2020-11-26 13:37:40,012 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.6 (default, Jan 8 2020, 19:59:22) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: TITAN Xp CUDA_HOME: /mnt/lustre/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.5.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 912ce228837d1ce28e1a61806118835de03f5751) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_70,code=compute_70 - CuDNN 7.6.5 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_INTERNAL_THREADPOOL_IMPL -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.6.0 OpenCV: 4.2.0 MMCV: 1.2.0 MMCV Compiler: GCC 5.3 MMCV CUDA Compiler: 9.0 MMAction2: 0.8.0+cc94090 ------------------------------------------------------------ 2020-11-26 13:37:40,013 - mmaction - INFO - Distributed training: True 2020-11-26 13:37:40,013 - mmaction - INFO - Config: /mnt/lustre/duanhaodong1/mmaction2/configs/ava/ava_so8x8_r101_omni.py model = dict( type='FastRCNN', backbone=dict( type='ResNet3dSlowOnly', depth=101, pretrained=None, pretrained2d=False, lateral=False, num_stages=4, conv1_kernel=(1, 7, 7), conv1_stride_t=1, pool1_stride_t=1, spatial_strides=(1, 2, 2, 1), temporal_strides=(1, 1, 1, 1), dilations=(1, 1, 1, 1), inflate=(0, 0, 1, 1), norm_eval=False), # OK to add temporal pool, since there is only a classifier left behind bbox_roi_extractor=dict( type='SingleRoIStraight3DExtractor', roi_layer_type='RoIAlign', output_size=8, with_temporal_pool=True), dropout_ratio=0.5, bbox_head=dict( type='BBoxHead', in_channels=2048, num_classes=81, multilabel=True)) train_cfg = dict( person_det_score_thr=0.9, # proposals used for training rcnn=dict( assigner=dict( type='MaxIoUAssigner', pos_iou_thr=0.9, # proposals with IoU > thr are positive neg_iou_thr=0.9, # proposals with IoU < thr are negative (loss not calculated) min_pos_iou=0.9), # minimum acceptable IoU (to ensure each gt is assigned to a proposal) sampler=dict( type='RandomSampler', num=32, # #proposals for each Image pos_fraction=1, # positive fraction neg_pos_ub=-1, # neg / pos upper_bound, -1 means no upperbound add_gt_as_proposals=True), pos_weight=1.0, debug=False)) test_cfg = dict( person_det_score_thr=0.9, # proposals used for testing 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}/train_fair.pkl' proposal_file_val = f'{anno_root}/val_fair.pkl' 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') img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) train_pipeline = [ dict(type='SampleAVAFrames', clip_len=8, frame_interval=8), dict(type='RawFrameDecode'), dict(type='RandomRescale', scale_range=(256, 320)), dict(type='RandomCrop', size=256), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='EntityBoxPad'), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'proposals', 'entity_boxes', 'labels'], meta_keys=['scores', 'entity_ids']), dict(type='ToTensor', keys=['imgs', 'proposals', 'entity_boxes', 'labels']) ] # The testing is w/o. any cropping / flipping val_pipeline = [ dict(type='SampleAVAFrames', clip_len=8, frame_interval=8), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='Normalize', **img_norm_cfg), dict(type='EntityBoxPad'), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'proposals'], meta_keys=['scores', 'img_shape']), dict(type='ToTensor', keys=['imgs', 'proposals']) ] data = dict( videos_per_gpu=6, val_videos_per_gpu=1, workers_per_gpu=4, 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, 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, data_prefix=data_root)) data['test'] = data['val'] # optimizer optimizer = dict( type='SGD', lr=0.15, momentum=0.9, weight_decay=0.00001) # this lr is used for 8 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict( policy='step', step=[10, 15], warmup='linear', warmup_by_epoch=True, warmup_iters=5, warmup_ratio=0.1) total_epochs = 20 checkpoint_config = dict(interval=1) workflow = [('train', 1)] evaluation = dict(interval=1) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/ava/ava_so8x8_r101_omni' load_from = 'https://download.openmmlab.com/mmaction/recognition/slowonly/omni/slowonly_r101_omni_8x8x1_kinetics400_rgb_20200926-b5dbb701.pth' resume_from = None find_unused_parameters = False 2020-11-26 13:38:20,498 - mmaction - INFO - 184378 out of 184378 frames are valid. 2020-11-26 13:38:31,680 - mmaction - INFO - load checkpoint from https://download.openmmlab.com/mmaction/recognition/slowonly/omni/slowonly_r101_omni_8x8x1_kinetics400_rgb_20200926-b5dbb701.pth 2020-11-26 13:38:58,117 - 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: bbox_head.fc_cls.weight, bbox_head.fc_cls.bias 2020-11-26 13:38:58,130 - mmaction - INFO - Start running, host: duanhaodong1@SH-IDC2-172-20-21-40, work_dir: /mnt/lustre/duanhaodong1/mmaction2/work_dirs/ava/ava_so8x8_r101_omni 2020-11-26 13:38:58,130 - mmaction - INFO - workflow: [('train', 1)], max: 20 epochs 2020-11-26 13:40:10,038 - mmaction - INFO - Epoch [1][20/1921] lr: 1.527e-02, eta: 1 day, 14:20:09, time: 3.594, data_time: 2.434, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.8784 2020-11-26 13:40:32,201 - mmaction - INFO - Epoch [1][40/1921] lr: 1.555e-02, eta: 1 day, 1:03:46, time: 1.108, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.3404 2020-11-26 13:40:54,426 - mmaction - INFO - Epoch [1][60/1921] lr: 1.583e-02, eta: 20:38:54, time: 1.112, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2256 2020-11-26 13:41:16,631 - mmaction - INFO - Epoch [1][80/1921] lr: 1.611e-02, eta: 18:25:59, time: 1.110, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2217 2020-11-26 13:41:38,902 - mmaction - INFO - Epoch [1][100/1921] lr: 1.639e-02, eta: 17:06:33, time: 1.113, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1916 2020-11-26 13:42:01,207 - mmaction - INFO - Epoch [1][120/1921] lr: 1.667e-02, eta: 16:13:40, time: 1.115, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1948 2020-11-26 13:42:23,461 - mmaction - INFO - Epoch [1][140/1921] lr: 1.695e-02, eta: 15:35:34, time: 1.113, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1807 2020-11-26 13:42:45,771 - mmaction - INFO - Epoch [1][160/1921] lr: 1.723e-02, eta: 15:07:06, time: 1.115, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1712 2020-11-26 13:43:08,087 - mmaction - INFO - Epoch [1][180/1921] lr: 1.752e-02, eta: 14:44:54, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1791 2020-11-26 13:43:30,438 - mmaction - INFO - Epoch [1][200/1921] lr: 1.780e-02, eta: 14:27:10, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1751 2020-11-26 13:43:52,741 - mmaction - INFO - Epoch [1][220/1921] lr: 1.808e-02, eta: 14:12:28, time: 1.115, data_time: 0.001, memory: 9523, loss_action_cls: 0.0930, recall@thr=0.5: 0.4327, prec@thr=0.5: 0.5880, recall@top3: 0.6593, prec@top3: 0.5388, recall@top5: 0.8259, prec@top5: 0.4118, loss: 0.0930, grad_norm: 0.1746 2020-11-26 13:44:15,099 - mmaction - INFO - Epoch [1][240/1921] lr: 1.836e-02, eta: 14:00:19, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1801 2020-11-26 13:44:37,426 - mmaction - INFO - Epoch [1][260/1921] lr: 1.864e-02, eta: 13:49:52, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1765 2020-11-26 13:44:59,741 - mmaction - INFO - Epoch [1][280/1921] lr: 1.892e-02, eta: 13:40:52, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1848 2020-11-26 13:45:22,062 - mmaction - INFO - Epoch [1][300/1921] lr: 1.920e-02, eta: 13:33:01, time: 1.116, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1805 2020-11-26 13:45:44,412 - mmaction - INFO - Epoch [1][320/1921] lr: 1.948e-02, eta: 13:26:08, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: 0.0867, recall@thr=0.5: 0.4683, prec@thr=0.5: 0.6020, recall@top3: 0.6646, prec@top3: 0.5461, recall@top5: 0.8353, prec@top5: 0.4210, loss: 0.0867, grad_norm: 0.1937 2020-11-26 13:46:06,762 - mmaction - INFO - Epoch [1][340/1921] lr: 1.976e-02, eta: 13:20:02, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: 0.0867, recall@thr=0.5: 0.4750, prec@thr=0.5: 0.5909, recall@top3: 0.6754, prec@top3: 0.5645, recall@top5: 0.8502, prec@top5: 0.4323, loss: 0.0867, grad_norm: 0.2034 2020-11-26 13:46:29,123 - mmaction - INFO - Epoch [1][360/1921] lr: 2.005e-02, eta: 13:14:36, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1986 2020-11-26 13:46:51,462 - mmaction - INFO - Epoch [1][380/1921] lr: 2.033e-02, eta: 13:09:39, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1773 2020-11-26 13:47:13,840 - mmaction - INFO - Epoch [1][400/1921] lr: 2.061e-02, eta: 13:05:14, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1915 2020-11-26 13:47:36,180 - mmaction - INFO - Epoch [1][420/1921] lr: 2.089e-02, eta: 13:01:08, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2023 2020-11-26 13:47:58,560 - mmaction - INFO - Epoch [1][440/1921] lr: 2.117e-02, eta: 12:57:25, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1948 2020-11-26 13:48:20,926 - mmaction - INFO - Epoch [1][460/1921] lr: 2.145e-02, eta: 12:54:00, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2235 2020-11-26 13:48:43,284 - mmaction - INFO - Epoch [1][480/1921] lr: 2.173e-02, eta: 12:50:49, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0902, recall@thr=0.5: 0.4666, prec@thr=0.5: 0.5943, recall@top3: 0.6653, prec@top3: 0.5546, recall@top5: 0.8454, prec@top5: 0.4287, loss: 0.0902, grad_norm: 0.2079 2020-11-26 13:49:05,672 - mmaction - INFO - Epoch [1][500/1921] lr: 2.201e-02, eta: 12:47:52, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0840, recall@thr=0.5: 0.5096, prec@thr=0.5: 0.6363, recall@top3: 0.6969, prec@top3: 0.5637, recall@top5: 0.8614, prec@top5: 0.4283, loss: 0.0840, grad_norm: 0.1912 2020-11-26 13:49:28,000 - mmaction - INFO - Epoch [1][520/1921] lr: 2.229e-02, eta: 12:45:05, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1997 2020-11-26 13:49:50,369 - mmaction - INFO - Epoch [1][540/1921] lr: 2.258e-02, eta: 12:42:30, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0863, recall@thr=0.5: 0.4895, prec@thr=0.5: 0.6213, recall@top3: 0.6742, prec@top3: 0.5572, recall@top5: 0.8506, prec@top5: 0.4293, loss: 0.0863, grad_norm: 0.2100 2020-11-26 13:50:12,754 - mmaction - INFO - Epoch [1][560/1921] lr: 2.286e-02, eta: 12:40:06, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2050 2020-11-26 13:50:35,150 - mmaction - INFO - Epoch [1][580/1921] lr: 2.314e-02, eta: 12:37:52, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2081 2020-11-26 13:50:57,500 - mmaction - INFO - Epoch [1][600/1921] lr: 2.342e-02, eta: 12:35:42, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1969 2020-11-26 13:51:19,911 - mmaction - INFO - Epoch [1][620/1921] lr: 2.370e-02, eta: 12:33:42, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1925 2020-11-26 13:51:42,332 - mmaction - INFO - Epoch [1][640/1921] lr: 2.398e-02, eta: 12:31:49, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0823, recall@thr=0.5: 0.5065, prec@thr=0.5: 0.6424, recall@top3: 0.7035, prec@top3: 0.5618, recall@top5: 0.8639, prec@top5: 0.4221, loss: 0.0823, grad_norm: 0.2035 2020-11-26 13:52:04,677 - mmaction - INFO - Epoch [1][660/1921] lr: 2.426e-02, eta: 12:29:58, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2028 2020-11-26 13:52:27,044 - mmaction - INFO - Epoch [1][680/1921] lr: 2.454e-02, eta: 12:28:12, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0901, recall@thr=0.5: 0.5156, prec@thr=0.5: 0.6347, recall@top3: 0.6807, prec@top3: 0.5630, recall@top5: 0.8508, prec@top5: 0.4308, loss: 0.0901, grad_norm: 0.2022 2020-11-26 13:52:49,430 - mmaction - INFO - Epoch [1][700/1921] lr: 2.482e-02, eta: 12:26:33, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1895 2020-11-26 13:53:11,819 - mmaction - INFO - Epoch [1][720/1921] lr: 2.511e-02, eta: 12:24:57, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0840, recall@thr=0.5: 0.5142, prec@thr=0.5: 0.6301, recall@top3: 0.6846, prec@top3: 0.5481, recall@top5: 0.8569, prec@top5: 0.4222, loss: 0.0840, grad_norm: 0.2109 2020-11-26 13:53:34,225 - mmaction - INFO - Epoch [1][740/1921] lr: 2.539e-02, eta: 12:23:27, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2003 2020-11-26 13:53:56,617 - mmaction - INFO - Epoch [1][760/1921] lr: 2.567e-02, eta: 12:22:00, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0840, recall@thr=0.5: 0.5257, prec@thr=0.5: 0.6519, recall@top3: 0.7042, prec@top3: 0.5801, recall@top5: 0.8679, prec@top5: 0.4396, loss: 0.0840, grad_norm: 0.2054 2020-11-26 13:54:19,016 - mmaction - INFO - Epoch [1][780/1921] lr: 2.595e-02, eta: 12:20:36, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1853 2020-11-26 13:54:41,368 - mmaction - INFO - Epoch [1][800/1921] lr: 2.623e-02, eta: 12:19:14, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0830, recall@thr=0.5: 0.5333, prec@thr=0.5: 0.6531, recall@top3: 0.7119, prec@top3: 0.5950, recall@top5: 0.8696, prec@top5: 0.4442, loss: 0.0830, grad_norm: 0.2131 2020-11-26 13:55:03,789 - mmaction - INFO - Epoch [1][820/1921] lr: 2.651e-02, eta: 12:17:56, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2110 2020-11-26 13:55:26,146 - mmaction - INFO - Epoch [1][840/1921] lr: 2.679e-02, eta: 12:16:40, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2101 2020-11-26 13:55:48,533 - mmaction - INFO - Epoch [1][860/1921] lr: 2.707e-02, eta: 12:15:26, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2072 2020-11-26 13:56:10,907 - mmaction - INFO - Epoch [1][880/1921] lr: 2.735e-02, eta: 12:14:15, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2001 2020-11-26 13:56:33,279 - mmaction - INFO - Epoch [1][900/1921] lr: 2.764e-02, eta: 12:13:06, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2211 2020-11-26 13:56:55,632 - mmaction - INFO - Epoch [1][920/1921] lr: 2.792e-02, eta: 12:11:58, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0780, recall@thr=0.5: 0.5494, prec@thr=0.5: 0.6598, recall@top3: 0.7136, prec@top3: 0.5889, recall@top5: 0.8774, prec@top5: 0.4443, loss: 0.0780, grad_norm: 0.2028 2020-11-26 13:57:18,011 - mmaction - INFO - Epoch [1][940/1921] lr: 2.820e-02, eta: 12:10:53, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1932 2020-11-26 13:57:40,414 - mmaction - INFO - Epoch [1][960/1921] lr: 2.848e-02, eta: 12:09:51, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0780, recall@thr=0.5: 0.5501, prec@thr=0.5: 0.6595, recall@top3: 0.7154, prec@top3: 0.5769, recall@top5: 0.8798, prec@top5: 0.4379, loss: 0.0780, grad_norm: 0.1933 2020-11-26 13:58:02,789 - mmaction - INFO - Epoch [1][980/1921] lr: 2.876e-02, eta: 12:08:49, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0873, recall@thr=0.5: 0.5121, prec@thr=0.5: 0.6205, recall@top3: 0.6890, prec@top3: 0.5659, recall@top5: 0.8607, prec@top5: 0.4322, loss: 0.0873, grad_norm: 0.2104 2020-11-26 13:58:25,211 - mmaction - INFO - Epoch [1][1000/1921] lr: 2.904e-02, eta: 12:07:50, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1936 2020-11-26 13:58:47,598 - mmaction - INFO - Epoch [1][1020/1921] lr: 2.932e-02, eta: 12:06:52, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1974 2020-11-26 13:59:09,991 - mmaction - INFO - Epoch [1][1040/1921] lr: 2.960e-02, eta: 12:05:55, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1959 2020-11-26 13:59:32,374 - mmaction - INFO - Epoch [1][1060/1921] lr: 2.988e-02, eta: 12:04:59, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2044 2020-11-26 13:59:54,781 - mmaction - INFO - Epoch [1][1080/1921] lr: 3.017e-02, eta: 12:04:06, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0861, recall@thr=0.5: 0.5303, prec@thr=0.5: 0.6557, recall@top3: 0.7111, prec@top3: 0.5878, recall@top5: 0.8699, prec@top5: 0.4421, loss: 0.0861, grad_norm: 0.2100 2020-11-26 14:00:17,145 - mmaction - INFO - Epoch [1][1100/1921] lr: 3.045e-02, eta: 12:03:12, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1960 2020-11-26 14:00:39,568 - mmaction - INFO - Epoch [1][1120/1921] lr: 3.073e-02, eta: 12:02:21, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2237 2020-11-26 14:01:01,929 - mmaction - INFO - Epoch [1][1140/1921] lr: 3.101e-02, eta: 12:01:29, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0835, recall@thr=0.5: 0.5487, prec@thr=0.5: 0.6535, recall@top3: 0.7044, prec@top3: 0.5743, recall@top5: 0.8709, prec@top5: 0.4360, loss: 0.0835, grad_norm: 0.2207 2020-11-26 14:01:24,354 - mmaction - INFO - Epoch [1][1160/1921] lr: 3.129e-02, eta: 12:00:40, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2037 2020-11-26 14:01:46,845 - mmaction - INFO - Epoch [1][1180/1921] lr: 3.157e-02, eta: 11:59:54, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: 0.0729, recall@thr=0.5: 0.5548, prec@thr=0.5: 0.6637, recall@top3: 0.7127, prec@top3: 0.5874, recall@top5: 0.8753, prec@top5: 0.4411, loss: 0.0729, grad_norm: 0.2124 2020-11-26 14:02:09,214 - mmaction - INFO - Epoch [1][1200/1921] lr: 3.185e-02, eta: 11:59:05, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2114 2020-11-26 14:02:31,594 - mmaction - INFO - Epoch [1][1220/1921] lr: 3.213e-02, eta: 11:58:17, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1996 2020-11-26 14:02:53,916 - mmaction - INFO - Epoch [1][1240/1921] lr: 3.241e-02, eta: 11:57:29, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: 0.0800, recall@thr=0.5: 0.5543, prec@thr=0.5: 0.6561, recall@top3: 0.7097, prec@top3: 0.5797, recall@top5: 0.8734, prec@top5: 0.4395, loss: 0.0800, grad_norm: 0.2196 2020-11-26 14:03:16,261 - mmaction - INFO - Epoch [1][1260/1921] lr: 3.270e-02, eta: 11:56:42, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: 0.0814, recall@thr=0.5: 0.5479, prec@thr=0.5: 0.6461, recall@top3: 0.7143, prec@top3: 0.5915, recall@top5: 0.8858, prec@top5: 0.4482, loss: 0.0814, grad_norm: 0.2178 2020-11-26 14:03:38,626 - mmaction - INFO - Epoch [1][1280/1921] lr: 3.298e-02, eta: 11:55:56, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2202 2020-11-26 14:04:01,023 - mmaction - INFO - Epoch [1][1300/1921] lr: 3.326e-02, eta: 11:55:12, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2060 2020-11-26 14:04:23,406 - mmaction - INFO - Epoch [1][1320/1921] lr: 3.354e-02, eta: 11:54:28, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2008 2020-11-26 14:04:45,762 - mmaction - INFO - Epoch [1][1340/1921] lr: 3.382e-02, eta: 11:53:44, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2082 2020-11-26 14:05:08,143 - mmaction - INFO - Epoch [1][1360/1921] lr: 3.410e-02, eta: 11:53:01, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2136 2020-11-26 14:05:30,490 - mmaction - INFO - Epoch [1][1380/1921] lr: 3.438e-02, eta: 11:52:18, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2091 2020-11-26 14:05:52,906 - mmaction - INFO - Epoch [1][1400/1921] lr: 3.466e-02, eta: 11:51:38, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0759, recall@thr=0.5: 0.5665, prec@thr=0.5: 0.6644, recall@top3: 0.7176, prec@top3: 0.5855, recall@top5: 0.8823, prec@top5: 0.4408, loss: 0.0759, grad_norm: 0.1978 2020-11-26 14:06:15,265 - mmaction - INFO - Epoch [1][1420/1921] lr: 3.494e-02, eta: 11:50:56, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2100 2020-11-26 14:06:37,679 - mmaction - INFO - Epoch [1][1440/1921] lr: 3.523e-02, eta: 11:50:17, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0749, recall@thr=0.5: 0.5804, prec@thr=0.5: 0.6884, recall@top3: 0.7330, prec@top3: 0.5963, recall@top5: 0.8918, prec@top5: 0.4446, loss: 0.0749, grad_norm: 0.1972 2020-11-26 14:07:00,096 - mmaction - INFO - Epoch [1][1460/1921] lr: 3.551e-02, eta: 11:49:38, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0753, recall@thr=0.5: 0.5802, prec@thr=0.5: 0.6860, recall@top3: 0.7241, prec@top3: 0.5933, recall@top5: 0.8850, prec@top5: 0.4454, loss: 0.0753, grad_norm: 0.2077 2020-11-26 14:07:22,441 - mmaction - INFO - Epoch [1][1480/1921] lr: 3.579e-02, eta: 11:48:57, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2044 2020-11-26 14:07:44,833 - mmaction - INFO - Epoch [1][1500/1921] lr: 3.607e-02, eta: 11:48:18, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2271 2020-11-26 14:08:07,227 - mmaction - INFO - Epoch [1][1520/1921] lr: 3.635e-02, eta: 11:47:40, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2080 2020-11-26 14:08:29,623 - mmaction - INFO - Epoch [1][1540/1921] lr: 3.663e-02, eta: 11:47:02, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2168 2020-11-26 14:08:51,976 - mmaction - INFO - Epoch [1][1560/1921] lr: 3.691e-02, eta: 11:46:24, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2124 2020-11-26 14:09:14,332 - mmaction - INFO - Epoch [1][1580/1921] lr: 3.719e-02, eta: 11:45:46, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1955 2020-11-26 14:09:36,748 - mmaction - INFO - Epoch [1][1600/1921] lr: 3.747e-02, eta: 11:45:10, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2158 2020-11-26 14:09:59,169 - mmaction - INFO - Epoch [1][1620/1921] lr: 3.776e-02, eta: 11:44:34, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2127 2020-11-26 14:10:21,531 - mmaction - INFO - Epoch [1][1640/1921] lr: 3.804e-02, eta: 11:43:57, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2044 2020-11-26 14:10:43,960 - mmaction - INFO - Epoch [1][1660/1921] lr: 3.832e-02, eta: 11:43:22, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0713, recall@thr=0.5: 0.5740, prec@thr=0.5: 0.6783, recall@top3: 0.7301, prec@top3: 0.5837, recall@top5: 0.8812, prec@top5: 0.4341, loss: 0.0713, grad_norm: 0.1953 2020-11-26 14:11:06,316 - mmaction - INFO - Epoch [1][1680/1921] lr: 3.860e-02, eta: 11:42:46, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1941 2020-11-26 14:11:28,676 - mmaction - INFO - Epoch [1][1700/1921] lr: 3.888e-02, eta: 11:42:10, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2005 2020-11-26 14:11:51,042 - mmaction - INFO - Epoch [1][1720/1921] lr: 3.916e-02, eta: 11:41:35, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1989 2020-11-26 14:12:13,454 - mmaction - INFO - Epoch [1][1740/1921] lr: 3.944e-02, eta: 11:41:01, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1984 2020-11-26 14:12:35,818 - mmaction - INFO - Epoch [1][1760/1921] lr: 3.972e-02, eta: 11:40:26, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1966 2020-11-26 14:12:58,159 - mmaction - INFO - Epoch [1][1780/1921] lr: 4.000e-02, eta: 11:39:51, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: 0.0734, recall@thr=0.5: 0.5731, prec@thr=0.5: 0.6783, recall@top3: 0.7352, prec@top3: 0.5845, recall@top5: 0.8901, prec@top5: 0.4331, loss: 0.0734, grad_norm: 0.2134 2020-11-26 14:13:20,558 - mmaction - INFO - Epoch [1][1800/1921] lr: 4.029e-02, eta: 11:39:17, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1976 2020-11-26 14:13:43,016 - mmaction - INFO - Epoch [1][1820/1921] lr: 4.057e-02, eta: 11:38:45, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2177 2020-11-26 14:14:05,368 - mmaction - INFO - Epoch [1][1840/1921] lr: 4.085e-02, eta: 11:38:11, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2123 2020-11-26 14:14:27,771 - mmaction - INFO - Epoch [1][1860/1921] lr: 4.113e-02, eta: 11:37:39, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1900 2020-11-26 14:14:50,288 - mmaction - INFO - Epoch [1][1880/1921] lr: 4.141e-02, eta: 11:37:08, time: 1.126, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2102 2020-11-26 14:15:12,714 - mmaction - INFO - Epoch [1][1900/1921] lr: 4.169e-02, eta: 11:36:36, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2158 2020-11-26 14:15:35,054 - mmaction - INFO - Epoch [1][1920/1921] lr: 4.197e-02, eta: 11:36:03, time: 1.118, data_time: 0.002, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2017 2020-11-26 14:15:38,156 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-11-26 14:21:23,972 - mmaction - INFO - Evaluating proposal ... 2020-11-26 14:22:30,961 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 14:22:30,962 - mmaction - INFO - Evaluating bbox ... 2020-11-26 14:30:49,362 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.1851 2020-11-26 14:30:50,474 - mmaction - INFO - Epoch(val) [1][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.1851 2020-11-26 14:31:56,007 - mmaction - INFO - Epoch [2][20/1921] lr: 4.227e-02, eta: 11:48:39, time: 3.275, data_time: 2.166, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2001 2020-11-26 14:32:18,189 - mmaction - INFO - Epoch [2][40/1921] lr: 4.255e-02, eta: 11:47:54, time: 1.109, data_time: 0.002, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2043 2020-11-26 14:32:40,394 - mmaction - INFO - Epoch [2][60/1921] lr: 4.283e-02, eta: 11:47:11, time: 1.110, data_time: 0.000, memory: 9523, loss_action_cls: 0.0673, recall@thr=0.5: 0.6115, prec@thr=0.5: 0.7015, recall@top3: 0.7549, prec@top3: 0.6163, recall@top5: 0.9125, prec@top5: 0.4572, loss: 0.0673, grad_norm: 0.1984 2020-11-26 14:33:02,666 - mmaction - INFO - Epoch [2][80/1921] lr: 4.311e-02, eta: 11:46:29, time: 1.114, data_time: 0.000, memory: 9523, loss_action_cls: 0.0780, recall@thr=0.5: 0.5984, prec@thr=0.5: 0.6928, recall@top3: 0.7449, prec@top3: 0.5978, recall@top5: 0.8996, prec@top5: 0.4432, loss: 0.0780, grad_norm: 0.2143 2020-11-26 14:33:24,962 - mmaction - INFO - Epoch [2][100/1921] lr: 4.339e-02, eta: 11:45:48, time: 1.115, data_time: 0.000, memory: 9523, loss_action_cls: 0.0721, recall@thr=0.5: 0.5844, prec@thr=0.5: 0.6765, recall@top3: 0.7376, prec@top3: 0.6021, recall@top5: 0.8924, prec@top5: 0.4465, loss: 0.0721, grad_norm: 0.2175 2020-11-26 14:33:47,222 - mmaction - INFO - Epoch [2][120/1921] lr: 4.367e-02, eta: 11:45:07, time: 1.113, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2054 2020-11-26 14:34:09,599 - mmaction - INFO - Epoch [2][140/1921] lr: 4.395e-02, eta: 11:44:28, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2023 2020-11-26 14:34:31,923 - mmaction - INFO - Epoch [2][160/1921] lr: 4.423e-02, eta: 11:43:48, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2047 2020-11-26 14:34:54,237 - mmaction - INFO - Epoch [2][180/1921] lr: 4.452e-02, eta: 11:43:09, time: 1.116, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1990 2020-11-26 14:35:16,559 - mmaction - INFO - Epoch [2][200/1921] lr: 4.480e-02, eta: 11:42:30, time: 1.116, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1953 2020-11-26 14:35:38,880 - mmaction - INFO - Epoch [2][220/1921] lr: 4.508e-02, eta: 11:41:52, time: 1.116, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1909 2020-11-26 14:36:01,227 - mmaction - INFO - Epoch [2][240/1921] lr: 4.536e-02, eta: 11:41:14, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1933 2020-11-26 14:36:23,568 - mmaction - INFO - Epoch [2][260/1921] lr: 4.564e-02, eta: 11:40:36, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: 0.0726, recall@thr=0.5: 0.5831, prec@thr=0.5: 0.6858, recall@top3: 0.7341, prec@top3: 0.6039, recall@top5: 0.8826, prec@top5: 0.4448, loss: 0.0726, grad_norm: 0.2217 2020-11-26 14:36:45,892 - mmaction - INFO - Epoch [2][280/1921] lr: 4.592e-02, eta: 11:39:59, time: 1.116, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2172 2020-11-26 14:37:08,209 - mmaction - INFO - Epoch [2][300/1921] lr: 4.620e-02, eta: 11:39:21, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1976 2020-11-26 14:37:30,537 - mmaction - INFO - Epoch [2][320/1921] lr: 4.648e-02, eta: 11:38:44, time: 1.116, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1980 2020-11-26 14:37:52,861 - mmaction - INFO - Epoch [2][340/1921] lr: 4.676e-02, eta: 11:38:08, time: 1.116, data_time: 0.000, memory: 9523, loss_action_cls: 0.0684, recall@thr=0.5: 0.5915, prec@thr=0.5: 0.6862, recall@top3: 0.7377, prec@top3: 0.6070, recall@top5: 0.8960, prec@top5: 0.4518, loss: 0.0684, grad_norm: 0.2006 2020-11-26 14:38:15,209 - mmaction - INFO - Epoch [2][360/1921] lr: 4.705e-02, eta: 11:37:31, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2069 2020-11-26 14:38:37,558 - mmaction - INFO - Epoch [2][380/1921] lr: 4.733e-02, eta: 11:36:55, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: 0.0715, recall@thr=0.5: 0.5706, prec@thr=0.5: 0.6715, recall@top3: 0.7335, prec@top3: 0.5986, recall@top5: 0.8897, prec@top5: 0.4458, loss: 0.0715, grad_norm: 0.2139 2020-11-26 14:38:59,917 - mmaction - INFO - Epoch [2][400/1921] lr: 4.761e-02, eta: 11:36:20, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0760, recall@thr=0.5: 0.5953, prec@thr=0.5: 0.6879, recall@top3: 0.7433, prec@top3: 0.6032, recall@top5: 0.8949, prec@top5: 0.4453, loss: 0.0760, grad_norm: 0.1940 2020-11-26 14:39:22,261 - mmaction - INFO - Epoch [2][420/1921] lr: 4.789e-02, eta: 11:35:44, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2076 2020-11-26 14:39:44,610 - mmaction - INFO - Epoch [2][440/1921] lr: 4.817e-02, eta: 11:35:09, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: 0.0816, recall@thr=0.5: 0.5929, prec@thr=0.5: 0.6968, recall@top3: 0.7309, prec@top3: 0.6038, recall@top5: 0.8828, prec@top5: 0.4459, loss: 0.0816, grad_norm: 0.1887 2020-11-26 14:40:06,956 - mmaction - INFO - Epoch [2][460/1921] lr: 4.845e-02, eta: 11:34:34, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0692, recall@thr=0.5: 0.5913, prec@thr=0.5: 0.7086, recall@top3: 0.7353, prec@top3: 0.6030, recall@top5: 0.8948, prec@top5: 0.4483, loss: 0.0692, grad_norm: 0.1879 2020-11-26 14:40:29,311 - mmaction - INFO - Epoch [2][480/1921] lr: 4.873e-02, eta: 11:33:59, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0727, recall@thr=0.5: 0.5920, prec@thr=0.5: 0.7023, recall@top3: 0.7422, prec@top3: 0.6145, recall@top5: 0.8813, prec@top5: 0.4470, loss: 0.0727, grad_norm: 0.2033 2020-11-26 14:40:51,691 - mmaction - INFO - Epoch [2][500/1921] lr: 4.901e-02, eta: 11:33:25, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2058 2020-11-26 14:41:14,114 - mmaction - INFO - Epoch [2][520/1921] lr: 4.929e-02, eta: 11:32:52, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1990 2020-11-26 14:41:36,542 - mmaction - INFO - Epoch [2][540/1921] lr: 4.958e-02, eta: 11:32:19, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2001 2020-11-26 14:41:58,888 - mmaction - INFO - Epoch [2][560/1921] lr: 4.986e-02, eta: 11:31:45, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1989 2020-11-26 14:42:21,258 - mmaction - INFO - Epoch [2][580/1921] lr: 5.014e-02, eta: 11:31:11, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0741, recall@thr=0.5: 0.6194, prec@thr=0.5: 0.7013, recall@top3: 0.7590, prec@top3: 0.6082, recall@top5: 0.8987, prec@top5: 0.4422, loss: 0.0741, grad_norm: 0.1887 2020-11-26 14:42:43,651 - mmaction - INFO - Epoch [2][600/1921] lr: 5.042e-02, eta: 11:30:38, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2174 2020-11-26 14:43:06,053 - mmaction - INFO - Epoch [2][620/1921] lr: 5.070e-02, eta: 11:30:05, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1892 2020-11-26 14:43:28,407 - mmaction - INFO - Epoch [2][640/1921] lr: 5.098e-02, eta: 11:29:32, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1963 2020-11-26 14:43:50,792 - mmaction - INFO - Epoch [2][660/1921] lr: 5.126e-02, eta: 11:28:59, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2078 2020-11-26 14:44:13,194 - mmaction - INFO - Epoch [2][680/1921] lr: 5.154e-02, eta: 11:28:27, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1887 2020-11-26 14:44:35,621 - mmaction - INFO - Epoch [2][700/1921] lr: 5.182e-02, eta: 11:27:55, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0786, recall@thr=0.5: 0.5966, prec@thr=0.5: 0.6960, recall@top3: 0.7341, prec@top3: 0.6038, recall@top5: 0.8890, prec@top5: 0.4505, loss: 0.0786, grad_norm: 0.1868 2020-11-26 14:44:57,957 - mmaction - INFO - Epoch [2][720/1921] lr: 5.211e-02, eta: 11:27:23, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1909 2020-11-26 14:45:20,402 - mmaction - INFO - Epoch [2][740/1921] lr: 5.239e-02, eta: 11:26:51, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1880 2020-11-26 14:45:42,789 - mmaction - INFO - Epoch [2][760/1921] lr: 5.267e-02, eta: 11:26:19, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0690, recall@thr=0.5: 0.6218, prec@thr=0.5: 0.7109, recall@top3: 0.7478, prec@top3: 0.6070, recall@top5: 0.9028, prec@top5: 0.4507, loss: 0.0690, grad_norm: 0.1972 2020-11-26 14:46:05,294 - mmaction - INFO - Epoch [2][780/1921] lr: 5.295e-02, eta: 11:25:49, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: 0.0756, recall@thr=0.5: 0.5821, prec@thr=0.5: 0.6875, recall@top3: 0.7367, prec@top3: 0.6001, recall@top5: 0.8938, prec@top5: 0.4479, loss: 0.0756, grad_norm: 0.1985 2020-11-26 14:46:27,682 - mmaction - INFO - Epoch [2][800/1921] lr: 5.323e-02, eta: 11:25:18, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2090 2020-11-26 14:46:50,068 - mmaction - INFO - Epoch [2][820/1921] lr: 5.351e-02, eta: 11:24:46, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2041 2020-11-26 14:47:12,429 - mmaction - INFO - Epoch [2][840/1921] lr: 5.379e-02, eta: 11:24:14, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1852 2020-11-26 14:47:34,818 - mmaction - INFO - Epoch [2][860/1921] lr: 5.407e-02, eta: 11:23:43, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1958 2020-11-26 14:47:57,204 - mmaction - INFO - Epoch [2][880/1921] lr: 5.435e-02, eta: 11:23:12, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1937 2020-11-26 14:48:19,659 - mmaction - INFO - Epoch [2][900/1921] lr: 5.464e-02, eta: 11:22:42, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: 0.0734, recall@thr=0.5: 0.5848, prec@thr=0.5: 0.6904, recall@top3: 0.7341, prec@top3: 0.5989, recall@top5: 0.8932, prec@top5: 0.4445, loss: 0.0734, grad_norm: 0.1862 2020-11-26 14:48:42,013 - mmaction - INFO - Epoch [2][920/1921] lr: 5.492e-02, eta: 11:22:11, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1918 2020-11-26 14:49:04,414 - mmaction - INFO - Epoch [2][940/1921] lr: 5.520e-02, eta: 11:21:40, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1945 2020-11-26 14:49:26,791 - mmaction - INFO - Epoch [2][960/1921] lr: 5.548e-02, eta: 11:21:09, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1935 2020-11-26 14:49:49,149 - mmaction - INFO - Epoch [2][980/1921] lr: 5.576e-02, eta: 11:20:39, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1940 2020-11-26 14:50:11,567 - mmaction - INFO - Epoch [2][1000/1921] lr: 5.604e-02, eta: 11:20:09, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1984 2020-11-26 14:50:33,893 - mmaction - INFO - Epoch [2][1020/1921] lr: 5.632e-02, eta: 11:19:38, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1916 2020-11-26 14:50:56,271 - mmaction - INFO - Epoch [2][1040/1921] lr: 5.660e-02, eta: 11:19:07, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1946 2020-11-26 14:51:18,612 - mmaction - INFO - Epoch [2][1060/1921] lr: 5.688e-02, eta: 11:18:37, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: 0.0742, recall@thr=0.5: 0.5964, prec@thr=0.5: 0.6797, recall@top3: 0.7287, prec@top3: 0.5947, recall@top5: 0.8860, prec@top5: 0.4451, loss: 0.0742, grad_norm: 0.2010 2020-11-26 14:51:40,966 - mmaction - INFO - Epoch [2][1080/1921] lr: 5.717e-02, eta: 11:18:06, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0724, recall@thr=0.5: 0.6200, prec@thr=0.5: 0.7033, recall@top3: 0.7481, prec@top3: 0.6086, recall@top5: 0.8951, prec@top5: 0.4483, loss: 0.0724, grad_norm: 0.2043 2020-11-26 14:52:03,344 - mmaction - INFO - Epoch [2][1100/1921] lr: 5.745e-02, eta: 11:17:36, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1919 2020-11-26 14:52:25,695 - mmaction - INFO - Epoch [2][1120/1921] lr: 5.773e-02, eta: 11:17:06, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1999 2020-11-26 14:52:48,035 - mmaction - INFO - Epoch [2][1140/1921] lr: 5.801e-02, eta: 11:16:36, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1932 2020-11-26 14:53:10,414 - mmaction - INFO - Epoch [2][1160/1921] lr: 5.829e-02, eta: 11:16:06, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1848 2020-11-26 14:53:32,792 - mmaction - INFO - Epoch [2][1180/1921] lr: 5.857e-02, eta: 11:15:37, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1963 2020-11-26 14:53:55,172 - mmaction - INFO - Epoch [2][1200/1921] lr: 5.885e-02, eta: 11:15:07, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0676, recall@thr=0.5: 0.6017, prec@thr=0.5: 0.7051, recall@top3: 0.7465, prec@top3: 0.6050, recall@top5: 0.9009, prec@top5: 0.4496, loss: 0.0676, grad_norm: 0.2132 2020-11-26 14:54:17,492 - mmaction - INFO - Epoch [2][1220/1921] lr: 5.913e-02, eta: 11:14:37, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: 0.0683, recall@thr=0.5: 0.6191, prec@thr=0.5: 0.7138, recall@top3: 0.7553, prec@top3: 0.6284, recall@top5: 0.9042, prec@top5: 0.4613, loss: 0.0683, grad_norm: 0.1914 2020-11-26 14:54:39,855 - mmaction - INFO - Epoch [2][1240/1921] lr: 5.941e-02, eta: 11:14:08, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2030 2020-11-26 14:55:02,225 - mmaction - INFO - Epoch [2][1260/1921] lr: 5.970e-02, eta: 11:13:38, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0744, recall@thr=0.5: 0.6100, prec@thr=0.5: 0.6998, recall@top3: 0.7378, prec@top3: 0.6027, recall@top5: 0.8984, prec@top5: 0.4508, loss: 0.0744, grad_norm: 0.2009 2020-11-26 14:55:24,597 - mmaction - INFO - Epoch [2][1280/1921] lr: 5.998e-02, eta: 11:13:09, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1801 2020-11-26 14:55:47,020 - mmaction - INFO - Epoch [2][1300/1921] lr: 6.026e-02, eta: 11:12:41, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0698, recall@thr=0.5: 0.6146, prec@thr=0.5: 0.7048, recall@top3: 0.7457, prec@top3: 0.6188, recall@top5: 0.8996, prec@top5: 0.4586, loss: 0.0698, grad_norm: 0.1938 2020-11-26 14:56:09,422 - mmaction - INFO - Epoch [2][1320/1921] lr: 6.054e-02, eta: 11:12:12, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1992 2020-11-26 14:56:31,831 - mmaction - INFO - Epoch [2][1340/1921] lr: 6.082e-02, eta: 11:11:43, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1968 2020-11-26 14:56:54,210 - mmaction - INFO - Epoch [2][1360/1921] lr: 6.110e-02, eta: 11:11:15, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0653, recall@thr=0.5: 0.6110, prec@thr=0.5: 0.7077, recall@top3: 0.7504, prec@top3: 0.6054, recall@top5: 0.9043, prec@top5: 0.4504, loss: 0.0653, grad_norm: 0.2077 2020-11-26 14:57:16,523 - mmaction - INFO - Epoch [2][1380/1921] lr: 6.138e-02, eta: 11:10:45, time: 1.116, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1853 2020-11-26 14:57:38,859 - mmaction - INFO - Epoch [2][1400/1921] lr: 6.166e-02, eta: 11:10:16, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2014 2020-11-26 14:58:01,233 - mmaction - INFO - Epoch [2][1420/1921] lr: 6.194e-02, eta: 11:09:48, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0733, recall@thr=0.5: 0.6113, prec@thr=0.5: 0.6948, recall@top3: 0.7377, prec@top3: 0.6110, recall@top5: 0.8957, prec@top5: 0.4553, loss: 0.0733, grad_norm: 0.1944 2020-11-26 14:58:23,615 - mmaction - INFO - Epoch [2][1440/1921] lr: 6.223e-02, eta: 11:09:19, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2004 2020-11-26 14:58:46,029 - mmaction - INFO - Epoch [2][1460/1921] lr: 6.251e-02, eta: 11:08:51, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2025 2020-11-26 14:59:08,433 - mmaction - INFO - Epoch [2][1480/1921] lr: 6.279e-02, eta: 11:08:23, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1916 2020-11-26 14:59:30,825 - mmaction - INFO - Epoch [2][1500/1921] lr: 6.307e-02, eta: 11:07:55, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1775 2020-11-26 14:59:53,190 - mmaction - INFO - Epoch [2][1520/1921] lr: 6.335e-02, eta: 11:07:26, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0654, recall@thr=0.5: 0.5911, prec@thr=0.5: 0.6852, recall@top3: 0.7306, prec@top3: 0.5971, recall@top5: 0.8963, prec@top5: 0.4475, loss: 0.0654, grad_norm: 0.1874 2020-11-26 15:00:15,629 - mmaction - INFO - Epoch [2][1540/1921] lr: 6.363e-02, eta: 11:06:59, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0632, recall@thr=0.5: 0.6191, prec@thr=0.5: 0.7138, recall@top3: 0.7494, prec@top3: 0.6209, recall@top5: 0.9021, prec@top5: 0.4590, loss: 0.0632, grad_norm: 0.1793 2020-11-26 15:00:38,033 - mmaction - INFO - Epoch [2][1560/1921] lr: 6.391e-02, eta: 11:06:31, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1811 2020-11-26 15:01:00,521 - mmaction - INFO - Epoch [2][1580/1921] lr: 6.419e-02, eta: 11:06:04, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1981 2020-11-26 15:01:22,915 - mmaction - INFO - Epoch [2][1600/1921] lr: 6.447e-02, eta: 11:05:36, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1899 2020-11-26 15:01:45,282 - mmaction - INFO - Epoch [2][1620/1921] lr: 6.476e-02, eta: 11:05:08, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0686, recall@thr=0.5: 0.5879, prec@thr=0.5: 0.6864, recall@top3: 0.7213, prec@top3: 0.5865, recall@top5: 0.8724, prec@top5: 0.4375, loss: 0.0686, grad_norm: 0.1942 2020-11-26 15:02:07,771 - mmaction - INFO - Epoch [2][1640/1921] lr: 6.504e-02, eta: 11:04:42, time: 1.124, data_time: 0.000, memory: 9523, loss_action_cls: 0.0697, recall@thr=0.5: 0.5947, prec@thr=0.5: 0.6828, recall@top3: 0.7484, prec@top3: 0.6160, recall@top5: 0.8916, prec@top5: 0.4491, loss: 0.0697, grad_norm: 0.1913 2020-11-26 15:02:30,188 - mmaction - INFO - Epoch [2][1660/1921] lr: 6.532e-02, eta: 11:04:14, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0688, recall@thr=0.5: 0.6107, prec@thr=0.5: 0.6973, recall@top3: 0.7493, prec@top3: 0.6210, recall@top5: 0.8916, prec@top5: 0.4535, loss: 0.0688, grad_norm: 0.2069 2020-11-26 15:02:52,575 - mmaction - INFO - Epoch [2][1680/1921] lr: 6.560e-02, eta: 11:03:47, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2064 2020-11-26 15:03:15,055 - mmaction - INFO - Epoch [2][1700/1921] lr: 6.588e-02, eta: 11:03:20, time: 1.124, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1975 2020-11-26 15:03:37,531 - mmaction - INFO - Epoch [2][1720/1921] lr: 6.616e-02, eta: 11:02:53, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: 0.0689, recall@thr=0.5: 0.6054, prec@thr=0.5: 0.7065, recall@top3: 0.7406, prec@top3: 0.6072, recall@top5: 0.8931, prec@top5: 0.4493, loss: 0.0689, grad_norm: 0.1886 2020-11-26 15:04:00,002 - mmaction - INFO - Epoch [2][1740/1921] lr: 6.644e-02, eta: 11:02:27, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: 0.0682, recall@thr=0.5: 0.6199, prec@thr=0.5: 0.7255, recall@top3: 0.7618, prec@top3: 0.6087, recall@top5: 0.9061, prec@top5: 0.4472, loss: 0.0682, grad_norm: 0.1818 2020-11-26 15:04:22,444 - mmaction - INFO - Epoch [2][1760/1921] lr: 6.672e-02, eta: 11:02:00, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1952 2020-11-26 15:04:44,832 - mmaction - INFO - Epoch [2][1780/1921] lr: 6.700e-02, eta: 11:01:32, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1971 2020-11-26 15:05:07,239 - mmaction - INFO - Epoch [2][1800/1921] lr: 6.729e-02, eta: 11:01:05, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1991 2020-11-26 15:05:29,655 - mmaction - INFO - Epoch [2][1820/1921] lr: 6.757e-02, eta: 11:00:38, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0661, recall@thr=0.5: 0.6249, prec@thr=0.5: 0.7110, recall@top3: 0.7546, prec@top3: 0.6251, recall@top5: 0.8942, prec@top5: 0.4549, loss: 0.0661, grad_norm: 0.1926 2020-11-26 15:05:52,026 - mmaction - INFO - Epoch [2][1840/1921] lr: 6.785e-02, eta: 11:00:11, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1861 2020-11-26 15:06:14,621 - mmaction - INFO - Epoch [2][1860/1921] lr: 6.813e-02, eta: 10:59:45, time: 1.130, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1807 2020-11-26 15:06:37,258 - mmaction - INFO - Epoch [2][1880/1921] lr: 6.841e-02, eta: 10:59:21, time: 1.132, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1949 2020-11-26 15:06:59,862 - mmaction - INFO - Epoch [2][1900/1921] lr: 6.869e-02, eta: 10:58:56, time: 1.130, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1771 2020-11-26 15:07:22,432 - mmaction - INFO - Epoch [2][1920/1921] lr: 6.897e-02, eta: 10:58:30, time: 1.129, data_time: 0.001, memory: 9523, loss_action_cls: 0.0711, recall@thr=0.5: 0.6281, prec@thr=0.5: 0.7162, recall@top3: 0.7621, prec@top3: 0.6284, recall@top5: 0.9069, prec@top5: 0.4565, loss: 0.0711, grad_norm: 0.1934 2020-11-26 15:07:25,836 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-11-26 15:13:17,463 - mmaction - INFO - Evaluating proposal ... 2020-11-26 15:14:24,855 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 15:14:24,856 - mmaction - INFO - Evaluating bbox ... 2020-11-26 15:22:55,738 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2134 2020-11-26 15:22:56,930 - mmaction - INFO - Epoch(val) [2][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2134 2020-11-26 15:24:03,399 - mmaction - INFO - Epoch [3][20/1921] lr: 6.927e-02, eta: 11:04:26, time: 3.322, data_time: 2.212, memory: 9523, loss_action_cls: 0.0644, recall@thr=0.5: 0.6162, prec@thr=0.5: 0.7112, recall@top3: 0.7578, prec@top3: 0.6192, recall@top5: 0.9109, prec@top5: 0.4566, loss: 0.0644, grad_norm: 0.1831 2020-11-26 15:24:25,576 - mmaction - INFO - Epoch [3][40/1921] lr: 6.955e-02, eta: 11:03:55, time: 1.109, data_time: 0.001, memory: 9523, loss_action_cls: 0.0689, recall@thr=0.5: 0.6400, prec@thr=0.5: 0.7258, recall@top3: 0.7670, prec@top3: 0.6199, recall@top5: 0.9197, prec@top5: 0.4569, loss: 0.0689, grad_norm: 0.1803 2020-11-26 15:24:47,797 - mmaction - INFO - Epoch [3][60/1921] lr: 6.983e-02, eta: 11:03:24, time: 1.111, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1816 2020-11-26 15:25:10,046 - mmaction - INFO - Epoch [3][80/1921] lr: 7.011e-02, eta: 11:02:54, time: 1.112, data_time: 0.000, memory: 9523, loss_action_cls: 0.0728, recall@thr=0.5: 0.6186, prec@thr=0.5: 0.7099, recall@top3: 0.7457, prec@top3: 0.6097, recall@top5: 0.8957, prec@top5: 0.4502, loss: 0.0728, grad_norm: 0.2049 2020-11-26 15:25:32,331 - mmaction - INFO - Epoch [3][100/1921] lr: 7.039e-02, eta: 11:02:24, time: 1.114, data_time: 0.000, memory: 9523, loss_action_cls: 0.0651, recall@thr=0.5: 0.6155, prec@thr=0.5: 0.7120, recall@top3: 0.7544, prec@top3: 0.6163, recall@top5: 0.9099, prec@top5: 0.4532, loss: 0.0651, grad_norm: 0.1954 2020-11-26 15:25:54,659 - mmaction - INFO - Epoch [3][120/1921] lr: 7.067e-02, eta: 11:01:55, time: 1.116, data_time: 0.000, memory: 9523, loss_action_cls: 0.0688, recall@thr=0.5: 0.5988, prec@thr=0.5: 0.6902, recall@top3: 0.7427, prec@top3: 0.6006, recall@top5: 0.8974, prec@top5: 0.4431, loss: 0.0688, grad_norm: 0.2007 2020-11-26 15:26:16,968 - mmaction - INFO - Epoch [3][140/1921] lr: 7.095e-02, eta: 11:01:25, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: 0.0667, recall@thr=0.5: 0.6233, prec@thr=0.5: 0.7163, recall@top3: 0.7569, prec@top3: 0.6155, recall@top5: 0.9077, prec@top5: 0.4534, loss: 0.0667, grad_norm: 0.1825 2020-11-26 15:26:39,308 - mmaction - INFO - Epoch [3][160/1921] lr: 7.123e-02, eta: 11:00:56, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: 0.0676, recall@thr=0.5: 0.5934, prec@thr=0.5: 0.6922, recall@top3: 0.7463, prec@top3: 0.5964, recall@top5: 0.8896, prec@top5: 0.4372, loss: 0.0676, grad_norm: 0.1943 2020-11-26 15:27:01,637 - mmaction - INFO - Epoch [3][180/1921] lr: 7.152e-02, eta: 11:00:27, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1751 2020-11-26 15:27:23,971 - mmaction - INFO - Epoch [3][200/1921] lr: 7.180e-02, eta: 10:59:58, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: 0.0629, recall@thr=0.5: 0.6254, prec@thr=0.5: 0.7180, recall@top3: 0.7517, prec@top3: 0.6213, recall@top5: 0.8980, prec@top5: 0.4538, loss: 0.0629, grad_norm: 0.1726 2020-11-26 15:27:46,321 - mmaction - INFO - Epoch [3][220/1921] lr: 7.208e-02, eta: 10:59:29, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1760 2020-11-26 15:28:08,648 - mmaction - INFO - Epoch [3][240/1921] lr: 7.236e-02, eta: 10:59:00, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1901 2020-11-26 15:28:30,969 - mmaction - INFO - Epoch [3][260/1921] lr: 7.264e-02, eta: 10:58:31, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: 0.0685, recall@thr=0.5: 0.6260, prec@thr=0.5: 0.7120, recall@top3: 0.7586, prec@top3: 0.6230, recall@top5: 0.9047, prec@top5: 0.4570, loss: 0.0685, grad_norm: 0.1892 2020-11-26 15:28:53,365 - mmaction - INFO - Epoch [3][280/1921] lr: 7.292e-02, eta: 10:58:03, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0647, recall@thr=0.5: 0.6228, prec@thr=0.5: 0.7257, recall@top3: 0.7642, prec@top3: 0.6172, recall@top5: 0.9088, prec@top5: 0.4495, loss: 0.0647, grad_norm: 0.1844 2020-11-26 15:29:15,739 - mmaction - INFO - Epoch [3][300/1921] lr: 7.320e-02, eta: 10:57:35, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1912 2020-11-26 15:29:38,119 - mmaction - INFO - Epoch [3][320/1921] lr: 7.348e-02, eta: 10:57:06, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0597, recall@thr=0.5: 0.6305, prec@thr=0.5: 0.7304, recall@top3: 0.7694, prec@top3: 0.6171, recall@top5: 0.9066, prec@top5: 0.4450, loss: 0.0597, grad_norm: 0.1880 2020-11-26 15:30:00,506 - mmaction - INFO - Epoch [3][340/1921] lr: 7.376e-02, eta: 10:56:38, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1780 2020-11-26 15:30:22,841 - mmaction - INFO - Epoch [3][360/1921] lr: 7.405e-02, eta: 10:56:10, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: 0.0594, recall@thr=0.5: 0.6342, prec@thr=0.5: 0.7299, recall@top3: 0.7835, prec@top3: 0.6192, recall@top5: 0.9139, prec@top5: 0.4439, loss: 0.0594, grad_norm: 0.1904 2020-11-26 15:30:45,165 - mmaction - INFO - Epoch [3][380/1921] lr: 7.433e-02, eta: 10:55:41, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2031 2020-11-26 15:31:07,524 - mmaction - INFO - Epoch [3][400/1921] lr: 7.461e-02, eta: 10:55:13, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0656, recall@thr=0.5: 0.6359, prec@thr=0.5: 0.7276, recall@top3: 0.7599, prec@top3: 0.6289, recall@top5: 0.9071, prec@top5: 0.4576, loss: 0.0656, grad_norm: 0.2039 2020-11-26 15:31:29,885 - mmaction - INFO - Epoch [3][420/1921] lr: 7.489e-02, eta: 10:54:45, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1932 2020-11-26 15:31:52,266 - mmaction - INFO - Epoch [3][440/1921] lr: 7.517e-02, eta: 10:54:17, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1801 2020-11-26 15:32:14,623 - mmaction - INFO - Epoch [3][460/1921] lr: 7.545e-02, eta: 10:53:49, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: 0.0633, recall@thr=0.5: 0.6175, prec@thr=0.5: 0.7221, recall@top3: 0.7625, prec@top3: 0.6180, recall@top5: 0.9073, prec@top5: 0.4500, loss: 0.0633, grad_norm: 0.1847 2020-11-26 15:32:36,965 - mmaction - INFO - Epoch [3][480/1921] lr: 7.573e-02, eta: 10:53:20, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1769 2020-11-26 15:32:59,340 - mmaction - INFO - Epoch [3][500/1921] lr: 7.601e-02, eta: 10:52:53, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2037 2020-11-26 15:33:21,706 - mmaction - INFO - Epoch [3][520/1921] lr: 7.629e-02, eta: 10:52:25, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2096 2020-11-26 15:33:44,186 - mmaction - INFO - Epoch [3][540/1921] lr: 7.658e-02, eta: 10:51:58, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1888 2020-11-26 15:34:06,711 - mmaction - INFO - Epoch [3][560/1921] lr: 7.686e-02, eta: 10:51:31, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1835 2020-11-26 15:34:29,179 - mmaction - INFO - Epoch [3][580/1921] lr: 7.714e-02, eta: 10:51:04, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1898 2020-11-26 15:34:51,536 - mmaction - INFO - Epoch [3][600/1921] lr: 7.742e-02, eta: 10:50:36, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1800 2020-11-26 15:35:13,855 - mmaction - INFO - Epoch [3][620/1921] lr: 7.770e-02, eta: 10:50:09, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1760 2020-11-26 15:35:36,231 - mmaction - INFO - Epoch [3][640/1921] lr: 7.798e-02, eta: 10:49:41, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1851 2020-11-26 15:35:58,598 - mmaction - INFO - Epoch [3][660/1921] lr: 7.826e-02, eta: 10:49:13, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1896 2020-11-26 15:36:20,946 - mmaction - INFO - Epoch [3][680/1921] lr: 7.854e-02, eta: 10:48:46, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: 0.0654, recall@thr=0.5: 0.6049, prec@thr=0.5: 0.7021, recall@top3: 0.7489, prec@top3: 0.6154, recall@top5: 0.8899, prec@top5: 0.4483, loss: 0.0654, grad_norm: 0.1868 2020-11-26 15:36:43,310 - mmaction - INFO - Epoch [3][700/1921] lr: 7.882e-02, eta: 10:48:18, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1812 2020-11-26 15:37:05,666 - mmaction - INFO - Epoch [3][720/1921] lr: 7.911e-02, eta: 10:47:51, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0704, recall@thr=0.5: 0.6322, prec@thr=0.5: 0.7273, recall@top3: 0.7612, prec@top3: 0.6267, recall@top5: 0.9044, prec@top5: 0.4569, loss: 0.0704, grad_norm: 0.1684 2020-11-26 15:37:28,031 - mmaction - INFO - Epoch [3][740/1921] lr: 7.939e-02, eta: 10:47:24, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1823 2020-11-26 15:37:50,364 - mmaction - INFO - Epoch [3][760/1921] lr: 7.967e-02, eta: 10:46:56, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1759 2020-11-26 15:38:12,702 - mmaction - INFO - Epoch [3][780/1921] lr: 7.995e-02, eta: 10:46:29, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1896 2020-11-26 15:38:35,132 - mmaction - INFO - Epoch [3][800/1921] lr: 8.023e-02, eta: 10:46:02, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: 0.0618, recall@thr=0.5: 0.6454, prec@thr=0.5: 0.7425, recall@top3: 0.7729, prec@top3: 0.6196, recall@top5: 0.9076, prec@top5: 0.4476, loss: 0.0618, grad_norm: 0.1735 2020-11-26 15:38:57,480 - mmaction - INFO - Epoch [3][820/1921] lr: 8.051e-02, eta: 10:45:34, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: 0.0662, recall@thr=0.5: 0.6298, prec@thr=0.5: 0.7207, recall@top3: 0.7630, prec@top3: 0.6155, recall@top5: 0.9062, prec@top5: 0.4505, loss: 0.0662, grad_norm: 0.1819 2020-11-26 15:39:19,960 - mmaction - INFO - Epoch [3][840/1921] lr: 8.079e-02, eta: 10:45:08, time: 1.124, data_time: 0.000, memory: 9523, loss_action_cls: 0.0662, recall@thr=0.5: 0.6098, prec@thr=0.5: 0.7054, recall@top3: 0.7417, prec@top3: 0.5900, recall@top5: 0.8929, prec@top5: 0.4367, loss: 0.0662, grad_norm: 0.1931 2020-11-26 15:39:42,460 - mmaction - INFO - Epoch [3][860/1921] lr: 8.107e-02, eta: 10:44:42, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1913 2020-11-26 15:40:04,892 - mmaction - INFO - Epoch [3][880/1921] lr: 8.135e-02, eta: 10:44:15, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1885 2020-11-26 15:40:27,627 - mmaction - INFO - Epoch [3][900/1921] lr: 8.164e-02, eta: 10:43:51, time: 1.136, data_time: 0.001, memory: 9523, loss_action_cls: 0.0684, recall@thr=0.5: 0.6171, prec@thr=0.5: 0.7193, recall@top3: 0.7542, prec@top3: 0.6084, recall@top5: 0.8942, prec@top5: 0.4441, loss: 0.0684, grad_norm: 0.1748 2020-11-26 15:40:50,265 - mmaction - INFO - Epoch [3][920/1921] lr: 8.192e-02, eta: 10:43:26, time: 1.133, data_time: 0.001, memory: 9523, loss_action_cls: 0.0647, recall@thr=0.5: 0.6326, prec@thr=0.5: 0.7264, recall@top3: 0.7531, prec@top3: 0.6255, recall@top5: 0.9047, prec@top5: 0.4607, loss: 0.0647, grad_norm: 0.1864 2020-11-26 15:41:12,768 - mmaction - INFO - Epoch [3][940/1921] lr: 8.220e-02, eta: 10:43:00, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: 0.0618, recall@thr=0.5: 0.6282, prec@thr=0.5: 0.7152, recall@top3: 0.7518, prec@top3: 0.6153, recall@top5: 0.9119, prec@top5: 0.4571, loss: 0.0618, grad_norm: 0.1878 2020-11-26 15:41:35,138 - mmaction - INFO - Epoch [3][960/1921] lr: 8.248e-02, eta: 10:42:33, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0613, recall@thr=0.5: 0.6332, prec@thr=0.5: 0.7096, recall@top3: 0.7564, prec@top3: 0.6219, recall@top5: 0.8949, prec@top5: 0.4534, loss: 0.0613, grad_norm: 0.1867 2020-11-26 15:41:57,492 - mmaction - INFO - Epoch [3][980/1921] lr: 8.276e-02, eta: 10:42:06, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1795 2020-11-26 15:42:19,858 - mmaction - INFO - Epoch [3][1000/1921] lr: 8.304e-02, eta: 10:41:39, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1757 2020-11-26 15:42:42,338 - mmaction - INFO - Epoch [3][1020/1921] lr: 8.332e-02, eta: 10:41:13, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1785 2020-11-26 15:43:04,690 - mmaction - INFO - Epoch [3][1040/1921] lr: 8.360e-02, eta: 10:40:46, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0604, recall@thr=0.5: 0.6393, prec@thr=0.5: 0.7260, recall@top3: 0.7657, prec@top3: 0.6250, recall@top5: 0.9059, prec@top5: 0.4530, loss: 0.0604, grad_norm: 0.1910 2020-11-26 15:43:27,061 - mmaction - INFO - Epoch [3][1060/1921] lr: 8.388e-02, eta: 10:40:19, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1839 2020-11-26 15:43:49,407 - mmaction - INFO - Epoch [3][1080/1921] lr: 8.417e-02, eta: 10:39:53, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: 0.0666, recall@thr=0.5: 0.6127, prec@thr=0.5: 0.7107, recall@top3: 0.7569, prec@top3: 0.6218, recall@top5: 0.9046, prec@top5: 0.4531, loss: 0.0666, grad_norm: 0.1797 2020-11-26 15:44:12,013 - mmaction - INFO - Epoch [3][1100/1921] lr: 8.445e-02, eta: 10:39:27, time: 1.130, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1809 2020-11-26 15:44:34,575 - mmaction - INFO - Epoch [3][1120/1921] lr: 8.473e-02, eta: 10:39:02, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: 0.0617, recall@thr=0.5: 0.6212, prec@thr=0.5: 0.7121, recall@top3: 0.7602, prec@top3: 0.6165, recall@top5: 0.9105, prec@top5: 0.4541, loss: 0.0617, grad_norm: 0.1841 2020-11-26 15:44:57,116 - mmaction - INFO - Epoch [3][1140/1921] lr: 8.501e-02, eta: 10:38:37, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1863 2020-11-26 15:45:19,489 - mmaction - INFO - Epoch [3][1160/1921] lr: 8.529e-02, eta: 10:38:10, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1793 2020-11-26 15:45:41,809 - mmaction - INFO - Epoch [3][1180/1921] lr: 8.557e-02, eta: 10:37:43, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1852 2020-11-26 15:46:04,117 - mmaction - INFO - Epoch [3][1200/1921] lr: 8.585e-02, eta: 10:37:16, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: 0.0643, recall@thr=0.5: 0.6147, prec@thr=0.5: 0.7207, recall@top3: 0.7487, prec@top3: 0.6149, recall@top5: 0.9036, prec@top5: 0.4527, loss: 0.0643, grad_norm: 0.1717 2020-11-26 15:46:26,447 - mmaction - INFO - Epoch [3][1220/1921] lr: 8.613e-02, eta: 10:36:49, time: 1.116, data_time: 0.000, memory: 9523, loss_action_cls: 0.0607, recall@thr=0.5: 0.6178, prec@thr=0.5: 0.7151, recall@top3: 0.7647, prec@top3: 0.6166, recall@top5: 0.9031, prec@top5: 0.4460, loss: 0.0607, grad_norm: 0.1773 2020-11-26 15:46:48,784 - mmaction - INFO - Epoch [3][1240/1921] lr: 8.641e-02, eta: 10:36:23, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: 0.0688, recall@thr=0.5: 0.6218, prec@thr=0.5: 0.7219, recall@top3: 0.7534, prec@top3: 0.6184, recall@top5: 0.8914, prec@top5: 0.4477, loss: 0.0688, grad_norm: 0.1788 2020-11-26 15:47:11,125 - mmaction - INFO - Epoch [3][1260/1921] lr: 8.670e-02, eta: 10:35:56, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1672 2020-11-26 15:47:33,480 - mmaction - INFO - Epoch [3][1280/1921] lr: 8.698e-02, eta: 10:35:30, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1709 2020-11-26 15:47:55,823 - mmaction - INFO - Epoch [3][1300/1921] lr: 8.726e-02, eta: 10:35:03, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1744 2020-11-26 15:48:18,296 - mmaction - INFO - Epoch [3][1320/1921] lr: 8.754e-02, eta: 10:34:38, time: 1.123, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1697 2020-11-26 15:48:40,804 - mmaction - INFO - Epoch [3][1340/1921] lr: 8.782e-02, eta: 10:34:12, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1790 2020-11-26 15:49:03,298 - mmaction - INFO - Epoch [3][1360/1921] lr: 8.810e-02, eta: 10:33:47, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: 0.0664, recall@thr=0.5: 0.6302, prec@thr=0.5: 0.7178, recall@top3: 0.7580, prec@top3: 0.6178, recall@top5: 0.9036, prec@top5: 0.4534, loss: 0.0664, grad_norm: 0.1851 2020-11-26 15:49:25,650 - mmaction - INFO - Epoch [3][1380/1921] lr: 8.838e-02, eta: 10:33:20, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1810 2020-11-26 15:49:48,016 - mmaction - INFO - Epoch [3][1400/1921] lr: 8.866e-02, eta: 10:32:54, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1844 2020-11-26 15:50:10,376 - mmaction - INFO - Epoch [3][1420/1921] lr: 8.894e-02, eta: 10:32:28, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1686 2020-11-26 15:50:32,756 - mmaction - INFO - Epoch [3][1440/1921] lr: 8.923e-02, eta: 10:32:02, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1673 2020-11-26 15:50:56,012 - mmaction - INFO - Epoch [3][1460/1921] lr: 8.951e-02, eta: 10:31:41, time: 1.163, data_time: 0.001, memory: 9523, loss_action_cls: 0.0606, recall@thr=0.5: 0.6122, prec@thr=0.5: 0.7018, recall@top3: 0.7517, prec@top3: 0.6188, recall@top5: 0.8989, prec@top5: 0.4525, loss: 0.0606, grad_norm: 0.1766 2020-11-26 15:51:18,374 - mmaction - INFO - Epoch [3][1480/1921] lr: 8.979e-02, eta: 10:31:15, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1825 2020-11-26 15:51:40,735 - mmaction - INFO - Epoch [3][1500/1921] lr: 9.007e-02, eta: 10:30:49, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1877 2020-11-26 15:52:03,082 - mmaction - INFO - Epoch [3][1520/1921] lr: 9.035e-02, eta: 10:30:23, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1816 2020-11-26 15:52:25,389 - mmaction - INFO - Epoch [3][1540/1921] lr: 9.063e-02, eta: 10:29:56, time: 1.115, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1798 2020-11-26 15:52:47,716 - mmaction - INFO - Epoch [3][1560/1921] lr: 9.091e-02, eta: 10:29:30, time: 1.116, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1790 2020-11-26 15:53:10,073 - mmaction - INFO - Epoch [3][1580/1921] lr: 9.119e-02, eta: 10:29:04, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1760 2020-11-26 15:53:32,740 - mmaction - INFO - Epoch [3][1600/1921] lr: 9.147e-02, eta: 10:28:40, time: 1.133, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1823 2020-11-26 15:53:55,291 - mmaction - INFO - Epoch [3][1620/1921] lr: 9.176e-02, eta: 10:28:15, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1827 2020-11-26 15:54:17,790 - mmaction - INFO - Epoch [3][1640/1921] lr: 9.204e-02, eta: 10:27:50, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1830 2020-11-26 15:54:40,296 - mmaction - INFO - Epoch [3][1660/1921] lr: 9.232e-02, eta: 10:27:25, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1687 2020-11-26 15:55:02,817 - mmaction - INFO - Epoch [3][1680/1921] lr: 9.260e-02, eta: 10:27:00, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1766 2020-11-26 15:55:25,379 - mmaction - INFO - Epoch [3][1700/1921] lr: 9.288e-02, eta: 10:26:35, time: 1.129, data_time: 0.001, memory: 9523, loss_action_cls: 0.0649, recall@thr=0.5: 0.5916, prec@thr=0.5: 0.6977, recall@top3: 0.7486, prec@top3: 0.6069, recall@top5: 0.8988, prec@top5: 0.4469, loss: 0.0649, grad_norm: 0.1815 2020-11-26 15:55:47,964 - mmaction - INFO - Epoch [3][1720/1921] lr: 9.316e-02, eta: 10:26:10, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1770 2020-11-26 15:56:11,207 - mmaction - INFO - Epoch [3][1740/1921] lr: 9.344e-02, eta: 10:25:50, time: 1.162, data_time: 0.001, memory: 9523, loss_action_cls: 0.0591, recall@thr=0.5: 0.6392, prec@thr=0.5: 0.7236, recall@top3: 0.7635, prec@top3: 0.6195, recall@top5: 0.9069, prec@top5: 0.4520, loss: 0.0591, grad_norm: 0.1796 2020-11-26 15:56:33,768 - mmaction - INFO - Epoch [3][1760/1921] lr: 9.372e-02, eta: 10:25:25, time: 1.130, data_time: 0.002, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1718 2020-11-26 15:56:56,313 - mmaction - INFO - Epoch [3][1780/1921] lr: 9.400e-02, eta: 10:25:00, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1641 2020-11-26 15:57:18,823 - mmaction - INFO - Epoch [3][1800/1921] lr: 9.429e-02, eta: 10:24:35, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1710 2020-11-26 15:57:41,197 - mmaction - INFO - Epoch [3][1820/1921] lr: 9.457e-02, eta: 10:24:10, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1853 2020-11-26 15:58:03,503 - mmaction - INFO - Epoch [3][1840/1921] lr: 9.485e-02, eta: 10:23:44, time: 1.115, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1740 2020-11-26 15:58:25,840 - mmaction - INFO - Epoch [3][1860/1921] lr: 9.513e-02, eta: 10:23:18, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1865 2020-11-26 15:58:48,150 - mmaction - INFO - Epoch [3][1880/1921] lr: 9.541e-02, eta: 10:22:52, time: 1.115, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1769 2020-11-26 15:59:10,476 - mmaction - INFO - Epoch [3][1900/1921] lr: 9.569e-02, eta: 10:22:26, time: 1.116, data_time: 0.000, memory: 9523, loss_action_cls: 0.0592, recall@thr=0.5: 0.6233, prec@thr=0.5: 0.7155, recall@top3: 0.7647, prec@top3: 0.6159, recall@top5: 0.9094, prec@top5: 0.4489, loss: 0.0592, grad_norm: 0.1736 2020-11-26 15:59:32,828 - mmaction - INFO - Epoch [3][1920/1921] lr: 9.597e-02, eta: 10:22:00, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1620 2020-11-26 15:59:36,232 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-11-26 16:05:24,039 - mmaction - INFO - Evaluating proposal ... 2020-11-26 16:06:32,767 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 16:06:32,768 - mmaction - INFO - Evaluating bbox ... 2020-11-26 16:14:58,400 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2251 2020-11-26 16:14:59,466 - mmaction - INFO - Epoch(val) [3][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2251 2020-11-26 16:16:18,051 - mmaction - INFO - Epoch [4][20/1921] lr: 9.627e-02, eta: 10:26:44, time: 3.924, data_time: 2.807, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1811 2020-11-26 16:16:40,280 - mmaction - INFO - Epoch [4][40/1921] lr: 9.655e-02, eta: 10:26:16, time: 1.111, data_time: 0.002, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1835 2020-11-26 16:17:02,572 - mmaction - INFO - Epoch [4][60/1921] lr: 9.683e-02, eta: 10:25:49, time: 1.115, data_time: 0.001, memory: 9523, loss_action_cls: 0.0562, recall@thr=0.5: 0.6420, prec@thr=0.5: 0.7326, recall@top3: 0.7677, prec@top3: 0.6239, recall@top5: 0.9039, prec@top5: 0.4493, loss: 0.0562, grad_norm: 0.1832 2020-11-26 16:17:24,905 - mmaction - INFO - Epoch [4][80/1921] lr: 9.711e-02, eta: 10:25:22, time: 1.116, data_time: 0.000, memory: 9523, loss_action_cls: 0.0598, recall@thr=0.5: 0.6389, prec@thr=0.5: 0.7416, recall@top3: 0.7776, prec@top3: 0.6371, recall@top5: 0.9140, prec@top5: 0.4601, loss: 0.0598, grad_norm: 0.1808 2020-11-26 16:17:47,372 - mmaction - INFO - Epoch [4][100/1921] lr: 9.739e-02, eta: 10:24:56, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1900 2020-11-26 16:18:09,682 - mmaction - INFO - Epoch [4][120/1921] lr: 9.767e-02, eta: 10:24:29, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1677 2020-11-26 16:18:32,062 - mmaction - INFO - Epoch [4][140/1921] lr: 9.795e-02, eta: 10:24:02, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0570, recall@thr=0.5: 0.6401, prec@thr=0.5: 0.7207, recall@top3: 0.7647, prec@top3: 0.6210, recall@top5: 0.9085, prec@top5: 0.4552, loss: 0.0570, grad_norm: 0.1682 2020-11-26 16:18:54,419 - mmaction - INFO - Epoch [4][160/1921] lr: 9.823e-02, eta: 10:23:35, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0579, recall@thr=0.5: 0.6537, prec@thr=0.5: 0.7449, recall@top3: 0.7653, prec@top3: 0.6368, recall@top5: 0.9183, prec@top5: 0.4702, loss: 0.0579, grad_norm: 0.1705 2020-11-26 16:19:16,802 - mmaction - INFO - Epoch [4][180/1921] lr: 9.852e-02, eta: 10:23:09, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1771 2020-11-26 16:19:39,154 - mmaction - INFO - Epoch [4][200/1921] lr: 9.880e-02, eta: 10:22:42, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0571, recall@thr=0.5: 0.6325, prec@thr=0.5: 0.7342, recall@top3: 0.7749, prec@top3: 0.6230, recall@top5: 0.9136, prec@top5: 0.4529, loss: 0.0571, grad_norm: 0.1689 2020-11-26 16:20:01,547 - mmaction - INFO - Epoch [4][220/1921] lr: 9.908e-02, eta: 10:22:16, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1787 2020-11-26 16:20:23,907 - mmaction - INFO - Epoch [4][240/1921] lr: 9.936e-02, eta: 10:21:49, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1728 2020-11-26 16:20:46,269 - mmaction - INFO - Epoch [4][260/1921] lr: 9.964e-02, eta: 10:21:22, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0596, recall@thr=0.5: 0.6327, prec@thr=0.5: 0.7213, recall@top3: 0.7653, prec@top3: 0.6202, recall@top5: 0.8984, prec@top5: 0.4462, loss: 0.0596, grad_norm: 0.1754 2020-11-26 16:21:08,656 - mmaction - INFO - Epoch [4][280/1921] lr: 9.992e-02, eta: 10:20:56, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1764 2020-11-26 16:21:30,987 - mmaction - INFO - Epoch [4][300/1921] lr: 1.002e-01, eta: 10:20:29, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1747 2020-11-26 16:21:53,374 - mmaction - INFO - Epoch [4][320/1921] lr: 1.005e-01, eta: 10:20:03, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0623, recall@thr=0.5: 0.6331, prec@thr=0.5: 0.7324, recall@top3: 0.7666, prec@top3: 0.6263, recall@top5: 0.9099, prec@top5: 0.4565, loss: 0.0623, grad_norm: 0.1739 2020-11-26 16:22:15,752 - mmaction - INFO - Epoch [4][340/1921] lr: 1.008e-01, eta: 10:19:37, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1789 2020-11-26 16:22:38,112 - mmaction - INFO - Epoch [4][360/1921] lr: 1.010e-01, eta: 10:19:10, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1763 2020-11-26 16:23:00,456 - mmaction - INFO - Epoch [4][380/1921] lr: 1.013e-01, eta: 10:18:44, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1736 2020-11-26 16:23:22,844 - mmaction - INFO - Epoch [4][400/1921] lr: 1.016e-01, eta: 10:18:18, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1731 2020-11-26 16:23:45,187 - mmaction - INFO - Epoch [4][420/1921] lr: 1.019e-01, eta: 10:17:51, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1779 2020-11-26 16:24:07,578 - mmaction - INFO - Epoch [4][440/1921] lr: 1.022e-01, eta: 10:17:25, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1760 2020-11-26 16:24:29,959 - mmaction - INFO - Epoch [4][460/1921] lr: 1.025e-01, eta: 10:16:59, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1778 2020-11-26 16:24:52,367 - mmaction - INFO - Epoch [4][480/1921] lr: 1.027e-01, eta: 10:16:33, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0562, recall@thr=0.5: 0.6338, prec@thr=0.5: 0.7276, recall@top3: 0.7780, prec@top3: 0.6268, recall@top5: 0.9175, prec@top5: 0.4541, loss: 0.0562, grad_norm: 0.1784 2020-11-26 16:25:14,744 - mmaction - INFO - Epoch [4][500/1921] lr: 1.030e-01, eta: 10:16:07, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0588, recall@thr=0.5: 0.6343, prec@thr=0.5: 0.7136, recall@top3: 0.7671, prec@top3: 0.6070, recall@top5: 0.9151, prec@top5: 0.4451, loss: 0.0588, grad_norm: 0.1885 2020-11-26 16:25:37,125 - mmaction - INFO - Epoch [4][520/1921] lr: 1.033e-01, eta: 10:15:40, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1752 2020-11-26 16:25:59,504 - mmaction - INFO - Epoch [4][540/1921] lr: 1.036e-01, eta: 10:15:14, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1766 2020-11-26 16:26:21,858 - mmaction - INFO - Epoch [4][560/1921] lr: 1.039e-01, eta: 10:14:48, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0621, recall@thr=0.5: 0.6312, prec@thr=0.5: 0.7233, recall@top3: 0.7613, prec@top3: 0.6274, recall@top5: 0.9054, prec@top5: 0.4565, loss: 0.0621, grad_norm: 0.1814 2020-11-26 16:26:44,264 - mmaction - INFO - Epoch [4][580/1921] lr: 1.041e-01, eta: 10:14:22, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1758 2020-11-26 16:27:06,657 - mmaction - INFO - Epoch [4][600/1921] lr: 1.044e-01, eta: 10:13:56, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1737 2020-11-26 16:27:29,041 - mmaction - INFO - Epoch [4][620/1921] lr: 1.047e-01, eta: 10:13:30, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1828 2020-11-26 16:27:51,402 - mmaction - INFO - Epoch [4][640/1921] lr: 1.050e-01, eta: 10:13:04, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1694 2020-11-26 16:28:13,769 - mmaction - INFO - Epoch [4][660/1921] lr: 1.053e-01, eta: 10:12:38, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0577, recall@thr=0.5: 0.6572, prec@thr=0.5: 0.7292, recall@top3: 0.7828, prec@top3: 0.6273, recall@top5: 0.9137, prec@top5: 0.4509, loss: 0.0577, grad_norm: 0.1824 2020-11-26 16:28:36,144 - mmaction - INFO - Epoch [4][680/1921] lr: 1.055e-01, eta: 10:12:12, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1839 2020-11-26 16:28:58,518 - mmaction - INFO - Epoch [4][700/1921] lr: 1.058e-01, eta: 10:11:46, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1736 2020-11-26 16:29:20,978 - mmaction - INFO - Epoch [4][720/1921] lr: 1.061e-01, eta: 10:11:21, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: 0.0588, recall@thr=0.5: 0.6239, prec@thr=0.5: 0.7091, recall@top3: 0.7566, prec@top3: 0.6014, recall@top5: 0.9044, prec@top5: 0.4402, loss: 0.0588, grad_norm: 0.1962 2020-11-26 16:29:43,370 - mmaction - INFO - Epoch [4][740/1921] lr: 1.064e-01, eta: 10:10:55, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1785 2020-11-26 16:30:05,757 - mmaction - INFO - Epoch [4][760/1921] lr: 1.067e-01, eta: 10:10:29, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1727 2020-11-26 16:30:28,138 - mmaction - INFO - Epoch [4][780/1921] lr: 1.069e-01, eta: 10:10:03, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0595, recall@thr=0.5: 0.6415, prec@thr=0.5: 0.7262, recall@top3: 0.7737, prec@top3: 0.6240, recall@top5: 0.9213, prec@top5: 0.4557, loss: 0.0595, grad_norm: 0.1668 2020-11-26 16:30:50,475 - mmaction - INFO - Epoch [4][800/1921] lr: 1.072e-01, eta: 10:09:37, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1669 2020-11-26 16:31:12,916 - mmaction - INFO - Epoch [4][820/1921] lr: 1.075e-01, eta: 10:09:12, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1669 2020-11-26 16:31:35,285 - mmaction - INFO - Epoch [4][840/1921] lr: 1.078e-01, eta: 10:08:46, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1737 2020-11-26 16:31:57,691 - mmaction - INFO - Epoch [4][860/1921] lr: 1.081e-01, eta: 10:08:20, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0568, recall@thr=0.5: 0.6279, prec@thr=0.5: 0.7239, recall@top3: 0.7703, prec@top3: 0.6172, recall@top5: 0.9124, prec@top5: 0.4482, loss: 0.0568, grad_norm: 0.1735 2020-11-26 16:32:20,069 - mmaction - INFO - Epoch [4][880/1921] lr: 1.084e-01, eta: 10:07:55, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1714 2020-11-26 16:32:42,448 - mmaction - INFO - Epoch [4][900/1921] lr: 1.086e-01, eta: 10:07:29, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1748 2020-11-26 16:33:04,893 - mmaction - INFO - Epoch [4][920/1921] lr: 1.089e-01, eta: 10:07:04, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1645 2020-11-26 16:33:27,376 - mmaction - INFO - Epoch [4][940/1921] lr: 1.092e-01, eta: 10:06:38, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1862 2020-11-26 16:33:49,760 - mmaction - INFO - Epoch [4][960/1921] lr: 1.095e-01, eta: 10:06:13, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0585, recall@thr=0.5: 0.6499, prec@thr=0.5: 0.7364, recall@top3: 0.7769, prec@top3: 0.6318, recall@top5: 0.9151, prec@top5: 0.4571, loss: 0.0585, grad_norm: 0.1713 2020-11-26 16:34:12,262 - mmaction - INFO - Epoch [4][980/1921] lr: 1.098e-01, eta: 10:05:48, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1805 2020-11-26 16:34:34,648 - mmaction - INFO - Epoch [4][1000/1921] lr: 1.100e-01, eta: 10:05:22, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1728 2020-11-26 16:34:57,062 - mmaction - INFO - Epoch [4][1020/1921] lr: 1.103e-01, eta: 10:04:57, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1704 2020-11-26 16:35:19,482 - mmaction - INFO - Epoch [4][1040/1921] lr: 1.106e-01, eta: 10:04:31, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1825 2020-11-26 16:35:41,848 - mmaction - INFO - Epoch [4][1060/1921] lr: 1.109e-01, eta: 10:04:06, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1806 2020-11-26 16:36:04,237 - mmaction - INFO - Epoch [4][1080/1921] lr: 1.112e-01, eta: 10:03:40, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0551, recall@thr=0.5: 0.6401, prec@thr=0.5: 0.7211, recall@top3: 0.7677, prec@top3: 0.6306, recall@top5: 0.9184, prec@top5: 0.4623, loss: 0.0551, grad_norm: 0.1725 2020-11-26 16:36:26,593 - mmaction - INFO - Epoch [4][1100/1921] lr: 1.114e-01, eta: 10:03:15, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0577, recall@thr=0.5: 0.6309, prec@thr=0.5: 0.7075, recall@top3: 0.7652, prec@top3: 0.6159, recall@top5: 0.9084, prec@top5: 0.4503, loss: 0.0577, grad_norm: 0.1685 2020-11-26 16:36:49,051 - mmaction - INFO - Epoch [4][1120/1921] lr: 1.117e-01, eta: 10:02:49, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1775 2020-11-26 16:37:11,424 - mmaction - INFO - Epoch [4][1140/1921] lr: 1.120e-01, eta: 10:02:24, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0567, recall@thr=0.5: 0.6453, prec@thr=0.5: 0.7340, recall@top3: 0.7603, prec@top3: 0.6350, recall@top5: 0.9102, prec@top5: 0.4662, loss: 0.0567, grad_norm: 0.1720 2020-11-26 16:37:33,818 - mmaction - INFO - Epoch [4][1160/1921] lr: 1.123e-01, eta: 10:01:58, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1716 2020-11-26 16:37:56,204 - mmaction - INFO - Epoch [4][1180/1921] lr: 1.126e-01, eta: 10:01:33, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0603, recall@thr=0.5: 0.6484, prec@thr=0.5: 0.7261, recall@top3: 0.7693, prec@top3: 0.6284, recall@top5: 0.9179, prec@top5: 0.4593, loss: 0.0603, grad_norm: 0.1778 2020-11-26 16:38:18,606 - mmaction - INFO - Epoch [4][1200/1921] lr: 1.129e-01, eta: 10:01:08, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0551, recall@thr=0.5: 0.6529, prec@thr=0.5: 0.7374, recall@top3: 0.7704, prec@top3: 0.6373, recall@top5: 0.9124, prec@top5: 0.4603, loss: 0.0551, grad_norm: 0.1676 2020-11-26 16:38:41,020 - mmaction - INFO - Epoch [4][1220/1921] lr: 1.131e-01, eta: 10:00:42, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1753 2020-11-26 16:39:03,432 - mmaction - INFO - Epoch [4][1240/1921] lr: 1.134e-01, eta: 10:00:17, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1616 2020-11-26 16:39:25,801 - mmaction - INFO - Epoch [4][1260/1921] lr: 1.137e-01, eta: 9:59:52, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1694 2020-11-26 16:39:48,208 - mmaction - INFO - Epoch [4][1280/1921] lr: 1.140e-01, eta: 9:59:26, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1752 2020-11-26 16:40:10,652 - mmaction - INFO - Epoch [4][1300/1921] lr: 1.143e-01, eta: 9:59:01, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0541, recall@thr=0.5: 0.6506, prec@thr=0.5: 0.7482, recall@top3: 0.7756, prec@top3: 0.6177, recall@top5: 0.9131, prec@top5: 0.4482, loss: 0.0541, grad_norm: 0.1652 2020-11-26 16:40:33,060 - mmaction - INFO - Epoch [4][1320/1921] lr: 1.145e-01, eta: 9:58:36, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0548, recall@thr=0.5: 0.6418, prec@thr=0.5: 0.7335, recall@top3: 0.7781, prec@top3: 0.6288, recall@top5: 0.9137, prec@top5: 0.4527, loss: 0.0548, grad_norm: 0.1667 2020-11-26 16:40:55,427 - mmaction - INFO - Epoch [4][1340/1921] lr: 1.148e-01, eta: 9:58:11, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1644 2020-11-26 16:41:17,826 - mmaction - INFO - Epoch [4][1360/1921] lr: 1.151e-01, eta: 9:57:46, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1848 2020-11-26 16:41:40,259 - mmaction - INFO - Epoch [4][1380/1921] lr: 1.154e-01, eta: 9:57:21, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1720 2020-11-26 16:42:02,636 - mmaction - INFO - Epoch [4][1400/1921] lr: 1.157e-01, eta: 9:56:55, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1593 2020-11-26 16:42:24,982 - mmaction - INFO - Epoch [4][1420/1921] lr: 1.159e-01, eta: 9:56:30, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1746 2020-11-26 16:42:47,371 - mmaction - INFO - Epoch [4][1440/1921] lr: 1.162e-01, eta: 9:56:05, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1724 2020-11-26 16:43:09,766 - mmaction - INFO - Epoch [4][1460/1921] lr: 1.165e-01, eta: 9:55:40, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0567, recall@thr=0.5: 0.6591, prec@thr=0.5: 0.7429, recall@top3: 0.7741, prec@top3: 0.6357, recall@top5: 0.9103, prec@top5: 0.4576, loss: 0.0567, grad_norm: 0.1624 2020-11-26 16:43:32,282 - mmaction - INFO - Epoch [4][1480/1921] lr: 1.168e-01, eta: 9:55:15, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1868 2020-11-26 16:43:54,715 - mmaction - INFO - Epoch [4][1500/1921] lr: 1.171e-01, eta: 9:54:50, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1614 2020-11-26 16:44:17,098 - mmaction - INFO - Epoch [4][1520/1921] lr: 1.173e-01, eta: 9:54:25, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1752 2020-11-26 16:44:39,495 - mmaction - INFO - Epoch [4][1540/1921] lr: 1.176e-01, eta: 9:54:00, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1679 2020-11-26 16:45:01,899 - mmaction - INFO - Epoch [4][1560/1921] lr: 1.179e-01, eta: 9:53:35, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1733 2020-11-26 16:45:24,288 - mmaction - INFO - Epoch [4][1580/1921] lr: 1.182e-01, eta: 9:53:10, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1620 2020-11-26 16:45:46,641 - mmaction - INFO - Epoch [4][1600/1921] lr: 1.185e-01, eta: 9:52:44, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1805 2020-11-26 16:46:09,006 - mmaction - INFO - Epoch [4][1620/1921] lr: 1.188e-01, eta: 9:52:19, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1689 2020-11-26 16:46:31,372 - mmaction - INFO - Epoch [4][1640/1921] lr: 1.190e-01, eta: 9:51:54, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1715 2020-11-26 16:46:53,779 - mmaction - INFO - Epoch [4][1660/1921] lr: 1.193e-01, eta: 9:51:29, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0569, recall@thr=0.5: 0.6305, prec@thr=0.5: 0.7363, recall@top3: 0.7676, prec@top3: 0.6187, recall@top5: 0.9096, prec@top5: 0.4512, loss: 0.0569, grad_norm: 0.1794 2020-11-26 16:47:16,169 - mmaction - INFO - Epoch [4][1680/1921] lr: 1.196e-01, eta: 9:51:04, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0552, recall@thr=0.5: 0.6568, prec@thr=0.5: 0.7370, recall@top3: 0.7772, prec@top3: 0.6363, recall@top5: 0.9118, prec@top5: 0.4583, loss: 0.0552, grad_norm: 0.1715 2020-11-26 16:47:38,547 - mmaction - INFO - Epoch [4][1700/1921] lr: 1.199e-01, eta: 9:50:39, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0552, recall@thr=0.5: 0.6306, prec@thr=0.5: 0.7315, recall@top3: 0.7588, prec@top3: 0.6232, recall@top5: 0.9109, prec@top5: 0.4608, loss: 0.0552, grad_norm: 0.1641 2020-11-26 16:48:00,938 - mmaction - INFO - Epoch [4][1720/1921] lr: 1.202e-01, eta: 9:50:14, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0574, recall@thr=0.5: 0.6394, prec@thr=0.5: 0.7426, recall@top3: 0.7639, prec@top3: 0.6158, recall@top5: 0.9154, prec@top5: 0.4545, loss: 0.0574, grad_norm: 0.1789 2020-11-26 16:48:23,301 - mmaction - INFO - Epoch [4][1740/1921] lr: 1.204e-01, eta: 9:49:49, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0526, recall@thr=0.5: 0.6490, prec@thr=0.5: 0.7432, recall@top3: 0.7775, prec@top3: 0.6379, recall@top5: 0.9156, prec@top5: 0.4621, loss: 0.0526, grad_norm: 0.1577 2020-11-26 16:48:45,676 - mmaction - INFO - Epoch [4][1760/1921] lr: 1.207e-01, eta: 9:49:24, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1734 2020-11-26 16:49:08,068 - mmaction - INFO - Epoch [4][1780/1921] lr: 1.210e-01, eta: 9:48:59, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1726 2020-11-26 16:49:30,435 - mmaction - INFO - Epoch [4][1800/1921] lr: 1.213e-01, eta: 9:48:34, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1733 2020-11-26 16:49:52,856 - mmaction - INFO - Epoch [4][1820/1921] lr: 1.216e-01, eta: 9:48:09, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1715 2020-11-26 16:50:15,248 - mmaction - INFO - Epoch [4][1840/1921] lr: 1.218e-01, eta: 9:47:44, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1809 2020-11-26 16:50:37,689 - mmaction - INFO - Epoch [4][1860/1921] lr: 1.221e-01, eta: 9:47:20, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0559, recall@thr=0.5: 0.6379, prec@thr=0.5: 0.7299, recall@top3: 0.7598, prec@top3: 0.6125, recall@top5: 0.9047, prec@top5: 0.4476, loss: 0.0559, grad_norm: 0.1600 2020-11-26 16:51:00,132 - mmaction - INFO - Epoch [4][1880/1921] lr: 1.224e-01, eta: 9:46:55, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: 0.0581, recall@thr=0.5: 0.6266, prec@thr=0.5: 0.7178, recall@top3: 0.7588, prec@top3: 0.6202, recall@top5: 0.9081, prec@top5: 0.4533, loss: 0.0581, grad_norm: 0.1682 2020-11-26 16:51:22,497 - mmaction - INFO - Epoch [4][1900/1921] lr: 1.227e-01, eta: 9:46:30, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1616 2020-11-26 16:51:44,907 - mmaction - INFO - Epoch [4][1920/1921] lr: 1.230e-01, eta: 9:46:05, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1754 2020-11-26 16:51:48,679 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-11-26 16:57:33,740 - mmaction - INFO - Evaluating proposal ... 2020-11-26 16:58:37,981 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 16:58:37,982 - mmaction - INFO - Evaluating bbox ... 2020-11-26 17:07:10,451 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2336 2020-11-26 17:07:11,547 - mmaction - INFO - Epoch(val) [4][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2336 2020-11-26 17:08:18,067 - mmaction - INFO - Epoch [5][20/1921] lr: 1.233e-01, eta: 9:48:30, time: 3.314, data_time: 2.179, memory: 9523, loss_action_cls: 0.0560, recall@thr=0.5: 0.6485, prec@thr=0.5: 0.7434, recall@top3: 0.7689, prec@top3: 0.6385, recall@top5: 0.9144, prec@top5: 0.4647, loss: 0.0560, grad_norm: 0.1690 2020-11-26 17:08:40,290 - mmaction - INFO - Epoch [5][40/1921] lr: 1.235e-01, eta: 9:48:04, time: 1.111, data_time: 0.002, memory: 9523, loss_action_cls: 0.0529, recall@thr=0.5: 0.6512, prec@thr=0.5: 0.7397, recall@top3: 0.7818, prec@top3: 0.6308, recall@top5: 0.9214, prec@top5: 0.4557, loss: 0.0529, grad_norm: 0.1598 2020-11-26 17:09:02,597 - mmaction - INFO - Epoch [5][60/1921] lr: 1.238e-01, eta: 9:47:38, time: 1.115, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1564 2020-11-26 17:09:24,886 - mmaction - INFO - Epoch [5][80/1921] lr: 1.241e-01, eta: 9:47:12, time: 1.115, data_time: 0.001, memory: 9523, loss_action_cls: 0.0529, recall@thr=0.5: 0.6406, prec@thr=0.5: 0.7300, recall@top3: 0.7765, prec@top3: 0.6259, recall@top5: 0.9194, prec@top5: 0.4530, loss: 0.0529, grad_norm: 0.1783 2020-11-26 17:09:47,250 - mmaction - INFO - Epoch [5][100/1921] lr: 1.244e-01, eta: 9:46:47, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1748 2020-11-26 17:10:09,566 - mmaction - INFO - Epoch [5][120/1921] lr: 1.247e-01, eta: 9:46:21, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1638 2020-11-26 17:10:31,904 - mmaction - INFO - Epoch [5][140/1921] lr: 1.250e-01, eta: 9:45:56, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1740 2020-11-26 17:10:54,236 - mmaction - INFO - Epoch [5][160/1921] lr: 1.252e-01, eta: 9:45:30, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: 0.0575, recall@thr=0.5: 0.6454, prec@thr=0.5: 0.7230, recall@top3: 0.7678, prec@top3: 0.6191, recall@top5: 0.9103, prec@top5: 0.4504, loss: 0.0575, grad_norm: 0.1869 2020-11-26 17:11:16,593 - mmaction - INFO - Epoch [5][180/1921] lr: 1.255e-01, eta: 9:45:05, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1759 2020-11-26 17:11:39,046 - mmaction - INFO - Epoch [5][200/1921] lr: 1.258e-01, eta: 9:44:40, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1688 2020-11-26 17:12:01,422 - mmaction - INFO - Epoch [5][220/1921] lr: 1.261e-01, eta: 9:44:14, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0558, recall@thr=0.5: 0.6343, prec@thr=0.5: 0.7197, recall@top3: 0.7592, prec@top3: 0.6247, recall@top5: 0.9046, prec@top5: 0.4536, loss: 0.0558, grad_norm: 0.1733 2020-11-26 17:12:24,076 - mmaction - INFO - Epoch [5][240/1921] lr: 1.264e-01, eta: 9:43:50, time: 1.133, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1676 2020-11-26 17:12:46,463 - mmaction - INFO - Epoch [5][260/1921] lr: 1.266e-01, eta: 9:43:25, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1667 2020-11-26 17:13:08,890 - mmaction - INFO - Epoch [5][280/1921] lr: 1.269e-01, eta: 9:43:00, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1727 2020-11-26 17:13:31,223 - mmaction - INFO - Epoch [5][300/1921] lr: 1.272e-01, eta: 9:42:34, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1800 2020-11-26 17:13:53,628 - mmaction - INFO - Epoch [5][320/1921] lr: 1.275e-01, eta: 9:42:09, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1652 2020-11-26 17:14:15,988 - mmaction - INFO - Epoch [5][340/1921] lr: 1.278e-01, eta: 9:41:44, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1606 2020-11-26 17:14:38,339 - mmaction - INFO - Epoch [5][360/1921] lr: 1.280e-01, eta: 9:41:19, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0542, recall@thr=0.5: 0.6386, prec@thr=0.5: 0.7261, recall@top3: 0.7762, prec@top3: 0.6151, recall@top5: 0.9121, prec@top5: 0.4429, loss: 0.0542, grad_norm: 0.1664 2020-11-26 17:15:00,707 - mmaction - INFO - Epoch [5][380/1921] lr: 1.283e-01, eta: 9:40:54, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1648 2020-11-26 17:15:23,054 - mmaction - INFO - Epoch [5][400/1921] lr: 1.286e-01, eta: 9:40:28, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1640 2020-11-26 17:15:45,396 - mmaction - INFO - Epoch [5][420/1921] lr: 1.289e-01, eta: 9:40:03, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1655 2020-11-26 17:16:07,716 - mmaction - INFO - Epoch [5][440/1921] lr: 1.292e-01, eta: 9:39:38, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1613 2020-11-26 17:16:30,061 - mmaction - INFO - Epoch [5][460/1921] lr: 1.295e-01, eta: 9:39:12, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1534 2020-11-26 17:16:52,466 - mmaction - INFO - Epoch [5][480/1921] lr: 1.297e-01, eta: 9:38:47, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1686 2020-11-26 17:17:14,833 - mmaction - INFO - Epoch [5][500/1921] lr: 1.300e-01, eta: 9:38:22, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0528, recall@thr=0.5: 0.6482, prec@thr=0.5: 0.7335, recall@top3: 0.7761, prec@top3: 0.6230, recall@top5: 0.9178, prec@top5: 0.4520, loss: 0.0528, grad_norm: 0.1732 2020-11-26 17:17:37,189 - mmaction - INFO - Epoch [5][520/1921] lr: 1.303e-01, eta: 9:37:57, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1629 2020-11-26 17:17:59,905 - mmaction - INFO - Epoch [5][540/1921] lr: 1.306e-01, eta: 9:37:33, time: 1.135, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1635 2020-11-26 17:18:22,647 - mmaction - INFO - Epoch [5][560/1921] lr: 1.309e-01, eta: 9:37:10, time: 1.137, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1684 2020-11-26 17:18:45,341 - mmaction - INFO - Epoch [5][580/1921] lr: 1.311e-01, eta: 9:36:46, time: 1.135, data_time: 0.001, memory: 9523, loss_action_cls: 0.0550, recall@thr=0.5: 0.6325, prec@thr=0.5: 0.7128, recall@top3: 0.7673, prec@top3: 0.6314, recall@top5: 0.9090, prec@top5: 0.4597, loss: 0.0550, grad_norm: 0.1680 2020-11-26 17:19:08,044 - mmaction - INFO - Epoch [5][600/1921] lr: 1.314e-01, eta: 9:36:22, time: 1.135, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1682 2020-11-26 17:19:30,570 - mmaction - INFO - Epoch [5][620/1921] lr: 1.317e-01, eta: 9:35:57, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1688 2020-11-26 17:19:53,243 - mmaction - INFO - Epoch [5][640/1921] lr: 1.320e-01, eta: 9:35:33, time: 1.133, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1615 2020-11-26 17:20:15,893 - mmaction - INFO - Epoch [5][660/1921] lr: 1.323e-01, eta: 9:35:09, time: 1.133, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1841 2020-11-26 17:20:38,494 - mmaction - INFO - Epoch [5][680/1921] lr: 1.325e-01, eta: 9:34:45, time: 1.130, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1744 2020-11-26 17:21:01,159 - mmaction - INFO - Epoch [5][700/1921] lr: 1.328e-01, eta: 9:34:21, time: 1.132, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1649 2020-11-26 17:21:23,688 - mmaction - INFO - Epoch [5][720/1921] lr: 1.331e-01, eta: 9:33:57, time: 1.128, data_time: 0.002, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1584 2020-11-26 17:21:46,165 - mmaction - INFO - Epoch [5][740/1921] lr: 1.334e-01, eta: 9:33:32, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: 0.0523, recall@thr=0.5: 0.6383, prec@thr=0.5: 0.7165, recall@top3: 0.7673, prec@top3: 0.6208, recall@top5: 0.9069, prec@top5: 0.4508, loss: 0.0523, grad_norm: 0.1843 2020-11-26 17:22:08,671 - mmaction - INFO - Epoch [5][760/1921] lr: 1.337e-01, eta: 9:33:08, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1657 2020-11-26 17:22:31,274 - mmaction - INFO - Epoch [5][780/1921] lr: 1.339e-01, eta: 9:32:43, time: 1.130, data_time: 0.001, memory: 9523, loss_action_cls: 0.0535, recall@thr=0.5: 0.6245, prec@thr=0.5: 0.7300, recall@top3: 0.7678, prec@top3: 0.6086, recall@top5: 0.9116, prec@top5: 0.4427, loss: 0.0535, grad_norm: 0.1591 2020-11-26 17:22:53,843 - mmaction - INFO - Epoch [5][800/1921] lr: 1.342e-01, eta: 9:32:19, time: 1.128, data_time: 0.000, memory: 9523, loss_action_cls: 0.0521, recall@thr=0.5: 0.6529, prec@thr=0.5: 0.7401, recall@top3: 0.7677, prec@top3: 0.6245, recall@top5: 0.9130, prec@top5: 0.4572, loss: 0.0521, grad_norm: 0.1640 2020-11-26 17:23:16,317 - mmaction - INFO - Epoch [5][820/1921] lr: 1.345e-01, eta: 9:31:55, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: 0.0545, recall@thr=0.5: 0.6381, prec@thr=0.5: 0.7416, recall@top3: 0.7720, prec@top3: 0.6222, recall@top5: 0.9116, prec@top5: 0.4538, loss: 0.0545, grad_norm: 0.1631 2020-11-26 17:23:38,846 - mmaction - INFO - Epoch [5][840/1921] lr: 1.348e-01, eta: 9:31:30, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1645 2020-11-26 17:24:01,296 - mmaction - INFO - Epoch [5][860/1921] lr: 1.351e-01, eta: 9:31:06, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0511, recall@thr=0.5: 0.6345, prec@thr=0.5: 0.7275, recall@top3: 0.7748, prec@top3: 0.6307, recall@top5: 0.9155, prec@top5: 0.4575, loss: 0.0511, grad_norm: 0.1662 2020-11-26 17:24:23,716 - mmaction - INFO - Epoch [5][880/1921] lr: 1.354e-01, eta: 9:30:41, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1602 2020-11-26 17:24:46,187 - mmaction - INFO - Epoch [5][900/1921] lr: 1.356e-01, eta: 9:30:16, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1488 2020-11-26 17:25:08,773 - mmaction - INFO - Epoch [5][920/1921] lr: 1.359e-01, eta: 9:29:52, time: 1.129, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1698 2020-11-26 17:25:31,314 - mmaction - INFO - Epoch [5][940/1921] lr: 1.362e-01, eta: 9:29:28, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1868 2020-11-26 17:25:53,924 - mmaction - INFO - Epoch [5][960/1921] lr: 1.365e-01, eta: 9:29:04, time: 1.130, data_time: 0.001, memory: 9523, loss_action_cls: 0.0561, recall@thr=0.5: 0.6390, prec@thr=0.5: 0.7239, recall@top3: 0.7673, prec@top3: 0.6308, recall@top5: 0.9123, prec@top5: 0.4624, loss: 0.0561, grad_norm: 0.1723 2020-11-26 17:26:16,429 - mmaction - INFO - Epoch [5][980/1921] lr: 1.368e-01, eta: 9:28:39, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1649 2020-11-26 17:26:39,023 - mmaction - INFO - Epoch [5][1000/1921] lr: 1.370e-01, eta: 9:28:15, time: 1.130, data_time: 0.000, memory: 9523, loss_action_cls: 0.0525, recall@thr=0.5: 0.6537, prec@thr=0.5: 0.7362, recall@top3: 0.7709, prec@top3: 0.6333, recall@top5: 0.9064, prec@top5: 0.4569, loss: 0.0525, grad_norm: 0.1639 2020-11-26 17:27:01,603 - mmaction - INFO - Epoch [5][1020/1921] lr: 1.373e-01, eta: 9:27:51, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1625 2020-11-26 17:27:24,090 - mmaction - INFO - Epoch [5][1040/1921] lr: 1.376e-01, eta: 9:27:27, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1741 2020-11-26 17:27:46,450 - mmaction - INFO - Epoch [5][1060/1921] lr: 1.379e-01, eta: 9:27:02, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1648 2020-11-26 17:28:08,832 - mmaction - INFO - Epoch [5][1080/1921] lr: 1.382e-01, eta: 9:26:37, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1645 2020-11-26 17:28:31,188 - mmaction - INFO - Epoch [5][1100/1921] lr: 1.384e-01, eta: 9:26:12, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0529, recall@thr=0.5: 0.6593, prec@thr=0.5: 0.7351, recall@top3: 0.7705, prec@top3: 0.6409, recall@top5: 0.9194, prec@top5: 0.4674, loss: 0.0529, grad_norm: 0.1612 2020-11-26 17:28:53,576 - mmaction - INFO - Epoch [5][1120/1921] lr: 1.387e-01, eta: 9:25:47, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0525, recall@thr=0.5: 0.6387, prec@thr=0.5: 0.7268, recall@top3: 0.7563, prec@top3: 0.6251, recall@top5: 0.9099, prec@top5: 0.4614, loss: 0.0525, grad_norm: 0.1696 2020-11-26 17:29:15,940 - mmaction - INFO - Epoch [5][1140/1921] lr: 1.390e-01, eta: 9:25:23, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1757 2020-11-26 17:29:38,276 - mmaction - INFO - Epoch [5][1160/1921] lr: 1.393e-01, eta: 9:24:58, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1753 2020-11-26 17:30:00,605 - mmaction - INFO - Epoch [5][1180/1921] lr: 1.396e-01, eta: 9:24:33, time: 1.116, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1772 2020-11-26 17:30:23,107 - mmaction - INFO - Epoch [5][1200/1921] lr: 1.399e-01, eta: 9:24:09, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1668 2020-11-26 17:30:45,604 - mmaction - INFO - Epoch [5][1220/1921] lr: 1.401e-01, eta: 9:23:44, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1559 2020-11-26 17:31:08,128 - mmaction - INFO - Epoch [5][1240/1921] lr: 1.404e-01, eta: 9:23:20, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1701 2020-11-26 17:31:30,672 - mmaction - INFO - Epoch [5][1260/1921] lr: 1.407e-01, eta: 9:22:56, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1681 2020-11-26 17:31:53,234 - mmaction - INFO - Epoch [5][1280/1921] lr: 1.410e-01, eta: 9:22:32, time: 1.128, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1635 2020-11-26 17:32:15,753 - mmaction - INFO - Epoch [5][1300/1921] lr: 1.413e-01, eta: 9:22:07, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1675 2020-11-26 17:32:38,325 - mmaction - INFO - Epoch [5][1320/1921] lr: 1.415e-01, eta: 9:21:43, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1635 2020-11-26 17:33:00,924 - mmaction - INFO - Epoch [5][1340/1921] lr: 1.418e-01, eta: 9:21:20, time: 1.131, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1694 2020-11-26 17:33:23,445 - mmaction - INFO - Epoch [5][1360/1921] lr: 1.421e-01, eta: 9:20:55, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1647 2020-11-26 17:33:45,961 - mmaction - INFO - Epoch [5][1380/1921] lr: 1.424e-01, eta: 9:20:31, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1709 2020-11-26 17:34:08,502 - mmaction - INFO - Epoch [5][1400/1921] lr: 1.427e-01, eta: 9:20:07, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1535 2020-11-26 17:34:31,041 - mmaction - INFO - Epoch [5][1420/1921] lr: 1.429e-01, eta: 9:19:43, time: 1.126, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1611 2020-11-26 17:34:53,614 - mmaction - INFO - Epoch [5][1440/1921] lr: 1.432e-01, eta: 9:19:19, time: 1.129, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1553 2020-11-26 17:35:16,111 - mmaction - INFO - Epoch [5][1460/1921] lr: 1.435e-01, eta: 9:18:55, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1576 2020-11-26 17:35:38,662 - mmaction - INFO - Epoch [5][1480/1921] lr: 1.438e-01, eta: 9:18:31, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1609 2020-11-26 17:36:01,218 - mmaction - INFO - Epoch [5][1500/1921] lr: 1.441e-01, eta: 9:18:07, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1673 2020-11-26 17:36:23,761 - mmaction - INFO - Epoch [5][1520/1921] lr: 1.443e-01, eta: 9:17:42, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1659 2020-11-26 17:36:46,227 - mmaction - INFO - Epoch [5][1540/1921] lr: 1.446e-01, eta: 9:17:18, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1748 2020-11-26 17:37:08,798 - mmaction - INFO - Epoch [5][1560/1921] lr: 1.449e-01, eta: 9:16:54, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: 0.0515, recall@thr=0.5: 0.6532, prec@thr=0.5: 0.7378, recall@top3: 0.7781, prec@top3: 0.6319, recall@top5: 0.9138, prec@top5: 0.4544, loss: 0.0515, grad_norm: 0.1751 2020-11-26 17:37:31,319 - mmaction - INFO - Epoch [5][1580/1921] lr: 1.452e-01, eta: 9:16:30, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: 0.0509, recall@thr=0.5: 0.6528, prec@thr=0.5: 0.7332, recall@top3: 0.7792, prec@top3: 0.6270, recall@top5: 0.9180, prec@top5: 0.4545, loss: 0.0509, grad_norm: 0.1636 2020-11-26 17:37:53,801 - mmaction - INFO - Epoch [5][1600/1921] lr: 1.455e-01, eta: 9:16:06, time: 1.125, data_time: 0.002, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1744 2020-11-26 17:38:16,332 - mmaction - INFO - Epoch [5][1620/1921] lr: 1.458e-01, eta: 9:15:42, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1773 2020-11-26 17:38:38,894 - mmaction - INFO - Epoch [5][1640/1921] lr: 1.460e-01, eta: 9:15:18, time: 1.129, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1599 2020-11-26 17:39:01,528 - mmaction - INFO - Epoch [5][1660/1921] lr: 1.463e-01, eta: 9:14:54, time: 1.131, data_time: 0.001, memory: 9523, loss_action_cls: 0.0511, recall@thr=0.5: 0.6388, prec@thr=0.5: 0.7347, recall@top3: 0.7678, prec@top3: 0.6266, recall@top5: 0.9116, prec@top5: 0.4543, loss: 0.0511, grad_norm: 0.1693 2020-11-26 17:39:24,068 - mmaction - INFO - Epoch [5][1680/1921] lr: 1.466e-01, eta: 9:14:30, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1715 2020-11-26 17:39:46,658 - mmaction - INFO - Epoch [5][1700/1921] lr: 1.469e-01, eta: 9:14:06, time: 1.129, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1645 2020-11-26 17:40:09,177 - mmaction - INFO - Epoch [5][1720/1921] lr: 1.472e-01, eta: 9:13:42, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: 0.0511, recall@thr=0.5: 0.6550, prec@thr=0.5: 0.7380, recall@top3: 0.7802, prec@top3: 0.6347, recall@top5: 0.9188, prec@top5: 0.4595, loss: 0.0511, grad_norm: 0.1635 2020-11-26 17:40:31,827 - mmaction - INFO - Epoch [5][1740/1921] lr: 1.474e-01, eta: 9:13:18, time: 1.132, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1674 2020-11-26 17:40:54,399 - mmaction - INFO - Epoch [5][1760/1921] lr: 1.477e-01, eta: 9:12:55, time: 1.129, data_time: 0.002, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1595 2020-11-26 17:41:17,036 - mmaction - INFO - Epoch [5][1780/1921] lr: 1.480e-01, eta: 9:12:31, time: 1.133, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1683 2020-11-26 17:41:39,688 - mmaction - INFO - Epoch [5][1800/1921] lr: 1.483e-01, eta: 9:12:07, time: 1.132, data_time: 0.000, memory: 9523, loss_action_cls: 0.0511, recall@thr=0.5: 0.6589, prec@thr=0.5: 0.7568, recall@top3: 0.7736, prec@top3: 0.6331, recall@top5: 0.9142, prec@top5: 0.4605, loss: 0.0511, grad_norm: 0.1628 2020-11-26 17:42:02,305 - mmaction - INFO - Epoch [5][1820/1921] lr: 1.486e-01, eta: 9:11:43, time: 1.131, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1713 2020-11-26 17:42:25,012 - mmaction - INFO - Epoch [5][1840/1921] lr: 1.488e-01, eta: 9:11:20, time: 1.135, data_time: 0.001, memory: 9523, loss_action_cls: 0.0541, recall@thr=0.5: 0.6309, prec@thr=0.5: 0.7072, recall@top3: 0.7588, prec@top3: 0.6220, recall@top5: 0.9014, prec@top5: 0.4535, loss: 0.0541, grad_norm: 0.1666 2020-11-26 17:42:47,655 - mmaction - INFO - Epoch [5][1860/1921] lr: 1.491e-01, eta: 9:10:56, time: 1.132, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1600 2020-11-26 17:43:10,227 - mmaction - INFO - Epoch [5][1880/1921] lr: 1.494e-01, eta: 9:10:32, time: 1.129, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1703 2020-11-26 17:43:32,923 - mmaction - INFO - Epoch [5][1900/1921] lr: 1.497e-01, eta: 9:10:09, time: 1.134, data_time: 0.001, memory: 9523, loss_action_cls: 0.0524, recall@thr=0.5: 0.6428, prec@thr=0.5: 0.7418, recall@top3: 0.7706, prec@top3: 0.6393, recall@top5: 0.9224, prec@top5: 0.4703, loss: 0.0524, grad_norm: 0.1658 2020-11-26 17:43:55,505 - mmaction - INFO - Epoch [5][1920/1921] lr: 1.500e-01, eta: 9:09:45, time: 1.129, data_time: 0.001, memory: 9523, loss_action_cls: 0.0515, recall@thr=0.5: 0.6520, prec@thr=0.5: 0.7237, recall@top3: 0.7666, prec@top3: 0.6255, recall@top5: 0.9081, prec@top5: 0.4559, loss: 0.0515, grad_norm: 0.1601 2020-11-26 17:43:58,681 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-11-26 17:52:21,286 - mmaction - INFO - Evaluating proposal ... 2020-11-26 17:53:30,766 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 17:53:30,767 - mmaction - INFO - Evaluating bbox ... 2020-11-26 18:02:03,929 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2365 2020-11-26 18:02:05,117 - mmaction - INFO - Epoch(val) [5][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2365 2020-11-26 18:03:18,622 - mmaction - INFO - Epoch [6][20/1921] lr: 1.500e-01, eta: 9:11:49, time: 3.674, data_time: 2.542, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1625 2020-11-26 18:03:41,037 - mmaction - INFO - Epoch [6][40/1921] lr: 1.500e-01, eta: 9:11:24, time: 1.120, data_time: 0.003, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1534 2020-11-26 18:04:03,580 - mmaction - INFO - Epoch [6][60/1921] lr: 1.500e-01, eta: 9:11:00, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: 0.0499, recall@thr=0.5: 0.6579, prec@thr=0.5: 0.7303, recall@top3: 0.7732, prec@top3: 0.6212, recall@top5: 0.9144, prec@top5: 0.4512, loss: 0.0499, grad_norm: 0.1722 2020-11-26 18:04:26,086 - mmaction - INFO - Epoch [6][80/1921] lr: 1.500e-01, eta: 9:10:35, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1623 2020-11-26 18:04:48,647 - mmaction - INFO - Epoch [6][100/1921] lr: 1.500e-01, eta: 9:10:11, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1600 2020-11-26 18:05:11,069 - mmaction - INFO - Epoch [6][120/1921] lr: 1.500e-01, eta: 9:09:46, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0502, recall@thr=0.5: 0.6565, prec@thr=0.5: 0.7264, recall@top3: 0.7731, prec@top3: 0.6319, recall@top5: 0.9158, prec@top5: 0.4600, loss: 0.0502, grad_norm: 0.1728 2020-11-26 18:05:33,557 - mmaction - INFO - Epoch [6][140/1921] lr: 1.500e-01, eta: 9:09:22, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1709 2020-11-26 18:05:56,083 - mmaction - INFO - Epoch [6][160/1921] lr: 1.500e-01, eta: 9:08:58, time: 1.125, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1672 2020-11-26 18:06:18,614 - mmaction - INFO - Epoch [6][180/1921] lr: 1.500e-01, eta: 9:08:33, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1597 2020-11-26 18:06:41,183 - mmaction - INFO - Epoch [6][200/1921] lr: 1.500e-01, eta: 9:08:09, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1614 2020-11-26 18:07:03,746 - mmaction - INFO - Epoch [6][220/1921] lr: 1.500e-01, eta: 9:07:45, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1595 2020-11-26 18:07:26,262 - mmaction - INFO - Epoch [6][240/1921] lr: 1.500e-01, eta: 9:07:21, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1568 2020-11-26 18:07:48,826 - mmaction - INFO - Epoch [6][260/1921] lr: 1.500e-01, eta: 9:06:56, time: 1.129, data_time: 0.001, memory: 9523, loss_action_cls: 0.0513, recall@thr=0.5: 0.6666, prec@thr=0.5: 0.7438, recall@top3: 0.7847, prec@top3: 0.6323, recall@top5: 0.9071, prec@top5: 0.4493, loss: 0.0513, grad_norm: 0.1574 2020-11-26 18:08:11,333 - mmaction - INFO - Epoch [6][280/1921] lr: 1.500e-01, eta: 9:06:32, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1645 2020-11-26 18:08:33,949 - mmaction - INFO - Epoch [6][300/1921] lr: 1.500e-01, eta: 9:06:08, time: 1.131, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1580 2020-11-26 18:08:56,452 - mmaction - INFO - Epoch [6][320/1921] lr: 1.500e-01, eta: 9:05:44, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: 0.0510, recall@thr=0.5: 0.6438, prec@thr=0.5: 0.7308, recall@top3: 0.7721, prec@top3: 0.6165, recall@top5: 0.9125, prec@top5: 0.4481, loss: 0.0510, grad_norm: 0.1671 2020-11-26 18:09:18,961 - mmaction - INFO - Epoch [6][340/1921] lr: 1.500e-01, eta: 9:05:19, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: 0.0505, recall@thr=0.5: 0.6546, prec@thr=0.5: 0.7613, recall@top3: 0.7756, prec@top3: 0.6411, recall@top5: 0.9208, prec@top5: 0.4662, loss: 0.0505, grad_norm: 0.1598 2020-11-26 18:09:41,538 - mmaction - INFO - Epoch [6][360/1921] lr: 1.500e-01, eta: 9:04:55, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1668 2020-11-26 18:10:04,044 - mmaction - INFO - Epoch [6][380/1921] lr: 1.500e-01, eta: 9:04:31, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: 0.0495, recall@thr=0.5: 0.6556, prec@thr=0.5: 0.7505, recall@top3: 0.7882, prec@top3: 0.6405, recall@top5: 0.9253, prec@top5: 0.4603, loss: 0.0495, grad_norm: 0.1603 2020-11-26 18:10:26,694 - mmaction - INFO - Epoch [6][400/1921] lr: 1.500e-01, eta: 9:04:07, time: 1.133, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1604 2020-11-26 18:10:49,265 - mmaction - INFO - Epoch [6][420/1921] lr: 1.500e-01, eta: 9:03:43, time: 1.129, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1606 2020-11-26 18:11:11,810 - mmaction - INFO - Epoch [6][440/1921] lr: 1.500e-01, eta: 9:03:19, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1639 2020-11-26 18:11:34,356 - mmaction - INFO - Epoch [6][460/1921] lr: 1.500e-01, eta: 9:02:54, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1573 2020-11-26 18:11:56,791 - mmaction - INFO - Epoch [6][480/1921] lr: 1.500e-01, eta: 9:02:30, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1707 2020-11-26 18:12:19,346 - mmaction - INFO - Epoch [6][500/1921] lr: 1.500e-01, eta: 9:02:06, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1585 2020-11-26 18:12:41,868 - mmaction - INFO - Epoch [6][520/1921] lr: 1.500e-01, eta: 9:01:41, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1523 2020-11-26 18:13:04,366 - mmaction - INFO - Epoch [6][540/1921] lr: 1.500e-01, eta: 9:01:17, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1731 2020-11-26 18:13:26,955 - mmaction - INFO - Epoch [6][560/1921] lr: 1.500e-01, eta: 9:00:53, time: 1.129, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1788 2020-11-26 18:13:49,545 - mmaction - INFO - Epoch [6][580/1921] lr: 1.500e-01, eta: 9:00:29, time: 1.129, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1588 2020-11-26 18:14:12,076 - mmaction - INFO - Epoch [6][600/1921] lr: 1.500e-01, eta: 9:00:05, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: 0.0466, recall@thr=0.5: 0.6597, prec@thr=0.5: 0.7513, recall@top3: 0.7864, prec@top3: 0.6383, recall@top5: 0.9225, prec@top5: 0.4580, loss: 0.0466, grad_norm: 0.1554 2020-11-26 18:14:34,685 - mmaction - INFO - Epoch [6][620/1921] lr: 1.500e-01, eta: 8:59:41, time: 1.130, data_time: 0.001, memory: 9523, loss_action_cls: 0.0485, recall@thr=0.5: 0.6577, prec@thr=0.5: 0.7492, recall@top3: 0.7828, prec@top3: 0.6300, recall@top5: 0.9193, prec@top5: 0.4552, loss: 0.0485, grad_norm: 0.1634 2020-11-26 18:14:57,185 - mmaction - INFO - Epoch [6][640/1921] lr: 1.500e-01, eta: 8:59:17, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: 0.0509, recall@thr=0.5: 0.6490, prec@thr=0.5: 0.7306, recall@top3: 0.7717, prec@top3: 0.6258, recall@top5: 0.9137, prec@top5: 0.4542, loss: 0.0509, grad_norm: 0.1563 2020-11-26 18:15:19,697 - mmaction - INFO - Epoch [6][660/1921] lr: 1.500e-01, eta: 8:58:52, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1512 2020-11-26 18:15:42,226 - mmaction - INFO - Epoch [6][680/1921] lr: 1.500e-01, eta: 8:58:28, time: 1.126, data_time: 0.000, memory: 9523, loss_action_cls: 0.0520, recall@thr=0.5: 0.6525, prec@thr=0.5: 0.7339, recall@top3: 0.7662, prec@top3: 0.6338, recall@top5: 0.9099, prec@top5: 0.4625, loss: 0.0520, grad_norm: 0.1591 2020-11-26 18:16:04,783 - mmaction - INFO - Epoch [6][700/1921] lr: 1.500e-01, eta: 8:58:04, time: 1.128, data_time: 0.000, memory: 9523, loss_action_cls: 0.0490, recall@thr=0.5: 0.6564, prec@thr=0.5: 0.7505, recall@top3: 0.7821, prec@top3: 0.6363, recall@top5: 0.9165, prec@top5: 0.4599, loss: 0.0490, grad_norm: 0.1693 2020-11-26 18:16:27,370 - mmaction - INFO - Epoch [6][720/1921] lr: 1.500e-01, eta: 8:57:40, time: 1.129, data_time: 0.001, memory: 9523, loss_action_cls: 0.0486, recall@thr=0.5: 0.6574, prec@thr=0.5: 0.7430, recall@top3: 0.7743, prec@top3: 0.6302, recall@top5: 0.9135, prec@top5: 0.4571, loss: 0.0486, grad_norm: 0.1832 2020-11-26 18:16:49,885 - mmaction - INFO - Epoch [6][740/1921] lr: 1.500e-01, eta: 8:57:16, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1575 2020-11-26 18:17:12,466 - mmaction - INFO - Epoch [6][760/1921] lr: 1.500e-01, eta: 8:56:52, time: 1.130, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1647 2020-11-26 18:17:35,006 - mmaction - INFO - Epoch [6][780/1921] lr: 1.500e-01, eta: 8:56:28, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1678 2020-11-26 18:17:57,542 - mmaction - INFO - Epoch [6][800/1921] lr: 1.500e-01, eta: 8:56:04, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1663 2020-11-26 18:18:20,086 - mmaction - INFO - Epoch [6][820/1921] lr: 1.500e-01, eta: 8:55:40, time: 1.127, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1568 2020-11-26 18:18:42,589 - mmaction - INFO - Epoch [6][840/1921] lr: 1.500e-01, eta: 8:55:15, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1558 2020-11-26 18:19:05,127 - mmaction - INFO - Epoch [6][860/1921] lr: 1.500e-01, eta: 8:54:51, time: 1.127, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1663 2020-11-26 18:19:27,647 - mmaction - INFO - Epoch [6][880/1921] lr: 1.500e-01, eta: 8:54:27, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1702 2020-11-26 18:19:50,200 - mmaction - INFO - Epoch [6][900/1921] lr: 1.500e-01, eta: 8:54:03, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1524 2020-11-26 18:20:12,737 - mmaction - INFO - Epoch [6][920/1921] lr: 1.500e-01, eta: 8:53:39, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1587 2020-11-26 18:20:35,511 - mmaction - INFO - Epoch [6][940/1921] lr: 1.500e-01, eta: 8:53:16, time: 1.139, data_time: 0.001, memory: 9523, loss_action_cls: 0.0486, recall@thr=0.5: 0.6691, prec@thr=0.5: 0.7424, recall@top3: 0.7827, prec@top3: 0.6338, recall@top5: 0.9230, prec@top5: 0.4560, loss: 0.0486, grad_norm: 0.1720 2020-11-26 18:20:59,708 - mmaction - INFO - Epoch [6][960/1921] lr: 1.500e-01, eta: 8:52:56, time: 1.209, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1573 2020-11-26 18:21:23,936 - mmaction - INFO - Epoch [6][980/1921] lr: 1.500e-01, eta: 8:52:36, time: 1.211, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1651 2020-11-26 18:21:46,916 - mmaction - INFO - Epoch [6][1000/1921] lr: 1.500e-01, eta: 8:52:13, time: 1.149, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1546 2020-11-26 18:22:09,386 - mmaction - INFO - Epoch [6][1020/1921] lr: 1.500e-01, eta: 8:51:49, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1510 2020-11-26 18:22:31,936 - mmaction - INFO - Epoch [6][1040/1921] lr: 1.500e-01, eta: 8:51:25, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1575 2020-11-26 18:22:54,517 - mmaction - INFO - Epoch [6][1060/1921] lr: 1.500e-01, eta: 8:51:01, time: 1.129, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1651 2020-11-26 18:23:17,129 - mmaction - INFO - Epoch [6][1080/1921] lr: 1.500e-01, eta: 8:50:37, time: 1.130, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1677 2020-11-26 18:23:39,637 - mmaction - INFO - Epoch [6][1100/1921] lr: 1.500e-01, eta: 8:50:13, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1606 2020-11-26 18:24:02,195 - mmaction - INFO - Epoch [6][1120/1921] lr: 1.500e-01, eta: 8:49:49, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1562 2020-11-26 18:24:24,745 - mmaction - INFO - Epoch [6][1140/1921] lr: 1.500e-01, eta: 8:49:25, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1606 2020-11-26 18:24:47,359 - mmaction - INFO - Epoch [6][1160/1921] lr: 1.500e-01, eta: 8:49:01, time: 1.130, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1696 2020-11-26 18:25:09,939 - mmaction - INFO - Epoch [6][1180/1921] lr: 1.500e-01, eta: 8:48:37, time: 1.129, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1558 2020-11-26 18:25:32,507 - mmaction - INFO - Epoch [6][1200/1921] lr: 1.500e-01, eta: 8:48:14, time: 1.129, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1718 2020-11-26 18:25:55,105 - mmaction - INFO - Epoch [6][1220/1921] lr: 1.500e-01, eta: 8:47:50, time: 1.129, data_time: 0.000, memory: 9523, loss_action_cls: 0.0514, recall@thr=0.5: 0.6537, prec@thr=0.5: 0.7367, recall@top3: 0.7721, prec@top3: 0.6338, recall@top5: 0.9104, prec@top5: 0.4592, loss: 0.0514, grad_norm: 0.1698 2020-11-26 18:26:17,613 - mmaction - INFO - Epoch [6][1240/1921] lr: 1.500e-01, eta: 8:47:26, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1560 2020-11-26 18:26:40,175 - mmaction - INFO - Epoch [6][1260/1921] lr: 1.500e-01, eta: 8:47:02, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: 0.0506, recall@thr=0.5: 0.6680, prec@thr=0.5: 0.7432, recall@top3: 0.7737, prec@top3: 0.6346, recall@top5: 0.9080, prec@top5: 0.4583, loss: 0.0506, grad_norm: 0.1560 2020-11-26 18:27:02,893 - mmaction - INFO - Epoch [6][1280/1921] lr: 1.500e-01, eta: 8:46:38, time: 1.136, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1468 2020-11-26 18:27:25,530 - mmaction - INFO - Epoch [6][1300/1921] lr: 1.500e-01, eta: 8:46:14, time: 1.132, data_time: 0.001, memory: 9523, loss_action_cls: 0.0481, recall@thr=0.5: 0.6658, prec@thr=0.5: 0.7529, recall@top3: 0.7964, prec@top3: 0.6472, recall@top5: 0.9237, prec@top5: 0.4604, loss: 0.0481, grad_norm: 0.1637 2020-11-26 18:27:48,070 - mmaction - INFO - Epoch [6][1320/1921] lr: 1.500e-01, eta: 8:45:50, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: 0.0501, recall@thr=0.5: 0.6661, prec@thr=0.5: 0.7439, recall@top3: 0.7809, prec@top3: 0.6405, recall@top5: 0.9126, prec@top5: 0.4611, loss: 0.0501, grad_norm: 0.1531 2020-11-26 18:28:10,714 - mmaction - INFO - Epoch [6][1340/1921] lr: 1.500e-01, eta: 8:45:27, time: 1.132, data_time: 0.001, memory: 9523, loss_action_cls: 0.0484, recall@thr=0.5: 0.6663, prec@thr=0.5: 0.7531, recall@top3: 0.7845, prec@top3: 0.6402, recall@top5: 0.9187, prec@top5: 0.4606, loss: 0.0484, grad_norm: 0.1557 2020-11-26 18:28:33,330 - mmaction - INFO - Epoch [6][1360/1921] lr: 1.500e-01, eta: 8:45:03, time: 1.131, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1639 2020-11-26 18:28:55,811 - mmaction - INFO - Epoch [6][1380/1921] lr: 1.500e-01, eta: 8:44:39, time: 1.124, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1647 2020-11-26 18:29:18,273 - mmaction - INFO - Epoch [6][1400/1921] lr: 1.500e-01, eta: 8:44:15, time: 1.123, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1644 2020-11-26 18:29:40,844 - mmaction - INFO - Epoch [6][1420/1921] lr: 1.500e-01, eta: 8:43:51, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1640 2020-11-26 18:30:03,378 - mmaction - INFO - Epoch [6][1440/1921] lr: 1.500e-01, eta: 8:43:27, time: 1.127, data_time: 0.002, memory: 9523, loss_action_cls: 0.0460, recall@thr=0.5: 0.6725, prec@thr=0.5: 0.7477, recall@top3: 0.7926, prec@top3: 0.6494, recall@top5: 0.9251, prec@top5: 0.4659, loss: 0.0460, grad_norm: 0.1562 2020-11-26 18:30:25,911 - mmaction - INFO - Epoch [6][1460/1921] lr: 1.500e-01, eta: 8:43:03, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1618 2020-11-26 18:30:48,391 - mmaction - INFO - Epoch [6][1480/1921] lr: 1.500e-01, eta: 8:42:39, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: 0.0487, recall@thr=0.5: 0.6649, prec@thr=0.5: 0.7483, recall@top3: 0.7777, prec@top3: 0.6334, recall@top5: 0.9150, prec@top5: 0.4571, loss: 0.0487, grad_norm: 0.1680 2020-11-26 18:31:10,990 - mmaction - INFO - Epoch [6][1500/1921] lr: 1.500e-01, eta: 8:42:15, time: 1.129, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1619 2020-11-26 18:31:33,541 - mmaction - INFO - Epoch [6][1520/1921] lr: 1.500e-01, eta: 8:41:51, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: 0.0473, recall@thr=0.5: 0.6540, prec@thr=0.5: 0.7335, recall@top3: 0.7814, prec@top3: 0.6320, recall@top5: 0.9157, prec@top5: 0.4523, loss: 0.0473, grad_norm: 0.1625 2020-11-26 18:31:56,079 - mmaction - INFO - Epoch [6][1540/1921] lr: 1.500e-01, eta: 8:41:27, time: 1.126, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1661 2020-11-26 18:32:18,655 - mmaction - INFO - Epoch [6][1560/1921] lr: 1.500e-01, eta: 8:41:03, time: 1.129, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1542 2020-11-26 18:32:41,150 - mmaction - INFO - Epoch [6][1580/1921] lr: 1.500e-01, eta: 8:40:39, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1534 2020-11-26 18:33:03,712 - mmaction - INFO - Epoch [6][1600/1921] lr: 1.500e-01, eta: 8:40:15, time: 1.127, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1559 2020-11-26 18:33:26,189 - mmaction - INFO - Epoch [6][1620/1921] lr: 1.500e-01, eta: 8:39:51, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1524 2020-11-26 18:33:48,725 - mmaction - INFO - Epoch [6][1640/1921] lr: 1.500e-01, eta: 8:39:27, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1596 2020-11-26 18:34:11,309 - mmaction - INFO - Epoch [6][1660/1921] lr: 1.500e-01, eta: 8:39:04, time: 1.129, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1688 2020-11-26 18:34:33,839 - mmaction - INFO - Epoch [6][1680/1921] lr: 1.500e-01, eta: 8:38:40, time: 1.126, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1597 2020-11-26 18:34:56,414 - mmaction - INFO - Epoch [6][1700/1921] lr: 1.500e-01, eta: 8:38:16, time: 1.128, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1591 2020-11-26 18:35:18,877 - mmaction - INFO - Epoch [6][1720/1921] lr: 1.500e-01, eta: 8:37:52, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1552 2020-11-26 18:35:41,432 - mmaction - INFO - Epoch [6][1740/1921] lr: 1.500e-01, eta: 8:37:28, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1614 2020-11-26 18:36:04,046 - mmaction - INFO - Epoch [6][1760/1921] lr: 1.500e-01, eta: 8:37:04, time: 1.131, data_time: 0.001, memory: 9523, loss_action_cls: 0.0499, recall@thr=0.5: 0.6554, prec@thr=0.5: 0.7440, recall@top3: 0.7715, prec@top3: 0.6376, recall@top5: 0.9226, prec@top5: 0.4682, loss: 0.0499, grad_norm: 0.1647 2020-11-26 18:36:26,621 - mmaction - INFO - Epoch [6][1780/1921] lr: 1.500e-01, eta: 8:36:40, time: 1.129, data_time: 0.001, memory: 9523, loss_action_cls: 0.0482, recall@thr=0.5: 0.6615, prec@thr=0.5: 0.7431, recall@top3: 0.7800, prec@top3: 0.6302, recall@top5: 0.9084, prec@top5: 0.4494, loss: 0.0482, grad_norm: 0.1648 2020-11-26 18:36:49,185 - mmaction - INFO - Epoch [6][1800/1921] lr: 1.500e-01, eta: 8:36:17, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1562 2020-11-26 18:37:11,685 - mmaction - INFO - Epoch [6][1820/1921] lr: 1.500e-01, eta: 8:35:53, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1587 2020-11-26 18:37:34,239 - mmaction - INFO - Epoch [6][1840/1921] lr: 1.500e-01, eta: 8:35:29, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: 0.0469, recall@thr=0.5: 0.6737, prec@thr=0.5: 0.7565, recall@top3: 0.7844, prec@top3: 0.6378, recall@top5: 0.9142, prec@top5: 0.4566, loss: 0.0469, grad_norm: 0.1574 2020-11-26 18:37:56,762 - mmaction - INFO - Epoch [6][1860/1921] lr: 1.500e-01, eta: 8:35:05, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1584 2020-11-26 18:38:19,295 - mmaction - INFO - Epoch [6][1880/1921] lr: 1.500e-01, eta: 8:34:41, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1541 2020-11-26 18:38:41,746 - mmaction - INFO - Epoch [6][1900/1921] lr: 1.500e-01, eta: 8:34:17, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1761 2020-11-26 18:39:04,096 - mmaction - INFO - Epoch [6][1920/1921] lr: 1.500e-01, eta: 8:33:53, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0459, recall@thr=0.5: 0.6688, prec@thr=0.5: 0.7591, recall@top3: 0.7892, prec@top3: 0.6376, recall@top5: 0.9278, prec@top5: 0.4593, loss: 0.0459, grad_norm: 0.1561 2020-11-26 18:39:07,519 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-11-26 18:50:30,184 - mmaction - INFO - Evaluating proposal ... 2020-11-26 18:51:36,876 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 18:51:36,877 - mmaction - INFO - Evaluating bbox ... 2020-11-26 19:00:07,069 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2364 2020-11-26 19:00:08,222 - mmaction - INFO - Epoch(val) [6][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2364 2020-11-26 19:01:12,716 - mmaction - INFO - Epoch [7][20/1921] lr: 1.500e-01, eta: 8:35:03, time: 3.224, data_time: 2.120, memory: 9523, loss_action_cls: 0.0473, recall@thr=0.5: 0.6520, prec@thr=0.5: 0.7463, recall@top3: 0.7801, prec@top3: 0.6270, recall@top5: 0.9121, prec@top5: 0.4514, loss: 0.0473, grad_norm: 0.1667 2020-11-26 19:01:34,909 - mmaction - INFO - Epoch [7][40/1921] lr: 1.500e-01, eta: 8:34:38, time: 1.109, data_time: 0.001, memory: 9523, loss_action_cls: 0.0481, recall@thr=0.5: 0.6534, prec@thr=0.5: 0.7327, recall@top3: 0.7760, prec@top3: 0.6316, recall@top5: 0.9163, prec@top5: 0.4573, loss: 0.0481, grad_norm: 0.1724 2020-11-26 19:01:57,157 - mmaction - INFO - Epoch [7][60/1921] lr: 1.500e-01, eta: 8:34:13, time: 1.113, data_time: 0.001, memory: 9523, loss_action_cls: 0.0458, recall@thr=0.5: 0.6737, prec@thr=0.5: 0.7540, recall@top3: 0.7941, prec@top3: 0.6398, recall@top5: 0.9294, prec@top5: 0.4609, loss: 0.0458, grad_norm: 0.1600 2020-11-26 19:02:19,479 - mmaction - INFO - Epoch [7][80/1921] lr: 1.500e-01, eta: 8:33:49, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1608 2020-11-26 19:02:41,767 - mmaction - INFO - Epoch [7][100/1921] lr: 1.500e-01, eta: 8:33:24, time: 1.115, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1599 2020-11-26 19:03:04,069 - mmaction - INFO - Epoch [7][120/1921] lr: 1.500e-01, eta: 8:32:59, time: 1.115, data_time: 0.000, memory: 9523, loss_action_cls: 0.0474, recall@thr=0.5: 0.6639, prec@thr=0.5: 0.7560, recall@top3: 0.7874, prec@top3: 0.6412, recall@top5: 0.9169, prec@top5: 0.4580, loss: 0.0474, grad_norm: 0.1580 2020-11-26 19:03:26,395 - mmaction - INFO - Epoch [7][140/1921] lr: 1.500e-01, eta: 8:32:35, time: 1.116, data_time: 0.000, memory: 9523, loss_action_cls: 0.0483, recall@thr=0.5: 0.6553, prec@thr=0.5: 0.7517, recall@top3: 0.7761, prec@top3: 0.6264, recall@top5: 0.9108, prec@top5: 0.4530, loss: 0.0483, grad_norm: 0.1571 2020-11-26 19:03:48,716 - mmaction - INFO - Epoch [7][160/1921] lr: 1.500e-01, eta: 8:32:10, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: 0.0475, recall@thr=0.5: 0.6694, prec@thr=0.5: 0.7405, recall@top3: 0.7981, prec@top3: 0.6460, recall@top5: 0.9216, prec@top5: 0.4574, loss: 0.0475, grad_norm: 0.1623 2020-11-26 19:04:11,116 - mmaction - INFO - Epoch [7][180/1921] lr: 1.500e-01, eta: 8:31:46, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0471, recall@thr=0.5: 0.6724, prec@thr=0.5: 0.7517, recall@top3: 0.7835, prec@top3: 0.6340, recall@top5: 0.9168, prec@top5: 0.4557, loss: 0.0471, grad_norm: 0.1694 2020-11-26 19:04:33,484 - mmaction - INFO - Epoch [7][200/1921] lr: 1.500e-01, eta: 8:31:22, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1700 2020-11-26 19:04:55,820 - mmaction - INFO - Epoch [7][220/1921] lr: 1.500e-01, eta: 8:30:57, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1849 2020-11-26 19:05:18,191 - mmaction - INFO - Epoch [7][240/1921] lr: 1.500e-01, eta: 8:30:33, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0462, recall@thr=0.5: 0.6515, prec@thr=0.5: 0.7641, recall@top3: 0.7833, prec@top3: 0.6327, recall@top5: 0.9137, prec@top5: 0.4536, loss: 0.0462, grad_norm: 0.1576 2020-11-26 19:05:40,534 - mmaction - INFO - Epoch [7][260/1921] lr: 1.500e-01, eta: 8:30:08, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1635 2020-11-26 19:06:02,892 - mmaction - INFO - Epoch [7][280/1921] lr: 1.500e-01, eta: 8:29:44, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1718 2020-11-26 19:06:25,281 - mmaction - INFO - Epoch [7][300/1921] lr: 1.500e-01, eta: 8:29:20, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1516 2020-11-26 19:06:47,635 - mmaction - INFO - Epoch [7][320/1921] lr: 1.500e-01, eta: 8:28:55, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1691 2020-11-26 19:07:10,056 - mmaction - INFO - Epoch [7][340/1921] lr: 1.500e-01, eta: 8:28:31, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1696 2020-11-26 19:07:32,424 - mmaction - INFO - Epoch [7][360/1921] lr: 1.500e-01, eta: 8:28:07, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0456, recall@thr=0.5: 0.6741, prec@thr=0.5: 0.7627, recall@top3: 0.7936, prec@top3: 0.6482, recall@top5: 0.9283, prec@top5: 0.4650, loss: 0.0456, grad_norm: 0.1510 2020-11-26 19:07:54,804 - mmaction - INFO - Epoch [7][380/1921] lr: 1.500e-01, eta: 8:27:42, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1564 2020-11-26 19:08:17,143 - mmaction - INFO - Epoch [7][400/1921] lr: 1.500e-01, eta: 8:27:18, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1637 2020-11-26 19:08:39,521 - mmaction - INFO - Epoch [7][420/1921] lr: 1.500e-01, eta: 8:26:54, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1585 2020-11-26 19:09:02,380 - mmaction - INFO - Epoch [7][440/1921] lr: 1.500e-01, eta: 8:26:30, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: 0.0481, recall@thr=0.5: 0.6737, prec@thr=0.5: 0.7583, recall@top3: 0.7876, prec@top3: 0.6422, recall@top5: 0.9250, prec@top5: 0.4646, loss: 0.0481, grad_norm: 0.1610 2020-11-26 19:09:24,776 - mmaction - INFO - Epoch [7][460/1921] lr: 1.500e-01, eta: 8:26:06, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1670 2020-11-26 19:09:47,126 - mmaction - INFO - Epoch [7][480/1921] lr: 1.500e-01, eta: 8:25:42, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1556 2020-11-26 19:10:09,465 - mmaction - INFO - Epoch [7][500/1921] lr: 1.500e-01, eta: 8:25:17, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1728 2020-11-26 19:10:31,812 - mmaction - INFO - Epoch [7][520/1921] lr: 1.500e-01, eta: 8:24:53, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: 0.0476, recall@thr=0.5: 0.6549, prec@thr=0.5: 0.7435, recall@top3: 0.7755, prec@top3: 0.6457, recall@top5: 0.9133, prec@top5: 0.4659, loss: 0.0476, grad_norm: 0.1668 2020-11-26 19:10:54,159 - mmaction - INFO - Epoch [7][540/1921] lr: 1.500e-01, eta: 8:24:29, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1615 2020-11-26 19:11:16,512 - mmaction - INFO - Epoch [7][560/1921] lr: 1.500e-01, eta: 8:24:04, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1660 2020-11-26 19:11:38,857 - mmaction - INFO - Epoch [7][580/1921] lr: 1.500e-01, eta: 8:23:40, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: 0.0503, recall@thr=0.5: 0.6467, prec@thr=0.5: 0.7452, recall@top3: 0.7703, prec@top3: 0.6259, recall@top5: 0.9080, prec@top5: 0.4548, loss: 0.0503, grad_norm: 0.1630 2020-11-26 19:12:01,207 - mmaction - INFO - Epoch [7][600/1921] lr: 1.500e-01, eta: 8:23:16, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1640 2020-11-26 19:12:23,557 - mmaction - INFO - Epoch [7][620/1921] lr: 1.500e-01, eta: 8:22:51, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: 0.0461, recall@thr=0.5: 0.6647, prec@thr=0.5: 0.7570, recall@top3: 0.8024, prec@top3: 0.6446, recall@top5: 0.9211, prec@top5: 0.4541, loss: 0.0461, grad_norm: 0.1598 2020-11-26 19:12:45,879 - mmaction - INFO - Epoch [7][640/1921] lr: 1.500e-01, eta: 8:22:27, time: 1.116, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1641 2020-11-26 19:13:08,247 - mmaction - INFO - Epoch [7][660/1921] lr: 1.500e-01, eta: 8:22:03, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1628 2020-11-26 19:13:30,582 - mmaction - INFO - Epoch [7][680/1921] lr: 1.500e-01, eta: 8:21:38, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: 0.0467, recall@thr=0.5: 0.6636, prec@thr=0.5: 0.7504, recall@top3: 0.7878, prec@top3: 0.6299, recall@top5: 0.9181, prec@top5: 0.4523, loss: 0.0467, grad_norm: 0.1659 2020-11-26 19:13:52,907 - mmaction - INFO - Epoch [7][700/1921] lr: 1.500e-01, eta: 8:21:14, time: 1.116, data_time: 0.000, memory: 9523, loss_action_cls: 0.0486, recall@thr=0.5: 0.6727, prec@thr=0.5: 0.7603, recall@top3: 0.7804, prec@top3: 0.6346, recall@top5: 0.9109, prec@top5: 0.4553, loss: 0.0486, grad_norm: 0.1612 2020-11-26 19:14:15,227 - mmaction - INFO - Epoch [7][720/1921] lr: 1.500e-01, eta: 8:20:50, time: 1.116, data_time: 0.000, memory: 9523, loss_action_cls: 0.0467, recall@thr=0.5: 0.6485, prec@thr=0.5: 0.7374, recall@top3: 0.7771, prec@top3: 0.6307, recall@top5: 0.9214, prec@top5: 0.4576, loss: 0.0467, grad_norm: 0.1767 2020-11-26 19:14:37,633 - mmaction - INFO - Epoch [7][740/1921] lr: 1.500e-01, eta: 8:20:26, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0501, recall@thr=0.5: 0.6528, prec@thr=0.5: 0.7495, recall@top3: 0.7910, prec@top3: 0.6312, recall@top5: 0.9201, prec@top5: 0.4513, loss: 0.0501, grad_norm: 0.1483 2020-11-26 19:14:59,994 - mmaction - INFO - Epoch [7][760/1921] lr: 1.500e-01, eta: 8:20:01, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1538 2020-11-26 19:15:22,349 - mmaction - INFO - Epoch [7][780/1921] lr: 1.500e-01, eta: 8:19:37, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1556 2020-11-26 19:15:44,710 - mmaction - INFO - Epoch [7][800/1921] lr: 1.500e-01, eta: 8:19:13, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1603 2020-11-26 19:16:07,074 - mmaction - INFO - Epoch [7][820/1921] lr: 1.500e-01, eta: 8:18:49, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1556 2020-11-26 19:16:29,432 - mmaction - INFO - Epoch [7][840/1921] lr: 1.500e-01, eta: 8:18:25, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0471, recall@thr=0.5: 0.6620, prec@thr=0.5: 0.7568, recall@top3: 0.7888, prec@top3: 0.6368, recall@top5: 0.9224, prec@top5: 0.4586, loss: 0.0471, grad_norm: 0.1644 2020-11-26 19:16:51,803 - mmaction - INFO - Epoch [7][860/1921] lr: 1.500e-01, eta: 8:18:00, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1726 2020-11-26 19:17:14,131 - mmaction - INFO - Epoch [7][880/1921] lr: 1.500e-01, eta: 8:17:36, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1719 2020-11-26 19:17:36,540 - mmaction - INFO - Epoch [7][900/1921] lr: 1.500e-01, eta: 8:17:12, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1707 2020-11-26 19:17:58,915 - mmaction - INFO - Epoch [7][920/1921] lr: 1.500e-01, eta: 8:16:48, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0449, recall@thr=0.5: 0.6790, prec@thr=0.5: 0.7575, recall@top3: 0.7902, prec@top3: 0.6502, recall@top5: 0.9356, prec@top5: 0.4690, loss: 0.0449, grad_norm: 0.1707 2020-11-26 19:18:21,325 - mmaction - INFO - Epoch [7][940/1921] lr: 1.500e-01, eta: 8:16:24, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1620 2020-11-26 19:18:43,690 - mmaction - INFO - Epoch [7][960/1921] lr: 1.500e-01, eta: 8:16:00, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1586 2020-11-26 19:19:06,061 - mmaction - INFO - Epoch [7][980/1921] lr: 1.500e-01, eta: 8:15:35, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0478, recall@thr=0.5: 0.6678, prec@thr=0.5: 0.7561, recall@top3: 0.7890, prec@top3: 0.6441, recall@top5: 0.9156, prec@top5: 0.4594, loss: 0.0478, grad_norm: 0.1604 2020-11-26 19:19:28,428 - mmaction - INFO - Epoch [7][1000/1921] lr: 1.500e-01, eta: 8:15:11, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0465, recall@thr=0.5: 0.6710, prec@thr=0.5: 0.7537, recall@top3: 0.7955, prec@top3: 0.6428, recall@top5: 0.9223, prec@top5: 0.4594, loss: 0.0465, grad_norm: 0.1583 2020-11-26 19:19:50,805 - mmaction - INFO - Epoch [7][1020/1921] lr: 1.500e-01, eta: 8:14:47, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1531 2020-11-26 19:20:13,165 - mmaction - INFO - Epoch [7][1040/1921] lr: 1.500e-01, eta: 8:14:23, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0474, recall@thr=0.5: 0.6644, prec@thr=0.5: 0.7460, recall@top3: 0.7927, prec@top3: 0.6268, recall@top5: 0.9229, prec@top5: 0.4488, loss: 0.0474, grad_norm: 0.1608 2020-11-26 19:20:35,535 - mmaction - INFO - Epoch [7][1060/1921] lr: 1.500e-01, eta: 8:13:59, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0464, recall@thr=0.5: 0.6640, prec@thr=0.5: 0.7602, recall@top3: 0.7806, prec@top3: 0.6356, recall@top5: 0.9181, prec@top5: 0.4595, loss: 0.0464, grad_norm: 0.1737 2020-11-26 19:20:57,879 - mmaction - INFO - Epoch [7][1080/1921] lr: 1.500e-01, eta: 8:13:35, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0469, recall@thr=0.5: 0.6735, prec@thr=0.5: 0.7606, recall@top3: 0.7959, prec@top3: 0.6415, recall@top5: 0.9233, prec@top5: 0.4574, loss: 0.0469, grad_norm: 0.1591 2020-11-26 19:21:20,243 - mmaction - INFO - Epoch [7][1100/1921] lr: 1.500e-01, eta: 8:13:10, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1701 2020-11-26 19:21:42,633 - mmaction - INFO - Epoch [7][1120/1921] lr: 1.500e-01, eta: 8:12:46, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1705 2020-11-26 19:22:05,061 - mmaction - INFO - Epoch [7][1140/1921] lr: 1.500e-01, eta: 8:12:22, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1622 2020-11-26 19:22:27,425 - mmaction - INFO - Epoch [7][1160/1921] lr: 1.500e-01, eta: 8:11:58, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1704 2020-11-26 19:22:49,774 - mmaction - INFO - Epoch [7][1180/1921] lr: 1.500e-01, eta: 8:11:34, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1733 2020-11-26 19:23:12,154 - mmaction - INFO - Epoch [7][1200/1921] lr: 1.500e-01, eta: 8:11:10, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0462, recall@thr=0.5: 0.6753, prec@thr=0.5: 0.7611, recall@top3: 0.7845, prec@top3: 0.6390, recall@top5: 0.9177, prec@top5: 0.4576, loss: 0.0462, grad_norm: 0.1616 2020-11-26 19:23:34,539 - mmaction - INFO - Epoch [7][1220/1921] lr: 1.500e-01, eta: 8:10:46, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1609 2020-11-26 19:23:56,944 - mmaction - INFO - Epoch [7][1240/1921] lr: 1.500e-01, eta: 8:10:22, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0464, recall@thr=0.5: 0.6927, prec@thr=0.5: 0.7628, recall@top3: 0.7957, prec@top3: 0.6506, recall@top5: 0.9300, prec@top5: 0.4678, loss: 0.0464, grad_norm: 0.1612 2020-11-26 19:24:19,317 - mmaction - INFO - Epoch [7][1260/1921] lr: 1.500e-01, eta: 8:09:58, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1619 2020-11-26 19:24:41,741 - mmaction - INFO - Epoch [7][1280/1921] lr: 1.500e-01, eta: 8:09:34, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1692 2020-11-26 19:25:04,137 - mmaction - INFO - Epoch [7][1300/1921] lr: 1.500e-01, eta: 8:09:10, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1627 2020-11-26 19:25:26,528 - mmaction - INFO - Epoch [7][1320/1921] lr: 1.500e-01, eta: 8:08:46, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1589 2020-11-26 19:25:48,914 - mmaction - INFO - Epoch [7][1340/1921] lr: 1.500e-01, eta: 8:08:22, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1745 2020-11-26 19:26:11,345 - mmaction - INFO - Epoch [7][1360/1921] lr: 1.500e-01, eta: 8:07:58, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1670 2020-11-26 19:26:33,705 - mmaction - INFO - Epoch [7][1380/1921] lr: 1.500e-01, eta: 8:07:34, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1613 2020-11-26 19:26:56,077 - mmaction - INFO - Epoch [7][1400/1921] lr: 1.500e-01, eta: 8:07:10, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1581 2020-11-26 19:27:18,443 - mmaction - INFO - Epoch [7][1420/1921] lr: 1.500e-01, eta: 8:06:46, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1493 2020-11-26 19:27:40,799 - mmaction - INFO - Epoch [7][1440/1921] lr: 1.500e-01, eta: 8:06:22, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0488, recall@thr=0.5: 0.6659, prec@thr=0.5: 0.7499, recall@top3: 0.7751, prec@top3: 0.6400, recall@top5: 0.9101, prec@top5: 0.4605, loss: 0.0488, grad_norm: 0.1544 2020-11-26 19:28:03,173 - mmaction - INFO - Epoch [7][1460/1921] lr: 1.500e-01, eta: 8:05:58, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1505 2020-11-26 19:28:25,513 - mmaction - INFO - Epoch [7][1480/1921] lr: 1.500e-01, eta: 8:05:34, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1583 2020-11-26 19:28:47,875 - mmaction - INFO - Epoch [7][1500/1921] lr: 1.500e-01, eta: 8:05:10, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1674 2020-11-26 19:29:10,249 - mmaction - INFO - Epoch [7][1520/1921] lr: 1.500e-01, eta: 8:04:46, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1681 2020-11-26 19:29:32,586 - mmaction - INFO - Epoch [7][1540/1921] lr: 1.500e-01, eta: 8:04:22, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1721 2020-11-26 19:29:54,923 - mmaction - INFO - Epoch [7][1560/1921] lr: 1.500e-01, eta: 8:03:58, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: 0.0478, recall@thr=0.5: 0.6748, prec@thr=0.5: 0.7428, recall@top3: 0.7855, prec@top3: 0.6394, recall@top5: 0.9148, prec@top5: 0.4563, loss: 0.0478, grad_norm: 0.1557 2020-11-26 19:30:17,276 - mmaction - INFO - Epoch [7][1580/1921] lr: 1.500e-01, eta: 8:03:34, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0451, recall@thr=0.5: 0.6668, prec@thr=0.5: 0.7620, recall@top3: 0.7868, prec@top3: 0.6356, recall@top5: 0.9221, prec@top5: 0.4556, loss: 0.0451, grad_norm: 0.1665 2020-11-26 19:30:39,614 - mmaction - INFO - Epoch [7][1600/1921] lr: 1.500e-01, eta: 8:03:09, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1635 2020-11-26 19:31:01,992 - mmaction - INFO - Epoch [7][1620/1921] lr: 1.500e-01, eta: 8:02:45, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1542 2020-11-26 19:31:24,378 - mmaction - INFO - Epoch [7][1640/1921] lr: 1.500e-01, eta: 8:02:22, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1624 2020-11-26 19:31:46,765 - mmaction - INFO - Epoch [7][1660/1921] lr: 1.500e-01, eta: 8:01:58, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1610 2020-11-26 19:32:09,138 - mmaction - INFO - Epoch [7][1680/1921] lr: 1.500e-01, eta: 8:01:34, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0449, recall@thr=0.5: 0.6861, prec@thr=0.5: 0.7745, recall@top3: 0.8035, prec@top3: 0.6473, recall@top5: 0.9316, prec@top5: 0.4616, loss: 0.0449, grad_norm: 0.1612 2020-11-26 19:32:31,525 - mmaction - INFO - Epoch [7][1700/1921] lr: 1.500e-01, eta: 8:01:10, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0466, recall@thr=0.5: 0.6692, prec@thr=0.5: 0.7505, recall@top3: 0.7826, prec@top3: 0.6340, recall@top5: 0.9161, prec@top5: 0.4568, loss: 0.0466, grad_norm: 0.1662 2020-11-26 19:32:53,887 - mmaction - INFO - Epoch [7][1720/1921] lr: 1.500e-01, eta: 8:00:46, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0469, recall@thr=0.5: 0.6471, prec@thr=0.5: 0.7400, recall@top3: 0.7789, prec@top3: 0.6248, recall@top5: 0.9144, prec@top5: 0.4494, loss: 0.0469, grad_norm: 0.1605 2020-11-26 19:33:16,270 - mmaction - INFO - Epoch [7][1740/1921] lr: 1.500e-01, eta: 8:00:22, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1603 2020-11-26 19:33:38,626 - mmaction - INFO - Epoch [7][1760/1921] lr: 1.500e-01, eta: 7:59:58, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1595 2020-11-26 19:34:00,989 - mmaction - INFO - Epoch [7][1780/1921] lr: 1.500e-01, eta: 7:59:34, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0458, recall@thr=0.5: 0.6776, prec@thr=0.5: 0.7701, recall@top3: 0.7873, prec@top3: 0.6538, recall@top5: 0.9232, prec@top5: 0.4682, loss: 0.0458, grad_norm: 0.1580 2020-11-26 19:34:23,479 - mmaction - INFO - Epoch [7][1800/1921] lr: 1.500e-01, eta: 7:59:10, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1572 2020-11-26 19:34:45,827 - mmaction - INFO - Epoch [7][1820/1921] lr: 1.500e-01, eta: 7:58:46, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1730 2020-11-26 19:35:08,203 - mmaction - INFO - Epoch [7][1840/1921] lr: 1.500e-01, eta: 7:58:22, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1647 2020-11-26 19:35:30,574 - mmaction - INFO - Epoch [7][1860/1921] lr: 1.500e-01, eta: 7:57:58, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1592 2020-11-26 19:35:52,945 - mmaction - INFO - Epoch [7][1880/1921] lr: 1.500e-01, eta: 7:57:34, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0452, recall@thr=0.5: 0.6606, prec@thr=0.5: 0.7360, recall@top3: 0.7806, prec@top3: 0.6364, recall@top5: 0.9223, prec@top5: 0.4640, loss: 0.0452, grad_norm: 0.1614 2020-11-26 19:36:15,349 - mmaction - INFO - Epoch [7][1900/1921] lr: 1.500e-01, eta: 7:57:11, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0457, recall@thr=0.5: 0.6798, prec@thr=0.5: 0.7621, recall@top3: 0.8066, prec@top3: 0.6509, recall@top5: 0.9263, prec@top5: 0.4600, loss: 0.0457, grad_norm: 0.1569 2020-11-26 19:36:37,741 - mmaction - INFO - Epoch [7][1920/1921] lr: 1.500e-01, eta: 7:56:47, time: 1.120, data_time: 0.002, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1743 2020-11-26 19:36:41,735 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-11-26 19:42:28,371 - mmaction - INFO - Evaluating proposal ... 2020-11-26 19:43:36,112 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 19:43:36,113 - mmaction - INFO - Evaluating bbox ... 2020-11-26 19:52:12,034 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2380 2020-11-26 19:52:13,181 - mmaction - INFO - Epoch(val) [7][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2380 2020-11-26 19:53:20,888 - mmaction - INFO - Epoch [8][20/1921] lr: 1.500e-01, eta: 7:57:43, time: 3.384, data_time: 2.270, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1560 2020-11-26 19:53:43,092 - mmaction - INFO - Epoch [8][40/1921] lr: 1.500e-01, eta: 7:57:19, time: 1.111, data_time: 0.002, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1700 2020-11-26 19:54:05,337 - mmaction - INFO - Epoch [8][60/1921] lr: 1.500e-01, eta: 7:56:55, time: 1.112, data_time: 0.001, memory: 9523, loss_action_cls: 0.0462, recall@thr=0.5: 0.6627, prec@thr=0.5: 0.7453, recall@top3: 0.7843, prec@top3: 0.6355, recall@top5: 0.9183, prec@top5: 0.4570, loss: 0.0462, grad_norm: 0.1654 2020-11-26 19:54:27,609 - mmaction - INFO - Epoch [8][80/1921] lr: 1.500e-01, eta: 7:56:30, time: 1.114, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1526 2020-11-26 19:54:49,898 - mmaction - INFO - Epoch [8][100/1921] lr: 1.500e-01, eta: 7:56:06, time: 1.114, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1646 2020-11-26 19:55:12,219 - mmaction - INFO - Epoch [8][120/1921] lr: 1.500e-01, eta: 7:55:42, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: 0.0433, recall@thr=0.5: 0.7078, prec@thr=0.5: 0.7879, recall@top3: 0.8105, prec@top3: 0.6581, recall@top5: 0.9340, prec@top5: 0.4663, loss: 0.0433, grad_norm: 0.1598 2020-11-26 19:55:34,522 - mmaction - INFO - Epoch [8][140/1921] lr: 1.500e-01, eta: 7:55:18, time: 1.115, data_time: 0.001, memory: 9523, loss_action_cls: 0.0457, recall@thr=0.5: 0.6573, prec@thr=0.5: 0.7311, recall@top3: 0.7800, prec@top3: 0.6432, recall@top5: 0.9220, prec@top5: 0.4657, loss: 0.0457, grad_norm: 0.1640 2020-11-26 19:55:56,835 - mmaction - INFO - Epoch [8][160/1921] lr: 1.500e-01, eta: 7:54:54, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1553 2020-11-26 19:56:19,175 - mmaction - INFO - Epoch [8][180/1921] lr: 1.500e-01, eta: 7:54:30, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1760 2020-11-26 19:56:41,505 - mmaction - INFO - Epoch [8][200/1921] lr: 1.500e-01, eta: 7:54:06, time: 1.116, data_time: 0.000, memory: 9523, loss_action_cls: 0.0462, recall@thr=0.5: 0.6706, prec@thr=0.5: 0.7601, recall@top3: 0.7860, prec@top3: 0.6410, recall@top5: 0.9203, prec@top5: 0.4604, loss: 0.0462, grad_norm: 0.1693 2020-11-26 19:57:03,853 - mmaction - INFO - Epoch [8][220/1921] lr: 1.500e-01, eta: 7:53:41, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: 0.0475, recall@thr=0.5: 0.6786, prec@thr=0.5: 0.7500, recall@top3: 0.7901, prec@top3: 0.6473, recall@top5: 0.9147, prec@top5: 0.4613, loss: 0.0475, grad_norm: 0.1659 2020-11-26 19:57:26,217 - mmaction - INFO - Epoch [8][240/1921] lr: 1.500e-01, eta: 7:53:17, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1775 2020-11-26 19:57:48,597 - mmaction - INFO - Epoch [8][260/1921] lr: 1.500e-01, eta: 7:52:53, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1633 2020-11-26 19:58:10,961 - mmaction - INFO - Epoch [8][280/1921] lr: 1.500e-01, eta: 7:52:29, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0444, recall@thr=0.5: 0.6890, prec@thr=0.5: 0.7636, recall@top3: 0.7937, prec@top3: 0.6481, recall@top5: 0.9260, prec@top5: 0.4639, loss: 0.0444, grad_norm: 0.1571 2020-11-26 19:58:33,307 - mmaction - INFO - Epoch [8][300/1921] lr: 1.500e-01, eta: 7:52:05, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1605 2020-11-26 19:58:55,687 - mmaction - INFO - Epoch [8][320/1921] lr: 1.500e-01, eta: 7:51:41, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1671 2020-11-26 19:59:18,110 - mmaction - INFO - Epoch [8][340/1921] lr: 1.500e-01, eta: 7:51:17, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0461, recall@thr=0.5: 0.6727, prec@thr=0.5: 0.7496, recall@top3: 0.7938, prec@top3: 0.6532, recall@top5: 0.9188, prec@top5: 0.4643, loss: 0.0461, grad_norm: 0.1589 2020-11-26 19:59:40,451 - mmaction - INFO - Epoch [8][360/1921] lr: 1.500e-01, eta: 7:50:53, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1582 2020-11-26 20:00:02,840 - mmaction - INFO - Epoch [8][380/1921] lr: 1.500e-01, eta: 7:50:29, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1687 2020-11-26 20:00:25,174 - mmaction - INFO - Epoch [8][400/1921] lr: 1.500e-01, eta: 7:50:05, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: 0.0447, recall@thr=0.5: 0.6885, prec@thr=0.5: 0.7712, recall@top3: 0.7991, prec@top3: 0.6583, recall@top5: 0.9214, prec@top5: 0.4669, loss: 0.0447, grad_norm: 0.1638 2020-11-26 20:00:47,554 - mmaction - INFO - Epoch [8][420/1921] lr: 1.500e-01, eta: 7:49:41, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0446, recall@thr=0.5: 0.6847, prec@thr=0.5: 0.7689, recall@top3: 0.7911, prec@top3: 0.6513, recall@top5: 0.9235, prec@top5: 0.4682, loss: 0.0446, grad_norm: 0.1796 2020-11-26 20:01:09,947 - mmaction - INFO - Epoch [8][440/1921] lr: 1.500e-01, eta: 7:49:17, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1657 2020-11-26 20:01:32,332 - mmaction - INFO - Epoch [8][460/1921] lr: 1.500e-01, eta: 7:48:53, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0444, recall@thr=0.5: 0.6777, prec@thr=0.5: 0.7573, recall@top3: 0.7999, prec@top3: 0.6444, recall@top5: 0.9191, prec@top5: 0.4559, loss: 0.0444, grad_norm: 0.1664 2020-11-26 20:01:54,707 - mmaction - INFO - Epoch [8][480/1921] lr: 1.500e-01, eta: 7:48:29, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1653 2020-11-26 20:02:17,113 - mmaction - INFO - Epoch [8][500/1921] lr: 1.500e-01, eta: 7:48:05, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1629 2020-11-26 20:02:39,526 - mmaction - INFO - Epoch [8][520/1921] lr: 1.500e-01, eta: 7:47:42, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0448, recall@thr=0.5: 0.6940, prec@thr=0.5: 0.7679, recall@top3: 0.8003, prec@top3: 0.6483, recall@top5: 0.9309, prec@top5: 0.4650, loss: 0.0448, grad_norm: 0.1580 2020-11-26 20:03:01,947 - mmaction - INFO - Epoch [8][540/1921] lr: 1.500e-01, eta: 7:47:18, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1657 2020-11-26 20:03:24,302 - mmaction - INFO - Epoch [8][560/1921] lr: 1.500e-01, eta: 7:46:54, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0444, recall@thr=0.5: 0.6792, prec@thr=0.5: 0.7655, recall@top3: 0.7869, prec@top3: 0.6558, recall@top5: 0.9233, prec@top5: 0.4736, loss: 0.0444, grad_norm: 0.1638 2020-11-26 20:03:46,672 - mmaction - INFO - Epoch [8][580/1921] lr: 1.500e-01, eta: 7:46:30, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1561 2020-11-26 20:04:09,085 - mmaction - INFO - Epoch [8][600/1921] lr: 1.500e-01, eta: 7:46:06, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0458, recall@thr=0.5: 0.6692, prec@thr=0.5: 0.7549, recall@top3: 0.7831, prec@top3: 0.6312, recall@top5: 0.9170, prec@top5: 0.4553, loss: 0.0458, grad_norm: 0.1662 2020-11-26 20:04:31,493 - mmaction - INFO - Epoch [8][620/1921] lr: 1.500e-01, eta: 7:45:42, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0462, recall@thr=0.5: 0.6707, prec@thr=0.5: 0.7555, recall@top3: 0.7879, prec@top3: 0.6446, recall@top5: 0.9189, prec@top5: 0.4604, loss: 0.0462, grad_norm: 0.1577 2020-11-26 20:04:53,855 - mmaction - INFO - Epoch [8][640/1921] lr: 1.500e-01, eta: 7:45:18, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0437, recall@thr=0.5: 0.6901, prec@thr=0.5: 0.7694, recall@top3: 0.8018, prec@top3: 0.6497, recall@top5: 0.9310, prec@top5: 0.4623, loss: 0.0437, grad_norm: 0.1575 2020-11-26 20:05:16,171 - mmaction - INFO - Epoch [8][660/1921] lr: 1.500e-01, eta: 7:44:54, time: 1.116, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1532 2020-11-26 20:05:38,526 - mmaction - INFO - Epoch [8][680/1921] lr: 1.500e-01, eta: 7:44:30, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1516 2020-11-26 20:06:00,877 - mmaction - INFO - Epoch [8][700/1921] lr: 1.500e-01, eta: 7:44:06, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1800 2020-11-26 20:06:23,266 - mmaction - INFO - Epoch [8][720/1921] lr: 1.500e-01, eta: 7:43:42, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0456, recall@thr=0.5: 0.6619, prec@thr=0.5: 0.7398, recall@top3: 0.7871, prec@top3: 0.6344, recall@top5: 0.9149, prec@top5: 0.4514, loss: 0.0456, grad_norm: 0.1600 2020-11-26 20:06:45,632 - mmaction - INFO - Epoch [8][740/1921] lr: 1.500e-01, eta: 7:43:18, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0462, recall@thr=0.5: 0.6576, prec@thr=0.5: 0.7449, recall@top3: 0.7777, prec@top3: 0.6342, recall@top5: 0.9192, prec@top5: 0.4609, loss: 0.0462, grad_norm: 0.1661 2020-11-26 20:07:08,044 - mmaction - INFO - Epoch [8][760/1921] lr: 1.500e-01, eta: 7:42:54, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1650 2020-11-26 20:07:30,397 - mmaction - INFO - Epoch [8][780/1921] lr: 1.500e-01, eta: 7:42:30, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1625 2020-11-26 20:07:52,758 - mmaction - INFO - Epoch [8][800/1921] lr: 1.500e-01, eta: 7:42:07, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1624 2020-11-26 20:08:15,118 - mmaction - INFO - Epoch [8][820/1921] lr: 1.500e-01, eta: 7:41:43, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1702 2020-11-26 20:08:37,477 - mmaction - INFO - Epoch [8][840/1921] lr: 1.500e-01, eta: 7:41:19, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1681 2020-11-26 20:08:59,859 - mmaction - INFO - Epoch [8][860/1921] lr: 1.500e-01, eta: 7:40:55, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1595 2020-11-26 20:09:22,228 - mmaction - INFO - Epoch [8][880/1921] lr: 1.500e-01, eta: 7:40:31, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1751 2020-11-26 20:09:44,584 - mmaction - INFO - Epoch [8][900/1921] lr: 1.500e-01, eta: 7:40:07, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1680 2020-11-26 20:10:06,956 - mmaction - INFO - Epoch [8][920/1921] lr: 1.500e-01, eta: 7:39:43, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1852 2020-11-26 20:10:29,316 - mmaction - INFO - Epoch [8][940/1921] lr: 1.500e-01, eta: 7:39:19, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0467, recall@thr=0.5: 0.6529, prec@thr=0.5: 0.7390, recall@top3: 0.7781, prec@top3: 0.6300, recall@top5: 0.9181, prec@top5: 0.4572, loss: 0.0467, grad_norm: 0.1634 2020-11-26 20:10:51,686 - mmaction - INFO - Epoch [8][960/1921] lr: 1.500e-01, eta: 7:38:55, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1637 2020-11-26 20:11:14,049 - mmaction - INFO - Epoch [8][980/1921] lr: 1.500e-01, eta: 7:38:31, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0444, recall@thr=0.5: 0.6718, prec@thr=0.5: 0.7568, recall@top3: 0.7965, prec@top3: 0.6436, recall@top5: 0.9194, prec@top5: 0.4555, loss: 0.0444, grad_norm: 0.1550 2020-11-26 20:11:36,421 - mmaction - INFO - Epoch [8][1000/1921] lr: 1.500e-01, eta: 7:38:08, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0448, recall@thr=0.5: 0.6770, prec@thr=0.5: 0.7542, recall@top3: 0.7952, prec@top3: 0.6427, recall@top5: 0.9205, prec@top5: 0.4576, loss: 0.0448, grad_norm: 0.1533 2020-11-26 20:11:58,816 - mmaction - INFO - Epoch [8][1020/1921] lr: 1.500e-01, eta: 7:37:44, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1638 2020-11-26 20:12:21,187 - mmaction - INFO - Epoch [8][1040/1921] lr: 1.500e-01, eta: 7:37:20, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1676 2020-11-26 20:12:43,587 - mmaction - INFO - Epoch [8][1060/1921] lr: 1.500e-01, eta: 7:36:56, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1635 2020-11-26 20:13:05,960 - mmaction - INFO - Epoch [8][1080/1921] lr: 1.500e-01, eta: 7:36:32, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1595 2020-11-26 20:13:28,401 - mmaction - INFO - Epoch [8][1100/1921] lr: 1.500e-01, eta: 7:36:08, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1604 2020-11-26 20:13:50,798 - mmaction - INFO - Epoch [8][1120/1921] lr: 1.500e-01, eta: 7:35:45, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0435, recall@thr=0.5: 0.6889, prec@thr=0.5: 0.7595, recall@top3: 0.7998, prec@top3: 0.6522, recall@top5: 0.9189, prec@top5: 0.4602, loss: 0.0435, grad_norm: 0.1664 2020-11-26 20:14:13,215 - mmaction - INFO - Epoch [8][1140/1921] lr: 1.500e-01, eta: 7:35:21, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1584 2020-11-26 20:14:35,570 - mmaction - INFO - Epoch [8][1160/1921] lr: 1.500e-01, eta: 7:34:57, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1628 2020-11-26 20:14:57,952 - mmaction - INFO - Epoch [8][1180/1921] lr: 1.500e-01, eta: 7:34:33, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1657 2020-11-26 20:15:20,355 - mmaction - INFO - Epoch [8][1200/1921] lr: 1.500e-01, eta: 7:34:09, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0436, recall@thr=0.5: 0.6817, prec@thr=0.5: 0.7791, recall@top3: 0.7939, prec@top3: 0.6549, recall@top5: 0.9212, prec@top5: 0.4681, loss: 0.0436, grad_norm: 0.1622 2020-11-26 20:15:42,774 - mmaction - INFO - Epoch [8][1220/1921] lr: 1.500e-01, eta: 7:33:46, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1681 2020-11-26 20:16:05,176 - mmaction - INFO - Epoch [8][1240/1921] lr: 1.500e-01, eta: 7:33:22, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1668 2020-11-26 20:16:27,590 - mmaction - INFO - Epoch [8][1260/1921] lr: 1.500e-01, eta: 7:32:58, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1546 2020-11-26 20:16:50,022 - mmaction - INFO - Epoch [8][1280/1921] lr: 1.500e-01, eta: 7:32:35, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0439, recall@thr=0.5: 0.6711, prec@thr=0.5: 0.7590, recall@top3: 0.7936, prec@top3: 0.6405, recall@top5: 0.9209, prec@top5: 0.4552, loss: 0.0439, grad_norm: 0.1589 2020-11-26 20:17:12,394 - mmaction - INFO - Epoch [8][1300/1921] lr: 1.500e-01, eta: 7:32:11, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1666 2020-11-26 20:17:34,756 - mmaction - INFO - Epoch [8][1320/1921] lr: 1.500e-01, eta: 7:31:47, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0455, recall@thr=0.5: 0.6829, prec@thr=0.5: 0.7712, recall@top3: 0.7930, prec@top3: 0.6404, recall@top5: 0.9253, prec@top5: 0.4598, loss: 0.0455, grad_norm: 0.1583 2020-11-26 20:17:57,116 - mmaction - INFO - Epoch [8][1340/1921] lr: 1.500e-01, eta: 7:31:23, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1719 2020-11-26 20:18:19,523 - mmaction - INFO - Epoch [8][1360/1921] lr: 1.500e-01, eta: 7:30:59, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1584 2020-11-26 20:18:41,903 - mmaction - INFO - Epoch [8][1380/1921] lr: 1.500e-01, eta: 7:30:36, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1649 2020-11-26 20:19:04,344 - mmaction - INFO - Epoch [8][1400/1921] lr: 1.500e-01, eta: 7:30:12, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: 0.0452, recall@thr=0.5: 0.6720, prec@thr=0.5: 0.7584, recall@top3: 0.7837, prec@top3: 0.6465, recall@top5: 0.9168, prec@top5: 0.4617, loss: 0.0452, grad_norm: 0.1540 2020-11-26 20:19:26,681 - mmaction - INFO - Epoch [8][1420/1921] lr: 1.500e-01, eta: 7:29:48, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1656 2020-11-26 20:19:49,031 - mmaction - INFO - Epoch [8][1440/1921] lr: 1.500e-01, eta: 7:29:24, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1681 2020-11-26 20:20:11,391 - mmaction - INFO - Epoch [8][1460/1921] lr: 1.500e-01, eta: 7:29:00, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0447, recall@thr=0.5: 0.6834, prec@thr=0.5: 0.7637, recall@top3: 0.7905, prec@top3: 0.6549, recall@top5: 0.9200, prec@top5: 0.4690, loss: 0.0447, grad_norm: 0.1741 2020-11-26 20:20:33,794 - mmaction - INFO - Epoch [8][1480/1921] lr: 1.500e-01, eta: 7:28:37, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0445, recall@thr=0.5: 0.6706, prec@thr=0.5: 0.7631, recall@top3: 0.7888, prec@top3: 0.6527, recall@top5: 0.9270, prec@top5: 0.4689, loss: 0.0445, grad_norm: 0.1668 2020-11-26 20:20:56,171 - mmaction - INFO - Epoch [8][1500/1921] lr: 1.500e-01, eta: 7:28:13, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1723 2020-11-26 20:21:18,586 - mmaction - INFO - Epoch [8][1520/1921] lr: 1.500e-01, eta: 7:27:49, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1674 2020-11-26 20:21:41,234 - mmaction - INFO - Epoch [8][1540/1921] lr: 1.500e-01, eta: 7:27:26, time: 1.132, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1637 2020-11-26 20:22:04,255 - mmaction - INFO - Epoch [8][1560/1921] lr: 1.500e-01, eta: 7:27:03, time: 1.151, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1568 2020-11-26 20:22:26,857 - mmaction - INFO - Epoch [8][1580/1921] lr: 1.500e-01, eta: 7:26:40, time: 1.130, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1579 2020-11-26 20:22:49,221 - mmaction - INFO - Epoch [8][1600/1921] lr: 1.500e-01, eta: 7:26:16, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1765 2020-11-26 20:23:11,599 - mmaction - INFO - Epoch [8][1620/1921] lr: 1.500e-01, eta: 7:25:52, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0462, recall@thr=0.5: 0.6671, prec@thr=0.5: 0.7486, recall@top3: 0.7817, prec@top3: 0.6434, recall@top5: 0.9198, prec@top5: 0.4679, loss: 0.0462, grad_norm: 0.1603 2020-11-26 20:23:33,982 - mmaction - INFO - Epoch [8][1640/1921] lr: 1.500e-01, eta: 7:25:29, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1662 2020-11-26 20:23:56,352 - mmaction - INFO - Epoch [8][1660/1921] lr: 1.500e-01, eta: 7:25:05, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1680 2020-11-26 20:24:18,753 - mmaction - INFO - Epoch [8][1680/1921] lr: 1.500e-01, eta: 7:24:41, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1759 2020-11-26 20:24:41,112 - mmaction - INFO - Epoch [8][1700/1921] lr: 1.500e-01, eta: 7:24:17, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1632 2020-11-26 20:25:03,479 - mmaction - INFO - Epoch [8][1720/1921] lr: 1.500e-01, eta: 7:23:54, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1590 2020-11-26 20:25:25,868 - mmaction - INFO - Epoch [8][1740/1921] lr: 1.500e-01, eta: 7:23:30, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0440, recall@thr=0.5: 0.6903, prec@thr=0.5: 0.7561, recall@top3: 0.7994, prec@top3: 0.6546, recall@top5: 0.9287, prec@top5: 0.4657, loss: 0.0440, grad_norm: 0.1715 2020-11-26 20:25:48,312 - mmaction - INFO - Epoch [8][1760/1921] lr: 1.500e-01, eta: 7:23:06, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1599 2020-11-26 20:26:10,714 - mmaction - INFO - Epoch [8][1780/1921] lr: 1.500e-01, eta: 7:22:43, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1690 2020-11-26 20:26:33,133 - mmaction - INFO - Epoch [8][1800/1921] lr: 1.500e-01, eta: 7:22:19, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1615 2020-11-26 20:26:55,481 - mmaction - INFO - Epoch [8][1820/1921] lr: 1.500e-01, eta: 7:21:55, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1679 2020-11-26 20:27:17,868 - mmaction - INFO - Epoch [8][1840/1921] lr: 1.500e-01, eta: 7:21:32, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1629 2020-11-26 20:27:40,236 - mmaction - INFO - Epoch [8][1860/1921] lr: 1.500e-01, eta: 7:21:08, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1625 2020-11-26 20:28:02,595 - mmaction - INFO - Epoch [8][1880/1921] lr: 1.500e-01, eta: 7:20:44, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1640 2020-11-26 20:28:25,051 - mmaction - INFO - Epoch [8][1900/1921] lr: 1.500e-01, eta: 7:20:21, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1565 2020-11-26 20:28:47,415 - mmaction - INFO - Epoch [8][1920/1921] lr: 1.500e-01, eta: 7:19:57, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1632 2020-11-26 20:28:50,312 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-11-26 20:34:41,969 - mmaction - INFO - Evaluating proposal ... 2020-11-26 20:35:48,795 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 20:35:48,796 - mmaction - INFO - Evaluating bbox ... 2020-11-26 20:44:10,456 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2363 2020-11-26 20:44:11,548 - mmaction - INFO - Epoch(val) [8][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2363 2020-11-26 20:45:16,119 - mmaction - INFO - Epoch [9][20/1921] lr: 1.500e-01, eta: 7:20:33, time: 3.228, data_time: 2.117, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1676 2020-11-26 20:45:38,322 - mmaction - INFO - Epoch [9][40/1921] lr: 1.500e-01, eta: 7:20:09, time: 1.110, data_time: 0.000, memory: 9523, loss_action_cls: 0.0442, recall@thr=0.5: 0.6743, prec@thr=0.5: 0.7601, recall@top3: 0.7916, prec@top3: 0.6372, recall@top5: 0.9186, prec@top5: 0.4528, loss: 0.0442, grad_norm: 0.1676 2020-11-26 20:46:00,563 - mmaction - INFO - Epoch [9][60/1921] lr: 1.500e-01, eta: 7:19:45, time: 1.112, data_time: 0.001, memory: 9523, loss_action_cls: 0.0438, recall@thr=0.5: 0.6737, prec@thr=0.5: 0.7648, recall@top3: 0.8033, prec@top3: 0.6456, recall@top5: 0.9285, prec@top5: 0.4566, loss: 0.0438, grad_norm: 0.1600 2020-11-26 20:46:22,920 - mmaction - INFO - Epoch [9][80/1921] lr: 1.500e-01, eta: 7:19:21, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0429, recall@thr=0.5: 0.6867, prec@thr=0.5: 0.7709, recall@top3: 0.7920, prec@top3: 0.6375, recall@top5: 0.9236, prec@top5: 0.4555, loss: 0.0429, grad_norm: 0.1636 2020-11-26 20:46:45,259 - mmaction - INFO - Epoch [9][100/1921] lr: 1.500e-01, eta: 7:18:58, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1656 2020-11-26 20:47:07,617 - mmaction - INFO - Epoch [9][120/1921] lr: 1.500e-01, eta: 7:18:34, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1770 2020-11-26 20:47:29,998 - mmaction - INFO - Epoch [9][140/1921] lr: 1.500e-01, eta: 7:18:10, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0428, recall@thr=0.5: 0.7077, prec@thr=0.5: 0.7846, recall@top3: 0.8075, prec@top3: 0.6698, recall@top5: 0.9280, prec@top5: 0.4740, loss: 0.0428, grad_norm: 0.1731 2020-11-26 20:47:52,380 - mmaction - INFO - Epoch [9][160/1921] lr: 1.500e-01, eta: 7:17:46, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1708 2020-11-26 20:48:14,783 - mmaction - INFO - Epoch [9][180/1921] lr: 1.500e-01, eta: 7:17:22, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1742 2020-11-26 20:48:37,149 - mmaction - INFO - Epoch [9][200/1921] lr: 1.500e-01, eta: 7:16:59, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1641 2020-11-26 20:48:59,544 - mmaction - INFO - Epoch [9][220/1921] lr: 1.500e-01, eta: 7:16:35, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0441, recall@thr=0.5: 0.6868, prec@thr=0.5: 0.7745, recall@top3: 0.8047, prec@top3: 0.6580, recall@top5: 0.9300, prec@top5: 0.4663, loss: 0.0441, grad_norm: 0.1619 2020-11-26 20:49:21,935 - mmaction - INFO - Epoch [9][240/1921] lr: 1.500e-01, eta: 7:16:11, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1659 2020-11-26 20:49:44,381 - mmaction - INFO - Epoch [9][260/1921] lr: 1.500e-01, eta: 7:15:47, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1597 2020-11-26 20:50:06,782 - mmaction - INFO - Epoch [9][280/1921] lr: 1.500e-01, eta: 7:15:24, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1640 2020-11-26 20:50:29,227 - mmaction - INFO - Epoch [9][300/1921] lr: 1.500e-01, eta: 7:15:00, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1606 2020-11-26 20:50:51,664 - mmaction - INFO - Epoch [9][320/1921] lr: 1.500e-01, eta: 7:14:36, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0443, recall@thr=0.5: 0.6748, prec@thr=0.5: 0.7479, recall@top3: 0.7926, prec@top3: 0.6407, recall@top5: 0.9258, prec@top5: 0.4587, loss: 0.0443, grad_norm: 0.1667 2020-11-26 20:51:14,093 - mmaction - INFO - Epoch [9][340/1921] lr: 1.500e-01, eta: 7:14:13, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1734 2020-11-26 20:51:36,573 - mmaction - INFO - Epoch [9][360/1921] lr: 1.500e-01, eta: 7:13:49, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1652 2020-11-26 20:51:58,972 - mmaction - INFO - Epoch [9][380/1921] lr: 1.500e-01, eta: 7:13:25, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1798 2020-11-26 20:52:21,474 - mmaction - INFO - Epoch [9][400/1921] lr: 1.500e-01, eta: 7:13:02, time: 1.125, data_time: 0.002, memory: 9523, loss_action_cls: 0.0447, recall@thr=0.5: 0.6665, prec@thr=0.5: 0.7529, recall@top3: 0.7914, prec@top3: 0.6365, recall@top5: 0.9222, prec@top5: 0.4566, loss: 0.0447, grad_norm: 0.1765 2020-11-26 20:52:43,901 - mmaction - INFO - Epoch [9][420/1921] lr: 1.500e-01, eta: 7:12:38, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1619 2020-11-26 20:53:06,340 - mmaction - INFO - Epoch [9][440/1921] lr: 1.500e-01, eta: 7:12:14, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1649 2020-11-26 20:53:28,786 - mmaction - INFO - Epoch [9][460/1921] lr: 1.500e-01, eta: 7:11:51, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1582 2020-11-26 20:53:51,193 - mmaction - INFO - Epoch [9][480/1921] lr: 1.500e-01, eta: 7:11:27, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1500 2020-11-26 20:54:13,613 - mmaction - INFO - Epoch [9][500/1921] lr: 1.500e-01, eta: 7:11:03, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1577 2020-11-26 20:54:36,024 - mmaction - INFO - Epoch [9][520/1921] lr: 1.500e-01, eta: 7:10:40, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1618 2020-11-26 20:54:58,437 - mmaction - INFO - Epoch [9][540/1921] lr: 1.500e-01, eta: 7:10:16, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1740 2020-11-26 20:55:20,858 - mmaction - INFO - Epoch [9][560/1921] lr: 1.500e-01, eta: 7:09:52, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1616 2020-11-26 20:55:43,258 - mmaction - INFO - Epoch [9][580/1921] lr: 1.500e-01, eta: 7:09:29, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0430, recall@thr=0.5: 0.6849, prec@thr=0.5: 0.7654, recall@top3: 0.7955, prec@top3: 0.6531, recall@top5: 0.9286, prec@top5: 0.4684, loss: 0.0430, grad_norm: 0.1648 2020-11-26 20:56:05,695 - mmaction - INFO - Epoch [9][600/1921] lr: 1.500e-01, eta: 7:09:05, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1695 2020-11-26 20:56:28,141 - mmaction - INFO - Epoch [9][620/1921] lr: 1.500e-01, eta: 7:08:41, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1617 2020-11-26 20:56:50,537 - mmaction - INFO - Epoch [9][640/1921] lr: 1.500e-01, eta: 7:08:18, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1638 2020-11-26 20:57:12,979 - mmaction - INFO - Epoch [9][660/1921] lr: 1.500e-01, eta: 7:07:54, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1730 2020-11-26 20:57:35,462 - mmaction - INFO - Epoch [9][680/1921] lr: 1.500e-01, eta: 7:07:31, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: 0.0423, recall@thr=0.5: 0.6905, prec@thr=0.5: 0.7678, recall@top3: 0.8036, prec@top3: 0.6571, recall@top5: 0.9283, prec@top5: 0.4659, loss: 0.0423, grad_norm: 0.1644 2020-11-26 20:57:57,859 - mmaction - INFO - Epoch [9][700/1921] lr: 1.500e-01, eta: 7:07:07, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1653 2020-11-26 20:58:20,346 - mmaction - INFO - Epoch [9][720/1921] lr: 1.500e-01, eta: 7:06:43, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1609 2020-11-26 20:58:42,807 - mmaction - INFO - Epoch [9][740/1921] lr: 1.500e-01, eta: 7:06:20, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1678 2020-11-26 20:59:05,319 - mmaction - INFO - Epoch [9][760/1921] lr: 1.500e-01, eta: 7:05:56, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: 0.0445, recall@thr=0.5: 0.6732, prec@thr=0.5: 0.7417, recall@top3: 0.7851, prec@top3: 0.6307, recall@top5: 0.9135, prec@top5: 0.4501, loss: 0.0445, grad_norm: 0.1755 2020-11-26 20:59:27,745 - mmaction - INFO - Epoch [9][780/1921] lr: 1.500e-01, eta: 7:05:33, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1693 2020-11-26 20:59:50,135 - mmaction - INFO - Epoch [9][800/1921] lr: 1.500e-01, eta: 7:05:09, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0447, recall@thr=0.5: 0.6672, prec@thr=0.5: 0.7448, recall@top3: 0.7933, prec@top3: 0.6449, recall@top5: 0.9267, prec@top5: 0.4614, loss: 0.0447, grad_norm: 0.1687 2020-11-26 21:00:12,594 - mmaction - INFO - Epoch [9][820/1921] lr: 1.500e-01, eta: 7:04:45, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: 0.0437, recall@thr=0.5: 0.6806, prec@thr=0.5: 0.7608, recall@top3: 0.7893, prec@top3: 0.6527, recall@top5: 0.9137, prec@top5: 0.4659, loss: 0.0437, grad_norm: 0.1672 2020-11-26 21:00:35,066 - mmaction - INFO - Epoch [9][840/1921] lr: 1.500e-01, eta: 7:04:22, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1561 2020-11-26 21:00:57,582 - mmaction - INFO - Epoch [9][860/1921] lr: 1.500e-01, eta: 7:03:58, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1561 2020-11-26 21:01:20,004 - mmaction - INFO - Epoch [9][880/1921] lr: 1.500e-01, eta: 7:03:35, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1622 2020-11-26 21:01:42,384 - mmaction - INFO - Epoch [9][900/1921] lr: 1.500e-01, eta: 7:03:11, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1592 2020-11-26 21:02:04,838 - mmaction - INFO - Epoch [9][920/1921] lr: 1.500e-01, eta: 7:02:48, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1614 2020-11-26 21:02:27,267 - mmaction - INFO - Epoch [9][940/1921] lr: 1.500e-01, eta: 7:02:24, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1619 2020-11-26 21:02:49,703 - mmaction - INFO - Epoch [9][960/1921] lr: 1.500e-01, eta: 7:02:00, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1609 2020-11-26 21:03:12,131 - mmaction - INFO - Epoch [9][980/1921] lr: 1.500e-01, eta: 7:01:37, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1638 2020-11-26 21:03:34,542 - mmaction - INFO - Epoch [9][1000/1921] lr: 1.500e-01, eta: 7:01:13, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1654 2020-11-26 21:03:57,020 - mmaction - INFO - Epoch [9][1020/1921] lr: 1.500e-01, eta: 7:00:50, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1563 2020-11-26 21:04:19,421 - mmaction - INFO - Epoch [9][1040/1921] lr: 1.500e-01, eta: 7:00:26, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1689 2020-11-26 21:04:41,857 - mmaction - INFO - Epoch [9][1060/1921] lr: 1.500e-01, eta: 7:00:02, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1799 2020-11-26 21:05:04,301 - mmaction - INFO - Epoch [9][1080/1921] lr: 1.500e-01, eta: 6:59:39, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1610 2020-11-26 21:05:26,714 - mmaction - INFO - Epoch [9][1100/1921] lr: 1.500e-01, eta: 6:59:15, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1633 2020-11-26 21:05:49,085 - mmaction - INFO - Epoch [9][1120/1921] lr: 1.500e-01, eta: 6:58:52, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1669 2020-11-26 21:06:11,505 - mmaction - INFO - Epoch [9][1140/1921] lr: 1.500e-01, eta: 6:58:28, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1709 2020-11-26 21:06:33,938 - mmaction - INFO - Epoch [9][1160/1921] lr: 1.500e-01, eta: 6:58:05, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0430, recall@thr=0.5: 0.6834, prec@thr=0.5: 0.7546, recall@top3: 0.7947, prec@top3: 0.6445, recall@top5: 0.9245, prec@top5: 0.4625, loss: 0.0430, grad_norm: 0.1597 2020-11-26 21:06:56,363 - mmaction - INFO - Epoch [9][1180/1921] lr: 1.500e-01, eta: 6:57:41, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1677 2020-11-26 21:07:18,861 - mmaction - INFO - Epoch [9][1200/1921] lr: 1.500e-01, eta: 6:57:17, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1576 2020-11-26 21:07:41,305 - mmaction - INFO - Epoch [9][1220/1921] lr: 1.500e-01, eta: 6:56:54, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1686 2020-11-26 21:08:03,724 - mmaction - INFO - Epoch [9][1240/1921] lr: 1.500e-01, eta: 6:56:30, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1636 2020-11-26 21:08:26,258 - mmaction - INFO - Epoch [9][1260/1921] lr: 1.500e-01, eta: 6:56:07, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1720 2020-11-26 21:08:48,707 - mmaction - INFO - Epoch [9][1280/1921] lr: 1.500e-01, eta: 6:55:43, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1678 2020-11-26 21:09:11,070 - mmaction - INFO - Epoch [9][1300/1921] lr: 1.500e-01, eta: 6:55:20, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0440, recall@thr=0.5: 0.6853, prec@thr=0.5: 0.7631, recall@top3: 0.7993, prec@top3: 0.6509, recall@top5: 0.9270, prec@top5: 0.4629, loss: 0.0440, grad_norm: 0.1753 2020-11-26 21:09:33,441 - mmaction - INFO - Epoch [9][1320/1921] lr: 1.500e-01, eta: 6:54:56, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1651 2020-11-26 21:09:55,854 - mmaction - INFO - Epoch [9][1340/1921] lr: 1.500e-01, eta: 6:54:33, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1773 2020-11-26 21:10:18,297 - mmaction - INFO - Epoch [9][1360/1921] lr: 1.500e-01, eta: 6:54:09, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1767 2020-11-26 21:10:40,707 - mmaction - INFO - Epoch [9][1380/1921] lr: 1.500e-01, eta: 6:53:46, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1559 2020-11-26 21:11:03,132 - mmaction - INFO - Epoch [9][1400/1921] lr: 1.500e-01, eta: 6:53:22, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1695 2020-11-26 21:11:25,528 - mmaction - INFO - Epoch [9][1420/1921] lr: 1.500e-01, eta: 6:52:58, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0432, recall@thr=0.5: 0.6837, prec@thr=0.5: 0.7656, recall@top3: 0.7926, prec@top3: 0.6408, recall@top5: 0.9261, prec@top5: 0.4587, loss: 0.0432, grad_norm: 0.1592 2020-11-26 21:11:47,941 - mmaction - INFO - Epoch [9][1440/1921] lr: 1.500e-01, eta: 6:52:35, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0438, recall@thr=0.5: 0.6699, prec@thr=0.5: 0.7614, recall@top3: 0.7942, prec@top3: 0.6414, recall@top5: 0.9250, prec@top5: 0.4564, loss: 0.0438, grad_norm: 0.1634 2020-11-26 21:12:10,337 - mmaction - INFO - Epoch [9][1460/1921] lr: 1.500e-01, eta: 6:52:11, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1662 2020-11-26 21:12:32,775 - mmaction - INFO - Epoch [9][1480/1921] lr: 1.500e-01, eta: 6:51:48, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1688 2020-11-26 21:12:55,294 - mmaction - INFO - Epoch [9][1500/1921] lr: 1.500e-01, eta: 6:51:24, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1603 2020-11-26 21:13:17,745 - mmaction - INFO - Epoch [9][1520/1921] lr: 1.500e-01, eta: 6:51:01, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1798 2020-11-26 21:13:40,194 - mmaction - INFO - Epoch [9][1540/1921] lr: 1.500e-01, eta: 6:50:37, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1514 2020-11-26 21:14:02,594 - mmaction - INFO - Epoch [9][1560/1921] lr: 1.500e-01, eta: 6:50:14, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1649 2020-11-26 21:14:25,027 - mmaction - INFO - Epoch [9][1580/1921] lr: 1.500e-01, eta: 6:49:50, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1632 2020-11-26 21:14:47,434 - mmaction - INFO - Epoch [9][1600/1921] lr: 1.500e-01, eta: 6:49:27, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1627 2020-11-26 21:15:09,885 - mmaction - INFO - Epoch [9][1620/1921] lr: 1.500e-01, eta: 6:49:03, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1633 2020-11-26 21:15:32,354 - mmaction - INFO - Epoch [9][1640/1921] lr: 1.500e-01, eta: 6:48:40, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: 0.0457, recall@thr=0.5: 0.6558, prec@thr=0.5: 0.7434, recall@top3: 0.7733, prec@top3: 0.6225, recall@top5: 0.9123, prec@top5: 0.4492, loss: 0.0457, grad_norm: 0.1789 2020-11-26 21:15:54,759 - mmaction - INFO - Epoch [9][1660/1921] lr: 1.500e-01, eta: 6:48:16, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1675 2020-11-26 21:16:17,197 - mmaction - INFO - Epoch [9][1680/1921] lr: 1.500e-01, eta: 6:47:53, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0441, recall@thr=0.5: 0.6792, prec@thr=0.5: 0.7607, recall@top3: 0.7868, prec@top3: 0.6428, recall@top5: 0.9185, prec@top5: 0.4606, loss: 0.0441, grad_norm: 0.1683 2020-11-26 21:16:39,570 - mmaction - INFO - Epoch [9][1700/1921] lr: 1.500e-01, eta: 6:47:29, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1587 2020-11-26 21:17:02,051 - mmaction - INFO - Epoch [9][1720/1921] lr: 1.500e-01, eta: 6:47:06, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1668 2020-11-26 21:17:24,486 - mmaction - INFO - Epoch [9][1740/1921] lr: 1.500e-01, eta: 6:46:42, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1605 2020-11-26 21:17:46,942 - mmaction - INFO - Epoch [9][1760/1921] lr: 1.500e-01, eta: 6:46:19, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: 0.0423, recall@thr=0.5: 0.6781, prec@thr=0.5: 0.7683, recall@top3: 0.7976, prec@top3: 0.6420, recall@top5: 0.9254, prec@top5: 0.4538, loss: 0.0423, grad_norm: 0.1627 2020-11-26 21:18:09,380 - mmaction - INFO - Epoch [9][1780/1921] lr: 1.500e-01, eta: 6:45:55, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1602 2020-11-26 21:18:31,851 - mmaction - INFO - Epoch [9][1800/1921] lr: 1.500e-01, eta: 6:45:32, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1575 2020-11-26 21:18:54,270 - mmaction - INFO - Epoch [9][1820/1921] lr: 1.500e-01, eta: 6:45:09, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1639 2020-11-26 21:19:16,734 - mmaction - INFO - Epoch [9][1840/1921] lr: 1.500e-01, eta: 6:44:45, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1673 2020-11-26 21:19:39,240 - mmaction - INFO - Epoch [9][1860/1921] lr: 1.500e-01, eta: 6:44:22, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1709 2020-11-26 21:20:01,704 - mmaction - INFO - Epoch [9][1880/1921] lr: 1.500e-01, eta: 6:43:58, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1575 2020-11-26 21:20:24,178 - mmaction - INFO - Epoch [9][1900/1921] lr: 1.500e-01, eta: 6:43:35, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1751 2020-11-26 21:20:46,622 - mmaction - INFO - Epoch [9][1920/1921] lr: 1.500e-01, eta: 6:43:11, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1810 2020-11-26 21:20:50,491 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-11-26 21:26:34,552 - mmaction - INFO - Evaluating proposal ... 2020-11-26 21:27:39,556 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 21:27:39,557 - mmaction - INFO - Evaluating bbox ... 2020-11-26 21:36:05,517 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2389 2020-11-26 21:36:06,620 - mmaction - INFO - Epoch(val) [9][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2389 2020-11-26 21:37:11,623 - mmaction - INFO - Epoch [10][20/1921] lr: 1.500e-01, eta: 6:43:37, time: 3.248, data_time: 2.138, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1697 2020-11-26 21:37:33,853 - mmaction - INFO - Epoch [10][40/1921] lr: 1.500e-01, eta: 6:43:14, time: 1.112, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1628 2020-11-26 21:37:56,115 - mmaction - INFO - Epoch [10][60/1921] lr: 1.500e-01, eta: 6:42:50, time: 1.113, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1604 2020-11-26 21:38:18,441 - mmaction - INFO - Epoch [10][80/1921] lr: 1.500e-01, eta: 6:42:26, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1548 2020-11-26 21:38:40,754 - mmaction - INFO - Epoch [10][100/1921] lr: 1.500e-01, eta: 6:42:02, time: 1.115, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1694 2020-11-26 21:39:03,133 - mmaction - INFO - Epoch [10][120/1921] lr: 1.500e-01, eta: 6:41:39, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1651 2020-11-26 21:39:25,486 - mmaction - INFO - Epoch [10][140/1921] lr: 1.500e-01, eta: 6:41:15, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1733 2020-11-26 21:39:47,849 - mmaction - INFO - Epoch [10][160/1921] lr: 1.500e-01, eta: 6:40:51, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0405, recall@thr=0.5: 0.6966, prec@thr=0.5: 0.7801, recall@top3: 0.8087, prec@top3: 0.6555, recall@top5: 0.9373, prec@top5: 0.4639, loss: 0.0405, grad_norm: 0.1629 2020-11-26 21:40:10,220 - mmaction - INFO - Epoch [10][180/1921] lr: 1.500e-01, eta: 6:40:28, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1596 2020-11-26 21:40:32,612 - mmaction - INFO - Epoch [10][200/1921] lr: 1.500e-01, eta: 6:40:04, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1754 2020-11-26 21:40:54,993 - mmaction - INFO - Epoch [10][220/1921] lr: 1.500e-01, eta: 6:39:41, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0428, recall@thr=0.5: 0.6852, prec@thr=0.5: 0.7714, recall@top3: 0.8048, prec@top3: 0.6501, recall@top5: 0.9238, prec@top5: 0.4592, loss: 0.0428, grad_norm: 0.1606 2020-11-26 21:41:17,370 - mmaction - INFO - Epoch [10][240/1921] lr: 1.500e-01, eta: 6:39:17, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1614 2020-11-26 21:41:39,792 - mmaction - INFO - Epoch [10][260/1921] lr: 1.500e-01, eta: 6:38:54, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0423, recall@thr=0.5: 0.6860, prec@thr=0.5: 0.7742, recall@top3: 0.8042, prec@top3: 0.6477, recall@top5: 0.9332, prec@top5: 0.4609, loss: 0.0423, grad_norm: 0.1633 2020-11-26 21:42:02,241 - mmaction - INFO - Epoch [10][280/1921] lr: 1.500e-01, eta: 6:38:30, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1690 2020-11-26 21:42:24,657 - mmaction - INFO - Epoch [10][300/1921] lr: 1.500e-01, eta: 6:38:06, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1586 2020-11-26 21:42:47,088 - mmaction - INFO - Epoch [10][320/1921] lr: 1.500e-01, eta: 6:37:43, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1686 2020-11-26 21:43:09,493 - mmaction - INFO - Epoch [10][340/1921] lr: 1.500e-01, eta: 6:37:19, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1676 2020-11-26 21:43:31,914 - mmaction - INFO - Epoch [10][360/1921] lr: 1.500e-01, eta: 6:36:56, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1709 2020-11-26 21:43:54,329 - mmaction - INFO - Epoch [10][380/1921] lr: 1.500e-01, eta: 6:36:32, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1716 2020-11-26 21:44:16,747 - mmaction - INFO - Epoch [10][400/1921] lr: 1.500e-01, eta: 6:36:09, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0410, recall@thr=0.5: 0.6954, prec@thr=0.5: 0.7881, recall@top3: 0.8051, prec@top3: 0.6557, recall@top5: 0.9272, prec@top5: 0.4616, loss: 0.0410, grad_norm: 0.1658 2020-11-26 21:44:39,208 - mmaction - INFO - Epoch [10][420/1921] lr: 1.500e-01, eta: 6:35:45, time: 1.123, data_time: 0.000, memory: 9523, loss_action_cls: 0.0448, recall@thr=0.5: 0.6740, prec@thr=0.5: 0.7650, recall@top3: 0.7858, prec@top3: 0.6475, recall@top5: 0.9162, prec@top5: 0.4640, loss: 0.0448, grad_norm: 0.1711 2020-11-26 21:45:01,639 - mmaction - INFO - Epoch [10][440/1921] lr: 1.500e-01, eta: 6:35:22, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0425, recall@thr=0.5: 0.6795, prec@thr=0.5: 0.7620, recall@top3: 0.7930, prec@top3: 0.6465, recall@top5: 0.9239, prec@top5: 0.4635, loss: 0.0425, grad_norm: 0.1637 2020-11-26 21:45:24,053 - mmaction - INFO - Epoch [10][460/1921] lr: 1.500e-01, eta: 6:34:58, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1724 2020-11-26 21:45:46,556 - mmaction - INFO - Epoch [10][480/1921] lr: 1.500e-01, eta: 6:34:35, time: 1.125, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1690 2020-11-26 21:46:09,048 - mmaction - INFO - Epoch [10][500/1921] lr: 1.500e-01, eta: 6:34:11, time: 1.124, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1645 2020-11-26 21:46:31,582 - mmaction - INFO - Epoch [10][520/1921] lr: 1.500e-01, eta: 6:33:48, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1720 2020-11-26 21:46:53,963 - mmaction - INFO - Epoch [10][540/1921] lr: 1.500e-01, eta: 6:33:24, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1761 2020-11-26 21:47:16,380 - mmaction - INFO - Epoch [10][560/1921] lr: 1.500e-01, eta: 6:33:01, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1670 2020-11-26 21:47:38,802 - mmaction - INFO - Epoch [10][580/1921] lr: 1.500e-01, eta: 6:32:37, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0442, recall@thr=0.5: 0.6836, prec@thr=0.5: 0.7646, recall@top3: 0.7968, prec@top3: 0.6395, recall@top5: 0.9135, prec@top5: 0.4506, loss: 0.0442, grad_norm: 0.1632 2020-11-26 21:48:01,199 - mmaction - INFO - Epoch [10][600/1921] lr: 1.500e-01, eta: 6:32:14, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1626 2020-11-26 21:48:23,598 - mmaction - INFO - Epoch [10][620/1921] lr: 1.500e-01, eta: 6:31:50, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0431, recall@thr=0.5: 0.6817, prec@thr=0.5: 0.7610, recall@top3: 0.7953, prec@top3: 0.6584, recall@top5: 0.9257, prec@top5: 0.4693, loss: 0.0431, grad_norm: 0.1708 2020-11-26 21:48:46,006 - mmaction - INFO - Epoch [10][640/1921] lr: 1.500e-01, eta: 6:31:27, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0429, recall@thr=0.5: 0.6855, prec@thr=0.5: 0.7653, recall@top3: 0.7895, prec@top3: 0.6407, recall@top5: 0.9178, prec@top5: 0.4590, loss: 0.0429, grad_norm: 0.1623 2020-11-26 21:49:08,380 - mmaction - INFO - Epoch [10][660/1921] lr: 1.500e-01, eta: 6:31:03, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1644 2020-11-26 21:49:30,806 - mmaction - INFO - Epoch [10][680/1921] lr: 1.500e-01, eta: 6:30:40, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0421, recall@thr=0.5: 0.6838, prec@thr=0.5: 0.7718, recall@top3: 0.8047, prec@top3: 0.6557, recall@top5: 0.9342, prec@top5: 0.4664, loss: 0.0421, grad_norm: 0.1679 2020-11-26 21:49:53,198 - mmaction - INFO - Epoch [10][700/1921] lr: 1.500e-01, eta: 6:30:16, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1597 2020-11-26 21:50:15,576 - mmaction - INFO - Epoch [10][720/1921] lr: 1.500e-01, eta: 6:29:53, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1591 2020-11-26 21:50:38,001 - mmaction - INFO - Epoch [10][740/1921] lr: 1.500e-01, eta: 6:29:29, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1625 2020-11-26 21:51:00,488 - mmaction - INFO - Epoch [10][760/1921] lr: 1.500e-01, eta: 6:29:06, time: 1.124, data_time: 0.000, memory: 9523, loss_action_cls: 0.0427, recall@thr=0.5: 0.7001, prec@thr=0.5: 0.7745, recall@top3: 0.8006, prec@top3: 0.6572, recall@top5: 0.9317, prec@top5: 0.4689, loss: 0.0427, grad_norm: 0.1748 2020-11-26 21:51:22,903 - mmaction - INFO - Epoch [10][780/1921] lr: 1.500e-01, eta: 6:28:42, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1709 2020-11-26 21:51:45,309 - mmaction - INFO - Epoch [10][800/1921] lr: 1.500e-01, eta: 6:28:19, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1671 2020-11-26 21:52:07,732 - mmaction - INFO - Epoch [10][820/1921] lr: 1.500e-01, eta: 6:27:55, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0433, recall@thr=0.5: 0.7003, prec@thr=0.5: 0.7770, recall@top3: 0.7940, prec@top3: 0.6526, recall@top5: 0.9202, prec@top5: 0.4631, loss: 0.0433, grad_norm: 0.1620 2020-11-26 21:52:30,139 - mmaction - INFO - Epoch [10][840/1921] lr: 1.500e-01, eta: 6:27:32, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0446, recall@thr=0.5: 0.6760, prec@thr=0.5: 0.7507, recall@top3: 0.7882, prec@top3: 0.6497, recall@top5: 0.9129, prec@top5: 0.4634, loss: 0.0446, grad_norm: 0.1719 2020-11-26 21:52:52,535 - mmaction - INFO - Epoch [10][860/1921] lr: 1.500e-01, eta: 6:27:08, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1567 2020-11-26 21:53:14,998 - mmaction - INFO - Epoch [10][880/1921] lr: 1.500e-01, eta: 6:26:45, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1695 2020-11-26 21:53:37,453 - mmaction - INFO - Epoch [10][900/1921] lr: 1.500e-01, eta: 6:26:21, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: 0.0438, recall@thr=0.5: 0.7040, prec@thr=0.5: 0.7826, recall@top3: 0.8065, prec@top3: 0.6607, recall@top5: 0.9240, prec@top5: 0.4663, loss: 0.0438, grad_norm: 0.1689 2020-11-26 21:53:59,890 - mmaction - INFO - Epoch [10][920/1921] lr: 1.500e-01, eta: 6:25:58, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1582 2020-11-26 21:54:22,320 - mmaction - INFO - Epoch [10][940/1921] lr: 1.500e-01, eta: 6:25:35, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0407, recall@thr=0.5: 0.7055, prec@thr=0.5: 0.7717, recall@top3: 0.8108, prec@top3: 0.6598, recall@top5: 0.9328, prec@top5: 0.4649, loss: 0.0407, grad_norm: 0.1664 2020-11-26 21:54:44,730 - mmaction - INFO - Epoch [10][960/1921] lr: 1.500e-01, eta: 6:25:11, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1743 2020-11-26 21:55:07,130 - mmaction - INFO - Epoch [10][980/1921] lr: 1.500e-01, eta: 6:24:48, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0434, recall@thr=0.5: 0.6733, prec@thr=0.5: 0.7615, recall@top3: 0.7928, prec@top3: 0.6419, recall@top5: 0.9217, prec@top5: 0.4591, loss: 0.0434, grad_norm: 0.1608 2020-11-26 21:55:29,524 - mmaction - INFO - Epoch [10][1000/1921] lr: 1.500e-01, eta: 6:24:24, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0425, recall@thr=0.5: 0.6862, prec@thr=0.5: 0.7596, recall@top3: 0.7947, prec@top3: 0.6501, recall@top5: 0.9278, prec@top5: 0.4670, loss: 0.0425, grad_norm: 0.1699 2020-11-26 21:55:51,927 - mmaction - INFO - Epoch [10][1020/1921] lr: 1.500e-01, eta: 6:24:01, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1735 2020-11-26 21:56:14,298 - mmaction - INFO - Epoch [10][1040/1921] lr: 1.500e-01, eta: 6:23:37, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1622 2020-11-26 21:56:36,685 - mmaction - INFO - Epoch [10][1060/1921] lr: 1.500e-01, eta: 6:23:14, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1705 2020-11-26 21:56:59,077 - mmaction - INFO - Epoch [10][1080/1921] lr: 1.500e-01, eta: 6:22:50, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1803 2020-11-26 21:57:21,549 - mmaction - INFO - Epoch [10][1100/1921] lr: 1.500e-01, eta: 6:22:27, time: 1.124, data_time: 0.000, memory: 9523, loss_action_cls: 0.0435, recall@thr=0.5: 0.6716, prec@thr=0.5: 0.7589, recall@top3: 0.7943, prec@top3: 0.6510, recall@top5: 0.9229, prec@top5: 0.4630, loss: 0.0435, grad_norm: 0.1702 2020-11-26 21:57:43,966 - mmaction - INFO - Epoch [10][1120/1921] lr: 1.500e-01, eta: 6:22:03, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1772 2020-11-26 21:58:06,374 - mmaction - INFO - Epoch [10][1140/1921] lr: 1.500e-01, eta: 6:21:40, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0427, recall@thr=0.5: 0.6821, prec@thr=0.5: 0.7610, recall@top3: 0.8033, prec@top3: 0.6510, recall@top5: 0.9266, prec@top5: 0.4616, loss: 0.0427, grad_norm: 0.1644 2020-11-26 21:58:28,761 - mmaction - INFO - Epoch [10][1160/1921] lr: 1.500e-01, eta: 6:21:16, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0431, recall@thr=0.5: 0.6762, prec@thr=0.5: 0.7586, recall@top3: 0.7934, prec@top3: 0.6480, recall@top5: 0.9287, prec@top5: 0.4654, loss: 0.0431, grad_norm: 0.1767 2020-11-26 21:58:51,178 - mmaction - INFO - Epoch [10][1180/1921] lr: 1.500e-01, eta: 6:20:53, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1673 2020-11-26 21:59:13,577 - mmaction - INFO - Epoch [10][1200/1921] lr: 1.500e-01, eta: 6:20:29, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1652 2020-11-26 21:59:36,013 - mmaction - INFO - Epoch [10][1220/1921] lr: 1.500e-01, eta: 6:20:06, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1635 2020-11-26 21:59:58,385 - mmaction - INFO - Epoch [10][1240/1921] lr: 1.500e-01, eta: 6:19:43, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1640 2020-11-26 22:00:20,745 - mmaction - INFO - Epoch [10][1260/1921] lr: 1.500e-01, eta: 6:19:19, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1712 2020-11-26 22:00:43,090 - mmaction - INFO - Epoch [10][1280/1921] lr: 1.500e-01, eta: 6:18:56, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: 0.0420, recall@thr=0.5: 0.6994, prec@thr=0.5: 0.7664, recall@top3: 0.8034, prec@top3: 0.6562, recall@top5: 0.9298, prec@top5: 0.4659, loss: 0.0420, grad_norm: 0.1714 2020-11-26 22:01:05,493 - mmaction - INFO - Epoch [10][1300/1921] lr: 1.500e-01, eta: 6:18:32, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1844 2020-11-26 22:01:27,907 - mmaction - INFO - Epoch [10][1320/1921] lr: 1.500e-01, eta: 6:18:09, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1821 2020-11-26 22:01:50,285 - mmaction - INFO - Epoch [10][1340/1921] lr: 1.500e-01, eta: 6:17:45, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0407, recall@thr=0.5: 0.6961, prec@thr=0.5: 0.7651, recall@top3: 0.8051, prec@top3: 0.6445, recall@top5: 0.9376, prec@top5: 0.4600, loss: 0.0407, grad_norm: 0.1669 2020-11-26 22:02:12,680 - mmaction - INFO - Epoch [10][1360/1921] lr: 1.500e-01, eta: 6:17:22, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1635 2020-11-26 22:02:35,059 - mmaction - INFO - Epoch [10][1380/1921] lr: 1.500e-01, eta: 6:16:58, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1755 2020-11-26 22:02:57,481 - mmaction - INFO - Epoch [10][1400/1921] lr: 1.500e-01, eta: 6:16:35, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1641 2020-11-26 22:03:19,864 - mmaction - INFO - Epoch [10][1420/1921] lr: 1.500e-01, eta: 6:16:11, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1730 2020-11-26 22:03:42,250 - mmaction - INFO - Epoch [10][1440/1921] lr: 1.500e-01, eta: 6:15:48, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1742 2020-11-26 22:04:04,641 - mmaction - INFO - Epoch [10][1460/1921] lr: 1.500e-01, eta: 6:15:25, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1659 2020-11-26 22:04:27,040 - mmaction - INFO - Epoch [10][1480/1921] lr: 1.500e-01, eta: 6:15:01, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1634 2020-11-26 22:04:49,448 - mmaction - INFO - Epoch [10][1500/1921] lr: 1.500e-01, eta: 6:14:38, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1672 2020-11-26 22:05:11,851 - mmaction - INFO - Epoch [10][1520/1921] lr: 1.500e-01, eta: 6:14:14, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1698 2020-11-26 22:05:34,236 - mmaction - INFO - Epoch [10][1540/1921] lr: 1.500e-01, eta: 6:13:51, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1660 2020-11-26 22:05:56,624 - mmaction - INFO - Epoch [10][1560/1921] lr: 1.500e-01, eta: 6:13:27, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1638 2020-11-26 22:06:19,033 - mmaction - INFO - Epoch [10][1580/1921] lr: 1.500e-01, eta: 6:13:04, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0440, recall@thr=0.5: 0.6576, prec@thr=0.5: 0.7488, recall@top3: 0.7863, prec@top3: 0.6329, recall@top5: 0.9159, prec@top5: 0.4517, loss: 0.0440, grad_norm: 0.1727 2020-11-26 22:06:41,410 - mmaction - INFO - Epoch [10][1600/1921] lr: 1.500e-01, eta: 6:12:41, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1695 2020-11-26 22:07:03,820 - mmaction - INFO - Epoch [10][1620/1921] lr: 1.500e-01, eta: 6:12:17, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0428, recall@thr=0.5: 0.6647, prec@thr=0.5: 0.7514, recall@top3: 0.7880, prec@top3: 0.6294, recall@top5: 0.9207, prec@top5: 0.4536, loss: 0.0428, grad_norm: 0.1690 2020-11-26 22:07:26,176 - mmaction - INFO - Epoch [10][1640/1921] lr: 1.500e-01, eta: 6:11:54, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1639 2020-11-26 22:07:48,557 - mmaction - INFO - Epoch [10][1660/1921] lr: 1.500e-01, eta: 6:11:30, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1690 2020-11-26 22:08:10,949 - mmaction - INFO - Epoch [10][1680/1921] lr: 1.500e-01, eta: 6:11:07, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1811 2020-11-26 22:08:33,315 - mmaction - INFO - Epoch [10][1700/1921] lr: 1.500e-01, eta: 6:10:43, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1683 2020-11-26 22:08:55,689 - mmaction - INFO - Epoch [10][1720/1921] lr: 1.500e-01, eta: 6:10:20, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1761 2020-11-26 22:09:18,175 - mmaction - INFO - Epoch [10][1740/1921] lr: 1.500e-01, eta: 6:09:57, time: 1.124, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1637 2020-11-26 22:09:40,573 - mmaction - INFO - Epoch [10][1760/1921] lr: 1.500e-01, eta: 6:09:33, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1606 2020-11-26 22:10:02,980 - mmaction - INFO - Epoch [10][1780/1921] lr: 1.500e-01, eta: 6:09:10, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0410, recall@thr=0.5: 0.7021, prec@thr=0.5: 0.7941, recall@top3: 0.8063, prec@top3: 0.6685, recall@top5: 0.9284, prec@top5: 0.4725, loss: 0.0410, grad_norm: 0.1660 2020-11-26 22:10:25,425 - mmaction - INFO - Epoch [10][1800/1921] lr: 1.500e-01, eta: 6:08:47, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0428, recall@thr=0.5: 0.6924, prec@thr=0.5: 0.7636, recall@top3: 0.8012, prec@top3: 0.6458, recall@top5: 0.9264, prec@top5: 0.4588, loss: 0.0428, grad_norm: 0.1680 2020-11-26 22:10:47,827 - mmaction - INFO - Epoch [10][1820/1921] lr: 1.500e-01, eta: 6:08:23, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1661 2020-11-26 22:11:10,214 - mmaction - INFO - Epoch [10][1840/1921] lr: 1.500e-01, eta: 6:08:00, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1876 2020-11-26 22:11:32,588 - mmaction - INFO - Epoch [10][1860/1921] lr: 1.500e-01, eta: 6:07:36, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1795 2020-11-26 22:11:54,973 - mmaction - INFO - Epoch [10][1880/1921] lr: 1.500e-01, eta: 6:07:13, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1713 2020-11-26 22:12:17,378 - mmaction - INFO - Epoch [10][1900/1921] lr: 1.500e-01, eta: 6:06:50, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0456, recall@thr=0.5: 0.6682, prec@thr=0.5: 0.7570, recall@top3: 0.7833, prec@top3: 0.6336, recall@top5: 0.9128, prec@top5: 0.4543, loss: 0.0456, grad_norm: 0.1665 2020-11-26 22:12:39,745 - mmaction - INFO - Epoch [10][1920/1921] lr: 1.500e-01, eta: 6:06:26, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0404, recall@thr=0.5: 0.6785, prec@thr=0.5: 0.7615, recall@top3: 0.8063, prec@top3: 0.6427, recall@top5: 0.9296, prec@top5: 0.4557, loss: 0.0404, grad_norm: 0.1668 2020-11-26 22:12:42,978 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-11-26 22:18:26,195 - mmaction - INFO - Evaluating proposal ... 2020-11-26 22:19:33,776 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 22:19:33,777 - mmaction - INFO - Evaluating bbox ... 2020-11-26 22:28:08,654 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2414 2020-11-26 22:28:09,786 - mmaction - INFO - Epoch(val) [10][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2414 2020-11-26 22:29:17,398 - mmaction - INFO - Epoch [11][20/1921] lr: 1.500e-02, eta: 6:06:46, time: 3.380, data_time: 2.254, memory: 9523, loss_action_cls: 0.0405, recall@thr=0.5: 0.7204, prec@thr=0.5: 0.7570, recall@top3: 0.8047, prec@top3: 0.6558, recall@top5: 0.9312, prec@top5: 0.4658, loss: 0.0405, grad_norm: 0.1732 2020-11-26 22:29:39,761 - mmaction - INFO - Epoch [11][40/1921] lr: 1.500e-02, eta: 6:06:22, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1637 2020-11-26 22:30:02,077 - mmaction - INFO - Epoch [11][60/1921] lr: 1.500e-02, eta: 6:05:59, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1488 2020-11-26 22:30:24,424 - mmaction - INFO - Epoch [11][80/1921] lr: 1.500e-02, eta: 6:05:35, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1566 2020-11-26 22:30:46,807 - mmaction - INFO - Epoch [11][100/1921] lr: 1.500e-02, eta: 6:05:12, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1553 2020-11-26 22:31:09,253 - mmaction - INFO - Epoch [11][120/1921] lr: 1.500e-02, eta: 6:04:48, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1645 2020-11-26 22:31:31,629 - mmaction - INFO - Epoch [11][140/1921] lr: 1.500e-02, eta: 6:04:25, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1613 2020-11-26 22:31:54,044 - mmaction - INFO - Epoch [11][160/1921] lr: 1.500e-02, eta: 6:04:01, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1588 2020-11-26 22:32:16,420 - mmaction - INFO - Epoch [11][180/1921] lr: 1.500e-02, eta: 6:03:38, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0393, recall@thr=0.5: 0.7073, prec@thr=0.5: 0.7895, recall@top3: 0.8147, prec@top3: 0.6663, recall@top5: 0.9359, prec@top5: 0.4706, loss: 0.0393, grad_norm: 0.1716 2020-11-26 22:32:38,794 - mmaction - INFO - Epoch [11][200/1921] lr: 1.500e-02, eta: 6:03:14, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0398, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.7808, recall@top3: 0.8106, prec@top3: 0.6518, recall@top5: 0.9285, prec@top5: 0.4605, loss: 0.0398, grad_norm: 0.1625 2020-11-26 22:33:01,216 - mmaction - INFO - Epoch [11][220/1921] lr: 1.500e-02, eta: 6:02:51, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1485 2020-11-26 22:33:23,710 - mmaction - INFO - Epoch [11][240/1921] lr: 1.500e-02, eta: 6:02:28, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: 0.0402, recall@thr=0.5: 0.7041, prec@thr=0.5: 0.7947, recall@top3: 0.8010, prec@top3: 0.6511, recall@top5: 0.9339, prec@top5: 0.4669, loss: 0.0402, grad_norm: 0.1619 2020-11-26 22:33:46,135 - mmaction - INFO - Epoch [11][260/1921] lr: 1.500e-02, eta: 6:02:04, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1601 2020-11-26 22:34:08,620 - mmaction - INFO - Epoch [11][280/1921] lr: 1.500e-02, eta: 6:01:41, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: 0.0412, recall@thr=0.5: 0.7003, prec@thr=0.5: 0.7774, recall@top3: 0.8121, prec@top3: 0.6587, recall@top5: 0.9330, prec@top5: 0.4654, loss: 0.0412, grad_norm: 0.1592 2020-11-26 22:34:31,155 - mmaction - INFO - Epoch [11][300/1921] lr: 1.500e-02, eta: 6:01:17, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1597 2020-11-26 22:34:53,592 - mmaction - INFO - Epoch [11][320/1921] lr: 1.500e-02, eta: 6:00:54, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1635 2020-11-26 22:35:16,066 - mmaction - INFO - Epoch [11][340/1921] lr: 1.500e-02, eta: 6:00:31, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1637 2020-11-26 22:35:38,518 - mmaction - INFO - Epoch [11][360/1921] lr: 1.500e-02, eta: 6:00:07, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1505 2020-11-26 22:36:01,197 - mmaction - INFO - Epoch [11][380/1921] lr: 1.500e-02, eta: 5:59:44, time: 1.134, data_time: 0.001, memory: 9523, loss_action_cls: 0.0380, recall@thr=0.5: 0.7173, prec@thr=0.5: 0.7934, recall@top3: 0.8272, prec@top3: 0.6566, recall@top5: 0.9388, prec@top5: 0.4583, loss: 0.0380, grad_norm: 0.1619 2020-11-26 22:36:24,067 - mmaction - INFO - Epoch [11][400/1921] lr: 1.500e-02, eta: 5:59:21, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: 0.0395, recall@thr=0.5: 0.7125, prec@thr=0.5: 0.7892, recall@top3: 0.8204, prec@top3: 0.6731, recall@top5: 0.9391, prec@top5: 0.4729, loss: 0.0395, grad_norm: 0.1598 2020-11-26 22:36:46,793 - mmaction - INFO - Epoch [11][420/1921] lr: 1.500e-02, eta: 5:58:58, time: 1.136, data_time: 0.001, memory: 9523, loss_action_cls: 0.0388, recall@thr=0.5: 0.7261, prec@thr=0.5: 0.8048, recall@top3: 0.8277, prec@top3: 0.6772, recall@top5: 0.9389, prec@top5: 0.4727, loss: 0.0388, grad_norm: 0.1601 2020-11-26 22:37:12,247 - mmaction - INFO - Epoch [11][440/1921] lr: 1.500e-02, eta: 5:58:38, time: 1.273, data_time: 0.002, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1524 2020-11-26 22:37:35,003 - mmaction - INFO - Epoch [11][460/1921] lr: 1.500e-02, eta: 5:58:14, time: 1.138, data_time: 0.001, memory: 9523, loss_action_cls: 0.0385, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7876, recall@top3: 0.8193, prec@top3: 0.6653, recall@top5: 0.9313, prec@top5: 0.4661, loss: 0.0385, grad_norm: 0.1632 2020-11-26 22:37:57,780 - mmaction - INFO - Epoch [11][480/1921] lr: 1.500e-02, eta: 5:57:51, time: 1.139, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1539 2020-11-26 22:38:20,488 - mmaction - INFO - Epoch [11][500/1921] lr: 1.500e-02, eta: 5:57:28, time: 1.136, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1645 2020-11-26 22:38:44,602 - mmaction - INFO - Epoch [11][520/1921] lr: 1.500e-02, eta: 5:57:06, time: 1.205, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1680 2020-11-26 22:39:07,326 - mmaction - INFO - Epoch [11][540/1921] lr: 1.500e-02, eta: 5:56:43, time: 1.137, data_time: 0.002, memory: 9523, loss_action_cls: 0.0383, recall@thr=0.5: 0.7291, prec@thr=0.5: 0.8003, recall@top3: 0.8212, prec@top3: 0.6679, recall@top5: 0.9410, prec@top5: 0.4710, loss: 0.0383, grad_norm: 0.1609 2020-11-26 22:39:29,931 - mmaction - INFO - Epoch [11][560/1921] lr: 1.500e-02, eta: 5:56:20, time: 1.130, data_time: 0.001, memory: 9523, loss_action_cls: 0.0377, recall@thr=0.5: 0.7138, prec@thr=0.5: 0.7937, recall@top3: 0.8234, prec@top3: 0.6722, recall@top5: 0.9382, prec@top5: 0.4694, loss: 0.0377, grad_norm: 0.1558 2020-11-26 22:39:52,666 - mmaction - INFO - Epoch [11][580/1921] lr: 1.500e-02, eta: 5:55:57, time: 1.137, data_time: 0.003, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1607 2020-11-26 22:40:16,846 - mmaction - INFO - Epoch [11][600/1921] lr: 1.500e-02, eta: 5:55:35, time: 1.209, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1702 2020-11-26 22:40:39,532 - mmaction - INFO - Epoch [11][620/1921] lr: 1.500e-02, eta: 5:55:12, time: 1.134, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1638 2020-11-26 22:41:02,271 - mmaction - INFO - Epoch [11][640/1921] lr: 1.500e-02, eta: 5:54:49, time: 1.137, data_time: 0.001, memory: 9523, loss_action_cls: 0.0399, recall@thr=0.5: 0.7059, prec@thr=0.5: 0.7923, recall@top3: 0.8098, prec@top3: 0.6637, recall@top5: 0.9273, prec@top5: 0.4674, loss: 0.0399, grad_norm: 0.1643 2020-11-26 22:41:25,101 - mmaction - INFO - Epoch [11][660/1921] lr: 1.500e-02, eta: 5:54:26, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: 0.0382, recall@thr=0.5: 0.7301, prec@thr=0.5: 0.7929, recall@top3: 0.8293, prec@top3: 0.6666, recall@top5: 0.9460, prec@top5: 0.4677, loss: 0.0382, grad_norm: 0.1579 2020-11-26 22:41:47,840 - mmaction - INFO - Epoch [11][680/1921] lr: 1.500e-02, eta: 5:54:03, time: 1.136, data_time: 0.001, memory: 9523, loss_action_cls: 0.0395, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7961, recall@top3: 0.8187, prec@top3: 0.6714, recall@top5: 0.9340, prec@top5: 0.4720, loss: 0.0395, grad_norm: 0.1664 2020-11-26 22:42:50,581 - mmaction - INFO - Epoch [11][700/1921] lr: 1.500e-02, eta: 5:54:17, time: 3.138, data_time: 0.002, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1603 2020-11-26 22:43:13,808 - mmaction - INFO - Epoch [11][720/1921] lr: 1.500e-02, eta: 5:53:54, time: 1.161, data_time: 0.001, memory: 9523, loss_action_cls: 0.0392, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7940, recall@top3: 0.8183, prec@top3: 0.6618, recall@top5: 0.9306, prec@top5: 0.4643, loss: 0.0392, grad_norm: 0.1674 2020-11-26 22:43:39,128 - mmaction - INFO - Epoch [11][740/1921] lr: 1.500e-02, eta: 5:53:33, time: 1.266, data_time: 0.002, memory: 9523, loss_action_cls: 0.0387, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.7999, recall@top3: 0.8277, prec@top3: 0.6609, recall@top5: 0.9344, prec@top5: 0.4610, loss: 0.0387, grad_norm: 0.1567 2020-11-26 22:44:56,991 - mmaction - INFO - Epoch [11][760/1921] lr: 1.500e-02, eta: 5:54:01, time: 3.894, data_time: 0.027, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1653 2020-11-26 22:46:44,509 - mmaction - INFO - Epoch [11][780/1921] lr: 1.500e-02, eta: 5:54:56, time: 5.375, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1621 2020-11-26 22:47:44,206 - mmaction - INFO - Epoch [11][800/1921] lr: 1.500e-02, eta: 5:55:07, time: 2.985, data_time: 0.002, memory: 9523, loss_action_cls: 0.0376, recall@thr=0.5: 0.7400, prec@thr=0.5: 0.7907, recall@top3: 0.8233, prec@top3: 0.6737, recall@top5: 0.9377, prec@top5: 0.4716, loss: 0.0376, grad_norm: 0.1586 2020-11-26 22:48:06,605 - mmaction - INFO - Epoch [11][820/1921] lr: 1.500e-02, eta: 5:54:43, time: 1.121, data_time: 0.002, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1582 2020-11-26 22:48:29,253 - mmaction - INFO - Epoch [11][840/1921] lr: 1.500e-02, eta: 5:54:19, time: 1.132, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1725 2020-11-26 22:49:35,369 - mmaction - INFO - Epoch [11][860/1921] lr: 1.500e-02, eta: 5:54:35, time: 3.306, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1730 2020-11-26 22:49:57,785 - mmaction - INFO - Epoch [11][880/1921] lr: 1.500e-02, eta: 5:54:11, time: 1.121, data_time: 0.006, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1639 2020-11-26 22:50:20,117 - mmaction - INFO - Epoch [11][900/1921] lr: 1.500e-02, eta: 5:53:47, time: 1.116, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1683 2020-11-26 22:50:42,487 - mmaction - INFO - Epoch [11][920/1921] lr: 1.500e-02, eta: 5:53:23, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1554 2020-11-26 22:51:04,926 - mmaction - INFO - Epoch [11][940/1921] lr: 1.500e-02, eta: 5:53:00, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1574 2020-11-26 22:54:17,755 - mmaction - INFO - Epoch [11][960/1921] lr: 1.500e-02, eta: 5:55:10, time: 9.642, data_time: 0.001, memory: 9523, loss_action_cls: 0.0386, recall@thr=0.5: 0.7373, prec@thr=0.5: 0.8078, recall@top3: 0.8280, prec@top3: 0.6651, recall@top5: 0.9379, prec@top5: 0.4646, loss: 0.0386, grad_norm: 0.1614 2020-11-26 22:54:40,013 - mmaction - INFO - Epoch [11][980/1921] lr: 1.500e-02, eta: 5:54:46, time: 1.113, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1582 2020-11-26 22:55:02,301 - mmaction - INFO - Epoch [11][1000/1921] lr: 1.500e-02, eta: 5:54:21, time: 1.115, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1651 2020-11-26 22:55:24,673 - mmaction - INFO - Epoch [11][1020/1921] lr: 1.500e-02, eta: 5:53:57, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1624 2020-11-26 22:55:47,027 - mmaction - INFO - Epoch [11][1040/1921] lr: 1.500e-02, eta: 5:53:33, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1687 2020-11-26 22:56:09,429 - mmaction - INFO - Epoch [11][1060/1921] lr: 1.500e-02, eta: 5:53:09, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1632 2020-11-26 22:56:31,905 - mmaction - INFO - Epoch [11][1080/1921] lr: 1.500e-02, eta: 5:52:44, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1687 2020-11-26 22:56:54,333 - mmaction - INFO - Epoch [11][1100/1921] lr: 1.500e-02, eta: 5:52:20, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1620 2020-11-26 22:57:16,695 - mmaction - INFO - Epoch [11][1120/1921] lr: 1.500e-02, eta: 5:51:56, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1712 2020-11-26 22:57:39,104 - mmaction - INFO - Epoch [11][1140/1921] lr: 1.500e-02, eta: 5:51:32, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1668 2020-11-26 22:58:01,465 - mmaction - INFO - Epoch [11][1160/1921] lr: 1.500e-02, eta: 5:51:08, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1708 2020-11-26 22:58:23,922 - mmaction - INFO - Epoch [11][1180/1921] lr: 1.500e-02, eta: 5:50:44, time: 1.123, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1700 2020-11-26 22:58:46,349 - mmaction - INFO - Epoch [11][1200/1921] lr: 1.500e-02, eta: 5:50:19, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0364, recall@thr=0.5: 0.7249, prec@thr=0.5: 0.8042, recall@top3: 0.8213, prec@top3: 0.6651, recall@top5: 0.9399, prec@top5: 0.4674, loss: 0.0364, grad_norm: 0.1729 2020-11-26 22:59:08,759 - mmaction - INFO - Epoch [11][1220/1921] lr: 1.500e-02, eta: 5:49:55, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1720 2020-11-26 22:59:31,202 - mmaction - INFO - Epoch [11][1240/1921] lr: 1.500e-02, eta: 5:49:31, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: 0.0392, recall@thr=0.5: 0.7059, prec@thr=0.5: 0.7896, recall@top3: 0.8187, prec@top3: 0.6619, recall@top5: 0.9292, prec@top5: 0.4625, loss: 0.0392, grad_norm: 0.1683 2020-11-26 22:59:53,617 - mmaction - INFO - Epoch [11][1260/1921] lr: 1.500e-02, eta: 5:49:07, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1557 2020-11-26 23:00:16,004 - mmaction - INFO - Epoch [11][1280/1921] lr: 1.500e-02, eta: 5:48:43, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1677 2020-11-26 23:00:38,423 - mmaction - INFO - Epoch [11][1300/1921] lr: 1.500e-02, eta: 5:48:19, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0394, recall@thr=0.5: 0.7387, prec@thr=0.5: 0.7989, recall@top3: 0.8271, prec@top3: 0.6662, recall@top5: 0.9370, prec@top5: 0.4627, loss: 0.0394, grad_norm: 0.1712 2020-11-26 23:01:00,853 - mmaction - INFO - Epoch [11][1320/1921] lr: 1.500e-02, eta: 5:47:54, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0381, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.7941, recall@top3: 0.8286, prec@top3: 0.6732, recall@top5: 0.9410, prec@top5: 0.4681, loss: 0.0381, grad_norm: 0.1650 2020-11-26 23:01:23,308 - mmaction - INFO - Epoch [11][1340/1921] lr: 1.500e-02, eta: 5:47:30, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: 0.0390, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7946, recall@top3: 0.8101, prec@top3: 0.6720, recall@top5: 0.9358, prec@top5: 0.4765, loss: 0.0390, grad_norm: 0.1681 2020-11-26 23:01:45,745 - mmaction - INFO - Epoch [11][1360/1921] lr: 1.500e-02, eta: 5:47:06, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1669 2020-11-26 23:02:08,136 - mmaction - INFO - Epoch [11][1380/1921] lr: 1.500e-02, eta: 5:46:42, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0371, recall@thr=0.5: 0.7317, prec@thr=0.5: 0.8014, recall@top3: 0.8319, prec@top3: 0.6738, recall@top5: 0.9462, prec@top5: 0.4702, loss: 0.0371, grad_norm: 0.1648 2020-11-26 23:02:30,572 - mmaction - INFO - Epoch [11][1400/1921] lr: 1.500e-02, eta: 5:46:18, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: 0.0394, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7929, recall@top3: 0.8137, prec@top3: 0.6628, recall@top5: 0.9326, prec@top5: 0.4658, loss: 0.0394, grad_norm: 0.1666 2020-11-26 23:02:52,977 - mmaction - INFO - Epoch [11][1420/1921] lr: 1.500e-02, eta: 5:45:54, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1680 2020-11-26 23:03:15,385 - mmaction - INFO - Epoch [11][1440/1921] lr: 1.500e-02, eta: 5:45:30, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0373, recall@thr=0.5: 0.7333, prec@thr=0.5: 0.8145, recall@top3: 0.8244, prec@top3: 0.6806, recall@top5: 0.9392, prec@top5: 0.4777, loss: 0.0373, grad_norm: 0.1651 2020-11-26 23:03:37,799 - mmaction - INFO - Epoch [11][1460/1921] lr: 1.500e-02, eta: 5:45:06, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1732 2020-11-26 23:04:00,248 - mmaction - INFO - Epoch [11][1480/1921] lr: 1.500e-02, eta: 5:44:42, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: 0.0396, recall@thr=0.5: 0.7170, prec@thr=0.5: 0.7930, recall@top3: 0.8088, prec@top3: 0.6624, recall@top5: 0.9355, prec@top5: 0.4708, loss: 0.0396, grad_norm: 0.1790 2020-11-26 23:04:22,643 - mmaction - INFO - Epoch [11][1500/1921] lr: 1.500e-02, eta: 5:44:17, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1637 2020-11-26 23:04:45,057 - mmaction - INFO - Epoch [11][1520/1921] lr: 1.500e-02, eta: 5:43:53, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0373, recall@thr=0.5: 0.7281, prec@thr=0.5: 0.8032, recall@top3: 0.8210, prec@top3: 0.6693, recall@top5: 0.9386, prec@top5: 0.4699, loss: 0.0373, grad_norm: 0.1715 2020-11-26 23:05:07,429 - mmaction - INFO - Epoch [11][1540/1921] lr: 1.500e-02, eta: 5:43:29, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1726 2020-11-26 23:05:29,776 - mmaction - INFO - Epoch [11][1560/1921] lr: 1.500e-02, eta: 5:43:05, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1586 2020-11-26 23:05:52,149 - mmaction - INFO - Epoch [11][1580/1921] lr: 1.500e-02, eta: 5:42:41, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1666 2020-11-26 23:06:14,544 - mmaction - INFO - Epoch [11][1600/1921] lr: 1.500e-02, eta: 5:42:17, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1576 2020-11-26 23:06:36,923 - mmaction - INFO - Epoch [11][1620/1921] lr: 1.500e-02, eta: 5:41:53, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1782 2020-11-26 23:06:59,331 - mmaction - INFO - Epoch [11][1640/1921] lr: 1.500e-02, eta: 5:41:29, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0396, recall@thr=0.5: 0.7172, prec@thr=0.5: 0.7881, recall@top3: 0.8198, prec@top3: 0.6631, recall@top5: 0.9346, prec@top5: 0.4663, loss: 0.0396, grad_norm: 0.1805 2020-11-26 23:07:21,797 - mmaction - INFO - Epoch [11][1660/1921] lr: 1.500e-02, eta: 5:41:04, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1634 2020-11-26 23:07:44,119 - mmaction - INFO - Epoch [11][1680/1921] lr: 1.500e-02, eta: 5:40:40, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: 0.0395, recall@thr=0.5: 0.7137, prec@thr=0.5: 0.7987, recall@top3: 0.8274, prec@top3: 0.6752, recall@top5: 0.9334, prec@top5: 0.4667, loss: 0.0395, grad_norm: 0.1700 2020-11-26 23:08:06,532 - mmaction - INFO - Epoch [11][1700/1921] lr: 1.500e-02, eta: 5:40:16, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0387, recall@thr=0.5: 0.7145, prec@thr=0.5: 0.7877, recall@top3: 0.8182, prec@top3: 0.6744, recall@top5: 0.9395, prec@top5: 0.4767, loss: 0.0387, grad_norm: 0.1744 2020-11-26 23:08:28,945 - mmaction - INFO - Epoch [11][1720/1921] lr: 1.500e-02, eta: 5:39:52, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1625 2020-11-26 23:08:51,383 - mmaction - INFO - Epoch [11][1740/1921] lr: 1.500e-02, eta: 5:39:28, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1632 2020-11-26 23:09:13,770 - mmaction - INFO - Epoch [11][1760/1921] lr: 1.500e-02, eta: 5:39:04, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0371, recall@thr=0.5: 0.7203, prec@thr=0.5: 0.7927, recall@top3: 0.8263, prec@top3: 0.6599, recall@top5: 0.9450, prec@top5: 0.4620, loss: 0.0371, grad_norm: 0.1698 2020-11-26 23:09:36,222 - mmaction - INFO - Epoch [11][1780/1921] lr: 1.500e-02, eta: 5:38:40, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1627 2020-11-26 23:09:58,635 - mmaction - INFO - Epoch [11][1800/1921] lr: 1.500e-02, eta: 5:38:16, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0368, recall@thr=0.5: 0.7434, prec@thr=0.5: 0.8139, recall@top3: 0.8399, prec@top3: 0.6849, recall@top5: 0.9487, prec@top5: 0.4753, loss: 0.0368, grad_norm: 0.1621 2020-11-26 23:10:21,084 - mmaction - INFO - Epoch [11][1820/1921] lr: 1.500e-02, eta: 5:37:52, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1700 2020-11-26 23:10:43,491 - mmaction - INFO - Epoch [11][1840/1921] lr: 1.500e-02, eta: 5:37:28, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0380, recall@thr=0.5: 0.7392, prec@thr=0.5: 0.7886, recall@top3: 0.8197, prec@top3: 0.6726, recall@top5: 0.9444, prec@top5: 0.4747, loss: 0.0380, grad_norm: 0.1651 2020-11-26 23:11:05,929 - mmaction - INFO - Epoch [11][1860/1921] lr: 1.500e-02, eta: 5:37:04, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0382, recall@thr=0.5: 0.7130, prec@thr=0.5: 0.7953, recall@top3: 0.8180, prec@top3: 0.6814, recall@top5: 0.9378, prec@top5: 0.4798, loss: 0.0382, grad_norm: 0.1721 2020-11-26 23:11:28,309 - mmaction - INFO - Epoch [11][1880/1921] lr: 1.500e-02, eta: 5:36:40, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1591 2020-11-26 23:11:50,697 - mmaction - INFO - Epoch [11][1900/1921] lr: 1.500e-02, eta: 5:36:16, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0367, recall@thr=0.5: 0.7458, prec@thr=0.5: 0.8131, recall@top3: 0.8420, prec@top3: 0.6820, recall@top5: 0.9469, prec@top5: 0.4724, loss: 0.0367, grad_norm: 0.1672 2020-11-26 23:12:13,043 - mmaction - INFO - Epoch [11][1920/1921] lr: 1.500e-02, eta: 5:35:52, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1756 2020-11-26 23:12:16,342 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-11-26 23:18:01,611 - mmaction - INFO - Evaluating proposal ... 2020-11-26 23:19:08,442 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 23:19:08,443 - mmaction - INFO - Evaluating bbox ... 2020-11-26 23:27:32,454 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2540 2020-11-26 23:27:33,553 - mmaction - INFO - Epoch(val) [11][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2540 2020-11-26 23:28:39,734 - mmaction - INFO - Epoch [12][20/1921] lr: 1.500e-02, eta: 5:36:01, time: 3.305, data_time: 2.201, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1723 2020-11-26 23:29:01,891 - mmaction - INFO - Epoch [12][40/1921] lr: 1.500e-02, eta: 5:35:37, time: 1.108, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1721 2020-11-26 23:29:24,265 - mmaction - INFO - Epoch [12][60/1921] lr: 1.500e-02, eta: 5:35:13, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0380, recall@thr=0.5: 0.7324, prec@thr=0.5: 0.7874, recall@top3: 0.8211, prec@top3: 0.6675, recall@top5: 0.9401, prec@top5: 0.4672, loss: 0.0380, grad_norm: 0.1775 2020-11-26 23:29:46,524 - mmaction - INFO - Epoch [12][80/1921] lr: 1.500e-02, eta: 5:34:48, time: 1.113, data_time: 0.001, memory: 9523, loss_action_cls: 0.0372, recall@thr=0.5: 0.7374, prec@thr=0.5: 0.8093, recall@top3: 0.8352, prec@top3: 0.6783, recall@top5: 0.9427, prec@top5: 0.4712, loss: 0.0372, grad_norm: 0.1713 2020-11-26 23:30:08,798 - mmaction - INFO - Epoch [12][100/1921] lr: 1.500e-02, eta: 5:34:24, time: 1.114, data_time: 0.000, memory: 9523, loss_action_cls: 0.0381, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.7900, recall@top3: 0.8233, prec@top3: 0.6748, recall@top5: 0.9365, prec@top5: 0.4707, loss: 0.0381, grad_norm: 0.1634 2020-11-26 23:30:31,178 - mmaction - INFO - Epoch [12][120/1921] lr: 1.500e-02, eta: 5:34:00, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1864 2020-11-26 23:30:53,468 - mmaction - INFO - Epoch [12][140/1921] lr: 1.500e-02, eta: 5:33:36, time: 1.114, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1700 2020-11-26 23:31:15,819 - mmaction - INFO - Epoch [12][160/1921] lr: 1.500e-02, eta: 5:33:12, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1606 2020-11-26 23:31:38,177 - mmaction - INFO - Epoch [12][180/1921] lr: 1.500e-02, eta: 5:32:48, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1648 2020-11-26 23:32:00,506 - mmaction - INFO - Epoch [12][200/1921] lr: 1.500e-02, eta: 5:32:23, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1754 2020-11-26 23:32:22,892 - mmaction - INFO - Epoch [12][220/1921] lr: 1.500e-02, eta: 5:31:59, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1702 2020-11-26 23:32:45,237 - mmaction - INFO - Epoch [12][240/1921] lr: 1.500e-02, eta: 5:31:35, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1730 2020-11-26 23:33:07,663 - mmaction - INFO - Epoch [12][260/1921] lr: 1.500e-02, eta: 5:31:11, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0388, recall@thr=0.5: 0.7294, prec@thr=0.5: 0.8078, recall@top3: 0.8142, prec@top3: 0.6798, recall@top5: 0.9392, prec@top5: 0.4810, loss: 0.0388, grad_norm: 0.1692 2020-11-26 23:33:30,039 - mmaction - INFO - Epoch [12][280/1921] lr: 1.500e-02, eta: 5:30:47, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1660 2020-11-26 23:33:52,424 - mmaction - INFO - Epoch [12][300/1921] lr: 1.500e-02, eta: 5:30:23, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1690 2020-11-26 23:34:14,814 - mmaction - INFO - Epoch [12][320/1921] lr: 1.500e-02, eta: 5:29:59, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1813 2020-11-26 23:34:37,155 - mmaction - INFO - Epoch [12][340/1921] lr: 1.500e-02, eta: 5:29:35, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1661 2020-11-26 23:34:59,527 - mmaction - INFO - Epoch [12][360/1921] lr: 1.500e-02, eta: 5:29:11, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1718 2020-11-26 23:35:21,910 - mmaction - INFO - Epoch [12][380/1921] lr: 1.500e-02, eta: 5:28:46, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1782 2020-11-26 23:35:44,299 - mmaction - INFO - Epoch [12][400/1921] lr: 1.500e-02, eta: 5:28:22, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0391, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7970, recall@top3: 0.8275, prec@top3: 0.6632, recall@top5: 0.9387, prec@top5: 0.4634, loss: 0.0391, grad_norm: 0.1724 2020-11-26 23:36:06,654 - mmaction - INFO - Epoch [12][420/1921] lr: 1.500e-02, eta: 5:27:58, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1652 2020-11-26 23:36:29,068 - mmaction - INFO - Epoch [12][440/1921] lr: 1.500e-02, eta: 5:27:34, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1774 2020-11-26 23:36:51,397 - mmaction - INFO - Epoch [12][460/1921] lr: 1.500e-02, eta: 5:27:10, time: 1.116, data_time: 0.000, memory: 9523, loss_action_cls: 0.0371, recall@thr=0.5: 0.7337, prec@thr=0.5: 0.8012, recall@top3: 0.8301, prec@top3: 0.6757, recall@top5: 0.9478, prec@top5: 0.4752, loss: 0.0371, grad_norm: 0.1708 2020-11-26 23:37:13,788 - mmaction - INFO - Epoch [12][480/1921] lr: 1.500e-02, eta: 5:26:46, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0367, recall@thr=0.5: 0.7443, prec@thr=0.5: 0.8056, recall@top3: 0.8310, prec@top3: 0.6788, recall@top5: 0.9461, prec@top5: 0.4737, loss: 0.0367, grad_norm: 0.1761 2020-11-26 23:37:36,197 - mmaction - INFO - Epoch [12][500/1921] lr: 1.500e-02, eta: 5:26:22, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0374, recall@thr=0.5: 0.7273, prec@thr=0.5: 0.8111, recall@top3: 0.8326, prec@top3: 0.6654, recall@top5: 0.9407, prec@top5: 0.4620, loss: 0.0374, grad_norm: 0.1641 2020-11-26 23:37:58,538 - mmaction - INFO - Epoch [12][520/1921] lr: 1.500e-02, eta: 5:25:58, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1720 2020-11-26 23:38:21,021 - mmaction - INFO - Epoch [12][540/1921] lr: 1.500e-02, eta: 5:25:34, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1828 2020-11-26 23:38:43,395 - mmaction - INFO - Epoch [12][560/1921] lr: 1.500e-02, eta: 5:25:10, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0389, recall@thr=0.5: 0.7288, prec@thr=0.5: 0.7970, recall@top3: 0.8210, prec@top3: 0.6547, recall@top5: 0.9302, prec@top5: 0.4548, loss: 0.0389, grad_norm: 0.1720 2020-11-26 23:39:05,799 - mmaction - INFO - Epoch [12][580/1921] lr: 1.500e-02, eta: 5:24:46, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0376, recall@thr=0.5: 0.7227, prec@thr=0.5: 0.8078, recall@top3: 0.8320, prec@top3: 0.6748, recall@top5: 0.9494, prec@top5: 0.4756, loss: 0.0376, grad_norm: 0.1733 2020-11-26 23:39:28,156 - mmaction - INFO - Epoch [12][600/1921] lr: 1.500e-02, eta: 5:24:22, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1642 2020-11-26 23:39:50,576 - mmaction - INFO - Epoch [12][620/1921] lr: 1.500e-02, eta: 5:23:58, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1813 2020-11-26 23:40:12,921 - mmaction - INFO - Epoch [12][640/1921] lr: 1.500e-02, eta: 5:23:34, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1609 2020-11-26 23:40:35,269 - mmaction - INFO - Epoch [12][660/1921] lr: 1.500e-02, eta: 5:23:10, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1689 2020-11-26 23:40:57,613 - mmaction - INFO - Epoch [12][680/1921] lr: 1.500e-02, eta: 5:22:46, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1679 2020-11-26 23:41:19,959 - mmaction - INFO - Epoch [12][700/1921] lr: 1.500e-02, eta: 5:22:22, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1675 2020-11-26 23:41:42,375 - mmaction - INFO - Epoch [12][720/1921] lr: 1.500e-02, eta: 5:21:58, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1745 2020-11-26 23:42:04,763 - mmaction - INFO - Epoch [12][740/1921] lr: 1.500e-02, eta: 5:21:34, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1696 2020-11-26 23:42:27,132 - mmaction - INFO - Epoch [12][760/1921] lr: 1.500e-02, eta: 5:21:09, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0376, recall@thr=0.5: 0.7476, prec@thr=0.5: 0.8009, recall@top3: 0.8315, prec@top3: 0.6851, recall@top5: 0.9475, prec@top5: 0.4803, loss: 0.0376, grad_norm: 0.1724 2020-11-26 23:42:49,534 - mmaction - INFO - Epoch [12][780/1921] lr: 1.500e-02, eta: 5:20:45, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1715 2020-11-26 23:43:11,880 - mmaction - INFO - Epoch [12][800/1921] lr: 1.500e-02, eta: 5:20:21, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1734 2020-11-26 23:43:34,280 - mmaction - INFO - Epoch [12][820/1921] lr: 1.500e-02, eta: 5:19:57, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0373, recall@thr=0.5: 0.7398, prec@thr=0.5: 0.8041, recall@top3: 0.8283, prec@top3: 0.6751, recall@top5: 0.9422, prec@top5: 0.4746, loss: 0.0373, grad_norm: 0.1662 2020-11-26 23:43:56,671 - mmaction - INFO - Epoch [12][840/1921] lr: 1.500e-02, eta: 5:19:33, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0390, recall@thr=0.5: 0.7337, prec@thr=0.5: 0.7884, recall@top3: 0.8281, prec@top3: 0.6691, recall@top5: 0.9376, prec@top5: 0.4669, loss: 0.0390, grad_norm: 0.1780 2020-11-26 23:44:19,127 - mmaction - INFO - Epoch [12][860/1921] lr: 1.500e-02, eta: 5:19:09, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: 0.0381, recall@thr=0.5: 0.7161, prec@thr=0.5: 0.7935, recall@top3: 0.8211, prec@top3: 0.6785, recall@top5: 0.9365, prec@top5: 0.4740, loss: 0.0381, grad_norm: 0.1747 2020-11-26 23:44:41,481 - mmaction - INFO - Epoch [12][880/1921] lr: 1.500e-02, eta: 5:18:45, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0357, recall@thr=0.5: 0.7434, prec@thr=0.5: 0.8042, recall@top3: 0.8358, prec@top3: 0.6779, recall@top5: 0.9425, prec@top5: 0.4703, loss: 0.0357, grad_norm: 0.1675 2020-11-26 23:45:03,938 - mmaction - INFO - Epoch [12][900/1921] lr: 1.500e-02, eta: 5:18:21, time: 1.123, data_time: 0.000, memory: 9523, loss_action_cls: 0.0378, recall@thr=0.5: 0.7310, prec@thr=0.5: 0.7962, recall@top3: 0.8332, prec@top3: 0.6641, recall@top5: 0.9469, prec@top5: 0.4617, loss: 0.0378, grad_norm: 0.1787 2020-11-26 23:45:26,326 - mmaction - INFO - Epoch [12][920/1921] lr: 1.500e-02, eta: 5:17:57, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1758 2020-11-26 23:45:48,658 - mmaction - INFO - Epoch [12][940/1921] lr: 1.500e-02, eta: 5:17:33, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: 0.0382, recall@thr=0.5: 0.7300, prec@thr=0.5: 0.7986, recall@top3: 0.8276, prec@top3: 0.6594, recall@top5: 0.9407, prec@top5: 0.4616, loss: 0.0382, grad_norm: 0.1730 2020-11-26 23:46:10,997 - mmaction - INFO - Epoch [12][960/1921] lr: 1.500e-02, eta: 5:17:09, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: 0.0364, recall@thr=0.5: 0.7392, prec@thr=0.5: 0.8112, recall@top3: 0.8334, prec@top3: 0.6669, recall@top5: 0.9446, prec@top5: 0.4672, loss: 0.0364, grad_norm: 0.1721 2020-11-26 23:46:33,419 - mmaction - INFO - Epoch [12][980/1921] lr: 1.500e-02, eta: 5:16:45, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1657 2020-11-26 23:46:55,828 - mmaction - INFO - Epoch [12][1000/1921] lr: 1.500e-02, eta: 5:16:22, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1742 2020-11-26 23:47:18,247 - mmaction - INFO - Epoch [12][1020/1921] lr: 1.500e-02, eta: 5:15:58, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0358, recall@thr=0.5: 0.7519, prec@thr=0.5: 0.8150, recall@top3: 0.8397, prec@top3: 0.6784, recall@top5: 0.9467, prec@top5: 0.4677, loss: 0.0358, grad_norm: 0.1766 2020-11-26 23:47:40,606 - mmaction - INFO - Epoch [12][1040/1921] lr: 1.500e-02, eta: 5:15:34, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1722 2020-11-26 23:48:02,958 - mmaction - INFO - Epoch [12][1060/1921] lr: 1.500e-02, eta: 5:15:10, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1647 2020-11-26 23:48:25,324 - mmaction - INFO - Epoch [12][1080/1921] lr: 1.500e-02, eta: 5:14:46, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0389, recall@thr=0.5: 0.7280, prec@thr=0.5: 0.7909, recall@top3: 0.8173, prec@top3: 0.6677, recall@top5: 0.9388, prec@top5: 0.4703, loss: 0.0389, grad_norm: 0.1816 2020-11-26 23:48:47,677 - mmaction - INFO - Epoch [12][1100/1921] lr: 1.500e-02, eta: 5:14:22, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1672 2020-11-26 23:49:10,120 - mmaction - INFO - Epoch [12][1120/1921] lr: 1.500e-02, eta: 5:13:58, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1744 2020-11-26 23:49:32,479 - mmaction - INFO - Epoch [12][1140/1921] lr: 1.500e-02, eta: 5:13:34, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1774 2020-11-26 23:49:54,915 - mmaction - INFO - Epoch [12][1160/1921] lr: 1.500e-02, eta: 5:13:10, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0369, recall@thr=0.5: 0.7437, prec@thr=0.5: 0.8039, recall@top3: 0.8342, prec@top3: 0.6807, recall@top5: 0.9429, prec@top5: 0.4741, loss: 0.0369, grad_norm: 0.1725 2020-11-26 23:50:17,299 - mmaction - INFO - Epoch [12][1180/1921] lr: 1.500e-02, eta: 5:12:46, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0384, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.7917, recall@top3: 0.8286, prec@top3: 0.6690, recall@top5: 0.9382, prec@top5: 0.4638, loss: 0.0384, grad_norm: 0.1714 2020-11-26 23:50:39,701 - mmaction - INFO - Epoch [12][1200/1921] lr: 1.500e-02, eta: 5:12:22, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1863 2020-11-26 23:51:02,101 - mmaction - INFO - Epoch [12][1220/1921] lr: 1.500e-02, eta: 5:11:58, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0372, recall@thr=0.5: 0.7431, prec@thr=0.5: 0.8007, recall@top3: 0.8374, prec@top3: 0.6664, recall@top5: 0.9429, prec@top5: 0.4629, loss: 0.0372, grad_norm: 0.1673 2020-11-26 23:51:24,489 - mmaction - INFO - Epoch [12][1240/1921] lr: 1.500e-02, eta: 5:11:34, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1639 2020-11-26 23:51:46,906 - mmaction - INFO - Epoch [12][1260/1921] lr: 1.500e-02, eta: 5:11:10, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1721 2020-11-26 23:52:09,246 - mmaction - INFO - Epoch [12][1280/1921] lr: 1.500e-02, eta: 5:10:46, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: 0.0370, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8023, recall@top3: 0.8326, prec@top3: 0.6760, recall@top5: 0.9382, prec@top5: 0.4692, loss: 0.0370, grad_norm: 0.1667 2020-11-26 23:52:31,638 - mmaction - INFO - Epoch [12][1300/1921] lr: 1.500e-02, eta: 5:10:22, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1710 2020-11-26 23:52:54,060 - mmaction - INFO - Epoch [12][1320/1921] lr: 1.500e-02, eta: 5:09:58, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0396, recall@thr=0.5: 0.7098, prec@thr=0.5: 0.7871, recall@top3: 0.8147, prec@top3: 0.6649, recall@top5: 0.9319, prec@top5: 0.4677, loss: 0.0396, grad_norm: 0.1775 2020-11-26 23:53:16,504 - mmaction - INFO - Epoch [12][1340/1921] lr: 1.500e-02, eta: 5:09:34, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0369, recall@thr=0.5: 0.7441, prec@thr=0.5: 0.8064, recall@top3: 0.8375, prec@top3: 0.6771, recall@top5: 0.9413, prec@top5: 0.4689, loss: 0.0369, grad_norm: 0.1711 2020-11-26 23:53:38,953 - mmaction - INFO - Epoch [12][1360/1921] lr: 1.500e-02, eta: 5:09:10, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1650 2020-11-26 23:54:01,365 - mmaction - INFO - Epoch [12][1380/1921] lr: 1.500e-02, eta: 5:08:46, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1848 2020-11-26 23:54:23,833 - mmaction - INFO - Epoch [12][1400/1921] lr: 1.500e-02, eta: 5:08:23, time: 1.123, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1659 2020-11-26 23:54:46,174 - mmaction - INFO - Epoch [12][1420/1921] lr: 1.500e-02, eta: 5:07:59, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1809 2020-11-26 23:55:08,565 - mmaction - INFO - Epoch [12][1440/1921] lr: 1.500e-02, eta: 5:07:35, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1786 2020-11-26 23:55:30,934 - mmaction - INFO - Epoch [12][1460/1921] lr: 1.500e-02, eta: 5:07:11, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1829 2020-11-26 23:55:53,293 - mmaction - INFO - Epoch [12][1480/1921] lr: 1.500e-02, eta: 5:06:47, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1853 2020-11-26 23:56:15,780 - mmaction - INFO - Epoch [12][1500/1921] lr: 1.500e-02, eta: 5:06:23, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1737 2020-11-26 23:56:38,212 - mmaction - INFO - Epoch [12][1520/1921] lr: 1.500e-02, eta: 5:05:59, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0367, recall@thr=0.5: 0.7303, prec@thr=0.5: 0.8003, recall@top3: 0.8262, prec@top3: 0.6735, recall@top5: 0.9350, prec@top5: 0.4684, loss: 0.0367, grad_norm: 0.1793 2020-11-26 23:57:00,667 - mmaction - INFO - Epoch [12][1540/1921] lr: 1.500e-02, eta: 5:05:35, time: 1.123, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1875 2020-11-26 23:57:23,087 - mmaction - INFO - Epoch [12][1560/1921] lr: 1.500e-02, eta: 5:05:11, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1755 2020-11-26 23:57:45,496 - mmaction - INFO - Epoch [12][1580/1921] lr: 1.500e-02, eta: 5:04:47, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1742 2020-11-26 23:58:07,908 - mmaction - INFO - Epoch [12][1600/1921] lr: 1.500e-02, eta: 5:04:24, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0380, recall@thr=0.5: 0.7347, prec@thr=0.5: 0.7975, recall@top3: 0.8266, prec@top3: 0.6745, recall@top5: 0.9427, prec@top5: 0.4729, loss: 0.0380, grad_norm: 0.1741 2020-11-26 23:58:30,262 - mmaction - INFO - Epoch [12][1620/1921] lr: 1.500e-02, eta: 5:04:00, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1655 2020-11-26 23:58:52,710 - mmaction - INFO - Epoch [12][1640/1921] lr: 1.500e-02, eta: 5:03:36, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1763 2020-11-26 23:59:15,097 - mmaction - INFO - Epoch [12][1660/1921] lr: 1.500e-02, eta: 5:03:12, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1794 2020-11-26 23:59:37,497 - mmaction - INFO - Epoch [12][1680/1921] lr: 1.500e-02, eta: 5:02:48, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0372, recall@thr=0.5: 0.7168, prec@thr=0.5: 0.7961, recall@top3: 0.8277, prec@top3: 0.6669, recall@top5: 0.9439, prec@top5: 0.4677, loss: 0.0372, grad_norm: 0.1817 2020-11-26 23:59:59,976 - mmaction - INFO - Epoch [12][1700/1921] lr: 1.500e-02, eta: 5:02:24, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1921 2020-11-27 00:00:22,591 - mmaction - INFO - Epoch [12][1720/1921] lr: 1.500e-02, eta: 5:02:00, time: 1.130, data_time: 0.001, memory: 9523, loss_action_cls: 0.0358, recall@thr=0.5: 0.7471, prec@thr=0.5: 0.8176, recall@top3: 0.8390, prec@top3: 0.6663, recall@top5: 0.9488, prec@top5: 0.4637, loss: 0.0358, grad_norm: 0.1691 2020-11-27 00:00:45,002 - mmaction - INFO - Epoch [12][1740/1921] lr: 1.500e-02, eta: 5:01:37, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1715 2020-11-27 00:01:07,419 - mmaction - INFO - Epoch [12][1760/1921] lr: 1.500e-02, eta: 5:01:13, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1648 2020-11-27 00:01:29,817 - mmaction - INFO - Epoch [12][1780/1921] lr: 1.500e-02, eta: 5:00:49, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0363, recall@thr=0.5: 0.7462, prec@thr=0.5: 0.8081, recall@top3: 0.8371, prec@top3: 0.6665, recall@top5: 0.9416, prec@top5: 0.4602, loss: 0.0363, grad_norm: 0.1728 2020-11-27 00:01:52,297 - mmaction - INFO - Epoch [12][1800/1921] lr: 1.500e-02, eta: 5:00:25, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: 0.0407, recall@thr=0.5: 0.7261, prec@thr=0.5: 0.7970, recall@top3: 0.8118, prec@top3: 0.6673, recall@top5: 0.9291, prec@top5: 0.4702, loss: 0.0407, grad_norm: 0.2017 2020-11-27 00:02:14,682 - mmaction - INFO - Epoch [12][1820/1921] lr: 1.500e-02, eta: 5:00:01, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1735 2020-11-27 00:02:37,018 - mmaction - INFO - Epoch [12][1840/1921] lr: 1.500e-02, eta: 4:59:37, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1794 2020-11-27 00:02:59,402 - mmaction - INFO - Epoch [12][1860/1921] lr: 1.500e-02, eta: 4:59:13, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0374, recall@thr=0.5: 0.7323, prec@thr=0.5: 0.8074, recall@top3: 0.8259, prec@top3: 0.6739, recall@top5: 0.9356, prec@top5: 0.4696, loss: 0.0374, grad_norm: 0.1757 2020-11-27 00:03:22,050 - mmaction - INFO - Epoch [12][1880/1921] lr: 1.500e-02, eta: 4:58:50, time: 1.132, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1861 2020-11-27 00:03:44,421 - mmaction - INFO - Epoch [12][1900/1921] lr: 1.500e-02, eta: 4:58:26, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1779 2020-11-27 00:04:06,837 - mmaction - INFO - Epoch [12][1920/1921] lr: 1.500e-02, eta: 4:58:02, time: 1.121, data_time: 0.002, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1846 2020-11-27 00:04:10,376 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-11-27 00:09:55,299 - mmaction - INFO - Evaluating proposal ... 2020-11-27 00:11:01,928 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-27 00:11:01,929 - mmaction - INFO - Evaluating bbox ... 2020-11-27 00:19:25,193 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2560 2020-11-27 00:19:26,261 - mmaction - INFO - Epoch(val) [12][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2560 2020-11-27 00:20:32,275 - mmaction - INFO - Epoch [13][20/1921] lr: 1.500e-02, eta: 4:58:05, time: 3.295, data_time: 2.178, memory: 9523, loss_action_cls: 0.0360, recall@thr=0.5: 0.7370, prec@thr=0.5: 0.8028, recall@top3: 0.8254, prec@top3: 0.6775, recall@top5: 0.9473, prec@top5: 0.4798, loss: 0.0360, grad_norm: 0.1795 2020-11-27 00:20:54,551 - mmaction - INFO - Epoch [13][40/1921] lr: 1.500e-02, eta: 4:57:41, time: 1.114, data_time: 0.002, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1684 2020-11-27 00:21:16,899 - mmaction - INFO - Epoch [13][60/1921] lr: 1.500e-02, eta: 4:57:17, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1737 2020-11-27 00:21:39,200 - mmaction - INFO - Epoch [13][80/1921] lr: 1.500e-02, eta: 4:56:53, time: 1.115, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1759 2020-11-27 00:22:01,498 - mmaction - INFO - Epoch [13][100/1921] lr: 1.500e-02, eta: 4:56:29, time: 1.114, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1697 2020-11-27 00:22:23,864 - mmaction - INFO - Epoch [13][120/1921] lr: 1.500e-02, eta: 4:56:05, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1796 2020-11-27 00:22:46,302 - mmaction - INFO - Epoch [13][140/1921] lr: 1.500e-02, eta: 4:55:41, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0380, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.8064, recall@top3: 0.8266, prec@top3: 0.6736, recall@top5: 0.9390, prec@top5: 0.4705, loss: 0.0380, grad_norm: 0.1837 2020-11-27 00:23:08,643 - mmaction - INFO - Epoch [13][160/1921] lr: 1.500e-02, eta: 4:55:18, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0368, recall@thr=0.5: 0.7414, prec@thr=0.5: 0.8072, recall@top3: 0.8310, prec@top3: 0.6793, recall@top5: 0.9443, prec@top5: 0.4752, loss: 0.0368, grad_norm: 0.1770 2020-11-27 00:23:31,037 - mmaction - INFO - Epoch [13][180/1921] lr: 1.500e-02, eta: 4:54:54, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0373, recall@thr=0.5: 0.7340, prec@thr=0.5: 0.8092, recall@top3: 0.8297, prec@top3: 0.6751, recall@top5: 0.9435, prec@top5: 0.4722, loss: 0.0373, grad_norm: 0.1704 2020-11-27 00:23:53,388 - mmaction - INFO - Epoch [13][200/1921] lr: 1.500e-02, eta: 4:54:30, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1715 2020-11-27 00:24:15,756 - mmaction - INFO - Epoch [13][220/1921] lr: 1.500e-02, eta: 4:54:06, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1785 2020-11-27 00:24:38,119 - mmaction - INFO - Epoch [13][240/1921] lr: 1.500e-02, eta: 4:53:42, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1741 2020-11-27 00:25:00,525 - mmaction - INFO - Epoch [13][260/1921] lr: 1.500e-02, eta: 4:53:18, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1815 2020-11-27 00:25:22,937 - mmaction - INFO - Epoch [13][280/1921] lr: 1.500e-02, eta: 4:52:54, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1881 2020-11-27 00:25:45,286 - mmaction - INFO - Epoch [13][300/1921] lr: 1.500e-02, eta: 4:52:30, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1783 2020-11-27 00:26:07,689 - mmaction - INFO - Epoch [13][320/1921] lr: 1.500e-02, eta: 4:52:06, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0372, recall@thr=0.5: 0.7375, prec@thr=0.5: 0.8244, recall@top3: 0.8356, prec@top3: 0.6779, recall@top5: 0.9431, prec@top5: 0.4706, loss: 0.0372, grad_norm: 0.1717 2020-11-27 00:26:30,113 - mmaction - INFO - Epoch [13][340/1921] lr: 1.500e-02, eta: 4:51:43, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1860 2020-11-27 00:26:52,511 - mmaction - INFO - Epoch [13][360/1921] lr: 1.500e-02, eta: 4:51:19, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0360, recall@thr=0.5: 0.7351, prec@thr=0.5: 0.8051, recall@top3: 0.8336, prec@top3: 0.6728, recall@top5: 0.9437, prec@top5: 0.4672, loss: 0.0360, grad_norm: 0.1772 2020-11-27 00:27:14,880 - mmaction - INFO - Epoch [13][380/1921] lr: 1.500e-02, eta: 4:50:55, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1774 2020-11-27 00:27:37,240 - mmaction - INFO - Epoch [13][400/1921] lr: 1.500e-02, eta: 4:50:31, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1751 2020-11-27 00:27:59,624 - mmaction - INFO - Epoch [13][420/1921] lr: 1.500e-02, eta: 4:50:07, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1764 2020-11-27 00:28:22,003 - mmaction - INFO - Epoch [13][440/1921] lr: 1.500e-02, eta: 4:49:43, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1758 2020-11-27 00:28:44,371 - mmaction - INFO - Epoch [13][460/1921] lr: 1.500e-02, eta: 4:49:19, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0379, recall@thr=0.5: 0.7375, prec@thr=0.5: 0.8076, recall@top3: 0.8288, prec@top3: 0.6819, recall@top5: 0.9366, prec@top5: 0.4716, loss: 0.0379, grad_norm: 0.1893 2020-11-27 00:29:06,769 - mmaction - INFO - Epoch [13][480/1921] lr: 1.500e-02, eta: 4:48:55, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1737 2020-11-27 00:29:29,227 - mmaction - INFO - Epoch [13][500/1921] lr: 1.500e-02, eta: 4:48:32, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1781 2020-11-27 00:29:51,622 - mmaction - INFO - Epoch [13][520/1921] lr: 1.500e-02, eta: 4:48:08, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1801 2020-11-27 00:30:13,990 - mmaction - INFO - Epoch [13][540/1921] lr: 1.500e-02, eta: 4:47:44, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1791 2020-11-27 00:30:36,367 - mmaction - INFO - Epoch [13][560/1921] lr: 1.500e-02, eta: 4:47:20, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0357, recall@thr=0.5: 0.7390, prec@thr=0.5: 0.8106, recall@top3: 0.8388, prec@top3: 0.6778, recall@top5: 0.9500, prec@top5: 0.4734, loss: 0.0357, grad_norm: 0.1775 2020-11-27 00:30:58,730 - mmaction - INFO - Epoch [13][580/1921] lr: 1.500e-02, eta: 4:46:56, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1725 2020-11-27 00:31:21,117 - mmaction - INFO - Epoch [13][600/1921] lr: 1.500e-02, eta: 4:46:32, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1773 2020-11-27 00:31:43,482 - mmaction - INFO - Epoch [13][620/1921] lr: 1.500e-02, eta: 4:46:08, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1832 2020-11-27 00:32:05,839 - mmaction - INFO - Epoch [13][640/1921] lr: 1.500e-02, eta: 4:45:45, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1792 2020-11-27 00:32:28,273 - mmaction - INFO - Epoch [13][660/1921] lr: 1.500e-02, eta: 4:45:21, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1699 2020-11-27 00:32:50,716 - mmaction - INFO - Epoch [13][680/1921] lr: 1.500e-02, eta: 4:44:57, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1821 2020-11-27 00:33:13,068 - mmaction - INFO - Epoch [13][700/1921] lr: 1.500e-02, eta: 4:44:33, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1696 2020-11-27 00:33:35,463 - mmaction - INFO - Epoch [13][720/1921] lr: 1.500e-02, eta: 4:44:09, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1667 2020-11-27 00:33:57,815 - mmaction - INFO - Epoch [13][740/1921] lr: 1.500e-02, eta: 4:43:46, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1899 2020-11-27 00:34:20,202 - mmaction - INFO - Epoch [13][760/1921] lr: 1.500e-02, eta: 4:43:22, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1942 2020-11-27 00:34:42,619 - mmaction - INFO - Epoch [13][780/1921] lr: 1.500e-02, eta: 4:42:58, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1729 2020-11-27 00:35:05,007 - mmaction - INFO - Epoch [13][800/1921] lr: 1.500e-02, eta: 4:42:34, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0368, recall@thr=0.5: 0.7471, prec@thr=0.5: 0.8207, recall@top3: 0.8366, prec@top3: 0.6824, recall@top5: 0.9420, prec@top5: 0.4724, loss: 0.0368, grad_norm: 0.1687 2020-11-27 00:35:27,408 - mmaction - INFO - Epoch [13][820/1921] lr: 1.500e-02, eta: 4:42:10, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1869 2020-11-27 00:35:49,769 - mmaction - INFO - Epoch [13][840/1921] lr: 1.500e-02, eta: 4:41:46, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1708 2020-11-27 00:36:12,147 - mmaction - INFO - Epoch [13][860/1921] lr: 1.500e-02, eta: 4:41:23, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1703 2020-11-27 00:36:34,542 - mmaction - INFO - Epoch [13][880/1921] lr: 1.500e-02, eta: 4:40:59, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1718 2020-11-27 00:36:56,915 - mmaction - INFO - Epoch [13][900/1921] lr: 1.500e-02, eta: 4:40:35, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1704 2020-11-27 00:37:19,271 - mmaction - INFO - Epoch [13][920/1921] lr: 1.500e-02, eta: 4:40:11, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1836 2020-11-27 00:37:41,629 - mmaction - INFO - Epoch [13][940/1921] lr: 1.500e-02, eta: 4:39:47, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1759 2020-11-27 00:38:04,043 - mmaction - INFO - Epoch [13][960/1921] lr: 1.500e-02, eta: 4:39:24, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1948 2020-11-27 00:38:26,422 - mmaction - INFO - Epoch [13][980/1921] lr: 1.500e-02, eta: 4:39:00, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1805 2020-11-27 00:38:48,792 - mmaction - INFO - Epoch [13][1000/1921] lr: 1.500e-02, eta: 4:38:36, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0360, recall@thr=0.5: 0.7366, prec@thr=0.5: 0.8056, recall@top3: 0.8280, prec@top3: 0.6698, recall@top5: 0.9370, prec@top5: 0.4650, loss: 0.0360, grad_norm: 0.1769 2020-11-27 00:39:11,209 - mmaction - INFO - Epoch [13][1020/1921] lr: 1.500e-02, eta: 4:38:12, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1842 2020-11-27 00:39:33,546 - mmaction - INFO - Epoch [13][1040/1921] lr: 1.500e-02, eta: 4:37:48, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: 0.0376, recall@thr=0.5: 0.7262, prec@thr=0.5: 0.7978, recall@top3: 0.8183, prec@top3: 0.6732, recall@top5: 0.9387, prec@top5: 0.4721, loss: 0.0376, grad_norm: 0.1855 2020-11-27 00:39:55,919 - mmaction - INFO - Epoch [13][1060/1921] lr: 1.500e-02, eta: 4:37:25, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1786 2020-11-27 00:40:18,315 - mmaction - INFO - Epoch [13][1080/1921] lr: 1.500e-02, eta: 4:37:01, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1684 2020-11-27 00:40:40,719 - mmaction - INFO - Epoch [13][1100/1921] lr: 1.500e-02, eta: 4:36:37, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1777 2020-11-27 00:41:03,119 - mmaction - INFO - Epoch [13][1120/1921] lr: 1.500e-02, eta: 4:36:13, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1737 2020-11-27 00:41:25,524 - mmaction - INFO - Epoch [13][1140/1921] lr: 1.500e-02, eta: 4:35:49, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1838 2020-11-27 00:41:47,960 - mmaction - INFO - Epoch [13][1160/1921] lr: 1.500e-02, eta: 4:35:26, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1901 2020-11-27 00:42:10,438 - mmaction - INFO - Epoch [13][1180/1921] lr: 1.500e-02, eta: 4:35:02, time: 1.124, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1802 2020-11-27 00:42:32,803 - mmaction - INFO - Epoch [13][1200/1921] lr: 1.500e-02, eta: 4:34:38, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1834 2020-11-27 00:42:55,171 - mmaction - INFO - Epoch [13][1220/1921] lr: 1.500e-02, eta: 4:34:14, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1764 2020-11-27 00:43:17,537 - mmaction - INFO - Epoch [13][1240/1921] lr: 1.500e-02, eta: 4:33:51, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0380, recall@thr=0.5: 0.7408, prec@thr=0.5: 0.8178, recall@top3: 0.8320, prec@top3: 0.6723, recall@top5: 0.9378, prec@top5: 0.4666, loss: 0.0380, grad_norm: 0.1681 2020-11-27 00:43:39,897 - mmaction - INFO - Epoch [13][1260/1921] lr: 1.500e-02, eta: 4:33:27, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1843 2020-11-27 00:44:02,264 - mmaction - INFO - Epoch [13][1280/1921] lr: 1.500e-02, eta: 4:33:03, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1803 2020-11-27 00:44:24,647 - mmaction - INFO - Epoch [13][1300/1921] lr: 1.500e-02, eta: 4:32:39, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1740 2020-11-27 00:44:47,009 - mmaction - INFO - Epoch [13][1320/1921] lr: 1.500e-02, eta: 4:32:16, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1882 2020-11-27 00:45:09,398 - mmaction - INFO - Epoch [13][1340/1921] lr: 1.500e-02, eta: 4:31:52, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1767 2020-11-27 00:45:31,744 - mmaction - INFO - Epoch [13][1360/1921] lr: 1.500e-02, eta: 4:31:28, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1769 2020-11-27 00:45:54,138 - mmaction - INFO - Epoch [13][1380/1921] lr: 1.500e-02, eta: 4:31:04, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1871 2020-11-27 00:46:16,501 - mmaction - INFO - Epoch [13][1400/1921] lr: 1.500e-02, eta: 4:30:40, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0374, recall@thr=0.5: 0.7354, prec@thr=0.5: 0.8084, recall@top3: 0.8422, prec@top3: 0.6842, recall@top5: 0.9384, prec@top5: 0.4696, loss: 0.0374, grad_norm: 0.1789 2020-11-27 00:46:38,859 - mmaction - INFO - Epoch [13][1420/1921] lr: 1.500e-02, eta: 4:30:17, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0355, recall@thr=0.5: 0.7512, prec@thr=0.5: 0.8084, recall@top3: 0.8369, prec@top3: 0.6833, recall@top5: 0.9445, prec@top5: 0.4760, loss: 0.0355, grad_norm: 0.1773 2020-11-27 00:47:01,228 - mmaction - INFO - Epoch [13][1440/1921] lr: 1.500e-02, eta: 4:29:53, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1890 2020-11-27 00:47:23,612 - mmaction - INFO - Epoch [13][1460/1921] lr: 1.500e-02, eta: 4:29:29, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1860 2020-11-27 00:47:45,979 - mmaction - INFO - Epoch [13][1480/1921] lr: 1.500e-02, eta: 4:29:05, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1971 2020-11-27 00:48:08,314 - mmaction - INFO - Epoch [13][1500/1921] lr: 1.500e-02, eta: 4:28:42, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: 0.0369, recall@thr=0.5: 0.7353, prec@thr=0.5: 0.8033, recall@top3: 0.8393, prec@top3: 0.6722, recall@top5: 0.9479, prec@top5: 0.4671, loss: 0.0369, grad_norm: 0.1711 2020-11-27 00:48:30,665 - mmaction - INFO - Epoch [13][1520/1921] lr: 1.500e-02, eta: 4:28:18, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1755 2020-11-27 00:48:53,046 - mmaction - INFO - Epoch [13][1540/1921] lr: 1.500e-02, eta: 4:27:54, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0361, recall@thr=0.5: 0.7592, prec@thr=0.5: 0.8185, recall@top3: 0.8367, prec@top3: 0.6921, recall@top5: 0.9504, prec@top5: 0.4831, loss: 0.0361, grad_norm: 0.1768 2020-11-27 00:49:15,471 - mmaction - INFO - Epoch [13][1560/1921] lr: 1.500e-02, eta: 4:27:30, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1824 2020-11-27 00:49:37,822 - mmaction - INFO - Epoch [13][1580/1921] lr: 1.500e-02, eta: 4:27:07, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1768 2020-11-27 00:50:00,194 - mmaction - INFO - Epoch [13][1600/1921] lr: 1.500e-02, eta: 4:26:43, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0364, recall@thr=0.5: 0.7378, prec@thr=0.5: 0.8065, recall@top3: 0.8360, prec@top3: 0.6763, recall@top5: 0.9486, prec@top5: 0.4711, loss: 0.0364, grad_norm: 0.1837 2020-11-27 00:50:22,571 - mmaction - INFO - Epoch [13][1620/1921] lr: 1.500e-02, eta: 4:26:19, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1866 2020-11-27 00:50:44,921 - mmaction - INFO - Epoch [13][1640/1921] lr: 1.500e-02, eta: 4:25:55, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1834 2020-11-27 00:51:07,312 - mmaction - INFO - Epoch [13][1660/1921] lr: 1.500e-02, eta: 4:25:32, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1882 2020-11-27 00:51:29,641 - mmaction - INFO - Epoch [13][1680/1921] lr: 1.500e-02, eta: 4:25:08, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1666 2020-11-27 00:51:52,038 - mmaction - INFO - Epoch [13][1700/1921] lr: 1.500e-02, eta: 4:24:44, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0380, recall@thr=0.5: 0.7348, prec@thr=0.5: 0.8065, recall@top3: 0.8310, prec@top3: 0.6789, recall@top5: 0.9459, prec@top5: 0.4724, loss: 0.0380, grad_norm: 0.1801 2020-11-27 00:52:14,482 - mmaction - INFO - Epoch [13][1720/1921] lr: 1.500e-02, eta: 4:24:21, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: 0.0379, recall@thr=0.5: 0.7302, prec@thr=0.5: 0.8022, recall@top3: 0.8267, prec@top3: 0.6783, recall@top5: 0.9434, prec@top5: 0.4769, loss: 0.0379, grad_norm: 0.1844 2020-11-27 00:52:36,934 - mmaction - INFO - Epoch [13][1740/1921] lr: 1.500e-02, eta: 4:23:57, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0379, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7874, recall@top3: 0.8254, prec@top3: 0.6671, recall@top5: 0.9368, prec@top5: 0.4668, loss: 0.0379, grad_norm: 0.1796 2020-11-27 00:52:59,305 - mmaction - INFO - Epoch [13][1760/1921] lr: 1.500e-02, eta: 4:23:33, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1806 2020-11-27 00:53:21,692 - mmaction - INFO - Epoch [13][1780/1921] lr: 1.500e-02, eta: 4:23:10, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1810 2020-11-27 00:53:44,099 - mmaction - INFO - Epoch [13][1800/1921] lr: 1.500e-02, eta: 4:22:46, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1772 2020-11-27 00:54:06,547 - mmaction - INFO - Epoch [13][1820/1921] lr: 1.500e-02, eta: 4:22:22, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1939 2020-11-27 00:54:28,906 - mmaction - INFO - Epoch [13][1840/1921] lr: 1.500e-02, eta: 4:21:58, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1757 2020-11-27 00:54:51,254 - mmaction - INFO - Epoch [13][1860/1921] lr: 1.500e-02, eta: 4:21:35, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1837 2020-11-27 00:55:13,591 - mmaction - INFO - Epoch [13][1880/1921] lr: 1.500e-02, eta: 4:21:11, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: 0.0359, recall@thr=0.5: 0.7345, prec@thr=0.5: 0.7994, recall@top3: 0.8393, prec@top3: 0.6541, recall@top5: 0.9442, prec@top5: 0.4539, loss: 0.0359, grad_norm: 0.1801 2020-11-27 00:55:36,009 - mmaction - INFO - Epoch [13][1900/1921] lr: 1.500e-02, eta: 4:20:47, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0375, recall@thr=0.5: 0.7330, prec@thr=0.5: 0.8096, recall@top3: 0.8295, prec@top3: 0.6800, recall@top5: 0.9417, prec@top5: 0.4748, loss: 0.0375, grad_norm: 0.1797 2020-11-27 00:55:58,338 - mmaction - INFO - Epoch [13][1920/1921] lr: 1.500e-02, eta: 4:20:24, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1834 2020-11-27 00:56:01,254 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-11-27 01:01:45,714 - mmaction - INFO - Evaluating proposal ... 2020-11-27 01:02:53,697 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-27 01:02:53,698 - mmaction - INFO - Evaluating bbox ... 2020-11-27 01:11:24,531 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2572 2020-11-27 01:11:25,691 - mmaction - INFO - Epoch(val) [13][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2572 2020-11-27 01:12:31,345 - mmaction - INFO - Epoch [14][20/1921] lr: 1.500e-02, eta: 4:20:21, time: 3.282, data_time: 2.172, memory: 9523, loss_action_cls: 0.0348, recall@thr=0.5: 0.7527, prec@thr=0.5: 0.8136, recall@top3: 0.8442, prec@top3: 0.6833, recall@top5: 0.9510, prec@top5: 0.4739, loss: 0.0348, grad_norm: 0.1777 2020-11-27 01:12:53,520 - mmaction - INFO - Epoch [14][40/1921] lr: 1.500e-02, eta: 4:19:57, time: 1.109, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1820 2020-11-27 01:13:15,826 - mmaction - INFO - Epoch [14][60/1921] lr: 1.500e-02, eta: 4:19:34, time: 1.115, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1931 2020-11-27 01:13:38,123 - mmaction - INFO - Epoch [14][80/1921] lr: 1.500e-02, eta: 4:19:10, time: 1.115, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1788 2020-11-27 01:14:00,471 - mmaction - INFO - Epoch [14][100/1921] lr: 1.500e-02, eta: 4:18:46, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1813 2020-11-27 01:14:22,836 - mmaction - INFO - Epoch [14][120/1921] lr: 1.500e-02, eta: 4:18:22, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1727 2020-11-27 01:14:45,199 - mmaction - INFO - Epoch [14][140/1921] lr: 1.500e-02, eta: 4:17:59, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1748 2020-11-27 01:15:07,582 - mmaction - INFO - Epoch [14][160/1921] lr: 1.500e-02, eta: 4:17:35, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1733 2020-11-27 01:15:29,938 - mmaction - INFO - Epoch [14][180/1921] lr: 1.500e-02, eta: 4:17:11, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0354, recall@thr=0.5: 0.7521, prec@thr=0.5: 0.8170, recall@top3: 0.8365, prec@top3: 0.6760, recall@top5: 0.9485, prec@top5: 0.4706, loss: 0.0354, grad_norm: 0.1751 2020-11-27 01:15:52,332 - mmaction - INFO - Epoch [14][200/1921] lr: 1.500e-02, eta: 4:16:47, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1903 2020-11-27 01:16:14,732 - mmaction - INFO - Epoch [14][220/1921] lr: 1.500e-02, eta: 4:16:24, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0377, recall@thr=0.5: 0.7411, prec@thr=0.5: 0.7974, recall@top3: 0.8261, prec@top3: 0.6820, recall@top5: 0.9432, prec@top5: 0.4789, loss: 0.0377, grad_norm: 0.1841 2020-11-27 01:16:37,119 - mmaction - INFO - Epoch [14][240/1921] lr: 1.500e-02, eta: 4:16:00, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1811 2020-11-27 01:16:59,492 - mmaction - INFO - Epoch [14][260/1921] lr: 1.500e-02, eta: 4:15:36, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2020 2020-11-27 01:17:21,858 - mmaction - INFO - Epoch [14][280/1921] lr: 1.500e-02, eta: 4:15:13, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0371, recall@thr=0.5: 0.7357, prec@thr=0.5: 0.8032, recall@top3: 0.8255, prec@top3: 0.6731, recall@top5: 0.9406, prec@top5: 0.4725, loss: 0.0371, grad_norm: 0.1839 2020-11-27 01:17:44,242 - mmaction - INFO - Epoch [14][300/1921] lr: 1.500e-02, eta: 4:14:49, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0370, recall@thr=0.5: 0.7511, prec@thr=0.5: 0.8076, recall@top3: 0.8305, prec@top3: 0.6811, recall@top5: 0.9390, prec@top5: 0.4713, loss: 0.0370, grad_norm: 0.1820 2020-11-27 01:18:06,612 - mmaction - INFO - Epoch [14][320/1921] lr: 1.500e-02, eta: 4:14:25, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1758 2020-11-27 01:18:29,027 - mmaction - INFO - Epoch [14][340/1921] lr: 1.500e-02, eta: 4:14:01, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1772 2020-11-27 01:18:51,400 - mmaction - INFO - Epoch [14][360/1921] lr: 1.500e-02, eta: 4:13:38, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1860 2020-11-27 01:19:13,783 - mmaction - INFO - Epoch [14][380/1921] lr: 1.500e-02, eta: 4:13:14, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1780 2020-11-27 01:19:36,158 - mmaction - INFO - Epoch [14][400/1921] lr: 1.500e-02, eta: 4:12:50, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1809 2020-11-27 01:19:58,589 - mmaction - INFO - Epoch [14][420/1921] lr: 1.500e-02, eta: 4:12:27, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0358, recall@thr=0.5: 0.7513, prec@thr=0.5: 0.8140, recall@top3: 0.8342, prec@top3: 0.6867, recall@top5: 0.9496, prec@top5: 0.4790, loss: 0.0358, grad_norm: 0.1788 2020-11-27 01:20:20,981 - mmaction - INFO - Epoch [14][440/1921] lr: 1.500e-02, eta: 4:12:03, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1859 2020-11-27 01:20:43,388 - mmaction - INFO - Epoch [14][460/1921] lr: 1.500e-02, eta: 4:11:39, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1875 2020-11-27 01:21:05,813 - mmaction - INFO - Epoch [14][480/1921] lr: 1.500e-02, eta: 4:11:16, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1891 2020-11-27 01:21:28,191 - mmaction - INFO - Epoch [14][500/1921] lr: 1.500e-02, eta: 4:10:52, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1849 2020-11-27 01:21:50,590 - mmaction - INFO - Epoch [14][520/1921] lr: 1.500e-02, eta: 4:10:28, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1932 2020-11-27 01:22:12,993 - mmaction - INFO - Epoch [14][540/1921] lr: 1.500e-02, eta: 4:10:05, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0369, recall@thr=0.5: 0.7370, prec@thr=0.5: 0.8051, recall@top3: 0.8237, prec@top3: 0.6606, recall@top5: 0.9397, prec@top5: 0.4652, loss: 0.0369, grad_norm: 0.1858 2020-11-27 01:22:35,390 - mmaction - INFO - Epoch [14][560/1921] lr: 1.500e-02, eta: 4:09:41, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1814 2020-11-27 01:22:57,795 - mmaction - INFO - Epoch [14][580/1921] lr: 1.500e-02, eta: 4:09:17, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0359, recall@thr=0.5: 0.7349, prec@thr=0.5: 0.8118, recall@top3: 0.8460, prec@top3: 0.6763, recall@top5: 0.9489, prec@top5: 0.4667, loss: 0.0359, grad_norm: 0.1849 2020-11-27 01:23:20,233 - mmaction - INFO - Epoch [14][600/1921] lr: 1.500e-02, eta: 4:08:53, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1774 2020-11-27 01:23:42,606 - mmaction - INFO - Epoch [14][620/1921] lr: 1.500e-02, eta: 4:08:30, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1793 2020-11-27 01:24:04,985 - mmaction - INFO - Epoch [14][640/1921] lr: 1.500e-02, eta: 4:08:06, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1782 2020-11-27 01:24:27,352 - mmaction - INFO - Epoch [14][660/1921] lr: 1.500e-02, eta: 4:07:42, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1947 2020-11-27 01:24:49,745 - mmaction - INFO - Epoch [14][680/1921] lr: 1.500e-02, eta: 4:07:19, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0373, recall@thr=0.5: 0.7440, prec@thr=0.5: 0.8066, recall@top3: 0.8363, prec@top3: 0.6738, recall@top5: 0.9451, prec@top5: 0.4688, loss: 0.0373, grad_norm: 0.1745 2020-11-27 01:25:12,097 - mmaction - INFO - Epoch [14][700/1921] lr: 1.500e-02, eta: 4:06:55, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0371, recall@thr=0.5: 0.7424, prec@thr=0.5: 0.8141, recall@top3: 0.8292, prec@top3: 0.6863, recall@top5: 0.9434, prec@top5: 0.4800, loss: 0.0371, grad_norm: 0.1832 2020-11-27 01:25:34,470 - mmaction - INFO - Epoch [14][720/1921] lr: 1.500e-02, eta: 4:06:31, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0371, recall@thr=0.5: 0.7464, prec@thr=0.5: 0.8085, recall@top3: 0.8346, prec@top3: 0.6716, recall@top5: 0.9471, prec@top5: 0.4693, loss: 0.0371, grad_norm: 0.1875 2020-11-27 01:25:56,843 - mmaction - INFO - Epoch [14][740/1921] lr: 1.500e-02, eta: 4:06:08, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1946 2020-11-27 01:26:19,238 - mmaction - INFO - Epoch [14][760/1921] lr: 1.500e-02, eta: 4:05:44, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1852 2020-11-27 01:26:41,620 - mmaction - INFO - Epoch [14][780/1921] lr: 1.500e-02, eta: 4:05:20, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1770 2020-11-27 01:27:03,983 - mmaction - INFO - Epoch [14][800/1921] lr: 1.500e-02, eta: 4:04:57, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0359, recall@thr=0.5: 0.7449, prec@thr=0.5: 0.8176, recall@top3: 0.8428, prec@top3: 0.6792, recall@top5: 0.9435, prec@top5: 0.4670, loss: 0.0359, grad_norm: 0.1845 2020-11-27 01:27:26,404 - mmaction - INFO - Epoch [14][820/1921] lr: 1.500e-02, eta: 4:04:33, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1797 2020-11-27 01:27:48,809 - mmaction - INFO - Epoch [14][840/1921] lr: 1.500e-02, eta: 4:04:09, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1978 2020-11-27 01:28:11,177 - mmaction - INFO - Epoch [14][860/1921] lr: 1.500e-02, eta: 4:03:46, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0378, recall@thr=0.5: 0.7306, prec@thr=0.5: 0.8245, recall@top3: 0.8245, prec@top3: 0.6728, recall@top5: 0.9423, prec@top5: 0.4742, loss: 0.0378, grad_norm: 0.1940 2020-11-27 01:28:33,530 - mmaction - INFO - Epoch [14][880/1921] lr: 1.500e-02, eta: 4:03:22, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1728 2020-11-27 01:28:55,906 - mmaction - INFO - Epoch [14][900/1921] lr: 1.500e-02, eta: 4:02:58, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0376, recall@thr=0.5: 0.7298, prec@thr=0.5: 0.8225, recall@top3: 0.8278, prec@top3: 0.6867, recall@top5: 0.9351, prec@top5: 0.4789, loss: 0.0376, grad_norm: 0.1863 2020-11-27 01:29:18,349 - mmaction - INFO - Epoch [14][920/1921] lr: 1.500e-02, eta: 4:02:35, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1809 2020-11-27 01:29:40,738 - mmaction - INFO - Epoch [14][940/1921] lr: 1.500e-02, eta: 4:02:11, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0365, recall@thr=0.5: 0.7393, prec@thr=0.5: 0.8041, recall@top3: 0.8372, prec@top3: 0.6692, recall@top5: 0.9453, prec@top5: 0.4657, loss: 0.0365, grad_norm: 0.1792 2020-11-27 01:30:03,166 - mmaction - INFO - Epoch [14][960/1921] lr: 1.500e-02, eta: 4:01:48, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0375, recall@thr=0.5: 0.7443, prec@thr=0.5: 0.7999, recall@top3: 0.8281, prec@top3: 0.6667, recall@top5: 0.9383, prec@top5: 0.4648, loss: 0.0375, grad_norm: 0.1771 2020-11-27 01:30:25,528 - mmaction - INFO - Epoch [14][980/1921] lr: 1.500e-02, eta: 4:01:24, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1859 2020-11-27 01:30:47,897 - mmaction - INFO - Epoch [14][1000/1921] lr: 1.500e-02, eta: 4:01:00, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1853 2020-11-27 01:31:10,247 - mmaction - INFO - Epoch [14][1020/1921] lr: 1.500e-02, eta: 4:00:37, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1882 2020-11-27 01:31:32,615 - mmaction - INFO - Epoch [14][1040/1921] lr: 1.500e-02, eta: 4:00:13, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1957 2020-11-27 01:31:54,966 - mmaction - INFO - Epoch [14][1060/1921] lr: 1.500e-02, eta: 3:59:49, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0364, recall@thr=0.5: 0.7333, prec@thr=0.5: 0.8138, recall@top3: 0.8424, prec@top3: 0.6799, recall@top5: 0.9484, prec@top5: 0.4720, loss: 0.0364, grad_norm: 0.1759 2020-11-27 01:32:17,325 - mmaction - INFO - Epoch [14][1080/1921] lr: 1.500e-02, eta: 3:59:26, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0365, recall@thr=0.5: 0.7502, prec@thr=0.5: 0.7939, recall@top3: 0.8306, prec@top3: 0.6787, recall@top5: 0.9381, prec@top5: 0.4703, loss: 0.0365, grad_norm: 0.1760 2020-11-27 01:32:39,691 - mmaction - INFO - Epoch [14][1100/1921] lr: 1.500e-02, eta: 3:59:02, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0345, recall@thr=0.5: 0.7574, prec@thr=0.5: 0.8363, recall@top3: 0.8523, prec@top3: 0.6923, recall@top5: 0.9543, prec@top5: 0.4779, loss: 0.0345, grad_norm: 0.1828 2020-11-27 01:33:02,076 - mmaction - INFO - Epoch [14][1120/1921] lr: 1.500e-02, eta: 3:58:38, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1741 2020-11-27 01:33:24,515 - mmaction - INFO - Epoch [14][1140/1921] lr: 1.500e-02, eta: 3:58:15, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0376, recall@thr=0.5: 0.7436, prec@thr=0.5: 0.8002, recall@top3: 0.8250, prec@top3: 0.6777, recall@top5: 0.9433, prec@top5: 0.4755, loss: 0.0376, grad_norm: 0.2012 2020-11-27 01:33:46,900 - mmaction - INFO - Epoch [14][1160/1921] lr: 1.500e-02, eta: 3:57:51, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0361, recall@thr=0.5: 0.7402, prec@thr=0.5: 0.8151, recall@top3: 0.8336, prec@top3: 0.6822, recall@top5: 0.9487, prec@top5: 0.4763, loss: 0.0361, grad_norm: 0.1806 2020-11-27 01:34:09,245 - mmaction - INFO - Epoch [14][1180/1921] lr: 1.500e-02, eta: 3:57:27, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: 0.0362, recall@thr=0.5: 0.7315, prec@thr=0.5: 0.8044, recall@top3: 0.8304, prec@top3: 0.6733, recall@top5: 0.9432, prec@top5: 0.4709, loss: 0.0362, grad_norm: 0.1886 2020-11-27 01:34:31,631 - mmaction - INFO - Epoch [14][1200/1921] lr: 1.500e-02, eta: 3:57:04, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1856 2020-11-27 01:34:53,987 - mmaction - INFO - Epoch [14][1220/1921] lr: 1.500e-02, eta: 3:56:40, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0361, recall@thr=0.5: 0.7516, prec@thr=0.5: 0.8170, recall@top3: 0.8327, prec@top3: 0.6902, recall@top5: 0.9464, prec@top5: 0.4813, loss: 0.0361, grad_norm: 0.1798 2020-11-27 01:35:16,421 - mmaction - INFO - Epoch [14][1240/1921] lr: 1.500e-02, eta: 3:56:17, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1863 2020-11-27 01:35:38,766 - mmaction - INFO - Epoch [14][1260/1921] lr: 1.500e-02, eta: 3:55:53, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1775 2020-11-27 01:36:01,129 - mmaction - INFO - Epoch [14][1280/1921] lr: 1.500e-02, eta: 3:55:29, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1857 2020-11-27 01:36:23,482 - mmaction - INFO - Epoch [14][1300/1921] lr: 1.500e-02, eta: 3:55:06, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1785 2020-11-27 01:36:45,876 - mmaction - INFO - Epoch [14][1320/1921] lr: 1.500e-02, eta: 3:54:42, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0361, recall@thr=0.5: 0.7336, prec@thr=0.5: 0.8137, recall@top3: 0.8314, prec@top3: 0.6765, recall@top5: 0.9448, prec@top5: 0.4728, loss: 0.0361, grad_norm: 0.1805 2020-11-27 01:37:08,231 - mmaction - INFO - Epoch [14][1340/1921] lr: 1.500e-02, eta: 3:54:18, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1895 2020-11-27 01:37:30,639 - mmaction - INFO - Epoch [14][1360/1921] lr: 1.500e-02, eta: 3:53:55, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0366, recall@thr=0.5: 0.7392, prec@thr=0.5: 0.8128, recall@top3: 0.8421, prec@top3: 0.6890, recall@top5: 0.9477, prec@top5: 0.4790, loss: 0.0366, grad_norm: 0.1720 2020-11-27 01:37:52,961 - mmaction - INFO - Epoch [14][1380/1921] lr: 1.500e-02, eta: 3:53:31, time: 1.116, data_time: 0.000, memory: 9523, loss_action_cls: 0.0353, recall@thr=0.5: 0.7463, prec@thr=0.5: 0.8109, recall@top3: 0.8456, prec@top3: 0.6828, recall@top5: 0.9491, prec@top5: 0.4710, loss: 0.0353, grad_norm: 0.1761 2020-11-27 01:38:15,332 - mmaction - INFO - Epoch [14][1400/1921] lr: 1.500e-02, eta: 3:53:08, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1938 2020-11-27 01:38:37,709 - mmaction - INFO - Epoch [14][1420/1921] lr: 1.500e-02, eta: 3:52:44, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1925 2020-11-27 01:39:00,047 - mmaction - INFO - Epoch [14][1440/1921] lr: 1.500e-02, eta: 3:52:20, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1747 2020-11-27 01:39:22,501 - mmaction - INFO - Epoch [14][1460/1921] lr: 1.500e-02, eta: 3:51:57, time: 1.123, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1839 2020-11-27 01:39:44,881 - mmaction - INFO - Epoch [14][1480/1921] lr: 1.500e-02, eta: 3:51:33, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1819 2020-11-27 01:40:07,243 - mmaction - INFO - Epoch [14][1500/1921] lr: 1.500e-02, eta: 3:51:10, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0350, recall@thr=0.5: 0.7586, prec@thr=0.5: 0.8261, recall@top3: 0.8434, prec@top3: 0.7024, recall@top5: 0.9550, prec@top5: 0.4897, loss: 0.0350, grad_norm: 0.1723 2020-11-27 01:40:29,620 - mmaction - INFO - Epoch [14][1520/1921] lr: 1.500e-02, eta: 3:50:46, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1905 2020-11-27 01:40:51,977 - mmaction - INFO - Epoch [14][1540/1921] lr: 1.500e-02, eta: 3:50:22, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1889 2020-11-27 01:41:14,347 - mmaction - INFO - Epoch [14][1560/1921] lr: 1.500e-02, eta: 3:49:59, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0369, recall@thr=0.5: 0.7387, prec@thr=0.5: 0.8086, recall@top3: 0.8405, prec@top3: 0.6816, recall@top5: 0.9459, prec@top5: 0.4714, loss: 0.0369, grad_norm: 0.1863 2020-11-27 01:41:36,724 - mmaction - INFO - Epoch [14][1580/1921] lr: 1.500e-02, eta: 3:49:35, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1807 2020-11-27 01:41:59,141 - mmaction - INFO - Epoch [14][1600/1921] lr: 1.500e-02, eta: 3:49:12, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0374, recall@thr=0.5: 0.7333, prec@thr=0.5: 0.8106, recall@top3: 0.8280, prec@top3: 0.6780, recall@top5: 0.9437, prec@top5: 0.4755, loss: 0.0374, grad_norm: 0.1803 2020-11-27 01:42:21,513 - mmaction - INFO - Epoch [14][1620/1921] lr: 1.500e-02, eta: 3:48:48, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0360, recall@thr=0.5: 0.7681, prec@thr=0.5: 0.8174, recall@top3: 0.8437, prec@top3: 0.6762, recall@top5: 0.9472, prec@top5: 0.4672, loss: 0.0360, grad_norm: 0.1748 2020-11-27 01:42:43,876 - mmaction - INFO - Epoch [14][1640/1921] lr: 1.500e-02, eta: 3:48:24, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1775 2020-11-27 01:43:06,256 - mmaction - INFO - Epoch [14][1660/1921] lr: 1.500e-02, eta: 3:48:01, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1868 2020-11-27 01:43:28,641 - mmaction - INFO - Epoch [14][1680/1921] lr: 1.500e-02, eta: 3:47:37, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1900 2020-11-27 01:43:51,013 - mmaction - INFO - Epoch [14][1700/1921] lr: 1.500e-02, eta: 3:47:14, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0383, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.8155, recall@top3: 0.8207, prec@top3: 0.6788, recall@top5: 0.9375, prec@top5: 0.4782, loss: 0.0383, grad_norm: 0.1901 2020-11-27 01:44:13,373 - mmaction - INFO - Epoch [14][1720/1921] lr: 1.500e-02, eta: 3:46:50, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0362, recall@thr=0.5: 0.7465, prec@thr=0.5: 0.8003, recall@top3: 0.8349, prec@top3: 0.6751, recall@top5: 0.9492, prec@top5: 0.4738, loss: 0.0362, grad_norm: 0.1949 2020-11-27 01:44:35,731 - mmaction - INFO - Epoch [14][1740/1921] lr: 1.500e-02, eta: 3:46:27, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1755 2020-11-27 01:44:58,112 - mmaction - INFO - Epoch [14][1760/1921] lr: 1.500e-02, eta: 3:46:03, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1918 2020-11-27 01:45:20,479 - mmaction - INFO - Epoch [14][1780/1921] lr: 1.500e-02, eta: 3:45:39, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1808 2020-11-27 01:45:42,865 - mmaction - INFO - Epoch [14][1800/1921] lr: 1.500e-02, eta: 3:45:16, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0383, recall@thr=0.5: 0.7055, prec@thr=0.5: 0.8059, recall@top3: 0.8166, prec@top3: 0.6628, recall@top5: 0.9333, prec@top5: 0.4666, loss: 0.0383, grad_norm: 0.2060 2020-11-27 01:46:05,235 - mmaction - INFO - Epoch [14][1820/1921] lr: 1.500e-02, eta: 3:44:52, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0356, recall@thr=0.5: 0.7504, prec@thr=0.5: 0.8240, recall@top3: 0.8396, prec@top3: 0.6794, recall@top5: 0.9453, prec@top5: 0.4680, loss: 0.0356, grad_norm: 0.1863 2020-11-27 01:46:27,584 - mmaction - INFO - Epoch [14][1840/1921] lr: 1.500e-02, eta: 3:44:29, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0390, recall@thr=0.5: 0.7263, prec@thr=0.5: 0.7962, recall@top3: 0.8181, prec@top3: 0.6770, recall@top5: 0.9403, prec@top5: 0.4769, loss: 0.0390, grad_norm: 0.1880 2020-11-27 01:46:49,966 - mmaction - INFO - Epoch [14][1860/1921] lr: 1.500e-02, eta: 3:44:05, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1943 2020-11-27 01:47:12,317 - mmaction - INFO - Epoch [14][1880/1921] lr: 1.500e-02, eta: 3:43:41, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1786 2020-11-27 01:47:34,676 - mmaction - INFO - Epoch [14][1900/1921] lr: 1.500e-02, eta: 3:43:18, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1906 2020-11-27 01:47:57,027 - mmaction - INFO - Epoch [14][1920/1921] lr: 1.500e-02, eta: 3:42:54, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1745 2020-11-27 01:48:00,185 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-11-27 01:53:46,206 - mmaction - INFO - Evaluating proposal ... 2020-11-27 01:54:51,186 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-27 01:54:51,187 - mmaction - INFO - Evaluating bbox ... 2020-11-27 02:03:28,470 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2585 2020-11-27 02:03:29,545 - mmaction - INFO - Epoch(val) [14][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2585 2020-11-27 02:04:34,117 - mmaction - INFO - Epoch [15][20/1921] lr: 1.500e-02, eta: 3:42:47, time: 3.228, data_time: 2.116, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1813 2020-11-27 02:04:56,394 - mmaction - INFO - Epoch [15][40/1921] lr: 1.500e-02, eta: 3:42:24, time: 1.113, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1818 2020-11-27 02:05:18,631 - mmaction - INFO - Epoch [15][60/1921] lr: 1.500e-02, eta: 3:42:00, time: 1.112, data_time: 0.001, memory: 9523, loss_action_cls: 0.0370, recall@thr=0.5: 0.7362, prec@thr=0.5: 0.7970, recall@top3: 0.8383, prec@top3: 0.6853, recall@top5: 0.9466, prec@top5: 0.4751, loss: 0.0370, grad_norm: 0.1931 2020-11-27 02:05:40,966 - mmaction - INFO - Epoch [15][80/1921] lr: 1.500e-02, eta: 3:41:36, time: 1.116, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1879 2020-11-27 02:06:03,306 - mmaction - INFO - Epoch [15][100/1921] lr: 1.500e-02, eta: 3:41:13, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1884 2020-11-27 02:06:25,672 - mmaction - INFO - Epoch [15][120/1921] lr: 1.500e-02, eta: 3:40:49, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0358, recall@thr=0.5: 0.7506, prec@thr=0.5: 0.8220, recall@top3: 0.8403, prec@top3: 0.6816, recall@top5: 0.9470, prec@top5: 0.4721, loss: 0.0358, grad_norm: 0.1806 2020-11-27 02:06:48,068 - mmaction - INFO - Epoch [15][140/1921] lr: 1.500e-02, eta: 3:40:25, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0351, recall@thr=0.5: 0.7445, prec@thr=0.5: 0.8184, recall@top3: 0.8438, prec@top3: 0.6863, recall@top5: 0.9498, prec@top5: 0.4752, loss: 0.0351, grad_norm: 0.1899 2020-11-27 02:07:10,511 - mmaction - INFO - Epoch [15][160/1921] lr: 1.500e-02, eta: 3:40:02, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1977 2020-11-27 02:07:32,909 - mmaction - INFO - Epoch [15][180/1921] lr: 1.500e-02, eta: 3:39:38, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0375, recall@thr=0.5: 0.7322, prec@thr=0.5: 0.8123, recall@top3: 0.8234, prec@top3: 0.6654, recall@top5: 0.9379, prec@top5: 0.4684, loss: 0.0375, grad_norm: 0.1872 2020-11-27 02:07:55,339 - mmaction - INFO - Epoch [15][200/1921] lr: 1.500e-02, eta: 3:39:15, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1864 2020-11-27 02:08:17,813 - mmaction - INFO - Epoch [15][220/1921] lr: 1.500e-02, eta: 3:38:51, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1787 2020-11-27 02:08:40,251 - mmaction - INFO - Epoch [15][240/1921] lr: 1.500e-02, eta: 3:38:28, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1930 2020-11-27 02:09:02,659 - mmaction - INFO - Epoch [15][260/1921] lr: 1.500e-02, eta: 3:38:04, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0370, recall@thr=0.5: 0.7373, prec@thr=0.5: 0.8086, recall@top3: 0.8295, prec@top3: 0.6734, recall@top5: 0.9391, prec@top5: 0.4671, loss: 0.0370, grad_norm: 0.1971 2020-11-27 02:09:25,076 - mmaction - INFO - Epoch [15][280/1921] lr: 1.500e-02, eta: 3:37:40, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1893 2020-11-27 02:09:47,443 - mmaction - INFO - Epoch [15][300/1921] lr: 1.500e-02, eta: 3:37:17, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1952 2020-11-27 02:10:09,824 - mmaction - INFO - Epoch [15][320/1921] lr: 1.500e-02, eta: 3:36:53, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1904 2020-11-27 02:10:32,218 - mmaction - INFO - Epoch [15][340/1921] lr: 1.500e-02, eta: 3:36:30, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1804 2020-11-27 02:10:54,669 - mmaction - INFO - Epoch [15][360/1921] lr: 1.500e-02, eta: 3:36:06, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1874 2020-11-27 02:11:17,045 - mmaction - INFO - Epoch [15][380/1921] lr: 1.500e-02, eta: 3:35:43, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1844 2020-11-27 02:11:39,523 - mmaction - INFO - Epoch [15][400/1921] lr: 1.500e-02, eta: 3:35:19, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: 0.0363, recall@thr=0.5: 0.7405, prec@thr=0.5: 0.8062, recall@top3: 0.8250, prec@top3: 0.6732, recall@top5: 0.9449, prec@top5: 0.4723, loss: 0.0363, grad_norm: 0.1896 2020-11-27 02:12:01,929 - mmaction - INFO - Epoch [15][420/1921] lr: 1.500e-02, eta: 3:34:56, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0348, recall@thr=0.5: 0.7520, prec@thr=0.5: 0.8211, recall@top3: 0.8405, prec@top3: 0.6887, recall@top5: 0.9492, prec@top5: 0.4774, loss: 0.0348, grad_norm: 0.1945 2020-11-27 02:12:24,347 - mmaction - INFO - Epoch [15][440/1921] lr: 1.500e-02, eta: 3:34:32, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1914 2020-11-27 02:12:46,789 - mmaction - INFO - Epoch [15][460/1921] lr: 1.500e-02, eta: 3:34:08, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0350, recall@thr=0.5: 0.7544, prec@thr=0.5: 0.8084, recall@top3: 0.8377, prec@top3: 0.6901, recall@top5: 0.9507, prec@top5: 0.4812, loss: 0.0350, grad_norm: 0.1815 2020-11-27 02:13:09,242 - mmaction - INFO - Epoch [15][480/1921] lr: 1.500e-02, eta: 3:33:45, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: 0.0371, recall@thr=0.5: 0.7353, prec@thr=0.5: 0.7943, recall@top3: 0.8295, prec@top3: 0.6715, recall@top5: 0.9443, prec@top5: 0.4700, loss: 0.0371, grad_norm: 0.1912 2020-11-27 02:13:31,661 - mmaction - INFO - Epoch [15][500/1921] lr: 1.500e-02, eta: 3:33:21, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1877 2020-11-27 02:13:54,074 - mmaction - INFO - Epoch [15][520/1921] lr: 1.500e-02, eta: 3:32:58, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1846 2020-11-27 02:14:16,526 - mmaction - INFO - Epoch [15][540/1921] lr: 1.500e-02, eta: 3:32:34, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1838 2020-11-27 02:14:38,990 - mmaction - INFO - Epoch [15][560/1921] lr: 1.500e-02, eta: 3:32:11, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1970 2020-11-27 02:15:01,403 - mmaction - INFO - Epoch [15][580/1921] lr: 1.500e-02, eta: 3:31:47, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1800 2020-11-27 02:15:23,808 - mmaction - INFO - Epoch [15][600/1921] lr: 1.500e-02, eta: 3:31:24, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1855 2020-11-27 02:15:46,268 - mmaction - INFO - Epoch [15][620/1921] lr: 1.500e-02, eta: 3:31:00, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: 0.0365, recall@thr=0.5: 0.7455, prec@thr=0.5: 0.8157, recall@top3: 0.8459, prec@top3: 0.6763, recall@top5: 0.9471, prec@top5: 0.4661, loss: 0.0365, grad_norm: 0.1894 2020-11-27 02:16:08,723 - mmaction - INFO - Epoch [15][640/1921] lr: 1.500e-02, eta: 3:30:37, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1784 2020-11-27 02:16:31,189 - mmaction - INFO - Epoch [15][660/1921] lr: 1.500e-02, eta: 3:30:13, time: 1.123, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1950 2020-11-27 02:16:53,606 - mmaction - INFO - Epoch [15][680/1921] lr: 1.500e-02, eta: 3:29:50, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0357, recall@thr=0.5: 0.7533, prec@thr=0.5: 0.8294, recall@top3: 0.8352, prec@top3: 0.6840, recall@top5: 0.9452, prec@top5: 0.4745, loss: 0.0357, grad_norm: 0.1726 2020-11-27 02:17:16,038 - mmaction - INFO - Epoch [15][700/1921] lr: 1.500e-02, eta: 3:29:26, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1932 2020-11-27 02:17:38,451 - mmaction - INFO - Epoch [15][720/1921] lr: 1.500e-02, eta: 3:29:03, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0343, recall@thr=0.5: 0.7564, prec@thr=0.5: 0.8241, recall@top3: 0.8481, prec@top3: 0.6884, recall@top5: 0.9533, prec@top5: 0.4747, loss: 0.0343, grad_norm: 0.1826 2020-11-27 02:18:00,887 - mmaction - INFO - Epoch [15][740/1921] lr: 1.500e-02, eta: 3:28:39, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1834 2020-11-27 02:18:23,358 - mmaction - INFO - Epoch [15][760/1921] lr: 1.500e-02, eta: 3:28:16, time: 1.123, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1988 2020-11-27 02:18:45,772 - mmaction - INFO - Epoch [15][780/1921] lr: 1.500e-02, eta: 3:27:52, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1885 2020-11-27 02:19:08,190 - mmaction - INFO - Epoch [15][800/1921] lr: 1.500e-02, eta: 3:27:29, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1881 2020-11-27 02:19:30,617 - mmaction - INFO - Epoch [15][820/1921] lr: 1.500e-02, eta: 3:27:05, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1881 2020-11-27 02:19:52,988 - mmaction - INFO - Epoch [15][840/1921] lr: 1.500e-02, eta: 3:26:41, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1837 2020-11-27 02:20:15,435 - mmaction - INFO - Epoch [15][860/1921] lr: 1.500e-02, eta: 3:26:18, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1916 2020-11-27 02:20:37,820 - mmaction - INFO - Epoch [15][880/1921] lr: 1.500e-02, eta: 3:25:54, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1847 2020-11-27 02:21:00,229 - mmaction - INFO - Epoch [15][900/1921] lr: 1.500e-02, eta: 3:25:31, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1842 2020-11-27 02:21:22,657 - mmaction - INFO - Epoch [15][920/1921] lr: 1.500e-02, eta: 3:25:07, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1901 2020-11-27 02:21:45,089 - mmaction - INFO - Epoch [15][940/1921] lr: 1.500e-02, eta: 3:24:44, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1891 2020-11-27 02:22:07,480 - mmaction - INFO - Epoch [15][960/1921] lr: 1.500e-02, eta: 3:24:20, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1788 2020-11-27 02:22:29,891 - mmaction - INFO - Epoch [15][980/1921] lr: 1.500e-02, eta: 3:23:57, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1800 2020-11-27 02:22:52,276 - mmaction - INFO - Epoch [15][1000/1921] lr: 1.500e-02, eta: 3:23:33, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1794 2020-11-27 02:23:14,732 - mmaction - INFO - Epoch [15][1020/1921] lr: 1.500e-02, eta: 3:23:10, time: 1.123, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1798 2020-11-27 02:23:37,258 - mmaction - INFO - Epoch [15][1040/1921] lr: 1.500e-02, eta: 3:22:46, time: 1.126, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1848 2020-11-27 02:23:59,687 - mmaction - INFO - Epoch [15][1060/1921] lr: 1.500e-02, eta: 3:22:23, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0359, recall@thr=0.5: 0.7425, prec@thr=0.5: 0.8121, recall@top3: 0.8404, prec@top3: 0.6731, recall@top5: 0.9430, prec@top5: 0.4667, loss: 0.0359, grad_norm: 0.1842 2020-11-27 02:24:22,119 - mmaction - INFO - Epoch [15][1080/1921] lr: 1.500e-02, eta: 3:21:59, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0350, recall@thr=0.5: 0.7396, prec@thr=0.5: 0.8155, recall@top3: 0.8426, prec@top3: 0.6803, recall@top5: 0.9459, prec@top5: 0.4687, loss: 0.0350, grad_norm: 0.1846 2020-11-27 02:24:44,698 - mmaction - INFO - Epoch [15][1100/1921] lr: 1.500e-02, eta: 3:21:36, time: 1.129, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1830 2020-11-27 02:25:07,113 - mmaction - INFO - Epoch [15][1120/1921] lr: 1.500e-02, eta: 3:21:12, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1825 2020-11-27 02:25:29,556 - mmaction - INFO - Epoch [15][1140/1921] lr: 1.500e-02, eta: 3:20:49, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1799 2020-11-27 02:25:52,061 - mmaction - INFO - Epoch [15][1160/1921] lr: 1.500e-02, eta: 3:20:26, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1839 2020-11-27 02:26:14,495 - mmaction - INFO - Epoch [15][1180/1921] lr: 1.500e-02, eta: 3:20:02, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1869 2020-11-27 02:26:36,909 - mmaction - INFO - Epoch [15][1200/1921] lr: 1.500e-02, eta: 3:19:39, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1976 2020-11-27 02:26:59,322 - mmaction - INFO - Epoch [15][1220/1921] lr: 1.500e-02, eta: 3:19:15, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1784 2020-11-27 02:27:21,736 - mmaction - INFO - Epoch [15][1240/1921] lr: 1.500e-02, eta: 3:18:52, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1933 2020-11-27 02:27:44,160 - mmaction - INFO - Epoch [15][1260/1921] lr: 1.500e-02, eta: 3:18:28, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2062 2020-11-27 02:28:06,592 - mmaction - INFO - Epoch [15][1280/1921] lr: 1.500e-02, eta: 3:18:05, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2026 2020-11-27 02:28:29,068 - mmaction - INFO - Epoch [15][1300/1921] lr: 1.500e-02, eta: 3:17:41, time: 1.124, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1811 2020-11-27 02:28:51,501 - mmaction - INFO - Epoch [15][1320/1921] lr: 1.500e-02, eta: 3:17:18, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: 0.0366, recall@thr=0.5: 0.7282, prec@thr=0.5: 0.8084, recall@top3: 0.8253, prec@top3: 0.6853, recall@top5: 0.9426, prec@top5: 0.4808, loss: 0.0366, grad_norm: 0.1994 2020-11-27 02:29:13,927 - mmaction - INFO - Epoch [15][1340/1921] lr: 1.500e-02, eta: 3:16:54, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0354, recall@thr=0.5: 0.7584, prec@thr=0.5: 0.8130, recall@top3: 0.8402, prec@top3: 0.6953, recall@top5: 0.9480, prec@top5: 0.4820, loss: 0.0354, grad_norm: 0.1813 2020-11-27 02:29:36,354 - mmaction - INFO - Epoch [15][1360/1921] lr: 1.500e-02, eta: 3:16:31, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0360, recall@thr=0.5: 0.7500, prec@thr=0.5: 0.8165, recall@top3: 0.8361, prec@top3: 0.6866, recall@top5: 0.9402, prec@top5: 0.4748, loss: 0.0360, grad_norm: 0.1804 2020-11-27 02:29:58,778 - mmaction - INFO - Epoch [15][1380/1921] lr: 1.500e-02, eta: 3:16:07, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1999 2020-11-27 02:30:21,250 - mmaction - INFO - Epoch [15][1400/1921] lr: 1.500e-02, eta: 3:15:44, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1975 2020-11-27 02:30:43,671 - mmaction - INFO - Epoch [15][1420/1921] lr: 1.500e-02, eta: 3:15:20, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0349, recall@thr=0.5: 0.7484, prec@thr=0.5: 0.8189, recall@top3: 0.8402, prec@top3: 0.6842, recall@top5: 0.9517, prec@top5: 0.4773, loss: 0.0349, grad_norm: 0.1750 2020-11-27 02:31:06,246 - mmaction - INFO - Epoch [15][1440/1921] lr: 1.500e-02, eta: 3:14:57, time: 1.129, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1992 2020-11-27 02:31:28,673 - mmaction - INFO - Epoch [15][1460/1921] lr: 1.500e-02, eta: 3:14:33, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1905 2020-11-27 02:31:51,198 - mmaction - INFO - Epoch [15][1480/1921] lr: 1.500e-02, eta: 3:14:10, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: 0.0343, recall@thr=0.5: 0.7583, prec@thr=0.5: 0.8243, recall@top3: 0.8451, prec@top3: 0.6834, recall@top5: 0.9512, prec@top5: 0.4731, loss: 0.0343, grad_norm: 0.1882 2020-11-27 02:32:13,641 - mmaction - INFO - Epoch [15][1500/1921] lr: 1.500e-02, eta: 3:13:47, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1899 2020-11-27 02:32:36,053 - mmaction - INFO - Epoch [15][1520/1921] lr: 1.500e-02, eta: 3:13:23, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0362, recall@thr=0.5: 0.7504, prec@thr=0.5: 0.8126, recall@top3: 0.8357, prec@top3: 0.6885, recall@top5: 0.9508, prec@top5: 0.4813, loss: 0.0362, grad_norm: 0.1868 2020-11-27 02:32:58,553 - mmaction - INFO - Epoch [15][1540/1921] lr: 1.500e-02, eta: 3:13:00, time: 1.125, data_time: 0.000, memory: 9523, loss_action_cls: 0.0362, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.8039, recall@top3: 0.8238, prec@top3: 0.6676, recall@top5: 0.9427, prec@top5: 0.4676, loss: 0.0362, grad_norm: 0.1869 2020-11-27 02:33:20,979 - mmaction - INFO - Epoch [15][1560/1921] lr: 1.500e-02, eta: 3:12:36, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0365, recall@thr=0.5: 0.7298, prec@thr=0.5: 0.8143, recall@top3: 0.8364, prec@top3: 0.6769, recall@top5: 0.9448, prec@top5: 0.4709, loss: 0.0365, grad_norm: 0.1921 2020-11-27 02:33:43,476 - mmaction - INFO - Epoch [15][1580/1921] lr: 1.500e-02, eta: 3:12:13, time: 1.125, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1921 2020-11-27 02:34:05,933 - mmaction - INFO - Epoch [15][1600/1921] lr: 1.500e-02, eta: 3:11:49, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: 0.0356, recall@thr=0.5: 0.7456, prec@thr=0.5: 0.8128, recall@top3: 0.8409, prec@top3: 0.6870, recall@top5: 0.9477, prec@top5: 0.4772, loss: 0.0356, grad_norm: 0.1854 2020-11-27 02:34:28,362 - mmaction - INFO - Epoch [15][1620/1921] lr: 1.500e-02, eta: 3:11:26, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2148 2020-11-27 02:34:50,816 - mmaction - INFO - Epoch [15][1640/1921] lr: 1.500e-02, eta: 3:11:02, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1711 2020-11-27 02:35:13,294 - mmaction - INFO - Epoch [15][1660/1921] lr: 1.500e-02, eta: 3:10:39, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1911 2020-11-27 02:35:35,751 - mmaction - INFO - Epoch [15][1680/1921] lr: 1.500e-02, eta: 3:10:15, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1898 2020-11-27 02:35:58,188 - mmaction - INFO - Epoch [15][1700/1921] lr: 1.500e-02, eta: 3:09:52, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0333, recall@thr=0.5: 0.7580, prec@thr=0.5: 0.8313, recall@top3: 0.8485, prec@top3: 0.6828, recall@top5: 0.9536, prec@top5: 0.4720, loss: 0.0333, grad_norm: 0.1868 2020-11-27 02:36:20,607 - mmaction - INFO - Epoch [15][1720/1921] lr: 1.500e-02, eta: 3:09:29, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1817 2020-11-27 02:36:43,069 - mmaction - INFO - Epoch [15][1740/1921] lr: 1.500e-02, eta: 3:09:05, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: 0.0362, recall@thr=0.5: 0.7518, prec@thr=0.5: 0.8235, recall@top3: 0.8369, prec@top3: 0.6947, recall@top5: 0.9493, prec@top5: 0.4839, loss: 0.0362, grad_norm: 0.1881 2020-11-27 02:37:05,500 - mmaction - INFO - Epoch [15][1760/1921] lr: 1.500e-02, eta: 3:08:42, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1824 2020-11-27 02:37:27,952 - mmaction - INFO - Epoch [15][1780/1921] lr: 1.500e-02, eta: 3:08:18, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1804 2020-11-27 02:37:50,360 - mmaction - INFO - Epoch [15][1800/1921] lr: 1.500e-02, eta: 3:07:55, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2025 2020-11-27 02:38:12,865 - mmaction - INFO - Epoch [15][1820/1921] lr: 1.500e-02, eta: 3:07:31, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1815 2020-11-27 02:38:35,286 - mmaction - INFO - Epoch [15][1840/1921] lr: 1.500e-02, eta: 3:07:08, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1967 2020-11-27 02:38:57,738 - mmaction - INFO - Epoch [15][1860/1921] lr: 1.500e-02, eta: 3:06:45, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1824 2020-11-27 02:39:20,246 - mmaction - INFO - Epoch [15][1880/1921] lr: 1.500e-02, eta: 3:06:21, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: 0.0380, recall@thr=0.5: 0.7444, prec@thr=0.5: 0.7999, recall@top3: 0.8321, prec@top3: 0.6830, recall@top5: 0.9418, prec@top5: 0.4752, loss: 0.0380, grad_norm: 0.1863 2020-11-27 02:39:42,740 - mmaction - INFO - Epoch [15][1900/1921] lr: 1.500e-02, eta: 3:05:58, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1981 2020-11-27 02:40:05,232 - mmaction - INFO - Epoch [15][1920/1921] lr: 1.500e-02, eta: 3:05:34, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1854 2020-11-27 02:40:09,555 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-11-27 02:46:04,120 - mmaction - INFO - Evaluating proposal ... 2020-11-27 02:47:10,652 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-27 02:47:10,653 - mmaction - INFO - Evaluating bbox ... 2020-11-27 02:55:33,932 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2569 2020-11-27 02:55:35,105 - mmaction - INFO - Epoch(val) [15][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2569 2020-11-27 02:56:49,500 - mmaction - INFO - Epoch [16][20/1921] lr: 1.500e-03, eta: 3:05:26, time: 3.687, data_time: 2.579, memory: 9523, loss_action_cls: 0.0361, recall@thr=0.5: 0.7416, prec@thr=0.5: 0.8213, recall@top3: 0.8303, prec@top3: 0.6876, recall@top5: 0.9454, prec@top5: 0.4813, loss: 0.0361, grad_norm: 0.2045 2020-11-27 02:57:11,814 - mmaction - INFO - Epoch [16][40/1921] lr: 1.500e-03, eta: 3:05:03, time: 1.116, data_time: 0.003, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1866 2020-11-27 02:57:34,053 - mmaction - INFO - Epoch [16][60/1921] lr: 1.500e-03, eta: 3:04:39, time: 1.112, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1793 2020-11-27 02:57:56,394 - mmaction - INFO - Epoch [16][80/1921] lr: 1.500e-03, eta: 3:04:16, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: 0.0359, recall@thr=0.5: 0.7563, prec@thr=0.5: 0.8186, recall@top3: 0.8381, prec@top3: 0.6772, recall@top5: 0.9470, prec@top5: 0.4702, loss: 0.0359, grad_norm: 0.1808 2020-11-27 02:58:18,763 - mmaction - INFO - Epoch [16][100/1921] lr: 1.500e-03, eta: 3:03:52, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1834 2020-11-27 02:58:41,160 - mmaction - INFO - Epoch [16][120/1921] lr: 1.500e-03, eta: 3:03:29, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0360, recall@thr=0.5: 0.7473, prec@thr=0.5: 0.8186, recall@top3: 0.8373, prec@top3: 0.6906, recall@top5: 0.9424, prec@top5: 0.4778, loss: 0.0360, grad_norm: 0.1843 2020-11-27 02:59:03,549 - mmaction - INFO - Epoch [16][140/1921] lr: 1.500e-03, eta: 3:03:05, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1875 2020-11-27 02:59:25,944 - mmaction - INFO - Epoch [16][160/1921] lr: 1.500e-03, eta: 3:02:42, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0366, recall@thr=0.5: 0.7513, prec@thr=0.5: 0.8074, recall@top3: 0.8398, prec@top3: 0.6836, recall@top5: 0.9434, prec@top5: 0.4713, loss: 0.0366, grad_norm: 0.1844 2020-11-27 02:59:48,343 - mmaction - INFO - Epoch [16][180/1921] lr: 1.500e-03, eta: 3:02:18, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1737 2020-11-27 03:00:10,714 - mmaction - INFO - Epoch [16][200/1921] lr: 1.500e-03, eta: 3:01:55, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0358, recall@thr=0.5: 0.7480, prec@thr=0.5: 0.8110, recall@top3: 0.8454, prec@top3: 0.6719, recall@top5: 0.9512, prec@top5: 0.4668, loss: 0.0358, grad_norm: 0.1772 2020-11-27 03:00:34,134 - mmaction - INFO - Epoch [16][220/1921] lr: 1.500e-03, eta: 3:01:32, time: 1.171, data_time: 0.002, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1888 2020-11-27 03:00:56,546 - mmaction - INFO - Epoch [16][240/1921] lr: 1.500e-03, eta: 3:01:08, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1856 2020-11-27 03:01:19,325 - mmaction - INFO - Epoch [16][260/1921] lr: 1.500e-03, eta: 3:00:45, time: 1.139, data_time: 0.001, memory: 9523, loss_action_cls: 0.0354, recall@thr=0.5: 0.7613, prec@thr=0.5: 0.8179, recall@top3: 0.8418, prec@top3: 0.6898, recall@top5: 0.9418, prec@top5: 0.4738, loss: 0.0354, grad_norm: 0.1925 2020-11-27 03:01:41,804 - mmaction - INFO - Epoch [16][280/1921] lr: 1.500e-03, eta: 3:00:21, time: 1.123, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1797 2020-11-27 03:02:04,207 - mmaction - INFO - Epoch [16][300/1921] lr: 1.500e-03, eta: 2:59:58, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0342, recall@thr=0.5: 0.7487, prec@thr=0.5: 0.8292, recall@top3: 0.8486, prec@top3: 0.6907, recall@top5: 0.9554, prec@top5: 0.4778, loss: 0.0342, grad_norm: 0.1849 2020-11-27 03:02:26,633 - mmaction - INFO - Epoch [16][320/1921] lr: 1.500e-03, eta: 2:59:35, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1859 2020-11-27 03:02:49,044 - mmaction - INFO - Epoch [16][340/1921] lr: 1.500e-03, eta: 2:59:11, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1897 2020-11-27 03:03:11,539 - mmaction - INFO - Epoch [16][360/1921] lr: 1.500e-03, eta: 2:58:48, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1776 2020-11-27 03:03:33,957 - mmaction - INFO - Epoch [16][380/1921] lr: 1.500e-03, eta: 2:58:24, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0362, recall@thr=0.5: 0.7423, prec@thr=0.5: 0.8152, recall@top3: 0.8346, prec@top3: 0.6777, recall@top5: 0.9426, prec@top5: 0.4703, loss: 0.0362, grad_norm: 0.1822 2020-11-27 03:03:56,421 - mmaction - INFO - Epoch [16][400/1921] lr: 1.500e-03, eta: 2:58:01, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1852 2020-11-27 03:04:19,081 - mmaction - INFO - Epoch [16][420/1921] lr: 1.500e-03, eta: 2:57:37, time: 1.132, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1875 2020-11-27 03:04:41,509 - mmaction - INFO - Epoch [16][440/1921] lr: 1.500e-03, eta: 2:57:14, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0351, recall@thr=0.5: 0.7555, prec@thr=0.5: 0.8167, recall@top3: 0.8431, prec@top3: 0.6828, recall@top5: 0.9417, prec@top5: 0.4686, loss: 0.0351, grad_norm: 0.1815 2020-11-27 03:05:03,944 - mmaction - INFO - Epoch [16][460/1921] lr: 1.500e-03, eta: 2:56:50, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1852 2020-11-27 03:05:26,330 - mmaction - INFO - Epoch [16][480/1921] lr: 1.500e-03, eta: 2:56:27, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1832 2020-11-27 03:05:48,780 - mmaction - INFO - Epoch [16][500/1921] lr: 1.500e-03, eta: 2:56:04, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1788 2020-11-27 03:06:11,187 - mmaction - INFO - Epoch [16][520/1921] lr: 1.500e-03, eta: 2:55:40, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1892 2020-11-27 03:06:33,631 - mmaction - INFO - Epoch [16][540/1921] lr: 1.500e-03, eta: 2:55:17, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: 0.0360, recall@thr=0.5: 0.7433, prec@thr=0.5: 0.8078, recall@top3: 0.8358, prec@top3: 0.6889, recall@top5: 0.9493, prec@top5: 0.4803, loss: 0.0360, grad_norm: 0.1941 2020-11-27 03:06:56,061 - mmaction - INFO - Epoch [16][560/1921] lr: 1.500e-03, eta: 2:54:53, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0370, recall@thr=0.5: 0.7390, prec@thr=0.5: 0.7943, recall@top3: 0.8287, prec@top3: 0.6732, recall@top5: 0.9449, prec@top5: 0.4739, loss: 0.0370, grad_norm: 0.1945 2020-11-27 03:07:18,479 - mmaction - INFO - Epoch [16][580/1921] lr: 1.500e-03, eta: 2:54:30, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1862 2020-11-27 03:07:40,834 - mmaction - INFO - Epoch [16][600/1921] lr: 1.500e-03, eta: 2:54:06, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1880 2020-11-27 03:08:03,289 - mmaction - INFO - Epoch [16][620/1921] lr: 1.500e-03, eta: 2:53:43, time: 1.123, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1975 2020-11-27 03:08:25,782 - mmaction - INFO - Epoch [16][640/1921] lr: 1.500e-03, eta: 2:53:20, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1826 2020-11-27 03:08:49,078 - mmaction - INFO - Epoch [16][660/1921] lr: 1.500e-03, eta: 2:52:56, time: 1.162, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1841 2020-11-27 03:09:11,565 - mmaction - INFO - Epoch [16][680/1921] lr: 1.500e-03, eta: 2:52:33, time: 1.126, data_time: 0.003, memory: 9523, loss_action_cls: 0.0377, recall@thr=0.5: 0.7314, prec@thr=0.5: 0.7982, recall@top3: 0.8280, prec@top3: 0.6642, recall@top5: 0.9398, prec@top5: 0.4613, loss: 0.0377, grad_norm: 0.1989 2020-11-27 03:09:33,987 - mmaction - INFO - Epoch [16][700/1921] lr: 1.500e-03, eta: 2:52:09, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1900 2020-11-27 03:09:56,410 - mmaction - INFO - Epoch [16][720/1921] lr: 1.500e-03, eta: 2:51:46, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1919 2020-11-27 03:10:19,532 - mmaction - INFO - Epoch [16][740/1921] lr: 1.500e-03, eta: 2:51:23, time: 1.155, data_time: 0.003, memory: 9523, loss_action_cls: 0.0363, recall@thr=0.5: 0.7400, prec@thr=0.5: 0.8125, recall@top3: 0.8338, prec@top3: 0.6780, recall@top5: 0.9456, prec@top5: 0.4731, loss: 0.0363, grad_norm: 0.1830 2020-11-27 03:10:42,071 - mmaction - INFO - Epoch [16][760/1921] lr: 1.500e-03, eta: 2:50:59, time: 1.128, data_time: 0.006, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1782 2020-11-27 03:11:04,561 - mmaction - INFO - Epoch [16][780/1921] lr: 1.500e-03, eta: 2:50:36, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1803 2020-11-27 03:11:26,979 - mmaction - INFO - Epoch [16][800/1921] lr: 1.500e-03, eta: 2:50:13, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0361, recall@thr=0.5: 0.7464, prec@thr=0.5: 0.8223, recall@top3: 0.8377, prec@top3: 0.6949, recall@top5: 0.9454, prec@top5: 0.4818, loss: 0.0361, grad_norm: 0.1899 2020-11-27 03:11:49,422 - mmaction - INFO - Epoch [16][820/1921] lr: 1.500e-03, eta: 2:49:49, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: 0.0373, recall@thr=0.5: 0.7393, prec@thr=0.5: 0.8009, recall@top3: 0.8401, prec@top3: 0.6870, recall@top5: 0.9436, prec@top5: 0.4739, loss: 0.0373, grad_norm: 0.1975 2020-11-27 03:12:11,905 - mmaction - INFO - Epoch [16][840/1921] lr: 1.500e-03, eta: 2:49:26, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: 0.0351, recall@thr=0.5: 0.7579, prec@thr=0.5: 0.8238, recall@top3: 0.8480, prec@top3: 0.7021, recall@top5: 0.9496, prec@top5: 0.4825, loss: 0.0351, grad_norm: 0.1931 2020-11-27 03:12:34,343 - mmaction - INFO - Epoch [16][860/1921] lr: 1.500e-03, eta: 2:49:02, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0352, recall@thr=0.5: 0.7438, prec@thr=0.5: 0.8226, recall@top3: 0.8410, prec@top3: 0.6822, recall@top5: 0.9474, prec@top5: 0.4733, loss: 0.0352, grad_norm: 0.1841 2020-11-27 03:12:56,771 - mmaction - INFO - Epoch [16][880/1921] lr: 1.500e-03, eta: 2:48:39, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1979 2020-11-27 03:13:19,180 - mmaction - INFO - Epoch [16][900/1921] lr: 1.500e-03, eta: 2:48:15, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1947 2020-11-27 03:13:41,611 - mmaction - INFO - Epoch [16][920/1921] lr: 1.500e-03, eta: 2:47:52, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1737 2020-11-27 03:14:04,258 - mmaction - INFO - Epoch [16][940/1921] lr: 1.500e-03, eta: 2:47:29, time: 1.133, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1784 2020-11-27 03:14:26,728 - mmaction - INFO - Epoch [16][960/1921] lr: 1.500e-03, eta: 2:47:05, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1814 2020-11-27 03:14:49,231 - mmaction - INFO - Epoch [16][980/1921] lr: 1.500e-03, eta: 2:46:42, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1830 2020-11-27 03:15:11,660 - mmaction - INFO - Epoch [16][1000/1921] lr: 1.500e-03, eta: 2:46:18, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1874 2020-11-27 03:15:34,092 - mmaction - INFO - Epoch [16][1020/1921] lr: 1.500e-03, eta: 2:45:55, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1835 2020-11-27 03:15:56,521 - mmaction - INFO - Epoch [16][1040/1921] lr: 1.500e-03, eta: 2:45:32, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1912 2020-11-27 03:16:18,885 - mmaction - INFO - Epoch [16][1060/1921] lr: 1.500e-03, eta: 2:45:08, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1830 2020-11-27 03:16:41,304 - mmaction - INFO - Epoch [16][1080/1921] lr: 1.500e-03, eta: 2:44:45, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1833 2020-11-27 03:17:03,728 - mmaction - INFO - Epoch [16][1100/1921] lr: 1.500e-03, eta: 2:44:21, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1825 2020-11-27 03:17:26,165 - mmaction - INFO - Epoch [16][1120/1921] lr: 1.500e-03, eta: 2:43:58, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0372, recall@thr=0.5: 0.7232, prec@thr=0.5: 0.8056, recall@top3: 0.8266, prec@top3: 0.6847, recall@top5: 0.9379, prec@top5: 0.4787, loss: 0.0372, grad_norm: 0.2029 2020-11-27 03:17:48,587 - mmaction - INFO - Epoch [16][1140/1921] lr: 1.500e-03, eta: 2:43:35, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1844 2020-11-27 03:18:10,991 - mmaction - INFO - Epoch [16][1160/1921] lr: 1.500e-03, eta: 2:43:11, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0371, recall@thr=0.5: 0.7520, prec@thr=0.5: 0.8225, recall@top3: 0.8405, prec@top3: 0.6830, recall@top5: 0.9451, prec@top5: 0.4722, loss: 0.0371, grad_norm: 0.1748 2020-11-27 03:18:33,818 - mmaction - INFO - Epoch [16][1180/1921] lr: 1.500e-03, eta: 2:42:48, time: 1.141, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1865 2020-11-27 03:18:56,248 - mmaction - INFO - Epoch [16][1200/1921] lr: 1.500e-03, eta: 2:42:24, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1764 2020-11-27 03:19:18,670 - mmaction - INFO - Epoch [16][1220/1921] lr: 1.500e-03, eta: 2:42:01, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1813 2020-11-27 03:19:41,071 - mmaction - INFO - Epoch [16][1240/1921] lr: 1.500e-03, eta: 2:41:38, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1912 2020-11-27 03:20:03,621 - mmaction - INFO - Epoch [16][1260/1921] lr: 1.500e-03, eta: 2:41:14, time: 1.127, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1884 2020-11-27 03:20:26,081 - mmaction - INFO - Epoch [16][1280/1921] lr: 1.500e-03, eta: 2:40:51, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1939 2020-11-27 03:20:48,525 - mmaction - INFO - Epoch [16][1300/1921] lr: 1.500e-03, eta: 2:40:28, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1949 2020-11-27 03:21:10,957 - mmaction - INFO - Epoch [16][1320/1921] lr: 1.500e-03, eta: 2:40:04, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0326, recall@thr=0.5: 0.7691, prec@thr=0.5: 0.8287, recall@top3: 0.8473, prec@top3: 0.6886, recall@top5: 0.9529, prec@top5: 0.4748, loss: 0.0326, grad_norm: 0.1728 2020-11-27 03:21:33,391 - mmaction - INFO - Epoch [16][1340/1921] lr: 1.500e-03, eta: 2:39:41, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1860 2020-11-27 03:21:56,700 - mmaction - INFO - Epoch [16][1360/1921] lr: 1.500e-03, eta: 2:39:18, time: 1.165, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1849 2020-11-27 03:22:19,095 - mmaction - INFO - Epoch [16][1380/1921] lr: 1.500e-03, eta: 2:38:54, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1907 2020-11-27 03:22:41,478 - mmaction - INFO - Epoch [16][1400/1921] lr: 1.500e-03, eta: 2:38:31, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1842 2020-11-27 03:23:03,866 - mmaction - INFO - Epoch [16][1420/1921] lr: 1.500e-03, eta: 2:38:07, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1841 2020-11-27 03:23:26,298 - mmaction - INFO - Epoch [16][1440/1921] lr: 1.500e-03, eta: 2:37:44, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1839 2020-11-27 03:23:48,702 - mmaction - INFO - Epoch [16][1460/1921] lr: 1.500e-03, eta: 2:37:21, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1911 2020-11-27 03:24:11,145 - mmaction - INFO - Epoch [16][1480/1921] lr: 1.500e-03, eta: 2:36:57, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1940 2020-11-27 03:24:33,651 - mmaction - INFO - Epoch [16][1500/1921] lr: 1.500e-03, eta: 2:36:34, time: 1.125, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1989 2020-11-27 03:24:56,065 - mmaction - INFO - Epoch [16][1520/1921] lr: 1.500e-03, eta: 2:36:10, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1954 2020-11-27 03:25:18,576 - mmaction - INFO - Epoch [16][1540/1921] lr: 1.500e-03, eta: 2:35:47, time: 1.125, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1874 2020-11-27 03:25:40,977 - mmaction - INFO - Epoch [16][1560/1921] lr: 1.500e-03, eta: 2:35:24, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1840 2020-11-27 03:26:03,382 - mmaction - INFO - Epoch [16][1580/1921] lr: 1.500e-03, eta: 2:35:00, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1888 2020-11-27 03:26:25,830 - mmaction - INFO - Epoch [16][1600/1921] lr: 1.500e-03, eta: 2:34:37, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1888 2020-11-27 03:26:48,307 - mmaction - INFO - Epoch [16][1620/1921] lr: 1.500e-03, eta: 2:34:14, time: 1.124, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1871 2020-11-27 03:27:10,734 - mmaction - INFO - Epoch [16][1640/1921] lr: 1.500e-03, eta: 2:33:50, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1835 2020-11-27 03:27:33,194 - mmaction - INFO - Epoch [16][1660/1921] lr: 1.500e-03, eta: 2:33:27, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1861 2020-11-27 03:27:55,610 - mmaction - INFO - Epoch [16][1680/1921] lr: 1.500e-03, eta: 2:33:04, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0369, recall@thr=0.5: 0.7581, prec@thr=0.5: 0.8049, recall@top3: 0.8250, prec@top3: 0.6832, recall@top5: 0.9414, prec@top5: 0.4793, loss: 0.0369, grad_norm: 0.1953 2020-11-27 03:28:18,024 - mmaction - INFO - Epoch [16][1700/1921] lr: 1.500e-03, eta: 2:32:40, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1951 2020-11-27 03:28:40,491 - mmaction - INFO - Epoch [16][1720/1921] lr: 1.500e-03, eta: 2:32:17, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: 0.0361, recall@thr=0.5: 0.7390, prec@thr=0.5: 0.8136, recall@top3: 0.8422, prec@top3: 0.6784, recall@top5: 0.9419, prec@top5: 0.4694, loss: 0.0361, grad_norm: 0.2033 2020-11-27 03:29:03,044 - mmaction - INFO - Epoch [16][1740/1921] lr: 1.500e-03, eta: 2:31:53, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: 0.0337, recall@thr=0.5: 0.7716, prec@thr=0.5: 0.8394, recall@top3: 0.8530, prec@top3: 0.6931, recall@top5: 0.9534, prec@top5: 0.4742, loss: 0.0337, grad_norm: 0.1790 2020-11-27 03:29:25,510 - mmaction - INFO - Epoch [16][1760/1921] lr: 1.500e-03, eta: 2:31:30, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1858 2020-11-27 03:29:47,932 - mmaction - INFO - Epoch [16][1780/1921] lr: 1.500e-03, eta: 2:31:07, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0363, recall@thr=0.5: 0.7625, prec@thr=0.5: 0.8245, recall@top3: 0.8354, prec@top3: 0.6897, recall@top5: 0.9435, prec@top5: 0.4793, loss: 0.0363, grad_norm: 0.1880 2020-11-27 03:30:10,394 - mmaction - INFO - Epoch [16][1800/1921] lr: 1.500e-03, eta: 2:30:43, time: 1.123, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1932 2020-11-27 03:30:32,893 - mmaction - INFO - Epoch [16][1820/1921] lr: 1.500e-03, eta: 2:30:20, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1839 2020-11-27 03:30:55,371 - mmaction - INFO - Epoch [16][1840/1921] lr: 1.500e-03, eta: 2:29:57, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: 0.0370, recall@thr=0.5: 0.7424, prec@thr=0.5: 0.8134, recall@top3: 0.8294, prec@top3: 0.6668, recall@top5: 0.9370, prec@top5: 0.4648, loss: 0.0370, grad_norm: 0.1821 2020-11-27 03:31:17,823 - mmaction - INFO - Epoch [16][1860/1921] lr: 1.500e-03, eta: 2:29:33, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1823 2020-11-27 03:31:40,457 - mmaction - INFO - Epoch [16][1880/1921] lr: 1.500e-03, eta: 2:29:10, time: 1.132, data_time: 0.001, memory: 9523, loss_action_cls: 0.0351, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8179, recall@top3: 0.8340, prec@top3: 0.6726, recall@top5: 0.9420, prec@top5: 0.4677, loss: 0.0351, grad_norm: 0.1869 2020-11-27 03:32:02,882 - mmaction - INFO - Epoch [16][1900/1921] lr: 1.500e-03, eta: 2:28:47, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0362, recall@thr=0.5: 0.7409, prec@thr=0.5: 0.8063, recall@top3: 0.8258, prec@top3: 0.6822, recall@top5: 0.9477, prec@top5: 0.4793, loss: 0.0362, grad_norm: 0.2053 2020-11-27 03:32:25,273 - mmaction - INFO - Epoch [16][1920/1921] lr: 1.500e-03, eta: 2:28:23, time: 1.120, data_time: 0.002, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1845 2020-11-27 03:32:32,243 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-11-27 03:38:37,651 - mmaction - INFO - Evaluating proposal ... 2020-11-27 03:39:43,030 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-27 03:39:43,031 - mmaction - INFO - Evaluating bbox ... 2020-11-27 03:48:06,928 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2577 2020-11-27 03:48:08,076 - mmaction - INFO - Epoch(val) [16][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2577 2020-11-27 03:49:16,917 - mmaction - INFO - Epoch [17][20/1921] lr: 1.500e-03, eta: 2:28:10, time: 3.434, data_time: 2.266, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1836 2020-11-27 03:49:39,185 - mmaction - INFO - Epoch [17][40/1921] lr: 1.500e-03, eta: 2:27:47, time: 1.114, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1806 2020-11-27 03:50:01,462 - mmaction - INFO - Epoch [17][60/1921] lr: 1.500e-03, eta: 2:27:23, time: 1.114, data_time: 0.000, memory: 9523, loss_action_cls: 0.0355, recall@thr=0.5: 0.7452, prec@thr=0.5: 0.8033, recall@top3: 0.8471, prec@top3: 0.6731, recall@top5: 0.9492, prec@top5: 0.4634, loss: 0.0355, grad_norm: 0.1975 2020-11-27 03:50:23,745 - mmaction - INFO - Epoch [17][80/1921] lr: 1.500e-03, eta: 2:27:00, time: 1.114, data_time: 0.001, memory: 9523, loss_action_cls: 0.0353, recall@thr=0.5: 0.7562, prec@thr=0.5: 0.8253, recall@top3: 0.8390, prec@top3: 0.6809, recall@top5: 0.9517, prec@top5: 0.4741, loss: 0.0353, grad_norm: 0.1907 2020-11-27 03:50:46,052 - mmaction - INFO - Epoch [17][100/1921] lr: 1.500e-03, eta: 2:26:36, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: 0.0357, recall@thr=0.5: 0.7446, prec@thr=0.5: 0.8186, recall@top3: 0.8364, prec@top3: 0.6895, recall@top5: 0.9452, prec@top5: 0.4813, loss: 0.0357, grad_norm: 0.1908 2020-11-27 03:51:08,408 - mmaction - INFO - Epoch [17][120/1921] lr: 1.500e-03, eta: 2:26:13, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1807 2020-11-27 03:51:30,729 - mmaction - INFO - Epoch [17][140/1921] lr: 1.500e-03, eta: 2:25:49, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1916 2020-11-27 03:51:53,135 - mmaction - INFO - Epoch [17][160/1921] lr: 1.500e-03, eta: 2:25:26, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1973 2020-11-27 03:52:15,516 - mmaction - INFO - Epoch [17][180/1921] lr: 1.500e-03, eta: 2:25:03, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1943 2020-11-27 03:52:37,877 - mmaction - INFO - Epoch [17][200/1921] lr: 1.500e-03, eta: 2:24:39, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1896 2020-11-27 03:53:00,187 - mmaction - INFO - Epoch [17][220/1921] lr: 1.500e-03, eta: 2:24:16, time: 1.115, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1782 2020-11-27 03:53:22,548 - mmaction - INFO - Epoch [17][240/1921] lr: 1.500e-03, eta: 2:23:52, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1925 2020-11-27 03:53:44,941 - mmaction - INFO - Epoch [17][260/1921] lr: 1.500e-03, eta: 2:23:29, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1916 2020-11-27 03:54:07,317 - mmaction - INFO - Epoch [17][280/1921] lr: 1.500e-03, eta: 2:23:06, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1841 2020-11-27 03:54:29,659 - mmaction - INFO - Epoch [17][300/1921] lr: 1.500e-03, eta: 2:22:42, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1878 2020-11-27 03:54:52,060 - mmaction - INFO - Epoch [17][320/1921] lr: 1.500e-03, eta: 2:22:19, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1973 2020-11-27 03:55:14,409 - mmaction - INFO - Epoch [17][340/1921] lr: 1.500e-03, eta: 2:21:56, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1909 2020-11-27 03:55:36,759 - mmaction - INFO - Epoch [17][360/1921] lr: 1.500e-03, eta: 2:21:32, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0351, recall@thr=0.5: 0.7450, prec@thr=0.5: 0.8190, recall@top3: 0.8537, prec@top3: 0.6807, recall@top5: 0.9475, prec@top5: 0.4655, loss: 0.0351, grad_norm: 0.1849 2020-11-27 03:55:59,136 - mmaction - INFO - Epoch [17][380/1921] lr: 1.500e-03, eta: 2:21:09, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1837 2020-11-27 03:56:21,494 - mmaction - INFO - Epoch [17][400/1921] lr: 1.500e-03, eta: 2:20:45, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1823 2020-11-27 03:56:44,002 - mmaction - INFO - Epoch [17][420/1921] lr: 1.500e-03, eta: 2:20:22, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1937 2020-11-27 03:57:06,359 - mmaction - INFO - Epoch [17][440/1921] lr: 1.500e-03, eta: 2:19:59, time: 1.119, data_time: 0.002, memory: 9523, loss_action_cls: 0.0332, recall@thr=0.5: 0.7627, prec@thr=0.5: 0.8335, recall@top3: 0.8578, prec@top3: 0.7035, recall@top5: 0.9603, prec@top5: 0.4849, loss: 0.0332, grad_norm: 0.1763 2020-11-27 03:57:28,731 - mmaction - INFO - Epoch [17][460/1921] lr: 1.500e-03, eta: 2:19:35, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0350, recall@thr=0.5: 0.7543, prec@thr=0.5: 0.8336, recall@top3: 0.8479, prec@top3: 0.6999, recall@top5: 0.9519, prec@top5: 0.4846, loss: 0.0350, grad_norm: 0.1832 2020-11-27 03:57:51,096 - mmaction - INFO - Epoch [17][480/1921] lr: 1.500e-03, eta: 2:19:12, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0356, recall@thr=0.5: 0.7394, prec@thr=0.5: 0.8056, recall@top3: 0.8296, prec@top3: 0.6787, recall@top5: 0.9409, prec@top5: 0.4733, loss: 0.0356, grad_norm: 0.1912 2020-11-27 03:58:13,471 - mmaction - INFO - Epoch [17][500/1921] lr: 1.500e-03, eta: 2:18:49, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1933 2020-11-27 03:58:35,831 - mmaction - INFO - Epoch [17][520/1921] lr: 1.500e-03, eta: 2:18:25, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1809 2020-11-27 03:58:58,250 - mmaction - INFO - Epoch [17][540/1921] lr: 1.500e-03, eta: 2:18:02, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1926 2020-11-27 03:59:20,617 - mmaction - INFO - Epoch [17][560/1921] lr: 1.500e-03, eta: 2:17:38, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1935 2020-11-27 03:59:42,977 - mmaction - INFO - Epoch [17][580/1921] lr: 1.500e-03, eta: 2:17:15, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1911 2020-11-27 04:00:05,354 - mmaction - INFO - Epoch [17][600/1921] lr: 1.500e-03, eta: 2:16:52, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1787 2020-11-27 04:00:27,733 - mmaction - INFO - Epoch [17][620/1921] lr: 1.500e-03, eta: 2:16:28, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1871 2020-11-27 04:00:50,066 - mmaction - INFO - Epoch [17][640/1921] lr: 1.500e-03, eta: 2:16:05, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: 0.0353, recall@thr=0.5: 0.7521, prec@thr=0.5: 0.8193, recall@top3: 0.8416, prec@top3: 0.6821, recall@top5: 0.9535, prec@top5: 0.4772, loss: 0.0353, grad_norm: 0.1954 2020-11-27 04:01:12,634 - mmaction - INFO - Epoch [17][660/1921] lr: 1.500e-03, eta: 2:15:42, time: 1.128, data_time: 0.000, memory: 9523, loss_action_cls: 0.0345, recall@thr=0.5: 0.7650, prec@thr=0.5: 0.8262, recall@top3: 0.8491, prec@top3: 0.7048, recall@top5: 0.9501, prec@top5: 0.4846, loss: 0.0345, grad_norm: 0.1972 2020-11-27 04:01:35,068 - mmaction - INFO - Epoch [17][680/1921] lr: 1.500e-03, eta: 2:15:18, time: 1.122, data_time: 0.002, memory: 9523, loss_action_cls: 0.0370, recall@thr=0.5: 0.7485, prec@thr=0.5: 0.8072, recall@top3: 0.8348, prec@top3: 0.6724, recall@top5: 0.9447, prec@top5: 0.4665, loss: 0.0370, grad_norm: 0.1986 2020-11-27 04:01:57,464 - mmaction - INFO - Epoch [17][700/1921] lr: 1.500e-03, eta: 2:14:55, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0344, recall@thr=0.5: 0.7553, prec@thr=0.5: 0.8165, recall@top3: 0.8470, prec@top3: 0.6853, recall@top5: 0.9502, prec@top5: 0.4715, loss: 0.0344, grad_norm: 0.1895 2020-11-27 04:02:19,798 - mmaction - INFO - Epoch [17][720/1921] lr: 1.500e-03, eta: 2:14:32, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1898 2020-11-27 04:02:42,129 - mmaction - INFO - Epoch [17][740/1921] lr: 1.500e-03, eta: 2:14:08, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1950 2020-11-27 04:03:04,484 - mmaction - INFO - Epoch [17][760/1921] lr: 1.500e-03, eta: 2:13:45, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1831 2020-11-27 04:03:26,871 - mmaction - INFO - Epoch [17][780/1921] lr: 1.500e-03, eta: 2:13:21, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1914 2020-11-27 04:03:50,310 - mmaction - INFO - Epoch [17][800/1921] lr: 1.500e-03, eta: 2:12:58, time: 1.172, data_time: 0.001, memory: 9523, loss_action_cls: 0.0381, recall@thr=0.5: 0.7429, prec@thr=0.5: 0.7954, recall@top3: 0.8304, prec@top3: 0.6718, recall@top5: 0.9444, prec@top5: 0.4696, loss: 0.0381, grad_norm: 0.2023 2020-11-27 04:04:13,422 - mmaction - INFO - Epoch [17][820/1921] lr: 1.500e-03, eta: 2:12:35, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: 0.0375, recall@thr=0.5: 0.7396, prec@thr=0.5: 0.8024, recall@top3: 0.8247, prec@top3: 0.6669, recall@top5: 0.9421, prec@top5: 0.4682, loss: 0.0375, grad_norm: 0.1928 2020-11-27 04:04:35,810 - mmaction - INFO - Epoch [17][840/1921] lr: 1.500e-03, eta: 2:12:12, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0371, recall@thr=0.5: 0.7396, prec@thr=0.5: 0.8152, recall@top3: 0.8296, prec@top3: 0.6742, recall@top5: 0.9434, prec@top5: 0.4730, loss: 0.0371, grad_norm: 0.1995 2020-11-27 04:04:58,153 - mmaction - INFO - Epoch [17][860/1921] lr: 1.500e-03, eta: 2:11:48, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1842 2020-11-27 04:05:20,550 - mmaction - INFO - Epoch [17][880/1921] lr: 1.500e-03, eta: 2:11:25, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1866 2020-11-27 04:05:42,928 - mmaction - INFO - Epoch [17][900/1921] lr: 1.500e-03, eta: 2:11:02, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1775 2020-11-27 04:06:05,285 - mmaction - INFO - Epoch [17][920/1921] lr: 1.500e-03, eta: 2:10:38, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0348, recall@thr=0.5: 0.7579, prec@thr=0.5: 0.8302, recall@top3: 0.8351, prec@top3: 0.6878, recall@top5: 0.9466, prec@top5: 0.4808, loss: 0.0348, grad_norm: 0.1837 2020-11-27 04:06:27,669 - mmaction - INFO - Epoch [17][940/1921] lr: 1.500e-03, eta: 2:10:15, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1920 2020-11-27 04:06:50,027 - mmaction - INFO - Epoch [17][960/1921] lr: 1.500e-03, eta: 2:09:52, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1993 2020-11-27 04:07:12,380 - mmaction - INFO - Epoch [17][980/1921] lr: 1.500e-03, eta: 2:09:28, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1817 2020-11-27 04:07:34,760 - mmaction - INFO - Epoch [17][1000/1921] lr: 1.500e-03, eta: 2:09:05, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0343, recall@thr=0.5: 0.7603, prec@thr=0.5: 0.8149, recall@top3: 0.8462, prec@top3: 0.6875, recall@top5: 0.9550, prec@top5: 0.4749, loss: 0.0343, grad_norm: 0.1859 2020-11-27 04:07:57,166 - mmaction - INFO - Epoch [17][1020/1921] lr: 1.500e-03, eta: 2:08:42, time: 1.121, data_time: 0.002, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1787 2020-11-27 04:08:19,565 - mmaction - INFO - Epoch [17][1040/1921] lr: 1.500e-03, eta: 2:08:18, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2053 2020-11-27 04:08:41,997 - mmaction - INFO - Epoch [17][1060/1921] lr: 1.500e-03, eta: 2:07:55, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0357, recall@thr=0.5: 0.7387, prec@thr=0.5: 0.8155, recall@top3: 0.8422, prec@top3: 0.6767, recall@top5: 0.9441, prec@top5: 0.4673, loss: 0.0357, grad_norm: 0.1875 2020-11-27 04:09:04,372 - mmaction - INFO - Epoch [17][1080/1921] lr: 1.500e-03, eta: 2:07:32, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1910 2020-11-27 04:09:26,751 - mmaction - INFO - Epoch [17][1100/1921] lr: 1.500e-03, eta: 2:07:08, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1927 2020-11-27 04:09:49,137 - mmaction - INFO - Epoch [17][1120/1921] lr: 1.500e-03, eta: 2:06:45, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2010 2020-11-27 04:10:11,567 - mmaction - INFO - Epoch [17][1140/1921] lr: 1.500e-03, eta: 2:06:22, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1852 2020-11-27 04:10:33,971 - mmaction - INFO - Epoch [17][1160/1921] lr: 1.500e-03, eta: 2:05:58, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1944 2020-11-27 04:10:56,337 - mmaction - INFO - Epoch [17][1180/1921] lr: 1.500e-03, eta: 2:05:35, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1881 2020-11-27 04:11:18,737 - mmaction - INFO - Epoch [17][1200/1921] lr: 1.500e-03, eta: 2:05:12, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0358, recall@thr=0.5: 0.7494, prec@thr=0.5: 0.8143, recall@top3: 0.8413, prec@top3: 0.6849, recall@top5: 0.9406, prec@top5: 0.4723, loss: 0.0358, grad_norm: 0.1954 2020-11-27 04:11:41,200 - mmaction - INFO - Epoch [17][1220/1921] lr: 1.500e-03, eta: 2:04:48, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1880 2020-11-27 04:12:03,593 - mmaction - INFO - Epoch [17][1240/1921] lr: 1.500e-03, eta: 2:04:25, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0354, recall@thr=0.5: 0.7529, prec@thr=0.5: 0.8126, recall@top3: 0.8495, prec@top3: 0.6791, recall@top5: 0.9517, prec@top5: 0.4672, loss: 0.0354, grad_norm: 0.1890 2020-11-27 04:12:26,003 - mmaction - INFO - Epoch [17][1260/1921] lr: 1.500e-03, eta: 2:04:02, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0348, recall@thr=0.5: 0.7436, prec@thr=0.5: 0.8213, recall@top3: 0.8464, prec@top3: 0.6847, recall@top5: 0.9479, prec@top5: 0.4722, loss: 0.0348, grad_norm: 0.1872 2020-11-27 04:12:48,377 - mmaction - INFO - Epoch [17][1280/1921] lr: 1.500e-03, eta: 2:03:38, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1895 2020-11-27 04:13:10,790 - mmaction - INFO - Epoch [17][1300/1921] lr: 1.500e-03, eta: 2:03:15, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1934 2020-11-27 04:13:33,218 - mmaction - INFO - Epoch [17][1320/1921] lr: 1.500e-03, eta: 2:02:52, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1998 2020-11-27 04:13:55,630 - mmaction - INFO - Epoch [17][1340/1921] lr: 1.500e-03, eta: 2:02:28, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1798 2020-11-27 04:14:17,977 - mmaction - INFO - Epoch [17][1360/1921] lr: 1.500e-03, eta: 2:02:05, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1934 2020-11-27 04:14:40,396 - mmaction - INFO - Epoch [17][1380/1921] lr: 1.500e-03, eta: 2:01:42, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2070 2020-11-27 04:15:02,754 - mmaction - INFO - Epoch [17][1400/1921] lr: 1.500e-03, eta: 2:01:18, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0348, recall@thr=0.5: 0.7582, prec@thr=0.5: 0.8182, recall@top3: 0.8467, prec@top3: 0.6838, recall@top5: 0.9561, prec@top5: 0.4738, loss: 0.0348, grad_norm: 0.1953 2020-11-27 04:15:25,113 - mmaction - INFO - Epoch [17][1420/1921] lr: 1.500e-03, eta: 2:00:55, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1972 2020-11-27 04:15:47,524 - mmaction - INFO - Epoch [17][1440/1921] lr: 1.500e-03, eta: 2:00:32, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2008 2020-11-27 04:16:09,903 - mmaction - INFO - Epoch [17][1460/1921] lr: 1.500e-03, eta: 2:00:08, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1924 2020-11-27 04:16:32,328 - mmaction - INFO - Epoch [17][1480/1921] lr: 1.500e-03, eta: 1:59:45, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1836 2020-11-27 04:16:54,887 - mmaction - INFO - Epoch [17][1500/1921] lr: 1.500e-03, eta: 1:59:22, time: 1.127, data_time: 0.000, memory: 9523, loss_action_cls: 0.0351, recall@thr=0.5: 0.7488, prec@thr=0.5: 0.8148, recall@top3: 0.8355, prec@top3: 0.6839, recall@top5: 0.9488, prec@top5: 0.4762, loss: 0.0351, grad_norm: 0.1975 2020-11-27 04:17:17,304 - mmaction - INFO - Epoch [17][1520/1921] lr: 1.500e-03, eta: 1:58:59, time: 1.122, data_time: 0.003, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1826 2020-11-27 04:17:39,777 - mmaction - INFO - Epoch [17][1540/1921] lr: 1.500e-03, eta: 1:58:35, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1902 2020-11-27 04:18:02,171 - mmaction - INFO - Epoch [17][1560/1921] lr: 1.500e-03, eta: 1:58:12, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0350, recall@thr=0.5: 0.7577, prec@thr=0.5: 0.8320, recall@top3: 0.8460, prec@top3: 0.7019, recall@top5: 0.9490, prec@top5: 0.4834, loss: 0.0350, grad_norm: 0.1856 2020-11-27 04:18:24,616 - mmaction - INFO - Epoch [17][1580/1921] lr: 1.500e-03, eta: 1:57:49, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: 0.0350, recall@thr=0.5: 0.7407, prec@thr=0.5: 0.7989, recall@top3: 0.8360, prec@top3: 0.6631, recall@top5: 0.9401, prec@top5: 0.4579, loss: 0.0350, grad_norm: 0.1916 2020-11-27 04:18:47,914 - mmaction - INFO - Epoch [17][1600/1921] lr: 1.500e-03, eta: 1:57:25, time: 1.161, data_time: 0.001, memory: 9523, loss_action_cls: 0.0362, recall@thr=0.5: 0.7455, prec@thr=0.5: 0.8134, recall@top3: 0.8350, prec@top3: 0.6776, recall@top5: 0.9439, prec@top5: 0.4712, loss: 0.0362, grad_norm: 0.1885 2020-11-27 04:19:10,325 - mmaction - INFO - Epoch [17][1620/1921] lr: 1.500e-03, eta: 1:57:02, time: 1.124, data_time: 0.004, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1910 2020-11-27 04:19:32,732 - mmaction - INFO - Epoch [17][1640/1921] lr: 1.500e-03, eta: 1:56:39, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1894 2020-11-27 04:19:55,159 - mmaction - INFO - Epoch [17][1660/1921] lr: 1.500e-03, eta: 1:56:16, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1841 2020-11-27 04:20:17,593 - mmaction - INFO - Epoch [17][1680/1921] lr: 1.500e-03, eta: 1:55:52, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1862 2020-11-27 04:20:39,963 - mmaction - INFO - Epoch [17][1700/1921] lr: 1.500e-03, eta: 1:55:29, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1891 2020-11-27 04:21:02,388 - mmaction - INFO - Epoch [17][1720/1921] lr: 1.500e-03, eta: 1:55:06, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0363, recall@thr=0.5: 0.7510, prec@thr=0.5: 0.8157, recall@top3: 0.8442, prec@top3: 0.6834, recall@top5: 0.9467, prec@top5: 0.4712, loss: 0.0363, grad_norm: 0.1923 2020-11-27 04:21:24,770 - mmaction - INFO - Epoch [17][1740/1921] lr: 1.500e-03, eta: 1:54:42, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1804 2020-11-27 04:21:47,183 - mmaction - INFO - Epoch [17][1760/1921] lr: 1.500e-03, eta: 1:54:19, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0354, recall@thr=0.5: 0.7562, prec@thr=0.5: 0.8245, recall@top3: 0.8478, prec@top3: 0.6924, recall@top5: 0.9463, prec@top5: 0.4748, loss: 0.0354, grad_norm: 0.1955 2020-11-27 04:22:09,573 - mmaction - INFO - Epoch [17][1780/1921] lr: 1.500e-03, eta: 1:53:56, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1768 2020-11-27 04:22:31,972 - mmaction - INFO - Epoch [17][1800/1921] lr: 1.500e-03, eta: 1:53:33, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1967 2020-11-27 04:22:54,362 - mmaction - INFO - Epoch [17][1820/1921] lr: 1.500e-03, eta: 1:53:09, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0338, recall@thr=0.5: 0.7727, prec@thr=0.5: 0.8279, recall@top3: 0.8565, prec@top3: 0.6843, recall@top5: 0.9571, prec@top5: 0.4702, loss: 0.0338, grad_norm: 0.1909 2020-11-27 04:23:16,775 - mmaction - INFO - Epoch [17][1840/1921] lr: 1.500e-03, eta: 1:52:46, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0371, recall@thr=0.5: 0.7409, prec@thr=0.5: 0.8102, recall@top3: 0.8347, prec@top3: 0.6758, recall@top5: 0.9492, prec@top5: 0.4717, loss: 0.0371, grad_norm: 0.1930 2020-11-27 04:23:39,208 - mmaction - INFO - Epoch [17][1860/1921] lr: 1.500e-03, eta: 1:52:23, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0357, recall@thr=0.5: 0.7429, prec@thr=0.5: 0.8103, recall@top3: 0.8318, prec@top3: 0.6802, recall@top5: 0.9423, prec@top5: 0.4742, loss: 0.0357, grad_norm: 0.1878 2020-11-27 04:24:01,620 - mmaction - INFO - Epoch [17][1880/1921] lr: 1.500e-03, eta: 1:51:59, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1982 2020-11-27 04:24:24,185 - mmaction - INFO - Epoch [17][1900/1921] lr: 1.500e-03, eta: 1:51:36, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: 0.0358, recall@thr=0.5: 0.7482, prec@thr=0.5: 0.8219, recall@top3: 0.8408, prec@top3: 0.6872, recall@top5: 0.9492, prec@top5: 0.4773, loss: 0.0358, grad_norm: 0.2056 2020-11-27 04:24:46,591 - mmaction - INFO - Epoch [17][1920/1921] lr: 1.500e-03, eta: 1:51:13, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2003 2020-11-27 04:24:52,034 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-11-27 04:30:52,428 - mmaction - INFO - Evaluating proposal ... 2020-11-27 04:31:59,306 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-27 04:31:59,307 - mmaction - INFO - Evaluating bbox ... 2020-11-27 04:40:21,151 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2590 2020-11-27 04:40:22,271 - mmaction - INFO - Epoch(val) [17][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2590 2020-11-27 04:41:38,413 - mmaction - INFO - Epoch [18][20/1921] lr: 1.500e-03, eta: 1:50:58, time: 3.801, data_time: 2.675, memory: 9523, loss_action_cls: 0.0341, recall@thr=0.5: 0.7505, prec@thr=0.5: 0.8179, recall@top3: 0.8426, prec@top3: 0.6828, recall@top5: 0.9466, prec@top5: 0.4718, loss: 0.0341, grad_norm: 0.1910 2020-11-27 04:42:00,646 - mmaction - INFO - Epoch [18][40/1921] lr: 1.500e-03, eta: 1:50:34, time: 1.112, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1923 2020-11-27 04:42:22,879 - mmaction - INFO - Epoch [18][60/1921] lr: 1.500e-03, eta: 1:50:11, time: 1.111, data_time: 0.000, memory: 9523, loss_action_cls: 0.0340, recall@thr=0.5: 0.7679, prec@thr=0.5: 0.8347, recall@top3: 0.8537, prec@top3: 0.6845, recall@top5: 0.9537, prec@top5: 0.4719, loss: 0.0340, grad_norm: 0.1814 2020-11-27 04:42:45,161 - mmaction - INFO - Epoch [18][80/1921] lr: 1.500e-03, eta: 1:49:48, time: 1.114, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1901 2020-11-27 04:43:07,468 - mmaction - INFO - Epoch [18][100/1921] lr: 1.500e-03, eta: 1:49:24, time: 1.115, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1802 2020-11-27 04:43:29,752 - mmaction - INFO - Epoch [18][120/1921] lr: 1.500e-03, eta: 1:49:01, time: 1.114, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1920 2020-11-27 04:43:52,104 - mmaction - INFO - Epoch [18][140/1921] lr: 1.500e-03, eta: 1:48:38, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1842 2020-11-27 04:44:14,441 - mmaction - INFO - Epoch [18][160/1921] lr: 1.500e-03, eta: 1:48:14, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1898 2020-11-27 04:44:36,912 - mmaction - INFO - Epoch [18][180/1921] lr: 1.500e-03, eta: 1:47:51, time: 1.124, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1922 2020-11-27 04:44:59,249 - mmaction - INFO - Epoch [18][200/1921] lr: 1.500e-03, eta: 1:47:28, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1874 2020-11-27 04:45:21,660 - mmaction - INFO - Epoch [18][220/1921] lr: 1.500e-03, eta: 1:47:04, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1841 2020-11-27 04:45:44,044 - mmaction - INFO - Epoch [18][240/1921] lr: 1.500e-03, eta: 1:46:41, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0359, recall@thr=0.5: 0.7482, prec@thr=0.5: 0.8152, recall@top3: 0.8346, prec@top3: 0.6850, recall@top5: 0.9446, prec@top5: 0.4755, loss: 0.0359, grad_norm: 0.1911 2020-11-27 04:46:06,633 - mmaction - INFO - Epoch [18][260/1921] lr: 1.500e-03, eta: 1:46:18, time: 1.129, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1927 2020-11-27 04:46:29,044 - mmaction - INFO - Epoch [18][280/1921] lr: 1.500e-03, eta: 1:45:54, time: 1.121, data_time: 0.003, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2073 2020-11-27 04:46:51,440 - mmaction - INFO - Epoch [18][300/1921] lr: 1.500e-03, eta: 1:45:31, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0351, recall@thr=0.5: 0.7574, prec@thr=0.5: 0.8195, recall@top3: 0.8392, prec@top3: 0.6759, recall@top5: 0.9469, prec@top5: 0.4689, loss: 0.0351, grad_norm: 0.2004 2020-11-27 04:47:13,827 - mmaction - INFO - Epoch [18][320/1921] lr: 1.500e-03, eta: 1:45:08, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1848 2020-11-27 04:47:36,228 - mmaction - INFO - Epoch [18][340/1921] lr: 1.500e-03, eta: 1:44:44, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1789 2020-11-27 04:47:58,731 - mmaction - INFO - Epoch [18][360/1921] lr: 1.500e-03, eta: 1:44:21, time: 1.125, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1965 2020-11-27 04:48:21,209 - mmaction - INFO - Epoch [18][380/1921] lr: 1.500e-03, eta: 1:43:58, time: 1.124, data_time: 0.000, memory: 9523, loss_action_cls: 0.0347, recall@thr=0.5: 0.7563, prec@thr=0.5: 0.8208, recall@top3: 0.8450, prec@top3: 0.6953, recall@top5: 0.9517, prec@top5: 0.4809, loss: 0.0347, grad_norm: 0.1851 2020-11-27 04:48:43,615 - mmaction - INFO - Epoch [18][400/1921] lr: 1.500e-03, eta: 1:43:35, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1852 2020-11-27 04:49:06,021 - mmaction - INFO - Epoch [18][420/1921] lr: 1.500e-03, eta: 1:43:11, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1904 2020-11-27 04:49:28,570 - mmaction - INFO - Epoch [18][440/1921] lr: 1.500e-03, eta: 1:42:48, time: 1.127, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1969 2020-11-27 04:49:50,939 - mmaction - INFO - Epoch [18][460/1921] lr: 1.500e-03, eta: 1:42:25, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1892 2020-11-27 04:50:14,603 - mmaction - INFO - Epoch [18][480/1921] lr: 1.500e-03, eta: 1:42:02, time: 1.179, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1910 2020-11-27 04:50:37,041 - mmaction - INFO - Epoch [18][500/1921] lr: 1.500e-03, eta: 1:41:38, time: 1.126, data_time: 0.005, memory: 9523, loss_action_cls: 0.0362, recall@thr=0.5: 0.7414, prec@thr=0.5: 0.8077, recall@top3: 0.8356, prec@top3: 0.6717, recall@top5: 0.9444, prec@top5: 0.4661, loss: 0.0362, grad_norm: 0.1939 2020-11-27 04:50:59,427 - mmaction - INFO - Epoch [18][520/1921] lr: 1.500e-03, eta: 1:41:15, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1900 2020-11-27 04:51:21,808 - mmaction - INFO - Epoch [18][540/1921] lr: 1.500e-03, eta: 1:40:52, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1952 2020-11-27 04:51:44,235 - mmaction - INFO - Epoch [18][560/1921] lr: 1.500e-03, eta: 1:40:28, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1968 2020-11-27 04:52:06,666 - mmaction - INFO - Epoch [18][580/1921] lr: 1.500e-03, eta: 1:40:05, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0356, recall@thr=0.5: 0.7574, prec@thr=0.5: 0.8088, recall@top3: 0.8407, prec@top3: 0.6793, recall@top5: 0.9478, prec@top5: 0.4727, loss: 0.0356, grad_norm: 0.1935 2020-11-27 04:52:29,066 - mmaction - INFO - Epoch [18][600/1921] lr: 1.500e-03, eta: 1:39:42, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1909 2020-11-27 04:52:51,463 - mmaction - INFO - Epoch [18][620/1921] lr: 1.500e-03, eta: 1:39:18, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1856 2020-11-27 04:53:13,923 - mmaction - INFO - Epoch [18][640/1921] lr: 1.500e-03, eta: 1:38:55, time: 1.123, data_time: 0.000, memory: 9523, loss_action_cls: 0.0355, recall@thr=0.5: 0.7515, prec@thr=0.5: 0.8146, recall@top3: 0.8447, prec@top3: 0.6929, recall@top5: 0.9462, prec@top5: 0.4773, loss: 0.0355, grad_norm: 0.1948 2020-11-27 04:53:36,328 - mmaction - INFO - Epoch [18][660/1921] lr: 1.500e-03, eta: 1:38:32, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1933 2020-11-27 04:53:58,790 - mmaction - INFO - Epoch [18][680/1921] lr: 1.500e-03, eta: 1:38:09, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: 0.0376, recall@thr=0.5: 0.7449, prec@thr=0.5: 0.8129, recall@top3: 0.8336, prec@top3: 0.6780, recall@top5: 0.9418, prec@top5: 0.4720, loss: 0.0376, grad_norm: 0.1962 2020-11-27 04:54:21,232 - mmaction - INFO - Epoch [18][700/1921] lr: 1.500e-03, eta: 1:37:45, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1836 2020-11-27 04:54:43,790 - mmaction - INFO - Epoch [18][720/1921] lr: 1.500e-03, eta: 1:37:22, time: 1.128, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1948 2020-11-27 04:55:06,300 - mmaction - INFO - Epoch [18][740/1921] lr: 1.500e-03, eta: 1:36:59, time: 1.125, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1903 2020-11-27 04:55:28,744 - mmaction - INFO - Epoch [18][760/1921] lr: 1.500e-03, eta: 1:36:36, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2055 2020-11-27 04:55:51,133 - mmaction - INFO - Epoch [18][780/1921] lr: 1.500e-03, eta: 1:36:12, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1929 2020-11-27 04:56:13,534 - mmaction - INFO - Epoch [18][800/1921] lr: 1.500e-03, eta: 1:35:49, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0368, recall@thr=0.5: 0.7478, prec@thr=0.5: 0.8133, recall@top3: 0.8340, prec@top3: 0.6855, recall@top5: 0.9507, prec@top5: 0.4794, loss: 0.0368, grad_norm: 0.1902 2020-11-27 04:56:35,961 - mmaction - INFO - Epoch [18][820/1921] lr: 1.500e-03, eta: 1:35:26, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1826 2020-11-27 04:56:58,388 - mmaction - INFO - Epoch [18][840/1921] lr: 1.500e-03, eta: 1:35:02, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1898 2020-11-27 04:57:20,872 - mmaction - INFO - Epoch [18][860/1921] lr: 1.500e-03, eta: 1:34:39, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: 0.0349, recall@thr=0.5: 0.7571, prec@thr=0.5: 0.8186, recall@top3: 0.8302, prec@top3: 0.6823, recall@top5: 0.9429, prec@top5: 0.4745, loss: 0.0349, grad_norm: 0.1853 2020-11-27 04:57:43,263 - mmaction - INFO - Epoch [18][880/1921] lr: 1.500e-03, eta: 1:34:16, time: 1.121, data_time: 0.002, memory: 9523, loss_action_cls: 0.0342, recall@thr=0.5: 0.7694, prec@thr=0.5: 0.8216, recall@top3: 0.8474, prec@top3: 0.6885, recall@top5: 0.9494, prec@top5: 0.4748, loss: 0.0342, grad_norm: 0.1836 2020-11-27 04:58:05,657 - mmaction - INFO - Epoch [18][900/1921] lr: 1.500e-03, eta: 1:33:53, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0344, recall@thr=0.5: 0.7657, prec@thr=0.5: 0.8329, recall@top3: 0.8488, prec@top3: 0.6914, recall@top5: 0.9510, prec@top5: 0.4750, loss: 0.0344, grad_norm: 0.1887 2020-11-27 04:58:28,090 - mmaction - INFO - Epoch [18][920/1921] lr: 1.500e-03, eta: 1:33:29, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1942 2020-11-27 04:58:50,551 - mmaction - INFO - Epoch [18][940/1921] lr: 1.500e-03, eta: 1:33:06, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: 0.0372, recall@thr=0.5: 0.7421, prec@thr=0.5: 0.7941, recall@top3: 0.8270, prec@top3: 0.6652, recall@top5: 0.9441, prec@top5: 0.4660, loss: 0.0372, grad_norm: 0.1984 2020-11-27 04:59:12,985 - mmaction - INFO - Epoch [18][960/1921] lr: 1.500e-03, eta: 1:32:43, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0346, recall@thr=0.5: 0.7609, prec@thr=0.5: 0.8191, recall@top3: 0.8431, prec@top3: 0.6886, recall@top5: 0.9524, prec@top5: 0.4797, loss: 0.0346, grad_norm: 0.1842 2020-11-27 04:59:35,365 - mmaction - INFO - Epoch [18][980/1921] lr: 1.500e-03, eta: 1:32:19, time: 1.119, data_time: 0.002, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1955 2020-11-27 04:59:57,812 - mmaction - INFO - Epoch [18][1000/1921] lr: 1.500e-03, eta: 1:31:56, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: 0.0360, recall@thr=0.5: 0.7569, prec@thr=0.5: 0.8173, recall@top3: 0.8425, prec@top3: 0.6880, recall@top5: 0.9415, prec@top5: 0.4718, loss: 0.0360, grad_norm: 0.2001 2020-11-27 05:00:20,242 - mmaction - INFO - Epoch [18][1020/1921] lr: 1.500e-03, eta: 1:31:33, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2049 2020-11-27 05:00:42,662 - mmaction - INFO - Epoch [18][1040/1921] lr: 1.500e-03, eta: 1:31:10, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2017 2020-11-27 05:01:05,035 - mmaction - INFO - Epoch [18][1060/1921] lr: 1.500e-03, eta: 1:30:46, time: 1.120, data_time: 0.002, memory: 9523, loss_action_cls: 0.0353, recall@thr=0.5: 0.7423, prec@thr=0.5: 0.8108, recall@top3: 0.8365, prec@top3: 0.6888, recall@top5: 0.9431, prec@top5: 0.4770, loss: 0.0353, grad_norm: 0.1953 2020-11-27 05:01:28,653 - mmaction - INFO - Epoch [18][1080/1921] lr: 1.500e-03, eta: 1:30:23, time: 1.176, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1843 2020-11-27 05:01:51,009 - mmaction - INFO - Epoch [18][1100/1921] lr: 1.500e-03, eta: 1:30:00, time: 1.122, data_time: 0.005, memory: 9523, loss_action_cls: 0.0362, recall@thr=0.5: 0.7438, prec@thr=0.5: 0.8113, recall@top3: 0.8405, prec@top3: 0.6855, recall@top5: 0.9453, prec@top5: 0.4747, loss: 0.0362, grad_norm: 0.1850 2020-11-27 05:02:13,364 - mmaction - INFO - Epoch [18][1120/1921] lr: 1.500e-03, eta: 1:29:37, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1904 2020-11-27 05:02:35,757 - mmaction - INFO - Epoch [18][1140/1921] lr: 1.500e-03, eta: 1:29:13, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1918 2020-11-27 05:02:58,140 - mmaction - INFO - Epoch [18][1160/1921] lr: 1.500e-03, eta: 1:28:50, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1910 2020-11-27 05:03:20,562 - mmaction - INFO - Epoch [18][1180/1921] lr: 1.500e-03, eta: 1:28:27, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1965 2020-11-27 05:03:42,932 - mmaction - INFO - Epoch [18][1200/1921] lr: 1.500e-03, eta: 1:28:04, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0353, recall@thr=0.5: 0.7568, prec@thr=0.5: 0.8217, recall@top3: 0.8304, prec@top3: 0.6779, recall@top5: 0.9417, prec@top5: 0.4718, loss: 0.0353, grad_norm: 0.2040 2020-11-27 05:04:05,363 - mmaction - INFO - Epoch [18][1220/1921] lr: 1.500e-03, eta: 1:27:40, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1873 2020-11-27 05:04:27,717 - mmaction - INFO - Epoch [18][1240/1921] lr: 1.500e-03, eta: 1:27:17, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1916 2020-11-27 05:04:50,125 - mmaction - INFO - Epoch [18][1260/1921] lr: 1.500e-03, eta: 1:26:54, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0349, recall@thr=0.5: 0.7540, prec@thr=0.5: 0.8248, recall@top3: 0.8497, prec@top3: 0.6917, recall@top5: 0.9472, prec@top5: 0.4742, loss: 0.0349, grad_norm: 0.1932 2020-11-27 05:05:12,521 - mmaction - INFO - Epoch [18][1280/1921] lr: 1.500e-03, eta: 1:26:31, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1917 2020-11-27 05:05:34,902 - mmaction - INFO - Epoch [18][1300/1921] lr: 1.500e-03, eta: 1:26:07, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2127 2020-11-27 05:05:57,270 - mmaction - INFO - Epoch [18][1320/1921] lr: 1.500e-03, eta: 1:25:44, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1967 2020-11-27 05:06:19,702 - mmaction - INFO - Epoch [18][1340/1921] lr: 1.500e-03, eta: 1:25:21, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: 0.0361, recall@thr=0.5: 0.7438, prec@thr=0.5: 0.8132, recall@top3: 0.8324, prec@top3: 0.6793, recall@top5: 0.9404, prec@top5: 0.4712, loss: 0.0361, grad_norm: 0.1946 2020-11-27 05:06:42,087 - mmaction - INFO - Epoch [18][1360/1921] lr: 1.500e-03, eta: 1:24:58, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1963 2020-11-27 05:07:04,525 - mmaction - INFO - Epoch [18][1380/1921] lr: 1.500e-03, eta: 1:24:34, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0352, recall@thr=0.5: 0.7586, prec@thr=0.5: 0.8170, recall@top3: 0.8401, prec@top3: 0.6905, recall@top5: 0.9465, prec@top5: 0.4765, loss: 0.0352, grad_norm: 0.1838 2020-11-27 05:07:26,960 - mmaction - INFO - Epoch [18][1400/1921] lr: 1.500e-03, eta: 1:24:11, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1917 2020-11-27 05:07:49,332 - mmaction - INFO - Epoch [18][1420/1921] lr: 1.500e-03, eta: 1:23:48, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0349, recall@thr=0.5: 0.7550, prec@thr=0.5: 0.8272, recall@top3: 0.8561, prec@top3: 0.6914, recall@top5: 0.9531, prec@top5: 0.4736, loss: 0.0349, grad_norm: 0.1896 2020-11-27 05:08:11,755 - mmaction - INFO - Epoch [18][1440/1921] lr: 1.500e-03, eta: 1:23:25, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0343, recall@thr=0.5: 0.7647, prec@thr=0.5: 0.8179, recall@top3: 0.8487, prec@top3: 0.6913, recall@top5: 0.9500, prec@top5: 0.4761, loss: 0.0343, grad_norm: 0.1920 2020-11-27 05:08:34,144 - mmaction - INFO - Epoch [18][1460/1921] lr: 1.500e-03, eta: 1:23:01, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0344, recall@thr=0.5: 0.7521, prec@thr=0.5: 0.8123, recall@top3: 0.8356, prec@top3: 0.6806, recall@top5: 0.9432, prec@top5: 0.4702, loss: 0.0344, grad_norm: 0.1854 2020-11-27 05:08:56,566 - mmaction - INFO - Epoch [18][1480/1921] lr: 1.500e-03, eta: 1:22:38, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1926 2020-11-27 05:09:19,535 - mmaction - INFO - Epoch [18][1500/1921] lr: 1.500e-03, eta: 1:22:15, time: 1.145, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1941 2020-11-27 05:09:41,951 - mmaction - INFO - Epoch [18][1520/1921] lr: 1.500e-03, eta: 1:21:52, time: 1.125, data_time: 0.004, memory: 9523, loss_action_cls: 0.0340, recall@thr=0.5: 0.7596, prec@thr=0.5: 0.8253, recall@top3: 0.8423, prec@top3: 0.6844, recall@top5: 0.9515, prec@top5: 0.4752, loss: 0.0340, grad_norm: 0.1844 2020-11-27 05:10:04,375 - mmaction - INFO - Epoch [18][1540/1921] lr: 1.500e-03, eta: 1:21:28, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0334, recall@thr=0.5: 0.7540, prec@thr=0.5: 0.8245, recall@top3: 0.8513, prec@top3: 0.6866, recall@top5: 0.9489, prec@top5: 0.4710, loss: 0.0334, grad_norm: 0.1967 2020-11-27 05:10:26,760 - mmaction - INFO - Epoch [18][1560/1921] lr: 1.500e-03, eta: 1:21:05, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0345, recall@thr=0.5: 0.7425, prec@thr=0.5: 0.8154, recall@top3: 0.8401, prec@top3: 0.6922, recall@top5: 0.9530, prec@top5: 0.4821, loss: 0.0345, grad_norm: 0.2004 2020-11-27 05:10:49,130 - mmaction - INFO - Epoch [18][1580/1921] lr: 1.500e-03, eta: 1:20:42, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0328, recall@thr=0.5: 0.7720, prec@thr=0.5: 0.8374, recall@top3: 0.8517, prec@top3: 0.6926, recall@top5: 0.9542, prec@top5: 0.4779, loss: 0.0328, grad_norm: 0.1768 2020-11-27 05:11:11,501 - mmaction - INFO - Epoch [18][1600/1921] lr: 1.500e-03, eta: 1:20:19, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0365, recall@thr=0.5: 0.7464, prec@thr=0.5: 0.8108, recall@top3: 0.8310, prec@top3: 0.6825, recall@top5: 0.9388, prec@top5: 0.4743, loss: 0.0365, grad_norm: 0.1796 2020-11-27 05:11:34,098 - mmaction - INFO - Epoch [18][1620/1921] lr: 1.500e-03, eta: 1:19:55, time: 1.130, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1915 2020-11-27 05:11:57,381 - mmaction - INFO - Epoch [18][1640/1921] lr: 1.500e-03, eta: 1:19:32, time: 1.164, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1882 2020-11-27 05:12:19,753 - mmaction - INFO - Epoch [18][1660/1921] lr: 1.500e-03, eta: 1:19:09, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1876 2020-11-27 05:12:42,107 - mmaction - INFO - Epoch [18][1680/1921] lr: 1.500e-03, eta: 1:18:46, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1839 2020-11-27 05:13:04,486 - mmaction - INFO - Epoch [18][1700/1921] lr: 1.500e-03, eta: 1:18:23, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1930 2020-11-27 05:13:26,898 - mmaction - INFO - Epoch [18][1720/1921] lr: 1.500e-03, eta: 1:17:59, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1850 2020-11-27 05:13:49,257 - mmaction - INFO - Epoch [18][1740/1921] lr: 1.500e-03, eta: 1:17:36, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1834 2020-11-27 05:14:11,603 - mmaction - INFO - Epoch [18][1760/1921] lr: 1.500e-03, eta: 1:17:13, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1993 2020-11-27 05:14:34,189 - mmaction - INFO - Epoch [18][1780/1921] lr: 1.500e-03, eta: 1:16:50, time: 1.129, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1917 2020-11-27 05:14:56,607 - mmaction - INFO - Epoch [18][1800/1921] lr: 1.500e-03, eta: 1:16:26, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1902 2020-11-27 05:15:19,157 - mmaction - INFO - Epoch [18][1820/1921] lr: 1.500e-03, eta: 1:16:03, time: 1.127, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1936 2020-11-27 05:15:41,509 - mmaction - INFO - Epoch [18][1840/1921] lr: 1.500e-03, eta: 1:15:40, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1851 2020-11-27 05:16:03,873 - mmaction - INFO - Epoch [18][1860/1921] lr: 1.500e-03, eta: 1:15:17, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1975 2020-11-27 05:16:26,249 - mmaction - INFO - Epoch [18][1880/1921] lr: 1.500e-03, eta: 1:14:53, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2011 2020-11-27 05:16:49,035 - mmaction - INFO - Epoch [18][1900/1921] lr: 1.500e-03, eta: 1:14:30, time: 1.139, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1980 2020-11-27 05:17:11,425 - mmaction - INFO - Epoch [18][1920/1921] lr: 1.500e-03, eta: 1:14:07, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1884 2020-11-27 05:17:16,607 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-11-27 05:23:12,264 - mmaction - INFO - Evaluating proposal ... 2020-11-27 05:24:20,616 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-27 05:24:20,617 - mmaction - INFO - Evaluating bbox ... 2020-11-27 05:32:47,620 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2576 2020-11-27 05:32:48,674 - mmaction - INFO - Epoch(val) [18][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2576 2020-11-27 05:33:57,393 - mmaction - INFO - Epoch [19][20/1921] lr: 1.500e-03, eta: 1:13:48, time: 3.430, data_time: 2.255, memory: 9523, loss_action_cls: 0.0357, recall@thr=0.5: 0.7439, prec@thr=0.5: 0.8181, recall@top3: 0.8354, prec@top3: 0.6985, recall@top5: 0.9415, prec@top5: 0.4839, loss: 0.0357, grad_norm: 0.1927 2020-11-27 05:34:19,649 - mmaction - INFO - Epoch [19][40/1921] lr: 1.500e-03, eta: 1:13:24, time: 1.117, data_time: 0.007, memory: 9523, loss_action_cls: 0.0344, recall@thr=0.5: 0.7649, prec@thr=0.5: 0.8228, recall@top3: 0.8433, prec@top3: 0.6922, recall@top5: 0.9442, prec@top5: 0.4758, loss: 0.0344, grad_norm: 0.1849 2020-11-27 05:34:41,929 - mmaction - INFO - Epoch [19][60/1921] lr: 1.500e-03, eta: 1:13:01, time: 1.114, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1870 2020-11-27 05:35:04,272 - mmaction - INFO - Epoch [19][80/1921] lr: 1.500e-03, eta: 1:12:38, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2042 2020-11-27 05:35:26,592 - mmaction - INFO - Epoch [19][100/1921] lr: 1.500e-03, eta: 1:12:15, time: 1.115, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1827 2020-11-27 05:35:48,997 - mmaction - INFO - Epoch [19][120/1921] lr: 1.500e-03, eta: 1:11:51, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0359, recall@thr=0.5: 0.7458, prec@thr=0.5: 0.7970, recall@top3: 0.8368, prec@top3: 0.6626, recall@top5: 0.9437, prec@top5: 0.4580, loss: 0.0359, grad_norm: 0.1791 2020-11-27 05:36:11,357 - mmaction - INFO - Epoch [19][140/1921] lr: 1.500e-03, eta: 1:11:28, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1870 2020-11-27 05:36:33,745 - mmaction - INFO - Epoch [19][160/1921] lr: 1.500e-03, eta: 1:11:05, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1987 2020-11-27 05:36:56,233 - mmaction - INFO - Epoch [19][180/1921] lr: 1.500e-03, eta: 1:10:42, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1865 2020-11-27 05:37:18,598 - mmaction - INFO - Epoch [19][200/1921] lr: 1.500e-03, eta: 1:10:18, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0340, recall@thr=0.5: 0.7495, prec@thr=0.5: 0.8165, recall@top3: 0.8423, prec@top3: 0.6874, recall@top5: 0.9512, prec@top5: 0.4783, loss: 0.0340, grad_norm: 0.1925 2020-11-27 05:37:41,000 - mmaction - INFO - Epoch [19][220/1921] lr: 1.500e-03, eta: 1:09:55, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0359, recall@thr=0.5: 0.7475, prec@thr=0.5: 0.8230, recall@top3: 0.8424, prec@top3: 0.6875, recall@top5: 0.9497, prec@top5: 0.4784, loss: 0.0359, grad_norm: 0.1879 2020-11-27 05:38:03,448 - mmaction - INFO - Epoch [19][240/1921] lr: 1.500e-03, eta: 1:09:32, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2012 2020-11-27 05:38:25,862 - mmaction - INFO - Epoch [19][260/1921] lr: 1.500e-03, eta: 1:09:09, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2009 2020-11-27 05:38:48,246 - mmaction - INFO - Epoch [19][280/1921] lr: 1.500e-03, eta: 1:08:45, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1853 2020-11-27 05:39:10,672 - mmaction - INFO - Epoch [19][300/1921] lr: 1.500e-03, eta: 1:08:22, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1974 2020-11-27 05:39:33,056 - mmaction - INFO - Epoch [19][320/1921] lr: 1.500e-03, eta: 1:07:59, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1906 2020-11-27 05:39:55,463 - mmaction - INFO - Epoch [19][340/1921] lr: 1.500e-03, eta: 1:07:36, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1914 2020-11-27 05:40:17,880 - mmaction - INFO - Epoch [19][360/1921] lr: 1.500e-03, eta: 1:07:12, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1887 2020-11-27 05:40:40,304 - mmaction - INFO - Epoch [19][380/1921] lr: 1.500e-03, eta: 1:06:49, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1867 2020-11-27 05:41:02,726 - mmaction - INFO - Epoch [19][400/1921] lr: 1.500e-03, eta: 1:06:26, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0343, recall@thr=0.5: 0.7674, prec@thr=0.5: 0.8174, recall@top3: 0.8511, prec@top3: 0.6872, recall@top5: 0.9544, prec@top5: 0.4724, loss: 0.0343, grad_norm: 0.1988 2020-11-27 05:41:25,333 - mmaction - INFO - Epoch [19][420/1921] lr: 1.500e-03, eta: 1:06:03, time: 1.129, data_time: 0.003, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1944 2020-11-27 05:41:47,790 - mmaction - INFO - Epoch [19][440/1921] lr: 1.500e-03, eta: 1:05:39, time: 1.124, data_time: 0.004, memory: 9523, loss_action_cls: 0.0352, recall@thr=0.5: 0.7677, prec@thr=0.5: 0.8307, recall@top3: 0.8580, prec@top3: 0.6878, recall@top5: 0.9529, prec@top5: 0.4705, loss: 0.0352, grad_norm: 0.1800 2020-11-27 05:42:10,285 - mmaction - INFO - Epoch [19][460/1921] lr: 1.500e-03, eta: 1:05:16, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: 0.0375, recall@thr=0.5: 0.7434, prec@thr=0.5: 0.8154, recall@top3: 0.8382, prec@top3: 0.6971, recall@top5: 0.9456, prec@top5: 0.4839, loss: 0.0375, grad_norm: 0.1909 2020-11-27 05:42:32,741 - mmaction - INFO - Epoch [19][480/1921] lr: 1.500e-03, eta: 1:04:53, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: 0.0363, recall@thr=0.5: 0.7339, prec@thr=0.5: 0.8001, recall@top3: 0.8339, prec@top3: 0.6800, recall@top5: 0.9517, prec@top5: 0.4776, loss: 0.0363, grad_norm: 0.1941 2020-11-27 05:42:55,227 - mmaction - INFO - Epoch [19][500/1921] lr: 1.500e-03, eta: 1:04:30, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: 0.0356, recall@thr=0.5: 0.7540, prec@thr=0.5: 0.8162, recall@top3: 0.8370, prec@top3: 0.6780, recall@top5: 0.9478, prec@top5: 0.4735, loss: 0.0356, grad_norm: 0.1932 2020-11-27 05:43:17,635 - mmaction - INFO - Epoch [19][520/1921] lr: 1.500e-03, eta: 1:04:07, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2016 2020-11-27 05:43:40,081 - mmaction - INFO - Epoch [19][540/1921] lr: 1.500e-03, eta: 1:03:43, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1925 2020-11-27 05:44:02,499 - mmaction - INFO - Epoch [19][560/1921] lr: 1.500e-03, eta: 1:03:20, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1880 2020-11-27 05:44:24,895 - mmaction - INFO - Epoch [19][580/1921] lr: 1.500e-03, eta: 1:02:57, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1938 2020-11-27 05:44:47,371 - mmaction - INFO - Epoch [19][600/1921] lr: 1.500e-03, eta: 1:02:34, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1813 2020-11-27 05:45:09,915 - mmaction - INFO - Epoch [19][620/1921] lr: 1.500e-03, eta: 1:02:10, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1925 2020-11-27 05:45:32,445 - mmaction - INFO - Epoch [19][640/1921] lr: 1.500e-03, eta: 1:01:47, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1847 2020-11-27 05:45:54,918 - mmaction - INFO - Epoch [19][660/1921] lr: 1.500e-03, eta: 1:01:24, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: 0.0375, recall@thr=0.5: 0.7370, prec@thr=0.5: 0.8016, recall@top3: 0.8272, prec@top3: 0.6705, recall@top5: 0.9345, prec@top5: 0.4656, loss: 0.0375, grad_norm: 0.2012 2020-11-27 05:46:17,388 - mmaction - INFO - Epoch [19][680/1921] lr: 1.500e-03, eta: 1:01:01, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: 0.0367, recall@thr=0.5: 0.7379, prec@thr=0.5: 0.8208, recall@top3: 0.8280, prec@top3: 0.6791, recall@top5: 0.9354, prec@top5: 0.4725, loss: 0.0367, grad_norm: 0.1999 2020-11-27 05:46:39,795 - mmaction - INFO - Epoch [19][700/1921] lr: 1.500e-03, eta: 1:00:38, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1972 2020-11-27 05:47:02,174 - mmaction - INFO - Epoch [19][720/1921] lr: 1.500e-03, eta: 1:00:14, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2007 2020-11-27 05:47:24,569 - mmaction - INFO - Epoch [19][740/1921] lr: 1.500e-03, eta: 0:59:51, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1764 2020-11-27 05:47:47,911 - mmaction - INFO - Epoch [19][760/1921] lr: 1.500e-03, eta: 0:59:28, time: 1.163, data_time: 0.001, memory: 9523, loss_action_cls: 0.0358, recall@thr=0.5: 0.7470, prec@thr=0.5: 0.8067, recall@top3: 0.8411, prec@top3: 0.6768, recall@top5: 0.9434, prec@top5: 0.4682, loss: 0.0358, grad_norm: 0.1907 2020-11-27 05:48:10,398 - mmaction - INFO - Epoch [19][780/1921] lr: 1.500e-03, eta: 0:59:05, time: 1.129, data_time: 0.005, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1910 2020-11-27 05:48:32,806 - mmaction - INFO - Epoch [19][800/1921] lr: 1.500e-03, eta: 0:58:42, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1949 2020-11-27 05:48:55,255 - mmaction - INFO - Epoch [19][820/1921] lr: 1.500e-03, eta: 0:58:18, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0375, recall@thr=0.5: 0.7400, prec@thr=0.5: 0.8115, recall@top3: 0.8334, prec@top3: 0.6988, recall@top5: 0.9492, prec@top5: 0.4905, loss: 0.0375, grad_norm: 0.1941 2020-11-27 05:49:17,701 - mmaction - INFO - Epoch [19][840/1921] lr: 1.500e-03, eta: 0:57:55, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1922 2020-11-27 05:49:40,162 - mmaction - INFO - Epoch [19][860/1921] lr: 1.500e-03, eta: 0:57:32, time: 1.123, data_time: 0.000, memory: 9523, loss_action_cls: 0.0348, recall@thr=0.5: 0.7671, prec@thr=0.5: 0.8182, recall@top3: 0.8498, prec@top3: 0.6965, recall@top5: 0.9474, prec@top5: 0.4766, loss: 0.0348, grad_norm: 0.1838 2020-11-27 05:50:02,586 - mmaction - INFO - Epoch [19][880/1921] lr: 1.500e-03, eta: 0:57:09, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1903 2020-11-27 05:50:25,058 - mmaction - INFO - Epoch [19][900/1921] lr: 1.500e-03, eta: 0:56:45, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1826 2020-11-27 05:50:47,593 - mmaction - INFO - Epoch [19][920/1921] lr: 1.500e-03, eta: 0:56:22, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1913 2020-11-27 05:51:10,017 - mmaction - INFO - Epoch [19][940/1921] lr: 1.500e-03, eta: 0:55:59, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1841 2020-11-27 05:51:32,482 - mmaction - INFO - Epoch [19][960/1921] lr: 1.500e-03, eta: 0:55:36, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1913 2020-11-27 05:51:54,849 - mmaction - INFO - Epoch [19][980/1921] lr: 1.500e-03, eta: 0:55:13, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0345, recall@thr=0.5: 0.7513, prec@thr=0.5: 0.8277, recall@top3: 0.8463, prec@top3: 0.6920, recall@top5: 0.9514, prec@top5: 0.4764, loss: 0.0345, grad_norm: 0.1886 2020-11-27 05:52:17,203 - mmaction - INFO - Epoch [19][1000/1921] lr: 1.500e-03, eta: 0:54:49, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1877 2020-11-27 05:52:39,596 - mmaction - INFO - Epoch [19][1020/1921] lr: 1.500e-03, eta: 0:54:26, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1899 2020-11-27 05:53:01,988 - mmaction - INFO - Epoch [19][1040/1921] lr: 1.500e-03, eta: 0:54:03, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1848 2020-11-27 05:53:24,397 - mmaction - INFO - Epoch [19][1060/1921] lr: 1.500e-03, eta: 0:53:40, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0345, recall@thr=0.5: 0.7644, prec@thr=0.5: 0.8227, recall@top3: 0.8469, prec@top3: 0.6812, recall@top5: 0.9511, prec@top5: 0.4702, loss: 0.0345, grad_norm: 0.1825 2020-11-27 05:53:46,784 - mmaction - INFO - Epoch [19][1080/1921] lr: 1.500e-03, eta: 0:53:17, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0333, recall@thr=0.5: 0.7686, prec@thr=0.5: 0.8294, recall@top3: 0.8527, prec@top3: 0.6871, recall@top5: 0.9523, prec@top5: 0.4723, loss: 0.0333, grad_norm: 0.1948 2020-11-27 05:54:09,232 - mmaction - INFO - Epoch [19][1100/1921] lr: 1.500e-03, eta: 0:52:53, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0350, recall@thr=0.5: 0.7567, prec@thr=0.5: 0.8246, recall@top3: 0.8448, prec@top3: 0.6883, recall@top5: 0.9476, prec@top5: 0.4753, loss: 0.0350, grad_norm: 0.1886 2020-11-27 05:54:31,735 - mmaction - INFO - Epoch [19][1120/1921] lr: 1.500e-03, eta: 0:52:30, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: 0.0347, recall@thr=0.5: 0.7550, prec@thr=0.5: 0.8273, recall@top3: 0.8506, prec@top3: 0.7002, recall@top5: 0.9463, prec@top5: 0.4773, loss: 0.0347, grad_norm: 0.1926 2020-11-27 05:54:54,096 - mmaction - INFO - Epoch [19][1140/1921] lr: 1.500e-03, eta: 0:52:07, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1948 2020-11-27 05:55:16,473 - mmaction - INFO - Epoch [19][1160/1921] lr: 1.500e-03, eta: 0:51:44, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1955 2020-11-27 05:55:38,951 - mmaction - INFO - Epoch [19][1180/1921] lr: 1.500e-03, eta: 0:51:21, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: 0.0367, recall@thr=0.5: 0.7417, prec@thr=0.5: 0.8109, recall@top3: 0.8281, prec@top3: 0.6786, recall@top5: 0.9454, prec@top5: 0.4768, loss: 0.0367, grad_norm: 0.1971 2020-11-27 05:56:01,392 - mmaction - INFO - Epoch [19][1200/1921] lr: 1.500e-03, eta: 0:50:57, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1822 2020-11-27 05:56:23,772 - mmaction - INFO - Epoch [19][1220/1921] lr: 1.500e-03, eta: 0:50:34, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2090 2020-11-27 05:56:46,189 - mmaction - INFO - Epoch [19][1240/1921] lr: 1.500e-03, eta: 0:50:11, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1976 2020-11-27 05:57:08,535 - mmaction - INFO - Epoch [19][1260/1921] lr: 1.500e-03, eta: 0:49:48, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0348, recall@thr=0.5: 0.7576, prec@thr=0.5: 0.8224, recall@top3: 0.8479, prec@top3: 0.6775, recall@top5: 0.9529, prec@top5: 0.4685, loss: 0.0348, grad_norm: 0.1805 2020-11-27 05:57:30,934 - mmaction - INFO - Epoch [19][1280/1921] lr: 1.500e-03, eta: 0:49:25, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1912 2020-11-27 05:57:53,347 - mmaction - INFO - Epoch [19][1300/1921] lr: 1.500e-03, eta: 0:49:01, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1941 2020-11-27 05:58:15,743 - mmaction - INFO - Epoch [19][1320/1921] lr: 1.500e-03, eta: 0:48:38, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0346, recall@thr=0.5: 0.7666, prec@thr=0.5: 0.8267, recall@top3: 0.8500, prec@top3: 0.6899, recall@top5: 0.9494, prec@top5: 0.4741, loss: 0.0346, grad_norm: 0.1962 2020-11-27 05:58:38,147 - mmaction - INFO - Epoch [19][1340/1921] lr: 1.500e-03, eta: 0:48:15, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0339, recall@thr=0.5: 0.7605, prec@thr=0.5: 0.8286, recall@top3: 0.8371, prec@top3: 0.6959, recall@top5: 0.9502, prec@top5: 0.4832, loss: 0.0339, grad_norm: 0.1883 2020-11-27 05:59:00,518 - mmaction - INFO - Epoch [19][1360/1921] lr: 1.500e-03, eta: 0:47:52, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1989 2020-11-27 05:59:22,911 - mmaction - INFO - Epoch [19][1380/1921] lr: 1.500e-03, eta: 0:47:29, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1879 2020-11-27 05:59:45,319 - mmaction - INFO - Epoch [19][1400/1921] lr: 1.500e-03, eta: 0:47:05, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1898 2020-11-27 06:00:07,871 - mmaction - INFO - Epoch [19][1420/1921] lr: 1.500e-03, eta: 0:46:42, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1953 2020-11-27 06:00:30,426 - mmaction - INFO - Epoch [19][1440/1921] lr: 1.500e-03, eta: 0:46:19, time: 1.131, data_time: 0.006, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1949 2020-11-27 06:00:52,807 - mmaction - INFO - Epoch [19][1460/1921] lr: 1.500e-03, eta: 0:45:56, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0363, recall@thr=0.5: 0.7551, prec@thr=0.5: 0.8220, recall@top3: 0.8400, prec@top3: 0.6687, recall@top5: 0.9470, prec@top5: 0.4630, loss: 0.0363, grad_norm: 0.1929 2020-11-27 06:01:15,254 - mmaction - INFO - Epoch [19][1480/1921] lr: 1.500e-03, eta: 0:45:33, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1801 2020-11-27 06:01:38,290 - mmaction - INFO - Epoch [19][1500/1921] lr: 1.500e-03, eta: 0:45:09, time: 1.152, data_time: 0.002, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1886 2020-11-27 06:02:00,836 - mmaction - INFO - Epoch [19][1520/1921] lr: 1.500e-03, eta: 0:44:46, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: 0.0349, recall@thr=0.5: 0.7489, prec@thr=0.5: 0.8111, recall@top3: 0.8440, prec@top3: 0.6891, recall@top5: 0.9539, prec@top5: 0.4787, loss: 0.0349, grad_norm: 0.1931 2020-11-27 06:02:23,246 - mmaction - INFO - Epoch [19][1540/1921] lr: 1.500e-03, eta: 0:44:23, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1974 2020-11-27 06:02:45,752 - mmaction - INFO - Epoch [19][1560/1921] lr: 1.500e-03, eta: 0:44:00, time: 1.126, data_time: 0.001, memory: 9523, loss_action_cls: 0.0349, recall@thr=0.5: 0.7658, prec@thr=0.5: 0.8403, recall@top3: 0.8494, prec@top3: 0.6926, recall@top5: 0.9493, prec@top5: 0.4753, loss: 0.0349, grad_norm: 0.1851 2020-11-27 06:03:08,269 - mmaction - INFO - Epoch [19][1580/1921] lr: 1.500e-03, eta: 0:43:37, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1949 2020-11-27 06:03:31,218 - mmaction - INFO - Epoch [19][1600/1921] lr: 1.500e-03, eta: 0:43:14, time: 1.148, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1971 2020-11-27 06:03:53,650 - mmaction - INFO - Epoch [19][1620/1921] lr: 1.500e-03, eta: 0:42:50, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2007 2020-11-27 06:04:16,023 - mmaction - INFO - Epoch [19][1640/1921] lr: 1.500e-03, eta: 0:42:27, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1847 2020-11-27 06:04:38,444 - mmaction - INFO - Epoch [19][1660/1921] lr: 1.500e-03, eta: 0:42:04, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0368, recall@thr=0.5: 0.7448, prec@thr=0.5: 0.8109, recall@top3: 0.8327, prec@top3: 0.6819, recall@top5: 0.9468, prec@top5: 0.4771, loss: 0.0368, grad_norm: 0.1969 2020-11-27 06:05:00,886 - mmaction - INFO - Epoch [19][1680/1921] lr: 1.500e-03, eta: 0:41:41, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0354, recall@thr=0.5: 0.7389, prec@thr=0.5: 0.8132, recall@top3: 0.8385, prec@top3: 0.6722, recall@top5: 0.9456, prec@top5: 0.4656, loss: 0.0354, grad_norm: 0.1894 2020-11-27 06:05:23,378 - mmaction - INFO - Epoch [19][1700/1921] lr: 1.500e-03, eta: 0:41:18, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1886 2020-11-27 06:05:45,757 - mmaction - INFO - Epoch [19][1720/1921] lr: 1.500e-03, eta: 0:40:54, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1853 2020-11-27 06:06:08,210 - mmaction - INFO - Epoch [19][1740/1921] lr: 1.500e-03, eta: 0:40:31, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: 0.0350, recall@thr=0.5: 0.7499, prec@thr=0.5: 0.8262, recall@top3: 0.8376, prec@top3: 0.6826, recall@top5: 0.9426, prec@top5: 0.4734, loss: 0.0350, grad_norm: 0.1990 2020-11-27 06:06:30,769 - mmaction - INFO - Epoch [19][1760/1921] lr: 1.500e-03, eta: 0:40:08, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1870 2020-11-27 06:06:53,153 - mmaction - INFO - Epoch [19][1780/1921] lr: 1.500e-03, eta: 0:39:45, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1820 2020-11-27 06:07:15,598 - mmaction - INFO - Epoch [19][1800/1921] lr: 1.500e-03, eta: 0:39:22, time: 1.122, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1917 2020-11-27 06:07:39,493 - mmaction - INFO - Epoch [19][1820/1921] lr: 1.500e-03, eta: 0:38:59, time: 1.188, data_time: 0.007, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1919 2020-11-27 06:08:01,958 - mmaction - INFO - Epoch [19][1840/1921] lr: 1.500e-03, eta: 0:38:35, time: 1.129, data_time: 0.010, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1863 2020-11-27 06:08:24,383 - mmaction - INFO - Epoch [19][1860/1921] lr: 1.500e-03, eta: 0:38:12, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0347, recall@thr=0.5: 0.7511, prec@thr=0.5: 0.8175, recall@top3: 0.8421, prec@top3: 0.6808, recall@top5: 0.9491, prec@top5: 0.4719, loss: 0.0347, grad_norm: 0.1997 2020-11-27 06:08:46,776 - mmaction - INFO - Epoch [19][1880/1921] lr: 1.500e-03, eta: 0:37:49, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0355, recall@thr=0.5: 0.7467, prec@thr=0.5: 0.8040, recall@top3: 0.8387, prec@top3: 0.6733, recall@top5: 0.9441, prec@top5: 0.4647, loss: 0.0355, grad_norm: 0.1918 2020-11-27 06:09:09,223 - mmaction - INFO - Epoch [19][1900/1921] lr: 1.500e-03, eta: 0:37:26, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1835 2020-11-27 06:09:31,593 - mmaction - INFO - Epoch [19][1920/1921] lr: 1.500e-03, eta: 0:37:03, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0354, recall@thr=0.5: 0.7578, prec@thr=0.5: 0.8289, recall@top3: 0.8423, prec@top3: 0.6787, recall@top5: 0.9476, prec@top5: 0.4686, loss: 0.0354, grad_norm: 0.1881 2020-11-27 06:09:38,788 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-11-27 06:15:41,834 - mmaction - INFO - Evaluating proposal ... 2020-11-27 06:16:49,089 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-27 06:16:49,090 - mmaction - INFO - Evaluating bbox ... 2020-11-27 06:25:16,318 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2584 2020-11-27 06:25:17,417 - mmaction - INFO - Epoch(val) [19][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2584 2020-11-27 06:26:25,534 - mmaction - INFO - Epoch [20][20/1921] lr: 1.500e-03, eta: 0:36:41, time: 3.400, data_time: 2.252, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1907 2020-11-27 06:26:47,779 - mmaction - INFO - Epoch [20][40/1921] lr: 1.500e-03, eta: 0:36:18, time: 1.112, data_time: 0.003, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1913 2020-11-27 06:27:10,017 - mmaction - INFO - Epoch [20][60/1921] lr: 1.500e-03, eta: 0:35:54, time: 1.112, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1984 2020-11-27 06:27:32,367 - mmaction - INFO - Epoch [20][80/1921] lr: 1.500e-03, eta: 0:35:31, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: 0.0361, recall@thr=0.5: 0.7538, prec@thr=0.5: 0.8132, recall@top3: 0.8514, prec@top3: 0.6878, recall@top5: 0.9485, prec@top5: 0.4701, loss: 0.0361, grad_norm: 0.1952 2020-11-27 06:27:54,696 - mmaction - INFO - Epoch [20][100/1921] lr: 1.500e-03, eta: 0:35:08, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: 0.0371, recall@thr=0.5: 0.7390, prec@thr=0.5: 0.8237, recall@top3: 0.8364, prec@top3: 0.6801, recall@top5: 0.9481, prec@top5: 0.4740, loss: 0.0371, grad_norm: 0.2030 2020-11-27 06:28:17,043 - mmaction - INFO - Epoch [20][120/1921] lr: 1.500e-03, eta: 0:34:45, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: 0.0345, recall@thr=0.5: 0.7670, prec@thr=0.5: 0.8234, recall@top3: 0.8439, prec@top3: 0.6883, recall@top5: 0.9509, prec@top5: 0.4776, loss: 0.0345, grad_norm: 0.1891 2020-11-27 06:28:39,429 - mmaction - INFO - Epoch [20][140/1921] lr: 1.500e-03, eta: 0:34:22, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1909 2020-11-27 06:29:01,828 - mmaction - INFO - Epoch [20][160/1921] lr: 1.500e-03, eta: 0:33:58, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1865 2020-11-27 06:29:24,215 - mmaction - INFO - Epoch [20][180/1921] lr: 1.500e-03, eta: 0:33:35, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1896 2020-11-27 06:29:46,689 - mmaction - INFO - Epoch [20][200/1921] lr: 1.500e-03, eta: 0:33:12, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: 0.0350, recall@thr=0.5: 0.7490, prec@thr=0.5: 0.8249, recall@top3: 0.8384, prec@top3: 0.6797, recall@top5: 0.9460, prec@top5: 0.4714, loss: 0.0350, grad_norm: 0.2010 2020-11-27 06:30:09,111 - mmaction - INFO - Epoch [20][220/1921] lr: 1.500e-03, eta: 0:32:49, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0369, recall@thr=0.5: 0.7371, prec@thr=0.5: 0.8121, recall@top3: 0.8255, prec@top3: 0.6802, recall@top5: 0.9428, prec@top5: 0.4763, loss: 0.0369, grad_norm: 0.1965 2020-11-27 06:30:31,521 - mmaction - INFO - Epoch [20][240/1921] lr: 1.500e-03, eta: 0:32:26, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0357, recall@thr=0.5: 0.7393, prec@thr=0.5: 0.8161, recall@top3: 0.8329, prec@top3: 0.6916, recall@top5: 0.9442, prec@top5: 0.4794, loss: 0.0357, grad_norm: 0.1964 2020-11-27 06:30:53,911 - mmaction - INFO - Epoch [20][260/1921] lr: 1.500e-03, eta: 0:32:02, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1962 2020-11-27 06:31:16,280 - mmaction - INFO - Epoch [20][280/1921] lr: 1.500e-03, eta: 0:31:39, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0342, recall@thr=0.5: 0.7567, prec@thr=0.5: 0.8125, recall@top3: 0.8446, prec@top3: 0.6735, recall@top5: 0.9445, prec@top5: 0.4638, loss: 0.0342, grad_norm: 0.2006 2020-11-27 06:31:38,645 - mmaction - INFO - Epoch [20][300/1921] lr: 1.500e-03, eta: 0:31:16, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1930 2020-11-27 06:32:01,016 - mmaction - INFO - Epoch [20][320/1921] lr: 1.500e-03, eta: 0:30:53, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2156 2020-11-27 06:32:23,411 - mmaction - INFO - Epoch [20][340/1921] lr: 1.500e-03, eta: 0:30:30, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1965 2020-11-27 06:32:45,803 - mmaction - INFO - Epoch [20][360/1921] lr: 1.500e-03, eta: 0:30:07, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1736 2020-11-27 06:33:08,192 - mmaction - INFO - Epoch [20][380/1921] lr: 1.500e-03, eta: 0:29:43, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0362, recall@thr=0.5: 0.7512, prec@thr=0.5: 0.8148, recall@top3: 0.8373, prec@top3: 0.6987, recall@top5: 0.9508, prec@top5: 0.4901, loss: 0.0362, grad_norm: 0.1855 2020-11-27 06:33:30,587 - mmaction - INFO - Epoch [20][400/1921] lr: 1.500e-03, eta: 0:29:20, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2025 2020-11-27 06:33:52,978 - mmaction - INFO - Epoch [20][420/1921] lr: 1.500e-03, eta: 0:28:57, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1955 2020-11-27 06:34:15,353 - mmaction - INFO - Epoch [20][440/1921] lr: 1.500e-03, eta: 0:28:34, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0351, recall@thr=0.5: 0.7626, prec@thr=0.5: 0.8287, recall@top3: 0.8474, prec@top3: 0.6961, recall@top5: 0.9506, prec@top5: 0.4795, loss: 0.0351, grad_norm: 0.1848 2020-11-27 06:34:37,766 - mmaction - INFO - Epoch [20][460/1921] lr: 1.500e-03, eta: 0:28:11, time: 1.121, data_time: 0.002, memory: 9523, loss_action_cls: 0.0359, recall@thr=0.5: 0.7642, prec@thr=0.5: 0.8143, recall@top3: 0.8425, prec@top3: 0.6895, recall@top5: 0.9422, prec@top5: 0.4734, loss: 0.0359, grad_norm: 0.1947 2020-11-27 06:35:00,114 - mmaction - INFO - Epoch [20][480/1921] lr: 1.500e-03, eta: 0:27:47, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2028 2020-11-27 06:35:22,539 - mmaction - INFO - Epoch [20][500/1921] lr: 1.500e-03, eta: 0:27:24, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1863 2020-11-27 06:35:44,909 - mmaction - INFO - Epoch [20][520/1921] lr: 1.500e-03, eta: 0:27:01, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1948 2020-11-27 06:36:07,301 - mmaction - INFO - Epoch [20][540/1921] lr: 1.500e-03, eta: 0:26:38, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0357, recall@thr=0.5: 0.7501, prec@thr=0.5: 0.8211, recall@top3: 0.8395, prec@top3: 0.6795, recall@top5: 0.9479, prec@top5: 0.4718, loss: 0.0357, grad_norm: 0.1893 2020-11-27 06:36:29,682 - mmaction - INFO - Epoch [20][560/1921] lr: 1.500e-03, eta: 0:26:15, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1993 2020-11-27 06:36:53,026 - mmaction - INFO - Epoch [20][580/1921] lr: 1.500e-03, eta: 0:25:52, time: 1.164, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1814 2020-11-27 06:37:15,413 - mmaction - INFO - Epoch [20][600/1921] lr: 1.500e-03, eta: 0:25:28, time: 1.122, data_time: 0.004, memory: 9523, loss_action_cls: 0.0341, recall@thr=0.5: 0.7699, prec@thr=0.5: 0.8251, recall@top3: 0.8420, prec@top3: 0.6922, recall@top5: 0.9507, prec@top5: 0.4819, loss: 0.0341, grad_norm: 0.1849 2020-11-27 06:37:37,835 - mmaction - INFO - Epoch [20][620/1921] lr: 1.500e-03, eta: 0:25:05, time: 1.121, data_time: 0.002, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1820 2020-11-27 06:38:00,208 - mmaction - INFO - Epoch [20][640/1921] lr: 1.500e-03, eta: 0:24:42, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1912 2020-11-27 06:38:22,596 - mmaction - INFO - Epoch [20][660/1921] lr: 1.500e-03, eta: 0:24:19, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1962 2020-11-27 06:38:44,978 - mmaction - INFO - Epoch [20][680/1921] lr: 1.500e-03, eta: 0:23:56, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0369, recall@thr=0.5: 0.7358, prec@thr=0.5: 0.8082, recall@top3: 0.8274, prec@top3: 0.6766, recall@top5: 0.9423, prec@top5: 0.4729, loss: 0.0369, grad_norm: 0.2025 2020-11-27 06:39:07,356 - mmaction - INFO - Epoch [20][700/1921] lr: 1.500e-03, eta: 0:23:33, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1796 2020-11-27 06:39:29,741 - mmaction - INFO - Epoch [20][720/1921] lr: 1.500e-03, eta: 0:23:09, time: 1.120, data_time: 0.002, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1956 2020-11-27 06:39:52,112 - mmaction - INFO - Epoch [20][740/1921] lr: 1.500e-03, eta: 0:22:46, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1910 2020-11-27 06:40:16,084 - mmaction - INFO - Epoch [20][760/1921] lr: 1.500e-03, eta: 0:22:23, time: 1.197, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1872 2020-11-27 06:40:38,491 - mmaction - INFO - Epoch [20][780/1921] lr: 1.500e-03, eta: 0:22:00, time: 1.122, data_time: 0.002, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1936 2020-11-27 06:41:00,893 - mmaction - INFO - Epoch [20][800/1921] lr: 1.500e-03, eta: 0:21:37, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1791 2020-11-27 06:41:23,302 - mmaction - INFO - Epoch [20][820/1921] lr: 1.500e-03, eta: 0:21:14, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1977 2020-11-27 06:41:45,724 - mmaction - INFO - Epoch [20][840/1921] lr: 1.500e-03, eta: 0:20:50, time: 1.121, data_time: 0.002, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1900 2020-11-27 06:42:08,134 - mmaction - INFO - Epoch [20][860/1921] lr: 1.500e-03, eta: 0:20:27, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2000 2020-11-27 06:42:30,496 - mmaction - INFO - Epoch [20][880/1921] lr: 1.500e-03, eta: 0:20:04, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0351, recall@thr=0.5: 0.7550, prec@thr=0.5: 0.8258, recall@top3: 0.8408, prec@top3: 0.6962, recall@top5: 0.9517, prec@top5: 0.4860, loss: 0.0351, grad_norm: 0.1966 2020-11-27 06:42:52,862 - mmaction - INFO - Epoch [20][900/1921] lr: 1.500e-03, eta: 0:19:41, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1959 2020-11-27 06:43:15,262 - mmaction - INFO - Epoch [20][920/1921] lr: 1.500e-03, eta: 0:19:18, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1827 2020-11-27 06:43:37,657 - mmaction - INFO - Epoch [20][940/1921] lr: 1.500e-03, eta: 0:18:55, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1949 2020-11-27 06:44:00,077 - mmaction - INFO - Epoch [20][960/1921] lr: 1.500e-03, eta: 0:18:31, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1908 2020-11-27 06:44:22,502 - mmaction - INFO - Epoch [20][980/1921] lr: 1.500e-03, eta: 0:18:08, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0353, recall@thr=0.5: 0.7600, prec@thr=0.5: 0.8214, recall@top3: 0.8478, prec@top3: 0.6919, recall@top5: 0.9481, prec@top5: 0.4758, loss: 0.0353, grad_norm: 0.1886 2020-11-27 06:44:44,968 - mmaction - INFO - Epoch [20][1000/1921] lr: 1.500e-03, eta: 0:17:45, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1876 2020-11-27 06:45:07,339 - mmaction - INFO - Epoch [20][1020/1921] lr: 1.500e-03, eta: 0:17:22, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1947 2020-11-27 06:45:29,745 - mmaction - INFO - Epoch [20][1040/1921] lr: 1.500e-03, eta: 0:16:59, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1950 2020-11-27 06:45:52,165 - mmaction - INFO - Epoch [20][1060/1921] lr: 1.500e-03, eta: 0:16:36, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1919 2020-11-27 06:46:15,445 - mmaction - INFO - Epoch [20][1080/1921] lr: 1.500e-03, eta: 0:16:13, time: 1.164, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1993 2020-11-27 06:46:37,895 - mmaction - INFO - Epoch [20][1100/1921] lr: 1.500e-03, eta: 0:15:49, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1983 2020-11-27 06:47:00,293 - mmaction - INFO - Epoch [20][1120/1921] lr: 1.500e-03, eta: 0:15:26, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1958 2020-11-27 06:47:22,833 - mmaction - INFO - Epoch [20][1140/1921] lr: 1.500e-03, eta: 0:15:03, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1851 2020-11-27 06:47:45,228 - mmaction - INFO - Epoch [20][1160/1921] lr: 1.500e-03, eta: 0:14:40, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1940 2020-11-27 06:48:07,679 - mmaction - INFO - Epoch [20][1180/1921] lr: 1.500e-03, eta: 0:14:17, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1973 2020-11-27 06:48:30,171 - mmaction - INFO - Epoch [20][1200/1921] lr: 1.500e-03, eta: 0:13:54, time: 1.125, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1964 2020-11-27 06:48:52,635 - mmaction - INFO - Epoch [20][1220/1921] lr: 1.500e-03, eta: 0:13:30, time: 1.123, data_time: 0.001, memory: 9523, loss_action_cls: 0.0343, recall@thr=0.5: 0.7592, prec@thr=0.5: 0.8265, recall@top3: 0.8402, prec@top3: 0.6844, recall@top5: 0.9524, prec@top5: 0.4759, loss: 0.0343, grad_norm: 0.1976 2020-11-27 06:49:15,005 - mmaction - INFO - Epoch [20][1240/1921] lr: 1.500e-03, eta: 0:13:07, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1849 2020-11-27 06:49:37,406 - mmaction - INFO - Epoch [20][1260/1921] lr: 1.500e-03, eta: 0:12:44, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1943 2020-11-27 06:49:59,806 - mmaction - INFO - Epoch [20][1280/1921] lr: 1.500e-03, eta: 0:12:21, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1861 2020-11-27 06:50:22,455 - mmaction - INFO - Epoch [20][1300/1921] lr: 1.500e-03, eta: 0:11:58, time: 1.131, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1937 2020-11-27 06:50:44,868 - mmaction - INFO - Epoch [20][1320/1921] lr: 1.500e-03, eta: 0:11:35, time: 1.122, data_time: 0.002, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2016 2020-11-27 06:51:07,406 - mmaction - INFO - Epoch [20][1340/1921] lr: 1.500e-03, eta: 0:11:12, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: 0.0351, recall@thr=0.5: 0.7606, prec@thr=0.5: 0.8219, recall@top3: 0.8451, prec@top3: 0.6798, recall@top5: 0.9421, prec@top5: 0.4650, loss: 0.0351, grad_norm: 0.2018 2020-11-27 06:51:29,810 - mmaction - INFO - Epoch [20][1360/1921] lr: 1.500e-03, eta: 0:10:48, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0362, recall@thr=0.5: 0.7452, prec@thr=0.5: 0.8160, recall@top3: 0.8451, prec@top3: 0.6869, recall@top5: 0.9485, prec@top5: 0.4724, loss: 0.0362, grad_norm: 0.1939 2020-11-27 06:51:52,239 - mmaction - INFO - Epoch [20][1380/1921] lr: 1.500e-03, eta: 0:10:25, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2111 2020-11-27 06:52:14,623 - mmaction - INFO - Epoch [20][1400/1921] lr: 1.500e-03, eta: 0:10:02, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2031 2020-11-27 06:52:36,982 - mmaction - INFO - Epoch [20][1420/1921] lr: 1.500e-03, eta: 0:09:39, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1975 2020-11-27 06:52:59,373 - mmaction - INFO - Epoch [20][1440/1921] lr: 1.500e-03, eta: 0:09:16, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1974 2020-11-27 06:53:21,746 - mmaction - INFO - Epoch [20][1460/1921] lr: 1.500e-03, eta: 0:08:53, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0347, recall@thr=0.5: 0.7417, prec@thr=0.5: 0.8195, recall@top3: 0.8326, prec@top3: 0.6785, recall@top5: 0.9458, prec@top5: 0.4736, loss: 0.0347, grad_norm: 0.1913 2020-11-27 06:53:44,134 - mmaction - INFO - Epoch [20][1480/1921] lr: 1.500e-03, eta: 0:08:30, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1926 2020-11-27 06:54:06,512 - mmaction - INFO - Epoch [20][1500/1921] lr: 1.500e-03, eta: 0:08:06, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1934 2020-11-27 06:54:28,889 - mmaction - INFO - Epoch [20][1520/1921] lr: 1.500e-03, eta: 0:07:43, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1852 2020-11-27 06:54:51,357 - mmaction - INFO - Epoch [20][1540/1921] lr: 1.500e-03, eta: 0:07:20, time: 1.123, data_time: 0.000, memory: 9523, loss_action_cls: 0.0340, recall@thr=0.5: 0.7621, prec@thr=0.5: 0.8331, recall@top3: 0.8528, prec@top3: 0.6933, recall@top5: 0.9547, prec@top5: 0.4753, loss: 0.0340, grad_norm: 0.1841 2020-11-27 06:55:13,722 - mmaction - INFO - Epoch [20][1560/1921] lr: 1.500e-03, eta: 0:06:57, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: 0.0343, recall@thr=0.5: 0.7468, prec@thr=0.5: 0.8186, recall@top3: 0.8407, prec@top3: 0.6774, recall@top5: 0.9451, prec@top5: 0.4694, loss: 0.0343, grad_norm: 0.1982 2020-11-27 06:55:36,100 - mmaction - INFO - Epoch [20][1580/1921] lr: 1.500e-03, eta: 0:06:34, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1903 2020-11-27 06:55:58,463 - mmaction - INFO - Epoch [20][1600/1921] lr: 1.500e-03, eta: 0:06:11, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1870 2020-11-27 06:56:20,843 - mmaction - INFO - Epoch [20][1620/1921] lr: 1.500e-03, eta: 0:05:48, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1942 2020-11-27 06:56:43,226 - mmaction - INFO - Epoch [20][1640/1921] lr: 1.500e-03, eta: 0:05:24, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: 0.0350, recall@thr=0.5: 0.7537, prec@thr=0.5: 0.7996, recall@top3: 0.8372, prec@top3: 0.6713, recall@top5: 0.9476, prec@top5: 0.4673, loss: 0.0350, grad_norm: 0.1955 2020-11-27 06:57:05,655 - mmaction - INFO - Epoch [20][1660/1921] lr: 1.500e-03, eta: 0:05:01, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1884 2020-11-27 06:57:28,062 - mmaction - INFO - Epoch [20][1680/1921] lr: 1.500e-03, eta: 0:04:38, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1949 2020-11-27 06:57:50,437 - mmaction - INFO - Epoch [20][1700/1921] lr: 1.500e-03, eta: 0:04:15, time: 1.119, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2099 2020-11-27 06:58:12,811 - mmaction - INFO - Epoch [20][1720/1921] lr: 1.500e-03, eta: 0:03:52, time: 1.119, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1980 2020-11-27 06:58:35,171 - mmaction - INFO - Epoch [20][1740/1921] lr: 1.500e-03, eta: 0:03:29, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1906 2020-11-27 06:58:57,588 - mmaction - INFO - Epoch [20][1760/1921] lr: 1.500e-03, eta: 0:03:06, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1941 2020-11-27 06:59:20,003 - mmaction - INFO - Epoch [20][1780/1921] lr: 1.500e-03, eta: 0:02:43, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1965 2020-11-27 06:59:42,373 - mmaction - INFO - Epoch [20][1800/1921] lr: 1.500e-03, eta: 0:02:19, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1891 2020-11-27 07:00:04,907 - mmaction - INFO - Epoch [20][1820/1921] lr: 1.500e-03, eta: 0:01:56, time: 1.127, data_time: 0.000, memory: 9523, loss_action_cls: 0.0353, recall@thr=0.5: 0.7558, prec@thr=0.5: 0.8238, recall@top3: 0.8383, prec@top3: 0.6795, recall@top5: 0.9412, prec@top5: 0.4677, loss: 0.0353, grad_norm: 0.1920 2020-11-27 07:00:27,341 - mmaction - INFO - Epoch [20][1840/1921] lr: 1.500e-03, eta: 0:01:33, time: 1.122, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1902 2020-11-27 07:00:49,695 - mmaction - INFO - Epoch [20][1860/1921] lr: 1.500e-03, eta: 0:01:10, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1990 2020-11-27 07:01:12,063 - mmaction - INFO - Epoch [20][1880/1921] lr: 1.500e-03, eta: 0:00:47, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1973 2020-11-27 07:01:34,537 - mmaction - INFO - Epoch [20][1900/1921] lr: 1.500e-03, eta: 0:00:24, time: 1.124, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1905 2020-11-27 07:01:56,954 - mmaction - INFO - Epoch [20][1920/1921] lr: 1.500e-03, eta: 0:00:01, time: 1.121, data_time: 0.001, memory: 9523, loss_action_cls: 0.0355, recall@thr=0.5: 0.7635, prec@thr=0.5: 0.8180, recall@top3: 0.8469, prec@top3: 0.6709, recall@top5: 0.9500, prec@top5: 0.4635, loss: 0.0355, grad_norm: 0.1920 2020-11-27 07:02:02,211 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-11-27 07:07:52,557 - mmaction - INFO - Evaluating proposal ... 2020-11-27 07:08:56,448 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-27 07:08:56,449 - mmaction - INFO - Evaluating bbox ... 2020-11-27 07:16:41,483 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2591 2020-11-27 07:16:42,691 - mmaction - INFO - Epoch(val) [20][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2591