thr=0.5: 0.5681, prec@thr=0.5: 0.6694, recall@top3: 0.7270, prec@top3: 0.5971, recall@top5: 0.8856, prec@top5: 0.4438, loss: 0.0494, grad_norm: 0.1680 2020-12-21 15:03:06,002 - mmaction - INFO - Epoch [1][1100/1281] lr: 5.725e-02, eta: 11:55:35, time: 1.490, data_time: 0.114, memory: 10456, loss_action_cls: 0.0498, recall@thr=0.5: 0.5797, prec@thr=0.5: 0.6804, recall@top3: 0.7291, prec@top3: 0.6106, recall@top5: 0.8882, prec@top5: 0.4538, loss: 0.0498, grad_norm: 0.1859 2020-12-21 15:03:38,669 - mmaction - INFO - Epoch [1][1120/1281] lr: 5.788e-02, eta: 11:54:09, time: 1.635, data_time: 0.002, memory: 10456, loss_action_cls: 0.0488, recall@thr=0.5: 0.5797, prec@thr=0.5: 0.6834, recall@top3: 0.7358, prec@top3: 0.5988, recall@top5: 0.8822, prec@top5: 0.4397, loss: 0.0488, grad_norm: 0.1734 2020-12-21 15:04:11,693 - mmaction - INFO - Epoch [1][1140/1281] lr: 5.851e-02, eta: 11:52:51, time: 1.648, data_time: 0.001, memory: 10456, loss_action_cls: 0.0506, recall@thr=0.5: 0.5673, prec@thr=0.5: 0.6696, recall@top3: 0.7197, prec@top3: 0.5917, recall@top5: 0.8830, prec@top5: 0.4449, loss: 0.0506, grad_norm: 0.2253 2020-12-21 15:04:42,334 - mmaction - INFO - Epoch [1][1160/1281] lr: 5.914e-02, eta: 11:50:45, time: 1.533, data_time: 0.016, memory: 10456, loss_action_cls: 0.0483, recall@thr=0.5: 0.5894, prec@thr=0.5: 0.6820, recall@top3: 0.7410, prec@top3: 0.6110, recall@top5: 0.8886, prec@top5: 0.4479, loss: 0.0483, grad_norm: 0.1655 2020-12-21 15:05:17,942 - mmaction - INFO - Epoch [1][1180/1281] lr: 5.978e-02, eta: 11:50:24, time: 1.777, data_time: 0.244, memory: 10456, loss_action_cls: 0.0485, recall@thr=0.5: 0.5727, prec@thr=0.5: 0.6725, recall@top3: 0.7313, prec@top3: 0.5950, recall@top5: 0.8893, prec@top5: 0.4423, loss: 0.0485, grad_norm: 0.1685 2020-12-21 15:05:51,153 - mmaction - INFO - Epoch [1][1200/1281] lr: 6.041e-02, eta: 11:49:17, time: 1.663, data_time: 0.513, memory: 10456, loss_action_cls: 0.0489, recall@thr=0.5: 0.5710, prec@thr=0.5: 0.6717, recall@top3: 0.7375, prec@top3: 0.6041, recall@top5: 0.8903, prec@top5: 0.4461, loss: 0.0489, grad_norm: 0.2003 2020-12-21 15:06:22,549 - mmaction - INFO - Epoch [1][1220/1281] lr: 6.104e-02, eta: 11:47:33, time: 1.572, data_time: 0.375, memory: 10456, loss_action_cls: 0.0494, recall@thr=0.5: 0.5817, prec@thr=0.5: 0.6799, recall@top3: 0.7324, prec@top3: 0.6022, recall@top5: 0.8922, prec@top5: 0.4482, loss: 0.0494, grad_norm: 0.1959 2020-12-21 15:06:51,656 - mmaction - INFO - Epoch [1][1240/1281] lr: 6.167e-02, eta: 11:45:06, time: 1.453, data_time: 0.142, memory: 10456, loss_action_cls: 0.0497, recall@thr=0.5: 0.5587, prec@thr=0.5: 0.6756, recall@top3: 0.7230, prec@top3: 0.5881, recall@top5: 0.8842, prec@top5: 0.4400, loss: 0.0497, grad_norm: 0.2086 2020-12-21 15:07:23,302 - mmaction - INFO - Epoch [1][1260/1281] lr: 6.230e-02, eta: 11:43:33, time: 1.585, data_time: 0.256, memory: 10456, loss_action_cls: 0.0487, recall@thr=0.5: 0.5717, prec@thr=0.5: 0.6736, recall@top3: 0.7289, prec@top3: 0.6040, recall@top5: 0.8884, prec@top5: 0.4500, loss: 0.0487, grad_norm: 0.1609 2020-12-21 15:07:53,004 - mmaction - INFO - Epoch [1][1280/1281] lr: 6.294e-02, eta: 11:41:24, time: 1.486, data_time: 0.002, memory: 10456, loss_action_cls: 0.0478, recall@thr=0.5: 0.5755, prec@thr=0.5: 0.6851, recall@top3: 0.7350, prec@top3: 0.5927, recall@top5: 0.8857, prec@top5: 0.4387, loss: 0.0478, grad_norm: 0.1631 2020-12-21 15:07:56,692 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-12-21 15:18:28,167 - mmaction - INFO - Evaluating proposal ... 2020-12-21 15:19:36,848 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-21 15:19:36,849 - mmaction - INFO - Evaluating bbox ... 2020-12-21 15:28:04,787 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.1917 2020-12-21 15:28:05,841 - mmaction - INFO - Epoch(val) [1][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.1917 2020-12-21 15:29:23,825 - mmaction - INFO - Epoch [2][20/1281] lr: 6.360e-02, eta: 11:53:46, time: 3.898, data_time: 2.762, memory: 10456, loss_action_cls: 0.0476, recall@thr=0.5: 0.5869, prec@thr=0.5: 0.6874, recall@top3: 0.7397, prec@top3: 0.6085, recall@top5: 0.8930, prec@top5: 0.4489, loss: 0.0476, grad_norm: 0.1590 2020-12-21 15:29:56,122 - mmaction - INFO - Epoch [2][40/1281] lr: 6.423e-02, eta: 11:52:17, time: 1.615, data_time: 0.344, memory: 10456, loss_action_cls: 0.0474, recall@thr=0.5: 0.5867, prec@thr=0.5: 0.6891, recall@top3: 0.7400, prec@top3: 0.6013, recall@top5: 0.8962, prec@top5: 0.4467, loss: 0.0474, grad_norm: 0.1756 2020-12-21 15:30:27,918 - mmaction - INFO - Epoch [2][60/1281] lr: 6.487e-02, eta: 11:50:40, time: 1.587, data_time: 0.007, memory: 10456, loss_action_cls: 0.0470, recall@thr=0.5: 0.5879, prec@thr=0.5: 0.6856, recall@top3: 0.7455, prec@top3: 0.6050, recall@top5: 0.8960, prec@top5: 0.4459, loss: 0.0470, grad_norm: 0.1811 2020-12-21 15:30:57,825 - mmaction - INFO - Epoch [2][80/1281] lr: 6.550e-02, eta: 11:48:33, time: 1.497, data_time: 0.004, memory: 10456, loss_action_cls: 0.0486, recall@thr=0.5: 0.5738, prec@thr=0.5: 0.6819, recall@top3: 0.7327, prec@top3: 0.5994, recall@top5: 0.8914, prec@top5: 0.4465, loss: 0.0486, grad_norm: 0.1952 2020-12-21 15:31:27,751 - mmaction - INFO - Epoch [2][100/1281] lr: 6.613e-02, eta: 11:46:28, time: 1.497, data_time: 0.025, memory: 10456, loss_action_cls: 0.0485, recall@thr=0.5: 0.5861, prec@thr=0.5: 0.6859, recall@top3: 0.7344, prec@top3: 0.6086, recall@top5: 0.8859, prec@top5: 0.4499, loss: 0.0485, grad_norm: 0.1600 2020-12-21 15:31:58,423 - mmaction - INFO - Epoch [2][120/1281] lr: 6.676e-02, eta: 11:44:38, time: 1.533, data_time: 0.148, memory: 10456, loss_action_cls: 0.0472, recall@thr=0.5: 0.5952, prec@thr=0.5: 0.6903, recall@top3: 0.7446, prec@top3: 0.6055, recall@top5: 0.8924, prec@top5: 0.4449, loss: 0.0472, grad_norm: 0.1736 2020-12-21 15:32:30,027 - mmaction - INFO - Epoch [2][140/1281] lr: 6.739e-02, eta: 11:43:06, time: 1.578, data_time: 0.002, memory: 10456, loss_action_cls: 0.0473, recall@thr=0.5: 0.5831, prec@thr=0.5: 0.6841, recall@top3: 0.7401, prec@top3: 0.6022, recall@top5: 0.8950, prec@top5: 0.4443, loss: 0.0473, grad_norm: 0.1691 2020-12-21 15:33:02,529 - mmaction - INFO - Epoch [2][160/1281] lr: 6.803e-02, eta: 11:41:53, time: 1.628, data_time: 0.004, memory: 10456, loss_action_cls: 0.0475, recall@thr=0.5: 0.5946, prec@thr=0.5: 0.6914, recall@top3: 0.7376, prec@top3: 0.6115, recall@top5: 0.8977, prec@top5: 0.4562, loss: 0.0475, grad_norm: 0.1617 2020-12-21 15:33:34,189 - mmaction - INFO - Epoch [2][180/1281] lr: 6.866e-02, eta: 11:40:25, time: 1.582, data_time: 0.001, memory: 10456, loss_action_cls: 0.0486, recall@thr=0.5: 0.5798, prec@thr=0.5: 0.6807, recall@top3: 0.7339, prec@top3: 0.6039, recall@top5: 0.8872, prec@top5: 0.4469, loss: 0.0486, grad_norm: 0.2036 2020-12-21 15:34:04,974 - mmaction - INFO - Epoch [2][200/1281] lr: 6.929e-02, eta: 11:38:45, time: 1.540, data_time: 0.002, memory: 10456, loss_action_cls: 0.0486, recall@thr=0.5: 0.5779, prec@thr=0.5: 0.6856, recall@top3: 0.7328, prec@top3: 0.5990, recall@top5: 0.8897, prec@top5: 0.4448, loss: 0.0486, grad_norm: 0.1711 2020-12-21 15:34:37,150 - mmaction - INFO - Epoch [2][220/1281] lr: 6.992e-02, eta: 11:37:29, time: 1.608, data_time: 0.002, memory: 10456, loss_action_cls: 0.0467, recall@thr=0.5: 0.5921, prec@thr=0.5: 0.6945, recall@top3: 0.7479, prec@top3: 0.6107, recall@top5: 0.8943, prec@top5: 0.4473, loss: 0.0467, grad_norm: 0.1548 2020-12-21 15:35:05,405 - mmaction - INFO - Epoch [2][240/1281] lr: 7.056e-02, eta: 11:35:12, time: 1.413, data_time: 0.003, memory: 10456, loss_action_cls: 0.0465, recall@thr=0.5: 0.5998, prec@thr=0.5: 0.6986, recall@top3: 0.7472, prec@top3: 0.6129, recall@top5: 0.8978, prec@top5: 0.4512, loss: 0.0465, grad_norm: 0.1477 2020-12-21 15:35:35,632 - mmaction - INFO - Epoch [2][260/1281] lr: 7.119e-02, eta: 11:33:29, time: 1.510, data_time: 0.002, memory: 10456, loss_action_cls: 0.0471, recall@thr=0.5: 0.5950, prec@thr=0.5: 0.6898, recall@top3: 0.7428, prec@top3: 0.6072, recall@top5: 0.8954, prec@top5: 0.4478, loss: 0.0471, grad_norm: 0.1477 2020-12-21 15:36:04,026 - mmaction - INFO - Epoch [2][280/1281] lr: 7.182e-02, eta: 11:31:19, time: 1.419, data_time: 0.015, memory: 10456, loss_action_cls: 0.0468, recall@thr=0.5: 0.6039, prec@thr=0.5: 0.7072, recall@top3: 0.7502, prec@top3: 0.6141, recall@top5: 0.9002, prec@top5: 0.4515, loss: 0.0468, grad_norm: 0.1448 2020-12-21 15:36:35,133 - mmaction - INFO - Epoch [2][300/1281] lr: 7.245e-02, eta: 11:29:54, time: 1.558, data_time: 0.011, memory: 10456, loss_action_cls: 0.0468, recall@thr=0.5: 0.5953, prec@thr=0.5: 0.6957, recall@top3: 0.7438, prec@top3: 0.6108, recall@top5: 0.8957, prec@top5: 0.4498, loss: 0.0468, grad_norm: 0.1754 2020-12-21 15:37:04,263 - mmaction - INFO - Epoch [2][320/1281] lr: 7.309e-02, eta: 11:27:59, time: 1.454, data_time: 0.001, memory: 10456, loss_action_cls: 0.0466, recall@thr=0.5: 0.6046, prec@thr=0.5: 0.7029, recall@top3: 0.7413, prec@top3: 0.6108, recall@top5: 0.8953, prec@top5: 0.4517, loss: 0.0466, grad_norm: 0.1742 2020-12-21 15:37:34,075 - mmaction - INFO - Epoch [2][340/1281] lr: 7.372e-02, eta: 11:26:17, time: 1.491, data_time: 0.011, memory: 10456, loss_action_cls: 0.0472, recall@thr=0.5: 0.5942, prec@thr=0.5: 0.6937, recall@top3: 0.7427, prec@top3: 0.6061, recall@top5: 0.8934, prec@top5: 0.4472, loss: 0.0472, grad_norm: 0.1668 2020-12-21 15:38:03,627 - mmaction - INFO - Epoch [2][360/1281] lr: 7.435e-02, eta: 11:24:33, time: 1.478, data_time: 0.037, memory: 10456, loss_action_cls: 0.0472, recall@thr=0.5: 0.5876, prec@thr=0.5: 0.6906, recall@top3: 0.7429, prec@top3: 0.6038, recall@top5: 0.8944, prec@top5: 0.4449, loss: 0.0472, grad_norm: 0.1512 2020-12-21 15:38:32,971 - mmaction - INFO - Epoch [2][380/1281] lr: 7.498e-02, eta: 11:22:49, time: 1.470, data_time: 0.003, memory: 10456, loss_action_cls: 0.0463, recall@thr=0.5: 0.6055, prec@thr=0.5: 0.7013, recall@top3: 0.7513, prec@top3: 0.6094, recall@top5: 0.8986, prec@top5: 0.4463, loss: 0.0463, grad_norm: 0.1573 2020-12-21 15:39:04,501 - mmaction - INFO - Epoch [2][400/1281] lr: 7.561e-02, eta: 11:21:37, time: 1.576, data_time: 0.294, memory: 10458, loss_action_cls: 0.0472, recall@thr=0.5: 0.5855, prec@thr=0.5: 0.6814, recall@top3: 0.7415, prec@top3: 0.5979, recall@top5: 0.8956, prec@top5: 0.4419, loss: 0.0472, grad_norm: 0.1678 2020-12-21 15:39:33,342 - mmaction - INFO - Epoch [2][420/1281] lr: 7.625e-02, eta: 11:19:47, time: 1.440, data_time: 0.125, memory: 10458, loss_action_cls: 0.0467, recall@thr=0.5: 0.6014, prec@thr=0.5: 0.7005, recall@top3: 0.7502, prec@top3: 0.6086, recall@top5: 0.8982, prec@top5: 0.4477, loss: 0.0467, grad_norm: 0.1548 2020-12-21 15:40:04,412 - mmaction - INFO - Epoch [2][440/1281] lr: 7.688e-02, eta: 11:18:31, time: 1.553, data_time: 0.134, memory: 10458, loss_action_cls: 0.0466, recall@thr=0.5: 0.5984, prec@thr=0.5: 0.6940, recall@top3: 0.7499, prec@top3: 0.6103, recall@top5: 0.8976, prec@top5: 0.4486, loss: 0.0466, grad_norm: 0.1479 2020-12-21 15:40:35,883 - mmaction - INFO - Epoch [2][460/1281] lr: 7.751e-02, eta: 11:17:21, time: 1.574, data_time: 0.003, memory: 10458, loss_action_cls: 0.0464, recall@thr=0.5: 0.5955, prec@thr=0.5: 0.7033, recall@top3: 0.7519, prec@top3: 0.6056, recall@top5: 0.8975, prec@top5: 0.4440, loss: 0.0464, grad_norm: 0.1495 2020-12-21 15:41:03,332 - mmaction - INFO - Epoch [2][480/1281] lr: 7.814e-02, eta: 11:15:18, time: 1.373, data_time: 0.003, memory: 10458, loss_action_cls: 0.0460, recall@thr=0.5: 0.6118, prec@thr=0.5: 0.7080, recall@top3: 0.7511, prec@top3: 0.6177, recall@top5: 0.8969, prec@top5: 0.4522, loss: 0.0460, grad_norm: 0.1438 2020-12-21 15:41:35,160 - mmaction - INFO - Epoch [2][500/1281] lr: 7.878e-02, eta: 11:14:15, time: 1.590, data_time: 0.003, memory: 10458, loss_action_cls: 0.0457, recall@thr=0.5: 0.6101, prec@thr=0.5: 0.7112, recall@top3: 0.7538, prec@top3: 0.6173, recall@top5: 0.9034, prec@top5: 0.4523, loss: 0.0457, grad_norm: 0.1514 2020-12-21 15:42:04,299 - mmaction - INFO - Epoch [2][520/1281] lr: 7.941e-02, eta: 11:12:38, time: 1.460, data_time: 0.004, memory: 10458, loss_action_cls: 0.0465, recall@thr=0.5: 0.6087, prec@thr=0.5: 0.7023, recall@top3: 0.7477, prec@top3: 0.6079, recall@top5: 0.8977, prec@top5: 0.4483, loss: 0.0465, grad_norm: 0.1365 2020-12-21 15:42:34,421 - mmaction - INFO - Epoch [2][540/1281] lr: 8.004e-02, eta: 11:11:15, time: 1.504, data_time: 0.002, memory: 10458, loss_action_cls: 0.0463, recall@thr=0.5: 0.6050, prec@thr=0.5: 0.7029, recall@top3: 0.7532, prec@top3: 0.6115, recall@top5: 0.9014, prec@top5: 0.4489, loss: 0.0463, grad_norm: 0.1513 2020-12-21 15:43:04,573 - mmaction - INFO - Epoch [2][560/1281] lr: 8.067e-02, eta: 11:09:53, time: 1.509, data_time: 0.094, memory: 10458, loss_action_cls: 0.0471, recall@thr=0.5: 0.5945, prec@thr=0.5: 0.6932, recall@top3: 0.7397, prec@top3: 0.6093, recall@top5: 0.8931, prec@top5: 0.4505, loss: 0.0471, grad_norm: 0.1669 2020-12-21 15:43:33,309 - mmaction - INFO - Epoch [2][580/1281] lr: 8.131e-02, eta: 11:08:15, time: 1.438, data_time: 0.086, memory: 10458, loss_action_cls: 0.0458, recall@thr=0.5: 0.6027, prec@thr=0.5: 0.6998, recall@top3: 0.7522, prec@top3: 0.6091, recall@top5: 0.8963, prec@top5: 0.4450, loss: 0.0458, grad_norm: 0.1365 2020-12-21 15:44:04,324 - mmaction - INFO - Epoch [2][600/1281] lr: 8.194e-02, eta: 11:07:07, time: 1.550, data_time: 0.051, memory: 10458, loss_action_cls: 0.0460, recall@thr=0.5: 0.5918, prec@thr=0.5: 0.6995, recall@top3: 0.7492, prec@top3: 0.6099, recall@top5: 0.8984, prec@top5: 0.4469, loss: 0.0460, grad_norm: 0.1390 2020-12-21 15:44:34,781 - mmaction - INFO - Epoch [2][620/1281] lr: 8.257e-02, eta: 11:05:52, time: 1.522, data_time: 0.002, memory: 10458, loss_action_cls: 0.0463, recall@thr=0.5: 0.6008, prec@thr=0.5: 0.6952, recall@top3: 0.7510, prec@top3: 0.6074, recall@top5: 0.8994, prec@top5: 0.4458, loss: 0.0463, grad_norm: 0.1578 2020-12-21 15:45:07,224 - mmaction - INFO - Epoch [2][640/1281] lr: 8.320e-02, eta: 11:05:03, time: 1.623, data_time: 0.002, memory: 10458, loss_action_cls: 0.0465, recall@thr=0.5: 0.5975, prec@thr=0.5: 0.7040, recall@top3: 0.7513, prec@top3: 0.6160, recall@top5: 0.8991, prec@top5: 0.4525, loss: 0.0465, grad_norm: 0.1452 2020-12-21 15:45:36,105 - mmaction - INFO - Epoch [2][660/1281] lr: 8.383e-02, eta: 11:03:31, time: 1.442, data_time: 0.001, memory: 10458, loss_action_cls: 0.0453, recall@thr=0.5: 0.6121, prec@thr=0.5: 0.7132, recall@top3: 0.7614, prec@top3: 0.6247, recall@top5: 0.9079, prec@top5: 0.4569, loss: 0.0453, grad_norm: 0.1656 2020-12-21 15:46:05,064 - mmaction - INFO - Epoch [2][680/1281] lr: 8.447e-02, eta: 11:02:00, time: 1.447, data_time: 0.003, memory: 10458, loss_action_cls: 0.0456, recall@thr=0.5: 0.6140, prec@thr=0.5: 0.7137, recall@top3: 0.7589, prec@top3: 0.6119, recall@top5: 0.9033, prec@top5: 0.4462, loss: 0.0456, grad_norm: 0.1273 2020-12-21 15:46:35,092 - mmaction - INFO - Epoch [2][700/1281] lr: 8.510e-02, eta: 11:00:45, time: 1.502, data_time: 0.004, memory: 10458, loss_action_cls: 0.0464, recall@thr=0.5: 0.5886, prec@thr=0.5: 0.6997, recall@top3: 0.7457, prec@top3: 0.6123, recall@top5: 0.9000, prec@top5: 0.4514, loss: 0.0464, grad_norm: 0.1406 2020-12-21 15:47:06,180 - mmaction - INFO - Epoch [2][720/1281] lr: 8.573e-02, eta: 10:59:43, time: 1.556, data_time: 0.003, memory: 10458, loss_action_cls: 0.0467, recall@thr=0.5: 0.6119, prec@thr=0.5: 0.6975, recall@top3: 0.7490, prec@top3: 0.6114, recall@top5: 0.8920, prec@top5: 0.4458, loss: 0.0467, grad_norm: 0.1388 2020-12-21 15:47:38,366 - mmaction - INFO - Epoch [2][740/1281] lr: 8.636e-02, eta: 10:58:53, time: 1.607, data_time: 0.001, memory: 10458, loss_action_cls: 0.0454, recall@thr=0.5: 0.6075, prec@thr=0.5: 0.7095, recall@top3: 0.7515, prec@top3: 0.6158, recall@top5: 0.8973, prec@top5: 0.4506, loss: 0.0454, grad_norm: 0.1296 2020-12-21 15:48:05,980 - mmaction - INFO - Epoch [2][760/1281] lr: 8.700e-02, eta: 10:57:12, time: 1.383, data_time: 0.014, memory: 10458, loss_action_cls: 0.0469, recall@thr=0.5: 0.6192, prec@thr=0.5: 0.7168, recall@top3: 0.7521, prec@top3: 0.6211, recall@top5: 0.9005, prec@top5: 0.4559, loss: 0.0469, grad_norm: 0.1445 2020-12-21 15:48:37,638 - mmaction - INFO - Epoch [2][780/1281] lr: 8.763e-02, eta: 10:56:18, time: 1.583, data_time: 0.002, memory: 10467, loss_action_cls: 0.0453, recall@thr=0.5: 0.6088, prec@thr=0.5: 0.7094, recall@top3: 0.7558, prec@top3: 0.6094, recall@top5: 0.9001, prec@top5: 0.4444, loss: 0.0453, grad_norm: 0.1419 2020-12-21 15:49:09,035 - mmaction - INFO - Epoch [2][800/1281] lr: 8.826e-02, eta: 10:55:22, time: 1.570, data_time: 0.002, memory: 10467, loss_action_cls: 0.0452, recall@thr=0.5: 0.6151, prec@thr=0.5: 0.7123, recall@top3: 0.7571, prec@top3: 0.6176, recall@top5: 0.9030, prec@top5: 0.4524, loss: 0.0452, grad_norm: 0.1522 2020-12-21 15:49:36,774 - mmaction - INFO - Epoch [2][820/1281] lr: 8.889e-02, eta: 10:53:44, time: 1.384, data_time: 0.001, memory: 10467, loss_action_cls: 0.0450, recall@thr=0.5: 0.6190, prec@thr=0.5: 0.7070, recall@top3: 0.7592, prec@top3: 0.6265, recall@top5: 0.9040, prec@top5: 0.4578, loss: 0.0450, grad_norm: 0.1493 2020-12-21 15:50:08,952 - mmaction - INFO - Epoch [2][840/1281] lr: 8.953e-02, eta: 10:52:58, time: 1.612, data_time: 0.004, memory: 10467, loss_action_cls: 0.0446, recall@thr=0.5: 0.6257, prec@thr=0.5: 0.7219, recall@top3: 0.7601, prec@top3: 0.6248, recall@top5: 0.9011, prec@top5: 0.4531, loss: 0.0446, grad_norm: 0.1192 2020-12-21 15:50:39,558 - mmaction - INFO - Epoch [2][860/1281] lr: 9.016e-02, eta: 10:51:55, time: 1.529, data_time: 0.001, memory: 10467, loss_action_cls: 0.0457, recall@thr=0.5: 0.6173, prec@thr=0.5: 0.7156, recall@top3: 0.7527, prec@top3: 0.6215, recall@top5: 0.8984, prec@top5: 0.4536, loss: 0.0457, grad_norm: 0.1587 2020-12-21 15:51:08,806 - mmaction - INFO - Epoch [2][880/1281] lr: 9.079e-02, eta: 10:50:37, time: 1.463, data_time: 0.002, memory: 10467, loss_action_cls: 0.0454, recall@thr=0.5: 0.6267, prec@thr=0.5: 0.7164, recall@top3: 0.7568, prec@top3: 0.6253, recall@top5: 0.9016, prec@top5: 0.4565, loss: 0.0454, grad_norm: 0.1422 2020-12-21 15:51:38,049 - mmaction - INFO - Epoch [2][900/1281] lr: 9.142e-02, eta: 10:49:21, time: 1.463, data_time: 0.001, memory: 10467, loss_action_cls: 0.0451, recall@thr=0.5: 0.6152, prec@thr=0.5: 0.7137, recall@top3: 0.7576, prec@top3: 0.6141, recall@top5: 0.9025, prec@top5: 0.4484, loss: 0.0451, grad_norm: 0.1452 2020-12-21 15:52:09,054 - mmaction - INFO - Epoch [2][920/1281] lr: 9.206e-02, eta: 10:48:23, time: 1.548, data_time: 0.001, memory: 10467, loss_action_cls: 0.0452, recall@thr=0.5: 0.6124, prec@thr=0.5: 0.7075, recall@top3: 0.7577, prec@top3: 0.6155, recall@top5: 0.9031, prec@top5: 0.4498, loss: 0.0452, grad_norm: 0.1323 2020-12-21 15:52:35,308 - mmaction - INFO - Epoch [2][940/1281] lr: 9.269e-02, eta: 10:46:37, time: 1.314, data_time: 0.003, memory: 10467, loss_action_cls: 0.0454, recall@thr=0.5: 0.6113, prec@thr=0.5: 0.7158, recall@top3: 0.7555, prec@top3: 0.6145, recall@top5: 0.9023, prec@top5: 0.4510, loss: 0.0454, grad_norm: 0.1367 2020-12-21 15:53:07,523 - mmaction - INFO - Epoch [2][960/1281] lr: 9.332e-02, eta: 10:45:54, time: 1.612, data_time: 0.372, memory: 10467, loss_action_cls: 0.0456, recall@thr=0.5: 0.6194, prec@thr=0.5: 0.7122, recall@top3: 0.7554, prec@top3: 0.6208, recall@top5: 0.9034, prec@top5: 0.4558, loss: 0.0456, grad_norm: 0.1458 2020-12-21 15:53:39,208 - mmaction - INFO - Epoch [2][980/1281] lr: 9.395e-02, eta: 10:45:06, time: 1.584, data_time: 0.426, memory: 10467, loss_action_cls: 0.0457, recall@thr=0.5: 0.6152, prec@thr=0.5: 0.7112, recall@top3: 0.7568, prec@top3: 0.6206, recall@top5: 0.8984, prec@top5: 0.4531, loss: 0.0457, grad_norm: 0.1474 2020-12-21 15:54:08,186 - mmaction - INFO - Epoch [2][1000/1281] lr: 9.458e-02, eta: 10:43:49, time: 1.446, data_time: 0.286, memory: 10467, loss_action_cls: 0.0454, recall@thr=0.5: 0.6055, prec@thr=0.5: 0.7042, recall@top3: 0.7549, prec@top3: 0.6145, recall@top5: 0.9021, prec@top5: 0.4479, loss: 0.0454, grad_norm: 0.1523 2020-12-21 15:54:37,340 - mmaction - INFO - Epoch [2][1020/1281] lr: 9.522e-02, eta: 10:42:37, time: 1.460, data_time: 0.118, memory: 10467, loss_action_cls: 0.0457, recall@thr=0.5: 0.6060, prec@thr=0.5: 0.7107, recall@top3: 0.7553, prec@top3: 0.6175, recall@top5: 0.8999, prec@top5: 0.4515, loss: 0.0457, grad_norm: 0.1378 2020-12-21 15:55:09,386 - mmaction - INFO - Epoch [2][1040/1281] lr: 9.585e-02, eta: 10:41:53, time: 1.599, data_time: 0.243, memory: 10467, loss_action_cls: 0.0453, recall@thr=0.5: 0.6173, prec@thr=0.5: 0.7089, recall@top3: 0.7559, prec@top3: 0.6166, recall@top5: 0.9030, prec@top5: 0.4502, loss: 0.0453, grad_norm: 0.1621 2020-12-21 15:55:37,796 - mmaction - INFO - Epoch [2][1060/1281] lr: 9.648e-02, eta: 10:40:34, time: 1.423, data_time: 0.289, memory: 10467, loss_action_cls: 0.0451, recall@thr=0.5: 0.6112, prec@thr=0.5: 0.7145, recall@top3: 0.7600, prec@top3: 0.6178, recall@top5: 0.9011, prec@top5: 0.4497, loss: 0.0451, grad_norm: 0.1563 2020-12-21 15:56:09,190 - mmaction - INFO - Epoch [2][1080/1281] lr: 9.711e-02, eta: 10:39:45, time: 1.569, data_time: 0.131, memory: 10467, loss_action_cls: 0.0461, recall@thr=0.5: 0.5985, prec@thr=0.5: 0.6972, recall@top3: 0.7457, prec@top3: 0.6100, recall@top5: 0.8959, prec@top5: 0.4480, loss: 0.0461, grad_norm: 0.1653 2020-12-21 15:56:40,324 - mmaction - INFO - Epoch [2][1100/1281] lr: 9.775e-02, eta: 10:38:54, time: 1.557, data_time: 0.002, memory: 10467, loss_action_cls: 0.0454, recall@thr=0.5: 0.6072, prec@thr=0.5: 0.7053, recall@top3: 0.7531, prec@top3: 0.6210, recall@top5: 0.9006, prec@top5: 0.4555, loss: 0.0454, grad_norm: 0.1448 2020-12-21 15:57:08,996 - mmaction - INFO - Epoch [2][1120/1281] lr: 9.838e-02, eta: 10:37:39, time: 1.433, data_time: 0.020, memory: 10467, loss_action_cls: 0.0454, recall@thr=0.5: 0.6312, prec@thr=0.5: 0.7206, recall@top3: 0.7639, prec@top3: 0.6199, recall@top5: 0.9059, prec@top5: 0.4523, loss: 0.0454, grad_norm: 0.1691 2020-12-21 15:57:40,569 - mmaction - INFO - Epoch [2][1140/1281] lr: 9.901e-02, eta: 10:36:53, time: 1.579, data_time: 0.039, memory: 10467, loss_action_cls: 0.0455, recall@thr=0.5: 0.6149, prec@thr=0.5: 0.7116, recall@top3: 0.7570, prec@top3: 0.6216, recall@top5: 0.9028, prec@top5: 0.4547, loss: 0.0455, grad_norm: 0.1600 2020-12-21 15:58:12,150 - mmaction - INFO - Epoch [2][1160/1281] lr: 9.964e-02, eta: 10:36:06, time: 1.577, data_time: 0.002, memory: 10467, loss_action_cls: 0.0442, recall@thr=0.5: 0.6350, prec@thr=0.5: 0.7269, recall@top3: 0.7649, prec@top3: 0.6229, recall@top5: 0.9053, prec@top5: 0.4535, loss: 0.0442, grad_norm: 0.1262 2020-12-21 15:58:40,816 - mmaction - INFO - Epoch [2][1180/1281] lr: 1.003e-01, eta: 10:34:54, time: 1.435, data_time: 0.003, memory: 10467, loss_action_cls: 0.0447, recall@thr=0.5: 0.6170, prec@thr=0.5: 0.7135, recall@top3: 0.7662, prec@top3: 0.6192, recall@top5: 0.9037, prec@top5: 0.4494, loss: 0.0447, grad_norm: 0.1371 2020-12-21 15:59:10,469 - mmaction - INFO - Epoch [2][1200/1281] lr: 1.009e-01, eta: 10:33:51, time: 1.483, data_time: 0.002, memory: 10467, loss_action_cls: 0.0446, recall@thr=0.5: 0.6085, prec@thr=0.5: 0.7091, recall@top3: 0.7613, prec@top3: 0.6099, recall@top5: 0.9059, prec@top5: 0.4449, loss: 0.0446, grad_norm: 0.1280 2020-12-21 15:59:40,039 - mmaction - INFO - Epoch [2][1220/1281] lr: 1.015e-01, eta: 10:32:47, time: 1.479, data_time: 0.131, memory: 10467, loss_action_cls: 0.0441, recall@thr=0.5: 0.6252, prec@thr=0.5: 0.7232, recall@top3: 0.7624, prec@top3: 0.6248, recall@top5: 0.9054, prec@top5: 0.4549, loss: 0.0441, grad_norm: 0.1210 2020-12-21 16:00:09,584 - mmaction - INFO - Epoch [2][1240/1281] lr: 1.022e-01, eta: 10:31:44, time: 1.476, data_time: 0.150, memory: 10467, loss_action_cls: 0.0441, recall@thr=0.5: 0.6334, prec@thr=0.5: 0.7306, recall@top3: 0.7676, prec@top3: 0.6288, recall@top5: 0.9056, prec@top5: 0.4552, loss: 0.0441, grad_norm: 0.1295 2020-12-21 16:00:39,120 - mmaction - INFO - Epoch [2][1260/1281] lr: 1.028e-01, eta: 10:30:41, time: 1.475, data_time: 0.185, memory: 10467, loss_action_cls: 0.0450, recall@thr=0.5: 0.6109, prec@thr=0.5: 0.7124, recall@top3: 0.7598, prec@top3: 0.6202, recall@top5: 0.9011, prec@top5: 0.4502, loss: 0.0450, grad_norm: 0.1479 2020-12-21 16:01:08,077 - mmaction - INFO - Epoch [2][1280/1281] lr: 1.034e-01, eta: 10:29:34, time: 1.451, data_time: 0.255, memory: 10467, loss_action_cls: 0.0444, recall@thr=0.5: 0.6237, prec@thr=0.5: 0.7210, recall@top3: 0.7670, prec@top3: 0.6283, recall@top5: 0.9078, prec@top5: 0.4572, loss: 0.0444, grad_norm: 0.1294 2020-12-21 16:01:12,186 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-12-21 16:10:31,957 - mmaction - INFO - Evaluating proposal ... 2020-12-21 16:11:37,484 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-21 16:11:37,485 - mmaction - INFO - Evaluating bbox ... 2020-12-21 16:20:08,763 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2195 2020-12-21 16:20:09,863 - mmaction - INFO - Epoch(val) [2][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2195 2020-12-21 16:21:24,433 - mmaction - INFO - Epoch [3][20/1281] lr: 1.041e-01, eta: 10:34:58, time: 3.725, data_time: 2.549, memory: 10467, loss_action_cls: 0.0430, recall@thr=0.5: 0.6321, prec@thr=0.5: 0.7235, recall@top3: 0.7719, prec@top3: 0.6288, recall@top5: 0.9100, prec@top5: 0.4548, loss: 0.0430, grad_norm: 0.1206 2020-12-21 16:21:58,561 - mmaction - INFO - Epoch [3][40/1281] lr: 1.047e-01, eta: 10:34:34, time: 1.707, data_time: 0.007, memory: 10467, loss_action_cls: 0.0441, recall@thr=0.5: 0.6244, prec@thr=0.5: 0.7233, recall@top3: 0.7667, prec@top3: 0.6261, recall@top5: 0.9113, prec@top5: 0.4565, loss: 0.0441, grad_norm: 0.1300 2020-12-21 16:22:28,961 - mmaction - INFO - Epoch [3][60/1281] lr: 1.054e-01, eta: 10:33:38, time: 1.521, data_time: 0.003, memory: 10467, loss_action_cls: 0.0438, recall@thr=0.5: 0.6354, prec@thr=0.5: 0.7287, recall@top3: 0.7690, prec@top3: 0.6280, recall@top5: 0.9104, prec@top5: 0.4572, loss: 0.0438, grad_norm: 0.1283 2020-12-21 16:22:58,180 - mmaction - INFO - Epoch [3][80/1281] lr: 1.060e-01, eta: 10:32:31, time: 1.461, data_time: 0.002, memory: 10467, loss_action_cls: 0.0442, recall@thr=0.5: 0.6313, prec@thr=0.5: 0.7288, recall@top3: 0.7653, prec@top3: 0.6266, recall@top5: 0.9028, prec@top5: 0.4530, loss: 0.0442, grad_norm: 0.1408 2020-12-21 16:23:28,356 - mmaction - INFO - Epoch [3][100/1281] lr: 1.066e-01, eta: 10:31:34, time: 1.510, data_time: 0.002, memory: 10467, loss_action_cls: 0.0429, recall@thr=0.5: 0.6402, prec@thr=0.5: 0.7251, recall@top3: 0.7741, prec@top3: 0.6270, recall@top5: 0.9137, prec@top5: 0.4531, loss: 0.0429, grad_norm: 0.1463 2020-12-21 16:24:00,298 - mmaction - INFO - Epoch [3][120/1281] lr: 1.073e-01, eta: 10:30:51, time: 1.598, data_time: 0.001, memory: 10467, loss_action_cls: 0.0450, recall@thr=0.5: 0.6182, prec@thr=0.5: 0.7200, recall@top3: 0.7583, prec@top3: 0.6149, recall@top5: 0.9022, prec@top5: 0.4492, loss: 0.0450, grad_norm: 0.1436 2020-12-21 16:24:26,542 - mmaction - INFO - Epoch [3][140/1281] lr: 1.079e-01, eta: 10:29:21, time: 1.311, data_time: 0.001, memory: 10467, loss_action_cls: 0.0435, recall@thr=0.5: 0.6355, prec@thr=0.5: 0.7342, recall@top3: 0.7681, prec@top3: 0.6349, recall@top5: 0.9055, prec@top5: 0.4595, loss: 0.0435, grad_norm: 0.1279 2020-12-21 16:24:56,825 - mmaction - INFO - Epoch [3][160/1281] lr: 1.085e-01, eta: 10:28:25, time: 1.513, data_time: 0.002, memory: 10467, loss_action_cls: 0.0436, recall@thr=0.5: 0.6371, prec@thr=0.5: 0.7234, recall@top3: 0.7683, prec@top3: 0.6284, recall@top5: 0.9093, prec@top5: 0.4558, loss: 0.0436, grad_norm: 0.1417 2020-12-21 16:25:25,834 - mmaction - INFO - Epoch [3][180/1281] lr: 1.092e-01, eta: 10:27:20, time: 1.450, data_time: 0.003, memory: 10467, loss_action_cls: 0.0437, recall@thr=0.5: 0.6353, prec@thr=0.5: 0.7245, recall@top3: 0.7670, prec@top3: 0.6251, recall@top5: 0.9108, prec@top5: 0.4565, loss: 0.0437, grad_norm: 0.1329 2020-12-21 16:25:55,307 - mmaction - INFO - Epoch [3][200/1281] lr: 1.098e-01, eta: 10:26:19, time: 1.475, data_time: 0.004, memory: 10467, loss_action_cls: 0.0433, recall@thr=0.5: 0.6219, prec@thr=0.5: 0.7253, recall@top3: 0.7686, prec@top3: 0.6241, recall@top5: 0.9092, prec@top5: 0.4528, loss: 0.0433, grad_norm: 0.1312 2020-12-21 16:26:24,887 - mmaction - INFO - Epoch [3][220/1281] lr: 1.104e-01, eta: 10:25:19, time: 1.480, data_time: 0.002, memory: 10495, loss_action_cls: 0.0433, recall@thr=0.5: 0.6415, prec@thr=0.5: 0.7360, recall@top3: 0.7782, prec@top3: 0.6256, recall@top5: 0.9090, prec@top5: 0.4499, loss: 0.0433, grad_norm: 0.1508 2020-12-21 16:26:55,092 - mmaction - INFO - Epoch [3][240/1281] lr: 1.111e-01, eta: 10:24:24, time: 1.508, data_time: 0.001, memory: 10495, loss_action_cls: 0.0432, recall@thr=0.5: 0.6367, prec@thr=0.5: 0.7223, recall@top3: 0.7706, prec@top3: 0.6264, recall@top5: 0.9103, prec@top5: 0.4539, loss: 0.0432, grad_norm: 0.1370 2020-12-21 16:27:23,483 - mmaction - INFO - Epoch [3][260/1281] lr: 1.117e-01, eta: 10:23:16, time: 1.422, data_time: 0.003, memory: 10495, loss_action_cls: 0.0437, recall@thr=0.5: 0.6336, prec@thr=0.5: 0.7274, recall@top3: 0.7660, prec@top3: 0.6284, recall@top5: 0.9096, prec@top5: 0.4573, loss: 0.0437, grad_norm: 0.1475 2020-12-21 16:27:53,914 - mmaction - INFO - Epoch [3][280/1281] lr: 1.123e-01, eta: 10:22:24, time: 1.522, data_time: 0.001, memory: 10495, loss_action_cls: 0.0442, recall@thr=0.5: 0.6349, prec@thr=0.5: 0.7230, recall@top3: 0.7614, prec@top3: 0.6197, recall@top5: 0.9059, prec@top5: 0.4510, loss: 0.0442, grad_norm: 0.1361 2020-12-21 16:28:25,470 - mmaction - INFO - Epoch [3][300/1281] lr: 1.130e-01, eta: 10:21:40, time: 1.574, data_time: 0.001, memory: 10495, loss_action_cls: 0.0440, recall@thr=0.5: 0.6238, prec@thr=0.5: 0.7216, recall@top3: 0.7686, prec@top3: 0.6280, recall@top5: 0.9078, prec@top5: 0.4545, loss: 0.0440, grad_norm: 0.1321 2020-12-21 16:28:53,755 - mmaction - INFO - Epoch [3][320/1281] lr: 1.136e-01, eta: 10:20:33, time: 1.418, data_time: 0.018, memory: 10495, loss_action_cls: 0.0442, recall@thr=0.5: 0.6256, prec@thr=0.5: 0.7178, recall@top3: 0.7579, prec@top3: 0.6191, recall@top5: 0.9047, prec@top5: 0.4522, loss: 0.0442, grad_norm: 0.1462 2020-12-21 16:29:22,617 - mmaction - INFO - Epoch [3][340/1281] lr: 1.142e-01, eta: 10:19:30, time: 1.443, data_time: 0.001, memory: 10495, loss_action_cls: 0.0438, recall@thr=0.5: 0.6313, prec@thr=0.5: 0.7250, recall@top3: 0.7682, prec@top3: 0.6331, recall@top5: 0.9109, prec@top5: 0.4595, loss: 0.0438, grad_norm: 0.1393 2020-12-21 16:29:52,401 - mmaction - INFO - Epoch [3][360/1281] lr: 1.149e-01, eta: 10:18:34, time: 1.488, data_time: 0.001, memory: 10495, loss_action_cls: 0.0438, recall@thr=0.5: 0.6270, prec@thr=0.5: 0.7199, recall@top3: 0.7680, prec@top3: 0.6319, recall@top5: 0.9074, prec@top5: 0.4581, loss: 0.0438, grad_norm: 0.1310 2020-12-21 16:30:20,358 - mmaction - INFO - Epoch [3][380/1281] lr: 1.155e-01, eta: 10:17:25, time: 1.399, data_time: 0.003, memory: 10495, loss_action_cls: 0.0432, recall@thr=0.5: 0.6320, prec@thr=0.5: 0.7297, recall@top3: 0.7768, prec@top3: 0.6316, recall@top5: 0.9111, prec@top5: 0.4558, loss: 0.0432, grad_norm: 0.1276 2020-12-21 16:30:50,239 - mmaction - INFO - Epoch [3][400/1281] lr: 1.161e-01, eta: 10:16:30, time: 1.493, data_time: 0.002, memory: 10495, loss_action_cls: 0.0430, recall@thr=0.5: 0.6346, prec@thr=0.5: 0.7234, recall@top3: 0.7683, prec@top3: 0.6291, recall@top5: 0.9097, prec@top5: 0.4568, loss: 0.0430, grad_norm: 0.1393 2020-12-21 16:31:18,972 - mmaction - INFO - Epoch [3][420/1281] lr: 1.167e-01, eta: 10:15:28, time: 1.437, data_time: 0.003, memory: 10495, loss_action_cls: 0.0431, recall@thr=0.5: 0.6322, prec@thr=0.5: 0.7302, recall@top3: 0.7749, prec@top3: 0.6355, recall@top5: 0.9105, prec@top5: 0.4580, loss: 0.0431, grad_norm: 0.1449 2020-12-21 16:31:48,282 - mmaction - INFO - Epoch [3][440/1281] lr: 1.174e-01, eta: 10:14:30, time: 1.466, data_time: 0.003, memory: 10495, loss_action_cls: 0.0433, recall@thr=0.5: 0.6425, prec@thr=0.5: 0.7260, recall@top3: 0.7723, prec@top3: 0.6296, recall@top5: 0.9089, prec@top5: 0.4547, loss: 0.0433, grad_norm: 0.1415 2020-12-21 16:32:20,024 - mmaction - INFO - Epoch [3][460/1281] lr: 1.180e-01, eta: 10:13:51, time: 1.585, data_time: 0.003, memory: 10495, loss_action_cls: 0.0434, recall@thr=0.5: 0.6322, prec@thr=0.5: 0.7228, recall@top3: 0.7711, prec@top3: 0.6307, recall@top5: 0.9108, prec@top5: 0.4558, loss: 0.0434, grad_norm: 0.1438 2020-12-21 16:32:49,057 - mmaction - INFO - Epoch [3][480/1281] lr: 1.186e-01, eta: 10:12:52, time: 1.453, data_time: 0.005, memory: 10495, loss_action_cls: 0.0426, recall@thr=0.5: 0.6510, prec@thr=0.5: 0.7364, recall@top3: 0.7754, prec@top3: 0.6409, recall@top5: 0.9154, prec@top5: 0.4638, loss: 0.0426, grad_norm: 0.1222 2020-12-21 16:33:17,952 - mmaction - INFO - Epoch [3][500/1281] lr: 1.193e-01, eta: 10:11:53, time: 1.447, data_time: 0.003, memory: 10495, loss_action_cls: 0.0423, recall@thr=0.5: 0.6462, prec@thr=0.5: 0.7342, recall@top3: 0.7756, prec@top3: 0.6318, recall@top5: 0.9160, prec@top5: 0.4577, loss: 0.0423, grad_norm: 0.1384 2020-12-21 16:33:47,459 - mmaction - INFO - Epoch [3][520/1281] lr: 1.199e-01, eta: 10:10:58, time: 1.475, data_time: 0.001, memory: 10495, loss_action_cls: 0.0419, recall@thr=0.5: 0.6388, prec@thr=0.5: 0.7361, recall@top3: 0.7782, prec@top3: 0.6371, recall@top5: 0.9191, prec@top5: 0.4599, loss: 0.0419, grad_norm: 0.1323 2020-12-21 16:34:15,873 - mmaction - INFO - Epoch [3][540/1281] lr: 1.205e-01, eta: 10:09:55, time: 1.418, data_time: 0.001, memory: 10495, loss_action_cls: 0.0428, recall@thr=0.5: 0.6403, prec@thr=0.5: 0.7426, recall@top3: 0.7812, prec@top3: 0.6325, recall@top5: 0.9149, prec@top5: 0.4548, loss: 0.0428, grad_norm: 0.1210 2020-12-21 16:34:48,157 - mmaction - INFO - Epoch [3][560/1281] lr: 1.212e-01, eta: 10:09:22, time: 1.617, data_time: 0.004, memory: 10495, loss_action_cls: 0.0426, recall@thr=0.5: 0.6336, prec@thr=0.5: 0.7264, recall@top3: 0.7757, prec@top3: 0.6271, recall@top5: 0.9118, prec@top5: 0.4514, loss: 0.0426, grad_norm: 0.1264 2020-12-21 16:35:16,900 - mmaction - INFO - Epoch [3][580/1281] lr: 1.218e-01, eta: 10:08:22, time: 1.437, data_time: 0.001, memory: 10495, loss_action_cls: 0.0432, recall@thr=0.5: 0.6358, prec@thr=0.5: 0.7273, recall@top3: 0.7644, prec@top3: 0.6244, recall@top5: 0.9064, prec@top5: 0.4542, loss: 0.0432, grad_norm: 0.1292 2020-12-21 16:35:48,132 - mmaction - INFO - Epoch [3][600/1281] lr: 1.224e-01, eta: 10:07:41, time: 1.559, data_time: 0.001, memory: 10495, loss_action_cls: 0.0427, recall@thr=0.5: 0.6401, prec@thr=0.5: 0.7376, recall@top3: 0.7744, prec@top3: 0.6279, recall@top5: 0.9091, prec@top5: 0.4515, loss: 0.0427, grad_norm: 0.1361 2020-12-21 16:36:16,181 - mmaction - INFO - Epoch [3][620/1281] lr: 1.231e-01, eta: 10:06:37, time: 1.405, data_time: 0.003, memory: 10495, loss_action_cls: 0.0436, recall@thr=0.5: 0.6390, prec@thr=0.5: 0.7236, recall@top3: 0.7662, prec@top3: 0.6286, recall@top5: 0.9052, prec@top5: 0.4561, loss: 0.0436, grad_norm: 0.1361 2020-12-21 16:36:44,192 - mmaction - INFO - Epoch [3][640/1281] lr: 1.237e-01, eta: 10:05:34, time: 1.399, data_time: 0.001, memory: 10495, loss_action_cls: 0.0427, recall@thr=0.5: 0.6394, prec@thr=0.5: 0.7308, recall@top3: 0.7751, prec@top3: 0.6375, recall@top5: 0.9112, prec@top5: 0.4584, loss: 0.0427, grad_norm: 0.1239 2020-12-21 16:37:13,906 - mmaction - INFO - Epoch [3][660/1281] lr: 1.243e-01, eta: 10:04:42, time: 1.484, data_time: 0.003, memory: 10495, loss_action_cls: 0.0430, recall@thr=0.5: 0.6331, prec@thr=0.5: 0.7233, recall@top3: 0.7732, prec@top3: 0.6286, recall@top5: 0.9100, prec@top5: 0.4538, loss: 0.0430, grad_norm: 0.1316 2020-12-21 16:37:42,819 - mmaction - INFO - Epoch [3][680/1281] lr: 1.250e-01, eta: 10:03:46, time: 1.449, data_time: 0.004, memory: 10495, loss_action_cls: 0.0434, recall@thr=0.5: 0.6326, prec@thr=0.5: 0.7211, recall@top3: 0.7633, prec@top3: 0.6218, recall@top5: 0.9116, prec@top5: 0.4552, loss: 0.0434, grad_norm: 0.1694 2020-12-21 16:38:13,522 - mmaction - INFO - Epoch [3][700/1281] lr: 1.256e-01, eta: 10:03:02, time: 1.533, data_time: 0.001, memory: 10495, loss_action_cls: 0.0438, recall@thr=0.5: 0.6251, prec@thr=0.5: 0.7247, recall@top3: 0.7666, prec@top3: 0.6246, recall@top5: 0.9065, prec@top5: 0.4520, loss: 0.0438, grad_norm: 0.1412 2020-12-21 16:38:42,073 - mmaction - INFO - Epoch [3][720/1281] lr: 1.262e-01, eta: 10:02:04, time: 1.430, data_time: 0.003, memory: 10495, loss_action_cls: 0.0437, recall@thr=0.5: 0.6323, prec@thr=0.5: 0.7195, recall@top3: 0.7657, prec@top3: 0.6341, recall@top5: 0.9114, prec@top5: 0.4624, loss: 0.0437, grad_norm: 0.1557 2020-12-21 16:39:11,469 - mmaction - INFO - Epoch [3][740/1281] lr: 1.269e-01, eta: 10:01:12, time: 1.469, data_time: 0.001, memory: 10495, loss_action_cls: 0.0435, recall@thr=0.5: 0.6347, prec@thr=0.5: 0.7297, recall@top3: 0.7721, prec@top3: 0.6380, recall@top5: 0.9095, prec@top5: 0.4602, loss: 0.0435, grad_norm: 0.1277 2020-12-21 16:39:39,909 - mmaction - INFO - Epoch [3][760/1281] lr: 1.275e-01, eta: 10:00:13, time: 1.421, data_time: 0.001, memory: 10495, loss_action_cls: 0.0426, recall@thr=0.5: 0.6431, prec@thr=0.5: 0.7354, recall@top3: 0.7767, prec@top3: 0.6302, recall@top5: 0.9138, prec@top5: 0.4562, loss: 0.0426, grad_norm: 0.1422 2020-12-21 16:40:09,953 - mmaction - INFO - Epoch [3][780/1281] lr: 1.281e-01, eta: 9:59:26, time: 1.501, data_time: 0.002, memory: 10495, loss_action_cls: 0.0424, recall@thr=0.5: 0.6321, prec@thr=0.5: 0.7232, recall@top3: 0.7758, prec@top3: 0.6216, recall@top5: 0.9141, prec@top5: 0.4498, loss: 0.0424, grad_norm: 0.1154 2020-12-21 16:40:40,646 - mmaction - INFO - Epoch [3][800/1281] lr: 1.288e-01, eta: 9:58:43, time: 1.536, data_time: 0.004, memory: 10495, loss_action_cls: 0.0430, recall@thr=0.5: 0.6308, prec@thr=0.5: 0.7326, recall@top3: 0.7738, prec@top3: 0.6231, recall@top5: 0.9110, prec@top5: 0.4508, loss: 0.0430, grad_norm: 0.1112 2020-12-21 16:41:11,017 - mmaction - INFO - Epoch [3][820/1281] lr: 1.294e-01, eta: 9:57:58, time: 1.519, data_time: 0.002, memory: 10495, loss_action_cls: 0.0437, recall@thr=0.5: 0.6348, prec@thr=0.5: 0.7301, recall@top3: 0.7706, prec@top3: 0.6320, recall@top5: 0.9076, prec@top5: 0.4567, loss: 0.0437, grad_norm: 0.1298 2020-12-21 16:41:42,393 - mmaction - INFO - Epoch [3][840/1281] lr: 1.300e-01, eta: 9:57:20, time: 1.568, data_time: 0.003, memory: 10495, loss_action_cls: 0.0443, recall@thr=0.5: 0.6292, prec@thr=0.5: 0.7204, recall@top3: 0.7615, prec@top3: 0.6202, recall@top5: 0.9048, prec@top5: 0.4519, loss: 0.0443, grad_norm: 0.1547 2020-12-21 16:42:10,740 - mmaction - INFO - Epoch [3][860/1281] lr: 1.307e-01, eta: 9:56:22, time: 1.416, data_time: 0.003, memory: 10495, loss_action_cls: 0.0420, recall@thr=0.5: 0.6452, prec@thr=0.5: 0.7365, recall@top3: 0.7772, prec@top3: 0.6281, recall@top5: 0.9121, prec@top5: 0.4519, loss: 0.0420, grad_norm: 0.1214 2020-12-21 16:42:43,014 - mmaction - INFO - Epoch [3][880/1281] lr: 1.313e-01, eta: 9:55:50, time: 1.616, data_time: 0.004, memory: 10495, loss_action_cls: 0.0429, recall@thr=0.5: 0.6376, prec@thr=0.5: 0.7287, recall@top3: 0.7746, prec@top3: 0.6339, recall@top5: 0.9114, prec@top5: 0.4586, loss: 0.0429, grad_norm: 0.1172 2020-12-21 16:43:10,786 - mmaction - INFO - Epoch [3][900/1281] lr: 1.319e-01, eta: 9:54:49, time: 1.385, data_time: 0.002, memory: 10495, loss_action_cls: 0.0420, recall@thr=0.5: 0.6495, prec@thr=0.5: 0.7441, recall@top3: 0.7787, prec@top3: 0.6336, recall@top5: 0.9102, prec@top5: 0.4548, loss: 0.0420, grad_norm: 0.1162 2020-12-21 16:43:41,317 - mmaction - INFO - Epoch [3][920/1281] lr: 1.326e-01, eta: 9:54:07, time: 1.530, data_time: 0.005, memory: 10495, loss_action_cls: 0.0426, recall@thr=0.5: 0.6456, prec@thr=0.5: 0.7305, recall@top3: 0.7681, prec@top3: 0.6314, recall@top5: 0.9090, prec@top5: 0.4576, loss: 0.0426, grad_norm: 0.1387 2020-12-21 16:44:09,994 - mmaction - INFO - Epoch [3][940/1281] lr: 1.332e-01, eta: 9:53:12, time: 1.434, data_time: 0.002, memory: 10495, loss_action_cls: 0.0432, recall@thr=0.5: 0.6308, prec@thr=0.5: 0.7347, recall@top3: 0.7692, prec@top3: 0.6244, recall@top5: 0.9098, prec@top5: 0.4533, loss: 0.0432, grad_norm: 0.1160 2020-12-21 16:44:39,582 - mmaction - INFO - Epoch [3][960/1281] lr: 1.338e-01, eta: 9:52:24, time: 1.480, data_time: 0.001, memory: 10495, loss_action_cls: 0.0424, recall@thr=0.5: 0.6527, prec@thr=0.5: 0.7516, recall@top3: 0.7738, prec@top3: 0.6379, recall@top5: 0.9135, prec@top5: 0.4621, loss: 0.0424, grad_norm: 0.1204 2020-12-21 16:45:09,420 - mmaction - INFO - Epoch [3][980/1281] lr: 1.345e-01, eta: 9:51:37, time: 1.491, data_time: 0.001, memory: 10495, loss_action_cls: 0.0433, recall@thr=0.5: 0.6329, prec@thr=0.5: 0.7253, recall@top3: 0.7659, prec@top3: 0.6264, recall@top5: 0.9121, prec@top5: 0.4572, loss: 0.0433, grad_norm: 0.1442 2020-12-21 16:45:39,080 - mmaction - INFO - Epoch [3][1000/1281] lr: 1.351e-01, eta: 9:50:49, time: 1.483, data_time: 0.002, memory: 10495, loss_action_cls: 0.0429, recall@thr=0.5: 0.6450, prec@thr=0.5: 0.7255, recall@top3: 0.7752, prec@top3: 0.6236, recall@top5: 0.9109, prec@top5: 0.4508, loss: 0.0429, grad_norm: 0.1492 2020-12-21 16:46:07,738 - mmaction - INFO - Epoch [3][1020/1281] lr: 1.357e-01, eta: 9:49:56, time: 1.432, data_time: 0.001, memory: 10495, loss_action_cls: 0.0426, recall@thr=0.5: 0.6431, prec@thr=0.5: 0.7403, recall@top3: 0.7774, prec@top3: 0.6344, recall@top5: 0.9158, prec@top5: 0.4579, loss: 0.0426, grad_norm: 0.1171 2020-12-21 16:46:37,603 - mmaction - INFO - Epoch [3][1040/1281] lr: 1.363e-01, eta: 9:49:10, time: 1.494, data_time: 0.003, memory: 10495, loss_action_cls: 0.0427, recall@thr=0.5: 0.6412, prec@thr=0.5: 0.7344, recall@top3: 0.7745, prec@top3: 0.6345, recall@top5: 0.9099, prec@top5: 0.4575, loss: 0.0427, grad_norm: 0.1259 2020-12-21 16:47:06,483 - mmaction - INFO - Epoch [3][1060/1281] lr: 1.370e-01, eta: 9:48:18, time: 1.440, data_time: 0.166, memory: 10495, loss_action_cls: 0.0417, recall@thr=0.5: 0.6488, prec@thr=0.5: 0.7378, recall@top3: 0.7809, prec@top3: 0.6326, recall@top5: 0.9151, prec@top5: 0.4556, loss: 0.0417, grad_norm: 0.1155 2020-12-21 16:47:36,885 - mmaction - INFO - Epoch [3][1080/1281] lr: 1.376e-01, eta: 9:47:36, time: 1.521, data_time: 0.354, memory: 10495, loss_action_cls: 0.0422, recall@thr=0.5: 0.6547, prec@thr=0.5: 0.7440, recall@top3: 0.7791, prec@top3: 0.6383, recall@top5: 0.9166, prec@top5: 0.4625, loss: 0.0422, grad_norm: 0.1208 2020-12-21 16:48:04,093 - mmaction - INFO - Epoch [3][1100/1281] lr: 1.382e-01, eta: 9:46:35, time: 1.363, data_time: 0.162, memory: 10495, loss_action_cls: 0.0417, recall@thr=0.5: 0.6523, prec@thr=0.5: 0.7347, recall@top3: 0.7824, prec@top3: 0.6398, recall@top5: 0.9132, prec@top5: 0.4580, loss: 0.0417, grad_norm: 0.1204 2020-12-21 16:48:35,113 - mmaction - INFO - Epoch [3][1120/1281] lr: 1.389e-01, eta: 9:45:56, time: 1.551, data_time: 0.052, memory: 10495, loss_action_cls: 0.0426, recall@thr=0.5: 0.6509, prec@thr=0.5: 0.7381, recall@top3: 0.7774, prec@top3: 0.6348, recall@top5: 0.9104, prec@top5: 0.4564, loss: 0.0426, grad_norm: 0.1283 2020-12-21 16:49:04,415 - mmaction - INFO - Epoch [3][1140/1281] lr: 1.395e-01, eta: 9:45:08, time: 1.465, data_time: 0.046, memory: 10495, loss_action_cls: 0.0422, recall@thr=0.5: 0.6479, prec@thr=0.5: 0.7452, recall@top3: 0.7798, prec@top3: 0.6357, recall@top5: 0.9118, prec@top5: 0.4565, loss: 0.0422, grad_norm: 0.1223 2020-12-21 16:49:33,946 - mmaction - INFO - Epoch [3][1160/1281] lr: 1.401e-01, eta: 9:44:21, time: 1.476, data_time: 0.002, memory: 10495, loss_action_cls: 0.0412, recall@thr=0.5: 0.6575, prec@thr=0.5: 0.7450, recall@top3: 0.7840, prec@top3: 0.6419, recall@top5: 0.9169, prec@top5: 0.4592, loss: 0.0412, grad_norm: 0.1117 2020-12-21 16:50:04,887 - mmaction - INFO - Epoch [3][1180/1281] lr: 1.408e-01, eta: 9:43:43, time: 1.547, data_time: 0.002, memory: 10495, loss_action_cls: 0.0423, recall@thr=0.5: 0.6397, prec@thr=0.5: 0.7331, recall@top3: 0.7761, prec@top3: 0.6373, recall@top5: 0.9136, prec@top5: 0.4591, loss: 0.0423, grad_norm: 0.1274 2020-12-21 16:50:33,805 - mmaction - INFO - Epoch [3][1200/1281] lr: 1.414e-01, eta: 9:42:53, time: 1.447, data_time: 0.002, memory: 10495, loss_action_cls: 0.0430, recall@thr=0.5: 0.6347, prec@thr=0.5: 0.7319, recall@top3: 0.7677, prec@top3: 0.6204, recall@top5: 0.9052, prec@top5: 0.4484, loss: 0.0430, grad_norm: 0.1191 2020-12-21 16:51:03,248 - mmaction - INFO - Epoch [3][1220/1281] lr: 1.420e-01, eta: 9:42:06, time: 1.472, data_time: 0.015, memory: 10495, loss_action_cls: 0.0417, recall@thr=0.5: 0.6434, prec@thr=0.5: 0.7416, recall@top3: 0.7869, prec@top3: 0.6383, recall@top5: 0.9160, prec@top5: 0.4565, loss: 0.0417, grad_norm: 0.1136 2020-12-21 16:51:31,763 - mmaction - INFO - Epoch [3][1240/1281] lr: 1.427e-01, eta: 9:41:14, time: 1.425, data_time: 0.018, memory: 10495, loss_action_cls: 0.0429, recall@thr=0.5: 0.6406, prec@thr=0.5: 0.7334, recall@top3: 0.7698, prec@top3: 0.6268, recall@top5: 0.9126, prec@top5: 0.4565, loss: 0.0429, grad_norm: 0.1302 2020-12-21 16:52:00,462 - mmaction - INFO - Epoch [3][1260/1281] lr: 1.433e-01, eta: 9:40:23, time: 1.435, data_time: 0.002, memory: 10495, loss_action_cls: 0.0419, recall@thr=0.5: 0.6506, prec@thr=0.5: 0.7413, recall@top3: 0.7811, prec@top3: 0.6313, recall@top5: 0.9144, prec@top5: 0.4537, loss: 0.0419, grad_norm: 0.1345 2020-12-21 16:52:27,086 - mmaction - INFO - Epoch [3][1280/1281] lr: 1.439e-01, eta: 9:39:21, time: 1.332, data_time: 0.002, memory: 10495, loss_action_cls: 0.0429, recall@thr=0.5: 0.6358, prec@thr=0.5: 0.7234, recall@top3: 0.7715, prec@top3: 0.6222, recall@top5: 0.9107, prec@top5: 0.4501, loss: 0.0429, grad_norm: 0.1245 2020-12-21 16:52:30,823 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-12-21 17:01:39,394 - mmaction - INFO - Evaluating proposal ... 2020-12-21 17:02:47,416 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-21 17:02:47,417 - mmaction - INFO - Evaluating bbox ... 2020-12-21 17:11:16,597 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2333 2020-12-21 17:11:17,700 - mmaction - INFO - Epoch(val) [3][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2333 2020-12-21 17:12:37,103 - mmaction - INFO - Epoch [4][20/1281] lr: 1.446e-01, eta: 9:43:06, time: 3.969, data_time: 2.581, memory: 10495, loss_action_cls: 0.0416, recall@thr=0.5: 0.6541, prec@thr=0.5: 0.7408, recall@top3: 0.7844, prec@top3: 0.6452, recall@top5: 0.9160, prec@top5: 0.4622, loss: 0.0416, grad_norm: 0.1219 2020-12-21 17:13:06,944 - mmaction - INFO - Epoch [4][40/1281] lr: 1.452e-01, eta: 9:42:21, time: 1.490, data_time: 0.002, memory: 10495, loss_action_cls: 0.0422, recall@thr=0.5: 0.6443, prec@thr=0.5: 0.7352, recall@top3: 0.7782, prec@top3: 0.6339, recall@top5: 0.9107, prec@top5: 0.4548, loss: 0.0422, grad_norm: 0.1399 2020-12-21 17:13:40,743 - mmaction - INFO - Epoch [4][60/1281] lr: 1.459e-01, eta: 9:41:58, time: 1.691, data_time: 0.183, memory: 10495, loss_action_cls: 0.0420, recall@thr=0.5: 0.6513, prec@thr=0.5: 0.7380, recall@top3: 0.7820, prec@top3: 0.6346, recall@top5: 0.9179, prec@top5: 0.4568, loss: 0.0420, grad_norm: 0.1534 2020-12-21 17:14:08,445 - mmaction - INFO - Epoch [4][80/1281] lr: 1.465e-01, eta: 9:41:01, time: 1.386, data_time: 0.241, memory: 10495, loss_action_cls: 0.0417, recall@thr=0.5: 0.6534, prec@thr=0.5: 0.7452, recall@top3: 0.7806, prec@top3: 0.6368, recall@top5: 0.9163, prec@top5: 0.4587, loss: 0.0417, grad_norm: 0.1252 2020-12-21 17:14:38,480 - mmaction - INFO - Epoch [4][100/1281] lr: 1.471e-01, eta: 9:40:17, time: 1.498, data_time: 0.339, memory: 10495, loss_action_cls: 0.0417, recall@thr=0.5: 0.6610, prec@thr=0.5: 0.7431, recall@top3: 0.7799, prec@top3: 0.6358, recall@top5: 0.9177, prec@top5: 0.4605, loss: 0.0417, grad_norm: 0.1164 2020-12-21 17:15:07,764 - mmaction - INFO - Epoch [4][120/1281] lr: 1.478e-01, eta: 9:39:30, time: 1.467, data_time: 0.027, memory: 10495, loss_action_cls: 0.0403, recall@thr=0.5: 0.6606, prec@thr=0.5: 0.7529, recall@top3: 0.7921, prec@top3: 0.6442, recall@top5: 0.9213, prec@top5: 0.4599, loss: 0.0403, grad_norm: 0.1139 2020-12-21 17:15:37,360 - mmaction - INFO - Epoch [4][140/1281] lr: 1.484e-01, eta: 9:38:44, time: 1.479, data_time: 0.001, memory: 10495, loss_action_cls: 0.0419, recall@thr=0.5: 0.6481, prec@thr=0.5: 0.7386, recall@top3: 0.7775, prec@top3: 0.6347, recall@top5: 0.9172, prec@top5: 0.4596, loss: 0.0419, grad_norm: 0.1548 2020-12-21 17:16:06,365 - mmaction - INFO - Epoch [4][160/1281] lr: 1.490e-01, eta: 9:37:55, time: 1.449, data_time: 0.002, memory: 10495, loss_action_cls: 0.0415, recall@thr=0.5: 0.6556, prec@thr=0.5: 0.7386, recall@top3: 0.7787, prec@top3: 0.6323, recall@top5: 0.9177, prec@top5: 0.4581, loss: 0.0415, grad_norm: 0.1377 2020-12-21 17:16:37,147 - mmaction - INFO - Epoch [4][180/1281] lr: 1.497e-01, eta: 9:37:16, time: 1.541, data_time: 0.003, memory: 10495, loss_action_cls: 0.0424, recall@thr=0.5: 0.6476, prec@thr=0.5: 0.7446, recall@top3: 0.7803, prec@top3: 0.6327, recall@top5: 0.9131, prec@top5: 0.4546, loss: 0.0424, grad_norm: 0.1194 2020-12-21 17:17:07,047 - mmaction - INFO - Epoch [4][200/1281] lr: 1.503e-01, eta: 9:36:32, time: 1.494, data_time: 0.046, memory: 10495, loss_action_cls: 0.0420, recall@thr=0.5: 0.6467, prec@thr=0.5: 0.7425, recall@top3: 0.7731, prec@top3: 0.6402, recall@top5: 0.9156, prec@top5: 0.4635, loss: 0.0420, grad_norm: 0.1337 2020-12-21 17:17:36,221 - mmaction - INFO - Epoch [4][220/1281] lr: 1.509e-01, eta: 9:35:45, time: 1.459, data_time: 0.002, memory: 10495, loss_action_cls: 0.0412, recall@thr=0.5: 0.6597, prec@thr=0.5: 0.7453, recall@top3: 0.7884, prec@top3: 0.6373, recall@top5: 0.9218, prec@top5: 0.4565, loss: 0.0412, grad_norm: 0.1103 2020-12-21 17:18:05,077 - mmaction - INFO - Epoch [4][240/1281] lr: 1.516e-01, eta: 9:34:56, time: 1.444, data_time: 0.002, memory: 10495, loss_action_cls: 0.0416, recall@thr=0.5: 0.6582, prec@thr=0.5: 0.7403, recall@top3: 0.7796, prec@top3: 0.6247, recall@top5: 0.9113, prec@top5: 0.4490, loss: 0.0416, grad_norm: 0.1132 2020-12-21 17:18:34,661 - mmaction - INFO - Epoch [4][260/1281] lr: 1.522e-01, eta: 9:34:11, time: 1.476, data_time: 0.001, memory: 10495, loss_action_cls: 0.0413, recall@thr=0.5: 0.6487, prec@thr=0.5: 0.7432, recall@top3: 0.7820, prec@top3: 0.6398, recall@top5: 0.9174, prec@top5: 0.4608, loss: 0.0413, grad_norm: 0.1239 2020-12-21 17:19:02,642 - mmaction - INFO - Epoch [4][280/1281] lr: 1.528e-01, eta: 9:33:18, time: 1.399, data_time: 0.126, memory: 10495, loss_action_cls: 0.0414, recall@thr=0.5: 0.6546, prec@thr=0.5: 0.7462, recall@top3: 0.7824, prec@top3: 0.6300, recall@top5: 0.9154, prec@top5: 0.4537, loss: 0.0414, grad_norm: 0.1383 2020-12-21 17:19:32,452 - mmaction - INFO - Epoch [4][300/1281] lr: 1.535e-01, eta: 9:32:35, time: 1.491, data_time: 0.004, memory: 10495, loss_action_cls: 0.0412, recall@thr=0.5: 0.6622, prec@thr=0.5: 0.7545, recall@top3: 0.7895, prec@top3: 0.6429, recall@top5: 0.9178, prec@top5: 0.4593, loss: 0.0412, grad_norm: 0.1365 2020-12-21 17:20:01,502 - mmaction - INFO - Epoch [4][320/1281] lr: 1.541e-01, eta: 9:31:48, time: 1.455, data_time: 0.003, memory: 10495, loss_action_cls: 0.0412, recall@thr=0.5: 0.6564, prec@thr=0.5: 0.7413, recall@top3: 0.7874, prec@top3: 0.6383, recall@top5: 0.9187, prec@top5: 0.4580, loss: 0.0412, grad_norm: 0.1094 2020-12-21 17:20:30,609 - mmaction - INFO - Epoch [4][340/1281] lr: 1.547e-01, eta: 9:31:01, time: 1.455, data_time: 0.001, memory: 10495, loss_action_cls: 0.0415, recall@thr=0.5: 0.6434, prec@thr=0.5: 0.7378, recall@top3: 0.7848, prec@top3: 0.6296, recall@top5: 0.9172, prec@top5: 0.4504, loss: 0.0415, grad_norm: 0.1276 2020-12-21 17:20:59,251 - mmaction - INFO - Epoch [4][360/1281] lr: 1.554e-01, eta: 9:30:12, time: 1.432, data_time: 0.001, memory: 10495, loss_action_cls: 0.0413, recall@thr=0.5: 0.6453, prec@thr=0.5: 0.7428, recall@top3: 0.7803, prec@top3: 0.6416, recall@top5: 0.9187, prec@top5: 0.4630, loss: 0.0413, grad_norm: 0.1290 2020-12-21 17:21:30,614 - mmaction - INFO - Epoch [4][380/1281] lr: 1.560e-01, eta: 9:29:37, time: 1.569, data_time: 0.001, memory: 10495, loss_action_cls: 0.0411, recall@thr=0.5: 0.6569, prec@thr=0.5: 0.7519, recall@top3: 0.7819, prec@top3: 0.6418, recall@top5: 0.9167, prec@top5: 0.4621, loss: 0.0411, grad_norm: 0.1085 2020-12-21 17:21:58,982 - mmaction - INFO - Epoch [4][400/1281] lr: 1.566e-01, eta: 9:28:47, time: 1.416, data_time: 0.024, memory: 10495, loss_action_cls: 0.0406, recall@thr=0.5: 0.6617, prec@thr=0.5: 0.7466, recall@top3: 0.7885, prec@top3: 0.6419, recall@top5: 0.9201, prec@top5: 0.4595, loss: 0.0406, grad_norm: 0.1166 2020-12-21 17:22:29,672 - mmaction - INFO - Epoch [4][420/1281] lr: 1.572e-01, eta: 9:28:09, time: 1.535, data_time: 0.265, memory: 10495, loss_action_cls: 0.0407, recall@thr=0.5: 0.6627, prec@thr=0.5: 0.7538, recall@top3: 0.7901, prec@top3: 0.6488, recall@top5: 0.9174, prec@top5: 0.4623, loss: 0.0407, grad_norm: 0.1199 2020-12-21 17:22:58,085 - mmaction - INFO - Epoch [4][440/1281] lr: 1.579e-01, eta: 9:27:19, time: 1.419, data_time: 0.010, memory: 10495, loss_action_cls: 0.0399, recall@thr=0.5: 0.6737, prec@thr=0.5: 0.7519, recall@top3: 0.7921, prec@top3: 0.6448, recall@top5: 0.9215, prec@top5: 0.4595, loss: 0.0399, grad_norm: 0.1120 2020-12-21 17:23:25,412 - mmaction - INFO - Epoch [4][460/1281] lr: 1.585e-01, eta: 9:26:25, time: 1.369, data_time: 0.004, memory: 10495, loss_action_cls: 0.0403, recall@thr=0.5: 0.6680, prec@thr=0.5: 0.7573, recall@top3: 0.7943, prec@top3: 0.6495, recall@top5: 0.9196, prec@top5: 0.4617, loss: 0.0403, grad_norm: 0.1096 2020-12-21 17:23:54,449 - mmaction - INFO - Epoch [4][480/1281] lr: 1.591e-01, eta: 9:25:39, time: 1.449, data_time: 0.001, memory: 10495, loss_action_cls: 0.0415, recall@thr=0.5: 0.6466, prec@thr=0.5: 0.7380, recall@top3: 0.7797, prec@top3: 0.6362, recall@top5: 0.9217, prec@top5: 0.4620, loss: 0.0415, grad_norm: 0.1322 2020-12-21 17:24:24,040 - mmaction - INFO - Epoch [4][500/1281] lr: 1.598e-01, eta: 9:24:56, time: 1.480, data_time: 0.137, memory: 10495, loss_action_cls: 0.0426, recall@thr=0.5: 0.6537, prec@thr=0.5: 0.7436, recall@top3: 0.7683, prec@top3: 0.6371, recall@top5: 0.9105, prec@top5: 0.4634, loss: 0.0426, grad_norm: 0.1416 2020-12-21 17:24:51,826 - mmaction - INFO - Epoch [4][520/1281] lr: 1.604e-01, eta: 9:24:04, time: 1.389, data_time: 0.026, memory: 10495, loss_action_cls: 0.0410, recall@thr=0.5: 0.6554, prec@thr=0.5: 0.7456, recall@top3: 0.7823, prec@top3: 0.6363, recall@top5: 0.9207, prec@top5: 0.4595, loss: 0.0410, grad_norm: 0.1328 2020-12-21 17:25:22,029 - mmaction - INFO - Epoch [4][540/1281] lr: 1.610e-01, eta: 9:23:25, time: 1.513, data_time: 0.058, memory: 10495, loss_action_cls: 0.0404, recall@thr=0.5: 0.6730, prec@thr=0.5: 0.7570, recall@top3: 0.7859, prec@top3: 0.6418, recall@top5: 0.9188, prec@top5: 0.4614, loss: 0.0404, grad_norm: 0.1154 2020-12-21 17:25:53,256 - mmaction - INFO - Epoch [4][560/1281] lr: 1.617e-01, eta: 9:22:50, time: 1.561, data_time: 0.001, memory: 10495, loss_action_cls: 0.0399, recall@thr=0.5: 0.6719, prec@thr=0.5: 0.7540, recall@top3: 0.7933, prec@top3: 0.6492, recall@top5: 0.9194, prec@top5: 0.4617, loss: 0.0399, grad_norm: 0.1082 2020-12-21 17:26:21,263 - mmaction - INFO - Epoch [4][580/1281] lr: 1.623e-01, eta: 9:22:00, time: 1.401, data_time: 0.002, memory: 10495, loss_action_cls: 0.0407, recall@thr=0.5: 0.6673, prec@thr=0.5: 0.7498, recall@top3: 0.7887, prec@top3: 0.6394, recall@top5: 0.9198, prec@top5: 0.4589, loss: 0.0407, grad_norm: 0.1253 2020-12-21 17:26:51,815 - mmaction - INFO - Epoch [4][600/1281] lr: 1.629e-01, eta: 9:21:22, time: 1.526, data_time: 0.001, memory: 10495, loss_action_cls: 0.0410, recall@thr=0.5: 0.6538, prec@thr=0.5: 0.7415, recall@top3: 0.7873, prec@top3: 0.6346, recall@top5: 0.9173, prec@top5: 0.4535, loss: 0.0410, grad_norm: 0.1193 2020-12-21 17:27:21,322 - mmaction - INFO - Epoch [4][620/1281] lr: 1.636e-01, eta: 9:20:39, time: 1.476, data_time: 0.003, memory: 10495, loss_action_cls: 0.0404, recall@thr=0.5: 0.6759, prec@thr=0.5: 0.7609, recall@top3: 0.7920, prec@top3: 0.6476, recall@top5: 0.9198, prec@top5: 0.4620, loss: 0.0404, grad_norm: 0.1137 2020-12-21 17:27:50,547 - mmaction - INFO - Epoch [4][640/1281] lr: 1.642e-01, eta: 9:19:55, time: 1.459, data_time: 0.004, memory: 10495, loss_action_cls: 0.0402, recall@thr=0.5: 0.6647, prec@thr=0.5: 0.7535, recall@top3: 0.7913, prec@top3: 0.6481, recall@top5: 0.9218, prec@top5: 0.4634, loss: 0.0402, grad_norm: 0.1045 2020-12-21 17:28:20,639 - mmaction - INFO - Epoch [4][660/1281] lr: 1.648e-01, eta: 9:19:15, time: 1.506, data_time: 0.005, memory: 10495, loss_action_cls: 0.0405, recall@thr=0.5: 0.6546, prec@thr=0.5: 0.7489, recall@top3: 0.7885, prec@top3: 0.6383, recall@top5: 0.9216, prec@top5: 0.4570, loss: 0.0405, grad_norm: 0.1116 2020-12-21 17:28:49,693 - mmaction - INFO - Epoch [4][680/1281] lr: 1.655e-01, eta: 9:18:31, time: 1.452, data_time: 0.003, memory: 10495, loss_action_cls: 0.0404, recall@thr=0.5: 0.6731, prec@thr=0.5: 0.7500, recall@top3: 0.7895, prec@top3: 0.6454, recall@top5: 0.9234, prec@top5: 0.4635, loss: 0.0404, grad_norm: 0.1272 2020-12-21 17:29:18,995 - mmaction - INFO - Epoch [4][700/1281] lr: 1.661e-01, eta: 9:17:47, time: 1.465, data_time: 0.004, memory: 10495, loss_action_cls: 0.0410, recall@thr=0.5: 0.6580, prec@thr=0.5: 0.7454, recall@top3: 0.7844, prec@top3: 0.6437, recall@top5: 0.9222, prec@top5: 0.4630, loss: 0.0410, grad_norm: 0.1396 2020-12-21 17:29:48,701 - mmaction - INFO - Epoch [4][720/1281] lr: 1.667e-01, eta: 9:17:06, time: 1.487, data_time: 0.004, memory: 10495, loss_action_cls: 0.0393, recall@thr=0.5: 0.6747, prec@thr=0.5: 0.7614, recall@top3: 0.7922, prec@top3: 0.6484, recall@top5: 0.9246, prec@top5: 0.4633, loss: 0.0393, grad_norm: 0.1139 2020-12-21 17:30:17,261 - mmaction - INFO - Epoch [4][740/1281] lr: 1.674e-01, eta: 9:16:20, time: 1.426, data_time: 0.002, memory: 10495, loss_action_cls: 0.0395, recall@thr=0.5: 0.6700, prec@thr=0.5: 0.7553, recall@top3: 0.7930, prec@top3: 0.6444, recall@top5: 0.9226, prec@top5: 0.4604, loss: 0.0395, grad_norm: 0.1111 2020-12-21 17:30:49,068 - mmaction - INFO - Epoch [4][760/1281] lr: 1.680e-01, eta: 9:15:49, time: 1.593, data_time: 0.004, memory: 10495, loss_action_cls: 0.0400, recall@thr=0.5: 0.6780, prec@thr=0.5: 0.7580, recall@top3: 0.7941, prec@top3: 0.6503, recall@top5: 0.9226, prec@top5: 0.4636, loss: 0.0400, grad_norm: 0.1141 2020-12-21 17:31:18,432 - mmaction - INFO - Epoch [4][780/1281] lr: 1.686e-01, eta: 9:15:06, time: 1.465, data_time: 0.001, memory: 10495, loss_action_cls: 0.0417, recall@thr=0.5: 0.6547, prec@thr=0.5: 0.7418, recall@top3: 0.7809, prec@top3: 0.6345, recall@top5: 0.9136, prec@top5: 0.4563, loss: 0.0417, grad_norm: 0.1183 2020-12-21 17:31:47,037 - mmaction - INFO - Epoch [4][800/1281] lr: 1.693e-01, eta: 9:14:20, time: 1.433, data_time: 0.004, memory: 10495, loss_action_cls: 0.0395, recall@thr=0.5: 0.6791, prec@thr=0.5: 0.7580, recall@top3: 0.7926, prec@top3: 0.6472, recall@top5: 0.9229, prec@top5: 0.4628, loss: 0.0395, grad_norm: 0.1142 2020-12-21 17:32:16,394 - mmaction - INFO - Epoch [4][820/1281] lr: 1.699e-01, eta: 9:13:38, time: 1.465, data_time: 0.002, memory: 10495, loss_action_cls: 0.0408, recall@thr=0.5: 0.6570, prec@thr=0.5: 0.7447, recall@top3: 0.7827, prec@top3: 0.6365, recall@top5: 0.9190, prec@top5: 0.4597, loss: 0.0408, grad_norm: 0.1133 2020-12-21 17:32:46,616 - mmaction - INFO - Epoch [4][840/1281] lr: 1.705e-01, eta: 9:13:00, time: 1.515, data_time: 0.005, memory: 10495, loss_action_cls: 0.0402, recall@thr=0.5: 0.6662, prec@thr=0.5: 0.7436, recall@top3: 0.7906, prec@top3: 0.6457, recall@top5: 0.9180, prec@top5: 0.4595, loss: 0.0402, grad_norm: 0.1180 2020-12-21 17:33:16,484 - mmaction - INFO - Epoch [4][860/1281] lr: 1.712e-01, eta: 9:12:20, time: 1.493, data_time: 0.001, memory: 10495, loss_action_cls: 0.0397, recall@thr=0.5: 0.6707, prec@thr=0.5: 0.7579, recall@top3: 0.7971, prec@top3: 0.6457, recall@top5: 0.9268, prec@top5: 0.4607, loss: 0.0397, grad_norm: 0.1213 2020-12-21 17:33:44,462 - mmaction - INFO - Epoch [4][880/1281] lr: 1.718e-01, eta: 9:11:32, time: 1.397, data_time: 0.002, memory: 10495, loss_action_cls: 0.0402, recall@thr=0.5: 0.6615, prec@thr=0.5: 0.7506, recall@top3: 0.7925, prec@top3: 0.6392, recall@top5: 0.9194, prec@top5: 0.4554, loss: 0.0402, grad_norm: 0.1175 2020-12-21 17:34:13,275 - mmaction - INFO - Epoch [4][900/1281] lr: 1.724e-01, eta: 9:10:48, time: 1.442, data_time: 0.003, memory: 10495, loss_action_cls: 0.0415, recall@thr=0.5: 0.6638, prec@thr=0.5: 0.7461, recall@top3: 0.7827, prec@top3: 0.6443, recall@top5: 0.9232, prec@top5: 0.4667, loss: 0.0415, grad_norm: 0.1249 2020-12-21 17:34:44,527 - mmaction - INFO - Epoch [4][920/1281] lr: 1.731e-01, eta: 9:10:14, time: 1.560, data_time: 0.001, memory: 10495, loss_action_cls: 0.0413, recall@thr=0.5: 0.6505, prec@thr=0.5: 0.7384, recall@top3: 0.7844, prec@top3: 0.6348, recall@top5: 0.9166, prec@top5: 0.4555, loss: 0.0413, grad_norm: 0.1284 2020-12-21 17:35:13,530 - mmaction - INFO - Epoch [4][940/1281] lr: 1.737e-01, eta: 9:09:31, time: 1.452, data_time: 0.004, memory: 10495, loss_action_cls: 0.0392, recall@thr=0.5: 0.6649, prec@thr=0.5: 0.7521, recall@top3: 0.7948, prec@top3: 0.6423, recall@top5: 0.9275, prec@top5: 0.4589, loss: 0.0392, grad_norm: 0.1064 2020-12-21 17:35:43,740 - mmaction - INFO - Epoch [4][960/1281] lr: 1.743e-01, eta: 9:08:53, time: 1.513, data_time: 0.003, memory: 10495, loss_action_cls: 0.0399, recall@thr=0.5: 0.6699, prec@thr=0.5: 0.7561, recall@top3: 0.7902, prec@top3: 0.6381, recall@top5: 0.9216, prec@top5: 0.4568, loss: 0.0399, grad_norm: 0.1014 2020-12-21 17:36:11,487 - mmaction - INFO - Epoch [4][980/1281] lr: 1.750e-01, eta: 9:08:05, time: 1.387, data_time: 0.001, memory: 10495, loss_action_cls: 0.0402, recall@thr=0.5: 0.6689, prec@thr=0.5: 0.7530, recall@top3: 0.7927, prec@top3: 0.6471, recall@top5: 0.9219, prec@top5: 0.4618, loss: 0.0402, grad_norm: 0.1187 2020-12-21 17:36:40,766 - mmaction - INFO - Epoch [4][1000/1281] lr: 1.756e-01, eta: 9:07:23, time: 1.463, data_time: 0.001, memory: 10495, loss_action_cls: 0.0409, recall@thr=0.5: 0.6599, prec@thr=0.5: 0.7506, recall@top3: 0.7848, prec@top3: 0.6421, recall@top5: 0.9196, prec@top5: 0.4606, loss: 0.0409, grad_norm: 0.1254 2020-12-21 17:37:10,454 - mmaction - INFO - Epoch [4][1020/1281] lr: 1.762e-01, eta: 9:06:43, time: 1.485, data_time: 0.002, memory: 10495, loss_action_cls: 0.0401, recall@thr=0.5: 0.6651, prec@thr=0.5: 0.7596, recall@top3: 0.7932, prec@top3: 0.6468, recall@top5: 0.9188, prec@top5: 0.4599, loss: 0.0401, grad_norm: 0.1133 2020-12-21 17:37:38,638 - mmaction - INFO - Epoch [4][1040/1281] lr: 1.768e-01, eta: 9:05:57, time: 1.409, data_time: 0.001, memory: 10495, loss_action_cls: 0.0399, recall@thr=0.5: 0.6714, prec@thr=0.5: 0.7596, recall@top3: 0.7891, prec@top3: 0.6397, recall@top5: 0.9237, prec@top5: 0.4608, loss: 0.0399, grad_norm: 0.1121 2020-12-21 17:38:11,589 - mmaction - INFO - Epoch [4][1060/1281] lr: 1.775e-01, eta: 9:05:31, time: 1.647, data_time: 0.002, memory: 10495, loss_action_cls: 0.0404, recall@thr=0.5: 0.6670, prec@thr=0.5: 0.7615, recall@top3: 0.7911, prec@top3: 0.6478, recall@top5: 0.9197, prec@top5: 0.4634, loss: 0.0404, grad_norm: 0.1136 2020-12-21 17:38:38,655 - mmaction - INFO - Epoch [4][1080/1281] lr: 1.781e-01, eta: 9:04:40, time: 1.354, data_time: 0.003, memory: 10495, loss_action_cls: 0.0406, recall@thr=0.5: 0.6636, prec@thr=0.5: 0.7522, recall@top3: 0.7907, prec@top3: 0.6413, recall@top5: 0.9202, prec@top5: 0.4590, loss: 0.0406, grad_norm: 0.1222 2020-12-21 17:39:12,162 - mmaction - INFO - Epoch [4][1100/1281] lr: 1.787e-01, eta: 9:04:17, time: 1.673, data_time: 0.001, memory: 10495, loss_action_cls: 0.0405, recall@thr=0.5: 0.6593, prec@thr=0.5: 0.7548, recall@top3: 0.7858, prec@top3: 0.6432, recall@top5: 0.9173, prec@top5: 0.4598, loss: 0.0405, grad_norm: 0.1073 2020-12-21 17:39:39,267 - mmaction - INFO - Epoch [4][1120/1281] lr: 1.794e-01, eta: 9:03:26, time: 1.355, data_time: 0.004, memory: 10495, loss_action_cls: 0.0402, recall@thr=0.5: 0.6666, prec@thr=0.5: 0.7486, recall@top3: 0.7949, prec@top3: 0.6441, recall@top5: 0.9239, prec@top5: 0.4595, loss: 0.0402, grad_norm: 0.1220 2020-12-21 17:40:07,362 - mmaction - INFO - Epoch [4][1140/1281] lr: 1.800e-01, eta: 9:02:41, time: 1.407, data_time: 0.004, memory: 10495, loss_action_cls: 0.0415, recall@thr=0.5: 0.6537, prec@thr=0.5: 0.7428, recall@top3: 0.7771, prec@top3: 0.6324, recall@top5: 0.9145, prec@top5: 0.4573, loss: 0.0415, grad_norm: 0.1290 2020-12-21 17:40:37,100 - mmaction - INFO - Epoch [4][1160/1281] lr: 1.806e-01, eta: 9:02:02, time: 1.487, data_time: 0.001, memory: 10495, loss_action_cls: 0.0410, recall@thr=0.5: 0.6626, prec@thr=0.5: 0.7441, recall@top3: 0.7835, prec@top3: 0.6440, recall@top5: 0.9171, prec@top5: 0.4628, loss: 0.0410, grad_norm: 0.1304 2020-12-21 17:41:08,245 - mmaction - INFO - Epoch [4][1180/1281] lr: 1.813e-01, eta: 9:01:28, time: 1.557, data_time: 0.001, memory: 10495, loss_action_cls: 0.0399, recall@thr=0.5: 0.6788, prec@thr=0.5: 0.7579, recall@top3: 0.7921, prec@top3: 0.6518, recall@top5: 0.9262, prec@top5: 0.4677, loss: 0.0399, grad_norm: 0.1163 2020-12-21 17:41:38,457 - mmaction - INFO - Epoch [4][1200/1281] lr: 1.819e-01, eta: 9:00:51, time: 1.511, data_time: 0.001, memory: 10495, loss_action_cls: 0.0399, recall@thr=0.5: 0.6569, prec@thr=0.5: 0.7467, recall@top3: 0.7914, prec@top3: 0.6403, recall@top5: 0.9175, prec@top5: 0.4552, loss: 0.0399, grad_norm: 0.1129 2020-12-21 17:42:06,600 - mmaction - INFO - Epoch [4][1220/1281] lr: 1.825e-01, eta: 9:00:06, time: 1.407, data_time: 0.002, memory: 10495, loss_action_cls: 0.0408, recall@thr=0.5: 0.6660, prec@thr=0.5: 0.7539, recall@top3: 0.7902, prec@top3: 0.6446, recall@top5: 0.9208, prec@top5: 0.4621, loss: 0.0408, grad_norm: 0.1157 2020-12-21 17:42:36,424 - mmaction - INFO - Epoch [4][1240/1281] lr: 1.832e-01, eta: 8:59:28, time: 1.490, data_time: 0.001, memory: 10495, loss_action_cls: 0.0405, recall@thr=0.5: 0.6597, prec@thr=0.5: 0.7475, recall@top3: 0.7886, prec@top3: 0.6428, recall@top5: 0.9191, prec@top5: 0.4588, loss: 0.0405, grad_norm: 0.1125 2020-12-21 17:43:06,820 - mmaction - INFO - Epoch [4][1260/1281] lr: 1.838e-01, eta: 8:58:52, time: 1.521, data_time: 0.002, memory: 10495, loss_action_cls: 0.0402, recall@thr=0.5: 0.6627, prec@thr=0.5: 0.7457, recall@top3: 0.7932, prec@top3: 0.6468, recall@top5: 0.9224, prec@top5: 0.4611, loss: 0.0402, grad_norm: 0.1181 2020-12-21 17:43:34,398 - mmaction - INFO - Epoch [4][1280/1281] lr: 1.844e-01, eta: 8:58:04, time: 1.379, data_time: 0.001, memory: 10495, loss_action_cls: 0.0405, recall@thr=0.5: 0.6666, prec@thr=0.5: 0.7485, recall@top3: 0.7893, prec@top3: 0.6449, recall@top5: 0.9200, prec@top5: 0.4611, loss: 0.0405, grad_norm: 0.1205 2020-12-21 17:43:37,974 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-12-21 17:52:42,200 - mmaction - INFO - Evaluating proposal ... 2020-12-21 17:53:50,065 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-21 17:53:50,066 - mmaction - INFO - Evaluating bbox ... 2020-12-21 18:02:19,171 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2388 2020-12-21 18:02:20,344 - mmaction - INFO - Epoch(val) [4][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2388 2020-12-21 18:04:18,505 - mmaction - INFO - Epoch [5][20/1281] lr: 1.851e-01, eta: 9:03:09, time: 5.895, data_time: 4.703, memory: 10495, loss_action_cls: 0.0392, recall@thr=0.5: 0.6782, prec@thr=0.5: 0.7643, recall@top3: 0.7994, prec@top3: 0.6534, recall@top5: 0.9260, prec@top5: 0.4643, loss: 0.0392, grad_norm: 0.1046 2020-12-21 18:04:48,721 - mmaction - INFO - Epoch [5][40/1281] lr: 1.857e-01, eta: 9:02:31, time: 1.513, data_time: 0.172, memory: 10495, loss_action_cls: 0.0390, recall@thr=0.5: 0.6817, prec@thr=0.5: 0.7662, recall@top3: 0.7998, prec@top3: 0.6494, recall@top5: 0.9227, prec@top5: 0.4618, loss: 0.0390, grad_norm: 0.1078 2020-12-21 18:05:19,262 - mmaction - INFO - Epoch [5][60/1281] lr: 1.864e-01, eta: 9:01:54, time: 1.527, data_time: 0.001, memory: 10495, loss_action_cls: 0.0392, recall@thr=0.5: 0.6692, prec@thr=0.5: 0.7585, recall@top3: 0.7974, prec@top3: 0.6433, recall@top5: 0.9264, prec@top5: 0.4589, loss: 0.0392, grad_norm: 0.1153 2020-12-21 18:05:48,449 - mmaction - INFO - Epoch [5][80/1281] lr: 1.870e-01, eta: 9:01:12, time: 1.457, data_time: 0.126, memory: 10495, loss_action_cls: 0.0404, recall@thr=0.5: 0.6662, prec@thr=0.5: 0.7515, recall@top3: 0.7879, prec@top3: 0.6408, recall@top5: 0.9210, prec@top5: 0.4594, loss: 0.0404, grad_norm: 0.1306 2020-12-21 18:06:18,145 - mmaction - INFO - Epoch [5][100/1281] lr: 1.876e-01, eta: 9:00:32, time: 1.484, data_time: 0.003, memory: 10495, loss_action_cls: 0.0391, recall@thr=0.5: 0.6756, prec@thr=0.5: 0.7569, recall@top3: 0.7941, prec@top3: 0.6477, recall@top5: 0.9238, prec@top5: 0.4626, loss: 0.0391, grad_norm: 0.1124 2020-12-21 18:06:46,703 - mmaction - INFO - Epoch [5][120/1281] lr: 1.883e-01, eta: 8:59:47, time: 1.428, data_time: 0.004, memory: 10495, loss_action_cls: 0.0387, recall@thr=0.5: 0.6813, prec@thr=0.5: 0.7649, recall@top3: 0.8046, prec@top3: 0.6563, recall@top5: 0.9270, prec@top5: 0.4637, loss: 0.0387, grad_norm: 0.1169 2020-12-21 18:07:18,115 - mmaction - INFO - Epoch [5][140/1281] lr: 1.889e-01, eta: 8:59:14, time: 1.574, data_time: 0.005, memory: 10495, loss_action_cls: 0.0399, recall@thr=0.5: 0.6685, prec@thr=0.5: 0.7544, recall@top3: 0.7952, prec@top3: 0.6450, recall@top5: 0.9197, prec@top5: 0.4582, loss: 0.0399, grad_norm: 0.1126 2020-12-21 18:07:46,435 - mmaction - INFO - Epoch [5][160/1281] lr: 1.895e-01, eta: 8:58:29, time: 1.413, data_time: 0.001, memory: 10495, loss_action_cls: 0.0392, recall@thr=0.5: 0.6742, prec@thr=0.5: 0.7692, recall@top3: 0.7999, prec@top3: 0.6571, recall@top5: 0.9283, prec@top5: 0.4679, loss: 0.0392, grad_norm: 0.1198 2020-12-21 18:08:15,385 - mmaction - INFO - Epoch [5][180/1281] lr: 1.902e-01, eta: 8:57:46, time: 1.450, data_time: 0.046, memory: 10495, loss_action_cls: 0.0395, recall@thr=0.5: 0.6748, prec@thr=0.5: 0.7556, recall@top3: 0.7936, prec@top3: 0.6473, recall@top5: 0.9243, prec@top5: 0.4619, loss: 0.0395, grad_norm: 0.1202 2020-12-21 18:08:43,038 - mmaction - INFO - Epoch [5][200/1281] lr: 1.908e-01, eta: 8:56:59, time: 1.383, data_time: 0.002, memory: 10495, loss_action_cls: 0.0383, recall@thr=0.5: 0.6838, prec@thr=0.5: 0.7764, recall@top3: 0.8067, prec@top3: 0.6512, recall@top5: 0.9280, prec@top5: 0.4607, loss: 0.0383, grad_norm: 0.1058 2020-12-21 18:09:12,982 - mmaction - INFO - Epoch [5][220/1281] lr: 1.914e-01, eta: 8:56:20, time: 1.496, data_time: 0.002, memory: 10495, loss_action_cls: 0.0397, recall@thr=0.5: 0.6689, prec@thr=0.5: 0.7622, recall@top3: 0.7961, prec@top3: 0.6451, recall@top5: 0.9255, prec@top5: 0.4593, loss: 0.0397, grad_norm: 0.1179 2020-12-21 18:09:43,461 - mmaction - INFO - Epoch [5][240/1281] lr: 1.921e-01, eta: 8:55:44, time: 1.523, data_time: 0.134, memory: 10495, loss_action_cls: 0.0395, recall@thr=0.5: 0.6776, prec@thr=0.5: 0.7559, recall@top3: 0.7974, prec@top3: 0.6463, recall@top5: 0.9222, prec@top5: 0.4596, loss: 0.0395, grad_norm: 0.1127 2020-12-21 18:10:11,387 - mmaction - INFO - Epoch [5][260/1281] lr: 1.927e-01, eta: 8:54:57, time: 1.396, data_time: 0.033, memory: 10495, loss_action_cls: 0.0394, recall@thr=0.5: 0.6709, prec@thr=0.5: 0.7614, recall@top3: 0.7963, prec@top3: 0.6512, recall@top5: 0.9206, prec@top5: 0.4618, loss: 0.0394, grad_norm: 0.1098 2020-12-21 18:10:39,943 - mmaction - INFO - Epoch [5][280/1281] lr: 1.933e-01, eta: 8:54:14, time: 1.431, data_time: 0.005, memory: 10495, loss_action_cls: 0.0392, recall@thr=0.5: 0.6867, prec@thr=0.5: 0.7657, recall@top3: 0.7970, prec@top3: 0.6484, recall@top5: 0.9222, prec@top5: 0.4609, loss: 0.0392, grad_norm: 0.1124 2020-12-21 18:11:11,159 - mmaction - INFO - Epoch [5][300/1281] lr: 1.940e-01, eta: 8:53:40, time: 1.559, data_time: 0.001, memory: 10495, loss_action_cls: 0.0384, recall@thr=0.5: 0.6794, prec@thr=0.5: 0.7683, recall@top3: 0.8051, prec@top3: 0.6540, recall@top5: 0.9310, prec@top5: 0.4642, loss: 0.0384, grad_norm: 0.1053 2020-12-21 18:11:39,666 - mmaction - INFO - Epoch [5][320/1281] lr: 1.946e-01, eta: 8:52:57, time: 1.425, data_time: 0.003, memory: 10495, loss_action_cls: 0.0388, recall@thr=0.5: 0.6814, prec@thr=0.5: 0.7695, recall@top3: 0.7993, prec@top3: 0.6569, recall@top5: 0.9243, prec@top5: 0.4661, loss: 0.0388, grad_norm: 0.1164 2020-12-21 18:12:10,883 - mmaction - INFO - Epoch [5][340/1281] lr: 1.952e-01, eta: 8:52:24, time: 1.564, data_time: 0.037, memory: 10495, loss_action_cls: 0.0395, recall@thr=0.5: 0.6796, prec@thr=0.5: 0.7548, recall@top3: 0.7978, prec@top3: 0.6432, recall@top5: 0.9209, prec@top5: 0.4558, loss: 0.0395, grad_norm: 0.1287 2020-12-21 18:12:40,122 - mmaction - INFO - Epoch [5][360/1281] lr: 1.959e-01, eta: 8:51:43, time: 1.462, data_time: 0.001, memory: 10495, loss_action_cls: 0.0388, recall@thr=0.5: 0.6801, prec@thr=0.5: 0.7679, recall@top3: 0.8019, prec@top3: 0.6525, recall@top5: 0.9272, prec@top5: 0.4642, loss: 0.0388, grad_norm: 0.1078 2020-12-21 18:13:10,006 - mmaction - INFO - Epoch [5][380/1281] lr: 1.965e-01, eta: 8:51:05, time: 1.494, data_time: 0.001, memory: 10495, loss_action_cls: 0.0389, recall@thr=0.5: 0.6804, prec@thr=0.5: 0.7623, recall@top3: 0.7979, prec@top3: 0.6534, recall@top5: 0.9268, prec@top5: 0.4657, loss: 0.0389, grad_norm: 0.1102 2020-12-21 18:13:37,564 - mmaction - INFO - Epoch [5][400/1281] lr: 1.971e-01, eta: 8:50:18, time: 1.376, data_time: 0.002, memory: 10495, loss_action_cls: 0.0400, recall@thr=0.5: 0.6736, prec@thr=0.5: 0.7530, recall@top3: 0.7938, prec@top3: 0.6475, recall@top5: 0.9268, prec@top5: 0.4645, loss: 0.0400, grad_norm: 0.1264 2020-12-21 18:14:07,972 - mmaction - INFO - Epoch [5][420/1281] lr: 1.977e-01, eta: 8:49:41, time: 1.520, data_time: 0.061, memory: 10495, loss_action_cls: 0.0386, recall@thr=0.5: 0.6797, prec@thr=0.5: 0.7646, recall@top3: 0.8004, prec@top3: 0.6494, recall@top5: 0.9246, prec@top5: 0.4611, loss: 0.0386, grad_norm: 0.1047 2020-12-21 18:14:38,541 - mmaction - INFO - Epoch [5][440/1281] lr: 1.984e-01, eta: 8:49:06, time: 1.531, data_time: 0.003, memory: 10495, loss_action_cls: 0.0386, recall@thr=0.5: 0.6797, prec@thr=0.5: 0.7656, recall@top3: 0.8007, prec@top3: 0.6491, recall@top5: 0.9254, prec@top5: 0.4604, loss: 0.0386, grad_norm: 0.1104 2020-12-21 18:15:08,290 - mmaction - INFO - Epoch [5][460/1281] lr: 1.990e-01, eta: 8:48:28, time: 1.487, data_time: 0.001, memory: 10495, loss_action_cls: 0.0385, recall@thr=0.5: 0.6826, prec@thr=0.5: 0.7598, recall@top3: 0.7976, prec@top3: 0.6518, recall@top5: 0.9251, prec@top5: 0.4630, loss: 0.0385, grad_norm: 0.1130 2020-12-21 18:15:37,711 - mmaction - INFO - Epoch [5][480/1281] lr: 1.996e-01, eta: 8:47:48, time: 1.470, data_time: 0.001, memory: 10495, loss_action_cls: 0.0384, recall@thr=0.5: 0.6728, prec@thr=0.5: 0.7639, recall@top3: 0.8031, prec@top3: 0.6432, recall@top5: 0.9266, prec@top5: 0.4549, loss: 0.0384, grad_norm: 0.1155 2020-12-21 18:16:07,030 - mmaction - INFO - Epoch [5][500/1281] lr: 2.003e-01, eta: 8:47:08, time: 1.464, data_time: 0.131, memory: 10495, loss_action_cls: 0.0395, recall@thr=0.5: 0.6738, prec@thr=0.5: 0.7543, recall@top3: 0.7942, prec@top3: 0.6377, recall@top5: 0.9249, prec@top5: 0.4566, loss: 0.0395, grad_norm: 0.1165 2020-12-21 18:16:36,130 - mmaction - INFO - Epoch [5][520/1281] lr: 2.009e-01, eta: 8:46:27, time: 1.455, data_time: 0.164, memory: 10495, loss_action_cls: 0.0390, recall@thr=0.5: 0.6778, prec@thr=0.5: 0.7620, recall@top3: 0.7994, prec@top3: 0.6455, recall@top5: 0.9256, prec@top5: 0.4581, loss: 0.0390, grad_norm: 0.1181 2020-12-21 18:17:03,900 - mmaction - INFO - Epoch [5][540/1281] lr: 2.015e-01, eta: 8:45:42, time: 1.390, data_time: 0.004, memory: 10495, loss_action_cls: 0.0396, recall@thr=0.5: 0.6755, prec@thr=0.5: 0.7565, recall@top3: 0.7942, prec@top3: 0.6490, recall@top5: 0.9215, prec@top5: 0.4625, loss: 0.0396, grad_norm: 0.1136 2020-12-21 18:17:34,885 - mmaction - INFO - Epoch [5][560/1281] lr: 2.022e-01, eta: 8:45:08, time: 1.550, data_time: 0.017, memory: 10495, loss_action_cls: 0.0407, recall@thr=0.5: 0.6564, prec@thr=0.5: 0.7579, recall@top3: 0.7886, prec@top3: 0.6389, recall@top5: 0.9132, prec@top5: 0.4533, loss: 0.0407, grad_norm: 0.1132 2020-12-21 18:18:02,501 - mmaction - INFO - Epoch [5][580/1281] lr: 2.028e-01, eta: 8:44:23, time: 1.381, data_time: 0.185, memory: 10495, loss_action_cls: 0.0395, recall@thr=0.5: 0.6749, prec@thr=0.5: 0.7597, recall@top3: 0.7977, prec@top3: 0.6526, recall@top5: 0.9248, prec@top5: 0.4640, loss: 0.0395, grad_norm: 0.1182 2020-12-21 18:18:33,381 - mmaction - INFO - Epoch [5][600/1281] lr: 2.034e-01, eta: 8:43:49, time: 1.542, data_time: 0.235, memory: 10495, loss_action_cls: 0.0394, recall@thr=0.5: 0.6761, prec@thr=0.5: 0.7566, recall@top3: 0.7951, prec@top3: 0.6498, recall@top5: 0.9222, prec@top5: 0.4623, loss: 0.0394, grad_norm: 0.1128 2020-12-21 18:19:00,446 - mmaction - INFO - Epoch [5][620/1281] lr: 2.041e-01, eta: 8:43:01, time: 1.354, data_time: 0.066, memory: 10495, loss_action_cls: 0.0401, recall@thr=0.5: 0.6691, prec@thr=0.5: 0.7589, recall@top3: 0.7914, prec@top3: 0.6463, recall@top5: 0.9249, prec@top5: 0.4645, loss: 0.0401, grad_norm: 0.1319 2020-12-21 18:19:30,256 - mmaction - INFO - Epoch [5][640/1281] lr: 2.047e-01, eta: 8:42:24, time: 1.489, data_time: 0.059, memory: 10495, loss_action_cls: 0.0400, recall@thr=0.5: 0.6721, prec@thr=0.5: 0.7611, recall@top3: 0.7922, prec@top3: 0.6496, recall@top5: 0.9222, prec@top5: 0.4636, loss: 0.0400, grad_norm: 0.1190 2020-12-21 18:19:59,046 - mmaction - INFO - Epoch [5][660/1281] lr: 2.053e-01, eta: 8:41:43, time: 1.440, data_time: 0.003, memory: 10495, loss_action_cls: 0.0384, recall@thr=0.5: 0.6852, prec@thr=0.5: 0.7641, recall@top3: 0.7997, prec@top3: 0.6551, recall@top5: 0.9244, prec@top5: 0.4646, loss: 0.0384, grad_norm: 0.1120 2020-12-21 18:20:29,993 - mmaction - INFO - Epoch [5][680/1281] lr: 2.060e-01, eta: 8:41:09, time: 1.547, data_time: 0.186, memory: 10495, loss_action_cls: 0.0383, recall@thr=0.5: 0.6809, prec@thr=0.5: 0.7629, recall@top3: 0.7991, prec@top3: 0.6448, recall@top5: 0.9282, prec@top5: 0.4596, loss: 0.0383, grad_norm: 0.1068 2020-12-21 18:21:00,465 - mmaction - INFO - Epoch [5][700/1281] lr: 2.066e-01, eta: 8:40:34, time: 1.524, data_time: 0.002, memory: 10495, loss_action_cls: 0.0400, recall@thr=0.5: 0.6763, prec@thr=0.5: 0.7562, recall@top3: 0.7953, prec@top3: 0.6505, recall@top5: 0.9246, prec@top5: 0.4652, loss: 0.0400, grad_norm: 0.1222 2020-12-21 18:21:28,727 - mmaction - INFO - Epoch [5][720/1281] lr: 2.072e-01, eta: 8:39:51, time: 1.413, data_time: 0.002, memory: 10495, loss_action_cls: 0.0388, recall@thr=0.5: 0.6849, prec@thr=0.5: 0.7669, recall@top3: 0.7960, prec@top3: 0.6576, recall@top5: 0.9248, prec@top5: 0.4687, loss: 0.0388, grad_norm: 0.1070 2020-12-21 18:21:58,051 - mmaction - INFO - Epoch [5][740/1281] lr: 2.079e-01, eta: 8:39:12, time: 1.464, data_time: 0.002, memory: 10495, loss_action_cls: 0.0394, recall@thr=0.5: 0.6748, prec@thr=0.5: 0.7589, recall@top3: 0.7938, prec@top3: 0.6531, recall@top5: 0.9209, prec@top5: 0.4660, loss: 0.0394, grad_norm: 0.1079 2020-12-21 18:22:26,929 - mmaction - INFO - Epoch [5][760/1281] lr: 2.085e-01, eta: 8:38:32, time: 1.446, data_time: 0.004, memory: 10495, loss_action_cls: 0.0390, recall@thr=0.5: 0.6780, prec@thr=0.5: 0.7596, recall@top3: 0.8023, prec@top3: 0.6497, recall@top5: 0.9273, prec@top5: 0.4617, loss: 0.0390, grad_norm: 0.1098 2020-12-21 18:22:57,268 - mmaction - INFO - Epoch [5][780/1281] lr: 2.091e-01, eta: 8:37:56, time: 1.516, data_time: 0.028, memory: 10495, loss_action_cls: 0.0406, recall@thr=0.5: 0.6657, prec@thr=0.5: 0.7570, recall@top3: 0.7884, prec@top3: 0.6449, recall@top5: 0.9209, prec@top5: 0.4621, loss: 0.0406, grad_norm: 0.1237 2020-12-21 18:23:26,526 - mmaction - INFO - Epoch [5][800/1281] lr: 2.098e-01, eta: 8:37:17, time: 1.465, data_time: 0.003, memory: 10495, loss_action_cls: 0.0387, recall@thr=0.5: 0.6835, prec@thr=0.5: 0.7667, recall@top3: 0.8024, prec@top3: 0.6545, recall@top5: 0.9264, prec@top5: 0.4644, loss: 0.0387, grad_norm: 0.1077 2020-12-21 18:23:55,294 - mmaction - INFO - Epoch [5][820/1281] lr: 2.104e-01, eta: 8:36:36, time: 1.438, data_time: 0.050, memory: 10495, loss_action_cls: 0.0389, recall@thr=0.5: 0.6810, prec@thr=0.5: 0.7689, recall@top3: 0.7991, prec@top3: 0.6510, recall@top5: 0.9248, prec@top5: 0.4628, loss: 0.0389, grad_norm: 0.0985 2020-12-21 18:24:24,797 - mmaction - INFO - Epoch [5][840/1281] lr: 2.110e-01, eta: 8:35:58, time: 1.472, data_time: 0.001, memory: 10495, loss_action_cls: 0.0393, recall@thr=0.5: 0.6719, prec@thr=0.5: 0.7590, recall@top3: 0.7962, prec@top3: 0.6446, recall@top5: 0.9205, prec@top5: 0.4582, loss: 0.0393, grad_norm: 0.1065 2020-12-21 18:24:57,430 - mmaction - INFO - Epoch [5][860/1281] lr: 2.117e-01, eta: 8:35:30, time: 1.634, data_time: 0.004, memory: 10495, loss_action_cls: 0.0382, recall@thr=0.5: 0.6777, prec@thr=0.5: 0.7633, recall@top3: 0.8066, prec@top3: 0.6471, recall@top5: 0.9307, prec@top5: 0.4582, loss: 0.0382, grad_norm: 0.1139 2020-12-21 18:25:27,603 - mmaction - INFO - Epoch [5][880/1281] lr: 2.123e-01, eta: 8:34:55, time: 1.510, data_time: 0.002, memory: 10495, loss_action_cls: 0.0388, recall@thr=0.5: 0.6825, prec@thr=0.5: 0.7703, recall@top3: 0.7997, prec@top3: 0.6512, recall@top5: 0.9256, prec@top5: 0.4635, loss: 0.0388, grad_norm: 0.1138 2020-12-21 18:25:54,583 - mmaction - INFO - Epoch [5][900/1281] lr: 2.129e-01, eta: 8:34:08, time: 1.348, data_time: 0.001, memory: 10495, loss_action_cls: 0.0389, recall@thr=0.5: 0.6865, prec@thr=0.5: 0.7675, recall@top3: 0.8004, prec@top3: 0.6523, recall@top5: 0.9273, prec@top5: 0.4635, loss: 0.0389, grad_norm: 0.1164 2020-12-21 18:26:24,981 - mmaction - INFO - Epoch [5][920/1281] lr: 2.136e-01, eta: 8:33:33, time: 1.517, data_time: 0.001, memory: 10495, loss_action_cls: 0.0386, recall@thr=0.5: 0.6813, prec@thr=0.5: 0.7671, recall@top3: 0.7965, prec@top3: 0.6524, recall@top5: 0.9231, prec@top5: 0.4644, loss: 0.0386, grad_norm: 0.1137 2020-12-21 18:26:54,056 - mmaction - INFO - Epoch [5][940/1281] lr: 2.142e-01, eta: 8:32:54, time: 1.455, data_time: 0.004, memory: 10495, loss_action_cls: 0.0385, recall@thr=0.5: 0.6841, prec@thr=0.5: 0.7640, recall@top3: 0.8068, prec@top3: 0.6527, recall@top5: 0.9294, prec@top5: 0.4624, loss: 0.0385, grad_norm: 0.1012 2020-12-21 18:27:23,729 - mmaction - INFO - Epoch [5][960/1281] lr: 2.148e-01, eta: 8:32:17, time: 1.485, data_time: 0.045, memory: 10495, loss_action_cls: 0.0388, recall@thr=0.5: 0.6889, prec@thr=0.5: 0.7668, recall@top3: 0.8012, prec@top3: 0.6508, recall@top5: 0.9247, prec@top5: 0.4623, loss: 0.0388, grad_norm: 0.1097 2020-12-21 18:27:52,780 - mmaction - INFO - Epoch [5][980/1281] lr: 2.155e-01, eta: 8:31:38, time: 1.450, data_time: 0.031, memory: 10495, loss_action_cls: 0.0390, recall@thr=0.5: 0.6787, prec@thr=0.5: 0.7699, recall@top3: 0.7973, prec@top3: 0.6559, recall@top5: 0.9283, prec@top5: 0.4693, loss: 0.0390, grad_norm: 0.1060 2020-12-21 18:28:22,950 - mmaction - INFO - Epoch [5][1000/1281] lr: 2.161e-01, eta: 8:31:02, time: 1.511, data_time: 0.228, memory: 10495, loss_action_cls: 0.0380, recall@thr=0.5: 0.6934, prec@thr=0.5: 0.7716, recall@top3: 0.8055, prec@top3: 0.6528, recall@top5: 0.9269, prec@top5: 0.4620, loss: 0.0380, grad_norm: 0.1075 2020-12-21 18:28:52,266 - mmaction - INFO - Epoch [5][1020/1281] lr: 2.167e-01, eta: 8:30:24, time: 1.466, data_time: 0.083, memory: 10495, loss_action_cls: 0.0378, recall@thr=0.5: 0.6876, prec@thr=0.5: 0.7732, recall@top3: 0.8069, prec@top3: 0.6564, recall@top5: 0.9305, prec@top5: 0.4658, loss: 0.0378, grad_norm: 0.1015 2020-12-21 18:29:20,139 - mmaction - INFO - Epoch [5][1040/1281] lr: 2.173e-01, eta: 8:29:41, time: 1.392, data_time: 0.001, memory: 10495, loss_action_cls: 0.0389, recall@thr=0.5: 0.6797, prec@thr=0.5: 0.7643, recall@top3: 0.7973, prec@top3: 0.6520, recall@top5: 0.9237, prec@top5: 0.4629, loss: 0.0389, grad_norm: 0.1037 2020-12-21 18:29:50,373 - mmaction - INFO - Epoch [5][1060/1281] lr: 2.180e-01, eta: 8:29:06, time: 1.513, data_time: 0.003, memory: 10495, loss_action_cls: 0.0384, recall@thr=0.5: 0.6838, prec@thr=0.5: 0.7657, recall@top3: 0.8042, prec@top3: 0.6565, recall@top5: 0.9290, prec@top5: 0.4656, loss: 0.0384, grad_norm: 0.1014 2020-12-21 18:30:17,689 - mmaction - INFO - Epoch [5][1080/1281] lr: 2.186e-01, eta: 8:28:22, time: 1.365, data_time: 0.001, memory: 10495, loss_action_cls: 0.0374, recall@thr=0.5: 0.6978, prec@thr=0.5: 0.7725, recall@top3: 0.8105, prec@top3: 0.6556, recall@top5: 0.9292, prec@top5: 0.4626, loss: 0.0374, grad_norm: 0.1085 2020-12-21 18:30:48,733 - mmaction - INFO - Epoch [5][1100/1281] lr: 2.192e-01, eta: 8:27:49, time: 1.550, data_time: 0.002, memory: 10495, loss_action_cls: 0.0380, recall@thr=0.5: 0.6938, prec@thr=0.5: 0.7723, recall@top3: 0.8027, prec@top3: 0.6548, recall@top5: 0.9283, prec@top5: 0.4647, loss: 0.0380, grad_norm: 0.1063 2020-12-21 18:31:16,203 - mmaction - INFO - Epoch [5][1120/1281] lr: 2.199e-01, eta: 8:27:05, time: 1.374, data_time: 0.021, memory: 10495, loss_action_cls: 0.0386, recall@thr=0.5: 0.6761, prec@thr=0.5: 0.7634, recall@top3: 0.8027, prec@top3: 0.6489, recall@top5: 0.9244, prec@top5: 0.4578, loss: 0.0386, grad_norm: 0.1068 2020-12-21 18:31:46,503 - mmaction - INFO - Epoch [5][1140/1281] lr: 2.205e-01, eta: 8:26:30, time: 1.515, data_time: 0.071, memory: 10495, loss_action_cls: 0.0381, recall@thr=0.5: 0.6883, prec@thr=0.5: 0.7712, recall@top3: 0.8036, prec@top3: 0.6534, recall@top5: 0.9287, prec@top5: 0.4639, loss: 0.0381, grad_norm: 0.1120 2020-12-21 18:32:17,159 - mmaction - INFO - Epoch [5][1160/1281] lr: 2.211e-01, eta: 8:25:57, time: 1.535, data_time: 0.270, memory: 10495, loss_action_cls: 0.0389, recall@thr=0.5: 0.6856, prec@thr=0.5: 0.7627, recall@top3: 0.8037, prec@top3: 0.6540, recall@top5: 0.9270, prec@top5: 0.4637, loss: 0.0389, grad_norm: 0.1163 2020-12-21 18:32:44,635 - mmaction - INFO - Epoch [5][1180/1281] lr: 2.218e-01, eta: 8:25:13, time: 1.374, data_time: 0.042, memory: 10495, loss_action_cls: 0.0389, recall@thr=0.5: 0.6814, prec@thr=0.5: 0.7693, recall@top3: 0.8010, prec@top3: 0.6614, recall@top5: 0.9244, prec@top5: 0.4693, loss: 0.0389, grad_norm: 0.1253 2020-12-21 18:33:14,379 - mmaction - INFO - Epoch [5][1200/1281] lr: 2.224e-01, eta: 8:24:37, time: 1.484, data_time: 0.056, memory: 10495, loss_action_cls: 0.0389, recall@thr=0.5: 0.6833, prec@thr=0.5: 0.7697, recall@top3: 0.8031, prec@top3: 0.6551, recall@top5: 0.9247, prec@top5: 0.4621, loss: 0.0389, grad_norm: 0.1029 2020-12-21 18:33:44,159 - mmaction - INFO - Epoch [5][1220/1281] lr: 2.230e-01, eta: 8:24:01, time: 1.490, data_time: 0.004, memory: 10495, loss_action_cls: 0.0391, recall@thr=0.5: 0.6743, prec@thr=0.5: 0.7600, recall@top3: 0.7971, prec@top3: 0.6499, recall@top5: 0.9232, prec@top5: 0.4613, loss: 0.0391, grad_norm: 0.1072 2020-12-21 18:34:13,784 - mmaction - INFO - Epoch [5][1240/1281] lr: 2.237e-01, eta: 8:23:24, time: 1.480, data_time: 0.003, memory: 10495, loss_action_cls: 0.0376, recall@thr=0.5: 0.6924, prec@thr=0.5: 0.7702, recall@top3: 0.8031, prec@top3: 0.6570, recall@top5: 0.9250, prec@top5: 0.4641, loss: 0.0376, grad_norm: 0.1037 2020-12-21 18:34:41,916 - mmaction - INFO - Epoch [5][1260/1281] lr: 2.243e-01, eta: 8:22:43, time: 1.410, data_time: 0.052, memory: 10495, loss_action_cls: 0.0384, recall@thr=0.5: 0.6948, prec@thr=0.5: 0.7694, recall@top3: 0.8067, prec@top3: 0.6635, recall@top5: 0.9289, prec@top5: 0.4685, loss: 0.0384, grad_norm: 0.1142 2020-12-21 18:35:12,435 - mmaction - INFO - Epoch [5][1280/1281] lr: 2.249e-01, eta: 8:22:09, time: 1.527, data_time: 0.001, memory: 10495, loss_action_cls: 0.0384, recall@thr=0.5: 0.6835, prec@thr=0.5: 0.7689, recall@top3: 0.8068, prec@top3: 0.6599, recall@top5: 0.9298, prec@top5: 0.4677, loss: 0.0384, grad_norm: 0.1071 2020-12-21 18:35:16,045 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-12-21 18:44:27,028 - mmaction - INFO - Evaluating proposal ... 2020-12-21 18:45:38,078 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-21 18:45:38,079 - mmaction - INFO - Evaluating bbox ... 2020-12-21 18:54:03,588 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2464 2020-12-21 18:54:04,717 - mmaction - INFO - Epoch(val) [5][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2464 2020-12-21 18:55:21,733 - mmaction - INFO - Epoch [6][20/1281] lr: 2.250e-01, eta: 8:23:48, time: 3.848, data_time: 2.710, memory: 10495, loss_action_cls: 0.0377, recall@thr=0.5: 0.6856, prec@thr=0.5: 0.7700, recall@top3: 0.8053, prec@top3: 0.6541, recall@top5: 0.9312, prec@top5: 0.4659, loss: 0.0377, grad_norm: 0.1088 2020-12-21 18:55:51,751 - mmaction - INFO - Epoch [6][40/1281] lr: 2.250e-01, eta: 8:23:12, time: 1.503, data_time: 0.003, memory: 10495, loss_action_cls: 0.0377, recall@thr=0.5: 0.6855, prec@thr=0.5: 0.7746, recall@top3: 0.8060, prec@top3: 0.6517, recall@top5: 0.9319, prec@top5: 0.4623, loss: 0.0377, grad_norm: 0.1143 2020-12-21 18:56:21,971 - mmaction - INFO - Epoch [6][60/1281] lr: 2.250e-01, eta: 8:22:37, time: 1.511, data_time: 0.001, memory: 10495, loss_action_cls: 0.0381, recall@thr=0.5: 0.6832, prec@thr=0.5: 0.7723, recall@top3: 0.8055, prec@top3: 0.6493, recall@top5: 0.9298, prec@top5: 0.4605, loss: 0.0381, grad_norm: 0.1006 2020-12-21 18:56:50,042 - mmaction - INFO - Epoch [6][80/1281] lr: 2.250e-01, eta: 8:21:55, time: 1.403, data_time: 0.001, memory: 10495, loss_action_cls: 0.0374, recall@thr=0.5: 0.7000, prec@thr=0.5: 0.7748, recall@top3: 0.8107, prec@top3: 0.6580, recall@top5: 0.9321, prec@top5: 0.4658, loss: 0.0374, grad_norm: 0.1105 2020-12-21 18:57:18,960 - mmaction - INFO - Epoch [6][100/1281] lr: 2.250e-01, eta: 8:21:16, time: 1.444, data_time: 0.001, memory: 10495, loss_action_cls: 0.0385, recall@thr=0.5: 0.6843, prec@thr=0.5: 0.7679, recall@top3: 0.8012, prec@top3: 0.6461, recall@top5: 0.9277, prec@top5: 0.4609, loss: 0.0385, grad_norm: 0.1067 2020-12-21 18:57:46,943 - mmaction - INFO - Epoch [6][120/1281] lr: 2.250e-01, eta: 8:20:34, time: 1.400, data_time: 0.003, memory: 10495, loss_action_cls: 0.0377, recall@thr=0.5: 0.6958, prec@thr=0.5: 0.7766, recall@top3: 0.8072, prec@top3: 0.6577, recall@top5: 0.9312, prec@top5: 0.4668, loss: 0.0377, grad_norm: 0.1137 2020-12-21 18:58:16,336 - mmaction - INFO - Epoch [6][140/1281] lr: 2.250e-01, eta: 8:19:57, time: 1.471, data_time: 0.002, memory: 10495, loss_action_cls: 0.0381, recall@thr=0.5: 0.6864, prec@thr=0.5: 0.7743, recall@top3: 0.8038, prec@top3: 0.6638, recall@top5: 0.9292, prec@top5: 0.4703, loss: 0.0381, grad_norm: 0.1136 2020-12-21 18:58:49,239 - mmaction - INFO - Epoch [6][160/1281] lr: 2.250e-01, eta: 8:19:30, time: 1.644, data_time: 0.001, memory: 10495, loss_action_cls: 0.0378, recall@thr=0.5: 0.6849, prec@thr=0.5: 0.7742, recall@top3: 0.8004, prec@top3: 0.6549, recall@top5: 0.9272, prec@top5: 0.4654, loss: 0.0378, grad_norm: 0.1115 2020-12-21 18:59:17,907 - mmaction - INFO - Epoch [6][180/1281] lr: 2.250e-01, eta: 8:18:50, time: 1.434, data_time: 0.002, memory: 10495, loss_action_cls: 0.0380, recall@thr=0.5: 0.6914, prec@thr=0.5: 0.7682, recall@top3: 0.8077, prec@top3: 0.6518, recall@top5: 0.9286, prec@top5: 0.4615, loss: 0.0380, grad_norm: 0.1162 2020-12-21 18:59:47,201 - mmaction - INFO - Epoch [6][200/1281] lr: 2.250e-01, eta: 8:18:13, time: 1.465, data_time: 0.001, memory: 10495, loss_action_cls: 0.0379, recall@thr=0.5: 0.6904, prec@thr=0.5: 0.7736, recall@top3: 0.8022, prec@top3: 0.6536, recall@top5: 0.9313, prec@top5: 0.4663, loss: 0.0379, grad_norm: 0.1199 2020-12-21 19:00:15,030 - mmaction - INFO - Epoch [6][220/1281] lr: 2.250e-01, eta: 8:17:31, time: 1.388, data_time: 0.001, memory: 10495, loss_action_cls: 0.0379, recall@thr=0.5: 0.6856, prec@thr=0.5: 0.7688, recall@top3: 0.8042, prec@top3: 0.6532, recall@top5: 0.9302, prec@top5: 0.4637, loss: 0.0379, grad_norm: 0.1116 2020-12-21 19:00:46,277 - mmaction - INFO - Epoch [6][240/1281] lr: 2.250e-01, eta: 8:16:59, time: 1.564, data_time: 0.004, memory: 10495, loss_action_cls: 0.0377, recall@thr=0.5: 0.6998, prec@thr=0.5: 0.7700, recall@top3: 0.8050, prec@top3: 0.6597, recall@top5: 0.9289, prec@top5: 0.4679, loss: 0.0377, grad_norm: 0.1135 2020-12-21 19:01:15,546 - mmaction - INFO - Epoch [6][260/1281] lr: 2.250e-01, eta: 8:16:21, time: 1.463, data_time: 0.003, memory: 10495, loss_action_cls: 0.0377, recall@thr=0.5: 0.6970, prec@thr=0.5: 0.7675, recall@top3: 0.8083, prec@top3: 0.6599, recall@top5: 0.9350, prec@top5: 0.4696, loss: 0.0377, grad_norm: 0.1248 2020-12-21 19:01:47,138 - mmaction - INFO - Epoch [6][280/1281] lr: 2.250e-01, eta: 8:15:50, time: 1.582, data_time: 0.003, memory: 10495, loss_action_cls: 0.0384, recall@thr=0.5: 0.6911, prec@thr=0.5: 0.7620, recall@top3: 0.8015, prec@top3: 0.6529, recall@top5: 0.9271, prec@top5: 0.4636, loss: 0.0384, grad_norm: 0.1212 2020-12-21 19:02:15,541 - mmaction - INFO - Epoch [6][300/1281] lr: 2.250e-01, eta: 8:15:10, time: 1.417, data_time: 0.001, memory: 10495, loss_action_cls: 0.0377, recall@thr=0.5: 0.6961, prec@thr=0.5: 0.7741, recall@top3: 0.8099, prec@top3: 0.6602, recall@top5: 0.9320, prec@top5: 0.4669, loss: 0.0377, grad_norm: 0.0987 2020-12-21 19:02:44,945 - mmaction - INFO - Epoch [6][320/1281] lr: 2.250e-01, eta: 8:14:33, time: 1.473, data_time: 0.004, memory: 10495, loss_action_cls: 0.0385, recall@thr=0.5: 0.6856, prec@thr=0.5: 0.7687, recall@top3: 0.8013, prec@top3: 0.6547, recall@top5: 0.9274, prec@top5: 0.4656, loss: 0.0385, grad_norm: 0.1089 2020-12-21 19:03:13,726 - mmaction - INFO - Epoch [6][340/1281] lr: 2.250e-01, eta: 8:13:54, time: 1.438, data_time: 0.129, memory: 10495, loss_action_cls: 0.0376, recall@thr=0.5: 0.6939, prec@thr=0.5: 0.7724, recall@top3: 0.8097, prec@top3: 0.6599, recall@top5: 0.9304, prec@top5: 0.4664, loss: 0.0376, grad_norm: 0.1100 2020-12-21 19:03:44,369 - mmaction - INFO - Epoch [6][360/1281] lr: 2.250e-01, eta: 8:13:21, time: 1.533, data_time: 0.144, memory: 10495, loss_action_cls: 0.0372, recall@thr=0.5: 0.7004, prec@thr=0.5: 0.7722, recall@top3: 0.8079, prec@top3: 0.6609, recall@top5: 0.9328, prec@top5: 0.4683, loss: 0.0372, grad_norm: 0.1101 2020-12-21 19:04:11,697 - mmaction - INFO - Epoch [6][380/1281] lr: 2.250e-01, eta: 8:12:38, time: 1.366, data_time: 0.001, memory: 10495, loss_action_cls: 0.0390, recall@thr=0.5: 0.6725, prec@thr=0.5: 0.7640, recall@top3: 0.8005, prec@top3: 0.6411, recall@top5: 0.9252, prec@top5: 0.4553, loss: 0.0390, grad_norm: 0.1070 2020-12-21 19:04:42,575 - mmaction - INFO - Epoch [6][400/1281] lr: 2.250e-01, eta: 8:12:05, time: 1.542, data_time: 0.002, memory: 10495, loss_action_cls: 0.0369, recall@thr=0.5: 0.6948, prec@thr=0.5: 0.7779, recall@top3: 0.8121, prec@top3: 0.6575, recall@top5: 0.9297, prec@top5: 0.4613, loss: 0.0369, grad_norm: 0.1113 2020-12-21 19:05:10,962 - mmaction - INFO - Epoch [6][420/1281] lr: 2.250e-01, eta: 8:11:26, time: 1.421, data_time: 0.004, memory: 10495, loss_action_cls: 0.0375, recall@thr=0.5: 0.6951, prec@thr=0.5: 0.7702, recall@top3: 0.8089, prec@top3: 0.6566, recall@top5: 0.9324, prec@top5: 0.4650, loss: 0.0375, grad_norm: 0.1087 2020-12-21 19:05:40,616 - mmaction - INFO - Epoch [6][440/1281] lr: 2.250e-01, eta: 8:10:50, time: 1.483, data_time: 0.002, memory: 10495, loss_action_cls: 0.0367, recall@thr=0.5: 0.6992, prec@thr=0.5: 0.7804, recall@top3: 0.8067, prec@top3: 0.6605, recall@top5: 0.9290, prec@top5: 0.4675, loss: 0.0367, grad_norm: 0.1066 2020-12-21 19:06:07,761 - mmaction - INFO - Epoch [6][460/1281] lr: 2.250e-01, eta: 8:10:07, time: 1.358, data_time: 0.031, memory: 10495, loss_action_cls: 0.0377, recall@thr=0.5: 0.6978, prec@thr=0.5: 0.7710, recall@top3: 0.8084, prec@top3: 0.6612, recall@top5: 0.9301, prec@top5: 0.4673, loss: 0.0377, grad_norm: 0.1080 2020-12-21 19:06:37,753 - mmaction - INFO - Epoch [6][480/1281] lr: 2.250e-01, eta: 8:09:32, time: 1.499, data_time: 0.007, memory: 10495, loss_action_cls: 0.0365, recall@thr=0.5: 0.6974, prec@thr=0.5: 0.7791, recall@top3: 0.8155, prec@top3: 0.6634, recall@top5: 0.9360, prec@top5: 0.4684, loss: 0.0365, grad_norm: 0.1015 2020-12-21 19:07:06,610 - mmaction - INFO - Epoch [6][500/1281] lr: 2.250e-01, eta: 8:08:54, time: 1.442, data_time: 0.055, memory: 10495, loss_action_cls: 0.0375, recall@thr=0.5: 0.7042, prec@thr=0.5: 0.7863, recall@top3: 0.8122, prec@top3: 0.6638, recall@top5: 0.9342, prec@top5: 0.4692, loss: 0.0375, grad_norm: 0.1130 2020-12-21 19:07:36,778 - mmaction - INFO - Epoch [6][520/1281] lr: 2.250e-01, eta: 8:08:19, time: 1.509, data_time: 0.014, memory: 10495, loss_action_cls: 0.0382, recall@thr=0.5: 0.6801, prec@thr=0.5: 0.7690, recall@top3: 0.8023, prec@top3: 0.6515, recall@top5: 0.9267, prec@top5: 0.4621, loss: 0.0382, grad_norm: 0.1138 2020-12-21 19:08:05,769 - mmaction - INFO - Epoch [6][540/1281] lr: 2.250e-01, eta: 8:07:41, time: 1.447, data_time: 0.001, memory: 10495, loss_action_cls: 0.0374, recall@thr=0.5: 0.6980, prec@thr=0.5: 0.7768, recall@top3: 0.8070, prec@top3: 0.6637, recall@top5: 0.9301, prec@top5: 0.4693, loss: 0.0374, grad_norm: 0.1071 2020-12-21 19:08:34,391 - mmaction - INFO - Epoch [6][560/1281] lr: 2.250e-01, eta: 8:07:03, time: 1.431, data_time: 0.004, memory: 10495, loss_action_cls: 0.0377, recall@thr=0.5: 0.6826, prec@thr=0.5: 0.7748, recall@top3: 0.8100, prec@top3: 0.6515, recall@top5: 0.9300, prec@top5: 0.4588, loss: 0.0377, grad_norm: 0.1062 2020-12-21 19:09:05,106 - mmaction - INFO - Epoch [6][580/1281] lr: 2.250e-01, eta: 8:06:30, time: 1.539, data_time: 0.004, memory: 10495, loss_action_cls: 0.0367, recall@thr=0.5: 0.6995, prec@thr=0.5: 0.7789, recall@top3: 0.8075, prec@top3: 0.6620, recall@top5: 0.9335, prec@top5: 0.4700, loss: 0.0367, grad_norm: 0.1067 2020-12-21 19:09:35,334 - mmaction - INFO - Epoch [6][600/1281] lr: 2.250e-01, eta: 8:05:55, time: 1.509, data_time: 0.003, memory: 10495, loss_action_cls: 0.0365, recall@thr=0.5: 0.7015, prec@thr=0.5: 0.7809, recall@top3: 0.8148, prec@top3: 0.6696, recall@top5: 0.9331, prec@top5: 0.4701, loss: 0.0365, grad_norm: 0.0958 2020-12-21 19:10:03,475 - mmaction - INFO - Epoch [6][620/1281] lr: 2.250e-01, eta: 8:05:16, time: 1.408, data_time: 0.003, memory: 10495, loss_action_cls: 0.0370, recall@thr=0.5: 0.6949, prec@thr=0.5: 0.7730, recall@top3: 0.8121, prec@top3: 0.6610, recall@top5: 0.9338, prec@top5: 0.4668, loss: 0.0370, grad_norm: 0.1042 2020-12-21 19:10:32,639 - mmaction - INFO - Epoch [6][640/1281] lr: 2.250e-01, eta: 8:04:39, time: 1.457, data_time: 0.002, memory: 10495, loss_action_cls: 0.0361, recall@thr=0.5: 0.7082, prec@thr=0.5: 0.7859, recall@top3: 0.8163, prec@top3: 0.6590, recall@top5: 0.9354, prec@top5: 0.4643, loss: 0.0361, grad_norm: 0.1090 2020-12-21 19:11:02,014 - mmaction - INFO - Epoch [6][660/1281] lr: 2.250e-01, eta: 8:04:02, time: 1.469, data_time: 0.003, memory: 10495, loss_action_cls: 0.0369, recall@thr=0.5: 0.7058, prec@thr=0.5: 0.7802, recall@top3: 0.8192, prec@top3: 0.6649, recall@top5: 0.9312, prec@top5: 0.4634, loss: 0.0369, grad_norm: 0.1045 2020-12-21 19:11:31,972 - mmaction - INFO - Epoch [6][680/1281] lr: 2.250e-01, eta: 8:03:27, time: 1.497, data_time: 0.002, memory: 10495, loss_action_cls: 0.0371, recall@thr=0.5: 0.6963, prec@thr=0.5: 0.7843, recall@top3: 0.8141, prec@top3: 0.6620, recall@top5: 0.9362, prec@top5: 0.4693, loss: 0.0371, grad_norm: 0.1061 2020-12-21 19:12:01,418 - mmaction - INFO - Epoch [6][700/1281] lr: 2.250e-01, eta: 8:02:51, time: 1.473, data_time: 0.003, memory: 10495, loss_action_cls: 0.0381, recall@thr=0.5: 0.6889, prec@thr=0.5: 0.7689, recall@top3: 0.8015, prec@top3: 0.6532, recall@top5: 0.9256, prec@top5: 0.4624, loss: 0.0381, grad_norm: 0.1268 2020-12-21 19:12:30,342 - mmaction - INFO - Epoch [6][720/1281] lr: 2.250e-01, eta: 8:02:14, time: 1.445, data_time: 0.002, memory: 10495, loss_action_cls: 0.0378, recall@thr=0.5: 0.6893, prec@thr=0.5: 0.7759, recall@top3: 0.8063, prec@top3: 0.6581, recall@top5: 0.9282, prec@top5: 0.4645, loss: 0.0378, grad_norm: 0.1046 2020-12-21 19:12:59,898 - mmaction - INFO - Epoch [6][740/1281] lr: 2.250e-01, eta: 8:01:38, time: 1.480, data_time: 0.003, memory: 10495, loss_action_cls: 0.0378, recall@thr=0.5: 0.6949, prec@thr=0.5: 0.7700, recall@top3: 0.8064, prec@top3: 0.6600, recall@top5: 0.9309, prec@top5: 0.4678, loss: 0.0378, grad_norm: 0.1053 2020-12-21 19:13:30,034 - mmaction - INFO - Epoch [6][760/1281] lr: 2.250e-01, eta: 8:01:04, time: 1.506, data_time: 0.001, memory: 10495, loss_action_cls: 0.0371, recall@thr=0.5: 0.6939, prec@thr=0.5: 0.7811, recall@top3: 0.8114, prec@top3: 0.6607, recall@top5: 0.9319, prec@top5: 0.4662, loss: 0.0371, grad_norm: 0.1069 2020-12-21 19:13:58,806 - mmaction - INFO - Epoch [6][780/1281] lr: 2.250e-01, eta: 8:00:26, time: 1.439, data_time: 0.002, memory: 10495, loss_action_cls: 0.0372, recall@thr=0.5: 0.6938, prec@thr=0.5: 0.7740, recall@top3: 0.8058, prec@top3: 0.6596, recall@top5: 0.9308, prec@top5: 0.4693, loss: 0.0372, grad_norm: 0.1028 2020-12-21 19:14:27,664 - mmaction - INFO - Epoch [6][800/1281] lr: 2.250e-01, eta: 7:59:49, time: 1.443, data_time: 0.002, memory: 10495, loss_action_cls: 0.0377, recall@thr=0.5: 0.6989, prec@thr=0.5: 0.7742, recall@top3: 0.8092, prec@top3: 0.6579, recall@top5: 0.9303, prec@top5: 0.4659, loss: 0.0377, grad_norm: 0.1205 2020-12-21 19:14:57,152 - mmaction - INFO - Epoch [6][820/1281] lr: 2.250e-01, eta: 7:59:13, time: 1.474, data_time: 0.001, memory: 10495, loss_action_cls: 0.0375, recall@thr=0.5: 0.7008, prec@thr=0.5: 0.7786, recall@top3: 0.8087, prec@top3: 0.6645, recall@top5: 0.9272, prec@top5: 0.4678, loss: 0.0375, grad_norm: 0.0999 2020-12-21 19:15:27,549 - mmaction - INFO - Epoch [6][840/1281] lr: 2.250e-01, eta: 7:58:39, time: 1.517, data_time: 0.001, memory: 10495, loss_action_cls: 0.0376, recall@thr=0.5: 0.6897, prec@thr=0.5: 0.7731, recall@top3: 0.8095, prec@top3: 0.6616, recall@top5: 0.9298, prec@top5: 0.4669, loss: 0.0376, grad_norm: 0.1118 2020-12-21 19:15:55,349 - mmaction - INFO - Epoch [6][860/1281] lr: 2.250e-01, eta: 7:58:00, time: 1.392, data_time: 0.003, memory: 10495, loss_action_cls: 0.0370, recall@thr=0.5: 0.7037, prec@thr=0.5: 0.7834, recall@top3: 0.8117, prec@top3: 0.6573, recall@top5: 0.9327, prec@top5: 0.4631, loss: 0.0370, grad_norm: 0.1057 2020-12-21 19:16:25,242 - mmaction - INFO - Epoch [6][880/1281] lr: 2.250e-01, eta: 7:57:25, time: 1.495, data_time: 0.002, memory: 10495, loss_action_cls: 0.0371, recall@thr=0.5: 0.7020, prec@thr=0.5: 0.7793, recall@top3: 0.8117, prec@top3: 0.6611, recall@top5: 0.9343, prec@top5: 0.4681, loss: 0.0371, grad_norm: 0.1107 2020-12-21 19:16:53,541 - mmaction - INFO - Epoch [6][900/1281] lr: 2.250e-01, eta: 7:56:46, time: 1.414, data_time: 0.002, memory: 10495, loss_action_cls: 0.0366, recall@thr=0.5: 0.7017, prec@thr=0.5: 0.7793, recall@top3: 0.8161, prec@top3: 0.6589, recall@top5: 0.9337, prec@top5: 0.4639, loss: 0.0366, grad_norm: 0.1038 2020-12-21 19:17:21,715 - mmaction - INFO - Epoch [6][920/1281] lr: 2.250e-01, eta: 7:56:07, time: 1.409, data_time: 0.003, memory: 10495, loss_action_cls: 0.0363, recall@thr=0.5: 0.7070, prec@thr=0.5: 0.7846, recall@top3: 0.8193, prec@top3: 0.6594, recall@top5: 0.9353, prec@top5: 0.4619, loss: 0.0363, grad_norm: 0.1048 2020-12-21 19:17:50,111 - mmaction - INFO - Epoch [6][940/1281] lr: 2.250e-01, eta: 7:55:29, time: 1.420, data_time: 0.051, memory: 10495, loss_action_cls: 0.0360, recall@thr=0.5: 0.7062, prec@thr=0.5: 0.7869, recall@top3: 0.8218, prec@top3: 0.6627, recall@top5: 0.9358, prec@top5: 0.4640, loss: 0.0360, grad_norm: 0.1007 2020-12-21 19:18:18,941 - mmaction - INFO - Epoch [6][960/1281] lr: 2.250e-01, eta: 7:54:52, time: 1.440, data_time: 0.110, memory: 10495, loss_action_cls: 0.0366, recall@thr=0.5: 0.7131, prec@thr=0.5: 0.7842, recall@top3: 0.8172, prec@top3: 0.6719, recall@top5: 0.9331, prec@top5: 0.4723, loss: 0.0366, grad_norm: 0.1042 2020-12-21 19:18:48,177 - mmaction - INFO - Epoch [6][980/1281] lr: 2.250e-01, eta: 7:54:16, time: 1.465, data_time: 0.004, memory: 10495, loss_action_cls: 0.0358, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7887, recall@top3: 0.8161, prec@top3: 0.6622, recall@top5: 0.9373, prec@top5: 0.4672, loss: 0.0358, grad_norm: 0.1057 2020-12-21 19:19:18,852 - mmaction - INFO - Epoch [6][1000/1281] lr: 2.250e-01, eta: 7:53:43, time: 1.531, data_time: 0.001, memory: 10495, loss_action_cls: 0.0369, recall@thr=0.5: 0.7071, prec@thr=0.5: 0.7842, recall@top3: 0.8160, prec@top3: 0.6682, recall@top5: 0.9321, prec@top5: 0.4690, loss: 0.0369, grad_norm: 0.1086 2020-12-21 19:19:46,759 - mmaction - INFO - Epoch [6][1020/1281] lr: 2.250e-01, eta: 7:53:04, time: 1.397, data_time: 0.003, memory: 10495, loss_action_cls: 0.0373, recall@thr=0.5: 0.6981, prec@thr=0.5: 0.7843, recall@top3: 0.8086, prec@top3: 0.6583, recall@top5: 0.9347, prec@top5: 0.4667, loss: 0.0373, grad_norm: 0.1090 2020-12-21 19:20:16,039 - mmaction - INFO - Epoch [6][1040/1281] lr: 2.250e-01, eta: 7:52:28, time: 1.463, data_time: 0.123, memory: 10495, loss_action_cls: 0.0372, recall@thr=0.5: 0.7038, prec@thr=0.5: 0.7825, recall@top3: 0.8132, prec@top3: 0.6636, recall@top5: 0.9312, prec@top5: 0.4677, loss: 0.0372, grad_norm: 0.1025 2020-12-21 19:20:47,226 - mmaction - INFO - Epoch [6][1060/1281] lr: 2.250e-01, eta: 7:51:57, time: 1.557, data_time: 0.003, memory: 10495, loss_action_cls: 0.0370, recall@thr=0.5: 0.6974, prec@thr=0.5: 0.7780, recall@top3: 0.8069, prec@top3: 0.6611, recall@top5: 0.9290, prec@top5: 0.4672, loss: 0.0370, grad_norm: 0.0995 2020-12-21 19:21:15,697 - mmaction - INFO - Epoch [6][1080/1281] lr: 2.250e-01, eta: 7:51:19, time: 1.424, data_time: 0.005, memory: 10495, loss_action_cls: 0.0369, recall@thr=0.5: 0.6929, prec@thr=0.5: 0.7771, recall@top3: 0.8086, prec@top3: 0.6576, recall@top5: 0.9311, prec@top5: 0.4648, loss: 0.0369, grad_norm: 0.1090 2020-12-21 19:21:45,333 - mmaction - INFO - Epoch [6][1100/1281] lr: 2.250e-01, eta: 7:50:44, time: 1.482, data_time: 0.004, memory: 10495, loss_action_cls: 0.0372, recall@thr=0.5: 0.6943, prec@thr=0.5: 0.7777, recall@top3: 0.8115, prec@top3: 0.6628, recall@top5: 0.9314, prec@top5: 0.4681, loss: 0.0372, grad_norm: 0.1099 2020-12-21 19:22:15,404 - mmaction - INFO - Epoch [6][1120/1281] lr: 2.250e-01, eta: 7:50:10, time: 1.505, data_time: 0.003, memory: 10495, loss_action_cls: 0.0365, recall@thr=0.5: 0.7008, prec@thr=0.5: 0.7814, recall@top3: 0.8177, prec@top3: 0.6665, recall@top5: 0.9371, prec@top5: 0.4694, loss: 0.0365, grad_norm: 0.1113 2020-12-21 19:22:42,583 - mmaction - INFO - Epoch [6][1140/1281] lr: 2.250e-01, eta: 7:49:29, time: 1.357, data_time: 0.002, memory: 10495, loss_action_cls: 0.0375, recall@thr=0.5: 0.6990, prec@thr=0.5: 0.7727, recall@top3: 0.8091, prec@top3: 0.6629, recall@top5: 0.9309, prec@top5: 0.4671, loss: 0.0375, grad_norm: 0.1148 2020-12-21 19:23:15,340 - mmaction - INFO - Epoch [6][1160/1281] lr: 2.250e-01, eta: 7:49:02, time: 1.640, data_time: 0.004, memory: 10495, loss_action_cls: 0.0376, recall@thr=0.5: 0.6889, prec@thr=0.5: 0.7689, recall@top3: 0.8075, prec@top3: 0.6517, recall@top5: 0.9293, prec@top5: 0.4606, loss: 0.0376, grad_norm: 0.1109 2020-12-21 19:23:42,283 - mmaction - INFO - Epoch [6][1180/1281] lr: 2.250e-01, eta: 7:48:21, time: 1.348, data_time: 0.026, memory: 10495, loss_action_cls: 0.0378, recall@thr=0.5: 0.6977, prec@thr=0.5: 0.7721, recall@top3: 0.8057, prec@top3: 0.6574, recall@top5: 0.9289, prec@top5: 0.4653, loss: 0.0378, grad_norm: 0.1111 2020-12-21 19:24:14,268 - mmaction - INFO - Epoch [6][1200/1281] lr: 2.250e-01, eta: 7:47:52, time: 1.598, data_time: 0.001, memory: 10495, loss_action_cls: 0.0372, recall@thr=0.5: 0.6940, prec@thr=0.5: 0.7739, recall@top3: 0.8111, prec@top3: 0.6593, recall@top5: 0.9352, prec@top5: 0.4654, loss: 0.0372, grad_norm: 0.1132 2020-12-21 19:24:43,613 - mmaction - INFO - Epoch [6][1220/1281] lr: 2.250e-01, eta: 7:47:16, time: 1.466, data_time: 0.002, memory: 10495, loss_action_cls: 0.0370, recall@thr=0.5: 0.6952, prec@thr=0.5: 0.7735, recall@top3: 0.8145, prec@top3: 0.6578, recall@top5: 0.9365, prec@top5: 0.4637, loss: 0.0370, grad_norm: 0.1161 2020-12-21 19:25:12,576 - mmaction - INFO - Epoch [6][1240/1281] lr: 2.250e-01, eta: 7:46:40, time: 1.449, data_time: 0.003, memory: 10495, loss_action_cls: 0.0372, recall@thr=0.5: 0.6939, prec@thr=0.5: 0.7765, recall@top3: 0.8139, prec@top3: 0.6572, recall@top5: 0.9359, prec@top5: 0.4650, loss: 0.0372, grad_norm: 0.1126 2020-12-21 19:25:41,311 - mmaction - INFO - Epoch [6][1260/1281] lr: 2.250e-01, eta: 7:46:03, time: 1.436, data_time: 0.003, memory: 10495, loss_action_cls: 0.0368, recall@thr=0.5: 0.6970, prec@thr=0.5: 0.7745, recall@top3: 0.8106, prec@top3: 0.6633, recall@top5: 0.9346, prec@top5: 0.4711, loss: 0.0368, grad_norm: 0.1062 2020-12-21 19:26:08,503 - mmaction - INFO - Epoch [6][1280/1281] lr: 2.250e-01, eta: 7:45:23, time: 1.362, data_time: 0.004, memory: 10495, loss_action_cls: 0.0363, recall@thr=0.5: 0.6985, prec@thr=0.5: 0.7780, recall@top3: 0.8133, prec@top3: 0.6622, recall@top5: 0.9345, prec@top5: 0.4674, loss: 0.0363, grad_norm: 0.1005 2020-12-21 19:26:12,081 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-12-21 19:35:09,791 - mmaction - INFO - Evaluating proposal ... 2020-12-21 19:36:15,818 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-21 19:36:15,819 - mmaction - INFO - Evaluating bbox ... 2020-12-21 19:44:43,306 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2471 2020-12-21 19:44:44,506 - mmaction - INFO - Epoch(val) [6][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2471 2020-12-21 19:46:00,760 - mmaction - INFO - Epoch [7][20/1281] lr: 2.250e-01, eta: 7:46:31, time: 3.811, data_time: 2.677, memory: 10495, loss_action_cls: 0.0362, recall@thr=0.5: 0.6978, prec@thr=0.5: 0.7780, recall@top3: 0.8185, prec@top3: 0.6568, recall@top5: 0.9364, prec@top5: 0.4609, loss: 0.0362, grad_norm: 0.1095 2020-12-21 19:46:28,828 - mmaction - INFO - Epoch [7][40/1281] lr: 2.250e-01, eta: 7:45:53, time: 1.404, data_time: 0.254, memory: 10495, loss_action_cls: 0.0352, recall@thr=0.5: 0.7104, prec@thr=0.5: 0.7842, recall@top3: 0.8203, prec@top3: 0.6677, recall@top5: 0.9373, prec@top5: 0.4691, loss: 0.0352, grad_norm: 0.0953 2020-12-21 19:46:59,110 - mmaction - INFO - Epoch [7][60/1281] lr: 2.250e-01, eta: 7:45:19, time: 1.515, data_time: 0.079, memory: 10495, loss_action_cls: 0.0362, recall@thr=0.5: 0.7087, prec@thr=0.5: 0.7817, recall@top3: 0.8165, prec@top3: 0.6674, recall@top5: 0.9371, prec@top5: 0.4709, loss: 0.0362, grad_norm: 0.1057 2020-12-21 19:47:28,563 - mmaction - INFO - Epoch [7][80/1281] lr: 2.250e-01, eta: 7:44:44, time: 1.472, data_time: 0.036, memory: 10495, loss_action_cls: 0.0360, recall@thr=0.5: 0.7073, prec@thr=0.5: 0.7869, recall@top3: 0.8245, prec@top3: 0.6646, recall@top5: 0.9366, prec@top5: 0.4634, loss: 0.0360, grad_norm: 0.1059 2020-12-21 19:48:00,507 - mmaction - INFO - Epoch [7][100/1281] lr: 2.250e-01, eta: 7:44:14, time: 1.596, data_time: 0.002, memory: 10495, loss_action_cls: 0.0356, recall@thr=0.5: 0.7108, prec@thr=0.5: 0.7928, recall@top3: 0.8215, prec@top3: 0.6630, recall@top5: 0.9368, prec@top5: 0.4653, loss: 0.0356, grad_norm: 0.1054 2020-12-21 19:48:28,943 - mmaction - INFO - Epoch [7][120/1281] lr: 2.250e-01, eta: 7:43:37, time: 1.423, data_time: 0.003, memory: 10495, loss_action_cls: 0.0354, recall@thr=0.5: 0.7082, prec@thr=0.5: 0.7870, recall@top3: 0.8191, prec@top3: 0.6628, recall@top5: 0.9366, prec@top5: 0.4660, loss: 0.0354, grad_norm: 0.1092 2020-12-21 19:48:57,500 - mmaction - INFO - Epoch [7][140/1281] lr: 2.250e-01, eta: 7:42:59, time: 1.429, data_time: 0.002, memory: 10495, loss_action_cls: 0.0355, recall@thr=0.5: 0.7141, prec@thr=0.5: 0.7925, recall@top3: 0.8184, prec@top3: 0.6616, recall@top5: 0.9375, prec@top5: 0.4667, loss: 0.0355, grad_norm: 0.1073 2020-12-21 19:49:26,380 - mmaction - INFO - Epoch [7][160/1281] lr: 2.250e-01, eta: 7:42:23, time: 1.443, data_time: 0.001, memory: 10495, loss_action_cls: 0.0353, recall@thr=0.5: 0.7073, prec@thr=0.5: 0.7853, recall@top3: 0.8239, prec@top3: 0.6682, recall@top5: 0.9376, prec@top5: 0.4666, loss: 0.0353, grad_norm: 0.1028 2020-12-21 19:49:58,131 - mmaction - INFO - Epoch [7][180/1281] lr: 2.250e-01, eta: 7:41:53, time: 1.587, data_time: 0.156, memory: 10495, loss_action_cls: 0.0368, recall@thr=0.5: 0.7005, prec@thr=0.5: 0.7761, recall@top3: 0.8138, prec@top3: 0.6660, recall@top5: 0.9316, prec@top5: 0.4690, loss: 0.0368, grad_norm: 0.1100 2020-12-21 19:50:28,995 - mmaction - INFO - Epoch [7][200/1281] lr: 2.250e-01, eta: 7:41:21, time: 1.544, data_time: 0.396, memory: 10495, loss_action_cls: 0.0359, recall@thr=0.5: 0.7114, prec@thr=0.5: 0.7892, recall@top3: 0.8183, prec@top3: 0.6673, recall@top5: 0.9377, prec@top5: 0.4703, loss: 0.0359, grad_norm: 0.1090 2020-12-21 19:50:56,136 - mmaction - INFO - Epoch [7][220/1281] lr: 2.250e-01, eta: 7:40:40, time: 1.354, data_time: 0.151, memory: 10495, loss_action_cls: 0.0350, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7931, recall@top3: 0.8264, prec@top3: 0.6678, recall@top5: 0.9379, prec@top5: 0.4663, loss: 0.0350, grad_norm: 0.1066 2020-12-21 19:51:25,598 - mmaction - INFO - Epoch [7][240/1281] lr: 2.250e-01, eta: 7:40:05, time: 1.475, data_time: 0.140, memory: 10495, loss_action_cls: 0.0362, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7873, recall@top3: 0.8202, prec@top3: 0.6701, recall@top5: 0.9338, prec@top5: 0.4692, loss: 0.0362, grad_norm: 0.1140 2020-12-21 19:51:54,744 - mmaction - INFO - Epoch [7][260/1281] lr: 2.250e-01, eta: 7:39:29, time: 1.455, data_time: 0.002, memory: 10495, loss_action_cls: 0.0362, recall@thr=0.5: 0.7100, prec@thr=0.5: 0.7826, recall@top3: 0.8185, prec@top3: 0.6715, recall@top5: 0.9341, prec@top5: 0.4716, loss: 0.0362, grad_norm: 0.1120 2020-12-21 19:52:23,885 - mmaction - INFO - Epoch [7][280/1281] lr: 2.250e-01, eta: 7:38:54, time: 1.459, data_time: 0.004, memory: 10495, loss_action_cls: 0.0354, recall@thr=0.5: 0.7131, prec@thr=0.5: 0.7908, recall@top3: 0.8192, prec@top3: 0.6623, recall@top5: 0.9349, prec@top5: 0.4645, loss: 0.0354, grad_norm: 0.1094 2020-12-21 19:52:52,999 - mmaction - INFO - Epoch [7][300/1281] lr: 2.250e-01, eta: 7:38:18, time: 1.456, data_time: 0.002, memory: 10495, loss_action_cls: 0.0362, recall@thr=0.5: 0.7128, prec@thr=0.5: 0.7887, recall@top3: 0.8156, prec@top3: 0.6717, recall@top5: 0.9347, prec@top5: 0.4732, loss: 0.0362, grad_norm: 0.1065 2020-12-21 19:53:23,166 - mmaction - INFO - Epoch [7][320/1281] lr: 2.250e-01, eta: 7:37:44, time: 1.509, data_time: 0.002, memory: 10495, loss_action_cls: 0.0353, recall@thr=0.5: 0.7173, prec@thr=0.5: 0.7921, recall@top3: 0.8219, prec@top3: 0.6716, recall@top5: 0.9388, prec@top5: 0.4700, loss: 0.0353, grad_norm: 0.1083 2020-12-21 19:53:51,759 - mmaction - INFO - Epoch [7][340/1281] lr: 2.250e-01, eta: 7:37:08, time: 1.428, data_time: 0.001, memory: 10495, loss_action_cls: 0.0361, recall@thr=0.5: 0.7085, prec@thr=0.5: 0.7934, recall@top3: 0.8162, prec@top3: 0.6686, recall@top5: 0.9350, prec@top5: 0.4700, loss: 0.0361, grad_norm: 0.1139 2020-12-21 19:54:21,204 - mmaction - INFO - Epoch [7][360/1281] lr: 2.250e-01, eta: 7:36:33, time: 1.473, data_time: 0.002, memory: 10495, loss_action_cls: 0.0358, recall@thr=0.5: 0.7090, prec@thr=0.5: 0.7892, recall@top3: 0.8222, prec@top3: 0.6711, recall@top5: 0.9336, prec@top5: 0.4684, loss: 0.0358, grad_norm: 0.1027 2020-12-21 19:54:50,970 - mmaction - INFO - Epoch [7][380/1281] lr: 2.250e-01, eta: 7:35:58, time: 1.489, data_time: 0.001, memory: 10495, loss_action_cls: 0.0356, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.7919, recall@top3: 0.8233, prec@top3: 0.6691, recall@top5: 0.9376, prec@top5: 0.4689, loss: 0.0356, grad_norm: 0.1104 2020-12-21 19:55:20,645 - mmaction - INFO - Epoch [7][400/1281] lr: 2.250e-01, eta: 7:35:24, time: 1.484, data_time: 0.001, memory: 10495, loss_action_cls: 0.0358, recall@thr=0.5: 0.7097, prec@thr=0.5: 0.7824, recall@top3: 0.8182, prec@top3: 0.6569, recall@top5: 0.9361, prec@top5: 0.4631, loss: 0.0358, grad_norm: 0.1151 2020-12-21 19:55:49,329 - mmaction - INFO - Epoch [7][420/1281] lr: 2.250e-01, eta: 7:34:47, time: 1.430, data_time: 0.001, memory: 10495, loss_action_cls: 0.0361, recall@thr=0.5: 0.6955, prec@thr=0.5: 0.7791, recall@top3: 0.8098, prec@top3: 0.6621, recall@top5: 0.9315, prec@top5: 0.4670, loss: 0.0361, grad_norm: 0.1052 2020-12-21 19:56:21,084 - mmaction - INFO - Epoch [7][440/1281] lr: 2.250e-01, eta: 7:34:17, time: 1.590, data_time: 0.005, memory: 10495, loss_action_cls: 0.0356, recall@thr=0.5: 0.7141, prec@thr=0.5: 0.7911, recall@top3: 0.8201, prec@top3: 0.6666, recall@top5: 0.9398, prec@top5: 0.4694, loss: 0.0356, grad_norm: 0.1125 2020-12-21 19:56:50,490 - mmaction - INFO - Epoch [7][460/1281] lr: 2.250e-01, eta: 7:33:43, time: 1.473, data_time: 0.003, memory: 10495, loss_action_cls: 0.0358, recall@thr=0.5: 0.7122, prec@thr=0.5: 0.7884, recall@top3: 0.8190, prec@top3: 0.6666, recall@top5: 0.9364, prec@top5: 0.4687, loss: 0.0358, grad_norm: 0.1113 2020-12-21 19:57:18,772 - mmaction - INFO - Epoch [7][480/1281] lr: 2.250e-01, eta: 7:33:05, time: 1.411, data_time: 0.056, memory: 10495, loss_action_cls: 0.0360, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7845, recall@top3: 0.8206, prec@top3: 0.6665, recall@top5: 0.9350, prec@top5: 0.4675, loss: 0.0360, grad_norm: 0.1097 2020-12-21 19:57:47,908 - mmaction - INFO - Epoch [7][500/1281] lr: 2.250e-01, eta: 7:32:30, time: 1.459, data_time: 0.004, memory: 10495, loss_action_cls: 0.0363, recall@thr=0.5: 0.7049, prec@thr=0.5: 0.7873, recall@top3: 0.8196, prec@top3: 0.6657, recall@top5: 0.9384, prec@top5: 0.4684, loss: 0.0363, grad_norm: 0.1108 2020-12-21 19:58:17,493 - mmaction - INFO - Epoch [7][520/1281] lr: 2.250e-01, eta: 7:31:55, time: 1.477, data_time: 0.002, memory: 10527, loss_action_cls: 0.0371, recall@thr=0.5: 0.7061, prec@thr=0.5: 0.7794, recall@top3: 0.8088, prec@top3: 0.6704, recall@top5: 0.9318, prec@top5: 0.4748, loss: 0.0371, grad_norm: 0.1189 2020-12-21 19:58:45,444 - mmaction - INFO - Epoch [7][540/1281] lr: 2.250e-01, eta: 7:31:17, time: 1.398, data_time: 0.004, memory: 10527, loss_action_cls: 0.0359, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7873, recall@top3: 0.8210, prec@top3: 0.6685, recall@top5: 0.9347, prec@top5: 0.4686, loss: 0.0359, grad_norm: 0.1130 2020-12-21 19:59:14,352 - mmaction - INFO - Epoch [7][560/1281] lr: 2.250e-01, eta: 7:30:42, time: 1.447, data_time: 0.217, memory: 10527, loss_action_cls: 0.0368, recall@thr=0.5: 0.6956, prec@thr=0.5: 0.7837, recall@top3: 0.8188, prec@top3: 0.6649, recall@top5: 0.9348, prec@top5: 0.4658, loss: 0.0368, grad_norm: 0.1106 2020-12-21 19:59:44,062 - mmaction - INFO - Epoch [7][580/1281] lr: 2.250e-01, eta: 7:30:08, time: 1.486, data_time: 0.028, memory: 10527, loss_action_cls: 0.0357, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7868, recall@top3: 0.8196, prec@top3: 0.6682, recall@top5: 0.9335, prec@top5: 0.4666, loss: 0.0357, grad_norm: 0.1092 2020-12-21 20:00:12,724 - mmaction - INFO - Epoch [7][600/1281] lr: 2.250e-01, eta: 7:29:31, time: 1.431, data_time: 0.001, memory: 10527, loss_action_cls: 0.0360, recall@thr=0.5: 0.7094, prec@thr=0.5: 0.7818, recall@top3: 0.8142, prec@top3: 0.6593, recall@top5: 0.9321, prec@top5: 0.4633, loss: 0.0360, grad_norm: 0.1042 2020-12-21 20:00:41,939 - mmaction - INFO - Epoch [7][620/1281] lr: 2.250e-01, eta: 7:28:56, time: 1.462, data_time: 0.003, memory: 10527, loss_action_cls: 0.0356, recall@thr=0.5: 0.7109, prec@thr=0.5: 0.7867, recall@top3: 0.8200, prec@top3: 0.6647, recall@top5: 0.9417, prec@top5: 0.4693, loss: 0.0356, grad_norm: 0.1022 2020-12-21 20:01:11,996 - mmaction - INFO - Epoch [7][640/1281] lr: 2.250e-01, eta: 7:28:23, time: 1.503, data_time: 0.001, memory: 10527, loss_action_cls: 0.0372, recall@thr=0.5: 0.6935, prec@thr=0.5: 0.7711, recall@top3: 0.8092, prec@top3: 0.6600, recall@top5: 0.9309, prec@top5: 0.4663, loss: 0.0372, grad_norm: 0.1177 2020-12-21 20:01:39,062 - mmaction - INFO - Epoch [7][660/1281] lr: 2.250e-01, eta: 7:27:43, time: 1.352, data_time: 0.002, memory: 10527, loss_action_cls: 0.0360, recall@thr=0.5: 0.7061, prec@thr=0.5: 0.7859, recall@top3: 0.8185, prec@top3: 0.6653, recall@top5: 0.9357, prec@top5: 0.4679, loss: 0.0360, grad_norm: 0.1153 2020-12-21 20:02:09,254 - mmaction - INFO - Epoch [7][680/1281] lr: 2.250e-01, eta: 7:27:10, time: 1.511, data_time: 0.002, memory: 10527, loss_action_cls: 0.0357, recall@thr=0.5: 0.7054, prec@thr=0.5: 0.7864, recall@top3: 0.8211, prec@top3: 0.6675, recall@top5: 0.9362, prec@top5: 0.4669, loss: 0.0357, grad_norm: 0.1029 2020-12-21 20:02:39,857 - mmaction - INFO - Epoch [7][700/1281] lr: 2.250e-01, eta: 7:26:38, time: 1.530, data_time: 0.001, memory: 10527, loss_action_cls: 0.0357, recall@thr=0.5: 0.7077, prec@thr=0.5: 0.7839, recall@top3: 0.8159, prec@top3: 0.6557, recall@top5: 0.9368, prec@top5: 0.4621, loss: 0.0357, grad_norm: 0.1075 2020-12-21 20:03:08,467 - mmaction - INFO - Epoch [7][720/1281] lr: 2.250e-01, eta: 7:26:02, time: 1.430, data_time: 0.001, memory: 10527, loss_action_cls: 0.0363, recall@thr=0.5: 0.7003, prec@thr=0.5: 0.7828, recall@top3: 0.8144, prec@top3: 0.6596, recall@top5: 0.9349, prec@top5: 0.4649, loss: 0.0363, grad_norm: 0.1120 2020-12-21 20:03:37,398 - mmaction - INFO - Epoch [7][740/1281] lr: 2.250e-01, eta: 7:25:27, time: 1.447, data_time: 0.002, memory: 10527, loss_action_cls: 0.0360, recall@thr=0.5: 0.7022, prec@thr=0.5: 0.7825, recall@top3: 0.8177, prec@top3: 0.6681, recall@top5: 0.9350, prec@top5: 0.4701, loss: 0.0360, grad_norm: 0.1078 2020-12-21 20:04:07,959 - mmaction - INFO - Epoch [7][760/1281] lr: 2.250e-01, eta: 7:24:54, time: 1.527, data_time: 0.002, memory: 10527, loss_action_cls: 0.0350, recall@thr=0.5: 0.7174, prec@thr=0.5: 0.7904, recall@top3: 0.8265, prec@top3: 0.6705, recall@top5: 0.9420, prec@top5: 0.4691, loss: 0.0350, grad_norm: 0.1047 2020-12-21 20:04:37,543 - mmaction - INFO - Epoch [7][780/1281] lr: 2.250e-01, eta: 7:24:20, time: 1.479, data_time: 0.003, memory: 10527, loss_action_cls: 0.0354, recall@thr=0.5: 0.7108, prec@thr=0.5: 0.7903, recall@top3: 0.8186, prec@top3: 0.6722, recall@top5: 0.9365, prec@top5: 0.4723, loss: 0.0354, grad_norm: 0.1018 2020-12-21 20:05:06,135 - mmaction - INFO - Epoch [7][800/1281] lr: 2.250e-01, eta: 7:23:44, time: 1.431, data_time: 0.004, memory: 10527, loss_action_cls: 0.0359, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7877, recall@top3: 0.8189, prec@top3: 0.6656, recall@top5: 0.9338, prec@top5: 0.4661, loss: 0.0359, grad_norm: 0.1077 2020-12-21 20:05:35,172 - mmaction - INFO - Epoch [7][820/1281] lr: 2.250e-01, eta: 7:23:09, time: 1.450, data_time: 0.002, memory: 10527, loss_action_cls: 0.0352, recall@thr=0.5: 0.7239, prec@thr=0.5: 0.7974, recall@top3: 0.8267, prec@top3: 0.6757, recall@top5: 0.9390, prec@top5: 0.4715, loss: 0.0352, grad_norm: 0.1116 2020-12-21 20:06:05,064 - mmaction - INFO - Epoch [7][840/1281] lr: 2.250e-01, eta: 7:22:36, time: 1.495, data_time: 0.003, memory: 10527, loss_action_cls: 0.0358, recall@thr=0.5: 0.7132, prec@thr=0.5: 0.7926, recall@top3: 0.8232, prec@top3: 0.6742, recall@top5: 0.9382, prec@top5: 0.4724, loss: 0.0358, grad_norm: 0.1152 2020-12-21 20:06:33,561 - mmaction - INFO - Epoch [7][860/1281] lr: 2.250e-01, eta: 7:21:59, time: 1.426, data_time: 0.159, memory: 10527, loss_action_cls: 0.0369, recall@thr=0.5: 0.7043, prec@thr=0.5: 0.7855, recall@top3: 0.8087, prec@top3: 0.6681, recall@top5: 0.9295, prec@top5: 0.4718, loss: 0.0369, grad_norm: 0.1035 2020-12-21 20:07:03,248 - mmaction - INFO - Epoch [7][880/1281] lr: 2.250e-01, eta: 7:21:26, time: 1.484, data_time: 0.042, memory: 10527, loss_action_cls: 0.0359, recall@thr=0.5: 0.7172, prec@thr=0.5: 0.7912, recall@top3: 0.8202, prec@top3: 0.6625, recall@top5: 0.9360, prec@top5: 0.4652, loss: 0.0359, grad_norm: 0.1077 2020-12-21 20:07:32,563 - mmaction - INFO - Epoch [7][900/1281] lr: 2.250e-01, eta: 7:20:51, time: 1.463, data_time: 0.001, memory: 10527, loss_action_cls: 0.0351, recall@thr=0.5: 0.7139, prec@thr=0.5: 0.7897, recall@top3: 0.8266, prec@top3: 0.6719, recall@top5: 0.9412, prec@top5: 0.4697, loss: 0.0351, grad_norm: 0.0988 2020-12-21 20:08:01,115 - mmaction - INFO - Epoch [7][920/1281] lr: 2.250e-01, eta: 7:20:15, time: 1.427, data_time: 0.004, memory: 10527, loss_action_cls: 0.0359, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7835, recall@top3: 0.8206, prec@top3: 0.6724, recall@top5: 0.9371, prec@top5: 0.4720, loss: 0.0359, grad_norm: 0.1124 2020-12-21 20:08:30,680 - mmaction - INFO - Epoch [7][940/1281] lr: 2.250e-01, eta: 7:19:41, time: 1.481, data_time: 0.004, memory: 10527, loss_action_cls: 0.0354, recall@thr=0.5: 0.7142, prec@thr=0.5: 0.7874, recall@top3: 0.8211, prec@top3: 0.6672, recall@top5: 0.9375, prec@top5: 0.4681, loss: 0.0354, grad_norm: 0.1171 2020-12-21 20:08:58,609 - mmaction - INFO - Epoch [7][960/1281] lr: 2.250e-01, eta: 7:19:04, time: 1.397, data_time: 0.001, memory: 10527, loss_action_cls: 0.0353, recall@thr=0.5: 0.7158, prec@thr=0.5: 0.7910, recall@top3: 0.8269, prec@top3: 0.6768, recall@top5: 0.9398, prec@top5: 0.4724, loss: 0.0353, grad_norm: 0.1061 2020-12-21 20:09:29,306 - mmaction - INFO - Epoch [7][980/1281] lr: 2.250e-01, eta: 7:18:32, time: 1.535, data_time: 0.001, memory: 10527, loss_action_cls: 0.0353, recall@thr=0.5: 0.7168, prec@thr=0.5: 0.7921, recall@top3: 0.8233, prec@top3: 0.6703, recall@top5: 0.9385, prec@top5: 0.4693, loss: 0.0353, grad_norm: 0.1106 2020-12-21 20:09:56,819 - mmaction - INFO - Epoch [7][1000/1281] lr: 2.250e-01, eta: 7:17:54, time: 1.373, data_time: 0.001, memory: 10527, loss_action_cls: 0.0359, recall@thr=0.5: 0.7122, prec@thr=0.5: 0.7822, recall@top3: 0.8171, prec@top3: 0.6690, recall@top5: 0.9392, prec@top5: 0.4722, loss: 0.0359, grad_norm: 0.1130 2020-12-21 20:10:27,433 - mmaction - INFO - Epoch [7][1020/1281] lr: 2.250e-01, eta: 7:17:22, time: 1.533, data_time: 0.004, memory: 10527, loss_action_cls: 0.0355, recall@thr=0.5: 0.7119, prec@thr=0.5: 0.7914, recall@top3: 0.8230, prec@top3: 0.6663, recall@top5: 0.9391, prec@top5: 0.4672, loss: 0.0355, grad_norm: 0.1082 2020-12-21 20:10:56,171 - mmaction - INFO - Epoch [7][1040/1281] lr: 2.250e-01, eta: 7:16:47, time: 1.435, data_time: 0.002, memory: 10527, loss_action_cls: 0.0357, recall@thr=0.5: 0.7147, prec@thr=0.5: 0.7892, recall@top3: 0.8168, prec@top3: 0.6661, recall@top5: 0.9339, prec@top5: 0.4681, loss: 0.0357, grad_norm: 0.1065 2020-12-21 20:11:25,836 - mmaction - INFO - Epoch [7][1060/1281] lr: 2.250e-01, eta: 7:16:13, time: 1.484, data_time: 0.052, memory: 10527, loss_action_cls: 0.0354, recall@thr=0.5: 0.7105, prec@thr=0.5: 0.7883, recall@top3: 0.8190, prec@top3: 0.6631, recall@top5: 0.9341, prec@top5: 0.4647, loss: 0.0354, grad_norm: 0.1116 2020-12-21 20:11:53,494 - mmaction - INFO - Epoch [7][1080/1281] lr: 2.250e-01, eta: 7:15:36, time: 1.383, data_time: 0.002, memory: 10527, loss_action_cls: 0.0357, recall@thr=0.5: 0.7034, prec@thr=0.5: 0.7839, recall@top3: 0.8203, prec@top3: 0.6642, recall@top5: 0.9346, prec@top5: 0.4641, loss: 0.0357, grad_norm: 0.1020 2020-12-21 20:12:22,920 - mmaction - INFO - Epoch [7][1100/1281] lr: 2.250e-01, eta: 7:15:02, time: 1.472, data_time: 0.002, memory: 10527, loss_action_cls: 0.0355, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.7889, recall@top3: 0.8197, prec@top3: 0.6735, recall@top5: 0.9376, prec@top5: 0.4724, loss: 0.0355, grad_norm: 0.1078 2020-12-21 20:12:51,126 - mmaction - INFO - Epoch [7][1120/1281] lr: 2.250e-01, eta: 7:14:25, time: 1.411, data_time: 0.001, memory: 10527, loss_action_cls: 0.0351, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7948, recall@top3: 0.8240, prec@top3: 0.6743, recall@top5: 0.9386, prec@top5: 0.4718, loss: 0.0351, grad_norm: 0.1030 2020-12-21 20:13:22,455 - mmaction - INFO - Epoch [7][1140/1281] lr: 2.250e-01, eta: 7:13:55, time: 1.564, data_time: 0.001, memory: 10527, loss_action_cls: 0.0355, recall@thr=0.5: 0.7091, prec@thr=0.5: 0.7830, recall@top3: 0.8192, prec@top3: 0.6630, recall@top5: 0.9352, prec@top5: 0.4654, loss: 0.0355, grad_norm: 0.1048 2020-12-21 20:13:54,151 - mmaction - INFO - Epoch [7][1160/1281] lr: 2.250e-01, eta: 7:13:25, time: 1.584, data_time: 0.003, memory: 10527, loss_action_cls: 0.0349, recall@thr=0.5: 0.7157, prec@thr=0.5: 0.7960, recall@top3: 0.8221, prec@top3: 0.6712, recall@top5: 0.9381, prec@top5: 0.4710, loss: 0.0349, grad_norm: 0.1032 2020-12-21 20:14:20,884 - mmaction - INFO - Epoch [7][1180/1281] lr: 2.250e-01, eta: 7:12:46, time: 1.339, data_time: 0.004, memory: 10527, loss_action_cls: 0.0354, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.7915, recall@top3: 0.8226, prec@top3: 0.6623, recall@top5: 0.9352, prec@top5: 0.4621, loss: 0.0354, grad_norm: 0.1024 2020-12-21 20:14:49,189 - mmaction - INFO - Epoch [7][1200/1281] lr: 2.250e-01, eta: 7:12:10, time: 1.414, data_time: 0.001, memory: 10527, loss_action_cls: 0.0352, recall@thr=0.5: 0.7158, prec@thr=0.5: 0.7955, recall@top3: 0.8190, prec@top3: 0.6737, recall@top5: 0.9369, prec@top5: 0.4729, loss: 0.0352, grad_norm: 0.1063 2020-12-21 20:15:19,931 - mmaction - INFO - Epoch [7][1220/1281] lr: 2.250e-01, eta: 7:11:39, time: 1.539, data_time: 0.006, memory: 10527, loss_action_cls: 0.0351, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7963, recall@top3: 0.8251, prec@top3: 0.6693, recall@top5: 0.9397, prec@top5: 0.4681, loss: 0.0351, grad_norm: 0.1051 2020-12-21 20:15:47,700 - mmaction - INFO - Epoch [7][1240/1281] lr: 2.250e-01, eta: 7:11:02, time: 1.388, data_time: 0.001, memory: 10527, loss_action_cls: 0.0360, recall@thr=0.5: 0.7115, prec@thr=0.5: 0.7938, recall@top3: 0.8154, prec@top3: 0.6705, recall@top5: 0.9346, prec@top5: 0.4726, loss: 0.0360, grad_norm: 0.1108 2020-12-21 20:16:16,319 - mmaction - INFO - Epoch [7][1260/1281] lr: 2.250e-01, eta: 7:10:26, time: 1.430, data_time: 0.002, memory: 10527, loss_action_cls: 0.0353, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7939, recall@top3: 0.8240, prec@top3: 0.6700, recall@top5: 0.9363, prec@top5: 0.4676, loss: 0.0353, grad_norm: 0.1111 2020-12-21 20:16:45,343 - mmaction - INFO - Epoch [7][1280/1281] lr: 2.250e-01, eta: 7:09:52, time: 1.453, data_time: 0.003, memory: 10527, loss_action_cls: 0.0348, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7997, recall@top3: 0.8284, prec@top3: 0.6745, recall@top5: 0.9396, prec@top5: 0.4702, loss: 0.0348, grad_norm: 0.1068 2020-12-21 20:16:49,182 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-12-21 20:25:48,719 - mmaction - INFO - Evaluating proposal ... 2020-12-21 20:26:57,912 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-21 20:26:57,913 - mmaction - INFO - Evaluating bbox ... 2020-12-21 20:35:23,367 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2499 2020-12-21 20:35:24,504 - mmaction - INFO - Epoch(val) [7][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2499 2020-12-21 20:36:42,900 - mmaction - INFO - Epoch [8][20/1281] lr: 2.250e-01, eta: 7:10:44, time: 3.919, data_time: 2.778, memory: 10527, loss_action_cls: 0.0335, recall@thr=0.5: 0.7448, prec@thr=0.5: 0.8123, recall@top3: 0.8386, prec@top3: 0.6830, recall@top5: 0.9438, prec@top5: 0.4731, loss: 0.0335, grad_norm: 0.1016 2020-12-21 20:37:13,637 - mmaction - INFO - Epoch [8][40/1281] lr: 2.250e-01, eta: 7:10:12, time: 1.535, data_time: 0.024, memory: 10527, loss_action_cls: 0.0344, recall@thr=0.5: 0.7221, prec@thr=0.5: 0.7978, recall@top3: 0.8272, prec@top3: 0.6736, recall@top5: 0.9381, prec@top5: 0.4706, loss: 0.0344, grad_norm: 0.1044 2020-12-21 20:37:42,068 - mmaction - INFO - Epoch [8][60/1281] lr: 2.250e-01, eta: 7:09:36, time: 1.424, data_time: 0.058, memory: 10527, loss_action_cls: 0.0329, recall@thr=0.5: 0.7382, prec@thr=0.5: 0.8056, recall@top3: 0.8374, prec@top3: 0.6774, recall@top5: 0.9465, prec@top5: 0.4713, loss: 0.0329, grad_norm: 0.1101 2020-12-21 20:38:11,503 - mmaction - INFO - Epoch [8][80/1281] lr: 2.250e-01, eta: 7:09:02, time: 1.472, data_time: 0.002, memory: 10527, loss_action_cls: 0.0342, recall@thr=0.5: 0.7272, prec@thr=0.5: 0.7980, recall@top3: 0.8311, prec@top3: 0.6786, recall@top5: 0.9413, prec@top5: 0.4730, loss: 0.0342, grad_norm: 0.1149 2020-12-21 20:38:41,206 - mmaction - INFO - Epoch [8][100/1281] lr: 2.250e-01, eta: 7:08:29, time: 1.485, data_time: 0.002, memory: 10527, loss_action_cls: 0.0348, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.8022, recall@top3: 0.8245, prec@top3: 0.6714, recall@top5: 0.9392, prec@top5: 0.4706, loss: 0.0348, grad_norm: 0.1142 2020-12-21 20:39:12,666 - mmaction - INFO - Epoch [8][120/1281] lr: 2.250e-01, eta: 7:07:58, time: 1.571, data_time: 0.001, memory: 10527, loss_action_cls: 0.0345, recall@thr=0.5: 0.7265, prec@thr=0.5: 0.8026, recall@top3: 0.8275, prec@top3: 0.6730, recall@top5: 0.9402, prec@top5: 0.4711, loss: 0.0345, grad_norm: 0.1162 2020-12-21 20:39:42,645 - mmaction - INFO - Epoch [8][140/1281] lr: 2.250e-01, eta: 7:07:25, time: 1.502, data_time: 0.003, memory: 10527, loss_action_cls: 0.0350, recall@thr=0.5: 0.7254, prec@thr=0.5: 0.7930, recall@top3: 0.8246, prec@top3: 0.6768, recall@top5: 0.9405, prec@top5: 0.4743, loss: 0.0350, grad_norm: 0.1223 2020-12-21 20:40:11,619 - mmaction - INFO - Epoch [8][160/1281] lr: 2.250e-01, eta: 7:06:51, time: 1.448, data_time: 0.001, memory: 10527, loss_action_cls: 0.0337, recall@thr=0.5: 0.7291, prec@thr=0.5: 0.8068, recall@top3: 0.8270, prec@top3: 0.6760, recall@top5: 0.9409, prec@top5: 0.4726, loss: 0.0337, grad_norm: 0.1044 2020-12-21 20:40:39,967 - mmaction - INFO - Epoch [8][180/1281] lr: 2.250e-01, eta: 7:06:15, time: 1.416, data_time: 0.001, memory: 10527, loss_action_cls: 0.0344, recall@thr=0.5: 0.7285, prec@thr=0.5: 0.8014, recall@top3: 0.8266, prec@top3: 0.6760, recall@top5: 0.9401, prec@top5: 0.4729, loss: 0.0344, grad_norm: 0.1027 2020-12-21 20:41:10,099 - mmaction - INFO - Epoch [8][200/1281] lr: 2.250e-01, eta: 7:05:42, time: 1.507, data_time: 0.002, memory: 10527, loss_action_cls: 0.0344, recall@thr=0.5: 0.7214, prec@thr=0.5: 0.8015, recall@top3: 0.8310, prec@top3: 0.6759, recall@top5: 0.9423, prec@top5: 0.4711, loss: 0.0344, grad_norm: 0.1043 2020-12-21 20:41:40,440 - mmaction - INFO - Epoch [8][220/1281] lr: 2.250e-01, eta: 7:05:10, time: 1.517, data_time: 0.001, memory: 10527, loss_action_cls: 0.0342, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.7914, recall@top3: 0.8304, prec@top3: 0.6749, recall@top5: 0.9419, prec@top5: 0.4709, loss: 0.0342, grad_norm: 0.1075 2020-12-21 20:42:09,412 - mmaction - INFO - Epoch [8][240/1281] lr: 2.250e-01, eta: 7:04:35, time: 1.449, data_time: 0.001, memory: 10527, loss_action_cls: 0.0348, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7953, recall@top3: 0.8250, prec@top3: 0.6708, recall@top5: 0.9382, prec@top5: 0.4691, loss: 0.0348, grad_norm: 0.1033 2020-12-21 20:42:38,224 - mmaction - INFO - Epoch [8][260/1281] lr: 2.250e-01, eta: 7:04:00, time: 1.440, data_time: 0.023, memory: 10527, loss_action_cls: 0.0348, recall@thr=0.5: 0.7272, prec@thr=0.5: 0.7970, recall@top3: 0.8259, prec@top3: 0.6718, recall@top5: 0.9413, prec@top5: 0.4710, loss: 0.0348, grad_norm: 0.1136 2020-12-21 20:43:07,421 - mmaction - INFO - Epoch [8][280/1281] lr: 2.250e-01, eta: 7:03:25, time: 1.459, data_time: 0.040, memory: 10527, loss_action_cls: 0.0346, recall@thr=0.5: 0.7239, prec@thr=0.5: 0.7981, recall@top3: 0.8278, prec@top3: 0.6770, recall@top5: 0.9420, prec@top5: 0.4740, loss: 0.0346, grad_norm: 0.1103 2020-12-21 20:43:35,091 - mmaction - INFO - Epoch [8][300/1281] lr: 2.250e-01, eta: 7:02:49, time: 1.384, data_time: 0.002, memory: 10527, loss_action_cls: 0.0348, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7956, recall@top3: 0.8243, prec@top3: 0.6790, recall@top5: 0.9421, prec@top5: 0.4755, loss: 0.0348, grad_norm: 0.1120 2020-12-21 20:44:03,409 - mmaction - INFO - Epoch [8][320/1281] lr: 2.250e-01, eta: 7:02:13, time: 1.414, data_time: 0.001, memory: 10527, loss_action_cls: 0.0338, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.8037, recall@top3: 0.8295, prec@top3: 0.6676, recall@top5: 0.9428, prec@top5: 0.4669, loss: 0.0338, grad_norm: 0.1131 2020-12-21 20:44:35,081 - mmaction - INFO - Epoch [8][340/1281] lr: 2.250e-01, eta: 7:01:43, time: 1.585, data_time: 0.003, memory: 10527, loss_action_cls: 0.0336, recall@thr=0.5: 0.7300, prec@thr=0.5: 0.8014, recall@top3: 0.8322, prec@top3: 0.6701, recall@top5: 0.9448, prec@top5: 0.4673, loss: 0.0336, grad_norm: 0.1114 2020-12-21 20:45:03,899 - mmaction - INFO - Epoch [8][360/1281] lr: 2.250e-01, eta: 7:01:08, time: 1.441, data_time: 0.001, memory: 10527, loss_action_cls: 0.0350, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7947, recall@top3: 0.8251, prec@top3: 0.6740, recall@top5: 0.9404, prec@top5: 0.4722, loss: 0.0350, grad_norm: 0.1117 2020-12-21 20:45:33,324 - mmaction - INFO - Epoch [8][380/1281] lr: 2.250e-01, eta: 7:00:34, time: 1.471, data_time: 0.001, memory: 10527, loss_action_cls: 0.0348, recall@thr=0.5: 0.7220, prec@thr=0.5: 0.7941, recall@top3: 0.8244, prec@top3: 0.6725, recall@top5: 0.9379, prec@top5: 0.4708, loss: 0.0348, grad_norm: 0.1081 2020-12-21 20:46:02,756 - mmaction - INFO - Epoch [8][400/1281] lr: 2.250e-01, eta: 7:00:00, time: 1.471, data_time: 0.001, memory: 10527, loss_action_cls: 0.0353, recall@thr=0.5: 0.7085, prec@thr=0.5: 0.7868, recall@top3: 0.8205, prec@top3: 0.6628, recall@top5: 0.9385, prec@top5: 0.4655, loss: 0.0353, grad_norm: 0.1101 2020-12-21 20:46:32,141 - mmaction - INFO - Epoch [8][420/1281] lr: 2.250e-01, eta: 6:59:27, time: 1.470, data_time: 0.001, memory: 10527, loss_action_cls: 0.0354, recall@thr=0.5: 0.7110, prec@thr=0.5: 0.7953, recall@top3: 0.8232, prec@top3: 0.6704, recall@top5: 0.9367, prec@top5: 0.4686, loss: 0.0354, grad_norm: 0.1105 2020-12-21 20:47:01,444 - mmaction - INFO - Epoch [8][440/1281] lr: 2.250e-01, eta: 6:58:53, time: 1.462, data_time: 0.119, memory: 10527, loss_action_cls: 0.0351, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7941, recall@top3: 0.8213, prec@top3: 0.6703, recall@top5: 0.9374, prec@top5: 0.4703, loss: 0.0351, grad_norm: 0.1046 2020-12-21 20:47:30,454 - mmaction - INFO - Epoch [8][460/1281] lr: 2.250e-01, eta: 6:58:18, time: 1.453, data_time: 0.024, memory: 10527, loss_action_cls: 0.0346, recall@thr=0.5: 0.7119, prec@thr=0.5: 0.7927, recall@top3: 0.8261, prec@top3: 0.6691, recall@top5: 0.9388, prec@top5: 0.4670, loss: 0.0346, grad_norm: 0.1027 2020-12-21 20:48:00,666 - mmaction - INFO - Epoch [8][480/1281] lr: 2.250e-01, eta: 6:57:46, time: 1.511, data_time: 0.002, memory: 10527, loss_action_cls: 0.0341, recall@thr=0.5: 0.7299, prec@thr=0.5: 0.7994, recall@top3: 0.8277, prec@top3: 0.6748, recall@top5: 0.9413, prec@top5: 0.4707, loss: 0.0341, grad_norm: 0.1150 2020-12-21 20:48:31,001 - mmaction - INFO - Epoch [8][500/1281] lr: 2.250e-01, eta: 6:57:14, time: 1.517, data_time: 0.002, memory: 10527, loss_action_cls: 0.0350, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7949, recall@top3: 0.8232, prec@top3: 0.6684, recall@top5: 0.9398, prec@top5: 0.4691, loss: 0.0350, grad_norm: 0.1147 2020-12-21 20:48:59,530 - mmaction - INFO - Epoch [8][520/1281] lr: 2.250e-01, eta: 6:56:39, time: 1.427, data_time: 0.002, memory: 10527, loss_action_cls: 0.0348, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.7912, recall@top3: 0.8209, prec@top3: 0.6668, recall@top5: 0.9389, prec@top5: 0.4682, loss: 0.0348, grad_norm: 0.1108 2020-12-21 20:49:30,209 - mmaction - INFO - Epoch [8][540/1281] lr: 2.250e-01, eta: 6:56:07, time: 1.534, data_time: 0.001, memory: 10527, loss_action_cls: 0.0352, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7871, recall@top3: 0.8175, prec@top3: 0.6630, recall@top5: 0.9360, prec@top5: 0.4678, loss: 0.0352, grad_norm: 0.1134 2020-12-21 20:49:58,707 - mmaction - INFO - Epoch [8][560/1281] lr: 2.250e-01, eta: 6:55:32, time: 1.422, data_time: 0.001, memory: 10527, loss_action_cls: 0.0350, recall@thr=0.5: 0.7232, prec@thr=0.5: 0.7980, recall@top3: 0.8255, prec@top3: 0.6722, recall@top5: 0.9401, prec@top5: 0.4708, loss: 0.0350, grad_norm: 0.1126 2020-12-21 20:50:26,745 - mmaction - INFO - Epoch [8][580/1281] lr: 2.250e-01, eta: 6:54:56, time: 1.405, data_time: 0.008, memory: 10527, loss_action_cls: 0.0345, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.8005, recall@top3: 0.8319, prec@top3: 0.6760, recall@top5: 0.9426, prec@top5: 0.4721, loss: 0.0345, grad_norm: 0.1086 2020-12-21 20:50:56,842 - mmaction - INFO - Epoch [8][600/1281] lr: 2.250e-01, eta: 6:54:23, time: 1.502, data_time: 0.001, memory: 10527, loss_action_cls: 0.0347, recall@thr=0.5: 0.7262, prec@thr=0.5: 0.7997, recall@top3: 0.8235, prec@top3: 0.6701, recall@top5: 0.9400, prec@top5: 0.4693, loss: 0.0347, grad_norm: 0.1159 2020-12-21 20:51:25,575 - mmaction - INFO - Epoch [8][620/1281] lr: 2.250e-01, eta: 6:53:49, time: 1.438, data_time: 0.003, memory: 10527, loss_action_cls: 0.0349, recall@thr=0.5: 0.7170, prec@thr=0.5: 0.7959, recall@top3: 0.8258, prec@top3: 0.6750, recall@top5: 0.9382, prec@top5: 0.4719, loss: 0.0349, grad_norm: 0.1092 2020-12-21 20:51:54,240 - mmaction - INFO - Epoch [8][640/1281] lr: 2.250e-01, eta: 6:53:14, time: 1.432, data_time: 0.101, memory: 10527, loss_action_cls: 0.0347, recall@thr=0.5: 0.7194, prec@thr=0.5: 0.7944, recall@top3: 0.8237, prec@top3: 0.6708, recall@top5: 0.9360, prec@top5: 0.4683, loss: 0.0347, grad_norm: 0.1105 2020-12-21 20:52:26,373 - mmaction - INFO - Epoch [8][660/1281] lr: 2.250e-01, eta: 6:52:45, time: 1.608, data_time: 0.071, memory: 10527, loss_action_cls: 0.0347, recall@thr=0.5: 0.7222, prec@thr=0.5: 0.7939, recall@top3: 0.8266, prec@top3: 0.6664, recall@top5: 0.9398, prec@top5: 0.4653, loss: 0.0347, grad_norm: 0.1101 2020-12-21 20:52:52,751 - mmaction - INFO - Epoch [8][680/1281] lr: 2.250e-01, eta: 6:52:06, time: 1.319, data_time: 0.001, memory: 10527, loss_action_cls: 0.0347, recall@thr=0.5: 0.7206, prec@thr=0.5: 0.7929, recall@top3: 0.8291, prec@top3: 0.6763, recall@top5: 0.9378, prec@top5: 0.4692, loss: 0.0347, grad_norm: 0.1091 2020-12-21 20:53:22,591 - mmaction - INFO - Epoch [8][700/1281] lr: 2.250e-01, eta: 6:51:33, time: 1.491, data_time: 0.001, memory: 10527, loss_action_cls: 0.0346, recall@thr=0.5: 0.7147, prec@thr=0.5: 0.7914, recall@top3: 0.8285, prec@top3: 0.6680, recall@top5: 0.9417, prec@top5: 0.4668, loss: 0.0346, grad_norm: 0.1187 2020-12-21 20:53:51,620 - mmaction - INFO - Epoch [8][720/1281] lr: 2.250e-01, eta: 6:50:59, time: 1.450, data_time: 0.002, memory: 10527, loss_action_cls: 0.0355, recall@thr=0.5: 0.7186, prec@thr=0.5: 0.7913, recall@top3: 0.8215, prec@top3: 0.6709, recall@top5: 0.9381, prec@top5: 0.4703, loss: 0.0355, grad_norm: 0.1127 2020-12-21 20:54:21,828 - mmaction - INFO - Epoch [8][740/1281] lr: 2.250e-01, eta: 6:50:27, time: 1.511, data_time: 0.003, memory: 10527, loss_action_cls: 0.0347, recall@thr=0.5: 0.7220, prec@thr=0.5: 0.7984, recall@top3: 0.8260, prec@top3: 0.6771, recall@top5: 0.9402, prec@top5: 0.4727, loss: 0.0347, grad_norm: 0.1087 2020-12-21 20:54:52,513 - mmaction - INFO - Epoch [8][760/1281] lr: 2.250e-01, eta: 6:49:56, time: 1.533, data_time: 0.002, memory: 10527, loss_action_cls: 0.0347, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7923, recall@top3: 0.8228, prec@top3: 0.6687, recall@top5: 0.9396, prec@top5: 0.4693, loss: 0.0347, grad_norm: 0.1092 2020-12-21 20:55:21,021 - mmaction - INFO - Epoch [8][780/1281] lr: 2.250e-01, eta: 6:49:21, time: 1.427, data_time: 0.003, memory: 10527, loss_action_cls: 0.0341, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.7925, recall@top3: 0.8308, prec@top3: 0.6689, recall@top5: 0.9433, prec@top5: 0.4675, loss: 0.0341, grad_norm: 0.1107 2020-12-21 20:55:49,607 - mmaction - INFO - Epoch [8][800/1281] lr: 2.250e-01, eta: 6:48:46, time: 1.430, data_time: 0.085, memory: 10527, loss_action_cls: 0.0349, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.8017, recall@top3: 0.8259, prec@top3: 0.6744, recall@top5: 0.9377, prec@top5: 0.4710, loss: 0.0349, grad_norm: 0.1094 2020-12-21 20:56:18,625 - mmaction - INFO - Epoch [8][820/1281] lr: 2.250e-01, eta: 6:48:12, time: 1.449, data_time: 0.001, memory: 10527, loss_action_cls: 0.0336, recall@thr=0.5: 0.7332, prec@thr=0.5: 0.8050, recall@top3: 0.8358, prec@top3: 0.6764, recall@top5: 0.9427, prec@top5: 0.4680, loss: 0.0336, grad_norm: 0.1027 2020-12-21 20:56:47,110 - mmaction - INFO - Epoch [8][840/1281] lr: 2.250e-01, eta: 6:47:37, time: 1.426, data_time: 0.003, memory: 10527, loss_action_cls: 0.0351, recall@thr=0.5: 0.7168, prec@thr=0.5: 0.7927, recall@top3: 0.8177, prec@top3: 0.6665, recall@top5: 0.9385, prec@top5: 0.4700, loss: 0.0351, grad_norm: 0.1186 2020-12-21 20:57:17,209 - mmaction - INFO - Epoch [8][860/1281] lr: 2.250e-01, eta: 6:47:05, time: 1.504, data_time: 0.002, memory: 10527, loss_action_cls: 0.0356, recall@thr=0.5: 0.7191, prec@thr=0.5: 0.7852, recall@top3: 0.8202, prec@top3: 0.6648, recall@top5: 0.9372, prec@top5: 0.4672, loss: 0.0356, grad_norm: 0.1121 2020-12-21 20:57:47,913 - mmaction - INFO - Epoch [8][880/1281] lr: 2.250e-01, eta: 6:46:33, time: 1.533, data_time: 0.003, memory: 10527, loss_action_cls: 0.0344, recall@thr=0.5: 0.7177, prec@thr=0.5: 0.7891, recall@top3: 0.8305, prec@top3: 0.6699, recall@top5: 0.9402, prec@top5: 0.4670, loss: 0.0344, grad_norm: 0.1147 2020-12-21 20:58:18,538 - mmaction - INFO - Epoch [8][900/1281] lr: 2.250e-01, eta: 6:46:02, time: 1.534, data_time: 0.005, memory: 10527, loss_action_cls: 0.0348, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.7978, recall@top3: 0.8218, prec@top3: 0.6751, recall@top5: 0.9367, prec@top5: 0.4723, loss: 0.0348, grad_norm: 0.1085 2020-12-21 20:58:44,997 - mmaction - INFO - Epoch [8][920/1281] lr: 2.250e-01, eta: 6:45:24, time: 1.323, data_time: 0.002, memory: 10527, loss_action_cls: 0.0338, recall@thr=0.5: 0.7344, prec@thr=0.5: 0.8088, recall@top3: 0.8327, prec@top3: 0.6769, recall@top5: 0.9421, prec@top5: 0.4705, loss: 0.0338, grad_norm: 0.1081 2020-12-21 20:59:14,295 - mmaction - INFO - Epoch [8][940/1281] lr: 2.250e-01, eta: 6:44:51, time: 1.464, data_time: 0.001, memory: 10527, loss_action_cls: 0.0351, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.7907, recall@top3: 0.8220, prec@top3: 0.6766, recall@top5: 0.9411, prec@top5: 0.4760, loss: 0.0351, grad_norm: 0.1102 2020-12-21 20:59:46,071 - mmaction - INFO - Epoch [8][960/1281] lr: 2.250e-01, eta: 6:44:21, time: 1.587, data_time: 0.002, memory: 10527, loss_action_cls: 0.0342, recall@thr=0.5: 0.7241, prec@thr=0.5: 0.8028, recall@top3: 0.8277, prec@top3: 0.6731, recall@top5: 0.9421, prec@top5: 0.4714, loss: 0.0342, grad_norm: 0.1084 2020-12-21 21:00:12,566 - mmaction - INFO - Epoch [8][980/1281] lr: 2.250e-01, eta: 6:43:43, time: 1.327, data_time: 0.003, memory: 10527, loss_action_cls: 0.0340, recall@thr=0.5: 0.7285, prec@thr=0.5: 0.8030, recall@top3: 0.8312, prec@top3: 0.6839, recall@top5: 0.9457, prec@top5: 0.4778, loss: 0.0340, grad_norm: 0.1070 2020-12-21 21:00:42,396 - mmaction - INFO - Epoch [8][1000/1281] lr: 2.250e-01, eta: 6:43:10, time: 1.489, data_time: 0.001, memory: 10527, loss_action_cls: 0.0344, recall@thr=0.5: 0.7254, prec@thr=0.5: 0.7987, recall@top3: 0.8270, prec@top3: 0.6716, recall@top5: 0.9416, prec@top5: 0.4700, loss: 0.0344, grad_norm: 0.1165 2020-12-21 21:01:11,414 - mmaction - INFO - Epoch [8][1020/1281] lr: 2.250e-01, eta: 6:42:37, time: 1.453, data_time: 0.003, memory: 10527, loss_action_cls: 0.0344, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.7950, recall@top3: 0.8307, prec@top3: 0.6726, recall@top5: 0.9427, prec@top5: 0.4685, loss: 0.0344, grad_norm: 0.1147 2020-12-21 21:01:40,546 - mmaction - INFO - Epoch [8][1040/1281] lr: 2.250e-01, eta: 6:42:03, time: 1.456, data_time: 0.001, memory: 10527, loss_action_cls: 0.0348, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.8019, recall@top3: 0.8269, prec@top3: 0.6731, recall@top5: 0.9420, prec@top5: 0.4711, loss: 0.0348, grad_norm: 0.1034 2020-12-21 21:02:09,665 - mmaction - INFO - Epoch [8][1060/1281] lr: 2.250e-01, eta: 6:41:29, time: 1.456, data_time: 0.173, memory: 10527, loss_action_cls: 0.0333, recall@thr=0.5: 0.7318, prec@thr=0.5: 0.8000, recall@top3: 0.8366, prec@top3: 0.6767, recall@top5: 0.9437, prec@top5: 0.4699, loss: 0.0333, grad_norm: 0.1069 2020-12-21 21:02:36,678 - mmaction - INFO - Epoch [8][1080/1281] lr: 2.250e-01, eta: 6:40:52, time: 1.350, data_time: 0.174, memory: 10527, loss_action_cls: 0.0343, recall@thr=0.5: 0.7267, prec@thr=0.5: 0.7957, recall@top3: 0.8253, prec@top3: 0.6765, recall@top5: 0.9425, prec@top5: 0.4746, loss: 0.0343, grad_norm: 0.1142 2020-12-21 21:03:07,415 - mmaction - INFO - Epoch [8][1100/1281] lr: 2.250e-01, eta: 6:40:21, time: 1.538, data_time: 0.002, memory: 10527, loss_action_cls: 0.0339, recall@thr=0.5: 0.7272, prec@thr=0.5: 0.7942, recall@top3: 0.8303, prec@top3: 0.6730, recall@top5: 0.9426, prec@top5: 0.4687, loss: 0.0339, grad_norm: 0.1050 2020-12-21 21:03:37,333 - mmaction - INFO - Epoch [8][1120/1281] lr: 2.250e-01, eta: 6:39:49, time: 1.495, data_time: 0.001, memory: 10527, loss_action_cls: 0.0348, recall@thr=0.5: 0.7299, prec@thr=0.5: 0.7971, recall@top3: 0.8224, prec@top3: 0.6790, recall@top5: 0.9400, prec@top5: 0.4773, loss: 0.0348, grad_norm: 0.1030 2020-12-21 21:04:05,044 - mmaction - INFO - Epoch [8][1140/1281] lr: 2.250e-01, eta: 6:39:13, time: 1.385, data_time: 0.002, memory: 10527, loss_action_cls: 0.0353, recall@thr=0.5: 0.7082, prec@thr=0.5: 0.7843, recall@top3: 0.8217, prec@top3: 0.6694, recall@top5: 0.9376, prec@top5: 0.4695, loss: 0.0353, grad_norm: 0.1108 2020-12-21 21:04:37,391 - mmaction - INFO - Epoch [8][1160/1281] lr: 2.250e-01, eta: 6:38:44, time: 1.618, data_time: 0.003, memory: 10527, loss_action_cls: 0.0348, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7891, recall@top3: 0.8252, prec@top3: 0.6729, recall@top5: 0.9395, prec@top5: 0.4707, loss: 0.0348, grad_norm: 0.1115 2020-12-21 21:05:04,205 - mmaction - INFO - Epoch [8][1180/1281] lr: 2.250e-01, eta: 6:38:07, time: 1.340, data_time: 0.002, memory: 10527, loss_action_cls: 0.0341, recall@thr=0.5: 0.7232, prec@thr=0.5: 0.7950, recall@top3: 0.8302, prec@top3: 0.6725, recall@top5: 0.9445, prec@top5: 0.4698, loss: 0.0341, grad_norm: 0.1083 2020-12-21 21:05:36,215 - mmaction - INFO - Epoch [8][1200/1281] lr: 2.250e-01, eta: 6:37:38, time: 1.601, data_time: 0.002, memory: 10527, loss_action_cls: 0.0343, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7907, recall@top3: 0.8266, prec@top3: 0.6619, recall@top5: 0.9422, prec@top5: 0.4636, loss: 0.0343, grad_norm: 0.1058 2020-12-21 21:06:05,782 - mmaction - INFO - Epoch [8][1220/1281] lr: 2.250e-01, eta: 6:37:05, time: 1.476, data_time: 0.002, memory: 10527, loss_action_cls: 0.0346, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7997, recall@top3: 0.8236, prec@top3: 0.6684, recall@top5: 0.9432, prec@top5: 0.4699, loss: 0.0346, grad_norm: 0.1141 2020-12-21 21:06:32,969 - mmaction - INFO - Epoch [8][1240/1281] lr: 2.250e-01, eta: 6:36:29, time: 1.360, data_time: 0.004, memory: 10527, loss_action_cls: 0.0343, recall@thr=0.5: 0.7261, prec@thr=0.5: 0.8021, recall@top3: 0.8289, prec@top3: 0.6755, recall@top5: 0.9399, prec@top5: 0.4701, loss: 0.0343, grad_norm: 0.1137 2020-12-21 21:07:01,986 - mmaction - INFO - Epoch [8][1260/1281] lr: 2.250e-01, eta: 6:35:55, time: 1.453, data_time: 0.003, memory: 10527, loss_action_cls: 0.0350, recall@thr=0.5: 0.7242, prec@thr=0.5: 0.7991, recall@top3: 0.8253, prec@top3: 0.6718, recall@top5: 0.9369, prec@top5: 0.4682, loss: 0.0350, grad_norm: 0.1055 2020-12-21 21:07:29,403 - mmaction - INFO - Epoch [8][1280/1281] lr: 2.250e-01, eta: 6:35:19, time: 1.371, data_time: 0.037, memory: 10527, loss_action_cls: 0.0345, recall@thr=0.5: 0.7265, prec@thr=0.5: 0.8001, recall@top3: 0.8217, prec@top3: 0.6737, recall@top5: 0.9411, prec@top5: 0.4750, loss: 0.0345, grad_norm: 0.1090 2020-12-21 21:07:41,601 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-12-21 21:17:29,844 - mmaction - INFO - Evaluating proposal ... 2020-12-21 21:18:37,394 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-21 21:18:37,395 - mmaction - INFO - Evaluating bbox ... 2020-12-21 21:27:19,248 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2485 2020-12-21 21:27:20,773 - mmaction - INFO - Epoch(val) [8][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2485 2020-12-21 21:28:40,233 - mmaction - INFO - Epoch [9][20/1281] lr: 2.250e-01, eta: 6:35:57, time: 3.970, data_time: 2.826, memory: 10527, loss_action_cls: 0.0329, recall@thr=0.5: 0.7358, prec@thr=0.5: 0.8033, recall@top3: 0.8357, prec@top3: 0.6800, recall@top5: 0.9475, prec@top5: 0.4737, loss: 0.0329, grad_norm: 0.1120 2020-12-21 21:29:08,477 - mmaction - INFO - Epoch [9][40/1281] lr: 2.250e-01, eta: 6:35:22, time: 1.415, data_time: 0.077, memory: 10527, loss_action_cls: 0.0337, recall@thr=0.5: 0.7266, prec@thr=0.5: 0.7969, recall@top3: 0.8347, prec@top3: 0.6731, recall@top5: 0.9423, prec@top5: 0.4663, loss: 0.0337, grad_norm: 0.1087 2020-12-21 21:29:38,515 - mmaction - INFO - Epoch [9][60/1281] lr: 2.250e-01, eta: 6:34:50, time: 1.501, data_time: 0.051, memory: 10527, loss_action_cls: 0.0338, recall@thr=0.5: 0.7288, prec@thr=0.5: 0.8026, recall@top3: 0.8347, prec@top3: 0.6766, recall@top5: 0.9446, prec@top5: 0.4705, loss: 0.0338, grad_norm: 0.1130 2020-12-21 21:30:11,471 - mmaction - INFO - Epoch [9][80/1281] lr: 2.250e-01, eta: 6:34:22, time: 1.647, data_time: 0.001, memory: 10527, loss_action_cls: 0.0330, recall@thr=0.5: 0.7381, prec@thr=0.5: 0.8067, recall@top3: 0.8330, prec@top3: 0.6779, recall@top5: 0.9458, prec@top5: 0.4731, loss: 0.0330, grad_norm: 0.1159 2020-12-21 21:30:38,948 - mmaction - INFO - Epoch [9][100/1281] lr: 2.250e-01, eta: 6:33:46, time: 1.375, data_time: 0.002, memory: 10527, loss_action_cls: 0.0336, recall@thr=0.5: 0.7350, prec@thr=0.5: 0.8085, recall@top3: 0.8301, prec@top3: 0.6871, recall@top5: 0.9418, prec@top5: 0.4794, loss: 0.0336, grad_norm: 0.1178 2020-12-21 21:31:07,716 - mmaction - INFO - Epoch [9][120/1281] lr: 2.250e-01, eta: 6:33:12, time: 1.436, data_time: 0.001, memory: 10527, loss_action_cls: 0.0332, recall@thr=0.5: 0.7422, prec@thr=0.5: 0.8081, recall@top3: 0.8321, prec@top3: 0.6782, recall@top5: 0.9421, prec@top5: 0.4722, loss: 0.0332, grad_norm: 0.1107 2020-12-21 21:31:36,304 - mmaction - INFO - Epoch [9][140/1281] lr: 2.250e-01, eta: 6:32:37, time: 1.431, data_time: 0.003, memory: 10527, loss_action_cls: 0.0326, recall@thr=0.5: 0.7411, prec@thr=0.5: 0.8085, recall@top3: 0.8363, prec@top3: 0.6828, recall@top5: 0.9478, prec@top5: 0.4745, loss: 0.0326, grad_norm: 0.1121 2020-12-21 21:32:07,384 - mmaction - INFO - Epoch [9][160/1281] lr: 2.250e-01, eta: 6:32:07, time: 1.552, data_time: 0.001, memory: 10527, loss_action_cls: 0.0332, recall@thr=0.5: 0.7386, prec@thr=0.5: 0.8034, recall@top3: 0.8349, prec@top3: 0.6766, recall@top5: 0.9413, prec@top5: 0.4691, loss: 0.0332, grad_norm: 0.1165 2020-12-21 21:32:35,712 - mmaction - INFO - Epoch [9][180/1281] lr: 2.250e-01, eta: 6:31:32, time: 1.418, data_time: 0.003, memory: 10527, loss_action_cls: 0.0333, recall@thr=0.5: 0.7299, prec@thr=0.5: 0.7973, recall@top3: 0.8335, prec@top3: 0.6786, recall@top5: 0.9450, prec@top5: 0.4725, loss: 0.0333, grad_norm: 0.1191 2020-12-21 21:33:06,542 - mmaction - INFO - Epoch [9][200/1281] lr: 2.250e-01, eta: 6:31:01, time: 1.542, data_time: 0.318, memory: 10527, loss_action_cls: 0.0331, recall@thr=0.5: 0.7307, prec@thr=0.5: 0.8024, recall@top3: 0.8319, prec@top3: 0.6778, recall@top5: 0.9442, prec@top5: 0.4725, loss: 0.0331, grad_norm: 0.1113 2020-12-21 21:33:38,456 - mmaction - INFO - Epoch [9][220/1281] lr: 2.250e-01, eta: 6:30:31, time: 1.596, data_time: 0.454, memory: 10527, loss_action_cls: 0.0335, recall@thr=0.5: 0.7330, prec@thr=0.5: 0.8062, recall@top3: 0.8357, prec@top3: 0.6720, recall@top5: 0.9457, prec@top5: 0.4691, loss: 0.0335, grad_norm: 0.1140 2020-12-21 21:34:04,881 - mmaction - INFO - Epoch [9][240/1281] lr: 2.250e-01, eta: 6:29:54, time: 1.321, data_time: 0.157, memory: 10527, loss_action_cls: 0.0329, recall@thr=0.5: 0.7436, prec@thr=0.5: 0.8108, recall@top3: 0.8367, prec@top3: 0.6898, recall@top5: 0.9471, prec@top5: 0.4811, loss: 0.0329, grad_norm: 0.1045 2020-12-21 21:34:34,382 - mmaction - INFO - Epoch [9][260/1281] lr: 2.250e-01, eta: 6:29:21, time: 1.475, data_time: 0.001, memory: 10527, loss_action_cls: 0.0330, recall@thr=0.5: 0.7365, prec@thr=0.5: 0.8072, recall@top3: 0.8419, prec@top3: 0.6854, recall@top5: 0.9477, prec@top5: 0.4744, loss: 0.0330, grad_norm: 0.1159 2020-12-21 21:35:04,123 - mmaction - INFO - Epoch [9][280/1281] lr: 2.250e-01, eta: 6:28:48, time: 1.486, data_time: 0.001, memory: 10527, loss_action_cls: 0.0336, recall@thr=0.5: 0.7298, prec@thr=0.5: 0.8043, recall@top3: 0.8324, prec@top3: 0.6705, recall@top5: 0.9432, prec@top5: 0.4670, loss: 0.0336, grad_norm: 0.1097 2020-12-21 21:35:33,969 - mmaction - INFO - Epoch [9][300/1281] lr: 2.250e-01, eta: 6:28:16, time: 1.492, data_time: 0.001, memory: 10527, loss_action_cls: 0.0351, recall@thr=0.5: 0.7263, prec@thr=0.5: 0.7888, recall@top3: 0.8262, prec@top3: 0.6698, recall@top5: 0.9421, prec@top5: 0.4700, loss: 0.0351, grad_norm: 0.1310 2020-12-21 21:36:03,976 - mmaction - INFO - Epoch [9][320/1281] lr: 2.250e-01, eta: 6:27:44, time: 1.499, data_time: 0.002, memory: 10527, loss_action_cls: 0.0339, recall@thr=0.5: 0.7316, prec@thr=0.5: 0.8107, recall@top3: 0.8331, prec@top3: 0.6788, recall@top5: 0.9427, prec@top5: 0.4719, loss: 0.0339, grad_norm: 0.1123 2020-12-21 21:36:33,553 - mmaction - INFO - Epoch [9][340/1281] lr: 2.250e-01, eta: 6:27:11, time: 1.480, data_time: 0.003, memory: 10527, loss_action_cls: 0.0334, recall@thr=0.5: 0.7318, prec@thr=0.5: 0.8082, recall@top3: 0.8343, prec@top3: 0.6759, recall@top5: 0.9406, prec@top5: 0.4683, loss: 0.0334, grad_norm: 0.1166 2020-12-21 21:37:02,931 - mmaction - INFO - Epoch [9][360/1281] lr: 2.250e-01, eta: 6:26:38, time: 1.466, data_time: 0.001, memory: 10527, loss_action_cls: 0.0332, recall@thr=0.5: 0.7399, prec@thr=0.5: 0.8067, recall@top3: 0.8352, prec@top3: 0.6775, recall@top5: 0.9449, prec@top5: 0.4714, loss: 0.0332, grad_norm: 0.1126 2020-12-21 21:37:29,970 - mmaction - INFO - Epoch [9][380/1281] lr: 2.250e-01, eta: 6:26:01, time: 1.351, data_time: 0.004, memory: 10527, loss_action_cls: 0.0330, recall@thr=0.5: 0.7398, prec@thr=0.5: 0.8049, recall@top3: 0.8355, prec@top3: 0.6867, recall@top5: 0.9463, prec@top5: 0.4770, loss: 0.0330, grad_norm: 0.1142 2020-12-21 21:37:59,415 - mmaction - INFO - Epoch [9][400/1281] lr: 2.250e-01, eta: 6:25:28, time: 1.474, data_time: 0.005, memory: 10527, loss_action_cls: 0.0331, recall@thr=0.5: 0.7439, prec@thr=0.5: 0.8095, recall@top3: 0.8332, prec@top3: 0.6799, recall@top5: 0.9452, prec@top5: 0.4741, loss: 0.0331, grad_norm: 0.1075 2020-12-21 21:38:28,777 - mmaction - INFO - Epoch [9][420/1281] lr: 2.250e-01, eta: 6:24:55, time: 1.469, data_time: 0.003, memory: 10527, loss_action_cls: 0.0335, recall@thr=0.5: 0.7265, prec@thr=0.5: 0.8026, recall@top3: 0.8320, prec@top3: 0.6755, recall@top5: 0.9446, prec@top5: 0.4719, loss: 0.0335, grad_norm: 0.1203 2020-12-21 21:38:57,646 - mmaction - INFO - Epoch [9][440/1281] lr: 2.250e-01, eta: 6:24:22, time: 1.443, data_time: 0.002, memory: 10527, loss_action_cls: 0.0341, recall@thr=0.5: 0.7284, prec@thr=0.5: 0.7964, recall@top3: 0.8282, prec@top3: 0.6750, recall@top5: 0.9401, prec@top5: 0.4710, loss: 0.0341, grad_norm: 0.1082 2020-12-21 21:39:24,325 - mmaction - INFO - Epoch [9][460/1281] lr: 2.250e-01, eta: 6:23:45, time: 1.334, data_time: 0.002, memory: 10527, loss_action_cls: 0.0335, recall@thr=0.5: 0.7340, prec@thr=0.5: 0.8110, recall@top3: 0.8351, prec@top3: 0.6845, recall@top5: 0.9442, prec@top5: 0.4746, loss: 0.0335, grad_norm: 0.1080 2020-12-21 21:39:57,261 - mmaction - INFO - Epoch [9][480/1281] lr: 2.250e-01, eta: 6:23:17, time: 1.644, data_time: 0.014, memory: 10527, loss_action_cls: 0.0335, recall@thr=0.5: 0.7345, prec@thr=0.5: 0.8084, recall@top3: 0.8336, prec@top3: 0.6755, recall@top5: 0.9431, prec@top5: 0.4703, loss: 0.0335, grad_norm: 0.1037 2020-12-21 21:40:25,928 - mmaction - INFO - Epoch [9][500/1281] lr: 2.250e-01, eta: 6:22:43, time: 1.434, data_time: 0.077, memory: 10527, loss_action_cls: 0.0333, recall@thr=0.5: 0.7363, prec@thr=0.5: 0.8127, recall@top3: 0.8397, prec@top3: 0.6842, recall@top5: 0.9471, prec@top5: 0.4743, loss: 0.0333, grad_norm: 0.1098 2020-12-21 21:40:53,771 - mmaction - INFO - Epoch [9][520/1281] lr: 2.250e-01, eta: 6:22:08, time: 1.395, data_time: 0.004, memory: 10527, loss_action_cls: 0.0337, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.8060, recall@top3: 0.8333, prec@top3: 0.6803, recall@top5: 0.9441, prec@top5: 0.4741, loss: 0.0337, grad_norm: 0.1126 2020-12-21 21:41:25,335 - mmaction - INFO - Epoch [9][540/1281] lr: 2.250e-01, eta: 6:21:38, time: 1.575, data_time: 0.001, memory: 10527, loss_action_cls: 0.0337, recall@thr=0.5: 0.7274, prec@thr=0.5: 0.8014, recall@top3: 0.8307, prec@top3: 0.6707, recall@top5: 0.9446, prec@top5: 0.4695, loss: 0.0337, grad_norm: 0.1137 2020-12-21 21:41:54,325 - mmaction - INFO - Epoch [9][560/1281] lr: 2.250e-01, eta: 6:21:04, time: 1.449, data_time: 0.004, memory: 10527, loss_action_cls: 0.0336, recall@thr=0.5: 0.7384, prec@thr=0.5: 0.8032, recall@top3: 0.8313, prec@top3: 0.6764, recall@top5: 0.9430, prec@top5: 0.4727, loss: 0.0336, grad_norm: 0.1142 2020-12-21 21:42:24,243 - mmaction - INFO - Epoch [9][580/1281] lr: 2.250e-01, eta: 6:20:32, time: 1.497, data_time: 0.004, memory: 10527, loss_action_cls: 0.0340, recall@thr=0.5: 0.7299, prec@thr=0.5: 0.8064, recall@top3: 0.8341, prec@top3: 0.6762, recall@top5: 0.9410, prec@top5: 0.4693, loss: 0.0340, grad_norm: 0.1129 2020-12-21 21:42:54,800 - mmaction - INFO - Epoch [9][600/1281] lr: 2.250e-01, eta: 6:20:01, time: 1.528, data_time: 0.002, memory: 10527, loss_action_cls: 0.0344, recall@thr=0.5: 0.7272, prec@thr=0.5: 0.8006, recall@top3: 0.8306, prec@top3: 0.6742, recall@top5: 0.9445, prec@top5: 0.4728, loss: 0.0344, grad_norm: 0.1179 2020-12-21 21:43:22,501 - mmaction - INFO - Epoch [9][620/1281] lr: 2.250e-01, eta: 6:19:26, time: 1.386, data_time: 0.002, memory: 10527, loss_action_cls: 0.0333, recall@thr=0.5: 0.7390, prec@thr=0.5: 0.8006, recall@top3: 0.8304, prec@top3: 0.6774, recall@top5: 0.9438, prec@top5: 0.4731, loss: 0.0333, grad_norm: 0.1111 2020-12-21 21:43:52,157 - mmaction - INFO - Epoch [9][640/1281] lr: 2.250e-01, eta: 6:18:53, time: 1.483, data_time: 0.001, memory: 10527, loss_action_cls: 0.0328, recall@thr=0.5: 0.7393, prec@thr=0.5: 0.8126, recall@top3: 0.8351, prec@top3: 0.6770, recall@top5: 0.9441, prec@top5: 0.4710, loss: 0.0328, grad_norm: 0.1065 2020-12-21 21:44:19,197 - mmaction - INFO - Epoch [9][660/1281] lr: 2.250e-01, eta: 6:18:17, time: 1.351, data_time: 0.001, memory: 10527, loss_action_cls: 0.0339, recall@thr=0.5: 0.7314, prec@thr=0.5: 0.8037, recall@top3: 0.8315, prec@top3: 0.6743, recall@top5: 0.9460, prec@top5: 0.4715, loss: 0.0339, grad_norm: 0.1104 2020-12-21 21:44:49,689 - mmaction - INFO - Epoch [9][680/1281] lr: 2.250e-01, eta: 6:17:46, time: 1.525, data_time: 0.003, memory: 10527, loss_action_cls: 0.0336, recall@thr=0.5: 0.7309, prec@thr=0.5: 0.8004, recall@top3: 0.8347, prec@top3: 0.6729, recall@top5: 0.9417, prec@top5: 0.4672, loss: 0.0336, grad_norm: 0.1176 2020-12-21 21:45:20,091 - mmaction - INFO - Epoch [9][700/1281] lr: 2.250e-01, eta: 6:17:14, time: 1.521, data_time: 0.002, memory: 10527, loss_action_cls: 0.0329, recall@thr=0.5: 0.7398, prec@thr=0.5: 0.8115, recall@top3: 0.8348, prec@top3: 0.6859, recall@top5: 0.9478, prec@top5: 0.4795, loss: 0.0329, grad_norm: 0.1111 2020-12-21 21:45:48,352 - mmaction - INFO - Epoch [9][720/1281] lr: 2.250e-01, eta: 6:16:40, time: 1.412, data_time: 0.022, memory: 10527, loss_action_cls: 0.0341, recall@thr=0.5: 0.7308, prec@thr=0.5: 0.8006, recall@top3: 0.8281, prec@top3: 0.6718, recall@top5: 0.9410, prec@top5: 0.4698, loss: 0.0341, grad_norm: 0.1108 2020-12-21 21:46:18,478 - mmaction - INFO - Epoch [9][740/1281] lr: 2.250e-01, eta: 6:16:08, time: 1.506, data_time: 0.215, memory: 10527, loss_action_cls: 0.0334, recall@thr=0.5: 0.7341, prec@thr=0.5: 0.8066, recall@top3: 0.8332, prec@top3: 0.6794, recall@top5: 0.9426, prec@top5: 0.4716, loss: 0.0334, grad_norm: 0.1108 2020-12-21 21:46:50,426 - mmaction - INFO - Epoch [9][760/1281] lr: 2.250e-01, eta: 6:15:39, time: 1.599, data_time: 0.275, memory: 10527, loss_action_cls: 0.0330, recall@thr=0.5: 0.7305, prec@thr=0.5: 0.8029, recall@top3: 0.8342, prec@top3: 0.6810, recall@top5: 0.9432, prec@top5: 0.4720, loss: 0.0330, grad_norm: 0.1151 2020-12-21 21:47:17,235 - mmaction - INFO - Epoch [9][780/1281] lr: 2.250e-01, eta: 6:15:03, time: 1.340, data_time: 0.001, memory: 10527, loss_action_cls: 0.0338, recall@thr=0.5: 0.7299, prec@thr=0.5: 0.8023, recall@top3: 0.8302, prec@top3: 0.6788, recall@top5: 0.9437, prec@top5: 0.4741, loss: 0.0338, grad_norm: 0.1135 2020-12-21 21:47:47,324 - mmaction - INFO - Epoch [9][800/1281] lr: 2.250e-01, eta: 6:14:31, time: 1.504, data_time: 0.001, memory: 10527, loss_action_cls: 0.0340, recall@thr=0.5: 0.7323, prec@thr=0.5: 0.8035, recall@top3: 0.8294, prec@top3: 0.6751, recall@top5: 0.9426, prec@top5: 0.4721, loss: 0.0340, grad_norm: 0.1156 2020-12-21 21:48:18,978 - mmaction - INFO - Epoch [9][820/1281] lr: 2.250e-01, eta: 6:14:01, time: 1.584, data_time: 0.002, memory: 10527, loss_action_cls: 0.0336, recall@thr=0.5: 0.7302, prec@thr=0.5: 0.8023, recall@top3: 0.8332, prec@top3: 0.6776, recall@top5: 0.9425, prec@top5: 0.4712, loss: 0.0336, grad_norm: 0.1089 2020-12-21 21:48:45,702 - mmaction - INFO - Epoch [9][840/1281] lr: 2.250e-01, eta: 6:13:25, time: 1.336, data_time: 0.001, memory: 10527, loss_action_cls: 0.0329, recall@thr=0.5: 0.7411, prec@thr=0.5: 0.8038, recall@top3: 0.8369, prec@top3: 0.6820, recall@top5: 0.9459, prec@top5: 0.4738, loss: 0.0329, grad_norm: 0.1081 2020-12-21 21:49:17,002 - mmaction - INFO - Epoch [9][860/1281] lr: 2.250e-01, eta: 6:12:55, time: 1.562, data_time: 0.001, memory: 10527, loss_action_cls: 0.0338, recall@thr=0.5: 0.7302, prec@thr=0.5: 0.8044, recall@top3: 0.8287, prec@top3: 0.6759, recall@top5: 0.9448, prec@top5: 0.4735, loss: 0.0338, grad_norm: 0.1098 2020-12-21 21:49:44,423 - mmaction - INFO - Epoch [9][880/1281] lr: 2.250e-01, eta: 6:12:19, time: 1.370, data_time: 0.004, memory: 10527, loss_action_cls: 0.0336, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.7997, recall@top3: 0.8296, prec@top3: 0.6726, recall@top5: 0.9444, prec@top5: 0.4709, loss: 0.0336, grad_norm: 0.1135 2020-12-21 21:50:15,961 - mmaction - INFO - Epoch [9][900/1281] lr: 2.250e-01, eta: 6:11:49, time: 1.580, data_time: 0.005, memory: 10527, loss_action_cls: 0.0329, recall@thr=0.5: 0.7307, prec@thr=0.5: 0.8007, recall@top3: 0.8357, prec@top3: 0.6762, recall@top5: 0.9452, prec@top5: 0.4704, loss: 0.0329, grad_norm: 0.1059 2020-12-21 21:50:46,017 - mmaction - INFO - Epoch [9][920/1281] lr: 2.250e-01, eta: 6:11:18, time: 1.503, data_time: 0.002, memory: 10527, loss_action_cls: 0.0335, recall@thr=0.5: 0.7356, prec@thr=0.5: 0.8046, recall@top3: 0.8307, prec@top3: 0.6783, recall@top5: 0.9440, prec@top5: 0.4727, loss: 0.0335, grad_norm: 0.1088 2020-12-21 21:51:14,029 - mmaction - INFO - Epoch [9][940/1281] lr: 2.250e-01, eta: 6:10:43, time: 1.399, data_time: 0.002, memory: 10527, loss_action_cls: 0.0332, recall@thr=0.5: 0.7395, prec@thr=0.5: 0.8092, recall@top3: 0.8316, prec@top3: 0.6868, recall@top5: 0.9421, prec@top5: 0.4781, loss: 0.0332, grad_norm: 0.1140 2020-12-21 21:51:42,791 - mmaction - INFO - Epoch [9][960/1281] lr: 2.250e-01, eta: 6:10:10, time: 1.439, data_time: 0.003, memory: 10527, loss_action_cls: 0.0331, recall@thr=0.5: 0.7319, prec@thr=0.5: 0.8100, recall@top3: 0.8377, prec@top3: 0.6745, recall@top5: 0.9418, prec@top5: 0.4662, loss: 0.0331, grad_norm: 0.1067 2020-12-21 21:52:12,753 - mmaction - INFO - Epoch [9][980/1281] lr: 2.250e-01, eta: 6:09:38, time: 1.498, data_time: 0.223, memory: 10527, loss_action_cls: 0.0331, recall@thr=0.5: 0.7363, prec@thr=0.5: 0.7976, recall@top3: 0.8365, prec@top3: 0.6792, recall@top5: 0.9437, prec@top5: 0.4709, loss: 0.0331, grad_norm: 0.1126 2020-12-21 21:52:43,188 - mmaction - INFO - Epoch [9][1000/1281] lr: 2.250e-01, eta: 6:09:06, time: 1.520, data_time: 0.340, memory: 10527, loss_action_cls: 0.0337, recall@thr=0.5: 0.7316, prec@thr=0.5: 0.8014, recall@top3: 0.8303, prec@top3: 0.6847, recall@top5: 0.9467, prec@top5: 0.4799, loss: 0.0337, grad_norm: 0.1182 2020-12-21 21:53:11,158 - mmaction - INFO - Epoch [9][1020/1281] lr: 2.250e-01, eta: 6:08:32, time: 1.401, data_time: 0.035, memory: 10527, loss_action_cls: 0.0337, recall@thr=0.5: 0.7334, prec@thr=0.5: 0.8012, recall@top3: 0.8292, prec@top3: 0.6768, recall@top5: 0.9444, prec@top5: 0.4745, loss: 0.0337, grad_norm: 0.1092 2020-12-21 21:53:42,215 - mmaction - INFO - Epoch [9][1040/1281] lr: 2.250e-01, eta: 6:08:02, time: 1.553, data_time: 0.001, memory: 10527, loss_action_cls: 0.0334, recall@thr=0.5: 0.7314, prec@thr=0.5: 0.8013, recall@top3: 0.8353, prec@top3: 0.6813, recall@top5: 0.9448, prec@top5: 0.4736, loss: 0.0334, grad_norm: 0.1072 2020-12-21 21:54:09,185 - mmaction - INFO - Epoch [9][1060/1281] lr: 2.250e-01, eta: 6:07:26, time: 1.348, data_time: 0.055, memory: 10527, loss_action_cls: 0.0333, recall@thr=0.5: 0.7403, prec@thr=0.5: 0.8077, recall@top3: 0.8341, prec@top3: 0.6789, recall@top5: 0.9458, prec@top5: 0.4729, loss: 0.0333, grad_norm: 0.1162 2020-12-21 21:54:39,822 - mmaction - INFO - Epoch [9][1080/1281] lr: 2.250e-01, eta: 6:06:55, time: 1.531, data_time: 0.001, memory: 10527, loss_action_cls: 0.0335, recall@thr=0.5: 0.7341, prec@thr=0.5: 0.8068, recall@top3: 0.8343, prec@top3: 0.6814, recall@top5: 0.9426, prec@top5: 0.4718, loss: 0.0335, grad_norm: 0.1156 2020-12-21 21:55:09,599 - mmaction - INFO - Epoch [9][1100/1281] lr: 2.250e-01, eta: 6:06:23, time: 1.485, data_time: 0.001, memory: 10527, loss_action_cls: 0.0339, recall@thr=0.5: 0.7255, prec@thr=0.5: 0.7985, recall@top3: 0.8315, prec@top3: 0.6752, recall@top5: 0.9423, prec@top5: 0.4693, loss: 0.0339, grad_norm: 0.1115 2020-12-21 21:55:38,221 - mmaction - INFO - Epoch [9][1120/1281] lr: 2.250e-01, eta: 6:05:49, time: 1.435, data_time: 0.005, memory: 10527, loss_action_cls: 0.0329, recall@thr=0.5: 0.7409, prec@thr=0.5: 0.8054, recall@top3: 0.8307, prec@top3: 0.6734, recall@top5: 0.9451, prec@top5: 0.4704, loss: 0.0329, grad_norm: 0.1111 2020-12-21 21:56:12,357 - mmaction - INFO - Epoch [9][1140/1281] lr: 2.250e-01, eta: 6:05:23, time: 1.707, data_time: 0.002, memory: 10527, loss_action_cls: 0.0336, recall@thr=0.5: 0.7302, prec@thr=0.5: 0.8003, recall@top3: 0.8306, prec@top3: 0.6729, recall@top5: 0.9435, prec@top5: 0.4702, loss: 0.0336, grad_norm: 0.1162 2020-12-21 21:56:39,227 - mmaction - INFO - Epoch [9][1160/1281] lr: 2.250e-01, eta: 6:04:47, time: 1.341, data_time: 0.001, memory: 10527, loss_action_cls: 0.0339, recall@thr=0.5: 0.7324, prec@thr=0.5: 0.7982, recall@top3: 0.8302, prec@top3: 0.6741, recall@top5: 0.9423, prec@top5: 0.4697, loss: 0.0339, grad_norm: 0.1139 2020-12-21 21:57:09,547 - mmaction - INFO - Epoch [9][1180/1281] lr: 2.250e-01, eta: 6:04:15, time: 1.518, data_time: 0.003, memory: 10527, loss_action_cls: 0.0334, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.8019, recall@top3: 0.8356, prec@top3: 0.6788, recall@top5: 0.9443, prec@top5: 0.4707, loss: 0.0334, grad_norm: 0.1090 2020-12-21 21:57:39,691 - mmaction - INFO - Epoch [9][1200/1281] lr: 2.250e-01, eta: 6:03:44, time: 1.504, data_time: 0.001, memory: 10527, loss_action_cls: 0.0336, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.8003, recall@top3: 0.8323, prec@top3: 0.6708, recall@top5: 0.9446, prec@top5: 0.4676, loss: 0.0336, grad_norm: 0.1128 2020-12-21 21:58:07,422 - mmaction - INFO - Epoch [9][1220/1281] lr: 2.250e-01, eta: 6:03:09, time: 1.387, data_time: 0.004, memory: 10527, loss_action_cls: 0.0334, recall@thr=0.5: 0.7335, prec@thr=0.5: 0.8030, recall@top3: 0.8333, prec@top3: 0.6826, recall@top5: 0.9439, prec@top5: 0.4752, loss: 0.0334, grad_norm: 0.1109 2020-12-21 21:58:36,627 - mmaction - INFO - Epoch [9][1240/1281] lr: 2.250e-01, eta: 6:02:36, time: 1.459, data_time: 0.003, memory: 10527, loss_action_cls: 0.0327, recall@thr=0.5: 0.7394, prec@thr=0.5: 0.8118, recall@top3: 0.8390, prec@top3: 0.6775, recall@top5: 0.9466, prec@top5: 0.4703, loss: 0.0327, grad_norm: 0.1114 2020-12-21 21:59:05,422 - mmaction - INFO - Epoch [9][1260/1281] lr: 2.250e-01, eta: 6:02:03, time: 1.441, data_time: 0.004, memory: 10527, loss_action_cls: 0.0328, recall@thr=0.5: 0.7400, prec@thr=0.5: 0.8100, recall@top3: 0.8360, prec@top3: 0.6814, recall@top5: 0.9458, prec@top5: 0.4732, loss: 0.0328, grad_norm: 0.1077 2020-12-21 21:59:31,922 - mmaction - INFO - Epoch [9][1280/1281] lr: 2.250e-01, eta: 6:01:27, time: 1.327, data_time: 0.003, memory: 10527, loss_action_cls: 0.0334, recall@thr=0.5: 0.7348, prec@thr=0.5: 0.8104, recall@top3: 0.8320, prec@top3: 0.6811, recall@top5: 0.9402, prec@top5: 0.4733, loss: 0.0334, grad_norm: 0.1085 2020-12-21 21:59:35,554 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-12-21 22:08:41,223 - mmaction - INFO - Evaluating proposal ... 2020-12-21 22:09:50,524 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-21 22:09:50,525 - mmaction - INFO - Evaluating bbox ... 2020-12-21 22:18:14,525 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2512 2020-12-21 22:18:15,745 - mmaction - INFO - Epoch(val) [9][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2512 2020-12-21 22:19:30,217 - mmaction - INFO - Epoch [10][20/1281] lr: 2.250e-01, eta: 6:01:46, time: 3.722, data_time: 2.567, memory: 10527, loss_action_cls: 0.0320, recall@thr=0.5: 0.7420, prec@thr=0.5: 0.8136, recall@top3: 0.8387, prec@top3: 0.6837, recall@top5: 0.9490, prec@top5: 0.4752, loss: 0.0320, grad_norm: 0.1134 2020-12-21 22:20:03,039 - mmaction - INFO - Epoch [10][40/1281] lr: 2.250e-01, eta: 6:01:18, time: 1.640, data_time: 0.005, memory: 10527, loss_action_cls: 0.0321, recall@thr=0.5: 0.7437, prec@thr=0.5: 0.8181, recall@top3: 0.8418, prec@top3: 0.6881, recall@top5: 0.9497, prec@top5: 0.4769, loss: 0.0321, grad_norm: 0.1107 2020-12-21 22:20:32,562 - mmaction - INFO - Epoch [10][60/1281] lr: 2.250e-01, eta: 6:00:45, time: 1.476, data_time: 0.003, memory: 10527, loss_action_cls: 0.0325, recall@thr=0.5: 0.7453, prec@thr=0.5: 0.8130, recall@top3: 0.8382, prec@top3: 0.6863, recall@top5: 0.9490, prec@top5: 0.4769, loss: 0.0325, grad_norm: 0.1169 2020-12-21 22:21:00,982 - mmaction - INFO - Epoch [10][80/1281] lr: 2.250e-01, eta: 6:00:11, time: 1.421, data_time: 0.003, memory: 10527, loss_action_cls: 0.0330, recall@thr=0.5: 0.7358, prec@thr=0.5: 0.8028, recall@top3: 0.8359, prec@top3: 0.6836, recall@top5: 0.9456, prec@top5: 0.4753, loss: 0.0330, grad_norm: 0.1168 2020-12-21 22:21:31,282 - mmaction - INFO - Epoch [10][100/1281] lr: 2.250e-01, eta: 5:59:40, time: 1.517, data_time: 0.003, memory: 10527, loss_action_cls: 0.0317, recall@thr=0.5: 0.7513, prec@thr=0.5: 0.8169, recall@top3: 0.8466, prec@top3: 0.6895, recall@top5: 0.9482, prec@top5: 0.4746, loss: 0.0317, grad_norm: 0.1150 2020-12-21 22:22:02,004 - mmaction - INFO - Epoch [10][120/1281] lr: 2.250e-01, eta: 5:59:09, time: 1.534, data_time: 0.001, memory: 10527, loss_action_cls: 0.0316, recall@thr=0.5: 0.7564, prec@thr=0.5: 0.8235, recall@top3: 0.8440, prec@top3: 0.6841, recall@top5: 0.9493, prec@top5: 0.4738, loss: 0.0316, grad_norm: 0.1070 2020-12-21 22:22:28,257 - mmaction - INFO - Epoch [10][140/1281] lr: 2.250e-01, eta: 5:58:33, time: 1.312, data_time: 0.004, memory: 10527, loss_action_cls: 0.0327, recall@thr=0.5: 0.7372, prec@thr=0.5: 0.8116, recall@top3: 0.8358, prec@top3: 0.6814, recall@top5: 0.9456, prec@top5: 0.4726, loss: 0.0327, grad_norm: 0.1174 2020-12-21 22:22:57,761 - mmaction - INFO - Epoch [10][160/1281] lr: 2.250e-01, eta: 5:58:00, time: 1.478, data_time: 0.004, memory: 10527, loss_action_cls: 0.0313, recall@thr=0.5: 0.7522, prec@thr=0.5: 0.8209, recall@top3: 0.8452, prec@top3: 0.6900, recall@top5: 0.9514, prec@top5: 0.4767, loss: 0.0313, grad_norm: 0.1129 2020-12-21 22:23:27,235 - mmaction - INFO - Epoch [10][180/1281] lr: 2.250e-01, eta: 5:57:28, time: 1.474, data_time: 0.001, memory: 10527, loss_action_cls: 0.0327, recall@thr=0.5: 0.7416, prec@thr=0.5: 0.8054, recall@top3: 0.8404, prec@top3: 0.6789, recall@top5: 0.9496, prec@top5: 0.4712, loss: 0.0327, grad_norm: 0.1260 2020-12-21 22:23:58,106 - mmaction - INFO - Epoch [10][200/1281] lr: 2.250e-01, eta: 5:56:57, time: 1.542, data_time: 0.001, memory: 10527, loss_action_cls: 0.0329, recall@thr=0.5: 0.7362, prec@thr=0.5: 0.8091, recall@top3: 0.8308, prec@top3: 0.6856, recall@top5: 0.9432, prec@top5: 0.4785, loss: 0.0329, grad_norm: 0.1204 2020-12-21 22:24:26,542 - mmaction - INFO - Epoch [10][220/1281] lr: 2.250e-01, eta: 5:56:23, time: 1.423, data_time: 0.003, memory: 10527, loss_action_cls: 0.0320, recall@thr=0.5: 0.7508, prec@thr=0.5: 0.8166, recall@top3: 0.8405, prec@top3: 0.6890, recall@top5: 0.9492, prec@top5: 0.4782, loss: 0.0320, grad_norm: 0.1104 2020-12-21 22:24:55,721 - mmaction - INFO - Epoch [10][240/1281] lr: 2.250e-01, eta: 5:55:50, time: 1.456, data_time: 0.002, memory: 10527, loss_action_cls: 0.0326, recall@thr=0.5: 0.7440, prec@thr=0.5: 0.8110, recall@top3: 0.8370, prec@top3: 0.6815, recall@top5: 0.9470, prec@top5: 0.4754, loss: 0.0326, grad_norm: 0.1074 2020-12-21 22:25:23,988 - mmaction - INFO - Epoch [10][260/1281] lr: 2.250e-01, eta: 5:55:17, time: 1.416, data_time: 0.005, memory: 10527, loss_action_cls: 0.0327, recall@thr=0.5: 0.7425, prec@thr=0.5: 0.8099, recall@top3: 0.8394, prec@top3: 0.6803, recall@top5: 0.9465, prec@top5: 0.4724, loss: 0.0327, grad_norm: 0.1191 2020-12-21 22:25:54,788 - mmaction - INFO - Epoch [10][280/1281] lr: 2.250e-01, eta: 5:54:46, time: 1.538, data_time: 0.002, memory: 10527, loss_action_cls: 0.0325, recall@thr=0.5: 0.7535, prec@thr=0.5: 0.8115, recall@top3: 0.8433, prec@top3: 0.6882, recall@top5: 0.9467, prec@top5: 0.4744, loss: 0.0325, grad_norm: 0.1181 2020-12-21 22:26:23,112 - mmaction - INFO - Epoch [10][300/1281] lr: 2.250e-01, eta: 5:54:12, time: 1.418, data_time: 0.004, memory: 10527, loss_action_cls: 0.0332, recall@thr=0.5: 0.7419, prec@thr=0.5: 0.8115, recall@top3: 0.8329, prec@top3: 0.6861, recall@top5: 0.9443, prec@top5: 0.4779, loss: 0.0332, grad_norm: 0.1256 2020-12-21 22:26:52,492 - mmaction - INFO - Epoch [10][320/1281] lr: 2.250e-01, eta: 5:53:40, time: 1.467, data_time: 0.001, memory: 10527, loss_action_cls: 0.0323, recall@thr=0.5: 0.7457, prec@thr=0.5: 0.8157, recall@top3: 0.8416, prec@top3: 0.6930, recall@top5: 0.9474, prec@top5: 0.4797, loss: 0.0323, grad_norm: 0.1111 2020-12-21 22:27:21,381 - mmaction - INFO - Epoch [10][340/1281] lr: 2.250e-01, eta: 5:53:06, time: 1.446, data_time: 0.004, memory: 10527, loss_action_cls: 0.0324, recall@thr=0.5: 0.7440, prec@thr=0.5: 0.8099, recall@top3: 0.8370, prec@top3: 0.6843, recall@top5: 0.9473, prec@top5: 0.4761, loss: 0.0324, grad_norm: 0.1128 2020-12-21 22:27:50,526 - mmaction - INFO - Epoch [10][360/1281] lr: 2.250e-01, eta: 5:52:34, time: 1.458, data_time: 0.002, memory: 10527, loss_action_cls: 0.0335, recall@thr=0.5: 0.7358, prec@thr=0.5: 0.8019, recall@top3: 0.8308, prec@top3: 0.6764, recall@top5: 0.9420, prec@top5: 0.4709, loss: 0.0335, grad_norm: 0.1186 2020-12-21 22:28:22,457 - mmaction - INFO - Epoch [10][380/1281] lr: 2.250e-01, eta: 5:52:04, time: 1.597, data_time: 0.001, memory: 10527, loss_action_cls: 0.0324, recall@thr=0.5: 0.7474, prec@thr=0.5: 0.8127, recall@top3: 0.8389, prec@top3: 0.6863, recall@top5: 0.9459, prec@top5: 0.4760, loss: 0.0324, grad_norm: 0.1147 2020-12-21 22:28:48,948 - mmaction - INFO - Epoch [10][400/1281] lr: 2.250e-01, eta: 5:51:28, time: 1.325, data_time: 0.001, memory: 10527, loss_action_cls: 0.0325, recall@thr=0.5: 0.7396, prec@thr=0.5: 0.8143, recall@top3: 0.8374, prec@top3: 0.6855, recall@top5: 0.9445, prec@top5: 0.4757, loss: 0.0325, grad_norm: 0.1099 2020-12-21 22:29:19,567 - mmaction - INFO - Epoch [10][420/1281] lr: 2.250e-01, eta: 5:50:57, time: 1.531, data_time: 0.001, memory: 10527, loss_action_cls: 0.0328, recall@thr=0.5: 0.7458, prec@thr=0.5: 0.8078, recall@top3: 0.8390, prec@top3: 0.6913, recall@top5: 0.9467, prec@top5: 0.4789, loss: 0.0328, grad_norm: 0.1153 2020-12-21 22:29:50,328 - mmaction - INFO - Epoch [10][440/1281] lr: 2.250e-01, eta: 5:50:27, time: 1.535, data_time: 0.001, memory: 10527, loss_action_cls: 0.0324, recall@thr=0.5: 0.7426, prec@thr=0.5: 0.8153, recall@top3: 0.8403, prec@top3: 0.6767, recall@top5: 0.9461, prec@top5: 0.4687, loss: 0.0324, grad_norm: 0.1108 2020-12-21 22:30:19,931 - mmaction - INFO - Epoch [10][460/1281] lr: 2.250e-01, eta: 5:49:54, time: 1.484, data_time: 0.004, memory: 10527, loss_action_cls: 0.0321, recall@thr=0.5: 0.7498, prec@thr=0.5: 0.8165, recall@top3: 0.8418, prec@top3: 0.6883, recall@top5: 0.9465, prec@top5: 0.4754, loss: 0.0321, grad_norm: 0.1072 2020-12-21 22:30:48,179 - mmaction - INFO - Epoch [10][480/1281] lr: 2.250e-01, eta: 5:49:21, time: 1.411, data_time: 0.001, memory: 10527, loss_action_cls: 0.0324, recall@thr=0.5: 0.7465, prec@thr=0.5: 0.8069, recall@top3: 0.8468, prec@top3: 0.6834, recall@top5: 0.9470, prec@top5: 0.4702, loss: 0.0324, grad_norm: 0.1109 2020-12-21 22:31:20,493 - mmaction - INFO - Epoch [10][500/1281] lr: 2.250e-01, eta: 5:48:52, time: 1.616, data_time: 0.002, memory: 10527, loss_action_cls: 0.0318, recall@thr=0.5: 0.7485, prec@thr=0.5: 0.8187, recall@top3: 0.8418, prec@top3: 0.6847, recall@top5: 0.9504, prec@top5: 0.4751, loss: 0.0318, grad_norm: 0.1102 2020-12-21 22:31:47,498 - mmaction - INFO - Epoch [10][520/1281] lr: 2.250e-01, eta: 5:48:16, time: 1.348, data_time: 0.002, memory: 10527, loss_action_cls: 0.0323, recall@thr=0.5: 0.7408, prec@thr=0.5: 0.8121, recall@top3: 0.8337, prec@top3: 0.6720, recall@top5: 0.9447, prec@top5: 0.4687, loss: 0.0323, grad_norm: 0.1146 2020-12-21 22:32:17,198 - mmaction - INFO - Epoch [10][540/1281] lr: 2.250e-01, eta: 5:47:44, time: 1.486, data_time: 0.004, memory: 10527, loss_action_cls: 0.0327, recall@thr=0.5: 0.7433, prec@thr=0.5: 0.8124, recall@top3: 0.8414, prec@top3: 0.6833, recall@top5: 0.9469, prec@top5: 0.4729, loss: 0.0327, grad_norm: 0.1154 2020-12-21 22:32:45,165 - mmaction - INFO - Epoch [10][560/1281] lr: 2.250e-01, eta: 5:47:11, time: 1.401, data_time: 0.003, memory: 10527, loss_action_cls: 0.0332, recall@thr=0.5: 0.7376, prec@thr=0.5: 0.8124, recall@top3: 0.8329, prec@top3: 0.6782, recall@top5: 0.9461, prec@top5: 0.4743, loss: 0.0332, grad_norm: 0.1106 2020-12-21 22:33:14,276 - mmaction - INFO - Epoch [10][580/1281] lr: 2.250e-01, eta: 5:46:38, time: 1.455, data_time: 0.001, memory: 10527, loss_action_cls: 0.0324, recall@thr=0.5: 0.7372, prec@thr=0.5: 0.8101, recall@top3: 0.8412, prec@top3: 0.6780, recall@top5: 0.9464, prec@top5: 0.4685, loss: 0.0324, grad_norm: 0.1129 2020-12-21 22:33:44,239 - mmaction - INFO - Epoch [10][600/1281] lr: 2.250e-01, eta: 5:46:06, time: 1.499, data_time: 0.002, memory: 10527, loss_action_cls: 0.0325, recall@thr=0.5: 0.7504, prec@thr=0.5: 0.8178, recall@top3: 0.8386, prec@top3: 0.6882, recall@top5: 0.9470, prec@top5: 0.4780, loss: 0.0325, grad_norm: 0.1102 2020-12-21 22:34:12,916 - mmaction - INFO - Epoch [10][620/1281] lr: 2.250e-01, eta: 5:45:33, time: 1.434, data_time: 0.001, memory: 10527, loss_action_cls: 0.0327, recall@thr=0.5: 0.7396, prec@thr=0.5: 0.8152, recall@top3: 0.8392, prec@top3: 0.6860, recall@top5: 0.9479, prec@top5: 0.4762, loss: 0.0327, grad_norm: 0.1109 2020-12-21 22:34:40,833 - mmaction - INFO - Epoch [10][640/1281] lr: 2.250e-01, eta: 5:44:59, time: 1.391, data_time: 0.001, memory: 10527, loss_action_cls: 0.0320, recall@thr=0.5: 0.7434, prec@thr=0.5: 0.8040, recall@top3: 0.8385, prec@top3: 0.6782, recall@top5: 0.9468, prec@top5: 0.4707, loss: 0.0320, grad_norm: 0.1178 2020-12-21 22:35:11,790 - mmaction - INFO - Epoch [10][660/1281] lr: 2.250e-01, eta: 5:44:29, time: 1.552, data_time: 0.005, memory: 10527, loss_action_cls: 0.0323, recall@thr=0.5: 0.7421, prec@thr=0.5: 0.8112, recall@top3: 0.8421, prec@top3: 0.6825, recall@top5: 0.9497, prec@top5: 0.4737, loss: 0.0323, grad_norm: 0.1150 2020-12-21 22:35:41,624 - mmaction - INFO - Epoch [10][680/1281] lr: 2.250e-01, eta: 5:43:57, time: 1.491, data_time: 0.001, memory: 10527, loss_action_cls: 0.0321, recall@thr=0.5: 0.7505, prec@thr=0.5: 0.8132, recall@top3: 0.8448, prec@top3: 0.6868, recall@top5: 0.9470, prec@top5: 0.4731, loss: 0.0321, grad_norm: 0.1114 2020-12-21 22:36:08,986 - mmaction - INFO - Epoch [10][700/1281] lr: 2.250e-01, eta: 5:43:22, time: 1.366, data_time: 0.001, memory: 10527, loss_action_cls: 0.0317, recall@thr=0.5: 0.7540, prec@thr=0.5: 0.8131, recall@top3: 0.8483, prec@top3: 0.6866, recall@top5: 0.9529, prec@top5: 0.4739, loss: 0.0317, grad_norm: 0.1117 2020-12-21 22:36:38,609 - mmaction - INFO - Epoch [10][720/1281] lr: 2.250e-01, eta: 5:42:50, time: 1.482, data_time: 0.003, memory: 10527, loss_action_cls: 0.0328, recall@thr=0.5: 0.7350, prec@thr=0.5: 0.8048, recall@top3: 0.8377, prec@top3: 0.6800, recall@top5: 0.9462, prec@top5: 0.4716, loss: 0.0328, grad_norm: 0.1198 2020-12-21 22:37:08,353 - mmaction - INFO - Epoch [10][740/1281] lr: 2.250e-01, eta: 5:42:18, time: 1.486, data_time: 0.003, memory: 10527, loss_action_cls: 0.0324, recall@thr=0.5: 0.7424, prec@thr=0.5: 0.8081, recall@top3: 0.8366, prec@top3: 0.6820, recall@top5: 0.9450, prec@top5: 0.4732, loss: 0.0324, grad_norm: 0.1131 2020-12-21 22:37:36,668 - mmaction - INFO - Epoch [10][760/1281] lr: 2.250e-01, eta: 5:41:45, time: 1.416, data_time: 0.004, memory: 10527, loss_action_cls: 0.0321, recall@thr=0.5: 0.7429, prec@thr=0.5: 0.8111, recall@top3: 0.8411, prec@top3: 0.6834, recall@top5: 0.9480, prec@top5: 0.4733, loss: 0.0321, grad_norm: 0.1127 2020-12-21 22:38:07,668 - mmaction - INFO - Epoch [10][780/1281] lr: 2.250e-01, eta: 5:41:14, time: 1.551, data_time: 0.003, memory: 10527, loss_action_cls: 0.0329, recall@thr=0.5: 0.7380, prec@thr=0.5: 0.8058, recall@top3: 0.8339, prec@top3: 0.6803, recall@top5: 0.9465, prec@top5: 0.4747, loss: 0.0329, grad_norm: 0.1196 2020-12-21 22:38:33,659 - mmaction - INFO - Epoch [10][800/1281] lr: 2.250e-01, eta: 5:40:38, time: 1.299, data_time: 0.002, memory: 10527, loss_action_cls: 0.0322, recall@thr=0.5: 0.7427, prec@thr=0.5: 0.8110, recall@top3: 0.8401, prec@top3: 0.6790, recall@top5: 0.9475, prec@top5: 0.4710, loss: 0.0322, grad_norm: 0.1157 2020-12-21 22:39:04,980 - mmaction - INFO - Epoch [10][820/1281] lr: 2.250e-01, eta: 5:40:08, time: 1.568, data_time: 0.003, memory: 10527, loss_action_cls: 0.0329, recall@thr=0.5: 0.7446, prec@thr=0.5: 0.8055, recall@top3: 0.8386, prec@top3: 0.6883, recall@top5: 0.9492, prec@top5: 0.4785, loss: 0.0329, grad_norm: 0.1144 2020-12-21 22:39:33,557 - mmaction - INFO - Epoch [10][840/1281] lr: 2.250e-01, eta: 5:39:35, time: 1.426, data_time: 0.001, memory: 10527, loss_action_cls: 0.0322, recall@thr=0.5: 0.7449, prec@thr=0.5: 0.8163, recall@top3: 0.8380, prec@top3: 0.6868, recall@top5: 0.9458, prec@top5: 0.4763, loss: 0.0322, grad_norm: 0.1105 2020-12-21 22:40:03,237 - mmaction - INFO - Epoch [10][860/1281] lr: 2.250e-01, eta: 5:39:03, time: 1.486, data_time: 0.004, memory: 10527, loss_action_cls: 0.0326, recall@thr=0.5: 0.7395, prec@thr=0.5: 0.8122, recall@top3: 0.8370, prec@top3: 0.6798, recall@top5: 0.9478, prec@top5: 0.4730, loss: 0.0326, grad_norm: 0.1157 2020-12-21 22:40:32,643 - mmaction - INFO - Epoch [10][880/1281] lr: 2.250e-01, eta: 5:38:31, time: 1.469, data_time: 0.001, memory: 10527, loss_action_cls: 0.0325, recall@thr=0.5: 0.7434, prec@thr=0.5: 0.8088, recall@top3: 0.8400, prec@top3: 0.6793, recall@top5: 0.9475, prec@top5: 0.4709, loss: 0.0325, grad_norm: 0.1193 2020-12-21 22:41:00,109 - mmaction - INFO - Epoch [10][900/1281] lr: 2.250e-01, eta: 5:37:57, time: 1.373, data_time: 0.002, memory: 10527, loss_action_cls: 0.0331, recall@thr=0.5: 0.7421, prec@thr=0.5: 0.8087, recall@top3: 0.8362, prec@top3: 0.6782, recall@top5: 0.9483, prec@top5: 0.4730, loss: 0.0331, grad_norm: 0.1221 2020-12-21 22:41:30,757 - mmaction - INFO - Epoch [10][920/1281] lr: 2.250e-01, eta: 5:37:26, time: 1.532, data_time: 0.003, memory: 10527, loss_action_cls: 0.0334, recall@thr=0.5: 0.7300, prec@thr=0.5: 0.8022, recall@top3: 0.8287, prec@top3: 0.6813, recall@top5: 0.9493, prec@top5: 0.4798, loss: 0.0334, grad_norm: 0.1223 2020-12-21 22:41:59,877 - mmaction - INFO - Epoch [10][940/1281] lr: 2.250e-01, eta: 5:36:54, time: 1.455, data_time: 0.003, memory: 10527, loss_action_cls: 0.0324, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8091, recall@top3: 0.8397, prec@top3: 0.6872, recall@top5: 0.9450, prec@top5: 0.4754, loss: 0.0324, grad_norm: 0.1132 2020-12-21 22:42:27,851 - mmaction - INFO - Epoch [10][960/1281] lr: 2.250e-01, eta: 5:36:20, time: 1.401, data_time: 0.080, memory: 10527, loss_action_cls: 0.0325, recall@thr=0.5: 0.7445, prec@thr=0.5: 0.8129, recall@top3: 0.8413, prec@top3: 0.6860, recall@top5: 0.9465, prec@top5: 0.4747, loss: 0.0325, grad_norm: 0.1211 2020-12-21 22:42:59,268 - mmaction - INFO - Epoch [10][980/1281] lr: 2.250e-01, eta: 5:35:50, time: 1.571, data_time: 0.318, memory: 10527, loss_action_cls: 0.0334, recall@thr=0.5: 0.7338, prec@thr=0.5: 0.8047, recall@top3: 0.8343, prec@top3: 0.6767, recall@top5: 0.9446, prec@top5: 0.4714, loss: 0.0334, grad_norm: 0.1216 2020-12-21 22:43:26,771 - mmaction - INFO - Epoch [10][1000/1281] lr: 2.250e-01, eta: 5:35:16, time: 1.375, data_time: 0.132, memory: 10527, loss_action_cls: 0.0320, recall@thr=0.5: 0.7460, prec@thr=0.5: 0.8102, recall@top3: 0.8410, prec@top3: 0.6783, recall@top5: 0.9446, prec@top5: 0.4688, loss: 0.0320, grad_norm: 0.1098 2020-12-21 22:43:55,241 - mmaction - INFO - Epoch [10][1020/1281] lr: 2.250e-01, eta: 5:34:43, time: 1.423, data_time: 0.157, memory: 10527, loss_action_cls: 0.0322, recall@thr=0.5: 0.7435, prec@thr=0.5: 0.8114, recall@top3: 0.8424, prec@top3: 0.6813, recall@top5: 0.9471, prec@top5: 0.4702, loss: 0.0322, grad_norm: 0.1156 2020-12-21 22:44:23,667 - mmaction - INFO - Epoch [10][1040/1281] lr: 2.250e-01, eta: 5:34:10, time: 1.422, data_time: 0.094, memory: 10527, loss_action_cls: 0.0327, recall@thr=0.5: 0.7339, prec@thr=0.5: 0.8082, recall@top3: 0.8374, prec@top3: 0.6774, recall@top5: 0.9492, prec@top5: 0.4716, loss: 0.0327, grad_norm: 0.1156 2020-12-21 22:44:53,302 - mmaction - INFO - Epoch [10][1060/1281] lr: 2.250e-01, eta: 5:33:38, time: 1.481, data_time: 0.001, memory: 10527, loss_action_cls: 0.0333, recall@thr=0.5: 0.7291, prec@thr=0.5: 0.8106, recall@top3: 0.8357, prec@top3: 0.6792, recall@top5: 0.9434, prec@top5: 0.4701, loss: 0.0333, grad_norm: 0.1164 2020-12-21 22:45:23,412 - mmaction - INFO - Epoch [10][1080/1281] lr: 2.250e-01, eta: 5:33:06, time: 1.504, data_time: 0.040, memory: 10527, loss_action_cls: 0.0332, recall@thr=0.5: 0.7356, prec@thr=0.5: 0.8021, recall@top3: 0.8346, prec@top3: 0.6758, recall@top5: 0.9450, prec@top5: 0.4708, loss: 0.0332, grad_norm: 0.1103 2020-12-21 22:45:51,216 - mmaction - INFO - Epoch [10][1100/1281] lr: 2.250e-01, eta: 5:32:33, time: 1.392, data_time: 0.029, memory: 10527, loss_action_cls: 0.0327, recall@thr=0.5: 0.7394, prec@thr=0.5: 0.8074, recall@top3: 0.8364, prec@top3: 0.6813, recall@top5: 0.9432, prec@top5: 0.4707, loss: 0.0327, grad_norm: 0.1106 2020-12-21 22:46:23,385 - mmaction - INFO - Epoch [10][1120/1281] lr: 2.250e-01, eta: 5:32:03, time: 1.610, data_time: 0.063, memory: 10527, loss_action_cls: 0.0325, recall@thr=0.5: 0.7359, prec@thr=0.5: 0.8098, recall@top3: 0.8317, prec@top3: 0.6804, recall@top5: 0.9465, prec@top5: 0.4761, loss: 0.0325, grad_norm: 0.1096 2020-12-21 22:46:50,351 - mmaction - INFO - Epoch [10][1140/1281] lr: 2.250e-01, eta: 5:31:29, time: 1.348, data_time: 0.099, memory: 10527, loss_action_cls: 0.0317, recall@thr=0.5: 0.7524, prec@thr=0.5: 0.8141, recall@top3: 0.8436, prec@top3: 0.6870, recall@top5: 0.9482, prec@top5: 0.4749, loss: 0.0317, grad_norm: 0.1139 2020-12-21 22:47:21,857 - mmaction - INFO - Epoch [10][1160/1281] lr: 2.250e-01, eta: 5:30:59, time: 1.574, data_time: 0.008, memory: 10527, loss_action_cls: 0.0317, recall@thr=0.5: 0.7511, prec@thr=0.5: 0.8168, recall@top3: 0.8433, prec@top3: 0.6895, recall@top5: 0.9503, prec@top5: 0.4778, loss: 0.0317, grad_norm: 0.1105 2020-12-21 22:47:52,340 - mmaction - INFO - Epoch [10][1180/1281] lr: 2.250e-01, eta: 5:30:28, time: 1.523, data_time: 0.002, memory: 10527, loss_action_cls: 0.0326, recall@thr=0.5: 0.7401, prec@thr=0.5: 0.8097, recall@top3: 0.8419, prec@top3: 0.6805, recall@top5: 0.9488, prec@top5: 0.4709, loss: 0.0326, grad_norm: 0.1199 2020-12-21 22:48:20,591 - mmaction - INFO - Epoch [10][1200/1281] lr: 2.250e-01, eta: 5:29:55, time: 1.413, data_time: 0.003, memory: 10527, loss_action_cls: 0.0325, recall@thr=0.5: 0.7471, prec@thr=0.5: 0.8107, recall@top3: 0.8412, prec@top3: 0.6814, recall@top5: 0.9463, prec@top5: 0.4711, loss: 0.0325, grad_norm: 0.1094 2020-12-21 22:48:50,730 - mmaction - INFO - Epoch [10][1220/1281] lr: 2.250e-01, eta: 5:29:23, time: 1.509, data_time: 0.004, memory: 10527, loss_action_cls: 0.0325, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8134, recall@top3: 0.8391, prec@top3: 0.6845, recall@top5: 0.9462, prec@top5: 0.4748, loss: 0.0325, grad_norm: 0.1138 2020-12-21 22:49:19,972 - mmaction - INFO - Epoch [10][1240/1281] lr: 2.250e-01, eta: 5:28:51, time: 1.461, data_time: 0.001, memory: 10527, loss_action_cls: 0.0323, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8101, recall@top3: 0.8466, prec@top3: 0.6774, recall@top5: 0.9493, prec@top5: 0.4675, loss: 0.0323, grad_norm: 0.1164 2020-12-21 22:49:50,054 - mmaction - INFO - Epoch [10][1260/1281] lr: 2.250e-01, eta: 5:28:20, time: 1.506, data_time: 0.003, memory: 10527, loss_action_cls: 0.0331, recall@thr=0.5: 0.7320, prec@thr=0.5: 0.8053, recall@top3: 0.8331, prec@top3: 0.6789, recall@top5: 0.9441, prec@top5: 0.4734, loss: 0.0331, grad_norm: 0.1150 2020-12-21 22:50:17,363 - mmaction - INFO - Epoch [10][1280/1281] lr: 2.250e-01, eta: 5:27:46, time: 1.366, data_time: 0.002, memory: 10527, loss_action_cls: 0.0325, recall@thr=0.5: 0.7384, prec@thr=0.5: 0.8133, recall@top3: 0.8428, prec@top3: 0.6798, recall@top5: 0.9515, prec@top5: 0.4728, loss: 0.0325, grad_norm: 0.1169 2020-12-21 22:50:20,241 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-12-21 22:59:15,784 - mmaction - INFO - Evaluating proposal ... 2020-12-21 23:00:23,734 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-21 23:00:23,735 - mmaction - INFO - Evaluating bbox ... 2020-12-21 23:08:48,857 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2513 2020-12-21 23:08:49,943 - mmaction - INFO - Epoch(val) [10][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2513 2020-12-21 23:10:08,075 - mmaction - INFO - Epoch [11][20/1281] lr: 2.250e-02, eta: 5:27:59, time: 3.904, data_time: 2.642, memory: 10527, loss_action_cls: 0.0306, recall@thr=0.5: 0.7585, prec@thr=0.5: 0.8258, recall@top3: 0.8482, prec@top3: 0.6896, recall@top5: 0.9523, prec@top5: 0.4760, loss: 0.0306, grad_norm: 0.1091 2020-12-21 23:10:37,968 - mmaction - INFO - Epoch [11][40/1281] lr: 2.250e-02, eta: 5:27:28, time: 1.495, data_time: 0.159, memory: 10527, loss_action_cls: 0.0303, recall@thr=0.5: 0.7607, prec@thr=0.5: 0.8234, recall@top3: 0.8508, prec@top3: 0.6875, recall@top5: 0.9530, prec@top5: 0.4725, loss: 0.0303, grad_norm: 0.1018 2020-12-21 23:11:11,297 - mmaction - INFO - Epoch [11][60/1281] lr: 2.250e-02, eta: 5:26:59, time: 1.668, data_time: 0.479, memory: 10527, loss_action_cls: 0.0303, recall@thr=0.5: 0.7572, prec@thr=0.5: 0.8291, recall@top3: 0.8479, prec@top3: 0.6945, recall@top5: 0.9540, prec@top5: 0.4797, loss: 0.0303, grad_norm: 0.1058 2020-12-21 23:11:40,450 - mmaction - INFO - Epoch [11][80/1281] lr: 2.250e-02, eta: 5:26:27, time: 1.455, data_time: 0.001, memory: 10527, loss_action_cls: 0.0297, recall@thr=0.5: 0.7658, prec@thr=0.5: 0.8315, recall@top3: 0.8548, prec@top3: 0.6945, recall@top5: 0.9539, prec@top5: 0.4774, loss: 0.0297, grad_norm: 0.1014 2020-12-21 23:12:07,804 - mmaction - INFO - Epoch [11][100/1281] lr: 2.250e-02, eta: 5:25:53, time: 1.370, data_time: 0.004, memory: 10527, loss_action_cls: 0.0301, recall@thr=0.5: 0.7651, prec@thr=0.5: 0.8329, recall@top3: 0.8539, prec@top3: 0.6961, recall@top5: 0.9550, prec@top5: 0.4787, loss: 0.0301, grad_norm: 0.1050 2020-12-21 23:12:37,271 - mmaction - INFO - Epoch [11][120/1281] lr: 2.250e-02, eta: 5:25:21, time: 1.472, data_time: 0.002, memory: 10527, loss_action_cls: 0.0302, recall@thr=0.5: 0.7643, prec@thr=0.5: 0.8270, recall@top3: 0.8537, prec@top3: 0.6927, recall@top5: 0.9520, prec@top5: 0.4753, loss: 0.0302, grad_norm: 0.1039 2020-12-21 23:13:08,490 - mmaction - INFO - Epoch [11][140/1281] lr: 2.250e-02, eta: 5:24:51, time: 1.563, data_time: 0.003, memory: 10527, loss_action_cls: 0.0294, recall@thr=0.5: 0.7713, prec@thr=0.5: 0.8318, recall@top3: 0.8555, prec@top3: 0.6957, recall@top5: 0.9576, prec@top5: 0.4792, loss: 0.0294, grad_norm: 0.1063 2020-12-21 23:13:36,814 - mmaction - INFO - Epoch [11][160/1281] lr: 2.250e-02, eta: 5:24:17, time: 1.416, data_time: 0.001, memory: 10527, loss_action_cls: 0.0293, recall@thr=0.5: 0.7660, prec@thr=0.5: 0.8342, recall@top3: 0.8534, prec@top3: 0.6883, recall@top5: 0.9522, prec@top5: 0.4737, loss: 0.0293, grad_norm: 0.1040 2020-12-21 23:14:06,816 - mmaction - INFO - Epoch [11][180/1281] lr: 2.250e-02, eta: 5:23:46, time: 1.499, data_time: 0.001, memory: 10527, loss_action_cls: 0.0298, recall@thr=0.5: 0.7695, prec@thr=0.5: 0.8325, recall@top3: 0.8535, prec@top3: 0.6909, recall@top5: 0.9527, prec@top5: 0.4744, loss: 0.0298, grad_norm: 0.1041 2020-12-21 23:14:36,946 - mmaction - INFO - Epoch [11][200/1281] lr: 2.250e-02, eta: 5:23:14, time: 1.504, data_time: 0.002, memory: 10527, loss_action_cls: 0.0298, recall@thr=0.5: 0.7636, prec@thr=0.5: 0.8327, recall@top3: 0.8554, prec@top3: 0.6938, recall@top5: 0.9516, prec@top5: 0.4752, loss: 0.0298, grad_norm: 0.1013 2020-12-21 23:15:05,368 - mmaction - INFO - Epoch [11][220/1281] lr: 2.250e-02, eta: 5:22:41, time: 1.424, data_time: 0.004, memory: 10527, loss_action_cls: 0.0291, recall@thr=0.5: 0.7705, prec@thr=0.5: 0.8424, recall@top3: 0.8573, prec@top3: 0.6942, recall@top5: 0.9554, prec@top5: 0.4761, loss: 0.0291, grad_norm: 0.1035 2020-12-21 23:15:35,125 - mmaction - INFO - Epoch [11][240/1281] lr: 2.250e-02, eta: 5:22:10, time: 1.487, data_time: 0.002, memory: 10527, loss_action_cls: 0.0298, recall@thr=0.5: 0.7670, prec@thr=0.5: 0.8354, recall@top3: 0.8510, prec@top3: 0.6983, recall@top5: 0.9526, prec@top5: 0.4808, loss: 0.0298, grad_norm: 0.1049 2020-12-21 23:16:05,088 - mmaction - INFO - Epoch [11][260/1281] lr: 2.250e-02, eta: 5:21:38, time: 1.499, data_time: 0.002, memory: 10527, loss_action_cls: 0.0296, recall@thr=0.5: 0.7634, prec@thr=0.5: 0.8275, recall@top3: 0.8569, prec@top3: 0.6964, recall@top5: 0.9542, prec@top5: 0.4763, loss: 0.0296, grad_norm: 0.1055 2020-12-21 23:16:33,569 - mmaction - INFO - Epoch [11][280/1281] lr: 2.250e-02, eta: 5:21:05, time: 1.424, data_time: 0.001, memory: 10527, loss_action_cls: 0.0292, recall@thr=0.5: 0.7721, prec@thr=0.5: 0.8361, recall@top3: 0.8569, prec@top3: 0.6975, recall@top5: 0.9570, prec@top5: 0.4793, loss: 0.0292, grad_norm: 0.1050 2020-12-21 23:17:03,172 - mmaction - INFO - Epoch [11][300/1281] lr: 2.250e-02, eta: 5:20:33, time: 1.480, data_time: 0.001, memory: 10527, loss_action_cls: 0.0283, recall@thr=0.5: 0.7798, prec@thr=0.5: 0.8416, recall@top3: 0.8636, prec@top3: 0.7028, recall@top5: 0.9586, prec@top5: 0.4800, loss: 0.0283, grad_norm: 0.1014 2020-12-21 23:17:32,875 - mmaction - INFO - Epoch [11][320/1281] lr: 2.250e-02, eta: 5:20:02, time: 1.485, data_time: 0.018, memory: 10527, loss_action_cls: 0.0292, recall@thr=0.5: 0.7683, prec@thr=0.5: 0.8348, recall@top3: 0.8534, prec@top3: 0.6999, recall@top5: 0.9557, prec@top5: 0.4820, loss: 0.0292, grad_norm: 0.1067 2020-12-21 23:18:00,333 - mmaction - INFO - Epoch [11][340/1281] lr: 2.250e-02, eta: 5:19:28, time: 1.371, data_time: 0.001, memory: 10527, loss_action_cls: 0.0293, recall@thr=0.5: 0.7667, prec@thr=0.5: 0.8294, recall@top3: 0.8567, prec@top3: 0.6921, recall@top5: 0.9536, prec@top5: 0.4730, loss: 0.0293, grad_norm: 0.1064 2020-12-21 23:18:30,991 - mmaction - INFO - Epoch [11][360/1281] lr: 2.250e-02, eta: 5:18:57, time: 1.534, data_time: 0.011, memory: 10527, loss_action_cls: 0.0291, recall@thr=0.5: 0.7790, prec@thr=0.5: 0.8390, recall@top3: 0.8596, prec@top3: 0.7022, recall@top5: 0.9575, prec@top5: 0.4817, loss: 0.0291, grad_norm: 0.1066 2020-12-21 23:18:59,775 - mmaction - INFO - Epoch [11][380/1281] lr: 2.250e-02, eta: 5:18:24, time: 1.439, data_time: 0.219, memory: 10527, loss_action_cls: 0.0291, recall@thr=0.5: 0.7747, prec@thr=0.5: 0.8346, recall@top3: 0.8592, prec@top3: 0.6995, recall@top5: 0.9589, prec@top5: 0.4800, loss: 0.0291, grad_norm: 0.1057 2020-12-21 23:19:28,601 - mmaction - INFO - Epoch [11][400/1281] lr: 2.250e-02, eta: 5:17:52, time: 1.440, data_time: 0.001, memory: 10527, loss_action_cls: 0.0290, recall@thr=0.5: 0.7706, prec@thr=0.5: 0.8389, recall@top3: 0.8597, prec@top3: 0.6969, recall@top5: 0.9572, prec@top5: 0.4775, loss: 0.0290, grad_norm: 0.1087 2020-12-21 23:19:57,334 - mmaction - INFO - Epoch [11][420/1281] lr: 2.250e-02, eta: 5:17:19, time: 1.437, data_time: 0.003, memory: 10527, loss_action_cls: 0.0290, recall@thr=0.5: 0.7756, prec@thr=0.5: 0.8329, recall@top3: 0.8596, prec@top3: 0.6865, recall@top5: 0.9561, prec@top5: 0.4692, loss: 0.0290, grad_norm: 0.1057 2020-12-21 23:20:28,279 - mmaction - INFO - Epoch [11][440/1281] lr: 2.250e-02, eta: 5:16:49, time: 1.549, data_time: 0.003, memory: 10527, loss_action_cls: 0.0283, recall@thr=0.5: 0.7775, prec@thr=0.5: 0.8447, recall@top3: 0.8627, prec@top3: 0.6992, recall@top5: 0.9582, prec@top5: 0.4784, loss: 0.0283, grad_norm: 0.1034 2020-12-21 23:20:57,078 - mmaction - INFO - Epoch [11][460/1281] lr: 2.250e-02, eta: 5:16:16, time: 1.437, data_time: 0.001, memory: 10527, loss_action_cls: 0.0291, recall@thr=0.5: 0.7705, prec@thr=0.5: 0.8319, recall@top3: 0.8560, prec@top3: 0.6982, recall@top5: 0.9555, prec@top5: 0.4797, loss: 0.0291, grad_norm: 0.1079 2020-12-21 23:21:27,592 - mmaction - INFO - Epoch [11][480/1281] lr: 2.250e-02, eta: 5:15:45, time: 1.529, data_time: 0.004, memory: 10527, loss_action_cls: 0.0285, recall@thr=0.5: 0.7779, prec@thr=0.5: 0.8374, recall@top3: 0.8616, prec@top3: 0.7046, recall@top5: 0.9579, prec@top5: 0.4814, loss: 0.0285, grad_norm: 0.1051 2020-12-21 23:21:55,894 - mmaction - INFO - Epoch [11][500/1281] lr: 2.250e-02, eta: 5:15:12, time: 1.415, data_time: 0.001, memory: 10527, loss_action_cls: 0.0284, recall@thr=0.5: 0.7753, prec@thr=0.5: 0.8415, recall@top3: 0.8602, prec@top3: 0.6896, recall@top5: 0.9577, prec@top5: 0.4732, loss: 0.0284, grad_norm: 0.1048 2020-12-21 23:22:25,725 - mmaction - INFO - Epoch [11][520/1281] lr: 2.250e-02, eta: 5:14:41, time: 1.489, data_time: 0.009, memory: 10527, loss_action_cls: 0.0283, recall@thr=0.5: 0.7811, prec@thr=0.5: 0.8415, recall@top3: 0.8589, prec@top3: 0.7027, recall@top5: 0.9578, prec@top5: 0.4819, loss: 0.0283, grad_norm: 0.1024 2020-12-21 23:22:55,227 - mmaction - INFO - Epoch [11][540/1281] lr: 2.250e-02, eta: 5:14:09, time: 1.478, data_time: 0.003, memory: 10527, loss_action_cls: 0.0279, recall@thr=0.5: 0.7809, prec@thr=0.5: 0.8450, recall@top3: 0.8636, prec@top3: 0.7032, recall@top5: 0.9573, prec@top5: 0.4794, loss: 0.0279, grad_norm: 0.1025 2020-12-21 23:23:23,817 - mmaction - INFO - Epoch [11][560/1281] lr: 2.250e-02, eta: 5:13:36, time: 1.429, data_time: 0.015, memory: 10527, loss_action_cls: 0.0300, recall@thr=0.5: 0.7668, prec@thr=0.5: 0.8314, recall@top3: 0.8526, prec@top3: 0.6933, recall@top5: 0.9547, prec@top5: 0.4779, loss: 0.0300, grad_norm: 0.1101 2020-12-21 23:23:54,459 - mmaction - INFO - Epoch [11][580/1281] lr: 2.250e-02, eta: 5:13:05, time: 1.532, data_time: 0.001, memory: 10527, loss_action_cls: 0.0292, recall@thr=0.5: 0.7745, prec@thr=0.5: 0.8382, recall@top3: 0.8596, prec@top3: 0.6948, recall@top5: 0.9564, prec@top5: 0.4766, loss: 0.0292, grad_norm: 0.1071 2020-12-21 23:24:27,279 - mmaction - INFO - Epoch [11][600/1281] lr: 2.250e-02, eta: 5:12:37, time: 1.641, data_time: 0.002, memory: 10527, loss_action_cls: 0.0295, recall@thr=0.5: 0.7693, prec@thr=0.5: 0.8339, recall@top3: 0.8582, prec@top3: 0.6952, recall@top5: 0.9565, prec@top5: 0.4768, loss: 0.0295, grad_norm: 0.1082 2020-12-21 23:24:53,244 - mmaction - INFO - Epoch [11][620/1281] lr: 2.250e-02, eta: 5:12:02, time: 1.299, data_time: 0.002, memory: 10527, loss_action_cls: 0.0289, recall@thr=0.5: 0.7661, prec@thr=0.5: 0.8317, recall@top3: 0.8632, prec@top3: 0.6947, recall@top5: 0.9567, prec@top5: 0.4730, loss: 0.0289, grad_norm: 0.1063 2020-12-21 23:25:23,688 - mmaction - INFO - Epoch [11][640/1281] lr: 2.250e-02, eta: 5:11:31, time: 1.522, data_time: 0.001, memory: 10527, loss_action_cls: 0.0286, recall@thr=0.5: 0.7791, prec@thr=0.5: 0.8376, recall@top3: 0.8597, prec@top3: 0.7042, recall@top5: 0.9594, prec@top5: 0.4835, loss: 0.0286, grad_norm: 0.1068 2020-12-21 23:25:52,510 - mmaction - INFO - Epoch [11][660/1281] lr: 2.250e-02, eta: 5:10:58, time: 1.440, data_time: 0.001, memory: 10527, loss_action_cls: 0.0281, recall@thr=0.5: 0.7776, prec@thr=0.5: 0.8397, recall@top3: 0.8643, prec@top3: 0.7027, recall@top5: 0.9607, prec@top5: 0.4794, loss: 0.0281, grad_norm: 0.1053 2020-12-21 23:26:22,141 - mmaction - INFO - Epoch [11][680/1281] lr: 2.250e-02, eta: 5:10:26, time: 1.480, data_time: 0.002, memory: 10527, loss_action_cls: 0.0284, recall@thr=0.5: 0.7796, prec@thr=0.5: 0.8452, recall@top3: 0.8634, prec@top3: 0.6945, recall@top5: 0.9575, prec@top5: 0.4743, loss: 0.0284, grad_norm: 0.1056 2020-12-21 23:26:51,432 - mmaction - INFO - Epoch [11][700/1281] lr: 2.250e-02, eta: 5:09:55, time: 1.467, data_time: 0.003, memory: 10527, loss_action_cls: 0.0294, recall@thr=0.5: 0.7833, prec@thr=0.5: 0.8376, recall@top3: 0.8555, prec@top3: 0.7061, recall@top5: 0.9537, prec@top5: 0.4842, loss: 0.0294, grad_norm: 0.1081 2020-12-21 23:27:20,606 - mmaction - INFO - Epoch [11][720/1281] lr: 2.250e-02, eta: 5:09:22, time: 1.456, data_time: 0.001, memory: 10527, loss_action_cls: 0.0286, recall@thr=0.5: 0.7779, prec@thr=0.5: 0.8416, recall@top3: 0.8624, prec@top3: 0.7051, recall@top5: 0.9593, prec@top5: 0.4826, loss: 0.0286, grad_norm: 0.1085 2020-12-21 23:27:47,996 - mmaction - INFO - Epoch [11][740/1281] lr: 2.250e-02, eta: 5:08:49, time: 1.372, data_time: 0.032, memory: 10527, loss_action_cls: 0.0293, recall@thr=0.5: 0.7671, prec@thr=0.5: 0.8326, recall@top3: 0.8566, prec@top3: 0.6974, recall@top5: 0.9545, prec@top5: 0.4775, loss: 0.0293, grad_norm: 0.1099 2020-12-21 23:28:17,281 - mmaction - INFO - Epoch [11][760/1281] lr: 2.250e-02, eta: 5:08:17, time: 1.464, data_time: 0.168, memory: 10527, loss_action_cls: 0.0285, recall@thr=0.5: 0.7777, prec@thr=0.5: 0.8422, recall@top3: 0.8644, prec@top3: 0.7029, recall@top5: 0.9601, prec@top5: 0.4809, loss: 0.0285, grad_norm: 0.1050 2020-12-21 23:28:45,210 - mmaction - INFO - Epoch [11][780/1281] lr: 2.250e-02, eta: 5:07:44, time: 1.394, data_time: 0.002, memory: 10527, loss_action_cls: 0.0291, recall@thr=0.5: 0.7765, prec@thr=0.5: 0.8353, recall@top3: 0.8592, prec@top3: 0.7013, recall@top5: 0.9571, prec@top5: 0.4802, loss: 0.0291, grad_norm: 0.1109 2020-12-21 23:29:14,870 - mmaction - INFO - Epoch [11][800/1281] lr: 2.250e-02, eta: 5:07:12, time: 1.486, data_time: 0.024, memory: 10527, loss_action_cls: 0.0285, recall@thr=0.5: 0.7797, prec@thr=0.5: 0.8418, recall@top3: 0.8636, prec@top3: 0.6982, recall@top5: 0.9557, prec@top5: 0.4758, loss: 0.0285, grad_norm: 0.1077 2020-12-21 23:29:45,060 - mmaction - INFO - Epoch [11][820/1281] lr: 2.250e-02, eta: 5:06:41, time: 1.510, data_time: 0.198, memory: 10527, loss_action_cls: 0.0285, recall@thr=0.5: 0.7833, prec@thr=0.5: 0.8420, recall@top3: 0.8657, prec@top3: 0.7024, recall@top5: 0.9591, prec@top5: 0.4790, loss: 0.0285, grad_norm: 0.1100 2020-12-21 23:30:14,450 - mmaction - INFO - Epoch [11][840/1281] lr: 2.250e-02, eta: 5:06:09, time: 1.469, data_time: 0.254, memory: 10527, loss_action_cls: 0.0295, recall@thr=0.5: 0.7715, prec@thr=0.5: 0.8330, recall@top3: 0.8557, prec@top3: 0.6958, recall@top5: 0.9535, prec@top5: 0.4765, loss: 0.0295, grad_norm: 0.1076 2020-12-21 23:30:44,258 - mmaction - INFO - Epoch [11][860/1281] lr: 2.250e-02, eta: 5:05:38, time: 1.490, data_time: 0.002, memory: 10527, loss_action_cls: 0.0290, recall@thr=0.5: 0.7766, prec@thr=0.5: 0.8385, recall@top3: 0.8586, prec@top3: 0.7014, recall@top5: 0.9553, prec@top5: 0.4804, loss: 0.0290, grad_norm: 0.1081 2020-12-21 23:31:14,321 - mmaction - INFO - Epoch [11][880/1281] lr: 2.250e-02, eta: 5:05:06, time: 1.502, data_time: 0.216, memory: 10527, loss_action_cls: 0.0291, recall@thr=0.5: 0.7719, prec@thr=0.5: 0.8389, recall@top3: 0.8593, prec@top3: 0.7001, recall@top5: 0.9564, prec@top5: 0.4785, loss: 0.0291, grad_norm: 0.1067 2020-12-21 23:31:40,420 - mmaction - INFO - Epoch [11][900/1281] lr: 2.250e-02, eta: 5:04:32, time: 1.305, data_time: 0.092, memory: 10527, loss_action_cls: 0.0287, recall@thr=0.5: 0.7787, prec@thr=0.5: 0.8454, recall@top3: 0.8631, prec@top3: 0.7029, recall@top5: 0.9573, prec@top5: 0.4791, loss: 0.0287, grad_norm: 0.1066 2020-12-21 23:32:10,151 - mmaction - INFO - Epoch [11][920/1281] lr: 2.250e-02, eta: 5:04:00, time: 1.484, data_time: 0.057, memory: 10527, loss_action_cls: 0.0285, recall@thr=0.5: 0.7818, prec@thr=0.5: 0.8407, recall@top3: 0.8604, prec@top3: 0.7011, recall@top5: 0.9577, prec@top5: 0.4796, loss: 0.0285, grad_norm: 0.1046 2020-12-21 23:32:41,354 - mmaction - INFO - Epoch [11][940/1281] lr: 2.250e-02, eta: 5:03:30, time: 1.562, data_time: 0.004, memory: 10527, loss_action_cls: 0.0292, recall@thr=0.5: 0.7752, prec@thr=0.5: 0.8381, recall@top3: 0.8572, prec@top3: 0.6919, recall@top5: 0.9553, prec@top5: 0.4735, loss: 0.0292, grad_norm: 0.1092 2020-12-21 23:33:08,245 - mmaction - INFO - Epoch [11][960/1281] lr: 2.250e-02, eta: 5:02:56, time: 1.346, data_time: 0.002, memory: 10527, loss_action_cls: 0.0293, recall@thr=0.5: 0.7675, prec@thr=0.5: 0.8326, recall@top3: 0.8551, prec@top3: 0.6929, recall@top5: 0.9543, prec@top5: 0.4769, loss: 0.0293, grad_norm: 0.1103 2020-12-21 23:33:41,042 - mmaction - INFO - Epoch [11][980/1281] lr: 2.250e-02, eta: 5:02:27, time: 1.640, data_time: 0.115, memory: 10527, loss_action_cls: 0.0290, recall@thr=0.5: 0.7745, prec@thr=0.5: 0.8369, recall@top3: 0.8590, prec@top3: 0.6956, recall@top5: 0.9556, prec@top5: 0.4756, loss: 0.0290, grad_norm: 0.1098 2020-12-21 23:34:09,618 - mmaction - INFO - Epoch [11][1000/1281] lr: 2.250e-02, eta: 5:01:55, time: 1.428, data_time: 0.002, memory: 10527, loss_action_cls: 0.0290, recall@thr=0.5: 0.7782, prec@thr=0.5: 0.8411, recall@top3: 0.8599, prec@top3: 0.7003, recall@top5: 0.9557, prec@top5: 0.4792, loss: 0.0290, grad_norm: 0.1071 2020-12-21 23:34:39,571 - mmaction - INFO - Epoch [11][1020/1281] lr: 2.250e-02, eta: 5:01:23, time: 1.498, data_time: 0.002, memory: 10527, loss_action_cls: 0.0289, recall@thr=0.5: 0.7787, prec@thr=0.5: 0.8350, recall@top3: 0.8614, prec@top3: 0.6942, recall@top5: 0.9548, prec@top5: 0.4732, loss: 0.0289, grad_norm: 0.1119 2020-12-21 23:35:06,262 - mmaction - INFO - Epoch [11][1040/1281] lr: 2.250e-02, eta: 5:00:49, time: 1.335, data_time: 0.001, memory: 10527, loss_action_cls: 0.0286, recall@thr=0.5: 0.7784, prec@thr=0.5: 0.8405, recall@top3: 0.8598, prec@top3: 0.6988, recall@top5: 0.9573, prec@top5: 0.4787, loss: 0.0286, grad_norm: 0.1084 2020-12-21 23:35:36,560 - mmaction - INFO - Epoch [11][1060/1281] lr: 2.250e-02, eta: 5:00:18, time: 1.515, data_time: 0.002, memory: 10527, loss_action_cls: 0.0289, recall@thr=0.5: 0.7764, prec@thr=0.5: 0.8401, recall@top3: 0.8590, prec@top3: 0.7031, recall@top5: 0.9571, prec@top5: 0.4808, loss: 0.0289, grad_norm: 0.1083 2020-12-21 23:36:05,765 - mmaction - INFO - Epoch [11][1080/1281] lr: 2.250e-02, eta: 4:59:46, time: 1.458, data_time: 0.002, memory: 10527, loss_action_cls: 0.0287, recall@thr=0.5: 0.7752, prec@thr=0.5: 0.8380, recall@top3: 0.8606, prec@top3: 0.7046, recall@top5: 0.9561, prec@top5: 0.4804, loss: 0.0287, grad_norm: 0.1110 2020-12-21 23:36:35,524 - mmaction - INFO - Epoch [11][1100/1281] lr: 2.250e-02, eta: 4:59:15, time: 1.490, data_time: 0.159, memory: 10527, loss_action_cls: 0.0292, recall@thr=0.5: 0.7767, prec@thr=0.5: 0.8360, recall@top3: 0.8563, prec@top3: 0.7004, recall@top5: 0.9576, prec@top5: 0.4828, loss: 0.0292, grad_norm: 0.1132 2020-12-21 23:37:06,269 - mmaction - INFO - Epoch [11][1120/1281] lr: 2.250e-02, eta: 4:58:44, time: 1.538, data_time: 0.356, memory: 10527, loss_action_cls: 0.0284, recall@thr=0.5: 0.7844, prec@thr=0.5: 0.8462, recall@top3: 0.8620, prec@top3: 0.7048, recall@top5: 0.9582, prec@top5: 0.4818, loss: 0.0284, grad_norm: 0.1061 2020-12-21 23:37:34,049 - mmaction - INFO - Epoch [11][1140/1281] lr: 2.250e-02, eta: 4:58:11, time: 1.389, data_time: 0.220, memory: 10527, loss_action_cls: 0.0291, recall@thr=0.5: 0.7728, prec@thr=0.5: 0.8382, recall@top3: 0.8532, prec@top3: 0.6997, recall@top5: 0.9558, prec@top5: 0.4822, loss: 0.0291, grad_norm: 0.1090 2020-12-21 23:38:04,556 - mmaction - INFO - Epoch [11][1160/1281] lr: 2.250e-02, eta: 4:57:40, time: 1.526, data_time: 0.001, memory: 10527, loss_action_cls: 0.0282, recall@thr=0.5: 0.7824, prec@thr=0.5: 0.8454, recall@top3: 0.8626, prec@top3: 0.7024, recall@top5: 0.9600, prec@top5: 0.4812, loss: 0.0282, grad_norm: 0.1073 2020-12-21 23:38:32,030 - mmaction - INFO - Epoch [11][1180/1281] lr: 2.250e-02, eta: 4:57:07, time: 1.373, data_time: 0.001, memory: 10527, loss_action_cls: 0.0291, recall@thr=0.5: 0.7777, prec@thr=0.5: 0.8367, recall@top3: 0.8607, prec@top3: 0.6950, recall@top5: 0.9589, prec@top5: 0.4761, loss: 0.0291, grad_norm: 0.1151 2020-12-21 23:39:05,534 - mmaction - INFO - Epoch [11][1200/1281] lr: 2.250e-02, eta: 4:56:39, time: 1.675, data_time: 0.001, memory: 10527, loss_action_cls: 0.0274, recall@thr=0.5: 0.7883, prec@thr=0.5: 0.8492, recall@top3: 0.8649, prec@top3: 0.7128, recall@top5: 0.9613, prec@top5: 0.4870, loss: 0.0274, grad_norm: 0.1063 2020-12-21 23:39:32,763 - mmaction - INFO - Epoch [11][1220/1281] lr: 2.250e-02, eta: 4:56:05, time: 1.360, data_time: 0.002, memory: 10527, loss_action_cls: 0.0290, recall@thr=0.5: 0.7774, prec@thr=0.5: 0.8365, recall@top3: 0.8565, prec@top3: 0.7000, recall@top5: 0.9557, prec@top5: 0.4804, loss: 0.0290, grad_norm: 0.1108 2020-12-21 23:40:02,479 - mmaction - INFO - Epoch [11][1240/1281] lr: 2.250e-02, eta: 4:55:34, time: 1.487, data_time: 0.003, memory: 10527, loss_action_cls: 0.0285, recall@thr=0.5: 0.7801, prec@thr=0.5: 0.8410, recall@top3: 0.8607, prec@top3: 0.7066, recall@top5: 0.9584, prec@top5: 0.4837, loss: 0.0285, grad_norm: 0.1086 2020-12-21 23:40:31,423 - mmaction - INFO - Epoch [11][1260/1281] lr: 2.250e-02, eta: 4:55:02, time: 1.444, data_time: 0.019, memory: 10527, loss_action_cls: 0.0284, recall@thr=0.5: 0.7794, prec@thr=0.5: 0.8408, recall@top3: 0.8624, prec@top3: 0.7017, recall@top5: 0.9577, prec@top5: 0.4795, loss: 0.0284, grad_norm: 0.1097 2020-12-21 23:40:57,880 - mmaction - INFO - Epoch [11][1280/1281] lr: 2.250e-02, eta: 4:54:28, time: 1.327, data_time: 0.041, memory: 10527, loss_action_cls: 0.0288, recall@thr=0.5: 0.7828, prec@thr=0.5: 0.8406, recall@top3: 0.8617, prec@top3: 0.6981, recall@top5: 0.9563, prec@top5: 0.4780, loss: 0.0288, grad_norm: 0.1107 2020-12-21 23:41:01,564 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-12-21 23:50:03,974 - mmaction - INFO - Evaluating proposal ... 2020-12-21 23:51:10,771 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-21 23:51:10,772 - mmaction - INFO - Evaluating bbox ... 2020-12-21 23:59:43,360 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2530 2020-12-21 23:59:44,489 - mmaction - INFO - Epoch(val) [11][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2530 2020-12-22 00:01:34,414 - mmaction - INFO - Epoch [12][20/1281] lr: 2.250e-02, eta: 4:54:59, time: 5.495, data_time: 4.249, memory: 10527, loss_action_cls: 0.0290, recall@thr=0.5: 0.7779, prec@thr=0.5: 0.8464, recall@top3: 0.8601, prec@top3: 0.7063, recall@top5: 0.9563, prec@top5: 0.4831, loss: 0.0290, grad_norm: 0.1084 2020-12-22 00:02:04,370 - mmaction - INFO - Epoch [12][40/1281] lr: 2.250e-02, eta: 4:54:28, time: 1.496, data_time: 0.007, memory: 10527, loss_action_cls: 0.0281, recall@thr=0.5: 0.7833, prec@thr=0.5: 0.8404, recall@top3: 0.8621, prec@top3: 0.7057, recall@top5: 0.9570, prec@top5: 0.4824, loss: 0.0281, grad_norm: 0.1081 2020-12-22 00:02:35,246 - mmaction - INFO - Epoch [12][60/1281] lr: 2.250e-02, eta: 4:53:57, time: 1.543, data_time: 0.003, memory: 10527, loss_action_cls: 0.0279, recall@thr=0.5: 0.7794, prec@thr=0.5: 0.8415, recall@top3: 0.8675, prec@top3: 0.7049, recall@top5: 0.9624, prec@top5: 0.4820, loss: 0.0279, grad_norm: 0.1120 2020-12-22 00:03:03,214 - mmaction - INFO - Epoch [12][80/1281] lr: 2.250e-02, eta: 4:53:24, time: 1.397, data_time: 0.004, memory: 10527, loss_action_cls: 0.0287, recall@thr=0.5: 0.7753, prec@thr=0.5: 0.8341, recall@top3: 0.8634, prec@top3: 0.6948, recall@top5: 0.9574, prec@top5: 0.4749, loss: 0.0287, grad_norm: 0.1117 2020-12-22 00:03:33,779 - mmaction - INFO - Epoch [12][100/1281] lr: 2.250e-02, eta: 4:52:53, time: 1.532, data_time: 0.005, memory: 10527, loss_action_cls: 0.0282, recall@thr=0.5: 0.7831, prec@thr=0.5: 0.8422, recall@top3: 0.8621, prec@top3: 0.7022, recall@top5: 0.9576, prec@top5: 0.4795, loss: 0.0282, grad_norm: 0.1118 2020-12-22 00:04:05,403 - mmaction - INFO - Epoch [12][120/1281] lr: 2.250e-02, eta: 4:52:23, time: 1.579, data_time: 0.001, memory: 10527, loss_action_cls: 0.0277, recall@thr=0.5: 0.7915, prec@thr=0.5: 0.8513, recall@top3: 0.8639, prec@top3: 0.7052, recall@top5: 0.9582, prec@top5: 0.4806, loss: 0.0277, grad_norm: 0.1077 2020-12-22 00:04:36,380 - mmaction - INFO - Epoch [12][140/1281] lr: 2.250e-02, eta: 4:51:52, time: 1.551, data_time: 0.003, memory: 10527, loss_action_cls: 0.0279, recall@thr=0.5: 0.7839, prec@thr=0.5: 0.8451, recall@top3: 0.8650, prec@top3: 0.7040, recall@top5: 0.9586, prec@top5: 0.4800, loss: 0.0279, grad_norm: 0.1122 2020-12-22 00:05:05,711 - mmaction - INFO - Epoch [12][160/1281] lr: 2.250e-02, eta: 4:51:20, time: 1.465, data_time: 0.001, memory: 10527, loss_action_cls: 0.0280, recall@thr=0.5: 0.7836, prec@thr=0.5: 0.8417, recall@top3: 0.8605, prec@top3: 0.6944, recall@top5: 0.9565, prec@top5: 0.4743, loss: 0.0280, grad_norm: 0.1130 2020-12-22 00:05:35,995 - mmaction - INFO - Epoch [12][180/1281] lr: 2.250e-02, eta: 4:50:49, time: 1.516, data_time: 0.002, memory: 10527, loss_action_cls: 0.0282, recall@thr=0.5: 0.7892, prec@thr=0.5: 0.8466, recall@top3: 0.8648, prec@top3: 0.7088, recall@top5: 0.9598, prec@top5: 0.4842, loss: 0.0282, grad_norm: 0.1108 2020-12-22 00:06:04,885 - mmaction - INFO - Epoch [12][200/1281] lr: 2.250e-02, eta: 4:50:17, time: 1.444, data_time: 0.001, memory: 10527, loss_action_cls: 0.0277, recall@thr=0.5: 0.7852, prec@thr=0.5: 0.8463, recall@top3: 0.8671, prec@top3: 0.7094, recall@top5: 0.9603, prec@top5: 0.4834, loss: 0.0277, grad_norm: 0.1102 2020-12-22 00:06:34,437 - mmaction - INFO - Epoch [12][220/1281] lr: 2.250e-02, eta: 4:49:45, time: 1.478, data_time: 0.002, memory: 10527, loss_action_cls: 0.0284, recall@thr=0.5: 0.7766, prec@thr=0.5: 0.8362, recall@top3: 0.8614, prec@top3: 0.6996, recall@top5: 0.9572, prec@top5: 0.4778, loss: 0.0284, grad_norm: 0.1120 2020-12-22 00:07:04,084 - mmaction - INFO - Epoch [12][240/1281] lr: 2.250e-02, eta: 4:49:14, time: 1.481, data_time: 0.001, memory: 10527, loss_action_cls: 0.0280, recall@thr=0.5: 0.7826, prec@thr=0.5: 0.8412, recall@top3: 0.8633, prec@top3: 0.6978, recall@top5: 0.9609, prec@top5: 0.4780, loss: 0.0280, grad_norm: 0.1130 2020-12-22 00:07:34,981 - mmaction - INFO - Epoch [12][260/1281] lr: 2.250e-02, eta: 4:48:43, time: 1.544, data_time: 0.029, memory: 10527, loss_action_cls: 0.0277, recall@thr=0.5: 0.7834, prec@thr=0.5: 0.8441, recall@top3: 0.8666, prec@top3: 0.7075, recall@top5: 0.9593, prec@top5: 0.4821, loss: 0.0277, grad_norm: 0.1081 2020-12-22 00:08:04,496 - mmaction - INFO - Epoch [12][280/1281] lr: 2.250e-02, eta: 4:48:12, time: 1.478, data_time: 0.049, memory: 10527, loss_action_cls: 0.0280, recall@thr=0.5: 0.7888, prec@thr=0.5: 0.8444, recall@top3: 0.8647, prec@top3: 0.7084, recall@top5: 0.9588, prec@top5: 0.4827, loss: 0.0280, grad_norm: 0.1122 2020-12-22 00:08:33,019 - mmaction - INFO - Epoch [12][300/1281] lr: 2.250e-02, eta: 4:47:39, time: 1.424, data_time: 0.029, memory: 10527, loss_action_cls: 0.0279, recall@thr=0.5: 0.7877, prec@thr=0.5: 0.8462, recall@top3: 0.8647, prec@top3: 0.6989, recall@top5: 0.9592, prec@top5: 0.4770, loss: 0.0279, grad_norm: 0.1102 2020-12-22 00:09:02,764 - mmaction - INFO - Epoch [12][320/1281] lr: 2.250e-02, eta: 4:47:07, time: 1.487, data_time: 0.035, memory: 10527, loss_action_cls: 0.0284, recall@thr=0.5: 0.7798, prec@thr=0.5: 0.8442, recall@top3: 0.8621, prec@top3: 0.7010, recall@top5: 0.9565, prec@top5: 0.4791, loss: 0.0284, grad_norm: 0.1127 2020-12-22 00:09:32,070 - mmaction - INFO - Epoch [12][340/1281] lr: 2.250e-02, eta: 4:46:36, time: 1.468, data_time: 0.004, memory: 10527, loss_action_cls: 0.0279, recall@thr=0.5: 0.7881, prec@thr=0.5: 0.8452, recall@top3: 0.8628, prec@top3: 0.7030, recall@top5: 0.9589, prec@top5: 0.4804, loss: 0.0279, grad_norm: 0.1098 2020-12-22 00:10:01,929 - mmaction - INFO - Epoch [12][360/1281] lr: 2.250e-02, eta: 4:46:04, time: 1.493, data_time: 0.002, memory: 10527, loss_action_cls: 0.0278, recall@thr=0.5: 0.7841, prec@thr=0.5: 0.8417, recall@top3: 0.8646, prec@top3: 0.7032, recall@top5: 0.9599, prec@top5: 0.4800, loss: 0.0278, grad_norm: 0.1128 2020-12-22 00:10:33,343 - mmaction - INFO - Epoch [12][380/1281] lr: 2.250e-02, eta: 4:45:34, time: 1.567, data_time: 0.001, memory: 10527, loss_action_cls: 0.0277, recall@thr=0.5: 0.7865, prec@thr=0.5: 0.8445, recall@top3: 0.8678, prec@top3: 0.7021, recall@top5: 0.9604, prec@top5: 0.4786, loss: 0.0277, grad_norm: 0.1137 2020-12-22 00:11:01,358 - mmaction - INFO - Epoch [12][400/1281] lr: 2.250e-02, eta: 4:45:01, time: 1.404, data_time: 0.005, memory: 10527, loss_action_cls: 0.0276, recall@thr=0.5: 0.7899, prec@thr=0.5: 0.8492, recall@top3: 0.8650, prec@top3: 0.7107, recall@top5: 0.9598, prec@top5: 0.4842, loss: 0.0276, grad_norm: 0.1117 2020-12-22 00:11:31,770 - mmaction - INFO - Epoch [12][420/1281] lr: 2.250e-02, eta: 4:44:30, time: 1.520, data_time: 0.002, memory: 10527, loss_action_cls: 0.0284, recall@thr=0.5: 0.7742, prec@thr=0.5: 0.8345, recall@top3: 0.8598, prec@top3: 0.6999, recall@top5: 0.9574, prec@top5: 0.4782, loss: 0.0284, grad_norm: 0.1155 2020-12-22 00:12:02,613 - mmaction - INFO - Epoch [12][440/1281] lr: 2.250e-02, eta: 4:44:00, time: 1.541, data_time: 0.002, memory: 10527, loss_action_cls: 0.0291, recall@thr=0.5: 0.7739, prec@thr=0.5: 0.8336, recall@top3: 0.8574, prec@top3: 0.6950, recall@top5: 0.9554, prec@top5: 0.4765, loss: 0.0291, grad_norm: 0.1174 2020-12-22 00:12:31,589 - mmaction - INFO - Epoch [12][460/1281] lr: 2.250e-02, eta: 4:43:27, time: 1.449, data_time: 0.003, memory: 10527, loss_action_cls: 0.0285, recall@thr=0.5: 0.7832, prec@thr=0.5: 0.8407, recall@top3: 0.8616, prec@top3: 0.7147, recall@top5: 0.9567, prec@top5: 0.4871, loss: 0.0285, grad_norm: 0.1132 2020-12-22 00:13:01,728 - mmaction - INFO - Epoch [12][480/1281] lr: 2.250e-02, eta: 4:42:56, time: 1.506, data_time: 0.004, memory: 10527, loss_action_cls: 0.0287, recall@thr=0.5: 0.7719, prec@thr=0.5: 0.8401, recall@top3: 0.8619, prec@top3: 0.7003, recall@top5: 0.9560, prec@top5: 0.4788, loss: 0.0287, grad_norm: 0.1156 2020-12-22 00:13:30,246 - mmaction - INFO - Epoch [12][500/1281] lr: 2.250e-02, eta: 4:42:24, time: 1.427, data_time: 0.004, memory: 10527, loss_action_cls: 0.0282, recall@thr=0.5: 0.7837, prec@thr=0.5: 0.8432, recall@top3: 0.8619, prec@top3: 0.7000, recall@top5: 0.9591, prec@top5: 0.4798, loss: 0.0282, grad_norm: 0.1123 2020-12-22 00:13:59,983 - mmaction - INFO - Epoch [12][520/1281] lr: 2.250e-02, eta: 4:41:52, time: 1.488, data_time: 0.012, memory: 10527, loss_action_cls: 0.0281, recall@thr=0.5: 0.7831, prec@thr=0.5: 0.8418, recall@top3: 0.8615, prec@top3: 0.7019, recall@top5: 0.9583, prec@top5: 0.4805, loss: 0.0281, grad_norm: 0.1105 2020-12-22 00:14:27,373 - mmaction - INFO - Epoch [12][540/1281] lr: 2.250e-02, eta: 4:41:19, time: 1.370, data_time: 0.063, memory: 10527, loss_action_cls: 0.0282, recall@thr=0.5: 0.7846, prec@thr=0.5: 0.8353, recall@top3: 0.8628, prec@top3: 0.7000, recall@top5: 0.9563, prec@top5: 0.4769, loss: 0.0282, grad_norm: 0.1155 2020-12-22 00:14:59,144 - mmaction - INFO - Epoch [12][560/1281] lr: 2.250e-02, eta: 4:40:49, time: 1.585, data_time: 0.001, memory: 10527, loss_action_cls: 0.0284, recall@thr=0.5: 0.7773, prec@thr=0.5: 0.8357, recall@top3: 0.8599, prec@top3: 0.6994, recall@top5: 0.9564, prec@top5: 0.4777, loss: 0.0284, grad_norm: 0.1111 2020-12-22 00:15:28,072 - mmaction - INFO - Epoch [12][580/1281] lr: 2.250e-02, eta: 4:40:17, time: 1.446, data_time: 0.004, memory: 10527, loss_action_cls: 0.0283, recall@thr=0.5: 0.7814, prec@thr=0.5: 0.8383, recall@top3: 0.8611, prec@top3: 0.7019, recall@top5: 0.9585, prec@top5: 0.4805, loss: 0.0283, grad_norm: 0.1127 2020-12-22 00:15:57,690 - mmaction - INFO - Epoch [12][600/1281] lr: 2.250e-02, eta: 4:39:46, time: 1.483, data_time: 0.249, memory: 10527, loss_action_cls: 0.0282, recall@thr=0.5: 0.7764, prec@thr=0.5: 0.8440, recall@top3: 0.8657, prec@top3: 0.7010, recall@top5: 0.9578, prec@top5: 0.4755, loss: 0.0282, grad_norm: 0.1101 2020-12-22 00:16:25,796 - mmaction - INFO - Epoch [12][620/1281] lr: 2.250e-02, eta: 4:39:13, time: 1.399, data_time: 0.113, memory: 10527, loss_action_cls: 0.0281, recall@thr=0.5: 0.7794, prec@thr=0.5: 0.8378, recall@top3: 0.8644, prec@top3: 0.7002, recall@top5: 0.9616, prec@top5: 0.4788, loss: 0.0281, grad_norm: 0.1142 2020-12-22 00:16:54,206 - mmaction - INFO - Epoch [12][640/1281] lr: 2.250e-02, eta: 4:38:41, time: 1.425, data_time: 0.008, memory: 10527, loss_action_cls: 0.0278, recall@thr=0.5: 0.7813, prec@thr=0.5: 0.8389, recall@top3: 0.8665, prec@top3: 0.6961, recall@top5: 0.9607, prec@top5: 0.4750, loss: 0.0278, grad_norm: 0.1106 2020-12-22 00:17:24,803 - mmaction - INFO - Epoch [12][660/1281] lr: 2.250e-02, eta: 4:38:10, time: 1.532, data_time: 0.003, memory: 10527, loss_action_cls: 0.0281, recall@thr=0.5: 0.7782, prec@thr=0.5: 0.8425, recall@top3: 0.8653, prec@top3: 0.6986, recall@top5: 0.9589, prec@top5: 0.4759, loss: 0.0281, grad_norm: 0.1127 2020-12-22 00:17:53,138 - mmaction - INFO - Epoch [12][680/1281] lr: 2.250e-02, eta: 4:37:37, time: 1.416, data_time: 0.001, memory: 10527, loss_action_cls: 0.0280, recall@thr=0.5: 0.7913, prec@thr=0.5: 0.8455, recall@top3: 0.8670, prec@top3: 0.7063, recall@top5: 0.9620, prec@top5: 0.4818, loss: 0.0280, grad_norm: 0.1170 2020-12-22 00:18:21,605 - mmaction - INFO - Epoch [12][700/1281] lr: 2.250e-02, eta: 4:37:05, time: 1.423, data_time: 0.141, memory: 10527, loss_action_cls: 0.0278, recall@thr=0.5: 0.7853, prec@thr=0.5: 0.8451, recall@top3: 0.8682, prec@top3: 0.7090, recall@top5: 0.9619, prec@top5: 0.4824, loss: 0.0278, grad_norm: 0.1144 2020-12-22 00:18:51,932 - mmaction - INFO - Epoch [12][720/1281] lr: 2.250e-02, eta: 4:36:34, time: 1.517, data_time: 0.049, memory: 10527, loss_action_cls: 0.0282, recall@thr=0.5: 0.7873, prec@thr=0.5: 0.8415, recall@top3: 0.8658, prec@top3: 0.7063, recall@top5: 0.9581, prec@top5: 0.4813, loss: 0.0282, grad_norm: 0.1132 2020-12-22 00:19:22,296 - mmaction - INFO - Epoch [12][740/1281] lr: 2.250e-02, eta: 4:36:03, time: 1.516, data_time: 0.001, memory: 10527, loss_action_cls: 0.0286, recall@thr=0.5: 0.7811, prec@thr=0.5: 0.8376, recall@top3: 0.8641, prec@top3: 0.6993, recall@top5: 0.9584, prec@top5: 0.4765, loss: 0.0286, grad_norm: 0.1141 2020-12-22 00:19:52,196 - mmaction - INFO - Epoch [12][760/1281] lr: 2.250e-02, eta: 4:35:32, time: 1.494, data_time: 0.004, memory: 10527, loss_action_cls: 0.0279, recall@thr=0.5: 0.7900, prec@thr=0.5: 0.8450, recall@top3: 0.8657, prec@top3: 0.7049, recall@top5: 0.9556, prec@top5: 0.4786, loss: 0.0279, grad_norm: 0.1124 2020-12-22 00:20:21,561 - mmaction - INFO - Epoch [12][780/1281] lr: 2.250e-02, eta: 4:35:00, time: 1.469, data_time: 0.005, memory: 10527, loss_action_cls: 0.0282, recall@thr=0.5: 0.7817, prec@thr=0.5: 0.8437, recall@top3: 0.8655, prec@top3: 0.6994, recall@top5: 0.9599, prec@top5: 0.4770, loss: 0.0282, grad_norm: 0.1137 2020-12-22 00:20:52,386 - mmaction - INFO - Epoch [12][800/1281] lr: 2.250e-02, eta: 4:34:29, time: 1.544, data_time: 0.004, memory: 10527, loss_action_cls: 0.0281, recall@thr=0.5: 0.7838, prec@thr=0.5: 0.8431, recall@top3: 0.8623, prec@top3: 0.7081, recall@top5: 0.9600, prec@top5: 0.4852, loss: 0.0281, grad_norm: 0.1128 2020-12-22 00:21:21,449 - mmaction - INFO - Epoch [12][820/1281] lr: 2.250e-02, eta: 4:33:58, time: 1.451, data_time: 0.001, memory: 10527, loss_action_cls: 0.0285, recall@thr=0.5: 0.7752, prec@thr=0.5: 0.8387, recall@top3: 0.8599, prec@top3: 0.7007, recall@top5: 0.9570, prec@top5: 0.4801, loss: 0.0285, grad_norm: 0.1127 2020-12-22 00:21:50,649 - mmaction - INFO - Epoch [12][840/1281] lr: 2.250e-02, eta: 4:33:26, time: 1.462, data_time: 0.003, memory: 10527, loss_action_cls: 0.0279, recall@thr=0.5: 0.7851, prec@thr=0.5: 0.8422, recall@top3: 0.8651, prec@top3: 0.7005, recall@top5: 0.9578, prec@top5: 0.4761, loss: 0.0279, grad_norm: 0.1130 2020-12-22 00:22:22,319 - mmaction - INFO - Epoch [12][860/1281] lr: 2.250e-02, eta: 4:32:56, time: 1.583, data_time: 0.001, memory: 10527, loss_action_cls: 0.0288, recall@thr=0.5: 0.7838, prec@thr=0.5: 0.8428, recall@top3: 0.8594, prec@top3: 0.6980, recall@top5: 0.9566, prec@top5: 0.4781, loss: 0.0288, grad_norm: 0.1151 2020-12-22 00:22:48,451 - mmaction - INFO - Epoch [12][880/1281] lr: 2.250e-02, eta: 4:32:22, time: 1.303, data_time: 0.002, memory: 10527, loss_action_cls: 0.0283, recall@thr=0.5: 0.7701, prec@thr=0.5: 0.8422, recall@top3: 0.8644, prec@top3: 0.6943, recall@top5: 0.9612, prec@top5: 0.4748, loss: 0.0283, grad_norm: 0.1099 2020-12-22 00:23:18,307 - mmaction - INFO - Epoch [12][900/1281] lr: 2.250e-02, eta: 4:31:51, time: 1.497, data_time: 0.006, memory: 10527, loss_action_cls: 0.0273, recall@thr=0.5: 0.7905, prec@thr=0.5: 0.8476, recall@top3: 0.8665, prec@top3: 0.7043, recall@top5: 0.9596, prec@top5: 0.4797, loss: 0.0273, grad_norm: 0.1115 2020-12-22 00:23:49,778 - mmaction - INFO - Epoch [12][920/1281] lr: 2.250e-02, eta: 4:31:20, time: 1.573, data_time: 0.001, memory: 10527, loss_action_cls: 0.0283, recall@thr=0.5: 0.7815, prec@thr=0.5: 0.8420, recall@top3: 0.8651, prec@top3: 0.7036, recall@top5: 0.9610, prec@top5: 0.4814, loss: 0.0283, grad_norm: 0.1152 2020-12-22 00:24:17,079 - mmaction - INFO - Epoch [12][940/1281] lr: 2.250e-02, eta: 4:30:47, time: 1.365, data_time: 0.002, memory: 10527, loss_action_cls: 0.0280, recall@thr=0.5: 0.7867, prec@thr=0.5: 0.8455, recall@top3: 0.8624, prec@top3: 0.6997, recall@top5: 0.9582, prec@top5: 0.4785, loss: 0.0280, grad_norm: 0.1127 2020-12-22 00:24:46,547 - mmaction - INFO - Epoch [12][960/1281] lr: 2.250e-02, eta: 4:30:16, time: 1.474, data_time: 0.002, memory: 10527, loss_action_cls: 0.0279, recall@thr=0.5: 0.7836, prec@thr=0.5: 0.8420, recall@top3: 0.8657, prec@top3: 0.7077, recall@top5: 0.9585, prec@top5: 0.4812, loss: 0.0279, grad_norm: 0.1147 2020-12-22 00:25:16,717 - mmaction - INFO - Epoch [12][980/1281] lr: 2.250e-02, eta: 4:29:45, time: 1.506, data_time: 0.001, memory: 10527, loss_action_cls: 0.0285, recall@thr=0.5: 0.7818, prec@thr=0.5: 0.8433, recall@top3: 0.8634, prec@top3: 0.7020, recall@top5: 0.9580, prec@top5: 0.4785, loss: 0.0285, grad_norm: 0.1150 2020-12-22 00:25:46,063 - mmaction - INFO - Epoch [12][1000/1281] lr: 2.250e-02, eta: 4:29:13, time: 1.470, data_time: 0.003, memory: 10527, loss_action_cls: 0.0278, recall@thr=0.5: 0.7884, prec@thr=0.5: 0.8447, recall@top3: 0.8645, prec@top3: 0.7096, recall@top5: 0.9600, prec@top5: 0.4840, loss: 0.0278, grad_norm: 0.1127 2020-12-22 00:26:17,093 - mmaction - INFO - Epoch [12][1020/1281] lr: 2.250e-02, eta: 4:28:43, time: 1.552, data_time: 0.001, memory: 10527, loss_action_cls: 0.0283, recall@thr=0.5: 0.7807, prec@thr=0.5: 0.8441, recall@top3: 0.8641, prec@top3: 0.7046, recall@top5: 0.9581, prec@top5: 0.4807, loss: 0.0283, grad_norm: 0.1153 2020-12-22 00:26:46,430 - mmaction - INFO - Epoch [12][1040/1281] lr: 2.250e-02, eta: 4:28:11, time: 1.466, data_time: 0.001, memory: 10527, loss_action_cls: 0.0282, recall@thr=0.5: 0.7817, prec@thr=0.5: 0.8408, recall@top3: 0.8631, prec@top3: 0.7007, recall@top5: 0.9573, prec@top5: 0.4786, loss: 0.0282, grad_norm: 0.1139 2020-12-22 00:27:15,738 - mmaction - INFO - Epoch [12][1060/1281] lr: 2.250e-02, eta: 4:27:39, time: 1.466, data_time: 0.001, memory: 10527, loss_action_cls: 0.0286, recall@thr=0.5: 0.7860, prec@thr=0.5: 0.8449, recall@top3: 0.8593, prec@top3: 0.7027, recall@top5: 0.9578, prec@top5: 0.4813, loss: 0.0286, grad_norm: 0.1150 2020-12-22 00:27:47,955 - mmaction - INFO - Epoch [12][1080/1281] lr: 2.250e-02, eta: 4:27:10, time: 1.610, data_time: 0.001, memory: 10527, loss_action_cls: 0.0285, recall@thr=0.5: 0.7811, prec@thr=0.5: 0.8402, recall@top3: 0.8660, prec@top3: 0.6941, recall@top5: 0.9586, prec@top5: 0.4727, loss: 0.0285, grad_norm: 0.1145 2020-12-22 00:28:15,638 - mmaction - INFO - Epoch [12][1100/1281] lr: 2.250e-02, eta: 4:26:37, time: 1.382, data_time: 0.002, memory: 10527, loss_action_cls: 0.0278, recall@thr=0.5: 0.7886, prec@thr=0.5: 0.8467, recall@top3: 0.8649, prec@top3: 0.7024, recall@top5: 0.9591, prec@top5: 0.4782, loss: 0.0278, grad_norm: 0.1106 2020-12-22 00:28:44,314 - mmaction - INFO - Epoch [12][1120/1281] lr: 2.250e-02, eta: 4:26:05, time: 1.436, data_time: 0.004, memory: 10527, loss_action_cls: 0.0277, recall@thr=0.5: 0.7853, prec@thr=0.5: 0.8440, recall@top3: 0.8636, prec@top3: 0.7024, recall@top5: 0.9602, prec@top5: 0.4803, loss: 0.0277, grad_norm: 0.1141 2020-12-22 00:29:12,638 - mmaction - INFO - Epoch [12][1140/1281] lr: 2.250e-02, eta: 4:25:33, time: 1.415, data_time: 0.002, memory: 10527, loss_action_cls: 0.0291, recall@thr=0.5: 0.7694, prec@thr=0.5: 0.8325, recall@top3: 0.8585, prec@top3: 0.6950, recall@top5: 0.9552, prec@top5: 0.4753, loss: 0.0291, grad_norm: 0.1180 2020-12-22 00:29:40,971 - mmaction - INFO - Epoch [12][1160/1281] lr: 2.250e-02, eta: 4:25:01, time: 1.419, data_time: 0.003, memory: 10527, loss_action_cls: 0.0275, recall@thr=0.5: 0.7880, prec@thr=0.5: 0.8465, recall@top3: 0.8669, prec@top3: 0.6979, recall@top5: 0.9591, prec@top5: 0.4751, loss: 0.0275, grad_norm: 0.1111 2020-12-22 00:30:12,338 - mmaction - INFO - Epoch [12][1180/1281] lr: 2.250e-02, eta: 4:24:30, time: 1.568, data_time: 0.002, memory: 10527, loss_action_cls: 0.0278, recall@thr=0.5: 0.7874, prec@thr=0.5: 0.8415, recall@top3: 0.8641, prec@top3: 0.7076, recall@top5: 0.9593, prec@top5: 0.4833, loss: 0.0278, grad_norm: 0.1121 2020-12-22 00:30:40,908 - mmaction - INFO - Epoch [12][1200/1281] lr: 2.250e-02, eta: 4:23:58, time: 1.429, data_time: 0.002, memory: 10527, loss_action_cls: 0.0292, recall@thr=0.5: 0.7710, prec@thr=0.5: 0.8363, recall@top3: 0.8588, prec@top3: 0.7003, recall@top5: 0.9574, prec@top5: 0.4798, loss: 0.0292, grad_norm: 0.1183 2020-12-22 00:31:09,794 - mmaction - INFO - Epoch [12][1220/1281] lr: 2.250e-02, eta: 4:23:26, time: 1.441, data_time: 0.001, memory: 10527, loss_action_cls: 0.0273, recall@thr=0.5: 0.7911, prec@thr=0.5: 0.8479, recall@top3: 0.8679, prec@top3: 0.7109, recall@top5: 0.9612, prec@top5: 0.4840, loss: 0.0273, grad_norm: 0.1122 2020-12-22 00:31:37,801 - mmaction - INFO - Epoch [12][1240/1281] lr: 2.250e-02, eta: 4:22:54, time: 1.403, data_time: 0.005, memory: 10527, loss_action_cls: 0.0290, recall@thr=0.5: 0.7731, prec@thr=0.5: 0.8317, recall@top3: 0.8620, prec@top3: 0.6984, recall@top5: 0.9562, prec@top5: 0.4764, loss: 0.0290, grad_norm: 0.1167 2020-12-22 00:32:06,612 - mmaction - INFO - Epoch [12][1260/1281] lr: 2.250e-02, eta: 4:22:22, time: 1.440, data_time: 0.002, memory: 10527, loss_action_cls: 0.0273, recall@thr=0.5: 0.7930, prec@thr=0.5: 0.8474, recall@top3: 0.8685, prec@top3: 0.7090, recall@top5: 0.9602, prec@top5: 0.4811, loss: 0.0273, grad_norm: 0.1098 2020-12-22 00:32:35,287 - mmaction - INFO - Epoch [12][1280/1281] lr: 2.250e-02, eta: 4:21:50, time: 1.435, data_time: 0.002, memory: 10527, loss_action_cls: 0.0282, recall@thr=0.5: 0.7792, prec@thr=0.5: 0.8413, recall@top3: 0.8636, prec@top3: 0.7037, recall@top5: 0.9578, prec@top5: 0.4792, loss: 0.0282, grad_norm: 0.1139 2020-12-22 00:32:39,133 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-12-22 00:41:47,200 - mmaction - INFO - Evaluating proposal ... 2020-12-22 00:42:55,061 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-22 00:42:55,062 - mmaction - INFO - Evaluating bbox ... 2020-12-22 00:51:16,354 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2535 2020-12-22 00:51:17,458 - mmaction - INFO - Epoch(val) [12][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2535 2020-12-22 00:52:31,949 - mmaction - INFO - Epoch [13][20/1281] lr: 2.250e-02, eta: 4:21:46, time: 3.720, data_time: 2.496, memory: 10527, loss_action_cls: 0.0276, recall@thr=0.5: 0.7874, prec@thr=0.5: 0.8445, recall@top3: 0.8645, prec@top3: 0.7076, recall@top5: 0.9605, prec@top5: 0.4838, loss: 0.0276, grad_norm: 0.1145 2020-12-22 00:53:05,266 - mmaction - INFO - Epoch [13][40/1281] lr: 2.250e-02, eta: 4:21:17, time: 1.669, data_time: 0.007, memory: 10527, loss_action_cls: 0.0279, recall@thr=0.5: 0.7885, prec@thr=0.5: 0.8456, recall@top3: 0.8644, prec@top3: 0.7073, recall@top5: 0.9574, prec@top5: 0.4827, loss: 0.0279, grad_norm: 0.1143 2020-12-22 00:53:33,103 - mmaction - INFO - Epoch [13][60/1281] lr: 2.250e-02, eta: 4:20:44, time: 1.392, data_time: 0.001, memory: 10527, loss_action_cls: 0.0276, recall@thr=0.5: 0.7917, prec@thr=0.5: 0.8491, recall@top3: 0.8683, prec@top3: 0.7080, recall@top5: 0.9615, prec@top5: 0.4829, loss: 0.0276, grad_norm: 0.1158 2020-12-22 00:54:03,219 - mmaction - INFO - Epoch [13][80/1281] lr: 2.250e-02, eta: 4:20:13, time: 1.505, data_time: 0.001, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7880, prec@thr=0.5: 0.8456, recall@top3: 0.8689, prec@top3: 0.7127, recall@top5: 0.9604, prec@top5: 0.4833, loss: 0.0268, grad_norm: 0.1139 2020-12-22 00:54:33,203 - mmaction - INFO - Epoch [13][100/1281] lr: 2.250e-02, eta: 4:19:42, time: 1.499, data_time: 0.001, memory: 10527, loss_action_cls: 0.0277, recall@thr=0.5: 0.7917, prec@thr=0.5: 0.8513, recall@top3: 0.8670, prec@top3: 0.7059, recall@top5: 0.9591, prec@top5: 0.4808, loss: 0.0277, grad_norm: 0.1141 2020-12-22 00:55:02,486 - mmaction - INFO - Epoch [13][120/1281] lr: 2.250e-02, eta: 4:19:10, time: 1.462, data_time: 0.002, memory: 10527, loss_action_cls: 0.0282, recall@thr=0.5: 0.7834, prec@thr=0.5: 0.8419, recall@top3: 0.8663, prec@top3: 0.7030, recall@top5: 0.9589, prec@top5: 0.4781, loss: 0.0282, grad_norm: 0.1168 2020-12-22 00:55:32,721 - mmaction - INFO - Epoch [13][140/1281] lr: 2.250e-02, eta: 4:18:39, time: 1.513, data_time: 0.003, memory: 10527, loss_action_cls: 0.0282, recall@thr=0.5: 0.7835, prec@thr=0.5: 0.8480, recall@top3: 0.8668, prec@top3: 0.7008, recall@top5: 0.9591, prec@top5: 0.4765, loss: 0.0282, grad_norm: 0.1137 2020-12-22 00:56:03,901 - mmaction - INFO - Epoch [13][160/1281] lr: 2.250e-02, eta: 4:18:09, time: 1.557, data_time: 0.002, memory: 10527, loss_action_cls: 0.0277, recall@thr=0.5: 0.7777, prec@thr=0.5: 0.8385, recall@top3: 0.8649, prec@top3: 0.6977, recall@top5: 0.9596, prec@top5: 0.4750, loss: 0.0277, grad_norm: 0.1163 2020-12-22 00:56:34,166 - mmaction - INFO - Epoch [13][180/1281] lr: 2.250e-02, eta: 4:17:38, time: 1.516, data_time: 0.004, memory: 10527, loss_action_cls: 0.0277, recall@thr=0.5: 0.7861, prec@thr=0.5: 0.8468, recall@top3: 0.8658, prec@top3: 0.7058, recall@top5: 0.9605, prec@top5: 0.4811, loss: 0.0277, grad_norm: 0.1145 2020-12-22 00:57:01,862 - mmaction - INFO - Epoch [13][200/1281] lr: 2.250e-02, eta: 4:17:05, time: 1.385, data_time: 0.090, memory: 10527, loss_action_cls: 0.0286, recall@thr=0.5: 0.7804, prec@thr=0.5: 0.8404, recall@top3: 0.8584, prec@top3: 0.7033, recall@top5: 0.9591, prec@top5: 0.4836, loss: 0.0286, grad_norm: 0.1170 2020-12-22 00:57:32,757 - mmaction - INFO - Epoch [13][220/1281] lr: 2.250e-02, eta: 4:16:35, time: 1.543, data_time: 0.002, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7962, prec@thr=0.5: 0.8581, recall@top3: 0.8690, prec@top3: 0.7180, recall@top5: 0.9620, prec@top5: 0.4892, loss: 0.0269, grad_norm: 0.1087 2020-12-22 00:58:02,241 - mmaction - INFO - Epoch [13][240/1281] lr: 2.250e-02, eta: 4:16:03, time: 1.476, data_time: 0.004, memory: 10527, loss_action_cls: 0.0275, recall@thr=0.5: 0.7872, prec@thr=0.5: 0.8440, recall@top3: 0.8662, prec@top3: 0.7028, recall@top5: 0.9611, prec@top5: 0.4791, loss: 0.0275, grad_norm: 0.1186 2020-12-22 00:58:30,807 - mmaction - INFO - Epoch [13][260/1281] lr: 2.250e-02, eta: 4:15:31, time: 1.428, data_time: 0.001, memory: 10527, loss_action_cls: 0.0274, recall@thr=0.5: 0.7930, prec@thr=0.5: 0.8520, recall@top3: 0.8688, prec@top3: 0.7083, recall@top5: 0.9602, prec@top5: 0.4815, loss: 0.0274, grad_norm: 0.1156 2020-12-22 00:59:02,003 - mmaction - INFO - Epoch [13][280/1281] lr: 2.250e-02, eta: 4:15:01, time: 1.559, data_time: 0.001, memory: 10527, loss_action_cls: 0.0284, recall@thr=0.5: 0.7775, prec@thr=0.5: 0.8402, recall@top3: 0.8599, prec@top3: 0.7044, recall@top5: 0.9580, prec@top5: 0.4823, loss: 0.0284, grad_norm: 0.1179 2020-12-22 00:59:29,884 - mmaction - INFO - Epoch [13][300/1281] lr: 2.250e-02, eta: 4:14:28, time: 1.392, data_time: 0.002, memory: 10527, loss_action_cls: 0.0278, recall@thr=0.5: 0.7866, prec@thr=0.5: 0.8412, recall@top3: 0.8670, prec@top3: 0.7074, recall@top5: 0.9601, prec@top5: 0.4817, loss: 0.0278, grad_norm: 0.1207 2020-12-22 01:00:00,119 - mmaction - INFO - Epoch [13][320/1281] lr: 2.250e-02, eta: 4:13:57, time: 1.512, data_time: 0.004, memory: 10527, loss_action_cls: 0.0275, recall@thr=0.5: 0.7899, prec@thr=0.5: 0.8418, recall@top3: 0.8658, prec@top3: 0.7066, recall@top5: 0.9597, prec@top5: 0.4823, loss: 0.0275, grad_norm: 0.1151 2020-12-22 01:00:30,261 - mmaction - INFO - Epoch [13][340/1281] lr: 2.250e-02, eta: 4:13:26, time: 1.510, data_time: 0.004, memory: 10527, loss_action_cls: 0.0274, recall@thr=0.5: 0.7922, prec@thr=0.5: 0.8474, recall@top3: 0.8700, prec@top3: 0.7126, recall@top5: 0.9620, prec@top5: 0.4849, loss: 0.0274, grad_norm: 0.1148 2020-12-22 01:00:59,233 - mmaction - INFO - Epoch [13][360/1281] lr: 2.250e-02, eta: 4:12:54, time: 1.447, data_time: 0.001, memory: 10527, loss_action_cls: 0.0279, recall@thr=0.5: 0.7815, prec@thr=0.5: 0.8403, recall@top3: 0.8635, prec@top3: 0.6963, recall@top5: 0.9574, prec@top5: 0.4744, loss: 0.0279, grad_norm: 0.1181 2020-12-22 01:01:28,441 - mmaction - INFO - Epoch [13][380/1281] lr: 2.250e-02, eta: 4:12:23, time: 1.462, data_time: 0.003, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7929, prec@thr=0.5: 0.8522, recall@top3: 0.8703, prec@top3: 0.7028, recall@top5: 0.9643, prec@top5: 0.4789, loss: 0.0268, grad_norm: 0.1160 2020-12-22 01:01:58,712 - mmaction - INFO - Epoch [13][400/1281] lr: 2.250e-02, eta: 4:11:52, time: 1.514, data_time: 0.001, memory: 10527, loss_action_cls: 0.0285, recall@thr=0.5: 0.7816, prec@thr=0.5: 0.8422, recall@top3: 0.8604, prec@top3: 0.6980, recall@top5: 0.9581, prec@top5: 0.4791, loss: 0.0285, grad_norm: 0.1178 2020-12-22 01:02:26,479 - mmaction - INFO - Epoch [13][420/1281] lr: 2.250e-02, eta: 4:11:19, time: 1.385, data_time: 0.001, memory: 10527, loss_action_cls: 0.0272, recall@thr=0.5: 0.7915, prec@thr=0.5: 0.8479, recall@top3: 0.8712, prec@top3: 0.7039, recall@top5: 0.9601, prec@top5: 0.4770, loss: 0.0272, grad_norm: 0.1155 2020-12-22 01:02:59,160 - mmaction - INFO - Epoch [13][440/1281] lr: 2.250e-02, eta: 4:10:50, time: 1.635, data_time: 0.147, memory: 10527, loss_action_cls: 0.0278, recall@thr=0.5: 0.7871, prec@thr=0.5: 0.8465, recall@top3: 0.8625, prec@top3: 0.7072, recall@top5: 0.9596, prec@top5: 0.4838, loss: 0.0278, grad_norm: 0.1178 2020-12-22 01:03:26,356 - mmaction - INFO - Epoch [13][460/1281] lr: 2.250e-02, eta: 4:10:17, time: 1.361, data_time: 0.003, memory: 10527, loss_action_cls: 0.0280, recall@thr=0.5: 0.7849, prec@thr=0.5: 0.8427, recall@top3: 0.8678, prec@top3: 0.7024, recall@top5: 0.9597, prec@top5: 0.4780, loss: 0.0280, grad_norm: 0.1159 2020-12-22 01:03:56,560 - mmaction - INFO - Epoch [13][480/1281] lr: 2.250e-02, eta: 4:09:46, time: 1.511, data_time: 0.001, memory: 10527, loss_action_cls: 0.0281, recall@thr=0.5: 0.7799, prec@thr=0.5: 0.8410, recall@top3: 0.8642, prec@top3: 0.7008, recall@top5: 0.9608, prec@top5: 0.4796, loss: 0.0281, grad_norm: 0.1177 2020-12-22 01:04:25,628 - mmaction - INFO - Epoch [13][500/1281] lr: 2.250e-02, eta: 4:09:14, time: 1.453, data_time: 0.023, memory: 10527, loss_action_cls: 0.0272, recall@thr=0.5: 0.7963, prec@thr=0.5: 0.8509, recall@top3: 0.8692, prec@top3: 0.7062, recall@top5: 0.9633, prec@top5: 0.4820, loss: 0.0272, grad_norm: 0.1157 2020-12-22 01:04:55,914 - mmaction - INFO - Epoch [13][520/1281] lr: 2.250e-02, eta: 4:08:43, time: 1.514, data_time: 0.001, memory: 10527, loss_action_cls: 0.0282, recall@thr=0.5: 0.7876, prec@thr=0.5: 0.8461, recall@top3: 0.8641, prec@top3: 0.7066, recall@top5: 0.9586, prec@top5: 0.4828, loss: 0.0282, grad_norm: 0.1179 2020-12-22 01:05:25,437 - mmaction - INFO - Epoch [13][540/1281] lr: 2.250e-02, eta: 4:08:12, time: 1.476, data_time: 0.001, memory: 10527, loss_action_cls: 0.0270, recall@thr=0.5: 0.7920, prec@thr=0.5: 0.8500, recall@top3: 0.8700, prec@top3: 0.7076, recall@top5: 0.9648, prec@top5: 0.4827, loss: 0.0270, grad_norm: 0.1134 2020-12-22 01:05:52,791 - mmaction - INFO - Epoch [13][560/1281] lr: 2.250e-02, eta: 4:07:39, time: 1.366, data_time: 0.002, memory: 10527, loss_action_cls: 0.0276, recall@thr=0.5: 0.7853, prec@thr=0.5: 0.8479, recall@top3: 0.8658, prec@top3: 0.7023, recall@top5: 0.9598, prec@top5: 0.4791, loss: 0.0276, grad_norm: 0.1174 2020-12-22 01:06:22,835 - mmaction - INFO - Epoch [13][580/1281] lr: 2.250e-02, eta: 4:07:08, time: 1.502, data_time: 0.003, memory: 10527, loss_action_cls: 0.0272, recall@thr=0.5: 0.7910, prec@thr=0.5: 0.8500, recall@top3: 0.8716, prec@top3: 0.7048, recall@top5: 0.9630, prec@top5: 0.4783, loss: 0.0272, grad_norm: 0.1138 2020-12-22 01:06:52,952 - mmaction - INFO - Epoch [13][600/1281] lr: 2.250e-02, eta: 4:06:37, time: 1.507, data_time: 0.003, memory: 10527, loss_action_cls: 0.0280, recall@thr=0.5: 0.7866, prec@thr=0.5: 0.8505, recall@top3: 0.8619, prec@top3: 0.7021, recall@top5: 0.9580, prec@top5: 0.4798, loss: 0.0280, grad_norm: 0.1194 2020-12-22 01:07:25,506 - mmaction - INFO - Epoch [13][620/1281] lr: 2.250e-02, eta: 4:06:08, time: 1.624, data_time: 0.002, memory: 10527, loss_action_cls: 0.0276, recall@thr=0.5: 0.7897, prec@thr=0.5: 0.8485, recall@top3: 0.8698, prec@top3: 0.6985, recall@top5: 0.9586, prec@top5: 0.4736, loss: 0.0276, grad_norm: 0.1181 2020-12-22 01:07:53,812 - mmaction - INFO - Epoch [13][640/1281] lr: 2.250e-02, eta: 4:05:36, time: 1.420, data_time: 0.005, memory: 10527, loss_action_cls: 0.0283, recall@thr=0.5: 0.7845, prec@thr=0.5: 0.8511, recall@top3: 0.8621, prec@top3: 0.7040, recall@top5: 0.9557, prec@top5: 0.4801, loss: 0.0283, grad_norm: 0.1180 2020-12-22 01:08:24,564 - mmaction - INFO - Epoch [13][660/1281] lr: 2.250e-02, eta: 4:05:05, time: 1.535, data_time: 0.001, memory: 10527, loss_action_cls: 0.0272, recall@thr=0.5: 0.7955, prec@thr=0.5: 0.8516, recall@top3: 0.8717, prec@top3: 0.7101, recall@top5: 0.9622, prec@top5: 0.4829, loss: 0.0272, grad_norm: 0.1112 2020-12-22 01:08:51,614 - mmaction - INFO - Epoch [13][680/1281] lr: 2.250e-02, eta: 4:04:32, time: 1.352, data_time: 0.004, memory: 10527, loss_action_cls: 0.0283, recall@thr=0.5: 0.7864, prec@thr=0.5: 0.8423, recall@top3: 0.8694, prec@top3: 0.7056, recall@top5: 0.9577, prec@top5: 0.4772, loss: 0.0283, grad_norm: 0.1224 2020-12-22 01:09:20,590 - mmaction - INFO - Epoch [13][700/1281] lr: 2.250e-02, eta: 4:04:01, time: 1.451, data_time: 0.004, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7922, prec@thr=0.5: 0.8485, recall@top3: 0.8742, prec@top3: 0.7088, recall@top5: 0.9609, prec@top5: 0.4792, loss: 0.0269, grad_norm: 0.1146 2020-12-22 01:09:48,949 - mmaction - INFO - Epoch [13][720/1281] lr: 2.250e-02, eta: 4:03:28, time: 1.416, data_time: 0.002, memory: 10527, loss_action_cls: 0.0278, recall@thr=0.5: 0.7906, prec@thr=0.5: 0.8471, recall@top3: 0.8676, prec@top3: 0.7018, recall@top5: 0.9572, prec@top5: 0.4769, loss: 0.0278, grad_norm: 0.1153 2020-12-22 01:10:19,188 - mmaction - INFO - Epoch [13][740/1281] lr: 2.250e-02, eta: 4:02:58, time: 1.515, data_time: 0.004, memory: 10527, loss_action_cls: 0.0271, recall@thr=0.5: 0.7893, prec@thr=0.5: 0.8405, recall@top3: 0.8689, prec@top3: 0.6997, recall@top5: 0.9600, prec@top5: 0.4758, loss: 0.0271, grad_norm: 0.1181 2020-12-22 01:10:48,744 - mmaction - INFO - Epoch [13][760/1281] lr: 2.250e-02, eta: 4:02:26, time: 1.478, data_time: 0.001, memory: 10527, loss_action_cls: 0.0271, recall@thr=0.5: 0.7965, prec@thr=0.5: 0.8518, recall@top3: 0.8710, prec@top3: 0.7104, recall@top5: 0.9620, prec@top5: 0.4822, loss: 0.0271, grad_norm: 0.1186 2020-12-22 01:11:18,101 - mmaction - INFO - Epoch [13][780/1281] lr: 2.250e-02, eta: 4:01:55, time: 1.468, data_time: 0.001, memory: 10527, loss_action_cls: 0.0282, recall@thr=0.5: 0.7848, prec@thr=0.5: 0.8433, recall@top3: 0.8623, prec@top3: 0.7027, recall@top5: 0.9587, prec@top5: 0.4805, loss: 0.0282, grad_norm: 0.1193 2020-12-22 01:11:46,369 - mmaction - INFO - Epoch [13][800/1281] lr: 2.250e-02, eta: 4:01:23, time: 1.413, data_time: 0.001, memory: 10527, loss_action_cls: 0.0284, recall@thr=0.5: 0.7803, prec@thr=0.5: 0.8367, recall@top3: 0.8580, prec@top3: 0.7043, recall@top5: 0.9563, prec@top5: 0.4820, loss: 0.0284, grad_norm: 0.1195 2020-12-22 01:12:15,192 - mmaction - INFO - Epoch [13][820/1281] lr: 2.250e-02, eta: 4:00:51, time: 1.441, data_time: 0.001, memory: 10527, loss_action_cls: 0.0276, recall@thr=0.5: 0.7825, prec@thr=0.5: 0.8459, recall@top3: 0.8656, prec@top3: 0.7042, recall@top5: 0.9593, prec@top5: 0.4799, loss: 0.0276, grad_norm: 0.1144 2020-12-22 01:12:45,818 - mmaction - INFO - Epoch [13][840/1281] lr: 2.250e-02, eta: 4:00:20, time: 1.530, data_time: 0.002, memory: 10527, loss_action_cls: 0.0280, recall@thr=0.5: 0.7832, prec@thr=0.5: 0.8436, recall@top3: 0.8616, prec@top3: 0.7049, recall@top5: 0.9575, prec@top5: 0.4822, loss: 0.0280, grad_norm: 0.1183 2020-12-22 01:13:13,984 - mmaction - INFO - Epoch [13][860/1281] lr: 2.250e-02, eta: 3:59:48, time: 1.408, data_time: 0.003, memory: 10527, loss_action_cls: 0.0277, recall@thr=0.5: 0.7917, prec@thr=0.5: 0.8481, recall@top3: 0.8679, prec@top3: 0.7055, recall@top5: 0.9581, prec@top5: 0.4795, loss: 0.0277, grad_norm: 0.1151 2020-12-22 01:13:45,731 - mmaction - INFO - Epoch [13][880/1281] lr: 2.250e-02, eta: 3:59:18, time: 1.587, data_time: 0.003, memory: 10527, loss_action_cls: 0.0284, recall@thr=0.5: 0.7829, prec@thr=0.5: 0.8375, recall@top3: 0.8608, prec@top3: 0.7001, recall@top5: 0.9570, prec@top5: 0.4789, loss: 0.0284, grad_norm: 0.1201 2020-12-22 01:14:15,767 - mmaction - INFO - Epoch [13][900/1281] lr: 2.250e-02, eta: 3:58:47, time: 1.502, data_time: 0.004, memory: 10527, loss_action_cls: 0.0282, recall@thr=0.5: 0.7818, prec@thr=0.5: 0.8468, recall@top3: 0.8619, prec@top3: 0.6976, recall@top5: 0.9572, prec@top5: 0.4779, loss: 0.0282, grad_norm: 0.1188 2020-12-22 01:14:42,890 - mmaction - INFO - Epoch [13][920/1281] lr: 2.250e-02, eta: 3:58:15, time: 1.356, data_time: 0.003, memory: 10527, loss_action_cls: 0.0270, recall@thr=0.5: 0.7942, prec@thr=0.5: 0.8471, recall@top3: 0.8705, prec@top3: 0.7106, recall@top5: 0.9645, prec@top5: 0.4836, loss: 0.0270, grad_norm: 0.1178 2020-12-22 01:15:12,621 - mmaction - INFO - Epoch [13][940/1281] lr: 2.250e-02, eta: 3:57:43, time: 1.485, data_time: 0.087, memory: 10527, loss_action_cls: 0.0279, recall@thr=0.5: 0.7830, prec@thr=0.5: 0.8425, recall@top3: 0.8647, prec@top3: 0.7068, recall@top5: 0.9594, prec@top5: 0.4820, loss: 0.0279, grad_norm: 0.1197 2020-12-22 01:15:41,418 - mmaction - INFO - Epoch [13][960/1281] lr: 2.250e-02, eta: 3:57:12, time: 1.444, data_time: 0.005, memory: 10527, loss_action_cls: 0.0279, recall@thr=0.5: 0.7909, prec@thr=0.5: 0.8432, recall@top3: 0.8634, prec@top3: 0.6992, recall@top5: 0.9599, prec@top5: 0.4795, loss: 0.0279, grad_norm: 0.1158 2020-12-22 01:16:09,356 - mmaction - INFO - Epoch [13][980/1281] lr: 2.250e-02, eta: 3:56:39, time: 1.395, data_time: 0.001, memory: 10527, loss_action_cls: 0.0280, recall@thr=0.5: 0.7797, prec@thr=0.5: 0.8415, recall@top3: 0.8629, prec@top3: 0.6995, recall@top5: 0.9569, prec@top5: 0.4772, loss: 0.0280, grad_norm: 0.1178 2020-12-22 01:16:45,521 - mmaction - INFO - Epoch [13][1000/1281] lr: 2.250e-02, eta: 3:56:12, time: 1.810, data_time: 0.009, memory: 10527, loss_action_cls: 0.0281, recall@thr=0.5: 0.7875, prec@thr=0.5: 0.8391, recall@top3: 0.8646, prec@top3: 0.7039, recall@top5: 0.9590, prec@top5: 0.4804, loss: 0.0281, grad_norm: 0.1214 2020-12-22 01:17:10,933 - mmaction - INFO - Epoch [13][1020/1281] lr: 2.250e-02, eta: 3:55:38, time: 1.268, data_time: 0.002, memory: 10527, loss_action_cls: 0.0279, recall@thr=0.5: 0.7876, prec@thr=0.5: 0.8479, recall@top3: 0.8644, prec@top3: 0.6985, recall@top5: 0.9598, prec@top5: 0.4775, loss: 0.0279, grad_norm: 0.1174 2020-12-22 01:17:40,939 - mmaction - INFO - Epoch [13][1040/1281] lr: 2.250e-02, eta: 3:55:07, time: 1.503, data_time: 0.168, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7947, prec@thr=0.5: 0.8531, recall@top3: 0.8698, prec@top3: 0.7130, recall@top5: 0.9634, prec@top5: 0.4863, loss: 0.0266, grad_norm: 0.1148 2020-12-22 01:18:10,915 - mmaction - INFO - Epoch [13][1060/1281] lr: 2.250e-02, eta: 3:54:36, time: 1.498, data_time: 0.062, memory: 10527, loss_action_cls: 0.0280, recall@thr=0.5: 0.7813, prec@thr=0.5: 0.8390, recall@top3: 0.8623, prec@top3: 0.7002, recall@top5: 0.9570, prec@top5: 0.4782, loss: 0.0280, grad_norm: 0.1188 2020-12-22 01:18:38,507 - mmaction - INFO - Epoch [13][1080/1281] lr: 2.250e-02, eta: 3:54:04, time: 1.380, data_time: 0.072, memory: 10527, loss_action_cls: 0.0283, recall@thr=0.5: 0.7782, prec@thr=0.5: 0.8427, recall@top3: 0.8637, prec@top3: 0.6997, recall@top5: 0.9582, prec@top5: 0.4779, loss: 0.0283, grad_norm: 0.1213 2020-12-22 01:19:07,232 - mmaction - INFO - Epoch [13][1100/1281] lr: 2.250e-02, eta: 3:53:32, time: 1.436, data_time: 0.001, memory: 10527, loss_action_cls: 0.0281, recall@thr=0.5: 0.7849, prec@thr=0.5: 0.8463, recall@top3: 0.8668, prec@top3: 0.7035, recall@top5: 0.9610, prec@top5: 0.4792, loss: 0.0281, grad_norm: 0.1203 2020-12-22 01:19:36,822 - mmaction - INFO - Epoch [13][1120/1281] lr: 2.250e-02, eta: 3:53:01, time: 1.478, data_time: 0.002, memory: 10527, loss_action_cls: 0.0278, recall@thr=0.5: 0.7836, prec@thr=0.5: 0.8457, recall@top3: 0.8661, prec@top3: 0.6989, recall@top5: 0.9582, prec@top5: 0.4759, loss: 0.0278, grad_norm: 0.1170 2020-12-22 01:20:08,587 - mmaction - INFO - Epoch [13][1140/1281] lr: 2.250e-02, eta: 3:52:31, time: 1.590, data_time: 0.003, memory: 10527, loss_action_cls: 0.0279, recall@thr=0.5: 0.7856, prec@thr=0.5: 0.8459, recall@top3: 0.8673, prec@top3: 0.7050, recall@top5: 0.9610, prec@top5: 0.4804, loss: 0.0279, grad_norm: 0.1177 2020-12-22 01:20:35,782 - mmaction - INFO - Epoch [13][1160/1281] lr: 2.250e-02, eta: 3:51:59, time: 1.360, data_time: 0.002, memory: 10527, loss_action_cls: 0.0283, recall@thr=0.5: 0.7830, prec@thr=0.5: 0.8438, recall@top3: 0.8627, prec@top3: 0.7010, recall@top5: 0.9577, prec@top5: 0.4788, loss: 0.0283, grad_norm: 0.1186 2020-12-22 01:21:05,731 - mmaction - INFO - Epoch [13][1180/1281] lr: 2.250e-02, eta: 3:51:28, time: 1.497, data_time: 0.002, memory: 10527, loss_action_cls: 0.0282, recall@thr=0.5: 0.7859, prec@thr=0.5: 0.8424, recall@top3: 0.8692, prec@top3: 0.7090, recall@top5: 0.9598, prec@top5: 0.4825, loss: 0.0282, grad_norm: 0.1202 2020-12-22 01:21:34,457 - mmaction - INFO - Epoch [13][1200/1281] lr: 2.250e-02, eta: 3:50:56, time: 1.436, data_time: 0.002, memory: 10527, loss_action_cls: 0.0282, recall@thr=0.5: 0.7856, prec@thr=0.5: 0.8439, recall@top3: 0.8630, prec@top3: 0.7026, recall@top5: 0.9611, prec@top5: 0.4818, loss: 0.0282, grad_norm: 0.1212 2020-12-22 01:22:03,286 - mmaction - INFO - Epoch [13][1220/1281] lr: 2.250e-02, eta: 3:50:24, time: 1.443, data_time: 0.003, memory: 10527, loss_action_cls: 0.0278, recall@thr=0.5: 0.7869, prec@thr=0.5: 0.8500, recall@top3: 0.8684, prec@top3: 0.7012, recall@top5: 0.9577, prec@top5: 0.4751, loss: 0.0278, grad_norm: 0.1198 2020-12-22 01:22:32,826 - mmaction - INFO - Epoch [13][1240/1281] lr: 2.250e-02, eta: 3:49:53, time: 1.477, data_time: 0.002, memory: 10527, loss_action_cls: 0.0277, recall@thr=0.5: 0.7893, prec@thr=0.5: 0.8460, recall@top3: 0.8659, prec@top3: 0.7121, recall@top5: 0.9602, prec@top5: 0.4859, loss: 0.0277, grad_norm: 0.1169 2020-12-22 01:23:02,058 - mmaction - INFO - Epoch [13][1260/1281] lr: 2.250e-02, eta: 3:49:22, time: 1.461, data_time: 0.001, memory: 10527, loss_action_cls: 0.0278, recall@thr=0.5: 0.7825, prec@thr=0.5: 0.8449, recall@top3: 0.8629, prec@top3: 0.6983, recall@top5: 0.9591, prec@top5: 0.4780, loss: 0.0278, grad_norm: 0.1193 2020-12-22 01:23:29,926 - mmaction - INFO - Epoch [13][1280/1281] lr: 2.250e-02, eta: 3:48:50, time: 1.394, data_time: 0.002, memory: 10527, loss_action_cls: 0.0270, recall@thr=0.5: 0.7926, prec@thr=0.5: 0.8465, recall@top3: 0.8706, prec@top3: 0.7061, recall@top5: 0.9618, prec@top5: 0.4793, loss: 0.0270, grad_norm: 0.1191 2020-12-22 01:23:33,795 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-12-22 01:32:36,643 - mmaction - INFO - Evaluating proposal ... 2020-12-22 01:33:44,552 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-22 01:33:44,553 - mmaction - INFO - Evaluating bbox ... 2020-12-22 01:42:06,349 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2528 2020-12-22 01:42:07,549 - mmaction - INFO - Epoch(val) [13][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2528 2020-12-22 01:43:24,652 - mmaction - INFO - Epoch [14][20/1281] lr: 2.250e-02, eta: 3:48:42, time: 3.854, data_time: 2.714, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.7992, prec@thr=0.5: 0.8569, recall@top3: 0.8726, prec@top3: 0.7155, recall@top5: 0.9617, prec@top5: 0.4853, loss: 0.0264, grad_norm: 0.1144 2020-12-22 01:43:53,906 - mmaction - INFO - Epoch [14][40/1281] lr: 2.250e-02, eta: 3:48:10, time: 1.462, data_time: 0.132, memory: 10527, loss_action_cls: 0.0274, recall@thr=0.5: 0.7918, prec@thr=0.5: 0.8457, recall@top3: 0.8694, prec@top3: 0.6996, recall@top5: 0.9596, prec@top5: 0.4750, loss: 0.0274, grad_norm: 0.1219 2020-12-22 01:44:23,268 - mmaction - INFO - Epoch [14][60/1281] lr: 2.250e-02, eta: 3:47:39, time: 1.468, data_time: 0.253, memory: 10527, loss_action_cls: 0.0270, recall@thr=0.5: 0.7886, prec@thr=0.5: 0.8509, recall@top3: 0.8671, prec@top3: 0.7027, recall@top5: 0.9636, prec@top5: 0.4800, loss: 0.0270, grad_norm: 0.1177 2020-12-22 01:44:53,563 - mmaction - INFO - Epoch [14][80/1281] lr: 2.250e-02, eta: 3:47:08, time: 1.513, data_time: 0.002, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7903, prec@thr=0.5: 0.8479, recall@top3: 0.8697, prec@top3: 0.7026, recall@top5: 0.9648, prec@top5: 0.4792, loss: 0.0269, grad_norm: 0.1192 2020-12-22 01:45:22,444 - mmaction - INFO - Epoch [14][100/1281] lr: 2.250e-02, eta: 3:46:36, time: 1.446, data_time: 0.058, memory: 10527, loss_action_cls: 0.0282, recall@thr=0.5: 0.7836, prec@thr=0.5: 0.8420, recall@top3: 0.8634, prec@top3: 0.7046, recall@top5: 0.9586, prec@top5: 0.4810, loss: 0.0282, grad_norm: 0.1215 2020-12-22 01:45:51,871 - mmaction - INFO - Epoch [14][120/1281] lr: 2.250e-02, eta: 3:46:05, time: 1.469, data_time: 0.077, memory: 10527, loss_action_cls: 0.0271, recall@thr=0.5: 0.7995, prec@thr=0.5: 0.8541, recall@top3: 0.8676, prec@top3: 0.7081, recall@top5: 0.9621, prec@top5: 0.4828, loss: 0.0271, grad_norm: 0.1193 2020-12-22 01:46:20,051 - mmaction - INFO - Epoch [14][140/1281] lr: 2.250e-02, eta: 3:45:33, time: 1.411, data_time: 0.004, memory: 10527, loss_action_cls: 0.0273, recall@thr=0.5: 0.7852, prec@thr=0.5: 0.8435, recall@top3: 0.8665, prec@top3: 0.7056, recall@top5: 0.9591, prec@top5: 0.4797, loss: 0.0273, grad_norm: 0.1198 2020-12-22 01:46:49,085 - mmaction - INFO - Epoch [14][160/1281] lr: 2.250e-02, eta: 3:45:01, time: 1.451, data_time: 0.002, memory: 10527, loss_action_cls: 0.0272, recall@thr=0.5: 0.7940, prec@thr=0.5: 0.8481, recall@top3: 0.8691, prec@top3: 0.7065, recall@top5: 0.9617, prec@top5: 0.4816, loss: 0.0272, grad_norm: 0.1204 2020-12-22 01:47:19,359 - mmaction - INFO - Epoch [14][180/1281] lr: 2.250e-02, eta: 3:44:31, time: 1.515, data_time: 0.002, memory: 10527, loss_action_cls: 0.0271, recall@thr=0.5: 0.7894, prec@thr=0.5: 0.8489, recall@top3: 0.8688, prec@top3: 0.7033, recall@top5: 0.9609, prec@top5: 0.4785, loss: 0.0271, grad_norm: 0.1227 2020-12-22 01:47:49,771 - mmaction - INFO - Epoch [14][200/1281] lr: 2.250e-02, eta: 3:44:00, time: 1.518, data_time: 0.001, memory: 10527, loss_action_cls: 0.0275, recall@thr=0.5: 0.7884, prec@thr=0.5: 0.8503, recall@top3: 0.8659, prec@top3: 0.7094, recall@top5: 0.9609, prec@top5: 0.4829, loss: 0.0275, grad_norm: 0.1176 2020-12-22 01:48:16,340 - mmaction - INFO - Epoch [14][220/1281] lr: 2.250e-02, eta: 3:43:27, time: 1.330, data_time: 0.004, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7943, prec@thr=0.5: 0.8511, recall@top3: 0.8701, prec@top3: 0.7059, recall@top5: 0.9631, prec@top5: 0.4813, loss: 0.0269, grad_norm: 0.1175 2020-12-22 01:48:44,993 - mmaction - INFO - Epoch [14][240/1281] lr: 2.250e-02, eta: 3:42:55, time: 1.433, data_time: 0.002, memory: 10527, loss_action_cls: 0.0278, recall@thr=0.5: 0.7904, prec@thr=0.5: 0.8463, recall@top3: 0.8674, prec@top3: 0.7037, recall@top5: 0.9602, prec@top5: 0.4792, loss: 0.0278, grad_norm: 0.1190 2020-12-22 01:49:15,327 - mmaction - INFO - Epoch [14][260/1281] lr: 2.250e-02, eta: 3:42:24, time: 1.515, data_time: 0.001, memory: 10527, loss_action_cls: 0.0272, recall@thr=0.5: 0.7867, prec@thr=0.5: 0.8438, recall@top3: 0.8699, prec@top3: 0.7028, recall@top5: 0.9620, prec@top5: 0.4784, loss: 0.0272, grad_norm: 0.1167 2020-12-22 01:49:44,228 - mmaction - INFO - Epoch [14][280/1281] lr: 2.250e-02, eta: 3:41:53, time: 1.446, data_time: 0.003, memory: 10527, loss_action_cls: 0.0274, recall@thr=0.5: 0.7906, prec@thr=0.5: 0.8469, recall@top3: 0.8640, prec@top3: 0.7119, recall@top5: 0.9588, prec@top5: 0.4862, loss: 0.0274, grad_norm: 0.1170 2020-12-22 01:50:12,762 - mmaction - INFO - Epoch [14][300/1281] lr: 2.250e-02, eta: 3:41:21, time: 1.425, data_time: 0.001, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.8043, prec@thr=0.5: 0.8568, recall@top3: 0.8746, prec@top3: 0.7066, recall@top5: 0.9631, prec@top5: 0.4799, loss: 0.0264, grad_norm: 0.1210 2020-12-22 01:50:42,269 - mmaction - INFO - Epoch [14][320/1281] lr: 2.250e-02, eta: 3:40:50, time: 1.475, data_time: 0.029, memory: 10527, loss_action_cls: 0.0273, recall@thr=0.5: 0.7823, prec@thr=0.5: 0.8463, recall@top3: 0.8695, prec@top3: 0.7008, recall@top5: 0.9595, prec@top5: 0.4758, loss: 0.0273, grad_norm: 0.1205 2020-12-22 01:51:15,336 - mmaction - INFO - Epoch [14][340/1281] lr: 2.250e-02, eta: 3:40:21, time: 1.656, data_time: 0.009, memory: 10527, loss_action_cls: 0.0276, recall@thr=0.5: 0.7891, prec@thr=0.5: 0.8472, recall@top3: 0.8683, prec@top3: 0.6987, recall@top5: 0.9587, prec@top5: 0.4750, loss: 0.0276, grad_norm: 0.1240 2020-12-22 01:51:43,503 - mmaction - INFO - Epoch [14][360/1281] lr: 2.250e-02, eta: 3:39:49, time: 1.408, data_time: 0.001, memory: 10527, loss_action_cls: 0.0272, recall@thr=0.5: 0.7856, prec@thr=0.5: 0.8464, recall@top3: 0.8677, prec@top3: 0.6993, recall@top5: 0.9609, prec@top5: 0.4768, loss: 0.0272, grad_norm: 0.1218 2020-12-22 01:52:11,749 - mmaction - INFO - Epoch [14][380/1281] lr: 2.250e-02, eta: 3:39:17, time: 1.412, data_time: 0.002, memory: 10527, loss_action_cls: 0.0270, recall@thr=0.5: 0.7865, prec@thr=0.5: 0.8486, recall@top3: 0.8670, prec@top3: 0.7078, recall@top5: 0.9644, prec@top5: 0.4836, loss: 0.0270, grad_norm: 0.1179 2020-12-22 01:52:44,430 - mmaction - INFO - Epoch [14][400/1281] lr: 2.250e-02, eta: 3:38:47, time: 1.634, data_time: 0.001, memory: 10527, loss_action_cls: 0.0271, recall@thr=0.5: 0.7880, prec@thr=0.5: 0.8477, recall@top3: 0.8689, prec@top3: 0.7098, recall@top5: 0.9618, prec@top5: 0.4831, loss: 0.0271, grad_norm: 0.1221 2020-12-22 01:53:14,062 - mmaction - INFO - Epoch [14][420/1281] lr: 2.250e-02, eta: 3:38:16, time: 1.482, data_time: 0.002, memory: 10527, loss_action_cls: 0.0273, recall@thr=0.5: 0.7923, prec@thr=0.5: 0.8428, recall@top3: 0.8694, prec@top3: 0.7082, recall@top5: 0.9618, prec@top5: 0.4808, loss: 0.0273, grad_norm: 0.1218 2020-12-22 01:53:43,478 - mmaction - INFO - Epoch [14][440/1281] lr: 2.250e-02, eta: 3:37:45, time: 1.469, data_time: 0.002, memory: 10527, loss_action_cls: 0.0279, recall@thr=0.5: 0.7872, prec@thr=0.5: 0.8454, recall@top3: 0.8642, prec@top3: 0.6983, recall@top5: 0.9556, prec@top5: 0.4760, loss: 0.0279, grad_norm: 0.1245 2020-12-22 01:54:13,436 - mmaction - INFO - Epoch [14][460/1281] lr: 2.250e-02, eta: 3:37:14, time: 1.498, data_time: 0.003, memory: 10527, loss_action_cls: 0.0276, recall@thr=0.5: 0.7814, prec@thr=0.5: 0.8475, recall@top3: 0.8641, prec@top3: 0.7057, recall@top5: 0.9599, prec@top5: 0.4826, loss: 0.0276, grad_norm: 0.1207 2020-12-22 01:54:43,911 - mmaction - INFO - Epoch [14][480/1281] lr: 2.250e-02, eta: 3:36:43, time: 1.525, data_time: 0.003, memory: 10527, loss_action_cls: 0.0274, recall@thr=0.5: 0.7934, prec@thr=0.5: 0.8478, recall@top3: 0.8671, prec@top3: 0.7102, recall@top5: 0.9606, prec@top5: 0.4836, loss: 0.0274, grad_norm: 0.1182 2020-12-22 01:55:11,056 - mmaction - INFO - Epoch [14][500/1281] lr: 2.250e-02, eta: 3:36:11, time: 1.357, data_time: 0.002, memory: 10527, loss_action_cls: 0.0271, recall@thr=0.5: 0.7884, prec@thr=0.5: 0.8510, recall@top3: 0.8731, prec@top3: 0.7088, recall@top5: 0.9634, prec@top5: 0.4807, loss: 0.0271, grad_norm: 0.1237 2020-12-22 01:55:40,813 - mmaction - INFO - Epoch [14][520/1281] lr: 2.250e-02, eta: 3:35:40, time: 1.490, data_time: 0.003, memory: 10527, loss_action_cls: 0.0279, recall@thr=0.5: 0.7829, prec@thr=0.5: 0.8457, recall@top3: 0.8619, prec@top3: 0.7092, recall@top5: 0.9605, prec@top5: 0.4864, loss: 0.0279, grad_norm: 0.1242 2020-12-22 01:56:10,761 - mmaction - INFO - Epoch [14][540/1281] lr: 2.250e-02, eta: 3:35:09, time: 1.497, data_time: 0.001, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7924, prec@thr=0.5: 0.8518, recall@top3: 0.8710, prec@top3: 0.7024, recall@top5: 0.9630, prec@top5: 0.4780, loss: 0.0269, grad_norm: 0.1194 2020-12-22 01:56:40,276 - mmaction - INFO - Epoch [14][560/1281] lr: 2.250e-02, eta: 3:34:37, time: 1.476, data_time: 0.001, memory: 10527, loss_action_cls: 0.0273, recall@thr=0.5: 0.7882, prec@thr=0.5: 0.8453, recall@top3: 0.8687, prec@top3: 0.6986, recall@top5: 0.9614, prec@top5: 0.4751, loss: 0.0273, grad_norm: 0.1237 2020-12-22 01:57:10,632 - mmaction - INFO - Epoch [14][580/1281] lr: 2.250e-02, eta: 3:34:07, time: 1.518, data_time: 0.001, memory: 10527, loss_action_cls: 0.0279, recall@thr=0.5: 0.7906, prec@thr=0.5: 0.8452, recall@top3: 0.8672, prec@top3: 0.7095, recall@top5: 0.9579, prec@top5: 0.4817, loss: 0.0279, grad_norm: 0.1225 2020-12-22 01:57:41,225 - mmaction - INFO - Epoch [14][600/1281] lr: 2.250e-02, eta: 3:33:36, time: 1.530, data_time: 0.001, memory: 10527, loss_action_cls: 0.0272, recall@thr=0.5: 0.7862, prec@thr=0.5: 0.8497, recall@top3: 0.8670, prec@top3: 0.7102, recall@top5: 0.9600, prec@top5: 0.4837, loss: 0.0272, grad_norm: 0.1186 2020-12-22 01:58:08,774 - mmaction - INFO - Epoch [14][620/1281] lr: 2.250e-02, eta: 3:33:04, time: 1.377, data_time: 0.001, memory: 10527, loss_action_cls: 0.0271, recall@thr=0.5: 0.7907, prec@thr=0.5: 0.8400, recall@top3: 0.8682, prec@top3: 0.7050, recall@top5: 0.9597, prec@top5: 0.4793, loss: 0.0271, grad_norm: 0.1231 2020-12-22 01:58:38,648 - mmaction - INFO - Epoch [14][640/1281] lr: 2.250e-02, eta: 3:32:33, time: 1.493, data_time: 0.004, memory: 10527, loss_action_cls: 0.0270, recall@thr=0.5: 0.7941, prec@thr=0.5: 0.8501, recall@top3: 0.8710, prec@top3: 0.6989, recall@top5: 0.9580, prec@top5: 0.4728, loss: 0.0270, grad_norm: 0.1207 2020-12-22 01:59:08,078 - mmaction - INFO - Epoch [14][660/1281] lr: 2.250e-02, eta: 3:32:02, time: 1.472, data_time: 0.002, memory: 10527, loss_action_cls: 0.0280, recall@thr=0.5: 0.7855, prec@thr=0.5: 0.8453, recall@top3: 0.8604, prec@top3: 0.7036, recall@top5: 0.9581, prec@top5: 0.4827, loss: 0.0280, grad_norm: 0.1247 2020-12-22 01:59:36,421 - mmaction - INFO - Epoch [14][680/1281] lr: 2.250e-02, eta: 3:31:30, time: 1.417, data_time: 0.001, memory: 10527, loss_action_cls: 0.0275, recall@thr=0.5: 0.7883, prec@thr=0.5: 0.8474, recall@top3: 0.8678, prec@top3: 0.7042, recall@top5: 0.9607, prec@top5: 0.4802, loss: 0.0275, grad_norm: 0.1204 2020-12-22 02:00:05,816 - mmaction - INFO - Epoch [14][700/1281] lr: 2.250e-02, eta: 3:30:59, time: 1.470, data_time: 0.002, memory: 10527, loss_action_cls: 0.0274, recall@thr=0.5: 0.7902, prec@thr=0.5: 0.8506, recall@top3: 0.8683, prec@top3: 0.7028, recall@top5: 0.9599, prec@top5: 0.4792, loss: 0.0274, grad_norm: 0.1202 2020-12-22 02:00:34,697 - mmaction - INFO - Epoch [14][720/1281] lr: 2.250e-02, eta: 3:30:27, time: 1.444, data_time: 0.001, memory: 10527, loss_action_cls: 0.0277, recall@thr=0.5: 0.7874, prec@thr=0.5: 0.8402, recall@top3: 0.8647, prec@top3: 0.7070, recall@top5: 0.9616, prec@top5: 0.4837, loss: 0.0277, grad_norm: 0.1191 2020-12-22 02:01:03,624 - mmaction - INFO - Epoch [14][740/1281] lr: 2.250e-02, eta: 3:29:56, time: 1.446, data_time: 0.001, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7952, prec@thr=0.5: 0.8538, recall@top3: 0.8689, prec@top3: 0.7106, recall@top5: 0.9646, prec@top5: 0.4862, loss: 0.0268, grad_norm: 0.1194 2020-12-22 02:01:32,524 - mmaction - INFO - Epoch [14][760/1281] lr: 2.250e-02, eta: 3:29:24, time: 1.442, data_time: 0.001, memory: 10527, loss_action_cls: 0.0273, recall@thr=0.5: 0.7926, prec@thr=0.5: 0.8501, recall@top3: 0.8686, prec@top3: 0.7075, recall@top5: 0.9609, prec@top5: 0.4821, loss: 0.0273, grad_norm: 0.1212 2020-12-22 02:02:01,846 - mmaction - INFO - Epoch [14][780/1281] lr: 2.250e-02, eta: 3:28:53, time: 1.469, data_time: 0.005, memory: 10527, loss_action_cls: 0.0278, recall@thr=0.5: 0.7863, prec@thr=0.5: 0.8441, recall@top3: 0.8646, prec@top3: 0.7030, recall@top5: 0.9596, prec@top5: 0.4798, loss: 0.0278, grad_norm: 0.1207 2020-12-22 02:02:32,181 - mmaction - INFO - Epoch [14][800/1281] lr: 2.250e-02, eta: 3:28:22, time: 1.516, data_time: 0.002, memory: 10527, loss_action_cls: 0.0272, recall@thr=0.5: 0.7900, prec@thr=0.5: 0.8469, recall@top3: 0.8661, prec@top3: 0.7077, recall@top5: 0.9616, prec@top5: 0.4835, loss: 0.0272, grad_norm: 0.1201 2020-12-22 02:03:00,697 - mmaction - INFO - Epoch [14][820/1281] lr: 2.250e-02, eta: 3:27:51, time: 1.424, data_time: 0.002, memory: 10527, loss_action_cls: 0.0277, recall@thr=0.5: 0.7920, prec@thr=0.5: 0.8502, recall@top3: 0.8656, prec@top3: 0.7103, recall@top5: 0.9600, prec@top5: 0.4846, loss: 0.0277, grad_norm: 0.1203 2020-12-22 02:03:30,297 - mmaction - INFO - Epoch [14][840/1281] lr: 2.250e-02, eta: 3:27:20, time: 1.482, data_time: 0.004, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7969, prec@thr=0.5: 0.8552, recall@top3: 0.8701, prec@top3: 0.7053, recall@top5: 0.9651, prec@top5: 0.4819, loss: 0.0266, grad_norm: 0.1204 2020-12-22 02:03:58,275 - mmaction - INFO - Epoch [14][860/1281] lr: 2.250e-02, eta: 3:26:48, time: 1.398, data_time: 0.002, memory: 10527, loss_action_cls: 0.0271, recall@thr=0.5: 0.7981, prec@thr=0.5: 0.8552, recall@top3: 0.8734, prec@top3: 0.7005, recall@top5: 0.9609, prec@top5: 0.4753, loss: 0.0271, grad_norm: 0.1213 2020-12-22 02:04:27,225 - mmaction - INFO - Epoch [14][880/1281] lr: 2.250e-02, eta: 3:26:17, time: 1.450, data_time: 0.003, memory: 10527, loss_action_cls: 0.0276, recall@thr=0.5: 0.7970, prec@thr=0.5: 0.8509, recall@top3: 0.8660, prec@top3: 0.7059, recall@top5: 0.9574, prec@top5: 0.4809, loss: 0.0276, grad_norm: 0.1200 2020-12-22 02:04:58,005 - mmaction - INFO - Epoch [14][900/1281] lr: 2.250e-02, eta: 3:25:46, time: 1.537, data_time: 0.001, memory: 10527, loss_action_cls: 0.0276, recall@thr=0.5: 0.7875, prec@thr=0.5: 0.8455, recall@top3: 0.8710, prec@top3: 0.7024, recall@top5: 0.9575, prec@top5: 0.4756, loss: 0.0276, grad_norm: 0.1214 2020-12-22 02:05:27,028 - mmaction - INFO - Epoch [14][920/1281] lr: 2.250e-02, eta: 3:25:15, time: 1.451, data_time: 0.002, memory: 10527, loss_action_cls: 0.0273, recall@thr=0.5: 0.7873, prec@thr=0.5: 0.8419, recall@top3: 0.8655, prec@top3: 0.7060, recall@top5: 0.9606, prec@top5: 0.4816, loss: 0.0273, grad_norm: 0.1238 2020-12-22 02:05:54,294 - mmaction - INFO - Epoch [14][940/1281] lr: 2.250e-02, eta: 3:24:43, time: 1.365, data_time: 0.003, memory: 10527, loss_action_cls: 0.0275, recall@thr=0.5: 0.7916, prec@thr=0.5: 0.8471, recall@top3: 0.8697, prec@top3: 0.7104, recall@top5: 0.9619, prec@top5: 0.4828, loss: 0.0275, grad_norm: 0.1228 2020-12-22 02:06:24,735 - mmaction - INFO - Epoch [14][960/1281] lr: 2.250e-02, eta: 3:24:12, time: 1.523, data_time: 0.002, memory: 10527, loss_action_cls: 0.0270, recall@thr=0.5: 0.7952, prec@thr=0.5: 0.8428, recall@top3: 0.8733, prec@top3: 0.7160, recall@top5: 0.9612, prec@top5: 0.4850, loss: 0.0270, grad_norm: 0.1198 2020-12-22 02:06:53,081 - mmaction - INFO - Epoch [14][980/1281] lr: 2.250e-02, eta: 3:23:40, time: 1.416, data_time: 0.001, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7887, prec@thr=0.5: 0.8471, recall@top3: 0.8697, prec@top3: 0.7029, recall@top5: 0.9623, prec@top5: 0.4783, loss: 0.0269, grad_norm: 0.1179 2020-12-22 02:07:22,094 - mmaction - INFO - Epoch [14][1000/1281] lr: 2.250e-02, eta: 3:23:09, time: 1.450, data_time: 0.002, memory: 10527, loss_action_cls: 0.0277, recall@thr=0.5: 0.7894, prec@thr=0.5: 0.8463, recall@top3: 0.8658, prec@top3: 0.7150, recall@top5: 0.9627, prec@top5: 0.4894, loss: 0.0277, grad_norm: 0.1213 2020-12-22 02:07:50,720 - mmaction - INFO - Epoch [14][1020/1281] lr: 2.250e-02, eta: 3:22:37, time: 1.433, data_time: 0.003, memory: 10527, loss_action_cls: 0.0274, recall@thr=0.5: 0.7931, prec@thr=0.5: 0.8538, recall@top3: 0.8657, prec@top3: 0.7159, recall@top5: 0.9595, prec@top5: 0.4883, loss: 0.0274, grad_norm: 0.1282 2020-12-22 02:08:20,605 - mmaction - INFO - Epoch [14][1040/1281] lr: 2.250e-02, eta: 3:22:06, time: 1.492, data_time: 0.001, memory: 10527, loss_action_cls: 0.0278, recall@thr=0.5: 0.7900, prec@thr=0.5: 0.8486, recall@top3: 0.8660, prec@top3: 0.7043, recall@top5: 0.9594, prec@top5: 0.4802, loss: 0.0278, grad_norm: 0.1203 2020-12-22 02:08:49,285 - mmaction - INFO - Epoch [14][1060/1281] lr: 2.250e-02, eta: 3:21:35, time: 1.431, data_time: 0.004, memory: 10527, loss_action_cls: 0.0273, recall@thr=0.5: 0.7831, prec@thr=0.5: 0.8474, recall@top3: 0.8716, prec@top3: 0.7005, recall@top5: 0.9617, prec@top5: 0.4765, loss: 0.0273, grad_norm: 0.1242 2020-12-22 02:09:18,703 - mmaction - INFO - Epoch [14][1080/1281] lr: 2.250e-02, eta: 3:21:04, time: 1.475, data_time: 0.006, memory: 10527, loss_action_cls: 0.0274, recall@thr=0.5: 0.7956, prec@thr=0.5: 0.8474, recall@top3: 0.8668, prec@top3: 0.7068, recall@top5: 0.9597, prec@top5: 0.4810, loss: 0.0274, grad_norm: 0.1194 2020-12-22 02:09:49,496 - mmaction - INFO - Epoch [14][1100/1281] lr: 2.250e-02, eta: 3:20:33, time: 1.540, data_time: 0.002, memory: 10527, loss_action_cls: 0.0270, recall@thr=0.5: 0.7936, prec@thr=0.5: 0.8540, recall@top3: 0.8672, prec@top3: 0.7058, recall@top5: 0.9620, prec@top5: 0.4817, loss: 0.0270, grad_norm: 0.1220 2020-12-22 02:10:16,728 - mmaction - INFO - Epoch [14][1120/1281] lr: 2.250e-02, eta: 3:20:01, time: 1.359, data_time: 0.002, memory: 10527, loss_action_cls: 0.0273, recall@thr=0.5: 0.7884, prec@thr=0.5: 0.8501, recall@top3: 0.8659, prec@top3: 0.6968, recall@top5: 0.9613, prec@top5: 0.4754, loss: 0.0273, grad_norm: 0.1245 2020-12-22 02:10:48,021 - mmaction - INFO - Epoch [14][1140/1281] lr: 2.250e-02, eta: 3:19:31, time: 1.568, data_time: 0.004, memory: 10527, loss_action_cls: 0.0281, recall@thr=0.5: 0.7801, prec@thr=0.5: 0.8377, recall@top3: 0.8641, prec@top3: 0.7077, recall@top5: 0.9604, prec@top5: 0.4845, loss: 0.0281, grad_norm: 0.1251 2020-12-22 02:11:16,133 - mmaction - INFO - Epoch [14][1160/1281] lr: 2.250e-02, eta: 3:18:59, time: 1.405, data_time: 0.001, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7904, prec@thr=0.5: 0.8511, recall@top3: 0.8730, prec@top3: 0.7050, recall@top5: 0.9625, prec@top5: 0.4782, loss: 0.0269, grad_norm: 0.1184 2020-12-22 02:11:46,491 - mmaction - INFO - Epoch [14][1180/1281] lr: 2.250e-02, eta: 3:18:29, time: 1.518, data_time: 0.002, memory: 10527, loss_action_cls: 0.0272, recall@thr=0.5: 0.7978, prec@thr=0.5: 0.8496, recall@top3: 0.8659, prec@top3: 0.7079, recall@top5: 0.9636, prec@top5: 0.4842, loss: 0.0272, grad_norm: 0.1214 2020-12-22 02:12:14,861 - mmaction - INFO - Epoch [14][1200/1281] lr: 2.250e-02, eta: 3:17:57, time: 1.417, data_time: 0.002, memory: 10527, loss_action_cls: 0.0276, recall@thr=0.5: 0.7888, prec@thr=0.5: 0.8546, recall@top3: 0.8676, prec@top3: 0.7100, recall@top5: 0.9580, prec@top5: 0.4825, loss: 0.0276, grad_norm: 0.1198 2020-12-22 02:12:44,740 - mmaction - INFO - Epoch [14][1220/1281] lr: 2.250e-02, eta: 3:17:26, time: 1.496, data_time: 0.216, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7934, prec@thr=0.5: 0.8553, recall@top3: 0.8725, prec@top3: 0.7026, recall@top5: 0.9585, prec@top5: 0.4745, loss: 0.0268, grad_norm: 0.1208 2020-12-22 02:13:12,173 - mmaction - INFO - Epoch [14][1240/1281] lr: 2.250e-02, eta: 3:16:54, time: 1.369, data_time: 0.116, memory: 10527, loss_action_cls: 0.0277, recall@thr=0.5: 0.7903, prec@thr=0.5: 0.8463, recall@top3: 0.8648, prec@top3: 0.6986, recall@top5: 0.9589, prec@top5: 0.4765, loss: 0.0277, grad_norm: 0.1202 2020-12-22 02:13:42,744 - mmaction - INFO - Epoch [14][1260/1281] lr: 2.250e-02, eta: 3:16:24, time: 1.531, data_time: 0.186, memory: 10527, loss_action_cls: 0.0273, recall@thr=0.5: 0.7870, prec@thr=0.5: 0.8448, recall@top3: 0.8701, prec@top3: 0.7042, recall@top5: 0.9615, prec@top5: 0.4791, loss: 0.0273, grad_norm: 0.1221 2020-12-22 02:14:10,579 - mmaction - INFO - Epoch [14][1280/1281] lr: 2.250e-02, eta: 3:15:52, time: 1.393, data_time: 0.171, memory: 10527, loss_action_cls: 0.0271, recall@thr=0.5: 0.7933, prec@thr=0.5: 0.8536, recall@top3: 0.8692, prec@top3: 0.7083, recall@top5: 0.9610, prec@top5: 0.4814, loss: 0.0271, grad_norm: 0.1224 2020-12-22 02:14:14,293 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-12-22 02:23:17,451 - mmaction - INFO - Evaluating proposal ... 2020-12-22 02:24:26,524 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-22 02:24:26,524 - mmaction - INFO - Evaluating bbox ... 2020-12-22 02:32:48,355 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2527 2020-12-22 02:32:49,499 - mmaction - INFO - Epoch(val) [14][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2527 2020-12-22 02:34:06,274 - mmaction - INFO - Epoch [15][20/1281] lr: 2.250e-02, eta: 3:15:39, time: 3.836, data_time: 2.705, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7954, prec@thr=0.5: 0.8554, recall@top3: 0.8709, prec@top3: 0.7103, recall@top5: 0.9616, prec@top5: 0.4818, loss: 0.0269, grad_norm: 0.1194 2020-12-22 02:34:36,181 - mmaction - INFO - Epoch [15][40/1281] lr: 2.250e-02, eta: 3:15:08, time: 1.497, data_time: 0.357, memory: 10527, loss_action_cls: 0.0270, recall@thr=0.5: 0.7948, prec@thr=0.5: 0.8507, recall@top3: 0.8718, prec@top3: 0.7059, recall@top5: 0.9607, prec@top5: 0.4786, loss: 0.0270, grad_norm: 0.1225 2020-12-22 02:35:06,159 - mmaction - INFO - Epoch [15][60/1281] lr: 2.250e-02, eta: 3:14:37, time: 1.497, data_time: 0.093, memory: 10527, loss_action_cls: 0.0270, recall@thr=0.5: 0.7938, prec@thr=0.5: 0.8502, recall@top3: 0.8684, prec@top3: 0.7138, recall@top5: 0.9613, prec@top5: 0.4865, loss: 0.0270, grad_norm: 0.1215 2020-12-22 02:35:35,094 - mmaction - INFO - Epoch [15][80/1281] lr: 2.250e-02, eta: 3:14:06, time: 1.448, data_time: 0.004, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.8018, prec@thr=0.5: 0.8601, recall@top3: 0.8736, prec@top3: 0.7111, recall@top5: 0.9620, prec@top5: 0.4818, loss: 0.0266, grad_norm: 0.1198 2020-12-22 02:36:05,595 - mmaction - INFO - Epoch [15][100/1281] lr: 2.250e-02, eta: 3:13:35, time: 1.523, data_time: 0.003, memory: 10527, loss_action_cls: 0.0270, recall@thr=0.5: 0.7901, prec@thr=0.5: 0.8461, recall@top3: 0.8713, prec@top3: 0.7059, recall@top5: 0.9632, prec@top5: 0.4797, loss: 0.0270, grad_norm: 0.1237 2020-12-22 02:36:34,752 - mmaction - INFO - Epoch [15][120/1281] lr: 2.250e-02, eta: 3:13:04, time: 1.460, data_time: 0.005, memory: 10527, loss_action_cls: 0.0275, recall@thr=0.5: 0.7918, prec@thr=0.5: 0.8454, recall@top3: 0.8677, prec@top3: 0.7014, recall@top5: 0.9587, prec@top5: 0.4774, loss: 0.0275, grad_norm: 0.1212 2020-12-22 02:37:05,389 - mmaction - INFO - Epoch [15][140/1281] lr: 2.250e-02, eta: 3:12:33, time: 1.533, data_time: 0.003, memory: 10527, loss_action_cls: 0.0267, recall@thr=0.5: 0.7944, prec@thr=0.5: 0.8495, recall@top3: 0.8731, prec@top3: 0.7073, recall@top5: 0.9633, prec@top5: 0.4800, loss: 0.0267, grad_norm: 0.1237 2020-12-22 02:37:34,878 - mmaction - INFO - Epoch [15][160/1281] lr: 2.250e-02, eta: 3:12:02, time: 1.474, data_time: 0.001, memory: 10527, loss_action_cls: 0.0281, recall@thr=0.5: 0.7864, prec@thr=0.5: 0.8467, recall@top3: 0.8645, prec@top3: 0.7047, recall@top5: 0.9610, prec@top5: 0.4824, loss: 0.0281, grad_norm: 0.1266 2020-12-22 02:38:02,425 - mmaction - INFO - Epoch [15][180/1281] lr: 2.250e-02, eta: 3:11:30, time: 1.377, data_time: 0.002, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.7962, prec@thr=0.5: 0.8578, recall@top3: 0.8729, prec@top3: 0.7076, recall@top5: 0.9631, prec@top5: 0.4809, loss: 0.0264, grad_norm: 0.1192 2020-12-22 02:38:33,099 - mmaction - INFO - Epoch [15][200/1281] lr: 2.250e-02, eta: 3:11:00, time: 1.535, data_time: 0.011, memory: 10527, loss_action_cls: 0.0273, recall@thr=0.5: 0.7897, prec@thr=0.5: 0.8469, recall@top3: 0.8698, prec@top3: 0.7059, recall@top5: 0.9611, prec@top5: 0.4804, loss: 0.0273, grad_norm: 0.1257 2020-12-22 02:39:02,430 - mmaction - INFO - Epoch [15][220/1281] lr: 2.250e-02, eta: 3:10:29, time: 1.466, data_time: 0.001, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7964, prec@thr=0.5: 0.8516, recall@top3: 0.8700, prec@top3: 0.7107, recall@top5: 0.9604, prec@top5: 0.4829, loss: 0.0269, grad_norm: 0.1251 2020-12-22 02:39:32,165 - mmaction - INFO - Epoch [15][240/1281] lr: 2.250e-02, eta: 3:09:58, time: 1.488, data_time: 0.002, memory: 10527, loss_action_cls: 0.0270, recall@thr=0.5: 0.7982, prec@thr=0.5: 0.8495, recall@top3: 0.8705, prec@top3: 0.7105, recall@top5: 0.9630, prec@top5: 0.4836, loss: 0.0270, grad_norm: 0.1195 2020-12-22 02:39:59,410 - mmaction - INFO - Epoch [15][260/1281] lr: 2.250e-02, eta: 3:09:26, time: 1.360, data_time: 0.001, memory: 10527, loss_action_cls: 0.0273, recall@thr=0.5: 0.7936, prec@thr=0.5: 0.8447, recall@top3: 0.8698, prec@top3: 0.7044, recall@top5: 0.9600, prec@top5: 0.4788, loss: 0.0273, grad_norm: 0.1249 2020-12-22 02:40:29,786 - mmaction - INFO - Epoch [15][280/1281] lr: 2.250e-02, eta: 3:08:55, time: 1.521, data_time: 0.030, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.7951, prec@thr=0.5: 0.8517, recall@top3: 0.8699, prec@top3: 0.7099, recall@top5: 0.9627, prec@top5: 0.4830, loss: 0.0265, grad_norm: 0.1225 2020-12-22 02:41:00,407 - mmaction - INFO - Epoch [15][300/1281] lr: 2.250e-02, eta: 3:08:24, time: 1.529, data_time: 0.001, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7919, prec@thr=0.5: 0.8496, recall@top3: 0.8677, prec@top3: 0.7055, recall@top5: 0.9595, prec@top5: 0.4796, loss: 0.0269, grad_norm: 0.1230 2020-12-22 02:41:29,388 - mmaction - INFO - Epoch [15][320/1281] lr: 2.250e-02, eta: 3:07:53, time: 1.448, data_time: 0.100, memory: 10527, loss_action_cls: 0.0272, recall@thr=0.5: 0.7914, prec@thr=0.5: 0.8461, recall@top3: 0.8678, prec@top3: 0.7047, recall@top5: 0.9615, prec@top5: 0.4813, loss: 0.0272, grad_norm: 0.1276 2020-12-22 02:41:57,934 - mmaction - INFO - Epoch [15][340/1281] lr: 2.250e-02, eta: 3:07:22, time: 1.429, data_time: 0.003, memory: 10527, loss_action_cls: 0.0273, recall@thr=0.5: 0.7921, prec@thr=0.5: 0.8488, recall@top3: 0.8695, prec@top3: 0.7112, recall@top5: 0.9603, prec@top5: 0.4838, loss: 0.0273, grad_norm: 0.1244 2020-12-22 02:42:26,980 - mmaction - INFO - Epoch [15][360/1281] lr: 2.250e-02, eta: 3:06:50, time: 1.452, data_time: 0.077, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7906, prec@thr=0.5: 0.8498, recall@top3: 0.8719, prec@top3: 0.7029, recall@top5: 0.9629, prec@top5: 0.4780, loss: 0.0266, grad_norm: 0.1211 2020-12-22 02:42:57,081 - mmaction - INFO - Epoch [15][380/1281] lr: 2.250e-02, eta: 3:06:19, time: 1.503, data_time: 0.002, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7959, prec@thr=0.5: 0.8547, recall@top3: 0.8715, prec@top3: 0.7076, recall@top5: 0.9610, prec@top5: 0.4802, loss: 0.0268, grad_norm: 0.1235 2020-12-22 02:43:24,476 - mmaction - INFO - Epoch [15][400/1281] lr: 2.250e-02, eta: 3:05:48, time: 1.371, data_time: 0.005, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.8011, prec@thr=0.5: 0.8528, recall@top3: 0.8784, prec@top3: 0.7013, recall@top5: 0.9632, prec@top5: 0.4728, loss: 0.0262, grad_norm: 0.1210 2020-12-22 02:43:55,740 - mmaction - INFO - Epoch [15][420/1281] lr: 2.250e-02, eta: 3:05:17, time: 1.563, data_time: 0.003, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7953, prec@thr=0.5: 0.8540, recall@top3: 0.8737, prec@top3: 0.7066, recall@top5: 0.9630, prec@top5: 0.4786, loss: 0.0268, grad_norm: 0.1240 2020-12-22 02:44:23,976 - mmaction - INFO - Epoch [15][440/1281] lr: 2.250e-02, eta: 3:04:46, time: 1.410, data_time: 0.002, memory: 10527, loss_action_cls: 0.0271, recall@thr=0.5: 0.7942, prec@thr=0.5: 0.8548, recall@top3: 0.8710, prec@top3: 0.7059, recall@top5: 0.9621, prec@top5: 0.4798, loss: 0.0271, grad_norm: 0.1237 2020-12-22 02:44:53,880 - mmaction - INFO - Epoch [15][460/1281] lr: 2.250e-02, eta: 3:04:15, time: 1.498, data_time: 0.005, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7883, prec@thr=0.5: 0.8484, recall@top3: 0.8697, prec@top3: 0.6998, recall@top5: 0.9618, prec@top5: 0.4763, loss: 0.0268, grad_norm: 0.1222 2020-12-22 02:45:20,623 - mmaction - INFO - Epoch [15][480/1281] lr: 2.250e-02, eta: 3:03:43, time: 1.336, data_time: 0.002, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.7918, prec@thr=0.5: 0.8506, recall@top3: 0.8731, prec@top3: 0.7053, recall@top5: 0.9637, prec@top5: 0.4787, loss: 0.0265, grad_norm: 0.1251 2020-12-22 02:45:50,411 - mmaction - INFO - Epoch [15][500/1281] lr: 2.250e-02, eta: 3:03:12, time: 1.489, data_time: 0.003, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7918, prec@thr=0.5: 0.8518, recall@top3: 0.8755, prec@top3: 0.7066, recall@top5: 0.9636, prec@top5: 0.4790, loss: 0.0266, grad_norm: 0.1253 2020-12-22 02:46:19,447 - mmaction - INFO - Epoch [15][520/1281] lr: 2.250e-02, eta: 3:02:41, time: 1.451, data_time: 0.004, memory: 10527, loss_action_cls: 0.0267, recall@thr=0.5: 0.7989, prec@thr=0.5: 0.8524, recall@top3: 0.8675, prec@top3: 0.7081, recall@top5: 0.9619, prec@top5: 0.4824, loss: 0.0267, grad_norm: 0.1258 2020-12-22 02:46:49,038 - mmaction - INFO - Epoch [15][540/1281] lr: 2.250e-02, eta: 3:02:10, time: 1.480, data_time: 0.005, memory: 10527, loss_action_cls: 0.0271, recall@thr=0.5: 0.7914, prec@thr=0.5: 0.8499, recall@top3: 0.8693, prec@top3: 0.7097, recall@top5: 0.9614, prec@top5: 0.4832, loss: 0.0271, grad_norm: 0.1256 2020-12-22 02:47:17,651 - mmaction - INFO - Epoch [15][560/1281] lr: 2.250e-02, eta: 3:01:38, time: 1.432, data_time: 0.004, memory: 10527, loss_action_cls: 0.0277, recall@thr=0.5: 0.7863, prec@thr=0.5: 0.8473, recall@top3: 0.8643, prec@top3: 0.7009, recall@top5: 0.9580, prec@top5: 0.4781, loss: 0.0277, grad_norm: 0.1265 2020-12-22 02:47:47,424 - mmaction - INFO - Epoch [15][580/1281] lr: 2.250e-02, eta: 3:01:07, time: 1.488, data_time: 0.003, memory: 10527, loss_action_cls: 0.0278, recall@thr=0.5: 0.7859, prec@thr=0.5: 0.8477, recall@top3: 0.8683, prec@top3: 0.7041, recall@top5: 0.9602, prec@top5: 0.4787, loss: 0.0278, grad_norm: 0.1257 2020-12-22 02:48:17,232 - mmaction - INFO - Epoch [15][600/1281] lr: 2.250e-02, eta: 3:00:37, time: 1.492, data_time: 0.003, memory: 10527, loss_action_cls: 0.0275, recall@thr=0.5: 0.7910, prec@thr=0.5: 0.8504, recall@top3: 0.8682, prec@top3: 0.7014, recall@top5: 0.9583, prec@top5: 0.4763, loss: 0.0275, grad_norm: 0.1247 2020-12-22 02:48:46,242 - mmaction - INFO - Epoch [15][620/1281] lr: 2.250e-02, eta: 3:00:05, time: 1.451, data_time: 0.003, memory: 10527, loss_action_cls: 0.0272, recall@thr=0.5: 0.7902, prec@thr=0.5: 0.8482, recall@top3: 0.8666, prec@top3: 0.7055, recall@top5: 0.9603, prec@top5: 0.4810, loss: 0.0272, grad_norm: 0.1235 2020-12-22 02:49:16,736 - mmaction - INFO - Epoch [15][640/1281] lr: 2.250e-02, eta: 2:59:35, time: 1.524, data_time: 0.153, memory: 10527, loss_action_cls: 0.0271, recall@thr=0.5: 0.7970, prec@thr=0.5: 0.8526, recall@top3: 0.8686, prec@top3: 0.7088, recall@top5: 0.9601, prec@top5: 0.4821, loss: 0.0271, grad_norm: 0.1272 2020-12-22 02:49:46,301 - mmaction - INFO - Epoch [15][660/1281] lr: 2.250e-02, eta: 2:59:04, time: 1.477, data_time: 0.130, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.8014, prec@thr=0.5: 0.8538, recall@top3: 0.8737, prec@top3: 0.7122, recall@top5: 0.9615, prec@top5: 0.4828, loss: 0.0265, grad_norm: 0.1235 2020-12-22 02:50:14,992 - mmaction - INFO - Epoch [15][680/1281] lr: 2.250e-02, eta: 2:58:32, time: 1.435, data_time: 0.003, memory: 10527, loss_action_cls: 0.0267, recall@thr=0.5: 0.8012, prec@thr=0.5: 0.8533, recall@top3: 0.8716, prec@top3: 0.7116, recall@top5: 0.9632, prec@top5: 0.4839, loss: 0.0267, grad_norm: 0.1224 2020-12-22 02:50:43,238 - mmaction - INFO - Epoch [15][700/1281] lr: 2.250e-02, eta: 2:58:01, time: 1.414, data_time: 0.003, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.7991, prec@thr=0.5: 0.8593, recall@top3: 0.8738, prec@top3: 0.7136, recall@top5: 0.9628, prec@top5: 0.4840, loss: 0.0265, grad_norm: 0.1234 2020-12-22 02:51:11,696 - mmaction - INFO - Epoch [15][720/1281] lr: 2.250e-02, eta: 2:57:30, time: 1.423, data_time: 0.085, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7978, prec@thr=0.5: 0.8508, recall@top3: 0.8702, prec@top3: 0.7094, recall@top5: 0.9609, prec@top5: 0.4816, loss: 0.0269, grad_norm: 0.1260 2020-12-22 02:51:43,798 - mmaction - INFO - Epoch [15][740/1281] lr: 2.250e-02, eta: 2:57:00, time: 1.605, data_time: 0.007, memory: 10527, loss_action_cls: 0.0270, recall@thr=0.5: 0.7924, prec@thr=0.5: 0.8490, recall@top3: 0.8710, prec@top3: 0.7125, recall@top5: 0.9615, prec@top5: 0.4835, loss: 0.0270, grad_norm: 0.1268 2020-12-22 02:52:10,295 - mmaction - INFO - Epoch [15][760/1281] lr: 2.250e-02, eta: 2:56:27, time: 1.324, data_time: 0.001, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7963, prec@thr=0.5: 0.8548, recall@top3: 0.8730, prec@top3: 0.7105, recall@top5: 0.9619, prec@top5: 0.4811, loss: 0.0268, grad_norm: 0.1255 2020-12-22 02:52:41,980 - mmaction - INFO - Epoch [15][780/1281] lr: 2.250e-02, eta: 2:55:57, time: 1.585, data_time: 0.002, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7985, prec@thr=0.5: 0.8527, recall@top3: 0.8710, prec@top3: 0.7138, recall@top5: 0.9633, prec@top5: 0.4859, loss: 0.0266, grad_norm: 0.1245 2020-12-22 02:53:10,113 - mmaction - INFO - Epoch [15][800/1281] lr: 2.250e-02, eta: 2:55:26, time: 1.407, data_time: 0.013, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7921, prec@thr=0.5: 0.8507, recall@top3: 0.8729, prec@top3: 0.7104, recall@top5: 0.9609, prec@top5: 0.4814, loss: 0.0269, grad_norm: 0.1239 2020-12-22 02:53:38,262 - mmaction - INFO - Epoch [15][820/1281] lr: 2.250e-02, eta: 2:54:54, time: 1.407, data_time: 0.001, memory: 10527, loss_action_cls: 0.0271, recall@thr=0.5: 0.7981, prec@thr=0.5: 0.8514, recall@top3: 0.8689, prec@top3: 0.7145, recall@top5: 0.9616, prec@top5: 0.4856, loss: 0.0271, grad_norm: 0.1256 2020-12-22 02:54:07,738 - mmaction - INFO - Epoch [15][840/1281] lr: 2.250e-02, eta: 2:54:23, time: 1.475, data_time: 0.002, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.7995, prec@thr=0.5: 0.8556, recall@top3: 0.8728, prec@top3: 0.7121, recall@top5: 0.9631, prec@top5: 0.4829, loss: 0.0263, grad_norm: 0.1235 2020-12-22 02:54:37,323 - mmaction - INFO - Epoch [15][860/1281] lr: 2.250e-02, eta: 2:53:53, time: 1.478, data_time: 0.001, memory: 10527, loss_action_cls: 0.0270, recall@thr=0.5: 0.7908, prec@thr=0.5: 0.8508, recall@top3: 0.8683, prec@top3: 0.7053, recall@top5: 0.9612, prec@top5: 0.4810, loss: 0.0270, grad_norm: 0.1234 2020-12-22 02:55:06,860 - mmaction - INFO - Epoch [15][880/1281] lr: 2.250e-02, eta: 2:53:22, time: 1.475, data_time: 0.011, memory: 10527, loss_action_cls: 0.0276, recall@thr=0.5: 0.7893, prec@thr=0.5: 0.8532, recall@top3: 0.8650, prec@top3: 0.7084, recall@top5: 0.9615, prec@top5: 0.4853, loss: 0.0276, grad_norm: 0.1272 2020-12-22 02:55:35,331 - mmaction - INFO - Epoch [15][900/1281] lr: 2.250e-02, eta: 2:52:50, time: 1.426, data_time: 0.003, memory: 10527, loss_action_cls: 0.0271, recall@thr=0.5: 0.7961, prec@thr=0.5: 0.8509, recall@top3: 0.8701, prec@top3: 0.7136, recall@top5: 0.9611, prec@top5: 0.4844, loss: 0.0271, grad_norm: 0.1254 2020-12-22 02:56:05,867 - mmaction - INFO - Epoch [15][920/1281] lr: 2.250e-02, eta: 2:52:20, time: 1.527, data_time: 0.001, memory: 10527, loss_action_cls: 0.0275, recall@thr=0.5: 0.7871, prec@thr=0.5: 0.8477, recall@top3: 0.8673, prec@top3: 0.7044, recall@top5: 0.9596, prec@top5: 0.4794, loss: 0.0275, grad_norm: 0.1272 2020-12-22 02:56:35,014 - mmaction - INFO - Epoch [15][940/1281] lr: 2.250e-02, eta: 2:51:49, time: 1.457, data_time: 0.050, memory: 10527, loss_action_cls: 0.0270, recall@thr=0.5: 0.7949, prec@thr=0.5: 0.8497, recall@top3: 0.8714, prec@top3: 0.7077, recall@top5: 0.9611, prec@top5: 0.4805, loss: 0.0270, grad_norm: 0.1223 2020-12-22 02:57:04,066 - mmaction - INFO - Epoch [15][960/1281] lr: 2.250e-02, eta: 2:51:17, time: 1.450, data_time: 0.142, memory: 10527, loss_action_cls: 0.0278, recall@thr=0.5: 0.7893, prec@thr=0.5: 0.8459, recall@top3: 0.8634, prec@top3: 0.7102, recall@top5: 0.9611, prec@top5: 0.4852, loss: 0.0278, grad_norm: 0.1324 2020-12-22 02:57:33,177 - mmaction - INFO - Epoch [15][980/1281] lr: 2.250e-02, eta: 2:50:46, time: 1.457, data_time: 0.004, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7912, prec@thr=0.5: 0.8521, recall@top3: 0.8696, prec@top3: 0.6988, recall@top5: 0.9612, prec@top5: 0.4752, loss: 0.0268, grad_norm: 0.1230 2020-12-22 02:58:03,697 - mmaction - INFO - Epoch [15][1000/1281] lr: 2.250e-02, eta: 2:50:16, time: 1.527, data_time: 0.002, memory: 10527, loss_action_cls: 0.0271, recall@thr=0.5: 0.7961, prec@thr=0.5: 0.8481, recall@top3: 0.8721, prec@top3: 0.7097, recall@top5: 0.9613, prec@top5: 0.4823, loss: 0.0271, grad_norm: 0.1246 2020-12-22 02:58:30,561 - mmaction - INFO - Epoch [15][1020/1281] lr: 2.250e-02, eta: 2:49:44, time: 1.342, data_time: 0.001, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.7902, prec@thr=0.5: 0.8515, recall@top3: 0.8748, prec@top3: 0.7073, recall@top5: 0.9634, prec@top5: 0.4783, loss: 0.0264, grad_norm: 0.1236 2020-12-22 02:59:00,246 - mmaction - INFO - Epoch [15][1040/1281] lr: 2.250e-02, eta: 2:49:13, time: 1.481, data_time: 0.002, memory: 10527, loss_action_cls: 0.0271, recall@thr=0.5: 0.7952, prec@thr=0.5: 0.8509, recall@top3: 0.8732, prec@top3: 0.7084, recall@top5: 0.9632, prec@top5: 0.4811, loss: 0.0271, grad_norm: 0.1251 2020-12-22 02:59:28,648 - mmaction - INFO - Epoch [15][1060/1281] lr: 2.250e-02, eta: 2:48:42, time: 1.424, data_time: 0.005, memory: 10527, loss_action_cls: 0.0274, recall@thr=0.5: 0.7904, prec@thr=0.5: 0.8496, recall@top3: 0.8683, prec@top3: 0.7029, recall@top5: 0.9585, prec@top5: 0.4775, loss: 0.0274, grad_norm: 0.1275 2020-12-22 02:59:58,685 - mmaction - INFO - Epoch [15][1080/1281] lr: 2.250e-02, eta: 2:48:11, time: 1.502, data_time: 0.001, memory: 10527, loss_action_cls: 0.0273, recall@thr=0.5: 0.7915, prec@thr=0.5: 0.8449, recall@top3: 0.8690, prec@top3: 0.7079, recall@top5: 0.9584, prec@top5: 0.4802, loss: 0.0273, grad_norm: 0.1254 2020-12-22 03:00:27,264 - mmaction - INFO - Epoch [15][1100/1281] lr: 2.250e-02, eta: 2:47:40, time: 1.425, data_time: 0.008, memory: 10527, loss_action_cls: 0.0274, recall@thr=0.5: 0.7911, prec@thr=0.5: 0.8443, recall@top3: 0.8699, prec@top3: 0.7021, recall@top5: 0.9603, prec@top5: 0.4772, loss: 0.0274, grad_norm: 0.1279 2020-12-22 03:00:57,745 - mmaction - INFO - Epoch [15][1120/1281] lr: 2.250e-02, eta: 2:47:09, time: 1.526, data_time: 0.157, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7895, prec@thr=0.5: 0.8465, recall@top3: 0.8677, prec@top3: 0.7077, recall@top5: 0.9640, prec@top5: 0.4833, loss: 0.0269, grad_norm: 0.1231 2020-12-22 03:01:27,463 - mmaction - INFO - Epoch [15][1140/1281] lr: 2.250e-02, eta: 2:46:38, time: 1.487, data_time: 0.003, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7895, prec@thr=0.5: 0.8493, recall@top3: 0.8692, prec@top3: 0.7020, recall@top5: 0.9619, prec@top5: 0.4778, loss: 0.0268, grad_norm: 0.1245 2020-12-22 03:01:57,389 - mmaction - INFO - Epoch [15][1160/1281] lr: 2.250e-02, eta: 2:46:08, time: 1.496, data_time: 0.002, memory: 10527, loss_action_cls: 0.0277, recall@thr=0.5: 0.7881, prec@thr=0.5: 0.8480, recall@top3: 0.8630, prec@top3: 0.7096, recall@top5: 0.9604, prec@top5: 0.4857, loss: 0.0277, grad_norm: 0.1241 2020-12-22 03:02:25,794 - mmaction - INFO - Epoch [15][1180/1281] lr: 2.250e-02, eta: 2:45:36, time: 1.419, data_time: 0.001, memory: 10527, loss_action_cls: 0.0278, recall@thr=0.5: 0.7884, prec@thr=0.5: 0.8473, recall@top3: 0.8638, prec@top3: 0.7161, recall@top5: 0.9592, prec@top5: 0.4890, loss: 0.0278, grad_norm: 0.1234 2020-12-22 03:02:55,381 - mmaction - INFO - Epoch [15][1200/1281] lr: 2.250e-02, eta: 2:45:06, time: 1.481, data_time: 0.003, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.7975, prec@thr=0.5: 0.8511, recall@top3: 0.8706, prec@top3: 0.7081, recall@top5: 0.9633, prec@top5: 0.4823, loss: 0.0264, grad_norm: 0.1242 2020-12-22 03:03:23,541 - mmaction - INFO - Epoch [15][1220/1281] lr: 2.250e-02, eta: 2:44:34, time: 1.408, data_time: 0.001, memory: 10527, loss_action_cls: 0.0282, recall@thr=0.5: 0.7852, prec@thr=0.5: 0.8413, recall@top3: 0.8626, prec@top3: 0.7065, recall@top5: 0.9567, prec@top5: 0.4817, loss: 0.0282, grad_norm: 0.1267 2020-12-22 03:03:52,787 - mmaction - INFO - Epoch [15][1240/1281] lr: 2.250e-02, eta: 2:44:03, time: 1.459, data_time: 0.065, memory: 10527, loss_action_cls: 0.0276, recall@thr=0.5: 0.7875, prec@thr=0.5: 0.8409, recall@top3: 0.8665, prec@top3: 0.7046, recall@top5: 0.9584, prec@top5: 0.4806, loss: 0.0276, grad_norm: 0.1273 2020-12-22 03:04:22,014 - mmaction - INFO - Epoch [15][1260/1281] lr: 2.250e-02, eta: 2:43:32, time: 1.463, data_time: 0.019, memory: 10527, loss_action_cls: 0.0279, recall@thr=0.5: 0.7813, prec@thr=0.5: 0.8407, recall@top3: 0.8650, prec@top3: 0.7044, recall@top5: 0.9591, prec@top5: 0.4804, loss: 0.0279, grad_norm: 0.1236 2020-12-22 03:04:50,921 - mmaction - INFO - Epoch [15][1280/1281] lr: 2.250e-02, eta: 2:43:01, time: 1.447, data_time: 0.003, memory: 10527, loss_action_cls: 0.0270, recall@thr=0.5: 0.7965, prec@thr=0.5: 0.8464, recall@top3: 0.8679, prec@top3: 0.7067, recall@top5: 0.9607, prec@top5: 0.4807, loss: 0.0270, grad_norm: 0.1242 2020-12-22 03:05:01,055 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-12-22 03:14:38,918 - mmaction - INFO - Evaluating proposal ... 2020-12-22 03:15:46,694 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-22 03:15:46,695 - mmaction - INFO - Evaluating bbox ... 2020-12-22 03:24:13,118 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2536 2020-12-22 03:24:14,223 - mmaction - INFO - Epoch(val) [15][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2536 2020-12-22 03:25:27,605 - mmaction - INFO - Epoch [16][20/1281] lr: 2.250e-03, eta: 2:42:43, time: 3.666, data_time: 2.395, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.7930, prec@thr=0.5: 0.8540, recall@top3: 0.8768, prec@top3: 0.7144, recall@top5: 0.9645, prec@top5: 0.4840, loss: 0.0264, grad_norm: 0.1227 2020-12-22 03:25:58,037 - mmaction - INFO - Epoch [16][40/1281] lr: 2.250e-03, eta: 2:42:12, time: 1.521, data_time: 0.003, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7979, prec@thr=0.5: 0.8481, recall@top3: 0.8703, prec@top3: 0.7034, recall@top5: 0.9607, prec@top5: 0.4777, loss: 0.0268, grad_norm: 0.1215 2020-12-22 03:26:27,948 - mmaction - INFO - Epoch [16][60/1281] lr: 2.250e-03, eta: 2:41:41, time: 1.494, data_time: 0.003, memory: 10527, loss_action_cls: 0.0270, recall@thr=0.5: 0.7898, prec@thr=0.5: 0.8507, recall@top3: 0.8654, prec@top3: 0.7037, recall@top5: 0.9613, prec@top5: 0.4820, loss: 0.0270, grad_norm: 0.1194 2020-12-22 03:26:59,177 - mmaction - INFO - Epoch [16][80/1281] lr: 2.250e-03, eta: 2:41:11, time: 1.564, data_time: 0.004, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.7944, prec@thr=0.5: 0.8531, recall@top3: 0.8747, prec@top3: 0.7109, recall@top5: 0.9617, prec@top5: 0.4810, loss: 0.0265, grad_norm: 0.1208 2020-12-22 03:27:29,110 - mmaction - INFO - Epoch [16][100/1281] lr: 2.250e-03, eta: 2:40:40, time: 1.497, data_time: 0.031, memory: 10527, loss_action_cls: 0.0271, recall@thr=0.5: 0.7979, prec@thr=0.5: 0.8554, recall@top3: 0.8671, prec@top3: 0.7058, recall@top5: 0.9618, prec@top5: 0.4825, loss: 0.0271, grad_norm: 0.1236 2020-12-22 03:27:59,690 - mmaction - INFO - Epoch [16][120/1281] lr: 2.250e-03, eta: 2:40:10, time: 1.526, data_time: 0.083, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7958, prec@thr=0.5: 0.8559, recall@top3: 0.8680, prec@top3: 0.7086, recall@top5: 0.9618, prec@top5: 0.4831, loss: 0.0268, grad_norm: 0.1202 2020-12-22 03:28:28,642 - mmaction - INFO - Epoch [16][140/1281] lr: 2.250e-03, eta: 2:39:38, time: 1.448, data_time: 0.021, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7896, prec@thr=0.5: 0.8505, recall@top3: 0.8679, prec@top3: 0.7074, recall@top5: 0.9630, prec@top5: 0.4841, loss: 0.0269, grad_norm: 0.1244 2020-12-22 03:28:58,995 - mmaction - INFO - Epoch [16][160/1281] lr: 2.250e-03, eta: 2:39:08, time: 1.519, data_time: 0.003, memory: 10527, loss_action_cls: 0.0270, recall@thr=0.5: 0.7881, prec@thr=0.5: 0.8429, recall@top3: 0.8670, prec@top3: 0.6956, recall@top5: 0.9601, prec@top5: 0.4742, loss: 0.0270, grad_norm: 0.1254 2020-12-22 03:29:26,844 - mmaction - INFO - Epoch [16][180/1281] lr: 2.250e-03, eta: 2:38:36, time: 1.393, data_time: 0.002, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.7980, prec@thr=0.5: 0.8584, recall@top3: 0.8741, prec@top3: 0.7143, recall@top5: 0.9634, prec@top5: 0.4845, loss: 0.0261, grad_norm: 0.1227 2020-12-22 03:30:01,147 - mmaction - INFO - Epoch [16][200/1281] lr: 2.250e-03, eta: 2:38:07, time: 1.712, data_time: 0.001, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.7961, prec@thr=0.5: 0.8584, recall@top3: 0.8746, prec@top3: 0.7124, recall@top5: 0.9641, prec@top5: 0.4829, loss: 0.0263, grad_norm: 0.1219 2020-12-22 03:30:26,283 - mmaction - INFO - Epoch [16][220/1281] lr: 2.250e-03, eta: 2:37:35, time: 1.256, data_time: 0.011, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.8003, prec@thr=0.5: 0.8500, recall@top3: 0.8747, prec@top3: 0.7107, recall@top5: 0.9639, prec@top5: 0.4818, loss: 0.0264, grad_norm: 0.1228 2020-12-22 03:30:56,162 - mmaction - INFO - Epoch [16][240/1281] lr: 2.250e-03, eta: 2:37:04, time: 1.494, data_time: 0.004, memory: 10527, loss_action_cls: 0.0267, recall@thr=0.5: 0.7943, prec@thr=0.5: 0.8507, recall@top3: 0.8708, prec@top3: 0.7065, recall@top5: 0.9597, prec@top5: 0.4791, loss: 0.0267, grad_norm: 0.1232 2020-12-22 03:31:27,000 - mmaction - INFO - Epoch [16][260/1281] lr: 2.250e-03, eta: 2:36:33, time: 1.545, data_time: 0.004, memory: 10527, loss_action_cls: 0.0271, recall@thr=0.5: 0.7899, prec@thr=0.5: 0.8541, recall@top3: 0.8708, prec@top3: 0.7075, recall@top5: 0.9615, prec@top5: 0.4802, loss: 0.0271, grad_norm: 0.1210 2020-12-22 03:31:53,861 - mmaction - INFO - Epoch [16][280/1281] lr: 2.250e-03, eta: 2:36:02, time: 1.343, data_time: 0.002, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7960, prec@thr=0.5: 0.8529, recall@top3: 0.8690, prec@top3: 0.7129, recall@top5: 0.9627, prec@top5: 0.4855, loss: 0.0269, grad_norm: 0.1204 2020-12-22 03:32:23,497 - mmaction - INFO - Epoch [16][300/1281] lr: 2.250e-03, eta: 2:35:31, time: 1.480, data_time: 0.002, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.7973, prec@thr=0.5: 0.8523, recall@top3: 0.8762, prec@top3: 0.7062, recall@top5: 0.9642, prec@top5: 0.4777, loss: 0.0262, grad_norm: 0.1214 2020-12-22 03:32:53,511 - mmaction - INFO - Epoch [16][320/1281] lr: 2.250e-03, eta: 2:35:00, time: 1.502, data_time: 0.003, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.7937, prec@thr=0.5: 0.8553, recall@top3: 0.8713, prec@top3: 0.7027, recall@top5: 0.9630, prec@top5: 0.4777, loss: 0.0264, grad_norm: 0.1223 2020-12-22 03:33:24,155 - mmaction - INFO - Epoch [16][340/1281] lr: 2.250e-03, eta: 2:34:29, time: 1.530, data_time: 0.002, memory: 10527, loss_action_cls: 0.0257, recall@thr=0.5: 0.8004, prec@thr=0.5: 0.8566, recall@top3: 0.8781, prec@top3: 0.7097, recall@top5: 0.9634, prec@top5: 0.4779, loss: 0.0257, grad_norm: 0.1198 2020-12-22 03:33:50,487 - mmaction - INFO - Epoch [16][360/1281] lr: 2.250e-03, eta: 2:33:58, time: 1.319, data_time: 0.005, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7914, prec@thr=0.5: 0.8462, recall@top3: 0.8697, prec@top3: 0.7053, recall@top5: 0.9645, prec@top5: 0.4809, loss: 0.0269, grad_norm: 0.1252 2020-12-22 03:34:21,371 - mmaction - INFO - Epoch [16][380/1281] lr: 2.250e-03, eta: 2:33:27, time: 1.543, data_time: 0.002, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7945, prec@thr=0.5: 0.8550, recall@top3: 0.8674, prec@top3: 0.7090, recall@top5: 0.9601, prec@top5: 0.4838, loss: 0.0269, grad_norm: 0.1239 2020-12-22 03:34:49,507 - mmaction - INFO - Epoch [16][400/1281] lr: 2.250e-03, eta: 2:32:56, time: 1.408, data_time: 0.004, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.8001, prec@thr=0.5: 0.8539, recall@top3: 0.8734, prec@top3: 0.7057, recall@top5: 0.9641, prec@top5: 0.4792, loss: 0.0262, grad_norm: 0.1233 2020-12-22 03:35:19,255 - mmaction - INFO - Epoch [16][420/1281] lr: 2.250e-03, eta: 2:32:25, time: 1.489, data_time: 0.002, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.7987, prec@thr=0.5: 0.8551, recall@top3: 0.8728, prec@top3: 0.7181, recall@top5: 0.9647, prec@top5: 0.4891, loss: 0.0265, grad_norm: 0.1227 2020-12-22 03:35:46,936 - mmaction - INFO - Epoch [16][440/1281] lr: 2.250e-03, eta: 2:31:54, time: 1.384, data_time: 0.001, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.8019, prec@thr=0.5: 0.8547, recall@top3: 0.8730, prec@top3: 0.7161, recall@top5: 0.9605, prec@top5: 0.4839, loss: 0.0263, grad_norm: 0.1228 2020-12-22 03:36:15,571 - mmaction - INFO - Epoch [16][460/1281] lr: 2.250e-03, eta: 2:31:22, time: 1.432, data_time: 0.001, memory: 10527, loss_action_cls: 0.0272, recall@thr=0.5: 0.7834, prec@thr=0.5: 0.8449, recall@top3: 0.8716, prec@top3: 0.6991, recall@top5: 0.9642, prec@top5: 0.4759, loss: 0.0272, grad_norm: 0.1283 2020-12-22 03:36:46,651 - mmaction - INFO - Epoch [16][480/1281] lr: 2.250e-03, eta: 2:30:52, time: 1.552, data_time: 0.070, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.7915, prec@thr=0.5: 0.8571, recall@top3: 0.8739, prec@top3: 0.7124, recall@top5: 0.9618, prec@top5: 0.4828, loss: 0.0265, grad_norm: 0.1215 2020-12-22 03:37:13,722 - mmaction - INFO - Epoch [16][500/1281] lr: 2.250e-03, eta: 2:30:20, time: 1.355, data_time: 0.003, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.7972, prec@thr=0.5: 0.8511, recall@top3: 0.8752, prec@top3: 0.7059, recall@top5: 0.9632, prec@top5: 0.4776, loss: 0.0264, grad_norm: 0.1247 2020-12-22 03:37:43,512 - mmaction - INFO - Epoch [16][520/1281] lr: 2.250e-03, eta: 2:29:50, time: 1.490, data_time: 0.002, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.7978, prec@thr=0.5: 0.8537, recall@top3: 0.8726, prec@top3: 0.7058, recall@top5: 0.9628, prec@top5: 0.4793, loss: 0.0265, grad_norm: 0.1236 2020-12-22 03:38:13,326 - mmaction - INFO - Epoch [16][540/1281] lr: 2.250e-03, eta: 2:29:19, time: 1.488, data_time: 0.001, memory: 10527, loss_action_cls: 0.0274, recall@thr=0.5: 0.7896, prec@thr=0.5: 0.8428, recall@top3: 0.8699, prec@top3: 0.7106, recall@top5: 0.9602, prec@top5: 0.4828, loss: 0.0274, grad_norm: 0.1266 2020-12-22 03:38:40,876 - mmaction - INFO - Epoch [16][560/1281] lr: 2.250e-03, eta: 2:28:47, time: 1.377, data_time: 0.003, memory: 10527, loss_action_cls: 0.0257, recall@thr=0.5: 0.8071, prec@thr=0.5: 0.8582, recall@top3: 0.8780, prec@top3: 0.7234, recall@top5: 0.9666, prec@top5: 0.4902, loss: 0.0257, grad_norm: 0.1198 2020-12-22 03:39:09,424 - mmaction - INFO - Epoch [16][580/1281] lr: 2.250e-03, eta: 2:28:16, time: 1.430, data_time: 0.030, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7946, prec@thr=0.5: 0.8522, recall@top3: 0.8713, prec@top3: 0.7082, recall@top5: 0.9597, prec@top5: 0.4804, loss: 0.0266, grad_norm: 0.1247 2020-12-22 03:39:39,265 - mmaction - INFO - Epoch [16][600/1281] lr: 2.250e-03, eta: 2:27:46, time: 1.490, data_time: 0.002, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.7955, prec@thr=0.5: 0.8529, recall@top3: 0.8719, prec@top3: 0.7072, recall@top5: 0.9623, prec@top5: 0.4804, loss: 0.0265, grad_norm: 0.1261 2020-12-22 03:40:09,523 - mmaction - INFO - Epoch [16][620/1281] lr: 2.250e-03, eta: 2:27:15, time: 1.515, data_time: 0.003, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.8015, prec@thr=0.5: 0.8534, recall@top3: 0.8757, prec@top3: 0.7069, recall@top5: 0.9645, prec@top5: 0.4790, loss: 0.0262, grad_norm: 0.1227 2020-12-22 03:40:37,215 - mmaction - INFO - Epoch [16][640/1281] lr: 2.250e-03, eta: 2:26:44, time: 1.381, data_time: 0.001, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.7953, prec@thr=0.5: 0.8593, recall@top3: 0.8708, prec@top3: 0.7130, recall@top5: 0.9634, prec@top5: 0.4848, loss: 0.0262, grad_norm: 0.1219 2020-12-22 03:41:07,049 - mmaction - INFO - Epoch [16][660/1281] lr: 2.250e-03, eta: 2:26:13, time: 1.492, data_time: 0.004, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.7952, prec@thr=0.5: 0.8494, recall@top3: 0.8725, prec@top3: 0.7058, recall@top5: 0.9640, prec@top5: 0.4795, loss: 0.0264, grad_norm: 0.1235 2020-12-22 03:41:34,494 - mmaction - INFO - Epoch [16][680/1281] lr: 2.250e-03, eta: 2:25:41, time: 1.375, data_time: 0.005, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.8050, prec@thr=0.5: 0.8574, recall@top3: 0.8711, prec@top3: 0.7138, recall@top5: 0.9626, prec@top5: 0.4852, loss: 0.0261, grad_norm: 0.1239 2020-12-22 03:42:05,309 - mmaction - INFO - Epoch [16][700/1281] lr: 2.250e-03, eta: 2:25:11, time: 1.540, data_time: 0.001, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.8067, prec@thr=0.5: 0.8581, recall@top3: 0.8735, prec@top3: 0.7095, recall@top5: 0.9629, prec@top5: 0.4816, loss: 0.0263, grad_norm: 0.1234 2020-12-22 03:42:32,711 - mmaction - INFO - Epoch [16][720/1281] lr: 2.250e-03, eta: 2:24:39, time: 1.370, data_time: 0.002, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.8006, prec@thr=0.5: 0.8570, recall@top3: 0.8704, prec@top3: 0.7029, recall@top5: 0.9608, prec@top5: 0.4775, loss: 0.0266, grad_norm: 0.1225 2020-12-22 03:43:03,016 - mmaction - INFO - Epoch [16][740/1281] lr: 2.250e-03, eta: 2:24:09, time: 1.515, data_time: 0.002, memory: 10527, loss_action_cls: 0.0258, recall@thr=0.5: 0.8077, prec@thr=0.5: 0.8602, recall@top3: 0.8734, prec@top3: 0.7152, recall@top5: 0.9645, prec@top5: 0.4866, loss: 0.0258, grad_norm: 0.1187 2020-12-22 03:43:31,800 - mmaction - INFO - Epoch [16][760/1281] lr: 2.250e-03, eta: 2:23:38, time: 1.440, data_time: 0.002, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7888, prec@thr=0.5: 0.8478, recall@top3: 0.8714, prec@top3: 0.7126, recall@top5: 0.9638, prec@top5: 0.4856, loss: 0.0269, grad_norm: 0.1265 2020-12-22 03:44:02,149 - mmaction - INFO - Epoch [16][780/1281] lr: 2.250e-03, eta: 2:23:07, time: 1.514, data_time: 0.002, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.8038, prec@thr=0.5: 0.8549, recall@top3: 0.8732, prec@top3: 0.7128, recall@top5: 0.9628, prec@top5: 0.4826, loss: 0.0264, grad_norm: 0.1197 2020-12-22 03:44:30,307 - mmaction - INFO - Epoch [16][800/1281] lr: 2.250e-03, eta: 2:22:36, time: 1.409, data_time: 0.004, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.7986, prec@thr=0.5: 0.8599, recall@top3: 0.8720, prec@top3: 0.7182, recall@top5: 0.9628, prec@top5: 0.4883, loss: 0.0263, grad_norm: 0.1226 2020-12-22 03:44:58,160 - mmaction - INFO - Epoch [16][820/1281] lr: 2.250e-03, eta: 2:22:05, time: 1.393, data_time: 0.002, memory: 10527, loss_action_cls: 0.0272, recall@thr=0.5: 0.7920, prec@thr=0.5: 0.8421, recall@top3: 0.8624, prec@top3: 0.7071, recall@top5: 0.9611, prec@top5: 0.4850, loss: 0.0272, grad_norm: 0.1264 2020-12-22 03:45:25,663 - mmaction - INFO - Epoch [16][840/1281] lr: 2.250e-03, eta: 2:21:33, time: 1.376, data_time: 0.002, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.8025, prec@thr=0.5: 0.8545, recall@top3: 0.8733, prec@top3: 0.7103, recall@top5: 0.9628, prec@top5: 0.4809, loss: 0.0262, grad_norm: 0.1226 2020-12-22 03:45:54,465 - mmaction - INFO - Epoch [16][860/1281] lr: 2.250e-03, eta: 2:21:02, time: 1.439, data_time: 0.002, memory: 10527, loss_action_cls: 0.0271, recall@thr=0.5: 0.7899, prec@thr=0.5: 0.8502, recall@top3: 0.8680, prec@top3: 0.7027, recall@top5: 0.9591, prec@top5: 0.4763, loss: 0.0271, grad_norm: 0.1248 2020-12-22 03:46:25,531 - mmaction - INFO - Epoch [16][880/1281] lr: 2.250e-03, eta: 2:20:32, time: 1.552, data_time: 0.003, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.7998, prec@thr=0.5: 0.8529, recall@top3: 0.8733, prec@top3: 0.7082, recall@top5: 0.9629, prec@top5: 0.4807, loss: 0.0264, grad_norm: 0.1248 2020-12-22 03:46:53,342 - mmaction - INFO - Epoch [16][900/1281] lr: 2.250e-03, eta: 2:20:01, time: 1.392, data_time: 0.003, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.7974, prec@thr=0.5: 0.8538, recall@top3: 0.8748, prec@top3: 0.7133, recall@top5: 0.9622, prec@top5: 0.4833, loss: 0.0265, grad_norm: 0.1231 2020-12-22 03:47:23,852 - mmaction - INFO - Epoch [16][920/1281] lr: 2.250e-03, eta: 2:19:30, time: 1.523, data_time: 0.002, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.8017, prec@thr=0.5: 0.8560, recall@top3: 0.8730, prec@top3: 0.7138, recall@top5: 0.9629, prec@top5: 0.4840, loss: 0.0261, grad_norm: 0.1244 2020-12-22 03:47:52,370 - mmaction - INFO - Epoch [16][940/1281] lr: 2.250e-03, eta: 2:18:59, time: 1.429, data_time: 0.004, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.8016, prec@thr=0.5: 0.8594, recall@top3: 0.8750, prec@top3: 0.7174, recall@top5: 0.9639, prec@top5: 0.4870, loss: 0.0262, grad_norm: 0.1223 2020-12-22 03:48:23,718 - mmaction - INFO - Epoch [16][960/1281] lr: 2.250e-03, eta: 2:18:29, time: 1.566, data_time: 0.001, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7963, prec@thr=0.5: 0.8551, recall@top3: 0.8737, prec@top3: 0.7069, recall@top5: 0.9616, prec@top5: 0.4784, loss: 0.0266, grad_norm: 0.1241 2020-12-22 03:48:51,736 - mmaction - INFO - Epoch [16][980/1281] lr: 2.250e-03, eta: 2:17:58, time: 1.402, data_time: 0.002, memory: 10527, loss_action_cls: 0.0272, recall@thr=0.5: 0.7946, prec@thr=0.5: 0.8479, recall@top3: 0.8693, prec@top3: 0.7061, recall@top5: 0.9623, prec@top5: 0.4819, loss: 0.0272, grad_norm: 0.1271 2020-12-22 03:49:18,796 - mmaction - INFO - Epoch [16][1000/1281] lr: 2.250e-03, eta: 2:17:26, time: 1.353, data_time: 0.001, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7931, prec@thr=0.5: 0.8537, recall@top3: 0.8730, prec@top3: 0.7003, recall@top5: 0.9625, prec@top5: 0.4747, loss: 0.0266, grad_norm: 0.1245 2020-12-22 03:49:50,596 - mmaction - INFO - Epoch [16][1020/1281] lr: 2.250e-03, eta: 2:16:56, time: 1.590, data_time: 0.001, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.7968, prec@thr=0.5: 0.8503, recall@top3: 0.8693, prec@top3: 0.7088, recall@top5: 0.9631, prec@top5: 0.4838, loss: 0.0265, grad_norm: 0.1261 2020-12-22 03:50:19,045 - mmaction - INFO - Epoch [16][1040/1281] lr: 2.250e-03, eta: 2:16:25, time: 1.421, data_time: 0.002, memory: 10527, loss_action_cls: 0.0259, recall@thr=0.5: 0.8006, prec@thr=0.5: 0.8568, recall@top3: 0.8777, prec@top3: 0.7117, recall@top5: 0.9645, prec@top5: 0.4810, loss: 0.0259, grad_norm: 0.1230 2020-12-22 03:50:49,773 - mmaction - INFO - Epoch [16][1060/1281] lr: 2.250e-03, eta: 2:15:55, time: 1.538, data_time: 0.003, memory: 10527, loss_action_cls: 0.0271, recall@thr=0.5: 0.7942, prec@thr=0.5: 0.8559, recall@top3: 0.8692, prec@top3: 0.7113, recall@top5: 0.9616, prec@top5: 0.4849, loss: 0.0271, grad_norm: 0.1242 2020-12-22 03:51:17,546 - mmaction - INFO - Epoch [16][1080/1281] lr: 2.250e-03, eta: 2:15:23, time: 1.386, data_time: 0.002, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7973, prec@thr=0.5: 0.8445, recall@top3: 0.8701, prec@top3: 0.7021, recall@top5: 0.9632, prec@top5: 0.4783, loss: 0.0266, grad_norm: 0.1275 2020-12-22 03:51:47,856 - mmaction - INFO - Epoch [16][1100/1281] lr: 2.250e-03, eta: 2:14:53, time: 1.517, data_time: 0.004, memory: 10527, loss_action_cls: 0.0259, recall@thr=0.5: 0.8021, prec@thr=0.5: 0.8601, recall@top3: 0.8752, prec@top3: 0.7127, recall@top5: 0.9659, prec@top5: 0.4841, loss: 0.0259, grad_norm: 0.1206 2020-12-22 03:52:16,120 - mmaction - INFO - Epoch [16][1120/1281] lr: 2.250e-03, eta: 2:14:22, time: 1.413, data_time: 0.003, memory: 10527, loss_action_cls: 0.0270, recall@thr=0.5: 0.7943, prec@thr=0.5: 0.8499, recall@top3: 0.8681, prec@top3: 0.7112, recall@top5: 0.9587, prec@top5: 0.4837, loss: 0.0270, grad_norm: 0.1271 2020-12-22 03:52:48,224 - mmaction - INFO - Epoch [16][1140/1281] lr: 2.250e-03, eta: 2:13:52, time: 1.607, data_time: 0.004, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.7958, prec@thr=0.5: 0.8539, recall@top3: 0.8762, prec@top3: 0.7081, recall@top5: 0.9633, prec@top5: 0.4787, loss: 0.0264, grad_norm: 0.1257 2020-12-22 03:53:16,707 - mmaction - INFO - Epoch [16][1160/1281] lr: 2.250e-03, eta: 2:13:21, time: 1.423, data_time: 0.002, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.7958, prec@thr=0.5: 0.8571, recall@top3: 0.8750, prec@top3: 0.7034, recall@top5: 0.9641, prec@top5: 0.4761, loss: 0.0262, grad_norm: 0.1260 2020-12-22 03:53:46,741 - mmaction - INFO - Epoch [16][1180/1281] lr: 2.250e-03, eta: 2:12:50, time: 1.501, data_time: 0.019, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.8000, prec@thr=0.5: 0.8599, recall@top3: 0.8757, prec@top3: 0.7157, recall@top5: 0.9633, prec@top5: 0.4843, loss: 0.0261, grad_norm: 0.1256 2020-12-22 03:54:14,170 - mmaction - INFO - Epoch [16][1200/1281] lr: 2.250e-03, eta: 2:12:19, time: 1.372, data_time: 0.004, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7993, prec@thr=0.5: 0.8540, recall@top3: 0.8661, prec@top3: 0.7099, recall@top5: 0.9623, prec@top5: 0.4857, loss: 0.0268, grad_norm: 0.1248 2020-12-22 03:54:41,994 - mmaction - INFO - Epoch [16][1220/1281] lr: 2.250e-03, eta: 2:11:47, time: 1.393, data_time: 0.034, memory: 10527, loss_action_cls: 0.0256, recall@thr=0.5: 0.8111, prec@thr=0.5: 0.8614, recall@top3: 0.8746, prec@top3: 0.7097, recall@top5: 0.9662, prec@top5: 0.4819, loss: 0.0256, grad_norm: 0.1208 2020-12-22 03:55:14,710 - mmaction - INFO - Epoch [16][1240/1281] lr: 2.250e-03, eta: 2:11:17, time: 1.634, data_time: 0.002, memory: 10527, loss_action_cls: 0.0260, recall@thr=0.5: 0.8032, prec@thr=0.5: 0.8588, recall@top3: 0.8765, prec@top3: 0.7119, recall@top5: 0.9623, prec@top5: 0.4795, loss: 0.0260, grad_norm: 0.1204 2020-12-22 03:55:43,805 - mmaction - INFO - Epoch [16][1260/1281] lr: 2.250e-03, eta: 2:10:47, time: 1.457, data_time: 0.003, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.7960, prec@thr=0.5: 0.8562, recall@top3: 0.8758, prec@top3: 0.7151, recall@top5: 0.9616, prec@top5: 0.4832, loss: 0.0263, grad_norm: 0.1252 2020-12-22 03:56:12,403 - mmaction - INFO - Epoch [16][1280/1281] lr: 2.250e-03, eta: 2:10:16, time: 1.431, data_time: 0.002, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.7931, prec@thr=0.5: 0.8441, recall@top3: 0.8716, prec@top3: 0.7043, recall@top5: 0.9620, prec@top5: 0.4777, loss: 0.0263, grad_norm: 0.1267 2020-12-22 03:56:15,642 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-12-22 04:05:16,596 - mmaction - INFO - Evaluating proposal ... 2020-12-22 04:06:22,719 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-22 04:06:22,720 - mmaction - INFO - Evaluating bbox ... 2020-12-22 04:14:43,629 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2536 2020-12-22 04:14:44,745 - mmaction - INFO - Epoch(val) [16][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2536 2020-12-22 04:16:01,770 - mmaction - INFO - Epoch [17][20/1281] lr: 2.250e-03, eta: 2:09:55, time: 3.845, data_time: 2.724, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.7978, prec@thr=0.5: 0.8530, recall@top3: 0.8740, prec@top3: 0.7006, recall@top5: 0.9644, prec@top5: 0.4761, loss: 0.0263, grad_norm: 0.1279 2020-12-22 04:16:34,049 - mmaction - INFO - Epoch [17][40/1281] lr: 2.250e-03, eta: 2:09:25, time: 1.619, data_time: 0.338, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.7987, prec@thr=0.5: 0.8577, recall@top3: 0.8720, prec@top3: 0.7043, recall@top5: 0.9641, prec@top5: 0.4799, loss: 0.0263, grad_norm: 0.1238 2020-12-22 04:17:02,158 - mmaction - INFO - Epoch [17][60/1281] lr: 2.250e-03, eta: 2:08:54, time: 1.402, data_time: 0.001, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7914, prec@thr=0.5: 0.8565, recall@top3: 0.8689, prec@top3: 0.7092, recall@top5: 0.9629, prec@top5: 0.4840, loss: 0.0266, grad_norm: 0.1259 2020-12-22 04:17:33,164 - mmaction - INFO - Epoch [17][80/1281] lr: 2.250e-03, eta: 2:08:23, time: 1.553, data_time: 0.190, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.8029, prec@thr=0.5: 0.8540, recall@top3: 0.8740, prec@top3: 0.7134, recall@top5: 0.9645, prec@top5: 0.4850, loss: 0.0262, grad_norm: 0.1240 2020-12-22 04:18:02,222 - mmaction - INFO - Epoch [17][100/1281] lr: 2.250e-03, eta: 2:07:52, time: 1.453, data_time: 0.255, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.8046, prec@thr=0.5: 0.8589, recall@top3: 0.8715, prec@top3: 0.7131, recall@top5: 0.9635, prec@top5: 0.4854, loss: 0.0265, grad_norm: 0.1249 2020-12-22 04:18:34,198 - mmaction - INFO - Epoch [17][120/1281] lr: 2.250e-03, eta: 2:07:22, time: 1.599, data_time: 0.020, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.8009, prec@thr=0.5: 0.8577, recall@top3: 0.8733, prec@top3: 0.7152, recall@top5: 0.9639, prec@top5: 0.4853, loss: 0.0263, grad_norm: 0.1255 2020-12-22 04:19:02,777 - mmaction - INFO - Epoch [17][140/1281] lr: 2.250e-03, eta: 2:06:51, time: 1.428, data_time: 0.001, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.7972, prec@thr=0.5: 0.8500, recall@top3: 0.8722, prec@top3: 0.7071, recall@top5: 0.9629, prec@top5: 0.4808, loss: 0.0264, grad_norm: 0.1271 2020-12-22 04:19:31,720 - mmaction - INFO - Epoch [17][160/1281] lr: 2.250e-03, eta: 2:06:20, time: 1.448, data_time: 0.172, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7941, prec@thr=0.5: 0.8512, recall@top3: 0.8718, prec@top3: 0.7102, recall@top5: 0.9620, prec@top5: 0.4818, loss: 0.0268, grad_norm: 0.1254 2020-12-22 04:20:02,501 - mmaction - INFO - Epoch [17][180/1281] lr: 2.250e-03, eta: 2:05:50, time: 1.536, data_time: 0.034, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.7928, prec@thr=0.5: 0.8500, recall@top3: 0.8723, prec@top3: 0.7051, recall@top5: 0.9618, prec@top5: 0.4780, loss: 0.0265, grad_norm: 0.1247 2020-12-22 04:20:31,678 - mmaction - INFO - Epoch [17][200/1281] lr: 2.250e-03, eta: 2:05:19, time: 1.458, data_time: 0.296, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.7993, prec@thr=0.5: 0.8578, recall@top3: 0.8744, prec@top3: 0.7131, recall@top5: 0.9644, prec@top5: 0.4837, loss: 0.0263, grad_norm: 0.1254 2020-12-22 04:21:02,680 - mmaction - INFO - Epoch [17][220/1281] lr: 2.250e-03, eta: 2:04:48, time: 1.554, data_time: 0.376, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.7960, prec@thr=0.5: 0.8530, recall@top3: 0.8721, prec@top3: 0.7061, recall@top5: 0.9638, prec@top5: 0.4807, loss: 0.0265, grad_norm: 0.1266 2020-12-22 04:21:32,352 - mmaction - INFO - Epoch [17][240/1281] lr: 2.250e-03, eta: 2:04:17, time: 1.481, data_time: 0.310, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7936, prec@thr=0.5: 0.8494, recall@top3: 0.8707, prec@top3: 0.7060, recall@top5: 0.9605, prec@top5: 0.4802, loss: 0.0266, grad_norm: 0.1245 2020-12-22 04:22:03,382 - mmaction - INFO - Epoch [17][260/1281] lr: 2.250e-03, eta: 2:03:47, time: 1.553, data_time: 0.401, memory: 10527, loss_action_cls: 0.0260, recall@thr=0.5: 0.8029, prec@thr=0.5: 0.8541, recall@top3: 0.8761, prec@top3: 0.7106, recall@top5: 0.9644, prec@top5: 0.4810, loss: 0.0260, grad_norm: 0.1253 2020-12-22 04:22:33,757 - mmaction - INFO - Epoch [17][280/1281] lr: 2.250e-03, eta: 2:03:16, time: 1.517, data_time: 0.268, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.7956, prec@thr=0.5: 0.8566, recall@top3: 0.8710, prec@top3: 0.7074, recall@top5: 0.9612, prec@top5: 0.4801, loss: 0.0264, grad_norm: 0.1256 2020-12-22 04:23:00,445 - mmaction - INFO - Epoch [17][300/1281] lr: 2.250e-03, eta: 2:02:45, time: 1.334, data_time: 0.149, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.8037, prec@thr=0.5: 0.8582, recall@top3: 0.8752, prec@top3: 0.7147, recall@top5: 0.9652, prec@top5: 0.4848, loss: 0.0261, grad_norm: 0.1224 2020-12-22 04:23:30,098 - mmaction - INFO - Epoch [17][320/1281] lr: 2.250e-03, eta: 2:02:14, time: 1.485, data_time: 0.022, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7966, prec@thr=0.5: 0.8539, recall@top3: 0.8719, prec@top3: 0.7076, recall@top5: 0.9600, prec@top5: 0.4797, loss: 0.0266, grad_norm: 0.1253 2020-12-22 04:23:57,483 - mmaction - INFO - Epoch [17][340/1281] lr: 2.250e-03, eta: 2:01:43, time: 1.368, data_time: 0.060, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.7960, prec@thr=0.5: 0.8563, recall@top3: 0.8701, prec@top3: 0.7118, recall@top5: 0.9630, prec@top5: 0.4836, loss: 0.0262, grad_norm: 0.1235 2020-12-22 04:24:26,499 - mmaction - INFO - Epoch [17][360/1281] lr: 2.250e-03, eta: 2:01:12, time: 1.450, data_time: 0.020, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.8047, prec@thr=0.5: 0.8578, recall@top3: 0.8737, prec@top3: 0.7088, recall@top5: 0.9635, prec@top5: 0.4815, loss: 0.0261, grad_norm: 0.1214 2020-12-22 04:24:56,244 - mmaction - INFO - Epoch [17][380/1281] lr: 2.250e-03, eta: 2:00:41, time: 1.489, data_time: 0.128, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.8009, prec@thr=0.5: 0.8583, recall@top3: 0.8721, prec@top3: 0.7158, recall@top5: 0.9615, prec@top5: 0.4853, loss: 0.0263, grad_norm: 0.1232 2020-12-22 04:25:26,501 - mmaction - INFO - Epoch [17][400/1281] lr: 2.250e-03, eta: 2:00:11, time: 1.513, data_time: 0.233, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.8014, prec@thr=0.5: 0.8579, recall@top3: 0.8739, prec@top3: 0.7109, recall@top5: 0.9618, prec@top5: 0.4812, loss: 0.0263, grad_norm: 0.1239 2020-12-22 04:25:54,744 - mmaction - INFO - Epoch [17][420/1281] lr: 2.250e-03, eta: 1:59:40, time: 1.412, data_time: 0.090, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.8011, prec@thr=0.5: 0.8564, recall@top3: 0.8720, prec@top3: 0.7081, recall@top5: 0.9630, prec@top5: 0.4815, loss: 0.0261, grad_norm: 0.1271 2020-12-22 04:26:22,764 - mmaction - INFO - Epoch [17][440/1281] lr: 2.250e-03, eta: 1:59:09, time: 1.398, data_time: 0.001, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.8009, prec@thr=0.5: 0.8596, recall@top3: 0.8745, prec@top3: 0.7154, recall@top5: 0.9636, prec@top5: 0.4851, loss: 0.0264, grad_norm: 0.1238 2020-12-22 04:26:56,544 - mmaction - INFO - Epoch [17][460/1281] lr: 2.250e-03, eta: 1:58:39, time: 1.689, data_time: 0.016, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.8011, prec@thr=0.5: 0.8496, recall@top3: 0.8671, prec@top3: 0.7114, recall@top5: 0.9603, prec@top5: 0.4845, loss: 0.0264, grad_norm: 0.1243 2020-12-22 04:27:22,366 - mmaction - INFO - Epoch [17][480/1281] lr: 2.250e-03, eta: 1:58:07, time: 1.294, data_time: 0.004, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7907, prec@thr=0.5: 0.8498, recall@top3: 0.8698, prec@top3: 0.7066, recall@top5: 0.9624, prec@top5: 0.4811, loss: 0.0268, grad_norm: 0.1270 2020-12-22 04:27:52,271 - mmaction - INFO - Epoch [17][500/1281] lr: 2.250e-03, eta: 1:57:37, time: 1.495, data_time: 0.001, memory: 10527, loss_action_cls: 0.0260, recall@thr=0.5: 0.8065, prec@thr=0.5: 0.8555, recall@top3: 0.8752, prec@top3: 0.7166, recall@top5: 0.9642, prec@top5: 0.4857, loss: 0.0260, grad_norm: 0.1252 2020-12-22 04:28:21,485 - mmaction - INFO - Epoch [17][520/1281] lr: 2.250e-03, eta: 1:57:06, time: 1.461, data_time: 0.182, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7993, prec@thr=0.5: 0.8548, recall@top3: 0.8703, prec@top3: 0.7063, recall@top5: 0.9612, prec@top5: 0.4799, loss: 0.0268, grad_norm: 0.1245 2020-12-22 04:28:50,976 - mmaction - INFO - Epoch [17][540/1281] lr: 2.250e-03, eta: 1:56:35, time: 1.474, data_time: 0.001, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.7936, prec@thr=0.5: 0.8487, recall@top3: 0.8750, prec@top3: 0.7042, recall@top5: 0.9614, prec@top5: 0.4759, loss: 0.0265, grad_norm: 0.1250 2020-12-22 04:29:21,941 - mmaction - INFO - Epoch [17][560/1281] lr: 2.250e-03, eta: 1:56:05, time: 1.547, data_time: 0.002, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7886, prec@thr=0.5: 0.8542, recall@top3: 0.8699, prec@top3: 0.7096, recall@top5: 0.9626, prec@top5: 0.4836, loss: 0.0269, grad_norm: 0.1252 2020-12-22 04:29:49,638 - mmaction - INFO - Epoch [17][580/1281] lr: 2.250e-03, eta: 1:55:34, time: 1.386, data_time: 0.003, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7952, prec@thr=0.5: 0.8509, recall@top3: 0.8713, prec@top3: 0.7071, recall@top5: 0.9629, prec@top5: 0.4804, loss: 0.0268, grad_norm: 0.1268 2020-12-22 04:30:20,480 - mmaction - INFO - Epoch [17][600/1281] lr: 2.250e-03, eta: 1:55:03, time: 1.542, data_time: 0.002, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.8003, prec@thr=0.5: 0.8502, recall@top3: 0.8709, prec@top3: 0.7100, recall@top5: 0.9626, prec@top5: 0.4826, loss: 0.0265, grad_norm: 0.1232 2020-12-22 04:30:48,824 - mmaction - INFO - Epoch [17][620/1281] lr: 2.250e-03, eta: 1:54:32, time: 1.416, data_time: 0.002, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.7924, prec@thr=0.5: 0.8549, recall@top3: 0.8704, prec@top3: 0.7111, recall@top5: 0.9631, prec@top5: 0.4850, loss: 0.0262, grad_norm: 0.1266 2020-12-22 04:31:18,576 - mmaction - INFO - Epoch [17][640/1281] lr: 2.250e-03, eta: 1:54:01, time: 1.489, data_time: 0.003, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.7950, prec@thr=0.5: 0.8535, recall@top3: 0.8719, prec@top3: 0.7069, recall@top5: 0.9635, prec@top5: 0.4811, loss: 0.0265, grad_norm: 0.1257 2020-12-22 04:31:48,909 - mmaction - INFO - Epoch [17][660/1281] lr: 2.250e-03, eta: 1:53:31, time: 1.517, data_time: 0.002, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.7992, prec@thr=0.5: 0.8521, recall@top3: 0.8736, prec@top3: 0.7083, recall@top5: 0.9616, prec@top5: 0.4797, loss: 0.0262, grad_norm: 0.1236 2020-12-22 04:32:17,681 - mmaction - INFO - Epoch [17][680/1281] lr: 2.250e-03, eta: 1:53:00, time: 1.436, data_time: 0.002, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.8027, prec@thr=0.5: 0.8570, recall@top3: 0.8742, prec@top3: 0.7117, recall@top5: 0.9649, prec@top5: 0.4824, loss: 0.0262, grad_norm: 0.1249 2020-12-22 04:32:46,338 - mmaction - INFO - Epoch [17][700/1281] lr: 2.250e-03, eta: 1:52:29, time: 1.436, data_time: 0.004, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7962, prec@thr=0.5: 0.8536, recall@top3: 0.8727, prec@top3: 0.7113, recall@top5: 0.9611, prec@top5: 0.4817, loss: 0.0266, grad_norm: 0.1254 2020-12-22 04:33:17,351 - mmaction - INFO - Epoch [17][720/1281] lr: 2.250e-03, eta: 1:51:59, time: 1.547, data_time: 0.001, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7981, prec@thr=0.5: 0.8468, recall@top3: 0.8701, prec@top3: 0.7061, recall@top5: 0.9607, prec@top5: 0.4802, loss: 0.0268, grad_norm: 0.1267 2020-12-22 04:33:46,196 - mmaction - INFO - Epoch [17][740/1281] lr: 2.250e-03, eta: 1:51:28, time: 1.443, data_time: 0.111, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7901, prec@thr=0.5: 0.8526, recall@top3: 0.8731, prec@top3: 0.7094, recall@top5: 0.9626, prec@top5: 0.4813, loss: 0.0268, grad_norm: 0.1291 2020-12-22 04:34:15,514 - mmaction - INFO - Epoch [17][760/1281] lr: 2.250e-03, eta: 1:50:57, time: 1.465, data_time: 0.050, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.7972, prec@thr=0.5: 0.8555, recall@top3: 0.8749, prec@top3: 0.7162, recall@top5: 0.9645, prec@top5: 0.4860, loss: 0.0262, grad_norm: 0.1267 2020-12-22 04:34:43,767 - mmaction - INFO - Epoch [17][780/1281] lr: 2.250e-03, eta: 1:50:26, time: 1.411, data_time: 0.004, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.7987, prec@thr=0.5: 0.8508, recall@top3: 0.8746, prec@top3: 0.7118, recall@top5: 0.9637, prec@top5: 0.4818, loss: 0.0264, grad_norm: 0.1251 2020-12-22 04:35:12,182 - mmaction - INFO - Epoch [17][800/1281] lr: 2.250e-03, eta: 1:49:55, time: 1.424, data_time: 0.005, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7944, prec@thr=0.5: 0.8577, recall@top3: 0.8699, prec@top3: 0.7122, recall@top5: 0.9619, prec@top5: 0.4849, loss: 0.0268, grad_norm: 0.1253 2020-12-22 04:35:43,627 - mmaction - INFO - Epoch [17][820/1281] lr: 2.250e-03, eta: 1:49:25, time: 1.572, data_time: 0.002, memory: 10527, loss_action_cls: 0.0258, recall@thr=0.5: 0.8045, prec@thr=0.5: 0.8599, recall@top3: 0.8713, prec@top3: 0.7189, recall@top5: 0.9625, prec@top5: 0.4883, loss: 0.0258, grad_norm: 0.1228 2020-12-22 04:36:11,654 - mmaction - INFO - Epoch [17][840/1281] lr: 2.250e-03, eta: 1:48:54, time: 1.399, data_time: 0.002, memory: 10527, loss_action_cls: 0.0260, recall@thr=0.5: 0.7998, prec@thr=0.5: 0.8552, recall@top3: 0.8784, prec@top3: 0.7054, recall@top5: 0.9673, prec@top5: 0.4785, loss: 0.0260, grad_norm: 0.1228 2020-12-22 04:36:40,803 - mmaction - INFO - Epoch [17][860/1281] lr: 2.250e-03, eta: 1:48:23, time: 1.461, data_time: 0.004, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.7943, prec@thr=0.5: 0.8553, recall@top3: 0.8687, prec@top3: 0.7042, recall@top5: 0.9601, prec@top5: 0.4802, loss: 0.0265, grad_norm: 0.1238 2020-12-22 04:37:08,795 - mmaction - INFO - Epoch [17][880/1281] lr: 2.250e-03, eta: 1:47:52, time: 1.398, data_time: 0.001, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.8077, prec@thr=0.5: 0.8606, recall@top3: 0.8727, prec@top3: 0.7111, recall@top5: 0.9594, prec@top5: 0.4814, loss: 0.0266, grad_norm: 0.1233 2020-12-22 04:37:39,414 - mmaction - INFO - Epoch [17][900/1281] lr: 2.250e-03, eta: 1:47:22, time: 1.530, data_time: 0.003, memory: 10527, loss_action_cls: 0.0260, recall@thr=0.5: 0.8021, prec@thr=0.5: 0.8593, recall@top3: 0.8789, prec@top3: 0.7071, recall@top5: 0.9645, prec@top5: 0.4762, loss: 0.0260, grad_norm: 0.1243 2020-12-22 04:38:08,268 - mmaction - INFO - Epoch [17][920/1281] lr: 2.250e-03, eta: 1:46:51, time: 1.442, data_time: 0.003, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7929, prec@thr=0.5: 0.8488, recall@top3: 0.8712, prec@top3: 0.7029, recall@top5: 0.9611, prec@top5: 0.4772, loss: 0.0266, grad_norm: 0.1242 2020-12-22 04:38:38,627 - mmaction - INFO - Epoch [17][940/1281] lr: 2.250e-03, eta: 1:46:20, time: 1.519, data_time: 0.004, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.8016, prec@thr=0.5: 0.8543, recall@top3: 0.8771, prec@top3: 0.7086, recall@top5: 0.9626, prec@top5: 0.4786, loss: 0.0262, grad_norm: 0.1255 2020-12-22 04:39:08,341 - mmaction - INFO - Epoch [17][960/1281] lr: 2.250e-03, eta: 1:45:50, time: 1.484, data_time: 0.133, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.8003, prec@thr=0.5: 0.8558, recall@top3: 0.8748, prec@top3: 0.7112, recall@top5: 0.9651, prec@top5: 0.4831, loss: 0.0262, grad_norm: 0.1265 2020-12-22 04:39:36,781 - mmaction - INFO - Epoch [17][980/1281] lr: 2.250e-03, eta: 1:45:19, time: 1.425, data_time: 0.005, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.8030, prec@thr=0.5: 0.8551, recall@top3: 0.8754, prec@top3: 0.7093, recall@top5: 0.9608, prec@top5: 0.4788, loss: 0.0266, grad_norm: 0.1251 2020-12-22 04:40:06,404 - mmaction - INFO - Epoch [17][1000/1281] lr: 2.250e-03, eta: 1:44:48, time: 1.481, data_time: 0.002, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.7943, prec@thr=0.5: 0.8566, recall@top3: 0.8730, prec@top3: 0.7133, recall@top5: 0.9618, prec@top5: 0.4834, loss: 0.0264, grad_norm: 0.1219 2020-12-22 04:40:35,127 - mmaction - INFO - Epoch [17][1020/1281] lr: 2.250e-03, eta: 1:44:17, time: 1.433, data_time: 0.003, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.7987, prec@thr=0.5: 0.8547, recall@top3: 0.8736, prec@top3: 0.7070, recall@top5: 0.9631, prec@top5: 0.4802, loss: 0.0264, grad_norm: 0.1246 2020-12-22 04:41:04,340 - mmaction - INFO - Epoch [17][1040/1281] lr: 2.250e-03, eta: 1:43:46, time: 1.464, data_time: 0.004, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7960, prec@thr=0.5: 0.8504, recall@top3: 0.8682, prec@top3: 0.7140, recall@top5: 0.9633, prec@top5: 0.4863, loss: 0.0269, grad_norm: 0.1281 2020-12-22 04:41:31,989 - mmaction - INFO - Epoch [17][1060/1281] lr: 2.250e-03, eta: 1:43:15, time: 1.381, data_time: 0.039, memory: 10527, loss_action_cls: 0.0260, recall@thr=0.5: 0.7997, prec@thr=0.5: 0.8523, recall@top3: 0.8762, prec@top3: 0.7063, recall@top5: 0.9643, prec@top5: 0.4782, loss: 0.0260, grad_norm: 0.1212 2020-12-22 04:42:03,368 - mmaction - INFO - Epoch [17][1080/1281] lr: 2.250e-03, eta: 1:42:45, time: 1.568, data_time: 0.054, memory: 10527, loss_action_cls: 0.0256, recall@thr=0.5: 0.8102, prec@thr=0.5: 0.8621, recall@top3: 0.8795, prec@top3: 0.7184, recall@top5: 0.9672, prec@top5: 0.4862, loss: 0.0256, grad_norm: 0.1247 2020-12-22 04:42:31,551 - mmaction - INFO - Epoch [17][1100/1281] lr: 2.250e-03, eta: 1:42:14, time: 1.412, data_time: 0.004, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.8015, prec@thr=0.5: 0.8543, recall@top3: 0.8750, prec@top3: 0.7011, recall@top5: 0.9631, prec@top5: 0.4742, loss: 0.0266, grad_norm: 0.1259 2020-12-22 04:43:00,000 - mmaction - INFO - Epoch [17][1120/1281] lr: 2.250e-03, eta: 1:41:43, time: 1.420, data_time: 0.001, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.7977, prec@thr=0.5: 0.8571, recall@top3: 0.8740, prec@top3: 0.7207, recall@top5: 0.9639, prec@top5: 0.4889, loss: 0.0261, grad_norm: 0.1239 2020-12-22 04:43:30,402 - mmaction - INFO - Epoch [17][1140/1281] lr: 2.250e-03, eta: 1:41:13, time: 1.522, data_time: 0.003, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7965, prec@thr=0.5: 0.8508, recall@top3: 0.8704, prec@top3: 0.7055, recall@top5: 0.9611, prec@top5: 0.4790, loss: 0.0269, grad_norm: 0.1248 2020-12-22 04:43:59,007 - mmaction - INFO - Epoch [17][1160/1281] lr: 2.250e-03, eta: 1:40:42, time: 1.428, data_time: 0.031, memory: 10527, loss_action_cls: 0.0250, recall@thr=0.5: 0.8121, prec@thr=0.5: 0.8598, recall@top3: 0.8805, prec@top3: 0.7153, recall@top5: 0.9674, prec@top5: 0.4834, loss: 0.0250, grad_norm: 0.1223 2020-12-22 04:44:29,014 - mmaction - INFO - Epoch [17][1180/1281] lr: 2.250e-03, eta: 1:40:11, time: 1.500, data_time: 0.004, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.8007, prec@thr=0.5: 0.8555, recall@top3: 0.8724, prec@top3: 0.7139, recall@top5: 0.9633, prec@top5: 0.4847, loss: 0.0262, grad_norm: 0.1235 2020-12-22 04:44:57,884 - mmaction - INFO - Epoch [17][1200/1281] lr: 2.250e-03, eta: 1:39:41, time: 1.446, data_time: 0.004, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.8077, prec@thr=0.5: 0.8599, recall@top3: 0.8744, prec@top3: 0.7117, recall@top5: 0.9614, prec@top5: 0.4810, loss: 0.0261, grad_norm: 0.1243 2020-12-22 04:45:27,583 - mmaction - INFO - Epoch [17][1220/1281] lr: 2.250e-03, eta: 1:39:10, time: 1.485, data_time: 0.002, memory: 10527, loss_action_cls: 0.0267, recall@thr=0.5: 0.7948, prec@thr=0.5: 0.8497, recall@top3: 0.8737, prec@top3: 0.7118, recall@top5: 0.9625, prec@top5: 0.4821, loss: 0.0267, grad_norm: 0.1274 2020-12-22 04:45:55,789 - mmaction - INFO - Epoch [17][1240/1281] lr: 2.250e-03, eta: 1:38:39, time: 1.410, data_time: 0.001, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7987, prec@thr=0.5: 0.8517, recall@top3: 0.8713, prec@top3: 0.7135, recall@top5: 0.9624, prec@top5: 0.4853, loss: 0.0268, grad_norm: 0.1269 2020-12-22 04:46:26,245 - mmaction - INFO - Epoch [17][1260/1281] lr: 2.250e-03, eta: 1:38:09, time: 1.523, data_time: 0.002, memory: 10527, loss_action_cls: 0.0259, recall@thr=0.5: 0.8004, prec@thr=0.5: 0.8564, recall@top3: 0.8764, prec@top3: 0.7092, recall@top5: 0.9649, prec@top5: 0.4806, loss: 0.0259, grad_norm: 0.1229 2020-12-22 04:46:53,658 - mmaction - INFO - Epoch [17][1280/1281] lr: 2.250e-03, eta: 1:37:38, time: 1.371, data_time: 0.002, memory: 10527, loss_action_cls: 0.0272, recall@thr=0.5: 0.7879, prec@thr=0.5: 0.8468, recall@top3: 0.8682, prec@top3: 0.7057, recall@top5: 0.9617, prec@top5: 0.4812, loss: 0.0272, grad_norm: 0.1253 2020-12-22 04:46:57,304 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-12-22 04:55:54,639 - mmaction - INFO - Evaluating proposal ... 2020-12-22 04:57:03,218 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-22 04:57:03,219 - mmaction - INFO - Evaluating bbox ... 2020-12-22 05:05:25,741 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2531 2020-12-22 05:05:26,828 - mmaction - INFO - Epoch(val) [17][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2531 2020-12-22 05:06:44,135 - mmaction - INFO - Epoch [18][20/1281] lr: 2.250e-03, eta: 1:37:14, time: 3.862, data_time: 2.675, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.8016, prec@thr=0.5: 0.8573, recall@top3: 0.8722, prec@top3: 0.7122, recall@top5: 0.9633, prec@top5: 0.4849, loss: 0.0262, grad_norm: 0.1245 2020-12-22 05:07:14,805 - mmaction - INFO - Epoch [18][40/1281] lr: 2.250e-03, eta: 1:36:43, time: 1.537, data_time: 0.394, memory: 10527, loss_action_cls: 0.0260, recall@thr=0.5: 0.8007, prec@thr=0.5: 0.8541, recall@top3: 0.8749, prec@top3: 0.7082, recall@top5: 0.9646, prec@top5: 0.4805, loss: 0.0260, grad_norm: 0.1255 2020-12-22 05:07:44,196 - mmaction - INFO - Epoch [18][60/1281] lr: 2.250e-03, eta: 1:36:12, time: 1.467, data_time: 0.280, memory: 10527, loss_action_cls: 0.0258, recall@thr=0.5: 0.7979, prec@thr=0.5: 0.8573, recall@top3: 0.8767, prec@top3: 0.7095, recall@top5: 0.9651, prec@top5: 0.4805, loss: 0.0258, grad_norm: 0.1247 2020-12-22 05:08:16,719 - mmaction - INFO - Epoch [18][80/1281] lr: 2.250e-03, eta: 1:35:42, time: 1.626, data_time: 0.316, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7996, prec@thr=0.5: 0.8546, recall@top3: 0.8733, prec@top3: 0.7186, recall@top5: 0.9625, prec@top5: 0.4870, loss: 0.0266, grad_norm: 0.1260 2020-12-22 05:08:43,570 - mmaction - INFO - Epoch [18][100/1281] lr: 2.250e-03, eta: 1:35:11, time: 1.342, data_time: 0.104, memory: 10527, loss_action_cls: 0.0259, recall@thr=0.5: 0.7988, prec@thr=0.5: 0.8562, recall@top3: 0.8764, prec@top3: 0.7068, recall@top5: 0.9651, prec@top5: 0.4786, loss: 0.0259, grad_norm: 0.1218 2020-12-22 05:09:13,977 - mmaction - INFO - Epoch [18][120/1281] lr: 2.250e-03, eta: 1:34:40, time: 1.521, data_time: 0.309, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.7969, prec@thr=0.5: 0.8558, recall@top3: 0.8713, prec@top3: 0.7120, recall@top5: 0.9625, prec@top5: 0.4842, loss: 0.0263, grad_norm: 0.1257 2020-12-22 05:09:43,272 - mmaction - INFO - Epoch [18][140/1281] lr: 2.250e-03, eta: 1:34:10, time: 1.467, data_time: 0.003, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.7974, prec@thr=0.5: 0.8490, recall@top3: 0.8725, prec@top3: 0.7068, recall@top5: 0.9628, prec@top5: 0.4799, loss: 0.0264, grad_norm: 0.1257 2020-12-22 05:10:12,308 - mmaction - INFO - Epoch [18][160/1281] lr: 2.250e-03, eta: 1:33:39, time: 1.452, data_time: 0.001, memory: 10527, loss_action_cls: 0.0272, recall@thr=0.5: 0.7911, prec@thr=0.5: 0.8478, recall@top3: 0.8682, prec@top3: 0.7087, recall@top5: 0.9604, prec@top5: 0.4826, loss: 0.0272, grad_norm: 0.1257 2020-12-22 05:10:43,282 - mmaction - INFO - Epoch [18][180/1281] lr: 2.250e-03, eta: 1:33:09, time: 1.548, data_time: 0.001, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.8009, prec@thr=0.5: 0.8529, recall@top3: 0.8699, prec@top3: 0.7154, recall@top5: 0.9637, prec@top5: 0.4878, loss: 0.0266, grad_norm: 0.1227 2020-12-22 05:11:11,125 - mmaction - INFO - Epoch [18][200/1281] lr: 2.250e-03, eta: 1:32:38, time: 1.393, data_time: 0.002, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.7985, prec@thr=0.5: 0.8548, recall@top3: 0.8715, prec@top3: 0.7072, recall@top5: 0.9626, prec@top5: 0.4805, loss: 0.0262, grad_norm: 0.1255 2020-12-22 05:11:40,535 - mmaction - INFO - Epoch [18][220/1281] lr: 2.250e-03, eta: 1:32:07, time: 1.470, data_time: 0.013, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7966, prec@thr=0.5: 0.8501, recall@top3: 0.8727, prec@top3: 0.7078, recall@top5: 0.9634, prec@top5: 0.4806, loss: 0.0266, grad_norm: 0.1256 2020-12-22 05:12:11,051 - mmaction - INFO - Epoch [18][240/1281] lr: 2.250e-03, eta: 1:31:36, time: 1.526, data_time: 0.017, memory: 10527, loss_action_cls: 0.0257, recall@thr=0.5: 0.8014, prec@thr=0.5: 0.8577, recall@top3: 0.8747, prec@top3: 0.7092, recall@top5: 0.9639, prec@top5: 0.4799, loss: 0.0257, grad_norm: 0.1235 2020-12-22 05:12:39,273 - mmaction - INFO - Epoch [18][260/1281] lr: 2.250e-03, eta: 1:31:05, time: 1.411, data_time: 0.041, memory: 10527, loss_action_cls: 0.0252, recall@thr=0.5: 0.8041, prec@thr=0.5: 0.8628, recall@top3: 0.8808, prec@top3: 0.7153, recall@top5: 0.9683, prec@top5: 0.4834, loss: 0.0252, grad_norm: 0.1244 2020-12-22 05:13:12,370 - mmaction - INFO - Epoch [18][280/1281] lr: 2.250e-03, eta: 1:30:35, time: 1.653, data_time: 0.002, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7944, prec@thr=0.5: 0.8479, recall@top3: 0.8717, prec@top3: 0.7020, recall@top5: 0.9620, prec@top5: 0.4775, loss: 0.0266, grad_norm: 0.1276 2020-12-22 05:13:39,403 - mmaction - INFO - Epoch [18][300/1281] lr: 2.250e-03, eta: 1:30:04, time: 1.354, data_time: 0.003, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.7972, prec@thr=0.5: 0.8516, recall@top3: 0.8689, prec@top3: 0.7056, recall@top5: 0.9608, prec@top5: 0.4805, loss: 0.0262, grad_norm: 0.1225 2020-12-22 05:14:10,837 - mmaction - INFO - Epoch [18][320/1281] lr: 2.250e-03, eta: 1:29:34, time: 1.571, data_time: 0.001, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7978, prec@thr=0.5: 0.8570, recall@top3: 0.8724, prec@top3: 0.7149, recall@top5: 0.9633, prec@top5: 0.4872, loss: 0.0266, grad_norm: 0.1244 2020-12-22 05:14:40,919 - mmaction - INFO - Epoch [18][340/1281] lr: 2.250e-03, eta: 1:29:03, time: 1.502, data_time: 0.002, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.8060, prec@thr=0.5: 0.8536, recall@top3: 0.8746, prec@top3: 0.7045, recall@top5: 0.9635, prec@top5: 0.4782, loss: 0.0261, grad_norm: 0.1248 2020-12-22 05:15:10,630 - mmaction - INFO - Epoch [18][360/1281] lr: 2.250e-03, eta: 1:28:33, time: 1.487, data_time: 0.003, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.7967, prec@thr=0.5: 0.8580, recall@top3: 0.8743, prec@top3: 0.7152, recall@top5: 0.9653, prec@top5: 0.4870, loss: 0.0263, grad_norm: 0.1269 2020-12-22 05:15:42,094 - mmaction - INFO - Epoch [18][380/1281] lr: 2.250e-03, eta: 1:28:02, time: 1.561, data_time: 0.038, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.8003, prec@thr=0.5: 0.8510, recall@top3: 0.8720, prec@top3: 0.7060, recall@top5: 0.9647, prec@top5: 0.4803, loss: 0.0261, grad_norm: 0.1283 2020-12-22 05:16:09,993 - mmaction - INFO - Epoch [18][400/1281] lr: 2.250e-03, eta: 1:27:31, time: 1.409, data_time: 0.014, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.8001, prec@thr=0.5: 0.8546, recall@top3: 0.8737, prec@top3: 0.7091, recall@top5: 0.9618, prec@top5: 0.4804, loss: 0.0264, grad_norm: 0.1248 2020-12-22 05:16:39,223 - mmaction - INFO - Epoch [18][420/1281] lr: 2.250e-03, eta: 1:27:01, time: 1.461, data_time: 0.001, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.8030, prec@thr=0.5: 0.8531, recall@top3: 0.8733, prec@top3: 0.7114, recall@top5: 0.9609, prec@top5: 0.4812, loss: 0.0261, grad_norm: 0.1262 2020-12-22 05:17:10,626 - mmaction - INFO - Epoch [18][440/1281] lr: 2.250e-03, eta: 1:26:30, time: 1.569, data_time: 0.014, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.7993, prec@thr=0.5: 0.8541, recall@top3: 0.8695, prec@top3: 0.7133, recall@top5: 0.9658, prec@top5: 0.4878, loss: 0.0262, grad_norm: 0.1255 2020-12-22 05:17:37,340 - mmaction - INFO - Epoch [18][460/1281] lr: 2.250e-03, eta: 1:25:59, time: 1.338, data_time: 0.003, memory: 10527, loss_action_cls: 0.0259, recall@thr=0.5: 0.8055, prec@thr=0.5: 0.8572, recall@top3: 0.8791, prec@top3: 0.7117, recall@top5: 0.9646, prec@top5: 0.4806, loss: 0.0259, grad_norm: 0.1279 2020-12-22 05:18:06,778 - mmaction - INFO - Epoch [18][480/1281] lr: 2.250e-03, eta: 1:25:29, time: 1.472, data_time: 0.001, memory: 10527, loss_action_cls: 0.0272, recall@thr=0.5: 0.8000, prec@thr=0.5: 0.8538, recall@top3: 0.8713, prec@top3: 0.7125, recall@top5: 0.9612, prec@top5: 0.4829, loss: 0.0272, grad_norm: 0.1282 2020-12-22 05:18:36,019 - mmaction - INFO - Epoch [18][500/1281] lr: 2.250e-03, eta: 1:24:58, time: 1.463, data_time: 0.001, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.8029, prec@thr=0.5: 0.8542, recall@top3: 0.8749, prec@top3: 0.7112, recall@top5: 0.9628, prec@top5: 0.4809, loss: 0.0263, grad_norm: 0.1254 2020-12-22 05:19:05,442 - mmaction - INFO - Epoch [18][520/1281] lr: 2.250e-03, eta: 1:24:27, time: 1.468, data_time: 0.001, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.8025, prec@thr=0.5: 0.8563, recall@top3: 0.8759, prec@top3: 0.7092, recall@top5: 0.9645, prec@top5: 0.4800, loss: 0.0261, grad_norm: 0.1247 2020-12-22 05:19:33,969 - mmaction - INFO - Epoch [18][540/1281] lr: 2.250e-03, eta: 1:23:56, time: 1.429, data_time: 0.004, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7968, prec@thr=0.5: 0.8565, recall@top3: 0.8728, prec@top3: 0.7097, recall@top5: 0.9617, prec@top5: 0.4820, loss: 0.0266, grad_norm: 0.1252 2020-12-22 05:20:04,855 - mmaction - INFO - Epoch [18][560/1281] lr: 2.250e-03, eta: 1:23:26, time: 1.544, data_time: 0.207, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7962, prec@thr=0.5: 0.8531, recall@top3: 0.8710, prec@top3: 0.7085, recall@top5: 0.9617, prec@top5: 0.4811, loss: 0.0269, grad_norm: 0.1305 2020-12-22 05:20:32,061 - mmaction - INFO - Epoch [18][580/1281] lr: 2.250e-03, eta: 1:22:55, time: 1.359, data_time: 0.002, memory: 10527, loss_action_cls: 0.0259, recall@thr=0.5: 0.8010, prec@thr=0.5: 0.8575, recall@top3: 0.8782, prec@top3: 0.7075, recall@top5: 0.9642, prec@top5: 0.4770, loss: 0.0259, grad_norm: 0.1236 2020-12-22 05:21:02,201 - mmaction - INFO - Epoch [18][600/1281] lr: 2.250e-03, eta: 1:22:25, time: 1.508, data_time: 0.293, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.7968, prec@thr=0.5: 0.8567, recall@top3: 0.8733, prec@top3: 0.7116, recall@top5: 0.9627, prec@top5: 0.4829, loss: 0.0261, grad_norm: 0.1263 2020-12-22 05:21:30,279 - mmaction - INFO - Epoch [18][620/1281] lr: 2.250e-03, eta: 1:21:54, time: 1.404, data_time: 0.202, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7996, prec@thr=0.5: 0.8521, recall@top3: 0.8724, prec@top3: 0.7095, recall@top5: 0.9623, prec@top5: 0.4820, loss: 0.0268, grad_norm: 0.1274 2020-12-22 05:21:59,354 - mmaction - INFO - Epoch [18][640/1281] lr: 2.250e-03, eta: 1:21:23, time: 1.454, data_time: 0.136, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.8045, prec@thr=0.5: 0.8518, recall@top3: 0.8728, prec@top3: 0.7129, recall@top5: 0.9632, prec@top5: 0.4835, loss: 0.0262, grad_norm: 0.1238 2020-12-22 05:22:27,871 - mmaction - INFO - Epoch [18][660/1281] lr: 2.250e-03, eta: 1:20:52, time: 1.426, data_time: 0.002, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7979, prec@thr=0.5: 0.8538, recall@top3: 0.8711, prec@top3: 0.7106, recall@top5: 0.9619, prec@top5: 0.4823, loss: 0.0269, grad_norm: 0.1250 2020-12-22 05:22:59,291 - mmaction - INFO - Epoch [18][680/1281] lr: 2.250e-03, eta: 1:20:22, time: 1.569, data_time: 0.001, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7911, prec@thr=0.5: 0.8496, recall@top3: 0.8671, prec@top3: 0.7031, recall@top5: 0.9624, prec@top5: 0.4796, loss: 0.0269, grad_norm: 0.1281 2020-12-22 05:23:26,997 - mmaction - INFO - Epoch [18][700/1281] lr: 2.250e-03, eta: 1:19:51, time: 1.388, data_time: 0.003, memory: 10527, loss_action_cls: 0.0260, recall@thr=0.5: 0.8007, prec@thr=0.5: 0.8579, recall@top3: 0.8768, prec@top3: 0.7186, recall@top5: 0.9675, prec@top5: 0.4878, loss: 0.0260, grad_norm: 0.1267 2020-12-22 05:23:58,243 - mmaction - INFO - Epoch [18][720/1281] lr: 2.250e-03, eta: 1:19:21, time: 1.562, data_time: 0.128, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.8062, prec@thr=0.5: 0.8621, recall@top3: 0.8712, prec@top3: 0.7197, recall@top5: 0.9622, prec@top5: 0.4895, loss: 0.0263, grad_norm: 0.1248 2020-12-22 05:24:27,473 - mmaction - INFO - Epoch [18][740/1281] lr: 2.250e-03, eta: 1:18:50, time: 1.458, data_time: 0.001, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.7978, prec@thr=0.5: 0.8478, recall@top3: 0.8706, prec@top3: 0.7038, recall@top5: 0.9632, prec@top5: 0.4787, loss: 0.0264, grad_norm: 0.1254 2020-12-22 05:24:56,500 - mmaction - INFO - Epoch [18][760/1281] lr: 2.250e-03, eta: 1:18:19, time: 1.451, data_time: 0.004, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.7982, prec@thr=0.5: 0.8568, recall@top3: 0.8744, prec@top3: 0.7118, recall@top5: 0.9638, prec@top5: 0.4815, loss: 0.0261, grad_norm: 0.1249 2020-12-22 05:25:25,672 - mmaction - INFO - Epoch [18][780/1281] lr: 2.250e-03, eta: 1:17:49, time: 1.460, data_time: 0.004, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.8010, prec@thr=0.5: 0.8625, recall@top3: 0.8754, prec@top3: 0.7129, recall@top5: 0.9661, prec@top5: 0.4849, loss: 0.0262, grad_norm: 0.1229 2020-12-22 05:25:53,841 - mmaction - INFO - Epoch [18][800/1281] lr: 2.250e-03, eta: 1:17:18, time: 1.407, data_time: 0.003, memory: 10527, loss_action_cls: 0.0257, recall@thr=0.5: 0.8014, prec@thr=0.5: 0.8524, recall@top3: 0.8780, prec@top3: 0.7090, recall@top5: 0.9648, prec@top5: 0.4794, loss: 0.0257, grad_norm: 0.1240 2020-12-22 05:26:24,914 - mmaction - INFO - Epoch [18][820/1281] lr: 2.250e-03, eta: 1:16:47, time: 1.556, data_time: 0.236, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.8035, prec@thr=0.5: 0.8610, recall@top3: 0.8760, prec@top3: 0.7150, recall@top5: 0.9634, prec@top5: 0.4843, loss: 0.0261, grad_norm: 0.1253 2020-12-22 05:26:55,288 - mmaction - INFO - Epoch [18][840/1281] lr: 2.250e-03, eta: 1:16:17, time: 1.516, data_time: 0.002, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.8008, prec@thr=0.5: 0.8578, recall@top3: 0.8746, prec@top3: 0.7105, recall@top5: 0.9619, prec@top5: 0.4805, loss: 0.0261, grad_norm: 0.1253 2020-12-22 05:27:21,972 - mmaction - INFO - Epoch [18][860/1281] lr: 2.250e-03, eta: 1:15:46, time: 1.338, data_time: 0.004, memory: 10527, loss_action_cls: 0.0257, recall@thr=0.5: 0.8017, prec@thr=0.5: 0.8567, recall@top3: 0.8754, prec@top3: 0.7075, recall@top5: 0.9662, prec@top5: 0.4811, loss: 0.0257, grad_norm: 0.1232 2020-12-22 05:27:49,384 - mmaction - INFO - Epoch [18][880/1281] lr: 2.250e-03, eta: 1:15:15, time: 1.368, data_time: 0.001, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.8009, prec@thr=0.5: 0.8567, recall@top3: 0.8768, prec@top3: 0.7109, recall@top5: 0.9632, prec@top5: 0.4800, loss: 0.0263, grad_norm: 0.1224 2020-12-22 05:28:20,124 - mmaction - INFO - Epoch [18][900/1281] lr: 2.250e-03, eta: 1:14:45, time: 1.537, data_time: 0.004, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.7972, prec@thr=0.5: 0.8585, recall@top3: 0.8732, prec@top3: 0.7106, recall@top5: 0.9626, prec@top5: 0.4826, loss: 0.0261, grad_norm: 0.1277 2020-12-22 05:28:48,624 - mmaction - INFO - Epoch [18][920/1281] lr: 2.250e-03, eta: 1:14:14, time: 1.424, data_time: 0.003, memory: 10527, loss_action_cls: 0.0270, recall@thr=0.5: 0.8034, prec@thr=0.5: 0.8472, recall@top3: 0.8642, prec@top3: 0.7129, recall@top5: 0.9595, prec@top5: 0.4873, loss: 0.0270, grad_norm: 0.1285 2020-12-22 05:29:17,756 - mmaction - INFO - Epoch [18][940/1281] lr: 2.250e-03, eta: 1:13:43, time: 1.459, data_time: 0.004, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.8076, prec@thr=0.5: 0.8557, recall@top3: 0.8744, prec@top3: 0.7150, recall@top5: 0.9620, prec@top5: 0.4842, loss: 0.0261, grad_norm: 0.1243 2020-12-22 05:29:46,186 - mmaction - INFO - Epoch [18][960/1281] lr: 2.250e-03, eta: 1:13:12, time: 1.422, data_time: 0.002, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7952, prec@thr=0.5: 0.8531, recall@top3: 0.8728, prec@top3: 0.7115, recall@top5: 0.9638, prec@top5: 0.4829, loss: 0.0268, grad_norm: 0.1282 2020-12-22 05:30:17,132 - mmaction - INFO - Epoch [18][980/1281] lr: 2.250e-03, eta: 1:12:42, time: 1.547, data_time: 0.008, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.8022, prec@thr=0.5: 0.8538, recall@top3: 0.8735, prec@top3: 0.7078, recall@top5: 0.9636, prec@top5: 0.4796, loss: 0.0265, grad_norm: 0.1263 2020-12-22 05:30:44,801 - mmaction - INFO - Epoch [18][1000/1281] lr: 2.250e-03, eta: 1:12:11, time: 1.383, data_time: 0.002, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7916, prec@thr=0.5: 0.8525, recall@top3: 0.8682, prec@top3: 0.7031, recall@top5: 0.9630, prec@top5: 0.4795, loss: 0.0269, grad_norm: 0.1253 2020-12-22 05:31:17,117 - mmaction - INFO - Epoch [18][1020/1281] lr: 2.250e-03, eta: 1:11:41, time: 1.618, data_time: 0.003, memory: 10527, loss_action_cls: 0.0267, recall@thr=0.5: 0.7912, prec@thr=0.5: 0.8493, recall@top3: 0.8719, prec@top3: 0.7060, recall@top5: 0.9616, prec@top5: 0.4791, loss: 0.0267, grad_norm: 0.1282 2020-12-22 05:31:43,926 - mmaction - INFO - Epoch [18][1040/1281] lr: 2.250e-03, eta: 1:11:10, time: 1.340, data_time: 0.001, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.8001, prec@thr=0.5: 0.8510, recall@top3: 0.8763, prec@top3: 0.7115, recall@top5: 0.9628, prec@top5: 0.4808, loss: 0.0262, grad_norm: 0.1234 2020-12-22 05:32:13,647 - mmaction - INFO - Epoch [18][1060/1281] lr: 2.250e-03, eta: 1:10:39, time: 1.486, data_time: 0.001, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.7969, prec@thr=0.5: 0.8568, recall@top3: 0.8716, prec@top3: 0.7184, recall@top5: 0.9667, prec@top5: 0.4909, loss: 0.0263, grad_norm: 0.1253 2020-12-22 05:32:44,308 - mmaction - INFO - Epoch [18][1080/1281] lr: 2.250e-03, eta: 1:10:09, time: 1.533, data_time: 0.001, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.8006, prec@thr=0.5: 0.8539, recall@top3: 0.8725, prec@top3: 0.7019, recall@top5: 0.9635, prec@top5: 0.4765, loss: 0.0262, grad_norm: 0.1248 2020-12-22 05:33:11,504 - mmaction - INFO - Epoch [18][1100/1281] lr: 2.250e-03, eta: 1:09:38, time: 1.360, data_time: 0.002, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.8000, prec@thr=0.5: 0.8555, recall@top3: 0.8754, prec@top3: 0.7117, recall@top5: 0.9649, prec@top5: 0.4828, loss: 0.0262, grad_norm: 0.1271 2020-12-22 05:33:40,308 - mmaction - INFO - Epoch [18][1120/1281] lr: 2.250e-03, eta: 1:09:07, time: 1.437, data_time: 0.001, memory: 10527, loss_action_cls: 0.0267, recall@thr=0.5: 0.7996, prec@thr=0.5: 0.8599, recall@top3: 0.8699, prec@top3: 0.7119, recall@top5: 0.9634, prec@top5: 0.4852, loss: 0.0267, grad_norm: 0.1244 2020-12-22 05:34:10,887 - mmaction - INFO - Epoch [18][1140/1281] lr: 2.250e-03, eta: 1:08:37, time: 1.531, data_time: 0.004, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.7997, prec@thr=0.5: 0.8550, recall@top3: 0.8724, prec@top3: 0.7080, recall@top5: 0.9630, prec@top5: 0.4820, loss: 0.0265, grad_norm: 0.1277 2020-12-22 05:34:38,718 - mmaction - INFO - Epoch [18][1160/1281] lr: 2.250e-03, eta: 1:08:06, time: 1.392, data_time: 0.002, memory: 10527, loss_action_cls: 0.0258, recall@thr=0.5: 0.8037, prec@thr=0.5: 0.8568, recall@top3: 0.8799, prec@top3: 0.7095, recall@top5: 0.9649, prec@top5: 0.4789, loss: 0.0258, grad_norm: 0.1228 2020-12-22 05:35:07,559 - mmaction - INFO - Epoch [18][1180/1281] lr: 2.250e-03, eta: 1:07:36, time: 1.441, data_time: 0.001, memory: 10527, loss_action_cls: 0.0258, recall@thr=0.5: 0.8020, prec@thr=0.5: 0.8515, recall@top3: 0.8770, prec@top3: 0.7050, recall@top5: 0.9639, prec@top5: 0.4767, loss: 0.0258, grad_norm: 0.1254 2020-12-22 05:35:36,786 - mmaction - INFO - Epoch [18][1200/1281] lr: 2.250e-03, eta: 1:07:05, time: 1.463, data_time: 0.200, memory: 10527, loss_action_cls: 0.0274, recall@thr=0.5: 0.7853, prec@thr=0.5: 0.8519, recall@top3: 0.8682, prec@top3: 0.7042, recall@top5: 0.9583, prec@top5: 0.4782, loss: 0.0274, grad_norm: 0.1306 2020-12-22 05:36:05,433 - mmaction - INFO - Epoch [18][1220/1281] lr: 2.250e-03, eta: 1:06:34, time: 1.433, data_time: 0.001, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7965, prec@thr=0.5: 0.8492, recall@top3: 0.8689, prec@top3: 0.7078, recall@top5: 0.9617, prec@top5: 0.4828, loss: 0.0266, grad_norm: 0.1243 2020-12-22 05:36:36,947 - mmaction - INFO - Epoch [18][1240/1281] lr: 2.250e-03, eta: 1:06:04, time: 1.575, data_time: 0.001, memory: 10527, loss_action_cls: 0.0270, recall@thr=0.5: 0.7913, prec@thr=0.5: 0.8516, recall@top3: 0.8714, prec@top3: 0.6966, recall@top5: 0.9624, prec@top5: 0.4736, loss: 0.0270, grad_norm: 0.1266 2020-12-22 05:37:05,359 - mmaction - INFO - Epoch [18][1260/1281] lr: 2.250e-03, eta: 1:05:33, time: 1.418, data_time: 0.002, memory: 10527, loss_action_cls: 0.0259, recall@thr=0.5: 0.8004, prec@thr=0.5: 0.8611, recall@top3: 0.8786, prec@top3: 0.7148, recall@top5: 0.9636, prec@top5: 0.4824, loss: 0.0259, grad_norm: 0.1268 2020-12-22 05:37:33,241 - mmaction - INFO - Epoch [18][1280/1281] lr: 2.250e-03, eta: 1:05:03, time: 1.397, data_time: 0.004, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.8010, prec@thr=0.5: 0.8577, recall@top3: 0.8735, prec@top3: 0.7086, recall@top5: 0.9613, prec@top5: 0.4794, loss: 0.0264, grad_norm: 0.1249 2020-12-22 05:37:36,561 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-12-22 05:46:38,221 - mmaction - INFO - Evaluating proposal ... 2020-12-22 05:47:46,612 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-22 05:47:46,613 - mmaction - INFO - Evaluating bbox ... 2020-12-22 05:56:20,500 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2522 2020-12-22 05:56:21,634 - mmaction - INFO - Epoch(val) [18][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2522 2020-12-22 05:57:37,260 - mmaction - INFO - Epoch [19][20/1281] lr: 2.250e-03, eta: 1:04:35, time: 3.779, data_time: 2.635, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7969, prec@thr=0.5: 0.8544, recall@top3: 0.8685, prec@top3: 0.7193, recall@top5: 0.9605, prec@top5: 0.4890, loss: 0.0269, grad_norm: 0.1248 2020-12-22 05:58:08,028 - mmaction - INFO - Epoch [19][40/1281] lr: 2.250e-03, eta: 1:04:05, time: 1.538, data_time: 0.007, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7957, prec@thr=0.5: 0.8550, recall@top3: 0.8702, prec@top3: 0.7176, recall@top5: 0.9621, prec@top5: 0.4886, loss: 0.0266, grad_norm: 0.1267 2020-12-22 05:58:39,616 - mmaction - INFO - Epoch [19][60/1281] lr: 2.250e-03, eta: 1:03:35, time: 1.581, data_time: 0.004, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.8032, prec@thr=0.5: 0.8539, recall@top3: 0.8760, prec@top3: 0.7058, recall@top5: 0.9630, prec@top5: 0.4768, loss: 0.0261, grad_norm: 0.1292 2020-12-22 05:59:08,679 - mmaction - INFO - Epoch [19][80/1281] lr: 2.250e-03, eta: 1:03:04, time: 1.451, data_time: 0.005, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.8048, prec@thr=0.5: 0.8585, recall@top3: 0.8809, prec@top3: 0.7105, recall@top5: 0.9644, prec@top5: 0.4784, loss: 0.0261, grad_norm: 0.1260 2020-12-22 05:59:38,450 - mmaction - INFO - Epoch [19][100/1281] lr: 2.250e-03, eta: 1:02:33, time: 1.491, data_time: 0.243, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7954, prec@thr=0.5: 0.8572, recall@top3: 0.8703, prec@top3: 0.7067, recall@top5: 0.9595, prec@top5: 0.4795, loss: 0.0268, grad_norm: 0.1272 2020-12-22 06:00:06,863 - mmaction - INFO - Epoch [19][120/1281] lr: 2.250e-03, eta: 1:02:03, time: 1.418, data_time: 0.069, memory: 10527, loss_action_cls: 0.0267, recall@thr=0.5: 0.7993, prec@thr=0.5: 0.8559, recall@top3: 0.8725, prec@top3: 0.7080, recall@top5: 0.9620, prec@top5: 0.4807, loss: 0.0267, grad_norm: 0.1224 2020-12-22 06:00:36,151 - mmaction - INFO - Epoch [19][140/1281] lr: 2.250e-03, eta: 1:01:32, time: 1.466, data_time: 0.004, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7967, prec@thr=0.5: 0.8555, recall@top3: 0.8682, prec@top3: 0.7127, recall@top5: 0.9626, prec@top5: 0.4866, loss: 0.0266, grad_norm: 0.1262 2020-12-22 06:01:07,715 - mmaction - INFO - Epoch [19][160/1281] lr: 2.250e-03, eta: 1:01:02, time: 1.576, data_time: 0.027, memory: 10527, loss_action_cls: 0.0270, recall@thr=0.5: 0.7944, prec@thr=0.5: 0.8488, recall@top3: 0.8716, prec@top3: 0.7099, recall@top5: 0.9616, prec@top5: 0.4818, loss: 0.0270, grad_norm: 0.1274 2020-12-22 06:01:36,131 - mmaction - INFO - Epoch [19][180/1281] lr: 2.250e-03, eta: 1:00:31, time: 1.422, data_time: 0.004, memory: 10527, loss_action_cls: 0.0258, recall@thr=0.5: 0.8020, prec@thr=0.5: 0.8559, recall@top3: 0.8777, prec@top3: 0.7152, recall@top5: 0.9663, prec@top5: 0.4856, loss: 0.0258, grad_norm: 0.1274 2020-12-22 06:02:05,841 - mmaction - INFO - Epoch [19][200/1281] lr: 2.250e-03, eta: 1:00:00, time: 1.487, data_time: 0.003, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.8032, prec@thr=0.5: 0.8533, recall@top3: 0.8759, prec@top3: 0.7156, recall@top5: 0.9627, prec@top5: 0.4828, loss: 0.0263, grad_norm: 0.1216 2020-12-22 06:02:34,940 - mmaction - INFO - Epoch [19][220/1281] lr: 2.250e-03, eta: 0:59:30, time: 1.455, data_time: 0.002, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.7992, prec@thr=0.5: 0.8535, recall@top3: 0.8733, prec@top3: 0.7098, recall@top5: 0.9633, prec@top5: 0.4814, loss: 0.0262, grad_norm: 0.1256 2020-12-22 06:03:03,669 - mmaction - INFO - Epoch [19][240/1281] lr: 2.250e-03, eta: 0:58:59, time: 1.434, data_time: 0.002, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.8028, prec@thr=0.5: 0.8516, recall@top3: 0.8739, prec@top3: 0.7071, recall@top5: 0.9645, prec@top5: 0.4804, loss: 0.0265, grad_norm: 0.1287 2020-12-22 06:03:35,666 - mmaction - INFO - Epoch [19][260/1281] lr: 2.250e-03, eta: 0:58:29, time: 1.603, data_time: 0.004, memory: 10527, loss_action_cls: 0.0267, recall@thr=0.5: 0.7960, prec@thr=0.5: 0.8528, recall@top3: 0.8709, prec@top3: 0.7161, recall@top5: 0.9645, prec@top5: 0.4877, loss: 0.0267, grad_norm: 0.1277 2020-12-22 06:04:01,961 - mmaction - INFO - Epoch [19][280/1281] lr: 2.250e-03, eta: 0:57:58, time: 1.314, data_time: 0.001, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.7968, prec@thr=0.5: 0.8530, recall@top3: 0.8741, prec@top3: 0.6982, recall@top5: 0.9627, prec@top5: 0.4734, loss: 0.0264, grad_norm: 0.1272 2020-12-22 06:04:32,159 - mmaction - INFO - Epoch [19][300/1281] lr: 2.250e-03, eta: 0:57:27, time: 1.511, data_time: 0.133, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7940, prec@thr=0.5: 0.8530, recall@top3: 0.8712, prec@top3: 0.7120, recall@top5: 0.9616, prec@top5: 0.4833, loss: 0.0268, grad_norm: 0.1257 2020-12-22 06:05:00,489 - mmaction - INFO - Epoch [19][320/1281] lr: 2.250e-03, eta: 0:56:57, time: 1.415, data_time: 0.163, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.7984, prec@thr=0.5: 0.8515, recall@top3: 0.8732, prec@top3: 0.7096, recall@top5: 0.9646, prec@top5: 0.4822, loss: 0.0264, grad_norm: 0.1249 2020-12-22 06:05:31,286 - mmaction - INFO - Epoch [19][340/1281] lr: 2.250e-03, eta: 0:56:26, time: 1.538, data_time: 0.048, memory: 10527, loss_action_cls: 0.0267, recall@thr=0.5: 0.7980, prec@thr=0.5: 0.8480, recall@top3: 0.8734, prec@top3: 0.7057, recall@top5: 0.9625, prec@top5: 0.4778, loss: 0.0267, grad_norm: 0.1266 2020-12-22 06:06:01,102 - mmaction - INFO - Epoch [19][360/1281] lr: 2.250e-03, eta: 0:55:56, time: 1.493, data_time: 0.119, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.7935, prec@thr=0.5: 0.8577, recall@top3: 0.8685, prec@top3: 0.7058, recall@top5: 0.9626, prec@top5: 0.4823, loss: 0.0265, grad_norm: 0.1282 2020-12-22 06:06:28,595 - mmaction - INFO - Epoch [19][380/1281] lr: 2.250e-03, eta: 0:55:25, time: 1.375, data_time: 0.002, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7953, prec@thr=0.5: 0.8504, recall@top3: 0.8706, prec@top3: 0.7023, recall@top5: 0.9619, prec@top5: 0.4779, loss: 0.0268, grad_norm: 0.1268 2020-12-22 06:06:59,342 - mmaction - INFO - Epoch [19][400/1281] lr: 2.250e-03, eta: 0:54:54, time: 1.536, data_time: 0.001, memory: 10527, loss_action_cls: 0.0255, recall@thr=0.5: 0.8074, prec@thr=0.5: 0.8651, recall@top3: 0.8762, prec@top3: 0.7142, recall@top5: 0.9643, prec@top5: 0.4844, loss: 0.0255, grad_norm: 0.1230 2020-12-22 06:07:26,610 - mmaction - INFO - Epoch [19][420/1281] lr: 2.250e-03, eta: 0:54:24, time: 1.363, data_time: 0.007, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.8004, prec@thr=0.5: 0.8516, recall@top3: 0.8736, prec@top3: 0.7053, recall@top5: 0.9655, prec@top5: 0.4797, loss: 0.0263, grad_norm: 0.1248 2020-12-22 06:07:56,479 - mmaction - INFO - Epoch [19][440/1281] lr: 2.250e-03, eta: 0:53:53, time: 1.495, data_time: 0.003, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.7955, prec@thr=0.5: 0.8546, recall@top3: 0.8738, prec@top3: 0.7057, recall@top5: 0.9628, prec@top5: 0.4783, loss: 0.0265, grad_norm: 0.1264 2020-12-22 06:08:24,516 - mmaction - INFO - Epoch [19][460/1281] lr: 2.250e-03, eta: 0:53:22, time: 1.402, data_time: 0.001, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.7991, prec@thr=0.5: 0.8534, recall@top3: 0.8738, prec@top3: 0.7061, recall@top5: 0.9622, prec@top5: 0.4777, loss: 0.0264, grad_norm: 0.1253 2020-12-22 06:08:54,063 - mmaction - INFO - Epoch [19][480/1281] lr: 2.250e-03, eta: 0:52:52, time: 1.475, data_time: 0.002, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.7971, prec@thr=0.5: 0.8556, recall@top3: 0.8737, prec@top3: 0.7155, recall@top5: 0.9656, prec@top5: 0.4869, loss: 0.0261, grad_norm: 0.1256 2020-12-22 06:09:23,481 - mmaction - INFO - Epoch [19][500/1281] lr: 2.250e-03, eta: 0:52:21, time: 1.473, data_time: 0.004, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.8052, prec@thr=0.5: 0.8560, recall@top3: 0.8756, prec@top3: 0.7129, recall@top5: 0.9653, prec@top5: 0.4836, loss: 0.0261, grad_norm: 0.1228 2020-12-22 06:09:53,871 - mmaction - INFO - Epoch [19][520/1281] lr: 2.250e-03, eta: 0:51:51, time: 1.516, data_time: 0.001, memory: 10527, loss_action_cls: 0.0270, recall@thr=0.5: 0.7915, prec@thr=0.5: 0.8503, recall@top3: 0.8700, prec@top3: 0.7043, recall@top5: 0.9605, prec@top5: 0.4792, loss: 0.0270, grad_norm: 0.1276 2020-12-22 06:10:22,533 - mmaction - INFO - Epoch [19][540/1281] lr: 2.250e-03, eta: 0:51:20, time: 1.437, data_time: 0.005, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.8036, prec@thr=0.5: 0.8609, recall@top3: 0.8691, prec@top3: 0.7266, recall@top5: 0.9609, prec@top5: 0.4955, loss: 0.0264, grad_norm: 0.1283 2020-12-22 06:10:52,560 - mmaction - INFO - Epoch [19][560/1281] lr: 2.250e-03, eta: 0:50:50, time: 1.499, data_time: 0.001, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.8072, prec@thr=0.5: 0.8527, recall@top3: 0.8723, prec@top3: 0.7165, recall@top5: 0.9645, prec@top5: 0.4878, loss: 0.0263, grad_norm: 0.1226 2020-12-22 06:11:21,817 - mmaction - INFO - Epoch [19][580/1281] lr: 2.250e-03, eta: 0:50:19, time: 1.465, data_time: 0.006, memory: 10527, loss_action_cls: 0.0259, recall@thr=0.5: 0.8058, prec@thr=0.5: 0.8529, recall@top3: 0.8750, prec@top3: 0.7172, recall@top5: 0.9645, prec@top5: 0.4851, loss: 0.0259, grad_norm: 0.1254 2020-12-22 06:11:49,355 - mmaction - INFO - Epoch [19][600/1281] lr: 2.250e-03, eta: 0:49:48, time: 1.374, data_time: 0.001, memory: 10527, loss_action_cls: 0.0254, recall@thr=0.5: 0.8068, prec@thr=0.5: 0.8604, recall@top3: 0.8764, prec@top3: 0.7078, recall@top5: 0.9651, prec@top5: 0.4799, loss: 0.0254, grad_norm: 0.1240 2020-12-22 06:12:18,791 - mmaction - INFO - Epoch [19][620/1281] lr: 2.250e-03, eta: 0:49:18, time: 1.473, data_time: 0.022, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.7995, prec@thr=0.5: 0.8588, recall@top3: 0.8747, prec@top3: 0.7147, recall@top5: 0.9639, prec@top5: 0.4850, loss: 0.0263, grad_norm: 0.1279 2020-12-22 06:12:48,369 - mmaction - INFO - Epoch [19][640/1281] lr: 2.250e-03, eta: 0:48:47, time: 1.480, data_time: 0.003, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7960, prec@thr=0.5: 0.8533, recall@top3: 0.8690, prec@top3: 0.7065, recall@top5: 0.9630, prec@top5: 0.4819, loss: 0.0266, grad_norm: 0.1267 2020-12-22 06:13:17,895 - mmaction - INFO - Epoch [19][660/1281] lr: 2.250e-03, eta: 0:48:17, time: 1.477, data_time: 0.063, memory: 10527, loss_action_cls: 0.0259, recall@thr=0.5: 0.7995, prec@thr=0.5: 0.8557, recall@top3: 0.8754, prec@top3: 0.7179, recall@top5: 0.9646, prec@top5: 0.4868, loss: 0.0259, grad_norm: 0.1252 2020-12-22 06:13:47,278 - mmaction - INFO - Epoch [19][680/1281] lr: 2.250e-03, eta: 0:47:46, time: 1.468, data_time: 0.029, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7976, prec@thr=0.5: 0.8548, recall@top3: 0.8728, prec@top3: 0.7125, recall@top5: 0.9622, prec@top5: 0.4826, loss: 0.0266, grad_norm: 0.1278 2020-12-22 06:14:17,185 - mmaction - INFO - Epoch [19][700/1281] lr: 2.250e-03, eta: 0:47:16, time: 1.495, data_time: 0.002, memory: 10527, loss_action_cls: 0.0267, recall@thr=0.5: 0.8039, prec@thr=0.5: 0.8540, recall@top3: 0.8746, prec@top3: 0.7019, recall@top5: 0.9609, prec@top5: 0.4747, loss: 0.0267, grad_norm: 0.1264 2020-12-22 06:14:43,444 - mmaction - INFO - Epoch [19][720/1281] lr: 2.250e-03, eta: 0:46:45, time: 1.312, data_time: 0.002, memory: 10527, loss_action_cls: 0.0253, recall@thr=0.5: 0.8021, prec@thr=0.5: 0.8595, recall@top3: 0.8788, prec@top3: 0.7069, recall@top5: 0.9638, prec@top5: 0.4776, loss: 0.0253, grad_norm: 0.1228 2020-12-22 06:15:13,931 - mmaction - INFO - Epoch [19][740/1281] lr: 2.250e-03, eta: 0:46:14, time: 1.526, data_time: 0.003, memory: 10527, loss_action_cls: 0.0255, recall@thr=0.5: 0.8052, prec@thr=0.5: 0.8651, recall@top3: 0.8804, prec@top3: 0.7182, recall@top5: 0.9648, prec@top5: 0.4840, loss: 0.0255, grad_norm: 0.1215 2020-12-22 06:15:45,193 - mmaction - INFO - Epoch [19][760/1281] lr: 2.250e-03, eta: 0:45:44, time: 1.563, data_time: 0.002, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.8022, prec@thr=0.5: 0.8557, recall@top3: 0.8754, prec@top3: 0.7141, recall@top5: 0.9636, prec@top5: 0.4844, loss: 0.0263, grad_norm: 0.1234 2020-12-22 06:16:12,627 - mmaction - INFO - Epoch [19][780/1281] lr: 2.250e-03, eta: 0:45:13, time: 1.372, data_time: 0.001, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.7979, prec@thr=0.5: 0.8597, recall@top3: 0.8741, prec@top3: 0.7141, recall@top5: 0.9630, prec@top5: 0.4835, loss: 0.0261, grad_norm: 0.1285 2020-12-22 06:16:43,568 - mmaction - INFO - Epoch [19][800/1281] lr: 2.250e-03, eta: 0:44:43, time: 1.545, data_time: 0.001, memory: 10527, loss_action_cls: 0.0259, recall@thr=0.5: 0.8032, prec@thr=0.5: 0.8575, recall@top3: 0.8751, prec@top3: 0.7119, recall@top5: 0.9652, prec@top5: 0.4834, loss: 0.0259, grad_norm: 0.1280 2020-12-22 06:17:11,188 - mmaction - INFO - Epoch [19][820/1281] lr: 2.250e-03, eta: 0:44:12, time: 1.380, data_time: 0.003, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.8066, prec@thr=0.5: 0.8622, recall@top3: 0.8713, prec@top3: 0.7195, recall@top5: 0.9589, prec@top5: 0.4878, loss: 0.0261, grad_norm: 0.1240 2020-12-22 06:17:40,118 - mmaction - INFO - Epoch [19][840/1281] lr: 2.250e-03, eta: 0:43:42, time: 1.447, data_time: 0.004, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.8031, prec@thr=0.5: 0.8573, recall@top3: 0.8745, prec@top3: 0.7096, recall@top5: 0.9643, prec@top5: 0.4826, loss: 0.0263, grad_norm: 0.1279 2020-12-22 06:18:10,227 - mmaction - INFO - Epoch [19][860/1281] lr: 2.250e-03, eta: 0:43:11, time: 1.508, data_time: 0.087, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.8001, prec@thr=0.5: 0.8566, recall@top3: 0.8763, prec@top3: 0.7124, recall@top5: 0.9622, prec@top5: 0.4810, loss: 0.0263, grad_norm: 0.1261 2020-12-22 06:18:37,215 - mmaction - INFO - Epoch [19][880/1281] lr: 2.250e-03, eta: 0:42:40, time: 1.347, data_time: 0.001, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.8046, prec@thr=0.5: 0.8569, recall@top3: 0.8733, prec@top3: 0.7106, recall@top5: 0.9634, prec@top5: 0.4829, loss: 0.0264, grad_norm: 0.1262 2020-12-22 06:19:07,064 - mmaction - INFO - Epoch [19][900/1281] lr: 2.250e-03, eta: 0:42:10, time: 1.493, data_time: 0.004, memory: 10527, loss_action_cls: 0.0258, recall@thr=0.5: 0.8055, prec@thr=0.5: 0.8484, recall@top3: 0.8738, prec@top3: 0.7108, recall@top5: 0.9623, prec@top5: 0.4812, loss: 0.0258, grad_norm: 0.1258 2020-12-22 06:19:35,785 - mmaction - INFO - Epoch [19][920/1281] lr: 2.250e-03, eta: 0:41:39, time: 1.437, data_time: 0.003, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7930, prec@thr=0.5: 0.8588, recall@top3: 0.8707, prec@top3: 0.7090, recall@top5: 0.9632, prec@top5: 0.4826, loss: 0.0266, grad_norm: 0.1273 2020-12-22 06:20:05,101 - mmaction - INFO - Epoch [19][940/1281] lr: 2.250e-03, eta: 0:41:09, time: 1.464, data_time: 0.001, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.7989, prec@thr=0.5: 0.8549, recall@top3: 0.8743, prec@top3: 0.7105, recall@top5: 0.9635, prec@top5: 0.4810, loss: 0.0265, grad_norm: 0.1269 2020-12-22 06:20:33,404 - mmaction - INFO - Epoch [19][960/1281] lr: 2.250e-03, eta: 0:40:38, time: 1.417, data_time: 0.003, memory: 10527, loss_action_cls: 0.0257, recall@thr=0.5: 0.8021, prec@thr=0.5: 0.8566, recall@top3: 0.8752, prec@top3: 0.7163, recall@top5: 0.9669, prec@top5: 0.4864, loss: 0.0257, grad_norm: 0.1272 2020-12-22 06:21:02,831 - mmaction - INFO - Epoch [19][980/1281] lr: 2.250e-03, eta: 0:40:08, time: 1.469, data_time: 0.002, memory: 10527, loss_action_cls: 0.0267, recall@thr=0.5: 0.7953, prec@thr=0.5: 0.8497, recall@top3: 0.8739, prec@top3: 0.7086, recall@top5: 0.9619, prec@top5: 0.4795, loss: 0.0267, grad_norm: 0.1262 2020-12-22 06:21:31,212 - mmaction - INFO - Epoch [19][1000/1281] lr: 2.250e-03, eta: 0:39:37, time: 1.421, data_time: 0.004, memory: 10527, loss_action_cls: 0.0257, recall@thr=0.5: 0.8070, prec@thr=0.5: 0.8616, recall@top3: 0.8749, prec@top3: 0.7077, recall@top5: 0.9624, prec@top5: 0.4792, loss: 0.0257, grad_norm: 0.1250 2020-12-22 06:22:01,571 - mmaction - INFO - Epoch [19][1020/1281] lr: 2.250e-03, eta: 0:39:07, time: 1.518, data_time: 0.002, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.8018, prec@thr=0.5: 0.8571, recall@top3: 0.8749, prec@top3: 0.7133, recall@top5: 0.9626, prec@top5: 0.4826, loss: 0.0262, grad_norm: 0.1269 2020-12-22 06:22:31,304 - mmaction - INFO - Epoch [19][1040/1281] lr: 2.250e-03, eta: 0:38:36, time: 1.485, data_time: 0.002, memory: 10527, loss_action_cls: 0.0259, recall@thr=0.5: 0.8039, prec@thr=0.5: 0.8614, recall@top3: 0.8779, prec@top3: 0.7150, recall@top5: 0.9638, prec@top5: 0.4830, loss: 0.0259, grad_norm: 0.1240 2020-12-22 06:22:59,717 - mmaction - INFO - Epoch [19][1060/1281] lr: 2.250e-03, eta: 0:38:06, time: 1.421, data_time: 0.004, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.7985, prec@thr=0.5: 0.8516, recall@top3: 0.8780, prec@top3: 0.7032, recall@top5: 0.9647, prec@top5: 0.4751, loss: 0.0262, grad_norm: 0.1240 2020-12-22 06:23:29,812 - mmaction - INFO - Epoch [19][1080/1281] lr: 2.250e-03, eta: 0:37:35, time: 1.507, data_time: 0.004, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.7954, prec@thr=0.5: 0.8563, recall@top3: 0.8729, prec@top3: 0.7096, recall@top5: 0.9622, prec@top5: 0.4816, loss: 0.0264, grad_norm: 0.1286 2020-12-22 06:23:58,134 - mmaction - INFO - Epoch [19][1100/1281] lr: 2.250e-03, eta: 0:37:05, time: 1.416, data_time: 0.009, memory: 10527, loss_action_cls: 0.0256, recall@thr=0.5: 0.8064, prec@thr=0.5: 0.8578, recall@top3: 0.8803, prec@top3: 0.7106, recall@top5: 0.9640, prec@top5: 0.4792, loss: 0.0256, grad_norm: 0.1264 2020-12-22 06:24:25,771 - mmaction - INFO - Epoch [19][1120/1281] lr: 2.250e-03, eta: 0:36:34, time: 1.382, data_time: 0.078, memory: 10527, loss_action_cls: 0.0267, recall@thr=0.5: 0.7907, prec@thr=0.5: 0.8521, recall@top3: 0.8722, prec@top3: 0.7003, recall@top5: 0.9614, prec@top5: 0.4747, loss: 0.0267, grad_norm: 0.1283 2020-12-22 06:24:56,937 - mmaction - INFO - Epoch [19][1140/1281] lr: 2.250e-03, eta: 0:36:04, time: 1.556, data_time: 0.001, memory: 10527, loss_action_cls: 0.0257, recall@thr=0.5: 0.8051, prec@thr=0.5: 0.8590, recall@top3: 0.8761, prec@top3: 0.7143, recall@top5: 0.9632, prec@top5: 0.4829, loss: 0.0257, grad_norm: 0.1229 2020-12-22 06:25:24,264 - mmaction - INFO - Epoch [19][1160/1281] lr: 2.250e-03, eta: 0:35:33, time: 1.366, data_time: 0.004, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.7979, prec@thr=0.5: 0.8543, recall@top3: 0.8726, prec@top3: 0.7106, recall@top5: 0.9627, prec@top5: 0.4821, loss: 0.0265, grad_norm: 0.1263 2020-12-22 06:25:53,384 - mmaction - INFO - Epoch [19][1180/1281] lr: 2.250e-03, eta: 0:35:03, time: 1.459, data_time: 0.004, memory: 10527, loss_action_cls: 0.0260, recall@thr=0.5: 0.8027, prec@thr=0.5: 0.8519, recall@top3: 0.8731, prec@top3: 0.7159, recall@top5: 0.9639, prec@top5: 0.4857, loss: 0.0260, grad_norm: 0.1245 2020-12-22 06:26:24,035 - mmaction - INFO - Epoch [19][1200/1281] lr: 2.250e-03, eta: 0:34:32, time: 1.530, data_time: 0.001, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.8014, prec@thr=0.5: 0.8524, recall@top3: 0.8715, prec@top3: 0.7093, recall@top5: 0.9625, prec@top5: 0.4830, loss: 0.0266, grad_norm: 0.1255 2020-12-22 06:26:54,059 - mmaction - INFO - Epoch [19][1220/1281] lr: 2.250e-03, eta: 0:34:02, time: 1.504, data_time: 0.004, memory: 10527, loss_action_cls: 0.0255, recall@thr=0.5: 0.7973, prec@thr=0.5: 0.8554, recall@top3: 0.8763, prec@top3: 0.7097, recall@top5: 0.9630, prec@top5: 0.4794, loss: 0.0255, grad_norm: 0.1230 2020-12-22 06:27:21,073 - mmaction - INFO - Epoch [19][1240/1281] lr: 2.250e-03, eta: 0:33:31, time: 1.351, data_time: 0.001, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.7955, prec@thr=0.5: 0.8577, recall@top3: 0.8752, prec@top3: 0.7086, recall@top5: 0.9618, prec@top5: 0.4791, loss: 0.0262, grad_norm: 0.1279 2020-12-22 06:27:51,869 - mmaction - INFO - Epoch [19][1260/1281] lr: 2.250e-03, eta: 0:33:01, time: 1.539, data_time: 0.001, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.8010, prec@thr=0.5: 0.8543, recall@top3: 0.8736, prec@top3: 0.7094, recall@top5: 0.9631, prec@top5: 0.4813, loss: 0.0263, grad_norm: 0.1299 2020-12-22 06:28:19,045 - mmaction - INFO - Epoch [19][1280/1281] lr: 2.250e-03, eta: 0:32:30, time: 1.360, data_time: 0.002, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.7979, prec@thr=0.5: 0.8510, recall@top3: 0.8701, prec@top3: 0.7046, recall@top5: 0.9618, prec@top5: 0.4789, loss: 0.0264, grad_norm: 0.1271 2020-12-22 06:28:26,215 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-12-22 06:37:46,810 - mmaction - INFO - Evaluating proposal ... 2020-12-22 06:38:53,571 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-22 06:38:53,572 - mmaction - INFO - Evaluating bbox ... 2020-12-22 06:47:19,497 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2528 2020-12-22 06:47:20,592 - mmaction - INFO - Epoch(val) [19][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2528 2020-12-22 06:48:34,811 - mmaction - INFO - Epoch [20][20/1281] lr: 2.250e-03, eta: 0:32:00, time: 3.709, data_time: 2.509, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.7918, prec@thr=0.5: 0.8525, recall@top3: 0.8670, prec@top3: 0.7067, recall@top5: 0.9609, prec@top5: 0.4819, loss: 0.0269, grad_norm: 0.1291 2020-12-22 06:49:07,356 - mmaction - INFO - Epoch [20][40/1281] lr: 2.250e-03, eta: 0:31:30, time: 1.624, data_time: 0.195, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.7961, prec@thr=0.5: 0.8512, recall@top3: 0.8753, prec@top3: 0.7064, recall@top5: 0.9649, prec@top5: 0.4793, loss: 0.0262, grad_norm: 0.1281 2020-12-22 06:49:35,379 - mmaction - INFO - Epoch [20][60/1281] lr: 2.250e-03, eta: 0:30:59, time: 1.405, data_time: 0.005, memory: 10527, loss_action_cls: 0.0267, recall@thr=0.5: 0.7898, prec@thr=0.5: 0.8503, recall@top3: 0.8712, prec@top3: 0.7016, recall@top5: 0.9619, prec@top5: 0.4762, loss: 0.0267, grad_norm: 0.1265 2020-12-22 06:50:08,202 - mmaction - INFO - Epoch [20][80/1281] lr: 2.250e-03, eta: 0:30:29, time: 1.638, data_time: 0.001, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.8012, prec@thr=0.5: 0.8595, recall@top3: 0.8729, prec@top3: 0.7135, recall@top5: 0.9626, prec@top5: 0.4836, loss: 0.0264, grad_norm: 0.1222 2020-12-22 06:50:35,221 - mmaction - INFO - Epoch [20][100/1281] lr: 2.250e-03, eta: 0:29:58, time: 1.354, data_time: 0.004, memory: 10527, loss_action_cls: 0.0255, recall@thr=0.5: 0.8027, prec@thr=0.5: 0.8586, recall@top3: 0.8810, prec@top3: 0.7079, recall@top5: 0.9655, prec@top5: 0.4768, loss: 0.0255, grad_norm: 0.1241 2020-12-22 06:51:04,039 - mmaction - INFO - Epoch [20][120/1281] lr: 2.250e-03, eta: 0:29:28, time: 1.439, data_time: 0.002, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7947, prec@thr=0.5: 0.8589, recall@top3: 0.8736, prec@top3: 0.7052, recall@top5: 0.9625, prec@top5: 0.4779, loss: 0.0266, grad_norm: 0.1270 2020-12-22 06:51:33,405 - mmaction - INFO - Epoch [20][140/1281] lr: 2.250e-03, eta: 0:28:57, time: 1.468, data_time: 0.003, memory: 10527, loss_action_cls: 0.0260, recall@thr=0.5: 0.7957, prec@thr=0.5: 0.8577, recall@top3: 0.8751, prec@top3: 0.7127, recall@top5: 0.9647, prec@top5: 0.4843, loss: 0.0260, grad_norm: 0.1231 2020-12-22 06:52:02,262 - mmaction - INFO - Epoch [20][160/1281] lr: 2.250e-03, eta: 0:28:27, time: 1.445, data_time: 0.004, memory: 10527, loss_action_cls: 0.0259, recall@thr=0.5: 0.8008, prec@thr=0.5: 0.8568, recall@top3: 0.8721, prec@top3: 0.7151, recall@top5: 0.9619, prec@top5: 0.4843, loss: 0.0259, grad_norm: 0.1257 2020-12-22 06:52:32,791 - mmaction - INFO - Epoch [20][180/1281] lr: 2.250e-03, eta: 0:27:56, time: 1.527, data_time: 0.002, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7932, prec@thr=0.5: 0.8494, recall@top3: 0.8696, prec@top3: 0.7042, recall@top5: 0.9611, prec@top5: 0.4784, loss: 0.0268, grad_norm: 0.1295 2020-12-22 06:53:02,885 - mmaction - INFO - Epoch [20][200/1281] lr: 2.250e-03, eta: 0:27:26, time: 1.502, data_time: 0.001, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.7976, prec@thr=0.5: 0.8540, recall@top3: 0.8732, prec@top3: 0.7089, recall@top5: 0.9644, prec@top5: 0.4808, loss: 0.0261, grad_norm: 0.1287 2020-12-22 06:53:31,802 - mmaction - INFO - Epoch [20][220/1281] lr: 2.250e-03, eta: 0:26:55, time: 1.448, data_time: 0.004, memory: 10527, loss_action_cls: 0.0267, recall@thr=0.5: 0.7990, prec@thr=0.5: 0.8523, recall@top3: 0.8721, prec@top3: 0.7070, recall@top5: 0.9610, prec@top5: 0.4789, loss: 0.0267, grad_norm: 0.1301 2020-12-22 06:54:01,349 - mmaction - INFO - Epoch [20][240/1281] lr: 2.250e-03, eta: 0:26:25, time: 1.477, data_time: 0.002, memory: 10527, loss_action_cls: 0.0259, recall@thr=0.5: 0.7980, prec@thr=0.5: 0.8529, recall@top3: 0.8690, prec@top3: 0.7123, recall@top5: 0.9649, prec@top5: 0.4868, loss: 0.0259, grad_norm: 0.1243 2020-12-22 06:54:30,463 - mmaction - INFO - Epoch [20][260/1281] lr: 2.250e-03, eta: 0:25:54, time: 1.454, data_time: 0.002, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.7986, prec@thr=0.5: 0.8558, recall@top3: 0.8699, prec@top3: 0.7104, recall@top5: 0.9599, prec@top5: 0.4836, loss: 0.0265, grad_norm: 0.1270 2020-12-22 06:55:00,536 - mmaction - INFO - Epoch [20][280/1281] lr: 2.250e-03, eta: 0:25:24, time: 1.506, data_time: 0.004, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7992, prec@thr=0.5: 0.8521, recall@top3: 0.8690, prec@top3: 0.7115, recall@top5: 0.9626, prec@top5: 0.4844, loss: 0.0266, grad_norm: 0.1294 2020-12-22 06:55:28,506 - mmaction - INFO - Epoch [20][300/1281] lr: 2.250e-03, eta: 0:24:53, time: 1.398, data_time: 0.001, memory: 10527, loss_action_cls: 0.0257, recall@thr=0.5: 0.8116, prec@thr=0.5: 0.8666, recall@top3: 0.8778, prec@top3: 0.7200, recall@top5: 0.9669, prec@top5: 0.4887, loss: 0.0257, grad_norm: 0.1253 2020-12-22 06:55:57,827 - mmaction - INFO - Epoch [20][320/1281] lr: 2.250e-03, eta: 0:24:23, time: 1.463, data_time: 0.002, memory: 10527, loss_action_cls: 0.0267, recall@thr=0.5: 0.7948, prec@thr=0.5: 0.8519, recall@top3: 0.8722, prec@top3: 0.7117, recall@top5: 0.9618, prec@top5: 0.4822, loss: 0.0267, grad_norm: 0.1266 2020-12-22 06:56:28,114 - mmaction - INFO - Epoch [20][340/1281] lr: 2.250e-03, eta: 0:23:52, time: 1.517, data_time: 0.004, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.8002, prec@thr=0.5: 0.8489, recall@top3: 0.8706, prec@top3: 0.7076, recall@top5: 0.9614, prec@top5: 0.4816, loss: 0.0269, grad_norm: 0.1270 2020-12-22 06:56:58,031 - mmaction - INFO - Epoch [20][360/1281] lr: 2.250e-03, eta: 0:23:22, time: 1.497, data_time: 0.002, memory: 10527, loss_action_cls: 0.0258, recall@thr=0.5: 0.8040, prec@thr=0.5: 0.8606, recall@top3: 0.8776, prec@top3: 0.7124, recall@top5: 0.9666, prec@top5: 0.4827, loss: 0.0258, grad_norm: 0.1242 2020-12-22 06:57:25,846 - mmaction - INFO - Epoch [20][380/1281] lr: 2.250e-03, eta: 0:22:51, time: 1.391, data_time: 0.001, memory: 10527, loss_action_cls: 0.0253, recall@thr=0.5: 0.8037, prec@thr=0.5: 0.8606, recall@top3: 0.8777, prec@top3: 0.7093, recall@top5: 0.9669, prec@top5: 0.4810, loss: 0.0253, grad_norm: 0.1256 2020-12-22 06:57:55,913 - mmaction - INFO - Epoch [20][400/1281] lr: 2.250e-03, eta: 0:22:21, time: 1.502, data_time: 0.001, memory: 10527, loss_action_cls: 0.0260, recall@thr=0.5: 0.8064, prec@thr=0.5: 0.8596, recall@top3: 0.8755, prec@top3: 0.7157, recall@top5: 0.9659, prec@top5: 0.4867, loss: 0.0260, grad_norm: 0.1245 2020-12-22 06:58:24,374 - mmaction - INFO - Epoch [20][420/1281] lr: 2.250e-03, eta: 0:21:50, time: 1.421, data_time: 0.002, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.7992, prec@thr=0.5: 0.8555, recall@top3: 0.8749, prec@top3: 0.7052, recall@top5: 0.9629, prec@top5: 0.4781, loss: 0.0263, grad_norm: 0.1268 2020-12-22 06:58:53,480 - mmaction - INFO - Epoch [20][440/1281] lr: 2.250e-03, eta: 0:21:20, time: 1.458, data_time: 0.015, memory: 10527, loss_action_cls: 0.0259, recall@thr=0.5: 0.8008, prec@thr=0.5: 0.8579, recall@top3: 0.8780, prec@top3: 0.7139, recall@top5: 0.9630, prec@top5: 0.4810, loss: 0.0259, grad_norm: 0.1234 2020-12-22 06:59:22,489 - mmaction - INFO - Epoch [20][460/1281] lr: 2.250e-03, eta: 0:20:49, time: 1.447, data_time: 0.002, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.8002, prec@thr=0.5: 0.8594, recall@top3: 0.8744, prec@top3: 0.7157, recall@top5: 0.9631, prec@top5: 0.4844, loss: 0.0264, grad_norm: 0.1254 2020-12-22 06:59:52,104 - mmaction - INFO - Epoch [20][480/1281] lr: 2.250e-03, eta: 0:20:19, time: 1.485, data_time: 0.005, memory: 10527, loss_action_cls: 0.0258, recall@thr=0.5: 0.8069, prec@thr=0.5: 0.8631, recall@top3: 0.8770, prec@top3: 0.7170, recall@top5: 0.9663, prec@top5: 0.4858, loss: 0.0258, grad_norm: 0.1221 2020-12-22 07:00:20,388 - mmaction - INFO - Epoch [20][500/1281] lr: 2.250e-03, eta: 0:19:48, time: 1.414, data_time: 0.046, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.7987, prec@thr=0.5: 0.8574, recall@top3: 0.8729, prec@top3: 0.7078, recall@top5: 0.9640, prec@top5: 0.4811, loss: 0.0261, grad_norm: 0.1282 2020-12-22 07:00:49,120 - mmaction - INFO - Epoch [20][520/1281] lr: 2.250e-03, eta: 0:19:18, time: 1.434, data_time: 0.001, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.8032, prec@thr=0.5: 0.8576, recall@top3: 0.8734, prec@top3: 0.7125, recall@top5: 0.9610, prec@top5: 0.4825, loss: 0.0261, grad_norm: 0.1252 2020-12-22 07:01:20,114 - mmaction - INFO - Epoch [20][540/1281] lr: 2.250e-03, eta: 0:18:47, time: 1.551, data_time: 0.025, memory: 10527, loss_action_cls: 0.0255, recall@thr=0.5: 0.8071, prec@thr=0.5: 0.8537, recall@top3: 0.8785, prec@top3: 0.7052, recall@top5: 0.9635, prec@top5: 0.4764, loss: 0.0255, grad_norm: 0.1275 2020-12-22 07:01:48,383 - mmaction - INFO - Epoch [20][560/1281] lr: 2.250e-03, eta: 0:18:17, time: 1.414, data_time: 0.002, memory: 10527, loss_action_cls: 0.0258, recall@thr=0.5: 0.7954, prec@thr=0.5: 0.8606, recall@top3: 0.8746, prec@top3: 0.7115, recall@top5: 0.9629, prec@top5: 0.4810, loss: 0.0258, grad_norm: 0.1270 2020-12-22 07:02:17,010 - mmaction - INFO - Epoch [20][580/1281] lr: 2.250e-03, eta: 0:17:46, time: 1.431, data_time: 0.001, memory: 10527, loss_action_cls: 0.0270, recall@thr=0.5: 0.7964, prec@thr=0.5: 0.8527, recall@top3: 0.8695, prec@top3: 0.7074, recall@top5: 0.9648, prec@top5: 0.4823, loss: 0.0270, grad_norm: 0.1290 2020-12-22 07:02:46,015 - mmaction - INFO - Epoch [20][600/1281] lr: 2.250e-03, eta: 0:17:16, time: 1.450, data_time: 0.014, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.7978, prec@thr=0.5: 0.8566, recall@top3: 0.8695, prec@top3: 0.7121, recall@top5: 0.9612, prec@top5: 0.4844, loss: 0.0265, grad_norm: 0.1277 2020-12-22 07:03:15,049 - mmaction - INFO - Epoch [20][620/1281] lr: 2.250e-03, eta: 0:16:45, time: 1.450, data_time: 0.011, memory: 10527, loss_action_cls: 0.0258, recall@thr=0.5: 0.8065, prec@thr=0.5: 0.8582, recall@top3: 0.8759, prec@top3: 0.7114, recall@top5: 0.9646, prec@top5: 0.4819, loss: 0.0258, grad_norm: 0.1257 2020-12-22 07:03:43,067 - mmaction - INFO - Epoch [20][640/1281] lr: 2.250e-03, eta: 0:16:15, time: 1.402, data_time: 0.002, memory: 10527, loss_action_cls: 0.0260, recall@thr=0.5: 0.8003, prec@thr=0.5: 0.8570, recall@top3: 0.8764, prec@top3: 0.7117, recall@top5: 0.9640, prec@top5: 0.4814, loss: 0.0260, grad_norm: 0.1259 2020-12-22 07:04:13,183 - mmaction - INFO - Epoch [20][660/1281] lr: 2.250e-03, eta: 0:15:45, time: 1.505, data_time: 0.001, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.8010, prec@thr=0.5: 0.8554, recall@top3: 0.8699, prec@top3: 0.7113, recall@top5: 0.9615, prec@top5: 0.4834, loss: 0.0266, grad_norm: 0.1284 2020-12-22 07:04:40,802 - mmaction - INFO - Epoch [20][680/1281] lr: 2.250e-03, eta: 0:15:14, time: 1.381, data_time: 0.002, memory: 10527, loss_action_cls: 0.0256, recall@thr=0.5: 0.8054, prec@thr=0.5: 0.8610, recall@top3: 0.8777, prec@top3: 0.7196, recall@top5: 0.9668, prec@top5: 0.4879, loss: 0.0256, grad_norm: 0.1265 2020-12-22 07:05:10,553 - mmaction - INFO - Epoch [20][700/1281] lr: 2.250e-03, eta: 0:14:44, time: 1.487, data_time: 0.001, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.8034, prec@thr=0.5: 0.8545, recall@top3: 0.8725, prec@top3: 0.7121, recall@top5: 0.9621, prec@top5: 0.4822, loss: 0.0263, grad_norm: 0.1280 2020-12-22 07:05:39,811 - mmaction - INFO - Epoch [20][720/1281] lr: 2.250e-03, eta: 0:14:13, time: 1.462, data_time: 0.030, memory: 10527, loss_action_cls: 0.0258, recall@thr=0.5: 0.8030, prec@thr=0.5: 0.8576, recall@top3: 0.8778, prec@top3: 0.7171, recall@top5: 0.9649, prec@top5: 0.4839, loss: 0.0258, grad_norm: 0.1260 2020-12-22 07:06:08,532 - mmaction - INFO - Epoch [20][740/1281] lr: 2.250e-03, eta: 0:13:43, time: 1.437, data_time: 0.003, memory: 10527, loss_action_cls: 0.0267, recall@thr=0.5: 0.7943, prec@thr=0.5: 0.8469, recall@top3: 0.8702, prec@top3: 0.7072, recall@top5: 0.9631, prec@top5: 0.4820, loss: 0.0267, grad_norm: 0.1298 2020-12-22 07:06:36,589 - mmaction - INFO - Epoch [20][760/1281] lr: 2.250e-03, eta: 0:13:12, time: 1.401, data_time: 0.002, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.8043, prec@thr=0.5: 0.8565, recall@top3: 0.8736, prec@top3: 0.7140, recall@top5: 0.9625, prec@top5: 0.4840, loss: 0.0262, grad_norm: 0.1259 2020-12-22 07:07:06,026 - mmaction - INFO - Epoch [20][780/1281] lr: 2.250e-03, eta: 0:12:42, time: 1.474, data_time: 0.004, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.8038, prec@thr=0.5: 0.8550, recall@top3: 0.8713, prec@top3: 0.7186, recall@top5: 0.9612, prec@top5: 0.4876, loss: 0.0266, grad_norm: 0.1261 2020-12-22 07:07:34,431 - mmaction - INFO - Epoch [20][800/1281] lr: 2.250e-03, eta: 0:12:11, time: 1.421, data_time: 0.002, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.8001, prec@thr=0.5: 0.8572, recall@top3: 0.8817, prec@top3: 0.7111, recall@top5: 0.9649, prec@top5: 0.4792, loss: 0.0261, grad_norm: 0.1261 2020-12-22 07:08:03,343 - mmaction - INFO - Epoch [20][820/1281] lr: 2.250e-03, eta: 0:11:41, time: 1.444, data_time: 0.001, memory: 10527, loss_action_cls: 0.0258, recall@thr=0.5: 0.8015, prec@thr=0.5: 0.8556, recall@top3: 0.8736, prec@top3: 0.7083, recall@top5: 0.9658, prec@top5: 0.4811, loss: 0.0258, grad_norm: 0.1291 2020-12-22 07:08:32,560 - mmaction - INFO - Epoch [20][840/1281] lr: 2.250e-03, eta: 0:11:10, time: 1.462, data_time: 0.002, memory: 10527, loss_action_cls: 0.0258, recall@thr=0.5: 0.8047, prec@thr=0.5: 0.8595, recall@top3: 0.8739, prec@top3: 0.7093, recall@top5: 0.9632, prec@top5: 0.4814, loss: 0.0258, grad_norm: 0.1243 2020-12-22 07:09:03,843 - mmaction - INFO - Epoch [20][860/1281] lr: 2.250e-03, eta: 0:10:40, time: 1.564, data_time: 0.001, memory: 10527, loss_action_cls: 0.0265, recall@thr=0.5: 0.7997, prec@thr=0.5: 0.8521, recall@top3: 0.8713, prec@top3: 0.7146, recall@top5: 0.9627, prec@top5: 0.4858, loss: 0.0265, grad_norm: 0.1261 2020-12-22 07:09:31,882 - mmaction - INFO - Epoch [20][880/1281] lr: 2.250e-03, eta: 0:10:09, time: 1.402, data_time: 0.001, memory: 10527, loss_action_cls: 0.0269, recall@thr=0.5: 0.8006, prec@thr=0.5: 0.8578, recall@top3: 0.8676, prec@top3: 0.7158, recall@top5: 0.9582, prec@top5: 0.4864, loss: 0.0269, grad_norm: 0.1270 2020-12-22 07:10:01,532 - mmaction - INFO - Epoch [20][900/1281] lr: 2.250e-03, eta: 0:09:39, time: 1.481, data_time: 0.002, memory: 10527, loss_action_cls: 0.0259, recall@thr=0.5: 0.8066, prec@thr=0.5: 0.8607, recall@top3: 0.8771, prec@top3: 0.7062, recall@top5: 0.9660, prec@top5: 0.4789, loss: 0.0259, grad_norm: 0.1279 2020-12-22 07:10:29,638 - mmaction - INFO - Epoch [20][920/1281] lr: 2.250e-03, eta: 0:09:09, time: 1.406, data_time: 0.003, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7966, prec@thr=0.5: 0.8533, recall@top3: 0.8731, prec@top3: 0.7113, recall@top5: 0.9623, prec@top5: 0.4822, loss: 0.0266, grad_norm: 0.1283 2020-12-22 07:11:00,331 - mmaction - INFO - Epoch [20][940/1281] lr: 2.250e-03, eta: 0:08:38, time: 1.535, data_time: 0.002, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.8024, prec@thr=0.5: 0.8615, recall@top3: 0.8755, prec@top3: 0.7196, recall@top5: 0.9641, prec@top5: 0.4874, loss: 0.0261, grad_norm: 0.1277 2020-12-22 07:11:28,926 - mmaction - INFO - Epoch [20][960/1281] lr: 2.250e-03, eta: 0:08:08, time: 1.427, data_time: 0.001, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.8061, prec@thr=0.5: 0.8479, recall@top3: 0.8744, prec@top3: 0.7052, recall@top5: 0.9635, prec@top5: 0.4778, loss: 0.0261, grad_norm: 0.1289 2020-12-22 07:11:58,437 - mmaction - INFO - Epoch [20][980/1281] lr: 2.250e-03, eta: 0:07:37, time: 1.478, data_time: 0.004, memory: 10527, loss_action_cls: 0.0258, recall@thr=0.5: 0.7991, prec@thr=0.5: 0.8568, recall@top3: 0.8746, prec@top3: 0.7067, recall@top5: 0.9630, prec@top5: 0.4782, loss: 0.0258, grad_norm: 0.1268 2020-12-22 07:12:28,465 - mmaction - INFO - Epoch [20][1000/1281] lr: 2.250e-03, eta: 0:07:07, time: 1.502, data_time: 0.002, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.7977, prec@thr=0.5: 0.8516, recall@top3: 0.8717, prec@top3: 0.7162, recall@top5: 0.9636, prec@top5: 0.4875, loss: 0.0262, grad_norm: 0.1288 2020-12-22 07:12:57,282 - mmaction - INFO - Epoch [20][1020/1281] lr: 2.250e-03, eta: 0:06:36, time: 1.440, data_time: 0.001, memory: 10527, loss_action_cls: 0.0258, recall@thr=0.5: 0.8012, prec@thr=0.5: 0.8524, recall@top3: 0.8813, prec@top3: 0.7062, recall@top5: 0.9634, prec@top5: 0.4739, loss: 0.0258, grad_norm: 0.1260 2020-12-22 07:13:26,894 - mmaction - INFO - Epoch [20][1040/1281] lr: 2.250e-03, eta: 0:06:06, time: 1.482, data_time: 0.002, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.7983, prec@thr=0.5: 0.8587, recall@top3: 0.8747, prec@top3: 0.7111, recall@top5: 0.9633, prec@top5: 0.4819, loss: 0.0262, grad_norm: 0.1291 2020-12-22 07:13:55,808 - mmaction - INFO - Epoch [20][1060/1281] lr: 2.250e-03, eta: 0:05:36, time: 1.446, data_time: 0.001, memory: 10527, loss_action_cls: 0.0256, recall@thr=0.5: 0.8084, prec@thr=0.5: 0.8557, recall@top3: 0.8777, prec@top3: 0.7177, recall@top5: 0.9663, prec@top5: 0.4869, loss: 0.0256, grad_norm: 0.1245 2020-12-22 07:14:23,596 - mmaction - INFO - Epoch [20][1080/1281] lr: 2.250e-03, eta: 0:05:05, time: 1.388, data_time: 0.001, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.8004, prec@thr=0.5: 0.8601, recall@top3: 0.8736, prec@top3: 0.7108, recall@top5: 0.9652, prec@top5: 0.4842, loss: 0.0261, grad_norm: 0.1273 2020-12-22 07:14:52,470 - mmaction - INFO - Epoch [20][1100/1281] lr: 2.250e-03, eta: 0:04:35, time: 1.443, data_time: 0.003, memory: 10527, loss_action_cls: 0.0263, recall@thr=0.5: 0.8061, prec@thr=0.5: 0.8558, recall@top3: 0.8705, prec@top3: 0.7017, recall@top5: 0.9619, prec@top5: 0.4770, loss: 0.0263, grad_norm: 0.1280 2020-12-22 07:15:20,801 - mmaction - INFO - Epoch [20][1120/1281] lr: 2.250e-03, eta: 0:04:04, time: 1.420, data_time: 0.004, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.8056, prec@thr=0.5: 0.8564, recall@top3: 0.8759, prec@top3: 0.7089, recall@top5: 0.9652, prec@top5: 0.4808, loss: 0.0261, grad_norm: 0.1286 2020-12-22 07:15:49,707 - mmaction - INFO - Epoch [20][1140/1281] lr: 2.250e-03, eta: 0:03:34, time: 1.445, data_time: 0.021, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.8011, prec@thr=0.5: 0.8528, recall@top3: 0.8717, prec@top3: 0.7108, recall@top5: 0.9641, prec@top5: 0.4841, loss: 0.0264, grad_norm: 0.1298 2020-12-22 07:16:17,276 - mmaction - INFO - Epoch [20][1160/1281] lr: 2.250e-03, eta: 0:03:03, time: 1.375, data_time: 0.001, memory: 10527, loss_action_cls: 0.0268, recall@thr=0.5: 0.7952, prec@thr=0.5: 0.8529, recall@top3: 0.8717, prec@top3: 0.7057, recall@top5: 0.9608, prec@top5: 0.4795, loss: 0.0268, grad_norm: 0.1271 2020-12-22 07:16:48,258 - mmaction - INFO - Epoch [20][1180/1281] lr: 2.250e-03, eta: 0:02:33, time: 1.552, data_time: 0.004, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.8036, prec@thr=0.5: 0.8585, recall@top3: 0.8779, prec@top3: 0.7162, recall@top5: 0.9624, prec@top5: 0.4831, loss: 0.0262, grad_norm: 0.1279 2020-12-22 07:17:18,724 - mmaction - INFO - Epoch [20][1200/1281] lr: 2.250e-03, eta: 0:02:03, time: 1.520, data_time: 0.002, memory: 10527, loss_action_cls: 0.0264, recall@thr=0.5: 0.7943, prec@thr=0.5: 0.8549, recall@top3: 0.8698, prec@top3: 0.7093, recall@top5: 0.9634, prec@top5: 0.4832, loss: 0.0264, grad_norm: 0.1260 2020-12-22 07:17:45,034 - mmaction - INFO - Epoch [20][1220/1281] lr: 2.250e-03, eta: 0:01:32, time: 1.316, data_time: 0.005, memory: 10527, loss_action_cls: 0.0262, recall@thr=0.5: 0.8018, prec@thr=0.5: 0.8562, recall@top3: 0.8717, prec@top3: 0.7101, recall@top5: 0.9633, prec@top5: 0.4826, loss: 0.0262, grad_norm: 0.1263 2020-12-22 07:18:15,521 - mmaction - INFO - Epoch [20][1240/1281] lr: 2.250e-03, eta: 0:01:02, time: 1.524, data_time: 0.004, memory: 10527, loss_action_cls: 0.0261, recall@thr=0.5: 0.8027, prec@thr=0.5: 0.8592, recall@top3: 0.8754, prec@top3: 0.7074, recall@top5: 0.9645, prec@top5: 0.4802, loss: 0.0261, grad_norm: 0.1267 2020-12-22 07:18:44,652 - mmaction - INFO - Epoch [20][1260/1281] lr: 2.250e-03, eta: 0:00:31, time: 1.460, data_time: 0.004, memory: 10527, loss_action_cls: 0.0266, recall@thr=0.5: 0.7902, prec@thr=0.5: 0.8515, recall@top3: 0.8746, prec@top3: 0.7051, recall@top5: 0.9634, prec@top5: 0.4776, loss: 0.0266, grad_norm: 0.1279 2020-12-22 07:19:10,735 - mmaction - INFO - Epoch [20][1280/1281] lr: 2.250e-03, eta: 0:00:01, time: 1.305, data_time: 0.001, memory: 10527, loss_action_cls: 0.0259, recall@thr=0.5: 0.8054, prec@thr=0.5: 0.8513, recall@top3: 0.8768, prec@top3: 0.7011, recall@top5: 0.9627, prec@top5: 0.4741, loss: 0.0259, grad_norm: 0.1263 2020-12-22 07:19:14,234 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-12-22 07:28:15,368 - mmaction - INFO - Evaluating proposal ... 2020-12-22 07:29:18,815 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-22 07:29:18,816 - mmaction - INFO - Evaluating bbox ... 2020-12-22 07:36:56,415 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2517 2020-12-22 07:36:57,486 - mmaction - INFO - Epoch(val) [20][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2517