2020-11-26 13:37:23,686 - 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 13:37:23,687 - mmaction - INFO - Distributed training: True 2020-11-26 13:37:23,687 - mmaction - INFO - Config: /mnt/lustre/duanhaodong1/mmaction2/configs/ava/ava_so8x8_r101.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' load_from = 'https://download.openmmlab.com/mmaction/recognition/slowonly/omni/slowonly_r101_without_omni_8x8x1_kinetics400_rgb_20200926-0c730aef.pth' resume_from = None find_unused_parameters = False 2020-11-26 13:38:00,224 - mmaction - INFO - 184378 out of 184378 frames are valid. 2020-11-26 13:38:12,590 - mmaction - INFO - load checkpoint from https://download.openmmlab.com/mmaction/recognition/slowonly/omni/slowonly_r101_without_omni_8x8x1_kinetics400_rgb_20200926-0c730aef.pth 2020-11-26 13:38:47,015 - 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 13:38:47,029 - mmaction - INFO - Start running, host: duanhaodong1@SH-IDC2-172-20-21-48, work_dir: /mnt/lustre/duanhaodong1/mmaction2/work_dirs/ava/ava_so8x8_r101 2020-11-26 13:38:47,029 - mmaction - INFO - workflow: [('train', 1)], max: 20 epochs 2020-11-26 13:39:59,434 - mmaction - INFO - Epoch [1][20/1921] lr: 1.527e-02, eta: 1 day, 14:36:35, time: 3.620, data_time: 2.305, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.9257 2020-11-26 13:40:21,630 - mmaction - INFO - Epoch [1][40/1921] lr: 1.555e-02, eta: 1 day, 1:12:32, time: 1.109, data_time: 0.000, memory: 9523, loss_action_cls: 0.1093, recall@thr=0.5: 0.3108, prec@thr=0.5: 0.4287, recall@top3: 0.5589, prec@top3: 0.4622, recall@top5: 0.7739, prec@top5: 0.3889, loss: 0.1093, grad_norm: 0.3310 2020-11-26 13:40:43,955 - mmaction - INFO - Epoch [1][60/1921] lr: 1.583e-02, eta: 20:45:45, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: 0.0945, recall@thr=0.5: 0.3357, prec@thr=0.5: 0.4965, recall@top3: 0.6059, prec@top3: 0.5076, recall@top5: 0.8193, prec@top5: 0.4174, loss: 0.0945, grad_norm: 0.2263 2020-11-26 13:41:06,261 - mmaction - INFO - Epoch [1][80/1921] lr: 1.611e-02, eta: 18:31:57, time: 1.115, data_time: 0.001, memory: 9523, loss_action_cls: 0.0936, recall@thr=0.5: 0.3661, prec@thr=0.5: 0.5157, recall@top3: 0.6092, prec@top3: 0.5144, recall@top5: 0.8167, prec@top5: 0.4153, loss: 0.0936, grad_norm: 0.1670 2020-11-26 13:41:28,655 - mmaction - INFO - Epoch [1][100/1921] lr: 1.639e-02, eta: 17:12:11, 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: 0.1539 2020-11-26 13:41:50,994 - mmaction - INFO - Epoch [1][120/1921] lr: 1.667e-02, eta: 16:18:29, 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: 0.1681 2020-11-26 13:42:13,399 - mmaction - INFO - Epoch [1][140/1921] lr: 1.695e-02, eta: 15:40:22, 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: 0.1498 2020-11-26 13:42:35,905 - mmaction - INFO - Epoch [1][160/1921] lr: 1.723e-02, eta: 15:12:05, time: 1.125, data_time: 0.001, memory: 9523, loss_action_cls: 0.0890, recall@thr=0.5: 0.4277, prec@thr=0.5: 0.5689, recall@top3: 0.6421, prec@top3: 0.5308, recall@top5: 0.8200, prec@top5: 0.4137, loss: 0.0890, grad_norm: 0.1482 2020-11-26 13:42:58,525 - mmaction - INFO - Epoch [1][180/1921] lr: 1.752e-02, eta: 14:50:24, 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: 0.1621 2020-11-26 13:43:21,170 - mmaction - INFO - Epoch [1][200/1921] lr: 1.780e-02, eta: 14:33:04, 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: 0.1609 2020-11-26 13:43:43,810 - mmaction - INFO - Epoch [1][220/1921] lr: 1.808e-02, eta: 14:18:48, 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: 0.1566 2020-11-26 13:44:06,475 - mmaction - INFO - Epoch [1][240/1921] lr: 1.836e-02, eta: 14:06:55, 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: 0.1663 2020-11-26 13:44:29,280 - mmaction - INFO - Epoch [1][260/1921] lr: 1.864e-02, eta: 13:57:09, time: 1.140, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 13:44:52,128 - mmaction - INFO - Epoch [1][280/1921] lr: 1.892e-02, eta: 13:48:49, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: 0.0895, recall@thr=0.5: 0.4480, prec@thr=0.5: 0.5723, recall@top3: 0.6691, prec@top3: 0.5483, recall@top5: 0.8520, prec@top5: 0.4252, loss: 0.0895, grad_norm: 0.1721 2020-11-26 13:45:14,824 - mmaction - INFO - Epoch [1][300/1921] lr: 1.920e-02, eta: 13:41:13, 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: 0.1674 2020-11-26 13:45:37,693 - mmaction - INFO - Epoch [1][320/1921] lr: 1.948e-02, eta: 13:34:52, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 13:46:00,502 - mmaction - INFO - Epoch [1][340/1921] lr: 1.976e-02, eta: 13:29:06, 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: 0.1523 2020-11-26 13:46:23,370 - mmaction - INFO - Epoch [1][360/1921] lr: 2.005e-02, eta: 13:24:03, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: 0.0917, recall@thr=0.5: 0.4846, prec@thr=0.5: 0.6039, recall@top3: 0.6892, prec@top3: 0.5658, recall@top5: 0.8607, prec@top5: 0.4342, loss: 0.0917, grad_norm: 0.1681 2020-11-26 13:46:46,458 - mmaction - INFO - Epoch [1][380/1921] lr: 2.033e-02, eta: 13:19:51, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 13:47:09,313 - mmaction - INFO - Epoch [1][400/1921] lr: 2.061e-02, eta: 13:15:39, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 13:47:32,152 - mmaction - INFO - Epoch [1][420/1921] lr: 2.089e-02, eta: 13:11:50, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1889 2020-11-26 13:47:55,019 - mmaction - INFO - Epoch [1][440/1921] lr: 2.117e-02, eta: 13:08:19, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: 0.0836, recall@thr=0.5: 0.4766, prec@thr=0.5: 0.6069, recall@top3: 0.6672, prec@top3: 0.5492, recall@top5: 0.8447, prec@top5: 0.4221, loss: 0.0836, grad_norm: 0.1638 2020-11-26 13:48:17,981 - mmaction - INFO - Epoch [1][460/1921] lr: 2.145e-02, eta: 13:05:14, 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: 0.1722 2020-11-26 13:48:40,898 - mmaction - INFO - Epoch [1][480/1921] lr: 2.173e-02, eta: 13:02:18, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: 0.0910, recall@thr=0.5: 0.4667, prec@thr=0.5: 0.5911, recall@top3: 0.6655, prec@top3: 0.5462, recall@top5: 0.8438, prec@top5: 0.4205, loss: 0.0910, grad_norm: 0.1638 2020-11-26 13:49:03,843 - mmaction - INFO - Epoch [1][500/1921] lr: 2.201e-02, eta: 12:59:37, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: 0.0817, recall@thr=0.5: 0.4991, prec@thr=0.5: 0.6368, recall@top3: 0.6925, prec@top3: 0.5593, recall@top5: 0.8559, prec@top5: 0.4234, loss: 0.0817, grad_norm: 0.1688 2020-11-26 13:49:26,907 - mmaction - INFO - Epoch [1][520/1921] lr: 2.229e-02, eta: 12:57:16, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 13:49:49,623 - mmaction - INFO - Epoch [1][540/1921] lr: 2.258e-02, eta: 12:54:38, time: 1.136, data_time: 0.000, memory: 9523, loss_action_cls: 0.0851, recall@thr=0.5: 0.4896, prec@thr=0.5: 0.6097, recall@top3: 0.6673, prec@top3: 0.5508, recall@top5: 0.8475, prec@top5: 0.4280, loss: 0.0851, grad_norm: 0.1803 2020-11-26 13:50:12,529 - mmaction - INFO - Epoch [1][560/1921] lr: 2.286e-02, eta: 12:52:23, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 13:50:35,396 - mmaction - INFO - Epoch [1][580/1921] lr: 2.314e-02, eta: 12:50:13, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 13:50:58,214 - mmaction - INFO - Epoch [1][600/1921] lr: 2.342e-02, eta: 12:48:08, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: 0.0865, recall@thr=0.5: 0.4787, prec@thr=0.5: 0.5979, recall@top3: 0.6716, prec@top3: 0.5503, recall@top5: 0.8499, prec@top5: 0.4254, loss: 0.0865, grad_norm: 0.1733 2020-11-26 13:51:21,052 - mmaction - INFO - Epoch [1][620/1921] lr: 2.370e-02, eta: 12:46:09, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 13:51:43,889 - mmaction - INFO - Epoch [1][640/1921] lr: 2.398e-02, eta: 12:44:17, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1762 2020-11-26 13:52:06,585 - mmaction - INFO - Epoch [1][660/1921] lr: 2.426e-02, eta: 12:42:23, time: 1.135, data_time: 0.001, memory: 9523, loss_action_cls: 0.0844, recall@thr=0.5: 0.5059, prec@thr=0.5: 0.6210, recall@top3: 0.6904, prec@top3: 0.5588, recall@top5: 0.8616, prec@top5: 0.4267, loss: 0.0844, grad_norm: 0.1661 2020-11-26 13:52:29,377 - mmaction - INFO - Epoch [1][680/1921] lr: 2.454e-02, eta: 12:40:38, 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: 0.1675 2020-11-26 13:52:52,314 - mmaction - INFO - Epoch [1][700/1921] lr: 2.482e-02, eta: 12:39:08, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 13:53:15,155 - mmaction - INFO - Epoch [1][720/1921] lr: 2.511e-02, eta: 12:37:35, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 13:53:37,984 - mmaction - INFO - Epoch [1][740/1921] lr: 2.539e-02, eta: 12:36:05, time: 1.141, data_time: 0.001, memory: 9523, loss_action_cls: 0.0832, recall@thr=0.5: 0.5274, prec@thr=0.5: 0.6263, recall@top3: 0.6888, prec@top3: 0.5654, recall@top5: 0.8592, prec@top5: 0.4316, loss: 0.0832, grad_norm: 0.1819 2020-11-26 13:54:00,736 - mmaction - INFO - Epoch [1][760/1921] lr: 2.567e-02, eta: 12:34:35, time: 1.138, data_time: 0.001, memory: 9523, loss_action_cls: 0.0863, recall@thr=0.5: 0.5096, prec@thr=0.5: 0.6264, recall@top3: 0.6943, prec@top3: 0.5732, recall@top5: 0.8680, prec@top5: 0.4374, loss: 0.0863, grad_norm: 0.1633 2020-11-26 13:54:23,817 - mmaction - INFO - Epoch [1][780/1921] lr: 2.595e-02, eta: 12:33:24, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1822 2020-11-26 13:54:46,564 - mmaction - INFO - Epoch [1][800/1921] lr: 2.623e-02, eta: 12:32:01, time: 1.138, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.2002 2020-11-26 13:55:09,413 - mmaction - INFO - Epoch [1][820/1921] lr: 2.651e-02, eta: 12:30:44, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: 0.0874, recall@thr=0.5: 0.5282, prec@thr=0.5: 0.6249, recall@top3: 0.6954, prec@top3: 0.5680, recall@top5: 0.8650, prec@top5: 0.4357, loss: 0.0874, grad_norm: 0.1860 2020-11-26 13:55:32,139 - mmaction - INFO - Epoch [1][840/1921] lr: 2.679e-02, eta: 12:29:25, 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: 0.1812 2020-11-26 13:55:55,074 - mmaction - INFO - Epoch [1][860/1921] lr: 2.707e-02, eta: 12:28:18, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 13:56:17,923 - mmaction - INFO - Epoch [1][880/1921] lr: 2.735e-02, eta: 12:27:09, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1817 2020-11-26 13:56:40,675 - mmaction - INFO - Epoch [1][900/1921] lr: 2.764e-02, eta: 12:25:58, time: 1.138, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1856 2020-11-26 13:57:03,595 - mmaction - INFO - Epoch [1][920/1921] lr: 2.792e-02, eta: 12:24:55, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 13:57:26,344 - mmaction - INFO - Epoch [1][940/1921] lr: 2.820e-02, eta: 12:23:48, time: 1.138, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1797 2020-11-26 13:57:49,179 - mmaction - INFO - Epoch [1][960/1921] lr: 2.848e-02, eta: 12:22:47, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: 0.0835, recall@thr=0.5: 0.5155, prec@thr=0.5: 0.6202, recall@top3: 0.6993, prec@top3: 0.5679, recall@top5: 0.8653, prec@top5: 0.4279, loss: 0.0835, grad_norm: 0.1813 2020-11-26 13:58:11,943 - mmaction - INFO - Epoch [1][980/1921] lr: 2.876e-02, eta: 12:21:43, time: 1.138, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 13:58:34,770 - mmaction - INFO - Epoch [1][1000/1921] lr: 2.904e-02, eta: 12:20:44, 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: 0.1754 2020-11-26 13:58:57,759 - mmaction - INFO - Epoch [1][1020/1921] lr: 2.932e-02, eta: 12:19:52, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 13:59:20,732 - mmaction - INFO - Epoch [1][1040/1921] lr: 2.960e-02, eta: 12:19:01, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1832 2020-11-26 13:59:43,659 - mmaction - INFO - Epoch [1][1060/1921] lr: 2.988e-02, eta: 12:18:09, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1972 2020-11-26 14:00:06,572 - mmaction - INFO - Epoch [1][1080/1921] lr: 3.017e-02, eta: 12:17:18, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: 0.0811, recall@thr=0.5: 0.5215, prec@thr=0.5: 0.6420, recall@top3: 0.6992, prec@top3: 0.5796, recall@top5: 0.8604, prec@top5: 0.4374, loss: 0.0811, grad_norm: 0.1772 2020-11-26 14:00:29,721 - mmaction - INFO - Epoch [1][1100/1921] lr: 3.045e-02, eta: 12:16:36, time: 1.158, data_time: 0.001, memory: 9523, loss_action_cls: 0.0804, recall@thr=0.5: 0.5259, prec@thr=0.5: 0.6497, recall@top3: 0.6983, prec@top3: 0.5760, recall@top5: 0.8653, prec@top5: 0.4389, loss: 0.0804, grad_norm: 0.1895 2020-11-26 14:00:52,863 - mmaction - INFO - Epoch [1][1120/1921] lr: 3.073e-02, eta: 12:15:54, time: 1.157, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:01:15,699 - mmaction - INFO - Epoch [1][1140/1921] lr: 3.101e-02, eta: 12:15:03, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: 0.0807, recall@thr=0.5: 0.5295, prec@thr=0.5: 0.6531, recall@top3: 0.6970, prec@top3: 0.5713, recall@top5: 0.8698, prec@top5: 0.4337, loss: 0.0807, grad_norm: 0.1751 2020-11-26 14:01:38,539 - mmaction - INFO - Epoch [1][1160/1921] lr: 3.129e-02, eta: 12:14:13, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:02:01,416 - mmaction - INFO - Epoch [1][1180/1921] lr: 3.157e-02, eta: 12:13:25, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:02:24,258 - mmaction - INFO - Epoch [1][1200/1921] lr: 3.185e-02, eta: 12:12:37, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1924 2020-11-26 14:02:47,243 - mmaction - INFO - Epoch [1][1220/1921] lr: 3.213e-02, eta: 12:11:54, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:03:10,117 - mmaction - INFO - Epoch [1][1240/1921] lr: 3.241e-02, eta: 12:11:08, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: 0.0819, recall@thr=0.5: 0.5281, prec@thr=0.5: 0.6389, recall@top3: 0.7026, prec@top3: 0.5783, recall@top5: 0.8635, prec@top5: 0.4345, loss: 0.0819, grad_norm: 0.1703 2020-11-26 14:03:32,887 - mmaction - INFO - Epoch [1][1260/1921] lr: 3.270e-02, eta: 12:10:20, time: 1.139, data_time: 0.001, memory: 9523, loss_action_cls: 0.0741, recall@thr=0.5: 0.5397, prec@thr=0.5: 0.6474, recall@top3: 0.7068, prec@top3: 0.5877, recall@top5: 0.8725, prec@top5: 0.4450, loss: 0.0741, grad_norm: 0.1883 2020-11-26 14:03:55,855 - mmaction - INFO - Epoch [1][1280/1921] lr: 3.298e-02, eta: 12:09:38, 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: 0.1877 2020-11-26 14:04:18,789 - mmaction - INFO - Epoch [1][1300/1921] lr: 3.326e-02, eta: 12:08:57, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:04:41,716 - mmaction - INFO - Epoch [1][1320/1921] lr: 3.354e-02, eta: 12:08:15, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:05:04,693 - mmaction - INFO - Epoch [1][1340/1921] lr: 3.382e-02, eta: 12:07:36, time: 1.149, data_time: 0.001, memory: 9523, loss_action_cls: 0.0834, recall@thr=0.5: 0.5509, prec@thr=0.5: 0.6558, recall@top3: 0.7150, prec@top3: 0.5822, recall@top5: 0.8776, prec@top5: 0.4360, loss: 0.0834, grad_norm: 0.1958 2020-11-26 14:05:27,433 - mmaction - INFO - Epoch [1][1360/1921] lr: 3.410e-02, eta: 12:06:50, time: 1.137, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:05:50,257 - mmaction - INFO - Epoch [1][1380/1921] lr: 3.438e-02, eta: 12:06:07, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: 0.0860, recall@thr=0.5: 0.5354, prec@thr=0.5: 0.6611, recall@top3: 0.7105, prec@top3: 0.5827, recall@top5: 0.8691, prec@top5: 0.4337, loss: 0.0860, grad_norm: 0.1642 2020-11-26 14:06:13,401 - mmaction - INFO - Epoch [1][1400/1921] lr: 3.466e-02, eta: 12:05:34, time: 1.157, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:06:36,263 - mmaction - INFO - Epoch [1][1420/1921] lr: 3.494e-02, eta: 12:04:53, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:06:59,147 - mmaction - INFO - Epoch [1][1440/1921] lr: 3.523e-02, eta: 12:04:13, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:07:22,031 - mmaction - INFO - Epoch [1][1460/1921] lr: 3.551e-02, eta: 12:03:34, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:07:44,858 - mmaction - INFO - Epoch [1][1480/1921] lr: 3.579e-02, eta: 12:02:54, time: 1.141, data_time: 0.001, memory: 9523, loss_action_cls: 0.0759, recall@thr=0.5: 0.5453, prec@thr=0.5: 0.6505, recall@top3: 0.7133, prec@top3: 0.5839, recall@top5: 0.8719, prec@top5: 0.4396, loss: 0.0759, grad_norm: 0.1730 2020-11-26 14:08:07,993 - mmaction - INFO - Epoch [1][1500/1921] lr: 3.607e-02, eta: 12:02:22, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: 0.0753, recall@thr=0.5: 0.5373, prec@thr=0.5: 0.6512, recall@top3: 0.7059, prec@top3: 0.5714, recall@top5: 0.8714, prec@top5: 0.4319, loss: 0.0753, grad_norm: 0.1775 2020-11-26 14:08:31,027 - mmaction - INFO - Epoch [1][1520/1921] lr: 3.635e-02, eta: 12:01:48, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:08:53,892 - mmaction - INFO - Epoch [1][1540/1921] lr: 3.663e-02, eta: 12:01:10, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1845 2020-11-26 14:09:17,044 - mmaction - INFO - Epoch [1][1560/1921] lr: 3.691e-02, eta: 12:00:39, time: 1.158, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:09:39,971 - mmaction - INFO - Epoch [1][1580/1921] lr: 3.719e-02, eta: 12:00:03, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1818 2020-11-26 14:10:03,308 - mmaction - INFO - Epoch [1][1600/1921] lr: 3.747e-02, eta: 11:59:37, time: 1.166, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:10:26,169 - mmaction - INFO - Epoch [1][1620/1921] lr: 3.776e-02, eta: 11:59:00, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:10:49,220 - mmaction - INFO - Epoch [1][1640/1921] lr: 3.804e-02, eta: 11:58:28, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:11:12,060 - mmaction - INFO - Epoch [1][1660/1921] lr: 3.832e-02, eta: 11:57:51, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:11:34,942 - mmaction - INFO - Epoch [1][1680/1921] lr: 3.860e-02, eta: 11:57:15, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:11:57,898 - mmaction - INFO - Epoch [1][1700/1921] lr: 3.888e-02, eta: 11:56:42, 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: 0.1915 2020-11-26 14:12:20,934 - mmaction - INFO - Epoch [1][1720/1921] lr: 3.916e-02, eta: 11:56:10, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: 0.0818, recall@thr=0.5: 0.5679, prec@thr=0.5: 0.6703, recall@top3: 0.7134, prec@top3: 0.5887, recall@top5: 0.8790, prec@top5: 0.4421, loss: 0.0818, grad_norm: 0.1662 2020-11-26 14:12:43,978 - mmaction - INFO - Epoch [1][1740/1921] lr: 3.944e-02, eta: 11:55:39, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:13:06,857 - mmaction - INFO - Epoch [1][1760/1921] lr: 3.972e-02, eta: 11:55:04, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:13:29,914 - mmaction - INFO - Epoch [1][1780/1921] lr: 4.000e-02, eta: 11:54:34, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:13:52,969 - mmaction - INFO - Epoch [1][1800/1921] lr: 4.029e-02, eta: 11:54:03, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: 0.0813, recall@thr=0.5: 0.5442, prec@thr=0.5: 0.6545, recall@top3: 0.7055, prec@top3: 0.5762, recall@top5: 0.8785, prec@top5: 0.4389, loss: 0.0813, grad_norm: 0.1771 2020-11-26 14:14:15,750 - mmaction - INFO - Epoch [1][1820/1921] lr: 4.057e-02, eta: 11:53:27, time: 1.139, data_time: 0.000, memory: 9523, loss_action_cls: 0.0740, recall@thr=0.5: 0.5738, prec@thr=0.5: 0.6697, recall@top3: 0.7211, prec@top3: 0.5868, recall@top5: 0.8819, prec@top5: 0.4422, loss: 0.0740, grad_norm: 0.1883 2020-11-26 14:14:38,565 - mmaction - INFO - Epoch [1][1840/1921] lr: 4.085e-02, eta: 11:52:53, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:15:01,331 - mmaction - INFO - Epoch [1][1860/1921] lr: 4.113e-02, eta: 11:52:17, time: 1.138, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1874 2020-11-26 14:15:24,305 - mmaction - INFO - Epoch [1][1880/1921] lr: 4.141e-02, eta: 11:51:46, 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: 0.1869 2020-11-26 14:15:47,103 - mmaction - INFO - Epoch [1][1900/1921] lr: 4.169e-02, eta: 11:51:11, time: 1.140, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1826 2020-11-26 14:16:10,200 - mmaction - INFO - Epoch [1][1920/1921] lr: 4.197e-02, eta: 11:50:43, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: 0.0902, recall@thr=0.5: 0.5267, prec@thr=0.5: 0.6480, recall@top3: 0.7162, prec@top3: 0.5790, recall@top5: 0.8798, prec@top5: 0.4347, loss: 0.0902, grad_norm: 0.1666 2020-11-26 14:16:13,404 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-11-26 14:21:57,507 - mmaction - INFO - Evaluating proposal ... 2020-11-26 14:23:04,691 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 14:23:04,692 - mmaction - INFO - Evaluating bbox ... 2020-11-26 14:31:39,915 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.1717 2020-11-26 14:31:41,033 - mmaction - INFO - Epoch(val) [1][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.1717 2020-11-26 14:32:46,384 - mmaction - INFO - Epoch [2][20/1921] lr: 4.227e-02, eta: 12:03:05, time: 3.266, data_time: 2.146, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:33:08,662 - mmaction - INFO - Epoch [2][40/1921] lr: 4.255e-02, eta: 12:02:13, time: 1.114, 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: 0.1838 2020-11-26 14:33:31,024 - mmaction - INFO - Epoch [2][60/1921] lr: 4.283e-02, eta: 12:01:23, time: 1.118, data_time: 0.000, memory: 9523, loss_action_cls: 0.0754, recall@thr=0.5: 0.5632, prec@thr=0.5: 0.6577, recall@top3: 0.7257, prec@top3: 0.5956, recall@top5: 0.8890, prec@top5: 0.4454, loss: 0.0754, grad_norm: 0.1649 2020-11-26 14:33:53,560 - mmaction - INFO - Epoch [2][80/1921] lr: 4.311e-02, eta: 12:00:37, time: 1.127, data_time: 0.001, memory: 9523, loss_action_cls: 0.0745, recall@thr=0.5: 0.5884, prec@thr=0.5: 0.6869, recall@top3: 0.7264, prec@top3: 0.5958, recall@top5: 0.8851, prec@top5: 0.4468, loss: 0.0745, grad_norm: 0.1764 2020-11-26 14:34:16,322 - mmaction - INFO - Epoch [2][100/1921] lr: 4.339e-02, eta: 11:59:56, time: 1.138, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1818 2020-11-26 14:34:39,038 - mmaction - INFO - Epoch [2][120/1921] lr: 4.367e-02, eta: 11:59:14, 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: 0.1769 2020-11-26 14:35:01,851 - mmaction - INFO - Epoch [2][140/1921] lr: 4.395e-02, eta: 11:58:34, 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: 0.1733 2020-11-26 14:35:24,574 - mmaction - INFO - Epoch [2][160/1921] lr: 4.423e-02, eta: 11:57:53, 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: 0.1811 2020-11-26 14:35:47,389 - mmaction - INFO - Epoch [2][180/1921] lr: 4.452e-02, eta: 11:57:14, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:36:10,140 - mmaction - INFO - Epoch [2][200/1921] lr: 4.480e-02, eta: 11:56:34, time: 1.137, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:36:33,091 - mmaction - INFO - Epoch [2][220/1921] lr: 4.508e-02, eta: 11:55:58, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:36:56,038 - mmaction - INFO - Epoch [2][240/1921] lr: 4.536e-02, eta: 11:55:22, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1594 2020-11-26 14:37:18,943 - mmaction - INFO - Epoch [2][260/1921] lr: 4.564e-02, eta: 11:54:45, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:37:41,862 - mmaction - INFO - Epoch [2][280/1921] lr: 4.592e-02, eta: 11:54:09, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:38:04,778 - mmaction - INFO - Epoch [2][300/1921] lr: 4.620e-02, eta: 11:53:33, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:38:27,637 - mmaction - INFO - Epoch [2][320/1921] lr: 4.648e-02, eta: 11:52:57, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: 0.0733, recall@thr=0.5: 0.5768, prec@thr=0.5: 0.6744, recall@top3: 0.7236, prec@top3: 0.5826, recall@top5: 0.8843, prec@top5: 0.4366, loss: 0.0733, grad_norm: 0.1700 2020-11-26 14:38:50,654 - mmaction - INFO - Epoch [2][340/1921] lr: 4.676e-02, eta: 11:52:23, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: 0.0734, recall@thr=0.5: 0.5564, prec@thr=0.5: 0.6681, recall@top3: 0.7221, prec@top3: 0.5880, recall@top5: 0.8915, prec@top5: 0.4456, loss: 0.0734, grad_norm: 0.1703 2020-11-26 14:39:13,699 - mmaction - INFO - Epoch [2][360/1921] lr: 4.705e-02, eta: 11:51:50, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:39:36,454 - mmaction - INFO - Epoch [2][380/1921] lr: 4.733e-02, eta: 11:51:13, time: 1.138, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:39:59,424 - mmaction - INFO - Epoch [2][400/1921] lr: 4.761e-02, eta: 11:50:39, 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: 0.1567 2020-11-26 14:40:22,430 - mmaction - INFO - Epoch [2][420/1921] lr: 4.789e-02, eta: 11:50:06, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:40:45,473 - mmaction - INFO - Epoch [2][440/1921] lr: 4.817e-02, eta: 11:49:33, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1470 2020-11-26 14:41:08,475 - mmaction - INFO - Epoch [2][460/1921] lr: 4.845e-02, eta: 11:49:00, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: 0.0771, recall@thr=0.5: 0.5639, prec@thr=0.5: 0.6576, recall@top3: 0.7339, prec@top3: 0.5907, recall@top5: 0.8841, prec@top5: 0.4354, loss: 0.0771, grad_norm: 0.1720 2020-11-26 14:41:31,739 - mmaction - INFO - Epoch [2][480/1921] lr: 4.873e-02, eta: 11:48:32, time: 1.163, data_time: 0.000, memory: 9523, loss_action_cls: 0.0759, recall@thr=0.5: 0.5686, prec@thr=0.5: 0.6829, recall@top3: 0.7240, prec@top3: 0.5929, recall@top5: 0.8765, prec@top5: 0.4393, loss: 0.0759, grad_norm: 0.1751 2020-11-26 14:41:54,697 - mmaction - INFO - Epoch [2][500/1921] lr: 4.901e-02, eta: 11:47:58, 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: 0.1634 2020-11-26 14:42:17,907 - mmaction - INFO - Epoch [2][520/1921] lr: 4.929e-02, eta: 11:47:29, time: 1.161, data_time: 0.001, memory: 9523, loss_action_cls: 0.0783, recall@thr=0.5: 0.5647, prec@thr=0.5: 0.6640, recall@top3: 0.7195, prec@top3: 0.5790, recall@top5: 0.8749, prec@top5: 0.4340, loss: 0.0783, grad_norm: 0.1658 2020-11-26 14:42:40,758 - mmaction - INFO - Epoch [2][540/1921] lr: 4.958e-02, eta: 11:46:55, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: 0.0774, recall@thr=0.5: 0.5547, prec@thr=0.5: 0.6550, recall@top3: 0.7160, prec@top3: 0.5839, recall@top5: 0.8844, prec@top5: 0.4426, loss: 0.0774, grad_norm: 0.1724 2020-11-26 14:43:03,808 - mmaction - INFO - Epoch [2][560/1921] lr: 4.986e-02, eta: 11:46:23, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:43:26,675 - mmaction - INFO - Epoch [2][580/1921] lr: 5.014e-02, eta: 11:45:49, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: 0.0736, recall@thr=0.5: 0.5741, prec@thr=0.5: 0.6763, recall@top3: 0.7285, prec@top3: 0.5894, recall@top5: 0.8946, prec@top5: 0.4448, loss: 0.0736, grad_norm: 0.1672 2020-11-26 14:43:49,596 - mmaction - INFO - Epoch [2][600/1921] lr: 5.042e-02, eta: 11:45:16, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: 0.0769, recall@thr=0.5: 0.5505, prec@thr=0.5: 0.6577, recall@top3: 0.7361, prec@top3: 0.5788, recall@top5: 0.8882, prec@top5: 0.4303, loss: 0.0769, grad_norm: 0.1754 2020-11-26 14:44:12,428 - mmaction - INFO - Epoch [2][620/1921] lr: 5.070e-02, eta: 11:44:42, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:44:35,490 - mmaction - INFO - Epoch [2][640/1921] lr: 5.098e-02, eta: 11:44:11, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:44:58,486 - mmaction - INFO - Epoch [2][660/1921] lr: 5.126e-02, eta: 11:43:40, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: 0.0738, recall@thr=0.5: 0.5584, prec@thr=0.5: 0.6592, recall@top3: 0.7280, prec@top3: 0.5793, recall@top5: 0.8881, prec@top5: 0.4341, loss: 0.0738, grad_norm: 0.1684 2020-11-26 14:45:21,381 - mmaction - INFO - Epoch [2][680/1921] lr: 5.154e-02, eta: 11:43:07, 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: 0.1650 2020-11-26 14:45:44,282 - mmaction - INFO - Epoch [2][700/1921] lr: 5.182e-02, eta: 11:42:35, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:46:07,045 - mmaction - INFO - Epoch [2][720/1921] lr: 5.211e-02, eta: 11:42:01, time: 1.138, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:46:30,184 - mmaction - INFO - Epoch [2][740/1921] lr: 5.239e-02, eta: 11:41:31, time: 1.157, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:46:53,233 - mmaction - INFO - Epoch [2][760/1921] lr: 5.267e-02, eta: 11:41:01, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:47:16,266 - mmaction - INFO - Epoch [2][780/1921] lr: 5.295e-02, eta: 11:40:31, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:47:39,250 - mmaction - INFO - Epoch [2][800/1921] lr: 5.323e-02, eta: 11:40:00, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:48:02,210 - mmaction - INFO - Epoch [2][820/1921] lr: 5.351e-02, eta: 11:39:29, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:48:25,056 - mmaction - INFO - Epoch [2][840/1921] lr: 5.379e-02, eta: 11:38:57, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:48:48,108 - mmaction - INFO - Epoch [2][860/1921] lr: 5.407e-02, eta: 11:38:27, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:49:10,924 - mmaction - INFO - Epoch [2][880/1921] lr: 5.435e-02, eta: 11:37:55, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: 0.0696, recall@thr=0.5: 0.5752, prec@thr=0.5: 0.6804, recall@top3: 0.7199, prec@top3: 0.5889, recall@top5: 0.8886, prec@top5: 0.4421, loss: 0.0696, grad_norm: 0.1577 2020-11-26 14:49:33,691 - mmaction - INFO - Epoch [2][900/1921] lr: 5.464e-02, eta: 11:37:22, time: 1.138, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:49:56,801 - mmaction - INFO - Epoch [2][920/1921] lr: 5.492e-02, eta: 11:36:54, time: 1.155, data_time: 0.000, memory: 9523, loss_action_cls: 0.0749, recall@thr=0.5: 0.5745, prec@thr=0.5: 0.6740, recall@top3: 0.7237, prec@top3: 0.5890, recall@top5: 0.8935, prec@top5: 0.4430, loss: 0.0749, grad_norm: 0.1616 2020-11-26 14:50:19,586 - mmaction - INFO - Epoch [2][940/1921] lr: 5.520e-02, eta: 11:36:21, 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: 0.1599 2020-11-26 14:50:42,449 - mmaction - INFO - Epoch [2][960/1921] lr: 5.548e-02, eta: 11:35:50, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:51:05,388 - mmaction - INFO - Epoch [2][980/1921] lr: 5.576e-02, eta: 11:35:20, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1818 2020-11-26 14:51:28,157 - mmaction - INFO - Epoch [2][1000/1921] lr: 5.604e-02, eta: 11:34:47, time: 1.138, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:51:50,992 - mmaction - INFO - Epoch [2][1020/1921] lr: 5.632e-02, eta: 11:34:16, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:52:13,957 - mmaction - INFO - Epoch [2][1040/1921] lr: 5.660e-02, eta: 11:33:46, 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: 0.1684 2020-11-26 14:52:36,686 - mmaction - INFO - Epoch [2][1060/1921] lr: 5.688e-02, eta: 11:33:14, time: 1.137, data_time: 0.001, memory: 9523, loss_action_cls: 0.0698, recall@thr=0.5: 0.5614, prec@thr=0.5: 0.6537, recall@top3: 0.7116, prec@top3: 0.5814, recall@top5: 0.8817, prec@top5: 0.4413, loss: 0.0698, grad_norm: 0.1893 2020-11-26 14:52:59,547 - mmaction - INFO - Epoch [2][1080/1921] lr: 5.717e-02, eta: 11:32:43, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: 0.0696, recall@thr=0.5: 0.5739, prec@thr=0.5: 0.6797, recall@top3: 0.7387, prec@top3: 0.6003, recall@top5: 0.8931, prec@top5: 0.4439, loss: 0.0696, grad_norm: 0.1649 2020-11-26 14:53:22,437 - mmaction - INFO - Epoch [2][1100/1921] lr: 5.745e-02, eta: 11:32:13, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:53:45,351 - mmaction - INFO - Epoch [2][1120/1921] lr: 5.773e-02, eta: 11:31:43, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: 0.0749, recall@thr=0.5: 0.5878, prec@thr=0.5: 0.6845, recall@top3: 0.7326, prec@top3: 0.5983, recall@top5: 0.8954, prec@top5: 0.4501, loss: 0.0749, grad_norm: 0.1585 2020-11-26 14:54:08,345 - mmaction - INFO - Epoch [2][1140/1921] lr: 5.801e-02, eta: 11:31:14, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:54:31,283 - mmaction - INFO - Epoch [2][1160/1921] lr: 5.829e-02, eta: 11:30:45, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:54:54,093 - mmaction - INFO - Epoch [2][1180/1921] lr: 5.857e-02, eta: 11:30:14, 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: 0.1662 2020-11-26 14:55:16,936 - mmaction - INFO - Epoch [2][1200/1921] lr: 5.885e-02, eta: 11:29:44, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:55:39,908 - mmaction - INFO - Epoch [2][1220/1921] lr: 5.913e-02, eta: 11:29:15, time: 1.148, data_time: 0.001, memory: 9523, loss_action_cls: 0.0697, recall@thr=0.5: 0.5838, prec@thr=0.5: 0.6851, recall@top3: 0.7345, prec@top3: 0.6115, recall@top5: 0.8887, prec@top5: 0.4523, loss: 0.0697, grad_norm: 0.1738 2020-11-26 14:56:02,970 - mmaction - INFO - Epoch [2][1240/1921] lr: 5.941e-02, eta: 11:28:47, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: 0.0722, recall@thr=0.5: 0.5739, prec@thr=0.5: 0.6750, recall@top3: 0.7314, prec@top3: 0.5885, recall@top5: 0.8920, prec@top5: 0.4401, loss: 0.0722, grad_norm: 0.1631 2020-11-26 14:56:25,991 - mmaction - INFO - Epoch [2][1260/1921] lr: 5.970e-02, eta: 11:28:19, time: 1.151, data_time: 0.000, memory: 9523, loss_action_cls: 0.0759, recall@thr=0.5: 0.5764, prec@thr=0.5: 0.6787, recall@top3: 0.7243, prec@top3: 0.5944, recall@top5: 0.8768, prec@top5: 0.4408, loss: 0.0759, grad_norm: 0.1720 2020-11-26 14:56:49,097 - mmaction - INFO - Epoch [2][1280/1921] lr: 5.998e-02, eta: 11:27:52, time: 1.155, data_time: 0.000, memory: 9523, loss_action_cls: 0.0768, recall@thr=0.5: 0.5678, prec@thr=0.5: 0.6753, recall@top3: 0.7125, prec@top3: 0.5874, recall@top5: 0.8790, prec@top5: 0.4435, loss: 0.0768, grad_norm: 0.1722 2020-11-26 14:57:11,997 - mmaction - INFO - Epoch [2][1300/1921] lr: 6.026e-02, eta: 11:27:23, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:57:34,918 - mmaction - INFO - Epoch [2][1320/1921] lr: 6.054e-02, eta: 11:26:54, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:57:57,694 - mmaction - INFO - Epoch [2][1340/1921] lr: 6.082e-02, eta: 11:26:23, time: 1.139, data_time: 0.001, memory: 9523, loss_action_cls: 0.0706, recall@thr=0.5: 0.5826, prec@thr=0.5: 0.7027, recall@top3: 0.7461, prec@top3: 0.5954, recall@top5: 0.8976, prec@top5: 0.4385, loss: 0.0706, grad_norm: 0.1708 2020-11-26 14:58:20,645 - mmaction - INFO - Epoch [2][1360/1921] lr: 6.110e-02, eta: 11:25:55, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:58:43,330 - mmaction - INFO - Epoch [2][1380/1921] lr: 6.138e-02, eta: 11:25:23, 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: 0.1654 2020-11-26 14:59:06,209 - mmaction - INFO - Epoch [2][1400/1921] lr: 6.166e-02, eta: 11:24:54, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: 0.0723, recall@thr=0.5: 0.5885, prec@thr=0.5: 0.6984, recall@top3: 0.7275, prec@top3: 0.5897, recall@top5: 0.8922, prec@top5: 0.4420, loss: 0.0723, grad_norm: 0.1702 2020-11-26 14:59:29,000 - mmaction - INFO - Epoch [2][1420/1921] lr: 6.194e-02, eta: 11:24:24, time: 1.139, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 14:59:51,984 - mmaction - INFO - Epoch [2][1440/1921] lr: 6.223e-02, eta: 11:23:56, 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: 0.1636 2020-11-26 15:00:14,880 - mmaction - INFO - Epoch [2][1460/1921] lr: 6.251e-02, eta: 11:23:27, time: 1.145, data_time: 0.001, memory: 9523, loss_action_cls: 0.0770, recall@thr=0.5: 0.5716, prec@thr=0.5: 0.6616, recall@top3: 0.7279, prec@top3: 0.5938, recall@top5: 0.8911, prec@top5: 0.4448, loss: 0.0770, grad_norm: 0.1743 2020-11-26 15:00:37,963 - mmaction - INFO - Epoch [2][1480/1921] lr: 6.279e-02, eta: 11:23:01, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: 0.0740, recall@thr=0.5: 0.5671, prec@thr=0.5: 0.6851, recall@top3: 0.7213, prec@top3: 0.5985, recall@top5: 0.8829, prec@top5: 0.4478, loss: 0.0740, grad_norm: 0.1687 2020-11-26 15:01:00,830 - mmaction - INFO - Epoch [2][1500/1921] lr: 6.307e-02, eta: 11:22:32, time: 1.143, 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: 0.1564 2020-11-26 15:01:23,684 - mmaction - INFO - Epoch [2][1520/1921] lr: 6.335e-02, eta: 11:22:03, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:01:46,616 - mmaction - INFO - Epoch [2][1540/1921] lr: 6.363e-02, eta: 11:21:35, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:02:09,769 - mmaction - INFO - Epoch [2][1560/1921] lr: 6.391e-02, eta: 11:21:09, time: 1.158, data_time: 0.001, memory: 9523, loss_action_cls: 0.0727, recall@thr=0.5: 0.6159, prec@thr=0.5: 0.7075, recall@top3: 0.7426, prec@top3: 0.6065, recall@top5: 0.8962, prec@top5: 0.4474, loss: 0.0727, grad_norm: 0.1710 2020-11-26 15:02:32,635 - mmaction - INFO - Epoch [2][1580/1921] lr: 6.419e-02, eta: 11:20:40, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:02:55,816 - mmaction - INFO - Epoch [2][1600/1921] lr: 6.447e-02, eta: 11:20:15, time: 1.159, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:03:18,634 - mmaction - INFO - Epoch [2][1620/1921] lr: 6.476e-02, eta: 11:19:46, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: 0.0748, recall@thr=0.5: 0.5825, prec@thr=0.5: 0.6720, recall@top3: 0.7118, prec@top3: 0.5868, recall@top5: 0.8726, prec@top5: 0.4417, loss: 0.0748, grad_norm: 0.1571 2020-11-26 15:03:41,384 - mmaction - INFO - Epoch [2][1640/1921] lr: 6.504e-02, eta: 11:19:16, time: 1.137, data_time: 0.000, memory: 9523, loss_action_cls: 0.0749, recall@thr=0.5: 0.5733, prec@thr=0.5: 0.6820, recall@top3: 0.7252, prec@top3: 0.5926, recall@top5: 0.8928, prec@top5: 0.4469, loss: 0.0749, grad_norm: 0.1710 2020-11-26 15:04:04,397 - mmaction - INFO - Epoch [2][1660/1921] lr: 6.532e-02, eta: 11:18:49, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:04:27,155 - mmaction - INFO - Epoch [2][1680/1921] lr: 6.560e-02, eta: 11:18:20, time: 1.138, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:04:50,150 - mmaction - INFO - Epoch [2][1700/1921] lr: 6.588e-02, eta: 11:17:53, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1594 2020-11-26 15:05:12,906 - mmaction - INFO - Epoch [2][1720/1921] lr: 6.616e-02, eta: 11:17:23, time: 1.138, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:05:35,850 - mmaction - INFO - Epoch [2][1740/1921] lr: 6.644e-02, eta: 11:16:56, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1738 2020-11-26 15:05:58,757 - mmaction - INFO - Epoch [2][1760/1921] lr: 6.672e-02, eta: 11:16:28, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:06:21,939 - mmaction - INFO - Epoch [2][1780/1921] lr: 6.700e-02, eta: 11:16:03, time: 1.159, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1685 2020-11-26 15:06:44,897 - mmaction - INFO - Epoch [2][1800/1921] lr: 6.729e-02, eta: 11:15:36, 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: 0.1737 2020-11-26 15:07:07,725 - mmaction - INFO - Epoch [2][1820/1921] lr: 6.757e-02, eta: 11:15:08, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: 0.0742, recall@thr=0.5: 0.6036, prec@thr=0.5: 0.6951, recall@top3: 0.7502, prec@top3: 0.6152, recall@top5: 0.8940, prec@top5: 0.4526, loss: 0.0742, grad_norm: 0.1552 2020-11-26 15:07:30,661 - mmaction - INFO - Epoch [2][1840/1921] lr: 6.785e-02, eta: 11:14:40, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:07:53,434 - mmaction - INFO - Epoch [2][1860/1921] lr: 6.813e-02, eta: 11:14:12, 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: 0.1578 2020-11-26 15:08:16,434 - mmaction - INFO - Epoch [2][1880/1921] lr: 6.841e-02, eta: 11:13:45, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: 0.0692, recall@thr=0.5: 0.5850, prec@thr=0.5: 0.6789, recall@top3: 0.7360, prec@top3: 0.5954, recall@top5: 0.8948, prec@top5: 0.4455, loss: 0.0692, grad_norm: 0.1569 2020-11-26 15:08:39,311 - mmaction - INFO - Epoch [2][1900/1921] lr: 6.869e-02, eta: 11:13:17, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: 0.0692, recall@thr=0.5: 0.6084, prec@thr=0.5: 0.6992, recall@top3: 0.7463, prec@top3: 0.6066, recall@top5: 0.8912, prec@top5: 0.4441, loss: 0.0692, grad_norm: 0.1557 2020-11-26 15:09:02,083 - mmaction - INFO - Epoch [2][1920/1921] lr: 6.897e-02, eta: 11:12:49, time: 1.138, 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: 0.1654 2020-11-26 15:09:05,337 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-11-26 15:14:55,251 - mmaction - INFO - Evaluating proposal ... 2020-11-26 15:16:04,035 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 15:16:04,036 - mmaction - INFO - Evaluating bbox ... 2020-11-26 15:24:58,016 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2014 2020-11-26 15:24:59,218 - mmaction - INFO - Epoch(val) [2][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2014 2020-11-26 15:26:04,251 - mmaction - INFO - Epoch [3][20/1921] lr: 6.927e-02, eta: 11:18:27, time: 3.251, data_time: 2.135, memory: 9523, loss_action_cls: 0.0760, recall@thr=0.5: 0.5891, prec@thr=0.5: 0.7017, recall@top3: 0.7427, prec@top3: 0.6111, recall@top5: 0.8979, prec@top5: 0.4519, loss: 0.0760, grad_norm: 0.1549 2020-11-26 15:26:26,567 - mmaction - INFO - Epoch [3][40/1921] lr: 6.955e-02, eta: 11:17:52, 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: 0.1710 2020-11-26 15:26:48,878 - mmaction - INFO - Epoch [3][60/1921] lr: 6.983e-02, eta: 11:17:17, time: 1.115, data_time: 0.001, memory: 9523, loss_action_cls: 0.0661, recall@thr=0.5: 0.5894, prec@thr=0.5: 0.6882, recall@top3: 0.7330, prec@top3: 0.5965, recall@top5: 0.8929, prec@top5: 0.4435, loss: 0.0661, grad_norm: 0.1535 2020-11-26 15:27:11,338 - mmaction - INFO - Epoch [3][80/1921] lr: 7.011e-02, eta: 11:16:44, 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 2020-11-26 15:27:33,902 - mmaction - INFO - Epoch [3][100/1921] lr: 7.039e-02, eta: 11:16:12, 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: 0.1519 2020-11-26 15:27:56,665 - mmaction - INFO - Epoch [3][120/1921] lr: 7.067e-02, eta: 11:15:42, time: 1.138, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:28:19,267 - mmaction - INFO - Epoch [3][140/1921] lr: 7.095e-02, eta: 11:15:10, time: 1.130, data_time: 0.000, memory: 9523, loss_action_cls: 0.0649, recall@thr=0.5: 0.6019, prec@thr=0.5: 0.6867, recall@top3: 0.7422, prec@top3: 0.6113, recall@top5: 0.9056, prec@top5: 0.4556, loss: 0.0649, grad_norm: 0.1779 2020-11-26 15:28:42,030 - mmaction - INFO - Epoch [3][160/1921] lr: 7.123e-02, eta: 11:14:40, time: 1.138, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:29:04,857 - mmaction - INFO - Epoch [3][180/1921] lr: 7.152e-02, eta: 11:14:11, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: 0.0711, recall@thr=0.5: 0.5940, prec@thr=0.5: 0.7036, recall@top3: 0.7433, prec@top3: 0.6072, recall@top5: 0.8901, prec@top5: 0.4462, loss: 0.0711, grad_norm: 0.1603 2020-11-26 15:29:27,839 - mmaction - INFO - Epoch [3][200/1921] lr: 7.180e-02, eta: 11:13:43, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: 0.0693, recall@thr=0.5: 0.6034, prec@thr=0.5: 0.7032, recall@top3: 0.7354, prec@top3: 0.6048, recall@top5: 0.8940, prec@top5: 0.4512, loss: 0.0693, grad_norm: 0.1547 2020-11-26 15:29:50,751 - mmaction - INFO - Epoch [3][220/1921] lr: 7.208e-02, eta: 11:13:14, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:30:13,505 - mmaction - INFO - Epoch [3][240/1921] lr: 7.236e-02, eta: 11:12:44, time: 1.138, data_time: 0.000, memory: 9523, loss_action_cls: 0.0628, recall@thr=0.5: 0.6068, prec@thr=0.5: 0.6984, recall@top3: 0.7460, prec@top3: 0.6131, recall@top5: 0.8950, prec@top5: 0.4506, loss: 0.0628, grad_norm: 0.1637 2020-11-26 15:30:36,348 - mmaction - INFO - Epoch [3][260/1921] lr: 7.264e-02, eta: 11:12:15, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:30:59,260 - mmaction - INFO - Epoch [3][280/1921] lr: 7.292e-02, eta: 11:11:47, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: 0.0693, recall@thr=0.5: 0.5986, prec@thr=0.5: 0.6915, recall@top3: 0.7379, prec@top3: 0.6033, recall@top5: 0.8938, prec@top5: 0.4480, loss: 0.0693, grad_norm: 0.1627 2020-11-26 15:31:21,986 - mmaction - INFO - Epoch [3][300/1921] lr: 7.320e-02, eta: 11:11:17, time: 1.136, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1569 2020-11-26 15:31:44,898 - mmaction - INFO - Epoch [3][320/1921] lr: 7.348e-02, eta: 11:10:48, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: 0.0670, recall@thr=0.5: 0.6014, prec@thr=0.5: 0.6895, recall@top3: 0.7433, prec@top3: 0.5987, recall@top5: 0.8913, prec@top5: 0.4426, loss: 0.0670, grad_norm: 0.1498 2020-11-26 15:32:07,679 - mmaction - INFO - Epoch [3][340/1921] lr: 7.376e-02, eta: 11:10:19, time: 1.139, data_time: 0.001, memory: 9523, loss_action_cls: 0.0647, recall@thr=0.5: 0.6093, prec@thr=0.5: 0.7122, recall@top3: 0.7531, prec@top3: 0.6070, recall@top5: 0.9009, prec@top5: 0.4458, loss: 0.0647, grad_norm: 0.1504 2020-11-26 15:32:30,406 - mmaction - INFO - Epoch [3][360/1921] lr: 7.405e-02, eta: 11:09:49, time: 1.136, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:32:53,516 - mmaction - INFO - Epoch [3][380/1921] lr: 7.433e-02, eta: 11:09:23, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: 0.0650, recall@thr=0.5: 0.5992, prec@thr=0.5: 0.7061, recall@top3: 0.7473, prec@top3: 0.6121, recall@top5: 0.8989, prec@top5: 0.4502, loss: 0.0650, grad_norm: 0.1583 2020-11-26 15:33:16,402 - mmaction - INFO - Epoch [3][400/1921] lr: 7.461e-02, eta: 11:08:54, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1664 2020-11-26 15:33:39,335 - mmaction - INFO - Epoch [3][420/1921] lr: 7.489e-02, eta: 11:08:26, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:34:02,350 - mmaction - INFO - Epoch [3][440/1921] lr: 7.517e-02, eta: 11:07:59, 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: 0.1638 2020-11-26 15:34:25,314 - mmaction - INFO - Epoch [3][460/1921] lr: 7.545e-02, eta: 11:07:31, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1549 2020-11-26 15:34:47,990 - mmaction - INFO - Epoch [3][480/1921] lr: 7.573e-02, eta: 11:07:02, 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: 0.1543 2020-11-26 15:35:10,616 - mmaction - INFO - Epoch [3][500/1921] lr: 7.601e-02, eta: 11:06:32, time: 1.131, data_time: 0.000, memory: 9523, loss_action_cls: 0.0676, recall@thr=0.5: 0.5924, prec@thr=0.5: 0.6887, recall@top3: 0.7474, prec@top3: 0.6056, recall@top5: 0.8934, prec@top5: 0.4441, loss: 0.0676, grad_norm: 0.1598 2020-11-26 15:35:33,283 - mmaction - INFO - Epoch [3][520/1921] lr: 7.629e-02, eta: 11:06:02, 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: 0.1579 2020-11-26 15:35:56,099 - mmaction - INFO - Epoch [3][540/1921] lr: 7.658e-02, eta: 11:05:33, 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: 0.1522 2020-11-26 15:36:18,844 - mmaction - INFO - Epoch [3][560/1921] lr: 7.686e-02, eta: 11:05:04, time: 1.137, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:36:41,660 - mmaction - INFO - Epoch [3][580/1921] lr: 7.714e-02, eta: 11:04:36, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: 0.0669, recall@thr=0.5: 0.6153, prec@thr=0.5: 0.6893, recall@top3: 0.7361, prec@top3: 0.6060, recall@top5: 0.8943, prec@top5: 0.4505, loss: 0.0669, grad_norm: 0.1769 2020-11-26 15:37:04,415 - mmaction - INFO - Epoch [3][600/1921] lr: 7.742e-02, eta: 11:04:07, time: 1.138, data_time: 0.000, memory: 9523, loss_action_cls: 0.0672, recall@thr=0.5: 0.5981, prec@thr=0.5: 0.7191, recall@top3: 0.7376, prec@top3: 0.6096, recall@top5: 0.8993, prec@top5: 0.4529, loss: 0.0672, grad_norm: 0.1675 2020-11-26 15:37:27,313 - mmaction - INFO - Epoch [3][620/1921] lr: 7.770e-02, eta: 11:03:39, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:37:50,134 - mmaction - INFO - Epoch [3][640/1921] lr: 7.798e-02, eta: 11:03:11, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: 0.0649, recall@thr=0.5: 0.6079, prec@thr=0.5: 0.7023, recall@top3: 0.7588, prec@top3: 0.6114, recall@top5: 0.9017, prec@top5: 0.4471, loss: 0.0649, grad_norm: 0.1578 2020-11-26 15:38:12,980 - mmaction - INFO - Epoch [3][660/1921] lr: 7.826e-02, eta: 11:02:43, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1665 2020-11-26 15:38:35,920 - mmaction - INFO - Epoch [3][680/1921] lr: 7.854e-02, eta: 11:02:16, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:38:58,813 - mmaction - INFO - Epoch [3][700/1921] lr: 7.882e-02, eta: 11:01:48, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:39:21,990 - mmaction - INFO - Epoch [3][720/1921] lr: 7.911e-02, eta: 11:01:23, time: 1.159, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1440 2020-11-26 15:39:44,928 - mmaction - INFO - Epoch [3][740/1921] lr: 7.939e-02, eta: 11:00:56, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:40:07,846 - mmaction - INFO - Epoch [3][760/1921] lr: 7.967e-02, eta: 11:00:28, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:40:30,608 - mmaction - INFO - Epoch [3][780/1921] lr: 7.995e-02, eta: 11:00:00, time: 1.138, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:40:53,390 - mmaction - INFO - Epoch [3][800/1921] lr: 8.023e-02, eta: 10:59:32, time: 1.140, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1547 2020-11-26 15:41:16,141 - mmaction - INFO - Epoch [3][820/1921] lr: 8.051e-02, eta: 10:59:04, time: 1.138, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:41:39,031 - mmaction - INFO - Epoch [3][840/1921] lr: 8.079e-02, eta: 10:58:36, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: 0.0613, recall@thr=0.5: 0.6167, prec@thr=0.5: 0.7063, recall@top3: 0.7555, prec@top3: 0.6080, recall@top5: 0.9006, prec@top5: 0.4452, loss: 0.0613, grad_norm: 0.1589 2020-11-26 15:42:01,906 - mmaction - INFO - Epoch [3][860/1921] lr: 8.107e-02, eta: 10:58:09, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:42:24,798 - mmaction - INFO - Epoch [3][880/1921] lr: 8.135e-02, eta: 10:57:42, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:42:47,651 - mmaction - INFO - Epoch [3][900/1921] lr: 8.164e-02, eta: 10:57:14, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:43:10,539 - mmaction - INFO - Epoch [3][920/1921] lr: 8.192e-02, eta: 10:56:47, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: 0.0653, recall@thr=0.5: 0.5834, prec@thr=0.5: 0.6969, recall@top3: 0.7408, prec@top3: 0.6014, recall@top5: 0.8912, prec@top5: 0.4421, loss: 0.0653, grad_norm: 0.1478 2020-11-26 15:43:33,528 - mmaction - INFO - Epoch [3][940/1921] lr: 8.220e-02, eta: 10:56:21, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1520 2020-11-26 15:43:56,468 - mmaction - INFO - Epoch [3][960/1921] lr: 8.248e-02, eta: 10:55:54, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: 0.0614, recall@thr=0.5: 0.6131, prec@thr=0.5: 0.7269, recall@top3: 0.7533, prec@top3: 0.6146, recall@top5: 0.9078, prec@top5: 0.4561, loss: 0.0614, grad_norm: 0.1572 2020-11-26 15:44:19,586 - mmaction - INFO - Epoch [3][980/1921] lr: 8.276e-02, eta: 10:55:28, time: 1.156, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:44:42,529 - mmaction - INFO - Epoch [3][1000/1921] lr: 8.304e-02, eta: 10:55:02, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: 0.0639, recall@thr=0.5: 0.6081, prec@thr=0.5: 0.7136, recall@top3: 0.7576, prec@top3: 0.6224, recall@top5: 0.8934, prec@top5: 0.4515, loss: 0.0639, grad_norm: 0.1780 2020-11-26 15:45:05,484 - mmaction - INFO - Epoch [3][1020/1921] lr: 8.332e-02, eta: 10:54:35, time: 1.149, data_time: 0.002, memory: 9523, loss_action_cls: 0.0622, recall@thr=0.5: 0.5980, prec@thr=0.5: 0.6756, recall@top3: 0.7421, prec@top3: 0.5943, recall@top5: 0.8954, prec@top5: 0.4412, loss: 0.0622, grad_norm: 0.1610 2020-11-26 15:45:28,398 - mmaction - INFO - Epoch [3][1040/1921] lr: 8.360e-02, eta: 10:54:08, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: 0.0658, recall@thr=0.5: 0.6023, prec@thr=0.5: 0.7160, recall@top3: 0.7519, prec@top3: 0.6074, recall@top5: 0.9011, prec@top5: 0.4481, loss: 0.0658, grad_norm: 0.1511 2020-11-26 15:45:51,121 - mmaction - INFO - Epoch [3][1060/1921] lr: 8.388e-02, eta: 10:53:40, 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: 0.1717 2020-11-26 15:46:14,054 - mmaction - INFO - Epoch [3][1080/1921] lr: 8.417e-02, eta: 10:53:14, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1506 2020-11-26 15:46:36,858 - mmaction - INFO - Epoch [3][1100/1921] lr: 8.445e-02, eta: 10:52:46, time: 1.140, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:46:59,915 - mmaction - INFO - Epoch [3][1120/1921] lr: 8.473e-02, eta: 10:52:21, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: 0.0663, recall@thr=0.5: 0.5947, prec@thr=0.5: 0.7063, recall@top3: 0.7388, prec@top3: 0.6112, recall@top5: 0.8973, prec@top5: 0.4537, loss: 0.0663, grad_norm: 0.1544 2020-11-26 15:47:22,610 - mmaction - INFO - Epoch [3][1140/1921] lr: 8.501e-02, eta: 10:51:53, time: 1.135, data_time: 0.001, memory: 9523, loss_action_cls: 0.0629, recall@thr=0.5: 0.6338, prec@thr=0.5: 0.7303, recall@top3: 0.7608, prec@top3: 0.6126, recall@top5: 0.9071, prec@top5: 0.4486, loss: 0.0629, grad_norm: 0.1466 2020-11-26 15:47:45,413 - mmaction - INFO - Epoch [3][1160/1921] lr: 8.529e-02, eta: 10:51:25, time: 1.140, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:48:08,395 - mmaction - INFO - Epoch [3][1180/1921] lr: 8.557e-02, eta: 10:50:59, 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: 0.1586 2020-11-26 15:48:31,323 - mmaction - INFO - Epoch [3][1200/1921] lr: 8.585e-02, eta: 10:50:33, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:48:54,364 - mmaction - INFO - Epoch [3][1220/1921] lr: 8.613e-02, eta: 10:50:07, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1419 2020-11-26 15:49:17,096 - mmaction - INFO - Epoch [3][1240/1921] lr: 8.641e-02, eta: 10:49:39, 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: 0.1431 2020-11-26 15:49:39,904 - mmaction - INFO - Epoch [3][1260/1921] lr: 8.670e-02, eta: 10:49:12, 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: 0.1511 2020-11-26 15:50:02,742 - mmaction - INFO - Epoch [3][1280/1921] lr: 8.698e-02, eta: 10:48:45, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:50:25,421 - mmaction - INFO - Epoch [3][1300/1921] lr: 8.726e-02, eta: 10:48:17, 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: 0.1590 2020-11-26 15:50:48,272 - mmaction - INFO - Epoch [3][1320/1921] lr: 8.754e-02, eta: 10:47:50, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:51:11,166 - mmaction - INFO - Epoch [3][1340/1921] lr: 8.782e-02, eta: 10:47:24, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:51:33,935 - mmaction - INFO - Epoch [3][1360/1921] lr: 8.810e-02, eta: 10:46:57, time: 1.139, data_time: 0.001, memory: 9523, loss_action_cls: 0.0589, recall@thr=0.5: 0.6422, prec@thr=0.5: 0.7173, recall@top3: 0.7574, prec@top3: 0.6128, recall@top5: 0.9117, prec@top5: 0.4520, loss: 0.0589, grad_norm: 0.1551 2020-11-26 15:51:56,739 - mmaction - INFO - Epoch [3][1380/1921] lr: 8.838e-02, eta: 10:46:30, time: 1.140, data_time: 0.000, memory: 9523, loss_action_cls: 0.0654, recall@thr=0.5: 0.5847, prec@thr=0.5: 0.6892, recall@top3: 0.7409, prec@top3: 0.6020, recall@top5: 0.9023, prec@top5: 0.4503, loss: 0.0654, grad_norm: 0.1600 2020-11-26 15:52:19,570 - mmaction - INFO - Epoch [3][1400/1921] lr: 8.866e-02, eta: 10:46:03, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: 0.0614, recall@thr=0.5: 0.5928, prec@thr=0.5: 0.6796, recall@top3: 0.7320, prec@top3: 0.5969, recall@top5: 0.8900, prec@top5: 0.4457, loss: 0.0614, grad_norm: 0.1582 2020-11-26 15:52:42,467 - mmaction - INFO - Epoch [3][1420/1921] lr: 8.894e-02, eta: 10:45:37, time: 1.145, data_time: 0.001, memory: 9523, loss_action_cls: 0.0641, recall@thr=0.5: 0.6175, prec@thr=0.5: 0.7014, recall@top3: 0.7481, prec@top3: 0.6096, recall@top5: 0.9003, prec@top5: 0.4513, loss: 0.0641, grad_norm: 0.1593 2020-11-26 15:53:05,335 - mmaction - INFO - Epoch [3][1440/1921] lr: 8.923e-02, eta: 10:45:10, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1503 2020-11-26 15:53:28,387 - mmaction - INFO - Epoch [3][1460/1921] lr: 8.951e-02, eta: 10:44:45, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: 0.0593, recall@thr=0.5: 0.6193, prec@thr=0.5: 0.7209, recall@top3: 0.7488, prec@top3: 0.6209, recall@top5: 0.9046, prec@top5: 0.4590, loss: 0.0593, grad_norm: 0.1498 2020-11-26 15:53:51,526 - mmaction - INFO - Epoch [3][1480/1921] lr: 8.979e-02, eta: 10:44:20, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1429 2020-11-26 15:54:14,491 - mmaction - INFO - Epoch [3][1500/1921] lr: 9.007e-02, eta: 10:43:54, 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: 0.1534 2020-11-26 15:54:37,440 - mmaction - INFO - Epoch [3][1520/1921] lr: 9.035e-02, eta: 10:43:28, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:55:00,365 - mmaction - INFO - Epoch [3][1540/1921] lr: 9.063e-02, eta: 10:43:02, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:55:23,235 - mmaction - INFO - Epoch [3][1560/1921] lr: 9.091e-02, eta: 10:42:36, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: 0.0685, recall@thr=0.5: 0.6127, prec@thr=0.5: 0.6899, recall@top3: 0.7373, prec@top3: 0.6050, recall@top5: 0.8926, prec@top5: 0.4512, loss: 0.0685, grad_norm: 0.1617 2020-11-26 15:55:46,182 - mmaction - INFO - Epoch [3][1580/1921] lr: 9.119e-02, eta: 10:42:10, 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: 0.1430 2020-11-26 15:56:09,007 - mmaction - INFO - Epoch [3][1600/1921] lr: 9.147e-02, eta: 10:41:44, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1571 2020-11-26 15:56:31,840 - mmaction - INFO - Epoch [3][1620/1921] lr: 9.176e-02, eta: 10:41:17, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: 0.0633, recall@thr=0.5: 0.6181, prec@thr=0.5: 0.7092, recall@top3: 0.7475, prec@top3: 0.6110, recall@top5: 0.9015, prec@top5: 0.4525, loss: 0.0633, grad_norm: 0.1574 2020-11-26 15:56:54,831 - mmaction - INFO - Epoch [3][1640/1921] lr: 9.204e-02, eta: 10:40:52, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1434 2020-11-26 15:57:17,876 - mmaction - INFO - Epoch [3][1660/1921] lr: 9.232e-02, eta: 10:40:27, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: 0.0628, recall@thr=0.5: 0.6154, prec@thr=0.5: 0.7061, recall@top3: 0.7532, prec@top3: 0.6078, recall@top5: 0.9040, prec@top5: 0.4481, loss: 0.0628, grad_norm: 0.1441 2020-11-26 15:57:40,757 - mmaction - INFO - Epoch [3][1680/1921] lr: 9.260e-02, eta: 10:40:00, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:58:03,501 - mmaction - INFO - Epoch [3][1700/1921] lr: 9.288e-02, eta: 10:39:34, time: 1.137, data_time: 0.000, memory: 9523, loss_action_cls: 0.0631, recall@thr=0.5: 0.6026, prec@thr=0.5: 0.6964, recall@top3: 0.7516, prec@top3: 0.6026, recall@top5: 0.9051, prec@top5: 0.4441, loss: 0.0631, grad_norm: 0.1473 2020-11-26 15:58:26,249 - mmaction - INFO - Epoch [3][1720/1921] lr: 9.316e-02, eta: 10:39:07, time: 1.137, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1498 2020-11-26 15:58:49,419 - mmaction - INFO - Epoch [3][1740/1921] lr: 9.344e-02, eta: 10:38:42, time: 1.158, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 15:59:12,189 - mmaction - INFO - Epoch [3][1760/1921] lr: 9.372e-02, eta: 10:38:16, time: 1.139, data_time: 0.000, memory: 9523, loss_action_cls: 0.0643, recall@thr=0.5: 0.5931, prec@thr=0.5: 0.6869, recall@top3: 0.7378, prec@top3: 0.6078, recall@top5: 0.8998, prec@top5: 0.4516, loss: 0.0643, grad_norm: 0.1484 2020-11-26 15:59:35,000 - mmaction - INFO - Epoch [3][1780/1921] lr: 9.400e-02, eta: 10:37:49, time: 1.140, data_time: 0.000, memory: 9523, loss_action_cls: 0.0601, recall@thr=0.5: 0.6126, prec@thr=0.5: 0.7115, recall@top3: 0.7555, prec@top3: 0.6154, recall@top5: 0.8994, prec@top5: 0.4508, loss: 0.0601, grad_norm: 0.1506 2020-11-26 15:59:57,873 - mmaction - INFO - Epoch [3][1800/1921] lr: 9.429e-02, eta: 10:37:23, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1483 2020-11-26 16:00:20,952 - mmaction - INFO - Epoch [3][1820/1921] lr: 9.457e-02, eta: 10:36:58, time: 1.154, data_time: 0.000, memory: 9523, loss_action_cls: 0.0639, recall@thr=0.5: 0.5872, prec@thr=0.5: 0.6791, recall@top3: 0.7477, prec@top3: 0.6070, recall@top5: 0.8946, prec@top5: 0.4460, loss: 0.0639, grad_norm: 0.1667 2020-11-26 16:00:43,843 - mmaction - INFO - Epoch [3][1840/1921] lr: 9.485e-02, eta: 10:36:32, 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: 0.1626 2020-11-26 16:01:06,817 - mmaction - INFO - Epoch [3][1860/1921] lr: 9.513e-02, eta: 10:36:07, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 16:01:29,658 - mmaction - INFO - Epoch [3][1880/1921] lr: 9.541e-02, eta: 10:35:41, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 16:01:52,478 - mmaction - INFO - Epoch [3][1900/1921] lr: 9.569e-02, eta: 10:35:15, 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: 0.1601 2020-11-26 16:02:15,422 - mmaction - INFO - Epoch [3][1920/1921] lr: 9.597e-02, eta: 10:34:49, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: 0.0628, recall@thr=0.5: 0.6053, prec@thr=0.5: 0.6886, recall@top3: 0.7512, prec@top3: 0.5971, recall@top5: 0.9036, prec@top5: 0.4421, loss: 0.0628, grad_norm: 0.1439 2020-11-26 16:02:18,953 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-11-26 16:08:07,085 - mmaction - INFO - Evaluating proposal ... 2020-11-26 16:09:14,286 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 16:09:14,286 - mmaction - INFO - Evaluating bbox ... 2020-11-26 16:17:46,232 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2199 2020-11-26 16:17:47,332 - mmaction - INFO - Epoch(val) [3][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2199 2020-11-26 16:18:58,209 - mmaction - INFO - Epoch [4][20/1921] lr: 9.627e-02, eta: 10:38:46, time: 3.543, data_time: 2.427, memory: 9523, loss_action_cls: 0.0601, recall@thr=0.5: 0.6029, prec@thr=0.5: 0.7127, recall@top3: 0.7474, prec@top3: 0.6182, recall@top5: 0.9014, prec@top5: 0.4557, loss: 0.0601, grad_norm: 0.1572 2020-11-26 16:19:20,477 - mmaction - INFO - Epoch [4][40/1921] lr: 9.655e-02, eta: 10:38:16, 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: 0.1514 2020-11-26 16:19:42,902 - mmaction - INFO - Epoch [4][60/1921] lr: 9.683e-02, eta: 10:37:47, 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: 0.1569 2020-11-26 16:20:05,420 - mmaction - INFO - Epoch [4][80/1921] lr: 9.711e-02, eta: 10:37:18, time: 1.126, data_time: 0.000, memory: 9523, loss_action_cls: 0.0595, recall@thr=0.5: 0.6273, prec@thr=0.5: 0.7187, recall@top3: 0.7620, prec@top3: 0.6251, recall@top5: 0.9053, prec@top5: 0.4546, loss: 0.0595, grad_norm: 0.1555 2020-11-26 16:20:28,053 - mmaction - INFO - Epoch [4][100/1921] lr: 9.739e-02, eta: 10:36:50, 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: 0.1534 2020-11-26 16:20:50,727 - mmaction - INFO - Epoch [4][120/1921] lr: 9.767e-02, eta: 10:36:22, time: 1.133, data_time: 0.000, memory: 9523, loss_action_cls: 0.0617, recall@thr=0.5: 0.6073, prec@thr=0.5: 0.7184, recall@top3: 0.7486, prec@top3: 0.6062, recall@top5: 0.8942, prec@top5: 0.4450, loss: 0.0617, grad_norm: 0.1466 2020-11-26 16:21:13,431 - mmaction - INFO - Epoch [4][140/1921] lr: 9.795e-02, eta: 10:35:54, time: 1.135, data_time: 0.001, memory: 9523, loss_action_cls: 0.0612, recall@thr=0.5: 0.6300, prec@thr=0.5: 0.7140, recall@top3: 0.7524, prec@top3: 0.6234, recall@top5: 0.8981, prec@top5: 0.4562, loss: 0.0612, grad_norm: 0.1515 2020-11-26 16:21:36,229 - mmaction - INFO - Epoch [4][160/1921] lr: 9.823e-02, eta: 10:35:27, time: 1.140, data_time: 0.001, memory: 9523, loss_action_cls: 0.0599, recall@thr=0.5: 0.6198, prec@thr=0.5: 0.7226, recall@top3: 0.7631, prec@top3: 0.6108, recall@top5: 0.9103, prec@top5: 0.4480, loss: 0.0599, grad_norm: 0.1473 2020-11-26 16:21:58,983 - mmaction - INFO - Epoch [4][180/1921] lr: 9.852e-02, eta: 10:35:00, time: 1.138, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1529 2020-11-26 16:22:21,778 - mmaction - INFO - Epoch [4][200/1921] lr: 9.880e-02, eta: 10:34:32, time: 1.139, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 16:22:44,914 - mmaction - INFO - Epoch [4][220/1921] lr: 9.908e-02, eta: 10:34:07, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: 0.0608, recall@thr=0.5: 0.6091, prec@thr=0.5: 0.7078, recall@top3: 0.7501, prec@top3: 0.6162, recall@top5: 0.8950, prec@top5: 0.4499, loss: 0.0608, grad_norm: 0.1583 2020-11-26 16:23:08,017 - mmaction - INFO - Epoch [4][240/1921] lr: 9.936e-02, eta: 10:33:42, time: 1.155, data_time: 0.000, memory: 9523, loss_action_cls: 0.0603, recall@thr=0.5: 0.6197, prec@thr=0.5: 0.7180, recall@top3: 0.7571, prec@top3: 0.6226, recall@top5: 0.9150, prec@top5: 0.4586, loss: 0.0603, grad_norm: 0.1649 2020-11-26 16:23:30,964 - mmaction - INFO - Epoch [4][260/1921] lr: 9.964e-02, eta: 10:33:16, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: 0.0585, recall@thr=0.5: 0.6030, prec@thr=0.5: 0.6998, recall@top3: 0.7588, prec@top3: 0.6069, recall@top5: 0.8959, prec@top5: 0.4395, loss: 0.0585, grad_norm: 0.1620 2020-11-26 16:23:54,076 - mmaction - INFO - Epoch [4][280/1921] lr: 9.992e-02, eta: 10:32:50, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: 0.0664, recall@thr=0.5: 0.5885, prec@thr=0.5: 0.6922, recall@top3: 0.7283, prec@top3: 0.6079, recall@top5: 0.8899, prec@top5: 0.4523, loss: 0.0664, grad_norm: 0.1603 2020-11-26 16:24:17,080 - mmaction - INFO - Epoch [4][300/1921] lr: 1.002e-01, eta: 10:32:25, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1570 2020-11-26 16:24:40,147 - mmaction - INFO - Epoch [4][320/1921] lr: 1.005e-01, eta: 10:31:59, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: 0.0619, recall@thr=0.5: 0.5932, prec@thr=0.5: 0.7008, recall@top3: 0.7513, prec@top3: 0.6037, recall@top5: 0.9039, prec@top5: 0.4432, loss: 0.0619, grad_norm: 0.1559 2020-11-26 16:25:03,128 - mmaction - INFO - Epoch [4][340/1921] lr: 1.008e-01, eta: 10:31:33, 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: 0.1483 2020-11-26 16:25:26,106 - mmaction - INFO - Epoch [4][360/1921] lr: 1.010e-01, eta: 10:31:07, 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: 0.1484 2020-11-26 16:25:49,133 - mmaction - INFO - Epoch [4][380/1921] lr: 1.013e-01, eta: 10:30:41, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1544 2020-11-26 16:26:12,168 - mmaction - INFO - Epoch [4][400/1921] lr: 1.016e-01, eta: 10:30:16, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 16:26:35,302 - mmaction - INFO - Epoch [4][420/1921] lr: 1.019e-01, eta: 10:29:51, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1452 2020-11-26 16:26:58,339 - mmaction - INFO - Epoch [4][440/1921] lr: 1.022e-01, eta: 10:29:25, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1471 2020-11-26 16:27:21,374 - mmaction - INFO - Epoch [4][460/1921] lr: 1.025e-01, eta: 10:29:00, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: 0.0580, recall@thr=0.5: 0.6263, prec@thr=0.5: 0.7194, recall@top3: 0.7764, prec@top3: 0.6308, recall@top5: 0.9098, prec@top5: 0.4541, loss: 0.0580, grad_norm: 0.1512 2020-11-26 16:27:44,387 - mmaction - INFO - Epoch [4][480/1921] lr: 1.027e-01, eta: 10:28:34, time: 1.151, data_time: 0.000, memory: 9523, loss_action_cls: 0.0569, recall@thr=0.5: 0.6049, prec@thr=0.5: 0.7159, recall@top3: 0.7485, prec@top3: 0.6023, recall@top5: 0.9103, prec@top5: 0.4482, loss: 0.0569, grad_norm: 0.1500 2020-11-26 16:28:07,200 - mmaction - INFO - Epoch [4][500/1921] lr: 1.030e-01, eta: 10:28:07, 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: 0.1595 2020-11-26 16:28:30,416 - mmaction - INFO - Epoch [4][520/1921] lr: 1.033e-01, eta: 10:27:43, time: 1.161, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1502 2020-11-26 16:28:53,490 - mmaction - INFO - Epoch [4][540/1921] lr: 1.036e-01, eta: 10:27:17, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: 0.0608, recall@thr=0.5: 0.6225, prec@thr=0.5: 0.7189, recall@top3: 0.7532, prec@top3: 0.6302, recall@top5: 0.9094, prec@top5: 0.4657, loss: 0.0608, grad_norm: 0.1579 2020-11-26 16:29:16,561 - mmaction - INFO - Epoch [4][560/1921] lr: 1.039e-01, eta: 10:26:52, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: 0.0593, recall@thr=0.5: 0.6156, prec@thr=0.5: 0.7164, recall@top3: 0.7643, prec@top3: 0.6206, recall@top5: 0.9058, prec@top5: 0.4502, loss: 0.0593, grad_norm: 0.1497 2020-11-26 16:29:39,631 - mmaction - INFO - Epoch [4][580/1921] lr: 1.041e-01, eta: 10:26:27, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1519 2020-11-26 16:30:02,810 - mmaction - INFO - Epoch [4][600/1921] lr: 1.044e-01, eta: 10:26:02, time: 1.159, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1533 2020-11-26 16:30:25,588 - mmaction - INFO - Epoch [4][620/1921] lr: 1.047e-01, eta: 10:25:35, time: 1.139, data_time: 0.000, memory: 9523, loss_action_cls: 0.0617, recall@thr=0.5: 0.6127, prec@thr=0.5: 0.7089, recall@top3: 0.7567, prec@top3: 0.6258, recall@top5: 0.9018, prec@top5: 0.4582, loss: 0.0617, grad_norm: 0.1631 2020-11-26 16:30:48,856 - mmaction - INFO - Epoch [4][640/1921] lr: 1.050e-01, eta: 10:25:11, time: 1.164, data_time: 0.001, memory: 9523, loss_action_cls: 0.0614, recall@thr=0.5: 0.6156, prec@thr=0.5: 0.7199, recall@top3: 0.7577, prec@top3: 0.6166, recall@top5: 0.8980, prec@top5: 0.4486, loss: 0.0614, grad_norm: 0.1445 2020-11-26 16:31:12,024 - mmaction - INFO - Epoch [4][660/1921] lr: 1.053e-01, eta: 10:24:46, time: 1.158, data_time: 0.001, memory: 9523, loss_action_cls: 0.0580, recall@thr=0.5: 0.5889, prec@thr=0.5: 0.6830, recall@top3: 0.7446, prec@top3: 0.6059, recall@top5: 0.8967, prec@top5: 0.4457, loss: 0.0580, grad_norm: 0.1522 2020-11-26 16:31:35,095 - mmaction - INFO - Epoch [4][680/1921] lr: 1.055e-01, eta: 10:24:21, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 16:31:58,124 - mmaction - INFO - Epoch [4][700/1921] lr: 1.058e-01, eta: 10:23:56, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 16:32:21,183 - mmaction - INFO - Epoch [4][720/1921] lr: 1.061e-01, eta: 10:23:30, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: 0.0565, recall@thr=0.5: 0.6165, prec@thr=0.5: 0.7124, recall@top3: 0.7539, prec@top3: 0.6162, recall@top5: 0.9074, prec@top5: 0.4532, loss: 0.0565, grad_norm: 0.1631 2020-11-26 16:32:44,273 - mmaction - INFO - Epoch [4][740/1921] lr: 1.064e-01, eta: 10:23:05, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1658 2020-11-26 16:33:07,353 - mmaction - INFO - Epoch [4][760/1921] lr: 1.067e-01, eta: 10:22:40, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1401 2020-11-26 16:33:30,301 - mmaction - INFO - Epoch [4][780/1921] lr: 1.069e-01, eta: 10:22:14, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1469 2020-11-26 16:33:53,273 - mmaction - INFO - Epoch [4][800/1921] lr: 1.072e-01, eta: 10:21:49, 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: 0.1495 2020-11-26 16:34:16,458 - mmaction - INFO - Epoch [4][820/1921] lr: 1.075e-01, eta: 10:21:24, time: 1.159, data_time: 0.000, memory: 9523, loss_action_cls: 0.0559, recall@thr=0.5: 0.6387, prec@thr=0.5: 0.7380, recall@top3: 0.7711, prec@top3: 0.6222, recall@top5: 0.9046, prec@top5: 0.4508, loss: 0.0559, grad_norm: 0.1466 2020-11-26 16:34:39,611 - mmaction - INFO - Epoch [4][840/1921] lr: 1.078e-01, eta: 10:21:00, time: 1.158, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1458 2020-11-26 16:35:02,621 - mmaction - INFO - Epoch [4][860/1921] lr: 1.081e-01, eta: 10:20:34, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1612 2020-11-26 16:35:25,610 - mmaction - INFO - Epoch [4][880/1921] lr: 1.084e-01, eta: 10:20:09, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1397 2020-11-26 16:35:48,831 - mmaction - INFO - Epoch [4][900/1921] lr: 1.086e-01, eta: 10:19:44, time: 1.161, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1490 2020-11-26 16:36:11,799 - mmaction - INFO - Epoch [4][920/1921] lr: 1.089e-01, eta: 10:19:19, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1442 2020-11-26 16:36:34,718 - mmaction - INFO - Epoch [4][940/1921] lr: 1.092e-01, eta: 10:18:53, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1447 2020-11-26 16:36:57,962 - mmaction - INFO - Epoch [4][960/1921] lr: 1.095e-01, eta: 10:18:29, time: 1.162, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 16:37:20,959 - mmaction - INFO - Epoch [4][980/1921] lr: 1.098e-01, eta: 10:18:03, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: 0.0577, recall@thr=0.5: 0.6244, prec@thr=0.5: 0.7210, recall@top3: 0.7646, prec@top3: 0.6186, recall@top5: 0.9062, prec@top5: 0.4521, loss: 0.0577, grad_norm: 0.1424 2020-11-26 16:37:43,821 - mmaction - INFO - Epoch [4][1000/1921] lr: 1.100e-01, eta: 10:17:37, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1571 2020-11-26 16:38:06,953 - mmaction - INFO - Epoch [4][1020/1921] lr: 1.103e-01, eta: 10:17:13, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 16:38:30,080 - mmaction - INFO - Epoch [4][1040/1921] lr: 1.106e-01, eta: 10:16:48, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1612 2020-11-26 16:38:53,039 - mmaction - INFO - Epoch [4][1060/1921] lr: 1.109e-01, eta: 10:16:22, 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: 0.1510 2020-11-26 16:39:16,201 - mmaction - INFO - Epoch [4][1080/1921] lr: 1.112e-01, eta: 10:15:58, time: 1.158, data_time: 0.001, memory: 9523, loss_action_cls: 0.0587, recall@thr=0.5: 0.6221, prec@thr=0.5: 0.7202, recall@top3: 0.7564, prec@top3: 0.6221, recall@top5: 0.9076, prec@top5: 0.4578, loss: 0.0587, grad_norm: 0.1526 2020-11-26 16:39:39,124 - mmaction - INFO - Epoch [4][1100/1921] lr: 1.114e-01, eta: 10:15:32, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 16:40:02,223 - mmaction - INFO - Epoch [4][1120/1921] lr: 1.117e-01, eta: 10:15:07, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: 0.0568, recall@thr=0.5: 0.6392, prec@thr=0.5: 0.7211, recall@top3: 0.7663, prec@top3: 0.6240, recall@top5: 0.9166, prec@top5: 0.4561, loss: 0.0568, grad_norm: 0.1513 2020-11-26 16:40:25,259 - mmaction - INFO - Epoch [4][1140/1921] lr: 1.120e-01, eta: 10:14:42, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1440 2020-11-26 16:40:48,268 - mmaction - INFO - Epoch [4][1160/1921] lr: 1.123e-01, eta: 10:14:17, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 16:41:11,318 - mmaction - INFO - Epoch [4][1180/1921] lr: 1.126e-01, eta: 10:13:52, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1507 2020-11-26 16:41:34,462 - mmaction - INFO - Epoch [4][1200/1921] lr: 1.129e-01, eta: 10:13:28, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1434 2020-11-26 16:41:57,572 - mmaction - INFO - Epoch [4][1220/1921] lr: 1.131e-01, eta: 10:13:03, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 16:42:20,654 - mmaction - INFO - Epoch [4][1240/1921] lr: 1.134e-01, eta: 10:12:38, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 16:42:43,455 - mmaction - INFO - Epoch [4][1260/1921] lr: 1.137e-01, eta: 10:12:12, time: 1.140, data_time: 0.001, memory: 9523, loss_action_cls: 0.0585, recall@thr=0.5: 0.6247, prec@thr=0.5: 0.7054, recall@top3: 0.7571, prec@top3: 0.6152, recall@top5: 0.9089, prec@top5: 0.4514, loss: 0.0585, grad_norm: 0.1475 2020-11-26 16:43:06,402 - mmaction - INFO - Epoch [4][1280/1921] lr: 1.140e-01, eta: 10:11:46, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: 0.0584, recall@thr=0.5: 0.6439, prec@thr=0.5: 0.7424, recall@top3: 0.7748, prec@top3: 0.6221, recall@top5: 0.9087, prec@top5: 0.4491, loss: 0.0584, grad_norm: 0.1526 2020-11-26 16:43:29,481 - mmaction - INFO - Epoch [4][1300/1921] lr: 1.143e-01, eta: 10:11:22, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1480 2020-11-26 16:43:52,346 - mmaction - INFO - Epoch [4][1320/1921] lr: 1.145e-01, eta: 10:10:56, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1427 2020-11-26 16:44:15,741 - mmaction - INFO - Epoch [4][1340/1921] lr: 1.148e-01, eta: 10:10:33, time: 1.169, data_time: 0.000, memory: 9523, loss_action_cls: 0.0593, recall@thr=0.5: 0.6336, prec@thr=0.5: 0.7213, recall@top3: 0.7587, prec@top3: 0.6220, recall@top5: 0.9102, prec@top5: 0.4568, loss: 0.0593, grad_norm: 0.1480 2020-11-26 16:44:38,697 - mmaction - INFO - Epoch [4][1360/1921] lr: 1.151e-01, eta: 10:10:07, 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: 0.1466 2020-11-26 16:45:01,740 - mmaction - INFO - Epoch [4][1380/1921] lr: 1.154e-01, eta: 10:09:42, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1467 2020-11-26 16:45:24,870 - mmaction - INFO - Epoch [4][1400/1921] lr: 1.157e-01, eta: 10:09:18, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: 0.0560, recall@thr=0.5: 0.6151, prec@thr=0.5: 0.7138, recall@top3: 0.7657, prec@top3: 0.6159, recall@top5: 0.9075, prec@top5: 0.4459, loss: 0.0560, grad_norm: 0.1457 2020-11-26 16:45:47,922 - mmaction - INFO - Epoch [4][1420/1921] lr: 1.159e-01, eta: 10:08:53, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1515 2020-11-26 16:46:10,676 - mmaction - INFO - Epoch [4][1440/1921] lr: 1.162e-01, eta: 10:08:27, time: 1.138, data_time: 0.001, memory: 9523, loss_action_cls: 0.0563, recall@thr=0.5: 0.6305, prec@thr=0.5: 0.7114, recall@top3: 0.7690, prec@top3: 0.6194, recall@top5: 0.9055, prec@top5: 0.4475, loss: 0.0563, grad_norm: 0.1471 2020-11-26 16:46:33,600 - mmaction - INFO - Epoch [4][1460/1921] lr: 1.165e-01, eta: 10:08:01, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1400 2020-11-26 16:46:56,448 - mmaction - INFO - Epoch [4][1480/1921] lr: 1.168e-01, eta: 10:07:36, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1467 2020-11-26 16:47:19,695 - mmaction - INFO - Epoch [4][1500/1921] lr: 1.171e-01, eta: 10:07:12, 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: 0.1452 2020-11-26 16:47:42,603 - mmaction - INFO - Epoch [4][1520/1921] lr: 1.173e-01, eta: 10:06:46, time: 1.145, data_time: 0.001, memory: 9523, loss_action_cls: 0.0558, recall@thr=0.5: 0.6093, prec@thr=0.5: 0.7179, recall@top3: 0.7610, prec@top3: 0.6172, recall@top5: 0.9047, prec@top5: 0.4513, loss: 0.0558, grad_norm: 0.1439 2020-11-26 16:48:05,571 - mmaction - INFO - Epoch [4][1540/1921] lr: 1.176e-01, eta: 10:06:21, 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: 0.1478 2020-11-26 16:48:28,627 - mmaction - INFO - Epoch [4][1560/1921] lr: 1.179e-01, eta: 10:05:56, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1444 2020-11-26 16:48:51,600 - mmaction - INFO - Epoch [4][1580/1921] lr: 1.182e-01, eta: 10:05:31, time: 1.149, data_time: 0.001, memory: 9523, loss_action_cls: 0.0627, recall@thr=0.5: 0.6215, prec@thr=0.5: 0.7117, recall@top3: 0.7542, prec@top3: 0.6189, recall@top5: 0.9054, prec@top5: 0.4546, loss: 0.0627, grad_norm: 0.1455 2020-11-26 16:49:14,801 - mmaction - INFO - Epoch [4][1600/1921] lr: 1.185e-01, eta: 10:05:07, time: 1.160, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 16:49:37,929 - mmaction - INFO - Epoch [4][1620/1921] lr: 1.188e-01, eta: 10:04:43, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: 0.0575, recall@thr=0.5: 0.6153, prec@thr=0.5: 0.7085, recall@top3: 0.7455, prec@top3: 0.6094, recall@top5: 0.8980, prec@top5: 0.4493, loss: 0.0575, grad_norm: 0.1471 2020-11-26 16:50:01,050 - mmaction - INFO - Epoch [4][1640/1921] lr: 1.190e-01, eta: 10:04:18, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1371 2020-11-26 16:50:24,156 - mmaction - INFO - Epoch [4][1660/1921] lr: 1.193e-01, eta: 10:03:54, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1430 2020-11-26 16:50:47,260 - mmaction - INFO - Epoch [4][1680/1921] lr: 1.196e-01, eta: 10:03:29, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1473 2020-11-26 16:51:10,388 - mmaction - INFO - Epoch [4][1700/1921] lr: 1.199e-01, eta: 10:03:05, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1420 2020-11-26 16:51:33,429 - mmaction - INFO - Epoch [4][1720/1921] lr: 1.202e-01, eta: 10:02:40, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1545 2020-11-26 16:51:56,248 - mmaction - INFO - Epoch [4][1740/1921] lr: 1.204e-01, eta: 10:02:14, 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: 0.1471 2020-11-26 16:52:19,419 - mmaction - INFO - Epoch [4][1760/1921] lr: 1.207e-01, eta: 10:01:50, time: 1.159, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1451 2020-11-26 16:52:42,252 - mmaction - INFO - Epoch [4][1780/1921] lr: 1.210e-01, eta: 10:01:24, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: 0.0583, recall@thr=0.5: 0.6372, prec@thr=0.5: 0.7128, recall@top3: 0.7566, prec@top3: 0.6179, recall@top5: 0.8971, prec@top5: 0.4495, loss: 0.0583, grad_norm: 0.1438 2020-11-26 16:53:05,488 - mmaction - INFO - Epoch [4][1800/1921] lr: 1.213e-01, eta: 10:01:00, time: 1.162, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1477 2020-11-26 16:53:28,709 - mmaction - INFO - Epoch [4][1820/1921] lr: 1.216e-01, eta: 10:00:36, time: 1.161, data_time: 0.001, memory: 9523, loss_action_cls: 0.0575, recall@thr=0.5: 0.6178, prec@thr=0.5: 0.7067, recall@top3: 0.7526, prec@top3: 0.6166, recall@top5: 0.9088, prec@top5: 0.4574, loss: 0.0575, grad_norm: 0.1476 2020-11-26 16:53:51,505 - mmaction - INFO - Epoch [4][1840/1921] lr: 1.218e-01, eta: 10:00:11, time: 1.140, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1507 2020-11-26 16:54:14,552 - mmaction - INFO - Epoch [4][1860/1921] lr: 1.221e-01, eta: 9:59:46, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1497 2020-11-26 16:54:37,500 - mmaction - INFO - Epoch [4][1880/1921] lr: 1.224e-01, eta: 9:59:21, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: 0.0567, recall@thr=0.5: 0.6244, prec@thr=0.5: 0.7065, recall@top3: 0.7475, prec@top3: 0.6120, recall@top5: 0.8965, prec@top5: 0.4495, loss: 0.0567, grad_norm: 0.1507 2020-11-26 16:55:00,430 - mmaction - INFO - Epoch [4][1900/1921] lr: 1.227e-01, eta: 9:58:56, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1458 2020-11-26 16:55:23,471 - mmaction - INFO - Epoch [4][1920/1921] lr: 1.230e-01, eta: 9:58:31, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1437 2020-11-26 16:55:26,313 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-11-26 17:01:13,608 - mmaction - INFO - Evaluating proposal ... 2020-11-26 17:02:20,331 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 17:02:20,332 - mmaction - INFO - Evaluating bbox ... 2020-11-26 17:10:36,490 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2240 2020-11-26 17:10:37,561 - mmaction - INFO - Epoch(val) [4][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2240 2020-11-26 17:11:44,822 - mmaction - INFO - Epoch [5][20/1921] lr: 1.233e-01, eta: 10:00:57, time: 3.362, data_time: 2.232, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1492 2020-11-26 17:12:07,264 - mmaction - INFO - Epoch [5][40/1921] lr: 1.235e-01, eta: 10:00:29, time: 1.122, data_time: 0.003, memory: 9523, loss_action_cls: 0.0567, recall@thr=0.5: 0.6244, prec@thr=0.5: 0.7310, recall@top3: 0.7764, prec@top3: 0.6115, recall@top5: 0.9139, prec@top5: 0.4413, loss: 0.0567, grad_norm: 0.1435 2020-11-26 17:12:29,787 - mmaction - INFO - Epoch [5][60/1921] lr: 1.238e-01, eta: 10:00:02, 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: 0.1525 2020-11-26 17:12:52,265 - mmaction - INFO - Epoch [5][80/1921] lr: 1.241e-01, eta: 9:59:35, 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: 0.1503 2020-11-26 17:13:14,811 - mmaction - INFO - Epoch [5][100/1921] lr: 1.244e-01, eta: 9:59:08, 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: 0.1506 2020-11-26 17:13:37,520 - mmaction - INFO - Epoch [5][120/1921] lr: 1.247e-01, eta: 9:58:41, time: 1.135, data_time: 0.000, memory: 9523, loss_action_cls: 0.0560, recall@thr=0.5: 0.6184, prec@thr=0.5: 0.7206, recall@top3: 0.7699, prec@top3: 0.6085, recall@top5: 0.9050, prec@top5: 0.4383, loss: 0.0560, grad_norm: 0.1481 2020-11-26 17:14:00,057 - mmaction - INFO - Epoch [5][140/1921] lr: 1.250e-01, eta: 9:58:14, 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: 0.1465 2020-11-26 17:14:22,794 - mmaction - INFO - Epoch [5][160/1921] lr: 1.252e-01, eta: 9:57:48, 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: 0.1508 2020-11-26 17:14:45,415 - mmaction - INFO - Epoch [5][180/1921] lr: 1.255e-01, eta: 9:57:21, 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: 0.1485 2020-11-26 17:15:08,371 - mmaction - INFO - Epoch [5][200/1921] lr: 1.258e-01, eta: 9:56:56, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 17:15:31,113 - mmaction - INFO - Epoch [5][220/1921] lr: 1.261e-01, eta: 9:56:29, 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: 0.1412 2020-11-26 17:15:53,934 - mmaction - INFO - Epoch [5][240/1921] lr: 1.264e-01, eta: 9:56:03, 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: 0.1538 2020-11-26 17:16:16,701 - mmaction - INFO - Epoch [5][260/1921] lr: 1.266e-01, eta: 9:55:37, time: 1.139, data_time: 0.001, memory: 9523, loss_action_cls: 0.0554, recall@thr=0.5: 0.6254, prec@thr=0.5: 0.7168, recall@top3: 0.7565, prec@top3: 0.6186, recall@top5: 0.9068, prec@top5: 0.4549, loss: 0.0554, grad_norm: 0.1530 2020-11-26 17:16:39,416 - mmaction - INFO - Epoch [5][280/1921] lr: 1.269e-01, eta: 9:55:11, time: 1.136, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1483 2020-11-26 17:17:02,349 - mmaction - INFO - Epoch [5][300/1921] lr: 1.272e-01, eta: 9:54:46, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1475 2020-11-26 17:17:25,382 - mmaction - INFO - Epoch [5][320/1921] lr: 1.275e-01, eta: 9:54:21, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1489 2020-11-26 17:17:48,538 - mmaction - INFO - Epoch [5][340/1921] lr: 1.278e-01, eta: 9:53:56, time: 1.158, data_time: 0.000, memory: 9523, loss_action_cls: 0.0575, recall@thr=0.5: 0.6138, prec@thr=0.5: 0.7104, recall@top3: 0.7450, prec@top3: 0.6086, recall@top5: 0.9007, prec@top5: 0.4501, loss: 0.0575, grad_norm: 0.1503 2020-11-26 17:18:11,491 - mmaction - INFO - Epoch [5][360/1921] lr: 1.280e-01, eta: 9:53:31, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1457 2020-11-26 17:18:34,486 - mmaction - INFO - Epoch [5][380/1921] lr: 1.283e-01, eta: 9:53:06, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 17:18:57,529 - mmaction - INFO - Epoch [5][400/1921] lr: 1.286e-01, eta: 9:52:41, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1466 2020-11-26 17:19:20,375 - mmaction - INFO - Epoch [5][420/1921] lr: 1.289e-01, eta: 9:52:15, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1422 2020-11-26 17:19:43,371 - mmaction - INFO - Epoch [5][440/1921] lr: 1.292e-01, eta: 9:51:50, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: 0.0525, recall@thr=0.5: 0.6489, prec@thr=0.5: 0.7327, recall@top3: 0.7698, prec@top3: 0.6363, recall@top5: 0.9162, prec@top5: 0.4648, loss: 0.0525, grad_norm: 0.1519 2020-11-26 17:20:06,351 - mmaction - INFO - Epoch [5][460/1921] lr: 1.295e-01, eta: 9:51:25, 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: 0.1460 2020-11-26 17:20:29,310 - mmaction - INFO - Epoch [5][480/1921] lr: 1.297e-01, eta: 9:50:59, 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: 0.1436 2020-11-26 17:20:52,351 - mmaction - INFO - Epoch [5][500/1921] lr: 1.300e-01, eta: 9:50:35, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 17:21:15,131 - mmaction - INFO - Epoch [5][520/1921] lr: 1.303e-01, eta: 9:50:09, 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: 0.1402 2020-11-26 17:21:38,035 - mmaction - INFO - Epoch [5][540/1921] lr: 1.306e-01, eta: 9:49:43, 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: 0.1334 2020-11-26 17:22:00,745 - mmaction - INFO - Epoch [5][560/1921] lr: 1.309e-01, eta: 9:49:17, 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: 0.1367 2020-11-26 17:22:23,575 - mmaction - INFO - Epoch [5][580/1921] lr: 1.311e-01, eta: 9:48:52, 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: 0.1451 2020-11-26 17:22:46,346 - mmaction - INFO - Epoch [5][600/1921] lr: 1.314e-01, eta: 9:48:26, time: 1.138, data_time: 0.001, memory: 9523, loss_action_cls: 0.0581, recall@thr=0.5: 0.6210, prec@thr=0.5: 0.7291, recall@top3: 0.7661, prec@top3: 0.6236, recall@top5: 0.9135, prec@top5: 0.4572, loss: 0.0581, grad_norm: 0.1464 2020-11-26 17:23:09,292 - mmaction - INFO - Epoch [5][620/1921] lr: 1.317e-01, eta: 9:48:01, 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: 0.1392 2020-11-26 17:23:32,112 - mmaction - INFO - Epoch [5][640/1921] lr: 1.320e-01, eta: 9:47:35, 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: 0.1414 2020-11-26 17:23:55,063 - mmaction - INFO - Epoch [5][660/1921] lr: 1.323e-01, eta: 9:47:10, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1464 2020-11-26 17:24:17,947 - mmaction - INFO - Epoch [5][680/1921] lr: 1.325e-01, eta: 9:46:44, time: 1.145, data_time: 0.001, memory: 9523, loss_action_cls: 0.0540, recall@thr=0.5: 0.6337, prec@thr=0.5: 0.7267, recall@top3: 0.7622, prec@top3: 0.6344, recall@top5: 0.9037, prec@top5: 0.4614, loss: 0.0540, grad_norm: 0.1426 2020-11-26 17:24:40,923 - mmaction - INFO - Epoch [5][700/1921] lr: 1.328e-01, eta: 9:46:19, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1462 2020-11-26 17:25:04,012 - mmaction - INFO - Epoch [5][720/1921] lr: 1.331e-01, eta: 9:45:55, time: 1.154, data_time: 0.000, memory: 9523, loss_action_cls: 0.0541, recall@thr=0.5: 0.6127, prec@thr=0.5: 0.7066, recall@top3: 0.7549, prec@top3: 0.6081, recall@top5: 0.9070, prec@top5: 0.4455, loss: 0.0541, grad_norm: 0.1518 2020-11-26 17:25:27,141 - mmaction - INFO - Epoch [5][740/1921] lr: 1.334e-01, eta: 9:45:30, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: 0.0530, recall@thr=0.5: 0.6225, prec@thr=0.5: 0.7152, recall@top3: 0.7631, prec@top3: 0.6116, recall@top5: 0.9057, prec@top5: 0.4462, loss: 0.0530, grad_norm: 0.1514 2020-11-26 17:25:50,150 - mmaction - INFO - Epoch [5][760/1921] lr: 1.337e-01, eta: 9:45:05, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: 0.0555, recall@thr=0.5: 0.6305, prec@thr=0.5: 0.7096, recall@top3: 0.7640, prec@top3: 0.6155, recall@top5: 0.9035, prec@top5: 0.4491, loss: 0.0555, grad_norm: 0.1549 2020-11-26 17:26:13,110 - mmaction - INFO - Epoch [5][780/1921] lr: 1.339e-01, eta: 9:44:40, 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: 0.1455 2020-11-26 17:26:36,061 - mmaction - INFO - Epoch [5][800/1921] lr: 1.342e-01, eta: 9:44:15, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1460 2020-11-26 17:26:59,019 - mmaction - INFO - Epoch [5][820/1921] lr: 1.345e-01, eta: 9:43:50, 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: 0.1494 2020-11-26 17:27:22,023 - mmaction - INFO - Epoch [5][840/1921] lr: 1.348e-01, eta: 9:43:25, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1466 2020-11-26 17:27:44,912 - mmaction - INFO - Epoch [5][860/1921] lr: 1.351e-01, eta: 9:43:00, time: 1.145, data_time: 0.001, memory: 9523, loss_action_cls: 0.0539, recall@thr=0.5: 0.6284, prec@thr=0.5: 0.7210, recall@top3: 0.7656, prec@top3: 0.6299, recall@top5: 0.9104, prec@top5: 0.4586, loss: 0.0539, grad_norm: 0.1469 2020-11-26 17:28:07,703 - mmaction - INFO - Epoch [5][880/1921] lr: 1.354e-01, eta: 9:42:34, 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: 0.1478 2020-11-26 17:28:30,715 - mmaction - INFO - Epoch [5][900/1921] lr: 1.356e-01, eta: 9:42:10, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1450 2020-11-26 17:28:53,616 - mmaction - INFO - Epoch [5][920/1921] lr: 1.359e-01, eta: 9:41:44, 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: 0.1413 2020-11-26 17:29:16,454 - mmaction - INFO - Epoch [5][940/1921] lr: 1.362e-01, eta: 9:41:19, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1515 2020-11-26 17:29:39,382 - mmaction - INFO - Epoch [5][960/1921] lr: 1.365e-01, eta: 9:40:54, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1382 2020-11-26 17:30:02,370 - mmaction - INFO - Epoch [5][980/1921] lr: 1.368e-01, eta: 9:40:29, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1426 2020-11-26 17:30:25,321 - mmaction - INFO - Epoch [5][1000/1921] lr: 1.370e-01, eta: 9:40:04, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1459 2020-11-26 17:30:48,333 - mmaction - INFO - Epoch [5][1020/1921] lr: 1.373e-01, eta: 9:39:39, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: 0.0545, recall@thr=0.5: 0.6285, prec@thr=0.5: 0.7256, recall@top3: 0.7757, prec@top3: 0.6246, recall@top5: 0.9113, prec@top5: 0.4485, loss: 0.0545, grad_norm: 0.1388 2020-11-26 17:31:11,194 - mmaction - INFO - Epoch [5][1040/1921] lr: 1.376e-01, eta: 9:39:14, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 17:31:34,111 - mmaction - INFO - Epoch [5][1060/1921] lr: 1.379e-01, eta: 9:38:49, time: 1.145, data_time: 0.001, memory: 9523, loss_action_cls: 0.0573, recall@thr=0.5: 0.6342, prec@thr=0.5: 0.7329, recall@top3: 0.7577, prec@top3: 0.6264, recall@top5: 0.8987, prec@top5: 0.4575, loss: 0.0573, grad_norm: 0.1357 2020-11-26 17:31:57,048 - mmaction - INFO - Epoch [5][1080/1921] lr: 1.382e-01, eta: 9:38:24, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1435 2020-11-26 17:32:19,814 - mmaction - INFO - Epoch [5][1100/1921] lr: 1.384e-01, eta: 9:37:58, 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: 0.1440 2020-11-26 17:32:42,661 - mmaction - INFO - Epoch [5][1120/1921] lr: 1.387e-01, eta: 9:37:33, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1435 2020-11-26 17:33:05,715 - mmaction - INFO - Epoch [5][1140/1921] lr: 1.390e-01, eta: 9:37:08, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1528 2020-11-26 17:33:28,695 - mmaction - INFO - Epoch [5][1160/1921] lr: 1.393e-01, eta: 9:36:44, time: 1.149, data_time: 0.001, memory: 9523, loss_action_cls: 0.0570, recall@thr=0.5: 0.6335, prec@thr=0.5: 0.7180, recall@top3: 0.7627, prec@top3: 0.6199, recall@top5: 0.9031, prec@top5: 0.4489, loss: 0.0570, grad_norm: 0.1461 2020-11-26 17:33:51,631 - mmaction - INFO - Epoch [5][1180/1921] lr: 1.396e-01, eta: 9:36:19, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 17:34:14,461 - mmaction - INFO - Epoch [5][1200/1921] lr: 1.399e-01, eta: 9:35:53, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: 0.0514, recall@thr=0.5: 0.6447, prec@thr=0.5: 0.7330, recall@top3: 0.7708, prec@top3: 0.6325, recall@top5: 0.9180, prec@top5: 0.4622, loss: 0.0514, grad_norm: 0.1525 2020-11-26 17:34:37,462 - mmaction - INFO - Epoch [5][1220/1921] lr: 1.401e-01, eta: 9:35:29, 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: 0.1493 2020-11-26 17:35:00,486 - mmaction - INFO - Epoch [5][1240/1921] lr: 1.404e-01, eta: 9:35:04, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: 0.0520, recall@thr=0.5: 0.6330, prec@thr=0.5: 0.7331, recall@top3: 0.7673, prec@top3: 0.6170, recall@top5: 0.9164, prec@top5: 0.4519, loss: 0.0520, grad_norm: 0.1429 2020-11-26 17:35:23,391 - mmaction - INFO - Epoch [5][1260/1921] lr: 1.407e-01, eta: 9:34:39, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1533 2020-11-26 17:35:46,372 - mmaction - INFO - Epoch [5][1280/1921] lr: 1.410e-01, eta: 9:34:14, 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: 0.1467 2020-11-26 17:36:09,348 - mmaction - INFO - Epoch [5][1300/1921] lr: 1.413e-01, eta: 9:33:50, 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: 0.1465 2020-11-26 17:36:32,343 - mmaction - INFO - Epoch [5][1320/1921] lr: 1.415e-01, eta: 9:33:25, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1368 2020-11-26 17:36:55,366 - mmaction - INFO - Epoch [5][1340/1921] lr: 1.418e-01, eta: 9:33:00, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 17:37:18,229 - mmaction - INFO - Epoch [5][1360/1921] lr: 1.421e-01, eta: 9:32:35, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1549 2020-11-26 17:37:41,127 - mmaction - INFO - Epoch [5][1380/1921] lr: 1.424e-01, eta: 9:32:10, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1400 2020-11-26 17:38:04,052 - mmaction - INFO - Epoch [5][1400/1921] lr: 1.427e-01, eta: 9:31:45, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1416 2020-11-26 17:38:27,058 - mmaction - INFO - Epoch [5][1420/1921] lr: 1.429e-01, eta: 9:31:21, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1410 2020-11-26 17:38:49,904 - mmaction - INFO - Epoch [5][1440/1921] lr: 1.432e-01, eta: 9:30:56, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1420 2020-11-26 17:39:12,737 - mmaction - INFO - Epoch [5][1460/1921] lr: 1.435e-01, eta: 9:30:30, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 17:39:35,801 - mmaction - INFO - Epoch [5][1480/1921] lr: 1.438e-01, eta: 9:30:06, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1486 2020-11-26 17:39:58,747 - mmaction - INFO - Epoch [5][1500/1921] lr: 1.441e-01, eta: 9:29:41, time: 1.148, data_time: 0.001, memory: 9523, loss_action_cls: 0.0516, recall@thr=0.5: 0.6329, prec@thr=0.5: 0.7200, recall@top3: 0.7787, prec@top3: 0.6235, recall@top5: 0.9104, prec@top5: 0.4491, loss: 0.0516, grad_norm: 0.1450 2020-11-26 17:40:21,690 - mmaction - INFO - Epoch [5][1520/1921] lr: 1.443e-01, eta: 9:29:16, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1537 2020-11-26 17:40:44,697 - mmaction - INFO - Epoch [5][1540/1921] lr: 1.446e-01, eta: 9:28:52, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1486 2020-11-26 17:42:16,153 - mmaction - INFO - Epoch [5][1560/1921] lr: 1.449e-01, eta: 9:32:03, time: 4.572, data_time: 0.000, memory: 9523, loss_action_cls: 0.0530, recall@thr=0.5: 0.6377, prec@thr=0.5: 0.7269, recall@top3: 0.7646, prec@top3: 0.6329, recall@top5: 0.9181, prec@top5: 0.4654, loss: 0.0530, grad_norm: 0.1484 2020-11-26 17:42:38,511 - mmaction - INFO - Epoch [5][1580/1921] lr: 1.452e-01, eta: 9:31:36, 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: 0.1401 2020-11-26 17:43:01,008 - mmaction - INFO - Epoch [5][1600/1921] lr: 1.455e-01, eta: 9:31:09, 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: 0.1355 2020-11-26 17:43:23,716 - mmaction - INFO - Epoch [5][1620/1921] lr: 1.458e-01, eta: 9:30:43, 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: 0.1445 2020-11-26 17:43:46,634 - mmaction - INFO - Epoch [5][1640/1921] lr: 1.460e-01, eta: 9:30:18, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1439 2020-11-26 17:44:09,479 - mmaction - INFO - Epoch [5][1660/1921] lr: 1.463e-01, eta: 9:29:52, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1427 2020-11-26 17:44:32,338 - mmaction - INFO - Epoch [5][1680/1921] lr: 1.466e-01, eta: 9:29:27, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1517 2020-11-26 17:44:55,109 - mmaction - INFO - Epoch [5][1700/1921] lr: 1.469e-01, eta: 9:29:01, time: 1.138, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1463 2020-11-26 17:45:18,293 - mmaction - INFO - Epoch [5][1720/1921] lr: 1.472e-01, eta: 9:28:36, time: 1.159, data_time: 0.000, memory: 9523, loss_action_cls: 0.0514, recall@thr=0.5: 0.6364, prec@thr=0.5: 0.7313, recall@top3: 0.7588, prec@top3: 0.6192, recall@top5: 0.9086, prec@top5: 0.4556, loss: 0.0514, grad_norm: 0.1414 2020-11-26 17:45:41,312 - mmaction - INFO - Epoch [5][1740/1921] lr: 1.474e-01, eta: 9:28:11, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: 0.0521, recall@thr=0.5: 0.6612, prec@thr=0.5: 0.7324, recall@top3: 0.7709, prec@top3: 0.6289, recall@top5: 0.9158, prec@top5: 0.4597, loss: 0.0521, grad_norm: 0.1415 2020-11-26 17:46:04,425 - mmaction - INFO - Epoch [5][1760/1921] lr: 1.477e-01, eta: 9:27:46, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: 0.0516, recall@thr=0.5: 0.6344, prec@thr=0.5: 0.7311, recall@top3: 0.7689, prec@top3: 0.6252, recall@top5: 0.9153, prec@top5: 0.4567, loss: 0.0516, grad_norm: 0.1457 2020-11-26 17:46:27,331 - mmaction - INFO - Epoch [5][1780/1921] lr: 1.480e-01, eta: 9:27:21, 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: 0.1418 2020-11-26 17:46:50,246 - mmaction - INFO - Epoch [5][1800/1921] lr: 1.483e-01, eta: 9:26:56, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: 0.0555, recall@thr=0.5: 0.6270, prec@thr=0.5: 0.7226, recall@top3: 0.7603, prec@top3: 0.6212, recall@top5: 0.9053, prec@top5: 0.4518, loss: 0.0555, grad_norm: 0.1510 2020-11-26 17:47:13,373 - mmaction - INFO - Epoch [5][1820/1921] lr: 1.486e-01, eta: 9:26:31, time: 1.155, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1374 2020-11-26 17:47:36,452 - mmaction - INFO - Epoch [5][1840/1921] lr: 1.488e-01, eta: 9:26:06, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1448 2020-11-26 17:47:59,541 - mmaction - INFO - Epoch [5][1860/1921] lr: 1.491e-01, eta: 9:25:42, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: 0.0524, recall@thr=0.5: 0.6448, prec@thr=0.5: 0.7400, recall@top3: 0.7721, prec@top3: 0.6346, recall@top5: 0.9100, prec@top5: 0.4583, loss: 0.0524, grad_norm: 0.1432 2020-11-26 17:48:22,550 - mmaction - INFO - Epoch [5][1880/1921] lr: 1.494e-01, eta: 9:25:16, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: 0.0549, recall@thr=0.5: 0.6357, prec@thr=0.5: 0.7264, recall@top3: 0.7636, prec@top3: 0.6353, recall@top5: 0.9134, prec@top5: 0.4660, loss: 0.0549, grad_norm: 0.1467 2020-11-26 17:48:45,641 - mmaction - INFO - Epoch [5][1900/1921] lr: 1.497e-01, eta: 9:24:52, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1393 2020-11-26 17:49:08,607 - mmaction - INFO - Epoch [5][1920/1921] lr: 1.500e-01, eta: 9:24:27, 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: 0.1489 2020-11-26 17:49:11,865 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-11-26 17:56:29,192 - mmaction - INFO - Evaluating proposal ... 2020-11-26 17:57:39,576 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 17:57:39,577 - mmaction - INFO - Evaluating bbox ... 2020-11-26 18:06:18,393 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2274 2020-11-26 18:06:19,550 - mmaction - INFO - Epoch(val) [5][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2274 2020-11-26 18:07:27,078 - mmaction - INFO - Epoch [6][20/1921] lr: 1.500e-01, eta: 9:26:10, time: 3.375, data_time: 2.245, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1449 2020-11-26 18:07:49,493 - mmaction - INFO - Epoch [6][40/1921] lr: 1.500e-01, eta: 9:25:43, 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: 0.1430 2020-11-26 18:08:12,103 - mmaction - INFO - Epoch [6][60/1921] lr: 1.500e-01, eta: 9:25:16, 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: 0.1405 2020-11-26 18:08:34,631 - mmaction - INFO - Epoch [6][80/1921] lr: 1.500e-01, eta: 9:24:50, 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: 0.1406 2020-11-26 18:08:57,370 - mmaction - INFO - Epoch [6][100/1921] lr: 1.500e-01, eta: 9:24:24, 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: 0.1374 2020-11-26 18:09:20,009 - mmaction - INFO - Epoch [6][120/1921] lr: 1.500e-01, eta: 9:23:57, 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: 0.1505 2020-11-26 18:09:42,743 - mmaction - INFO - Epoch [6][140/1921] lr: 1.500e-01, eta: 9:23:31, 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: 0.1470 2020-11-26 18:10:05,529 - mmaction - INFO - Epoch [6][160/1921] lr: 1.500e-01, eta: 9:23:05, 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: 0.1487 2020-11-26 18:10:28,618 - mmaction - INFO - Epoch [6][180/1921] lr: 1.500e-01, eta: 9:22:40, time: 1.155, 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: 0.1432 2020-11-26 18:10:51,438 - mmaction - INFO - Epoch [6][200/1921] lr: 1.500e-01, eta: 9:22:14, 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: 0.1523 2020-11-26 18:11:14,436 - mmaction - INFO - Epoch [6][220/1921] lr: 1.500e-01, eta: 9:21:49, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1455 2020-11-26 18:11:37,451 - mmaction - INFO - Epoch [6][240/1921] lr: 1.500e-01, eta: 9:21:24, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1451 2020-11-26 18:12:00,405 - mmaction - INFO - Epoch [6][260/1921] lr: 1.500e-01, eta: 9:20:59, 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: 0.1322 2020-11-26 18:12:23,327 - mmaction - INFO - Epoch [6][280/1921] lr: 1.500e-01, eta: 9:20:33, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1430 2020-11-26 18:12:46,191 - mmaction - INFO - Epoch [6][300/1921] lr: 1.500e-01, eta: 9:20:07, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1434 2020-11-26 18:13:09,190 - mmaction - INFO - Epoch [6][320/1921] lr: 1.500e-01, eta: 9:19:42, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1545 2020-11-26 18:13:32,235 - mmaction - INFO - Epoch [6][340/1921] lr: 1.500e-01, eta: 9:19:17, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: 0.0498, recall@thr=0.5: 0.6474, prec@thr=0.5: 0.7459, recall@top3: 0.7777, prec@top3: 0.6466, recall@top5: 0.9192, prec@top5: 0.4684, loss: 0.0498, grad_norm: 0.1361 2020-11-26 18:13:55,167 - mmaction - INFO - Epoch [6][360/1921] lr: 1.500e-01, eta: 9:18:52, time: 1.147, 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: 0.1497 2020-11-26 18:14:18,376 - mmaction - INFO - Epoch [6][380/1921] lr: 1.500e-01, eta: 9:18:27, time: 1.160, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1424 2020-11-26 18:14:41,271 - mmaction - INFO - Epoch [6][400/1921] lr: 1.500e-01, eta: 9:18:02, time: 1.145, data_time: 0.001, memory: 9523, loss_action_cls: 0.0525, recall@thr=0.5: 0.6632, prec@thr=0.5: 0.7407, recall@top3: 0.7748, prec@top3: 0.6329, recall@top5: 0.9153, prec@top5: 0.4583, loss: 0.0525, grad_norm: 0.1473 2020-11-26 18:15:04,370 - mmaction - INFO - Epoch [6][420/1921] lr: 1.500e-01, eta: 9:17:37, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1399 2020-11-26 18:15:27,248 - mmaction - INFO - Epoch [6][440/1921] lr: 1.500e-01, eta: 9:17:11, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1422 2020-11-26 18:15:50,249 - mmaction - INFO - Epoch [6][460/1921] lr: 1.500e-01, eta: 9:16:46, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: 0.0512, recall@thr=0.5: 0.6353, prec@thr=0.5: 0.7252, recall@top3: 0.7696, prec@top3: 0.6193, recall@top5: 0.9166, prec@top5: 0.4528, loss: 0.0512, grad_norm: 0.1421 2020-11-26 18:16:13,229 - mmaction - INFO - Epoch [6][480/1921] lr: 1.500e-01, eta: 9:16:21, 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: 0.1561 2020-11-26 18:16:36,122 - mmaction - INFO - Epoch [6][500/1921] lr: 1.500e-01, eta: 9:15:55, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1367 2020-11-26 18:16:59,011 - mmaction - INFO - Epoch [6][520/1921] lr: 1.500e-01, eta: 9:15:30, 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: 0.1515 2020-11-26 18:17:21,892 - mmaction - INFO - Epoch [6][540/1921] lr: 1.500e-01, eta: 9:15:05, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1491 2020-11-26 18:17:44,909 - mmaction - INFO - Epoch [6][560/1921] lr: 1.500e-01, eta: 9:14:40, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 18:18:07,771 - mmaction - INFO - Epoch [6][580/1921] lr: 1.500e-01, eta: 9:14:14, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1366 2020-11-26 18:18:30,685 - mmaction - INFO - Epoch [6][600/1921] lr: 1.500e-01, eta: 9:13:49, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: 0.0499, recall@thr=0.5: 0.6435, prec@thr=0.5: 0.7340, recall@top3: 0.7762, prec@top3: 0.6255, recall@top5: 0.9108, prec@top5: 0.4492, loss: 0.0499, grad_norm: 0.1332 2020-11-26 18:18:53,814 - mmaction - INFO - Epoch [6][620/1921] lr: 1.500e-01, eta: 9:13:24, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: 0.0516, recall@thr=0.5: 0.6427, prec@thr=0.5: 0.7199, recall@top3: 0.7657, prec@top3: 0.6239, recall@top5: 0.9050, prec@top5: 0.4531, loss: 0.0516, grad_norm: 0.1467 2020-11-26 18:19:16,764 - mmaction - INFO - Epoch [6][640/1921] lr: 1.500e-01, eta: 9:12:59, 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: 0.1392 2020-11-26 18:19:39,717 - mmaction - INFO - Epoch [6][660/1921] lr: 1.500e-01, eta: 9:12:34, time: 1.148, data_time: 0.001, memory: 9523, loss_action_cls: 0.0491, recall@thr=0.5: 0.6508, prec@thr=0.5: 0.7384, recall@top3: 0.7763, prec@top3: 0.6306, recall@top5: 0.9110, prec@top5: 0.4532, loss: 0.0491, grad_norm: 0.1329 2020-11-26 18:20:02,651 - mmaction - INFO - Epoch [6][680/1921] lr: 1.500e-01, eta: 9:12:08, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: 0.0499, recall@thr=0.5: 0.6397, prec@thr=0.5: 0.7267, recall@top3: 0.7719, prec@top3: 0.6278, recall@top5: 0.9170, prec@top5: 0.4578, loss: 0.0499, grad_norm: 0.1415 2020-11-26 18:20:25,467 - mmaction - INFO - Epoch [6][700/1921] lr: 1.500e-01, eta: 9:11:43, 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: 0.1458 2020-11-26 18:20:48,480 - mmaction - INFO - Epoch [6][720/1921] lr: 1.500e-01, eta: 9:11:18, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1501 2020-11-26 18:21:11,748 - mmaction - INFO - Epoch [6][740/1921] lr: 1.500e-01, eta: 9:10:53, time: 1.164, data_time: 0.001, memory: 9523, loss_action_cls: 0.0505, recall@thr=0.5: 0.6346, prec@thr=0.5: 0.7218, recall@top3: 0.7752, prec@top3: 0.6229, recall@top5: 0.9091, prec@top5: 0.4509, loss: 0.0505, grad_norm: 0.1388 2020-11-26 18:21:34,675 - mmaction - INFO - Epoch [6][760/1921] lr: 1.500e-01, eta: 9:10:28, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1476 2020-11-26 18:21:57,628 - mmaction - INFO - Epoch [6][780/1921] lr: 1.500e-01, eta: 9:10:03, 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: 0.1438 2020-11-26 18:22:20,809 - mmaction - INFO - Epoch [6][800/1921] lr: 1.500e-01, eta: 9:09:39, time: 1.159, data_time: 0.000, memory: 9523, loss_action_cls: 0.0493, recall@thr=0.5: 0.6483, prec@thr=0.5: 0.7386, recall@top3: 0.7743, prec@top3: 0.6340, recall@top5: 0.9150, prec@top5: 0.4568, loss: 0.0493, grad_norm: 0.1395 2020-11-26 18:22:43,896 - mmaction - INFO - Epoch [6][820/1921] lr: 1.500e-01, eta: 9:09:14, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1452 2020-11-26 18:23:06,899 - mmaction - INFO - Epoch [6][840/1921] lr: 1.500e-01, eta: 9:08:49, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1484 2020-11-26 18:23:29,836 - mmaction - INFO - Epoch [6][860/1921] lr: 1.500e-01, eta: 9:08:24, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1395 2020-11-26 18:23:52,897 - mmaction - INFO - Epoch [6][880/1921] lr: 1.500e-01, eta: 9:07:59, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: 0.0491, recall@thr=0.5: 0.6509, prec@thr=0.5: 0.7357, recall@top3: 0.7799, prec@top3: 0.6496, recall@top5: 0.9186, prec@top5: 0.4701, loss: 0.0491, grad_norm: 0.1420 2020-11-26 18:24:16,043 - mmaction - INFO - Epoch [6][900/1921] lr: 1.500e-01, eta: 9:07:34, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1362 2020-11-26 18:24:39,153 - mmaction - INFO - Epoch [6][920/1921] lr: 1.500e-01, eta: 9:07:10, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1520 2020-11-26 18:25:02,275 - mmaction - INFO - Epoch [6][940/1921] lr: 1.500e-01, eta: 9:06:45, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1458 2020-11-26 18:25:25,505 - mmaction - INFO - Epoch [6][960/1921] lr: 1.500e-01, eta: 9:06:21, time: 1.162, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1430 2020-11-26 18:25:48,554 - mmaction - INFO - Epoch [6][980/1921] lr: 1.500e-01, eta: 9:05:56, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 18:26:11,618 - mmaction - INFO - Epoch [6][1000/1921] lr: 1.500e-01, eta: 9:05:31, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: 0.0493, recall@thr=0.5: 0.6616, prec@thr=0.5: 0.7333, recall@top3: 0.7803, prec@top3: 0.6263, recall@top5: 0.9160, prec@top5: 0.4538, loss: 0.0493, grad_norm: 0.1474 2020-11-26 18:26:34,569 - mmaction - INFO - Epoch [6][1020/1921] lr: 1.500e-01, eta: 9:05:06, time: 1.148, data_time: 0.001, memory: 9523, loss_action_cls: 0.0510, recall@thr=0.5: 0.6349, prec@thr=0.5: 0.7401, recall@top3: 0.7798, prec@top3: 0.6252, recall@top5: 0.9209, prec@top5: 0.4549, loss: 0.0510, grad_norm: 0.1426 2020-11-26 18:26:57,810 - mmaction - INFO - Epoch [6][1040/1921] lr: 1.500e-01, eta: 9:04:42, time: 1.162, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1411 2020-11-26 18:27:20,872 - mmaction - INFO - Epoch [6][1060/1921] lr: 1.500e-01, eta: 9:04:17, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 18:27:44,008 - mmaction - INFO - Epoch [6][1080/1921] lr: 1.500e-01, eta: 9:03:52, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1399 2020-11-26 18:28:06,912 - mmaction - INFO - Epoch [6][1100/1921] lr: 1.500e-01, eta: 9:03:27, time: 1.145, data_time: 0.001, memory: 9523, loss_action_cls: 0.0496, recall@thr=0.5: 0.6519, prec@thr=0.5: 0.7343, recall@top3: 0.7720, prec@top3: 0.6308, recall@top5: 0.9148, prec@top5: 0.4584, loss: 0.0496, grad_norm: 0.1509 2020-11-26 18:28:29,863 - mmaction - INFO - Epoch [6][1120/1921] lr: 1.500e-01, eta: 9:03:02, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: 0.0493, recall@thr=0.5: 0.6469, prec@thr=0.5: 0.7445, recall@top3: 0.7775, prec@top3: 0.6362, recall@top5: 0.9101, prec@top5: 0.4594, loss: 0.0493, grad_norm: 0.1467 2020-11-26 18:28:52,756 - mmaction - INFO - Epoch [6][1140/1921] lr: 1.500e-01, eta: 9:02:37, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: 0.0503, recall@thr=0.5: 0.6462, prec@thr=0.5: 0.7245, recall@top3: 0.7614, prec@top3: 0.6314, recall@top5: 0.9044, prec@top5: 0.4601, loss: 0.0503, grad_norm: 0.1416 2020-11-26 18:29:15,839 - mmaction - INFO - Epoch [6][1160/1921] lr: 1.500e-01, eta: 9:02:12, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1496 2020-11-26 18:29:38,774 - mmaction - INFO - Epoch [6][1180/1921] lr: 1.500e-01, eta: 9:01:47, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1456 2020-11-26 18:30:01,759 - mmaction - INFO - Epoch [6][1200/1921] lr: 1.500e-01, eta: 9:01:22, time: 1.149, data_time: 0.001, memory: 9523, loss_action_cls: 0.0529, recall@thr=0.5: 0.6439, prec@thr=0.5: 0.7162, recall@top3: 0.7625, prec@top3: 0.6189, recall@top5: 0.9067, prec@top5: 0.4519, loss: 0.0529, grad_norm: 0.1468 2020-11-26 18:30:24,720 - mmaction - INFO - Epoch [6][1220/1921] lr: 1.500e-01, eta: 9:00:57, 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: 0.1391 2020-11-26 18:30:47,577 - mmaction - INFO - Epoch [6][1240/1921] lr: 1.500e-01, eta: 9:00:32, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1400 2020-11-26 18:31:10,307 - mmaction - INFO - Epoch [6][1260/1921] lr: 1.500e-01, eta: 9:00:07, 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: 0.1527 2020-11-26 18:31:33,088 - mmaction - INFO - Epoch [6][1280/1921] lr: 1.500e-01, eta: 8:59:41, 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: 0.1362 2020-11-26 18:31:55,915 - mmaction - INFO - Epoch [6][1300/1921] lr: 1.500e-01, eta: 8:59:16, time: 1.141, data_time: 0.001, memory: 9523, loss_action_cls: 0.0512, recall@thr=0.5: 0.6383, prec@thr=0.5: 0.7222, recall@top3: 0.7649, prec@top3: 0.6175, recall@top5: 0.9091, prec@top5: 0.4508, loss: 0.0512, grad_norm: 0.1581 2020-11-26 18:32:18,896 - mmaction - INFO - Epoch [6][1320/1921] lr: 1.500e-01, eta: 8:58:51, time: 1.149, data_time: 0.001, memory: 9523, loss_action_cls: 0.0512, recall@thr=0.5: 0.6484, prec@thr=0.5: 0.7359, recall@top3: 0.7691, prec@top3: 0.6369, recall@top5: 0.9088, prec@top5: 0.4601, loss: 0.0512, grad_norm: 0.1351 2020-11-26 18:32:41,942 - mmaction - INFO - Epoch [6][1340/1921] lr: 1.500e-01, eta: 8:58:26, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1415 2020-11-26 18:33:04,732 - mmaction - INFO - Epoch [6][1360/1921] lr: 1.500e-01, eta: 8:58:01, time: 1.140, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1417 2020-11-26 18:33:27,687 - mmaction - INFO - Epoch [6][1380/1921] lr: 1.500e-01, eta: 8:57:36, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1463 2020-11-26 18:33:50,576 - mmaction - INFO - Epoch [6][1400/1921] lr: 1.500e-01, eta: 8:57:11, time: 1.145, data_time: 0.001, memory: 9523, loss_action_cls: 0.0490, recall@thr=0.5: 0.6427, prec@thr=0.5: 0.7360, recall@top3: 0.7859, prec@top3: 0.6340, recall@top5: 0.9203, prec@top5: 0.4562, loss: 0.0490, grad_norm: 0.1443 2020-11-26 18:34:13,572 - mmaction - INFO - Epoch [6][1420/1921] lr: 1.500e-01, eta: 8:56:46, 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: 0.1448 2020-11-26 18:34:36,357 - mmaction - INFO - Epoch [6][1440/1921] lr: 1.500e-01, eta: 8:56:21, time: 1.140, data_time: 0.001, memory: 9523, loss_action_cls: 0.0487, recall@thr=0.5: 0.6661, prec@thr=0.5: 0.7480, recall@top3: 0.7804, prec@top3: 0.6401, recall@top5: 0.9194, prec@top5: 0.4625, loss: 0.0487, grad_norm: 0.1371 2020-11-26 18:34:59,377 - mmaction - INFO - Epoch [6][1460/1921] lr: 1.500e-01, eta: 8:55:56, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1418 2020-11-26 18:35:22,231 - mmaction - INFO - Epoch [6][1480/1921] lr: 1.500e-01, eta: 8:55:31, 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: 0.1467 2020-11-26 18:35:45,067 - mmaction - INFO - Epoch [6][1500/1921] lr: 1.500e-01, eta: 8:55:06, time: 1.143, 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: 0.1410 2020-11-26 18:36:07,983 - mmaction - INFO - Epoch [6][1520/1921] lr: 1.500e-01, eta: 8:54:41, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: 0.0498, recall@thr=0.5: 0.6511, prec@thr=0.5: 0.7408, recall@top3: 0.7738, prec@top3: 0.6297, recall@top5: 0.9127, prec@top5: 0.4543, loss: 0.0498, grad_norm: 0.1434 2020-11-26 18:36:30,932 - mmaction - INFO - Epoch [6][1540/1921] lr: 1.500e-01, eta: 8:54:16, time: 1.148, data_time: 0.001, memory: 9523, loss_action_cls: 0.0471, recall@thr=0.5: 0.6701, prec@thr=0.5: 0.7513, recall@top3: 0.7815, prec@top3: 0.6413, recall@top5: 0.9256, prec@top5: 0.4663, loss: 0.0471, grad_norm: 0.1462 2020-11-26 18:36:53,798 - mmaction - INFO - Epoch [6][1560/1921] lr: 1.500e-01, eta: 8:53:51, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1416 2020-11-26 18:37:16,731 - mmaction - INFO - Epoch [6][1580/1921] lr: 1.500e-01, eta: 8:53:26, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1349 2020-11-26 18:37:39,607 - mmaction - INFO - Epoch [6][1600/1921] lr: 1.500e-01, eta: 8:53:01, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1412 2020-11-26 18:38:02,491 - mmaction - INFO - Epoch [6][1620/1921] lr: 1.500e-01, eta: 8:52:36, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1482 2020-11-26 18:38:25,468 - mmaction - INFO - Epoch [6][1640/1921] lr: 1.500e-01, eta: 8:52:11, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1411 2020-11-26 18:38:48,212 - mmaction - INFO - Epoch [6][1660/1921] lr: 1.500e-01, eta: 8:51:46, 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: 0.1413 2020-11-26 18:39:10,885 - mmaction - INFO - Epoch [6][1680/1921] lr: 1.500e-01, eta: 8:51:20, time: 1.134, data_time: 0.000, memory: 9523, loss_action_cls: 0.0469, recall@thr=0.5: 0.6490, prec@thr=0.5: 0.7305, recall@top3: 0.7892, prec@top3: 0.6356, recall@top5: 0.9191, prec@top5: 0.4548, loss: 0.0469, grad_norm: 0.1386 2020-11-26 18:39:33,621 - mmaction - INFO - Epoch [6][1700/1921] lr: 1.500e-01, eta: 8:50:55, time: 1.137, data_time: 0.000, memory: 9523, loss_action_cls: 0.0480, recall@thr=0.5: 0.6662, prec@thr=0.5: 0.7467, recall@top3: 0.7788, prec@top3: 0.6194, recall@top5: 0.9122, prec@top5: 0.4458, loss: 0.0480, grad_norm: 0.1525 2020-11-26 18:39:56,416 - mmaction - INFO - Epoch [6][1720/1921] lr: 1.500e-01, eta: 8:50:30, 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: 0.1419 2020-11-26 18:40:19,378 - mmaction - INFO - Epoch [6][1740/1921] lr: 1.500e-01, eta: 8:50:05, time: 1.148, data_time: 0.001, memory: 9523, loss_action_cls: 0.0501, recall@thr=0.5: 0.6226, prec@thr=0.5: 0.7238, recall@top3: 0.7725, prec@top3: 0.6186, recall@top5: 0.9115, prec@top5: 0.4499, loss: 0.0501, grad_norm: 0.1635 2020-11-26 18:40:42,284 - mmaction - INFO - Epoch [6][1760/1921] lr: 1.500e-01, eta: 8:49:40, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1416 2020-11-26 18:41:05,076 - mmaction - INFO - Epoch [6][1780/1921] lr: 1.500e-01, eta: 8:49:15, time: 1.140, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1378 2020-11-26 18:41:28,098 - mmaction - INFO - Epoch [6][1800/1921] lr: 1.500e-01, eta: 8:48:51, 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 18:41:50,909 - mmaction - INFO - Epoch [6][1820/1921] lr: 1.500e-01, eta: 8:48:25, 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: 0.1411 2020-11-26 18:42:13,799 - mmaction - INFO - Epoch [6][1840/1921] lr: 1.500e-01, eta: 8:48:01, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1480 2020-11-26 18:42:36,749 - mmaction - INFO - Epoch [6][1860/1921] lr: 1.500e-01, eta: 8:47:36, time: 1.148, data_time: 0.001, memory: 9523, loss_action_cls: 0.0447, recall@thr=0.5: 0.6809, prec@thr=0.5: 0.7667, recall@top3: 0.7963, prec@top3: 0.6419, recall@top5: 0.9279, prec@top5: 0.4604, loss: 0.0447, grad_norm: 0.1434 2020-11-26 18:42:59,697 - mmaction - INFO - Epoch [6][1880/1921] lr: 1.500e-01, eta: 8:47:11, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1511 2020-11-26 18:43:22,753 - mmaction - INFO - Epoch [6][1900/1921] lr: 1.500e-01, eta: 8:46:47, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1386 2020-11-26 18:43:45,754 - mmaction - INFO - Epoch [6][1920/1921] lr: 1.500e-01, eta: 8:46:22, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1475 2020-11-26 18:43:48,939 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-11-26 18:49:35,920 - mmaction - INFO - Evaluating proposal ... 2020-11-26 18:50:42,164 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 18:50:42,164 - mmaction - INFO - Evaluating bbox ... 2020-11-26 18:59:18,706 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2267 2020-11-26 18:59:19,782 - mmaction - INFO - Epoch(val) [6][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2267 2020-11-26 19:00:24,592 - mmaction - INFO - Epoch [7][20/1921] lr: 1.500e-01, eta: 8:47:31, time: 3.239, data_time: 2.126, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1461 2020-11-26 19:00:46,930 - mmaction - INFO - Epoch [7][40/1921] lr: 1.500e-01, eta: 8:47:04, time: 1.117, 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: 0.1515 2020-11-26 19:01:09,426 - mmaction - INFO - Epoch [7][60/1921] lr: 1.500e-01, eta: 8:46:38, 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: 0.1511 2020-11-26 19:01:31,983 - mmaction - INFO - Epoch [7][80/1921] lr: 1.500e-01, eta: 8:46:12, 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: 0.1409 2020-11-26 19:01:54,631 - mmaction - INFO - Epoch [7][100/1921] lr: 1.500e-01, eta: 8:45:47, 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: 0.1399 2020-11-26 19:02:17,352 - mmaction - INFO - Epoch [7][120/1921] lr: 1.500e-01, eta: 8:45:21, time: 1.136, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1443 2020-11-26 19:02:40,130 - mmaction - INFO - Epoch [7][140/1921] lr: 1.500e-01, eta: 8:44:56, time: 1.139, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1506 2020-11-26 19:03:02,877 - mmaction - INFO - Epoch [7][160/1921] lr: 1.500e-01, eta: 8:44:31, 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: 0.1401 2020-11-26 19:03:25,908 - mmaction - INFO - Epoch [7][180/1921] lr: 1.500e-01, eta: 8:44:06, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1479 2020-11-26 19:03:48,762 - mmaction - INFO - Epoch [7][200/1921] lr: 1.500e-01, eta: 8:43:41, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: 0.0456, recall@thr=0.5: 0.6683, prec@thr=0.5: 0.7363, recall@top3: 0.7890, prec@top3: 0.6345, recall@top5: 0.9215, prec@top5: 0.4568, loss: 0.0456, grad_norm: 0.1475 2020-11-26 19:04:11,908 - mmaction - INFO - Epoch [7][220/1921] lr: 1.500e-01, eta: 8:43:16, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1450 2020-11-26 19:04:34,765 - mmaction - INFO - Epoch [7][240/1921] lr: 1.500e-01, eta: 8:42:51, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1426 2020-11-26 19:04:57,940 - mmaction - INFO - Epoch [7][260/1921] lr: 1.500e-01, eta: 8:42:27, time: 1.158, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1332 2020-11-26 19:05:20,776 - mmaction - INFO - Epoch [7][280/1921] lr: 1.500e-01, eta: 8:42:02, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 19:05:43,810 - mmaction - INFO - Epoch [7][300/1921] lr: 1.500e-01, eta: 8:41:37, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: 0.0463, recall@thr=0.5: 0.6641, prec@thr=0.5: 0.7642, recall@top3: 0.7907, prec@top3: 0.6327, recall@top5: 0.9261, prec@top5: 0.4569, loss: 0.0463, grad_norm: 0.1362 2020-11-26 19:06:06,689 - mmaction - INFO - Epoch [7][320/1921] lr: 1.500e-01, eta: 8:41:12, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1388 2020-11-26 19:06:29,771 - mmaction - INFO - Epoch [7][340/1921] lr: 1.500e-01, eta: 8:40:48, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1420 2020-11-26 19:06:52,821 - mmaction - INFO - Epoch [7][360/1921] lr: 1.500e-01, eta: 8:40:23, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: 0.0470, recall@thr=0.5: 0.6560, prec@thr=0.5: 0.7471, recall@top3: 0.7786, prec@top3: 0.6291, recall@top5: 0.9202, prec@top5: 0.4531, loss: 0.0470, grad_norm: 0.1487 2020-11-26 19:07:15,734 - mmaction - INFO - Epoch [7][380/1921] lr: 1.500e-01, eta: 8:39:58, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1444 2020-11-26 19:07:38,696 - mmaction - INFO - Epoch [7][400/1921] lr: 1.500e-01, eta: 8:39:33, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1481 2020-11-26 19:08:01,650 - mmaction - INFO - Epoch [7][420/1921] lr: 1.500e-01, eta: 8:39:08, 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: 0.1456 2020-11-26 19:08:24,523 - mmaction - INFO - Epoch [7][440/1921] lr: 1.500e-01, eta: 8:38:43, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1472 2020-11-26 19:08:47,582 - mmaction - INFO - Epoch [7][460/1921] lr: 1.500e-01, eta: 8:38:19, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1547 2020-11-26 19:09:10,526 - mmaction - INFO - Epoch [7][480/1921] lr: 1.500e-01, eta: 8:37:54, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1423 2020-11-26 19:09:33,673 - mmaction - INFO - Epoch [7][500/1921] lr: 1.500e-01, eta: 8:37:30, time: 1.157, data_time: 0.000, memory: 9523, loss_action_cls: 0.0505, recall@thr=0.5: 0.6540, prec@thr=0.5: 0.7419, recall@top3: 0.7679, prec@top3: 0.6380, recall@top5: 0.9123, prec@top5: 0.4643, loss: 0.0505, grad_norm: 0.1597 2020-11-26 19:09:56,706 - mmaction - INFO - Epoch [7][520/1921] lr: 1.500e-01, eta: 8:37:05, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1458 2020-11-26 19:10:19,715 - mmaction - INFO - Epoch [7][540/1921] lr: 1.500e-01, eta: 8:36:40, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1418 2020-11-26 19:10:42,711 - mmaction - INFO - Epoch [7][560/1921] lr: 1.500e-01, eta: 8:36:16, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1415 2020-11-26 19:11:05,763 - mmaction - INFO - Epoch [7][580/1921] lr: 1.500e-01, eta: 8:35:51, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1530 2020-11-26 19:11:28,893 - mmaction - INFO - Epoch [7][600/1921] lr: 1.500e-01, eta: 8:35:27, time: 1.156, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 19:11:51,905 - mmaction - INFO - Epoch [7][620/1921] lr: 1.500e-01, eta: 8:35:02, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: 0.0473, recall@thr=0.5: 0.6610, prec@thr=0.5: 0.7578, recall@top3: 0.7847, prec@top3: 0.6335, recall@top5: 0.9199, prec@top5: 0.4537, loss: 0.0473, grad_norm: 0.1368 2020-11-26 19:12:14,948 - mmaction - INFO - Epoch [7][640/1921] lr: 1.500e-01, eta: 8:34:38, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: 0.0455, recall@thr=0.5: 0.6645, prec@thr=0.5: 0.7438, recall@top3: 0.7973, prec@top3: 0.6487, recall@top5: 0.9276, prec@top5: 0.4639, loss: 0.0455, grad_norm: 0.1374 2020-11-26 19:12:38,062 - mmaction - INFO - Epoch [7][660/1921] lr: 1.500e-01, eta: 8:34:13, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 19:13:01,177 - mmaction - INFO - Epoch [7][680/1921] lr: 1.500e-01, eta: 8:33:49, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 19:13:24,291 - mmaction - INFO - Epoch [7][700/1921] lr: 1.500e-01, eta: 8:33:24, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: 0.0491, recall@thr=0.5: 0.6523, prec@thr=0.5: 0.7318, recall@top3: 0.7724, prec@top3: 0.6356, recall@top5: 0.9056, prec@top5: 0.4579, loss: 0.0491, grad_norm: 0.1532 2020-11-26 19:13:47,439 - mmaction - INFO - Epoch [7][720/1921] lr: 1.500e-01, eta: 8:33:00, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1423 2020-11-26 19:14:10,448 - mmaction - INFO - Epoch [7][740/1921] lr: 1.500e-01, eta: 8:32:35, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 19:14:33,444 - mmaction - INFO - Epoch [7][760/1921] lr: 1.500e-01, eta: 8:32:11, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1448 2020-11-26 19:14:56,680 - mmaction - INFO - Epoch [7][780/1921] lr: 1.500e-01, eta: 8:31:47, time: 1.161, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1437 2020-11-26 19:15:19,595 - mmaction - INFO - Epoch [7][800/1921] lr: 1.500e-01, eta: 8:31:22, 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: 0.1379 2020-11-26 19:15:42,616 - mmaction - INFO - Epoch [7][820/1921] lr: 1.500e-01, eta: 8:30:57, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1403 2020-11-26 19:16:05,573 - mmaction - INFO - Epoch [7][840/1921] lr: 1.500e-01, eta: 8:30:33, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1430 2020-11-26 19:16:28,632 - mmaction - INFO - Epoch [7][860/1921] lr: 1.500e-01, eta: 8:30:08, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1438 2020-11-26 19:16:51,473 - mmaction - INFO - Epoch [7][880/1921] lr: 1.500e-01, eta: 8:29:43, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: 0.0468, recall@thr=0.5: 0.6762, prec@thr=0.5: 0.7386, recall@top3: 0.7841, prec@top3: 0.6327, recall@top5: 0.9142, prec@top5: 0.4522, loss: 0.0468, grad_norm: 0.1468 2020-11-26 19:17:14,556 - mmaction - INFO - Epoch [7][900/1921] lr: 1.500e-01, eta: 8:29:19, time: 1.154, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1440 2020-11-26 19:17:37,534 - mmaction - INFO - Epoch [7][920/1921] lr: 1.500e-01, eta: 8:28:54, time: 1.149, data_time: 0.001, memory: 9523, loss_action_cls: 0.0443, recall@thr=0.5: 0.6854, prec@thr=0.5: 0.7722, recall@top3: 0.7940, prec@top3: 0.6579, recall@top5: 0.9290, prec@top5: 0.4697, loss: 0.0443, grad_norm: 0.1510 2020-11-26 19:18:00,441 - mmaction - INFO - Epoch [7][940/1921] lr: 1.500e-01, eta: 8:28:29, 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: 0.1460 2020-11-26 19:18:23,523 - mmaction - INFO - Epoch [7][960/1921] lr: 1.500e-01, eta: 8:28:05, time: 1.154, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1474 2020-11-26 19:18:46,369 - mmaction - INFO - Epoch [7][980/1921] lr: 1.500e-01, eta: 8:27:40, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1466 2020-11-26 19:19:09,299 - mmaction - INFO - Epoch [7][1000/1921] lr: 1.500e-01, eta: 8:27:15, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 19:19:32,420 - mmaction - INFO - Epoch [7][1020/1921] lr: 1.500e-01, eta: 8:26:51, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: 0.0500, recall@thr=0.5: 0.6492, prec@thr=0.5: 0.7353, recall@top3: 0.7678, prec@top3: 0.6324, recall@top5: 0.9101, prec@top5: 0.4590, loss: 0.0500, grad_norm: 0.1502 2020-11-26 19:19:55,250 - mmaction - INFO - Epoch [7][1040/1921] lr: 1.500e-01, eta: 8:26:26, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1522 2020-11-26 19:20:18,232 - mmaction - INFO - Epoch [7][1060/1921] lr: 1.500e-01, eta: 8:26:02, time: 1.149, data_time: 0.001, memory: 9523, loss_action_cls: 0.0470, recall@thr=0.5: 0.6405, prec@thr=0.5: 0.7384, recall@top3: 0.7756, prec@top3: 0.6247, recall@top5: 0.9132, prec@top5: 0.4516, loss: 0.0470, grad_norm: 0.1415 2020-11-26 19:20:41,191 - mmaction - INFO - Epoch [7][1080/1921] lr: 1.500e-01, eta: 8:25:37, 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: 0.1398 2020-11-26 19:21:04,176 - mmaction - INFO - Epoch [7][1100/1921] lr: 1.500e-01, eta: 8:25:12, 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: 0.1354 2020-11-26 19:21:27,527 - mmaction - INFO - Epoch [7][1120/1921] lr: 1.500e-01, eta: 8:24:49, time: 1.167, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1407 2020-11-26 19:21:50,453 - mmaction - INFO - Epoch [7][1140/1921] lr: 1.500e-01, eta: 8:24:24, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: 0.0470, recall@thr=0.5: 0.6691, prec@thr=0.5: 0.7514, recall@top3: 0.7918, prec@top3: 0.6457, recall@top5: 0.9249, prec@top5: 0.4639, loss: 0.0470, grad_norm: 0.1425 2020-11-26 19:22:13,249 - mmaction - INFO - Epoch [7][1160/1921] lr: 1.500e-01, eta: 8:23:59, time: 1.140, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1398 2020-11-26 19:22:36,292 - mmaction - INFO - Epoch [7][1180/1921] lr: 1.500e-01, eta: 8:23:35, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1458 2020-11-26 19:22:59,257 - mmaction - INFO - Epoch [7][1200/1921] lr: 1.500e-01, eta: 8:23:10, 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: 0.1434 2020-11-26 19:23:22,378 - mmaction - INFO - Epoch [7][1220/1921] lr: 1.500e-01, eta: 8:22:46, time: 1.156, data_time: 0.000, memory: 9523, loss_action_cls: 0.0471, recall@thr=0.5: 0.6722, prec@thr=0.5: 0.7532, recall@top3: 0.7889, prec@top3: 0.6494, recall@top5: 0.9171, prec@top5: 0.4662, loss: 0.0471, grad_norm: 0.1442 2020-11-26 19:23:45,596 - mmaction - INFO - Epoch [7][1240/1921] lr: 1.500e-01, eta: 8:22:22, time: 1.161, data_time: 0.000, memory: 9523, loss_action_cls: 0.0481, recall@thr=0.5: 0.6773, prec@thr=0.5: 0.7658, recall@top3: 0.7891, prec@top3: 0.6513, recall@top5: 0.9246, prec@top5: 0.4682, loss: 0.0481, grad_norm: 0.1505 2020-11-26 19:24:08,419 - mmaction - INFO - Epoch [7][1260/1921] lr: 1.500e-01, eta: 8:21:57, 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: 0.1341 2020-11-26 19:24:31,340 - mmaction - INFO - Epoch [7][1280/1921] lr: 1.500e-01, eta: 8:21:32, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: 0.0493, recall@thr=0.5: 0.6556, prec@thr=0.5: 0.7412, recall@top3: 0.7770, prec@top3: 0.6408, recall@top5: 0.9150, prec@top5: 0.4625, loss: 0.0493, grad_norm: 0.1526 2020-11-26 19:24:54,548 - mmaction - INFO - Epoch [7][1300/1921] lr: 1.500e-01, eta: 8:21:08, time: 1.160, data_time: 0.000, memory: 9523, loss_action_cls: 0.0494, recall@thr=0.5: 0.6543, prec@thr=0.5: 0.7429, recall@top3: 0.7671, prec@top3: 0.6334, recall@top5: 0.9038, prec@top5: 0.4556, loss: 0.0494, grad_norm: 0.1421 2020-11-26 19:25:17,501 - mmaction - INFO - Epoch [7][1320/1921] lr: 1.500e-01, eta: 8:20:44, 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: 0.1469 2020-11-26 19:25:40,656 - mmaction - INFO - Epoch [7][1340/1921] lr: 1.500e-01, eta: 8:20:19, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1484 2020-11-26 19:26:03,827 - mmaction - INFO - Epoch [7][1360/1921] lr: 1.500e-01, eta: 8:19:55, time: 1.159, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1457 2020-11-26 19:26:26,993 - mmaction - INFO - Epoch [7][1380/1921] lr: 1.500e-01, eta: 8:19:31, time: 1.158, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 19:26:49,996 - mmaction - INFO - Epoch [7][1400/1921] lr: 1.500e-01, eta: 8:19:07, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: 0.0484, recall@thr=0.5: 0.6497, prec@thr=0.5: 0.7312, recall@top3: 0.7832, prec@top3: 0.6281, recall@top5: 0.9162, prec@top5: 0.4506, loss: 0.0484, grad_norm: 0.1452 2020-11-26 19:27:13,280 - mmaction - INFO - Epoch [7][1420/1921] lr: 1.500e-01, eta: 8:18:43, time: 1.163, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1396 2020-11-26 19:27:36,586 - mmaction - INFO - Epoch [7][1440/1921] lr: 1.500e-01, eta: 8:18:19, time: 1.166, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1477 2020-11-26 19:27:59,830 - mmaction - INFO - Epoch [7][1460/1921] lr: 1.500e-01, eta: 8:17:55, time: 1.162, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1530 2020-11-26 19:28:22,879 - mmaction - INFO - Epoch [7][1480/1921] lr: 1.500e-01, eta: 8:17:30, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: 0.0480, recall@thr=0.5: 0.6361, prec@thr=0.5: 0.7398, recall@top3: 0.7651, prec@top3: 0.6275, recall@top5: 0.9105, prec@top5: 0.4582, loss: 0.0480, grad_norm: 0.1447 2020-11-26 19:28:45,915 - mmaction - INFO - Epoch [7][1500/1921] lr: 1.500e-01, eta: 8:17:06, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 19:29:09,077 - mmaction - INFO - Epoch [7][1520/1921] lr: 1.500e-01, eta: 8:16:42, time: 1.158, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1404 2020-11-26 19:29:32,366 - mmaction - INFO - Epoch [7][1540/1921] lr: 1.500e-01, eta: 8:16:18, 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: 0.1397 2020-11-26 19:29:55,286 - mmaction - INFO - Epoch [7][1560/1921] lr: 1.500e-01, eta: 8:15:54, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1503 2020-11-26 19:30:18,283 - mmaction - INFO - Epoch [7][1580/1921] lr: 1.500e-01, eta: 8:15:29, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1403 2020-11-26 19:30:41,156 - mmaction - INFO - Epoch [7][1600/1921] lr: 1.500e-01, eta: 8:15:04, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1422 2020-11-26 19:31:04,002 - mmaction - INFO - Epoch [7][1620/1921] lr: 1.500e-01, eta: 8:14:40, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1422 2020-11-26 19:31:26,868 - mmaction - INFO - Epoch [7][1640/1921] lr: 1.500e-01, eta: 8:14:15, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1492 2020-11-26 19:31:49,955 - mmaction - INFO - Epoch [7][1660/1921] lr: 1.500e-01, eta: 8:13:51, time: 1.154, data_time: 0.000, memory: 9523, loss_action_cls: 0.0485, recall@thr=0.5: 0.6651, prec@thr=0.5: 0.7413, recall@top3: 0.7832, prec@top3: 0.6432, recall@top5: 0.9139, prec@top5: 0.4605, loss: 0.0485, grad_norm: 0.1399 2020-11-26 19:32:12,684 - mmaction - INFO - Epoch [7][1680/1921] lr: 1.500e-01, eta: 8:13:26, 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: 0.1427 2020-11-26 19:32:35,564 - mmaction - INFO - Epoch [7][1700/1921] lr: 1.500e-01, eta: 8:13:01, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1410 2020-11-26 19:32:58,404 - mmaction - INFO - Epoch [7][1720/1921] lr: 1.500e-01, eta: 8:12:36, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1425 2020-11-26 19:33:21,258 - mmaction - INFO - Epoch [7][1740/1921] lr: 1.500e-01, eta: 8:12:12, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1481 2020-11-26 19:33:44,232 - mmaction - INFO - Epoch [7][1760/1921] lr: 1.500e-01, eta: 8:11:47, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1502 2020-11-26 19:34:07,136 - mmaction - INFO - Epoch [7][1780/1921] lr: 1.500e-01, eta: 8:11:23, 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: 0.1329 2020-11-26 19:34:30,106 - mmaction - INFO - Epoch [7][1800/1921] lr: 1.500e-01, eta: 8:10:58, time: 1.149, data_time: 0.001, memory: 9523, loss_action_cls: 0.0447, recall@thr=0.5: 0.6628, prec@thr=0.5: 0.7482, recall@top3: 0.7827, prec@top3: 0.6437, recall@top5: 0.9163, prec@top5: 0.4610, loss: 0.0447, grad_norm: 0.1407 2020-11-26 19:34:53,244 - mmaction - INFO - Epoch [7][1820/1921] lr: 1.500e-01, eta: 8:10:34, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1431 2020-11-26 19:35:16,213 - mmaction - INFO - Epoch [7][1840/1921] lr: 1.500e-01, eta: 8:10:10, 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: 0.1336 2020-11-26 19:35:39,345 - mmaction - INFO - Epoch [7][1860/1921] lr: 1.500e-01, eta: 8:09:46, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1462 2020-11-26 19:36:02,097 - mmaction - INFO - Epoch [7][1880/1921] lr: 1.500e-01, eta: 8:09:21, 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: 0.1392 2020-11-26 19:36:25,160 - mmaction - INFO - Epoch [7][1900/1921] lr: 1.500e-01, eta: 8:08:57, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1323 2020-11-26 19:36:48,064 - mmaction - INFO - Epoch [7][1920/1921] lr: 1.500e-01, eta: 8:08:32, 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: 0.1439 2020-11-26 19:36:51,372 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-11-26 19:42:37,527 - mmaction - INFO - Evaluating proposal ... 2020-11-26 19:43:44,393 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 19:43:44,395 - mmaction - INFO - Evaluating bbox ... 2020-11-26 19:52:11,574 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2288 2020-11-26 19:52:12,627 - mmaction - INFO - Epoch(val) [7][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2288 2020-11-26 19:53:16,926 - mmaction - INFO - Epoch [8][20/1921] lr: 1.500e-01, eta: 8:09:21, time: 3.214, data_time: 2.092, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1355 2020-11-26 19:53:39,299 - mmaction - INFO - Epoch [8][40/1921] lr: 1.500e-01, eta: 8:08:55, time: 1.119, data_time: 0.002, memory: 9523, loss_action_cls: 0.0451, recall@thr=0.5: 0.6840, prec@thr=0.5: 0.7552, recall@top3: 0.7942, prec@top3: 0.6543, recall@top5: 0.9188, prec@top5: 0.4649, loss: 0.0451, grad_norm: 0.1519 2020-11-26 19:54:01,729 - mmaction - INFO - Epoch [8][60/1921] lr: 1.500e-01, eta: 8:08:30, 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: 0.1490 2020-11-26 19:54:24,403 - mmaction - INFO - Epoch [8][80/1921] lr: 1.500e-01, eta: 8:08:04, 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: 0.1427 2020-11-26 19:54:47,109 - mmaction - INFO - Epoch [8][100/1921] lr: 1.500e-01, eta: 8:07:39, 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: 0.1479 2020-11-26 19:55:09,877 - mmaction - INFO - Epoch [8][120/1921] lr: 1.500e-01, eta: 8:07:15, time: 1.138, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1369 2020-11-26 19:55:32,596 - mmaction - INFO - Epoch [8][140/1921] lr: 1.500e-01, eta: 8:06:50, time: 1.136, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1449 2020-11-26 19:55:55,528 - mmaction - INFO - Epoch [8][160/1921] lr: 1.500e-01, eta: 8:06:25, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1478 2020-11-26 19:56:18,449 - mmaction - INFO - Epoch [8][180/1921] lr: 1.500e-01, eta: 8:06:00, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1492 2020-11-26 19:56:41,381 - mmaction - INFO - Epoch [8][200/1921] lr: 1.500e-01, eta: 8:05:36, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1449 2020-11-26 19:57:04,315 - mmaction - INFO - Epoch [8][220/1921] lr: 1.500e-01, eta: 8:05:11, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1515 2020-11-26 19:57:27,341 - mmaction - INFO - Epoch [8][240/1921] lr: 1.500e-01, eta: 8:04:47, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: 0.0450, recall@thr=0.5: 0.6700, prec@thr=0.5: 0.7569, recall@top3: 0.7804, prec@top3: 0.6470, recall@top5: 0.9165, prec@top5: 0.4666, loss: 0.0450, grad_norm: 0.1563 2020-11-26 19:57:50,307 - mmaction - INFO - Epoch [8][260/1921] lr: 1.500e-01, eta: 8:04:22, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1457 2020-11-26 19:58:13,350 - mmaction - INFO - Epoch [8][280/1921] lr: 1.500e-01, eta: 8:03:58, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: 0.0464, recall@thr=0.5: 0.6628, prec@thr=0.5: 0.7380, recall@top3: 0.7801, prec@top3: 0.6361, recall@top5: 0.9047, prec@top5: 0.4529, loss: 0.0464, grad_norm: 0.1417 2020-11-26 19:58:36,356 - mmaction - INFO - Epoch [8][300/1921] lr: 1.500e-01, eta: 8:03:33, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1398 2020-11-26 19:58:59,433 - mmaction - INFO - Epoch [8][320/1921] lr: 1.500e-01, eta: 8:03:09, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1424 2020-11-26 19:59:22,490 - mmaction - INFO - Epoch [8][340/1921] lr: 1.500e-01, eta: 8:02:45, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1443 2020-11-26 19:59:45,505 - mmaction - INFO - Epoch [8][360/1921] lr: 1.500e-01, eta: 8:02:20, 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: 0.1470 2020-11-26 20:00:08,717 - mmaction - INFO - Epoch [8][380/1921] lr: 1.500e-01, eta: 8:01:56, time: 1.161, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1460 2020-11-26 20:00:31,913 - mmaction - INFO - Epoch [8][400/1921] lr: 1.500e-01, eta: 8:01:32, time: 1.160, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1497 2020-11-26 20:00:54,946 - mmaction - INFO - Epoch [8][420/1921] lr: 1.500e-01, eta: 8:01:08, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1540 2020-11-26 20:01:18,004 - mmaction - INFO - Epoch [8][440/1921] lr: 1.500e-01, eta: 8:00:43, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: 0.0483, recall@thr=0.5: 0.6541, prec@thr=0.5: 0.7538, recall@top3: 0.7818, prec@top3: 0.6459, recall@top5: 0.9173, prec@top5: 0.4655, loss: 0.0483, grad_norm: 0.1519 2020-11-26 20:01:41,196 - mmaction - INFO - Epoch [8][460/1921] lr: 1.500e-01, eta: 8:00:19, time: 1.160, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1544 2020-11-26 20:02:04,254 - mmaction - INFO - Epoch [8][480/1921] lr: 1.500e-01, eta: 7:59:55, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: 0.0445, recall@thr=0.5: 0.6800, prec@thr=0.5: 0.7630, recall@top3: 0.8038, prec@top3: 0.6381, recall@top5: 0.9256, prec@top5: 0.4535, loss: 0.0445, grad_norm: 0.1433 2020-11-26 20:02:27,385 - mmaction - INFO - Epoch [8][500/1921] lr: 1.500e-01, eta: 7:59:31, time: 1.157, data_time: 0.000, memory: 9523, loss_action_cls: 0.0455, recall@thr=0.5: 0.6522, prec@thr=0.5: 0.7460, recall@top3: 0.7792, prec@top3: 0.6316, recall@top5: 0.9257, prec@top5: 0.4604, loss: 0.0455, grad_norm: 0.1492 2020-11-26 20:02:50,396 - mmaction - INFO - Epoch [8][520/1921] lr: 1.500e-01, eta: 7:59:06, 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: 0.1407 2020-11-26 20:03:13,331 - mmaction - INFO - Epoch [8][540/1921] lr: 1.500e-01, eta: 7:58:42, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: 0.0453, recall@thr=0.5: 0.6700, prec@thr=0.5: 0.7495, recall@top3: 0.7900, prec@top3: 0.6502, recall@top5: 0.9256, prec@top5: 0.4667, loss: 0.0453, grad_norm: 0.1447 2020-11-26 20:03:36,444 - mmaction - INFO - Epoch [8][560/1921] lr: 1.500e-01, eta: 7:58:18, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: 0.0459, recall@thr=0.5: 0.6625, prec@thr=0.5: 0.7446, recall@top3: 0.7852, prec@top3: 0.6278, recall@top5: 0.9156, prec@top5: 0.4510, loss: 0.0459, grad_norm: 0.1390 2020-11-26 20:03:59,421 - mmaction - INFO - Epoch [8][580/1921] lr: 1.500e-01, eta: 7:57:53, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 20:04:22,335 - mmaction - INFO - Epoch [8][600/1921] lr: 1.500e-01, eta: 7:57:29, time: 1.145, data_time: 0.001, memory: 9523, loss_action_cls: 0.0475, recall@thr=0.5: 0.6341, prec@thr=0.5: 0.7491, recall@top3: 0.7680, prec@top3: 0.6160, recall@top5: 0.9020, prec@top5: 0.4452, loss: 0.0475, grad_norm: 0.1409 2020-11-26 20:04:45,169 - mmaction - INFO - Epoch [8][620/1921] lr: 1.500e-01, eta: 7:57:04, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1460 2020-11-26 20:05:08,171 - mmaction - INFO - Epoch [8][640/1921] lr: 1.500e-01, eta: 7:56:40, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: 0.0477, recall@thr=0.5: 0.6595, prec@thr=0.5: 0.7565, recall@top3: 0.7816, prec@top3: 0.6301, recall@top5: 0.9154, prec@top5: 0.4519, loss: 0.0477, grad_norm: 0.1451 2020-11-26 20:05:31,116 - mmaction - INFO - Epoch [8][660/1921] lr: 1.500e-01, eta: 7:56:15, 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: 0.1379 2020-11-26 20:05:53,940 - mmaction - INFO - Epoch [8][680/1921] lr: 1.500e-01, eta: 7:55:51, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1464 2020-11-26 20:06:16,700 - mmaction - INFO - Epoch [8][700/1921] lr: 1.500e-01, eta: 7:55:26, time: 1.138, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1422 2020-11-26 20:06:39,723 - mmaction - INFO - Epoch [8][720/1921] lr: 1.500e-01, eta: 7:55:01, 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: 0.1498 2020-11-26 20:07:02,638 - mmaction - INFO - Epoch [8][740/1921] lr: 1.500e-01, eta: 7:54:37, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1513 2020-11-26 20:07:25,518 - mmaction - INFO - Epoch [8][760/1921] lr: 1.500e-01, eta: 7:54:12, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1466 2020-11-26 20:07:48,977 - mmaction - INFO - Epoch [8][780/1921] lr: 1.500e-01, eta: 7:53:49, time: 1.173, data_time: 0.019, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1439 2020-11-26 20:08:11,879 - mmaction - INFO - Epoch [8][800/1921] lr: 1.500e-01, eta: 7:53:24, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: 0.0468, recall@thr=0.5: 0.6823, prec@thr=0.5: 0.7509, recall@top3: 0.7828, prec@top3: 0.6408, recall@top5: 0.9145, prec@top5: 0.4604, loss: 0.0468, grad_norm: 0.1421 2020-11-26 20:08:34,732 - mmaction - INFO - Epoch [8][820/1921] lr: 1.500e-01, eta: 7:53:00, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1498 2020-11-26 20:08:57,693 - mmaction - INFO - Epoch [8][840/1921] lr: 1.500e-01, eta: 7:52:35, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 20:09:20,856 - mmaction - INFO - Epoch [8][860/1921] lr: 1.500e-01, eta: 7:52:11, time: 1.158, data_time: 0.000, memory: 9523, loss_action_cls: 0.0477, recall@thr=0.5: 0.6702, prec@thr=0.5: 0.7445, recall@top3: 0.7891, prec@top3: 0.6344, recall@top5: 0.9219, prec@top5: 0.4563, loss: 0.0477, grad_norm: 0.1408 2020-11-26 20:09:43,778 - mmaction - INFO - Epoch [8][880/1921] lr: 1.500e-01, eta: 7:51:47, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: 0.0453, recall@thr=0.5: 0.6643, prec@thr=0.5: 0.7555, recall@top3: 0.7904, prec@top3: 0.6426, recall@top5: 0.9217, prec@top5: 0.4588, loss: 0.0453, grad_norm: 0.1497 2020-11-26 20:10:06,783 - mmaction - INFO - Epoch [8][900/1921] lr: 1.500e-01, eta: 7:51:22, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 20:10:29,725 - mmaction - INFO - Epoch [8][920/1921] lr: 1.500e-01, eta: 7:50:58, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1522 2020-11-26 20:10:52,562 - mmaction - INFO - Epoch [8][940/1921] lr: 1.500e-01, eta: 7:50:33, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1435 2020-11-26 20:11:15,602 - mmaction - INFO - Epoch [8][960/1921] lr: 1.500e-01, eta: 7:50:09, 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: 0.1463 2020-11-26 20:11:38,559 - mmaction - INFO - Epoch [8][980/1921] lr: 1.500e-01, eta: 7:49:45, 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: 0.1549 2020-11-26 20:12:01,600 - mmaction - INFO - Epoch [8][1000/1921] lr: 1.500e-01, eta: 7:49:20, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 20:12:24,555 - mmaction - INFO - Epoch [8][1020/1921] lr: 1.500e-01, eta: 7:48:56, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1502 2020-11-26 20:12:47,674 - mmaction - INFO - Epoch [8][1040/1921] lr: 1.500e-01, eta: 7:48:32, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1466 2020-11-26 20:13:10,626 - mmaction - INFO - Epoch [8][1060/1921] lr: 1.500e-01, eta: 7:48:08, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 20:13:33,738 - mmaction - INFO - Epoch [8][1080/1921] lr: 1.500e-01, eta: 7:47:43, time: 1.156, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1484 2020-11-26 20:13:56,664 - mmaction - INFO - Epoch [8][1100/1921] lr: 1.500e-01, eta: 7:47:19, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1431 2020-11-26 20:14:19,698 - mmaction - INFO - Epoch [8][1120/1921] lr: 1.500e-01, eta: 7:46:55, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1409 2020-11-26 20:14:42,769 - mmaction - INFO - Epoch [8][1140/1921] lr: 1.500e-01, eta: 7:46:31, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: 0.0461, recall@thr=0.5: 0.6648, prec@thr=0.5: 0.7484, recall@top3: 0.7781, prec@top3: 0.6376, recall@top5: 0.9102, prec@top5: 0.4576, loss: 0.0461, grad_norm: 0.1447 2020-11-26 20:15:05,684 - mmaction - INFO - Epoch [8][1160/1921] lr: 1.500e-01, eta: 7:46:06, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: 0.0452, recall@thr=0.5: 0.6672, prec@thr=0.5: 0.7493, recall@top3: 0.7917, prec@top3: 0.6392, recall@top5: 0.9195, prec@top5: 0.4586, loss: 0.0452, grad_norm: 0.1452 2020-11-26 20:15:28,738 - mmaction - INFO - Epoch [8][1180/1921] lr: 1.500e-01, eta: 7:45:42, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: 0.0455, recall@thr=0.5: 0.6562, prec@thr=0.5: 0.7386, recall@top3: 0.7851, prec@top3: 0.6303, recall@top5: 0.9225, prec@top5: 0.4527, loss: 0.0455, grad_norm: 0.1586 2020-11-26 20:15:51,750 - mmaction - INFO - Epoch [8][1200/1921] lr: 1.500e-01, eta: 7:45:18, time: 1.151, data_time: 0.000, memory: 9523, loss_action_cls: 0.0443, recall@thr=0.5: 0.6576, prec@thr=0.5: 0.7526, recall@top3: 0.7935, prec@top3: 0.6510, recall@top5: 0.9268, prec@top5: 0.4675, loss: 0.0443, grad_norm: 0.1495 2020-11-26 20:16:14,595 - mmaction - INFO - Epoch [8][1220/1921] lr: 1.500e-01, eta: 7:44:53, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: 0.0469, recall@thr=0.5: 0.6622, prec@thr=0.5: 0.7430, recall@top3: 0.7835, prec@top3: 0.6456, recall@top5: 0.9196, prec@top5: 0.4644, loss: 0.0469, grad_norm: 0.1501 2020-11-26 20:16:37,624 - mmaction - INFO - Epoch [8][1240/1921] lr: 1.500e-01, eta: 7:44:29, 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: 0.1437 2020-11-26 20:17:00,654 - mmaction - INFO - Epoch [8][1260/1921] lr: 1.500e-01, eta: 7:44:05, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1473 2020-11-26 20:17:23,541 - mmaction - INFO - Epoch [8][1280/1921] lr: 1.500e-01, eta: 7:43:40, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: 0.0448, recall@thr=0.5: 0.6744, prec@thr=0.5: 0.7586, recall@top3: 0.7947, prec@top3: 0.6438, recall@top5: 0.9239, prec@top5: 0.4589, loss: 0.0448, grad_norm: 0.1479 2020-11-26 20:17:46,624 - mmaction - INFO - Epoch [8][1300/1921] lr: 1.500e-01, eta: 7:43:16, time: 1.154, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 20:18:09,612 - mmaction - INFO - Epoch [8][1320/1921] lr: 1.500e-01, eta: 7:42:52, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1545 2020-11-26 20:18:32,703 - mmaction - INFO - Epoch [8][1340/1921] lr: 1.500e-01, eta: 7:42:28, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1408 2020-11-26 20:18:55,650 - mmaction - INFO - Epoch [8][1360/1921] lr: 1.500e-01, eta: 7:42:03, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1436 2020-11-26 20:19:18,546 - mmaction - INFO - Epoch [8][1380/1921] lr: 1.500e-01, eta: 7:41:39, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: 0.0447, recall@thr=0.5: 0.6852, prec@thr=0.5: 0.7695, recall@top3: 0.7945, prec@top3: 0.6463, recall@top5: 0.9298, prec@top5: 0.4655, loss: 0.0447, grad_norm: 0.1419 2020-11-26 20:19:41,491 - mmaction - INFO - Epoch [8][1400/1921] lr: 1.500e-01, eta: 7:41:15, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: 0.0443, recall@thr=0.5: 0.6856, prec@thr=0.5: 0.7614, recall@top3: 0.7978, prec@top3: 0.6608, recall@top5: 0.9266, prec@top5: 0.4722, loss: 0.0443, grad_norm: 0.1484 2020-11-26 20:20:04,553 - mmaction - INFO - Epoch [8][1420/1921] lr: 1.500e-01, eta: 7:40:51, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 20:20:27,457 - mmaction - INFO - Epoch [8][1440/1921] lr: 1.500e-01, eta: 7:40:26, 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: 0.1480 2020-11-26 20:20:50,377 - mmaction - INFO - Epoch [8][1460/1921] lr: 1.500e-01, eta: 7:40:02, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: 0.0447, recall@thr=0.5: 0.6798, prec@thr=0.5: 0.7539, recall@top3: 0.7948, prec@top3: 0.6513, recall@top5: 0.9244, prec@top5: 0.4640, loss: 0.0447, grad_norm: 0.1442 2020-11-26 20:21:13,288 - mmaction - INFO - Epoch [8][1480/1921] lr: 1.500e-01, eta: 7:39:37, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1464 2020-11-26 20:21:36,158 - mmaction - INFO - Epoch [8][1500/1921] lr: 1.500e-01, eta: 7:39:13, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: 0.0456, recall@thr=0.5: 0.6533, prec@thr=0.5: 0.7364, recall@top3: 0.7779, prec@top3: 0.6328, recall@top5: 0.9160, prec@top5: 0.4571, loss: 0.0456, grad_norm: 0.1527 2020-11-26 20:21:59,025 - mmaction - INFO - Epoch [8][1520/1921] lr: 1.500e-01, eta: 7:38:49, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1385 2020-11-26 20:22:21,948 - mmaction - INFO - Epoch [8][1540/1921] lr: 1.500e-01, eta: 7:38:24, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: 0.0458, recall@thr=0.5: 0.6813, prec@thr=0.5: 0.7680, recall@top3: 0.7937, prec@top3: 0.6453, recall@top5: 0.9125, prec@top5: 0.4560, loss: 0.0458, grad_norm: 0.1420 2020-11-26 20:22:44,996 - mmaction - INFO - Epoch [8][1560/1921] lr: 1.500e-01, eta: 7:38:00, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1490 2020-11-26 20:23:07,997 - mmaction - INFO - Epoch [8][1580/1921] lr: 1.500e-01, eta: 7:37:36, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: 0.0442, recall@thr=0.5: 0.6615, prec@thr=0.5: 0.7395, recall@top3: 0.7852, prec@top3: 0.6357, recall@top5: 0.9182, prec@top5: 0.4560, loss: 0.0442, grad_norm: 0.1462 2020-11-26 20:23:30,870 - mmaction - INFO - Epoch [8][1600/1921] lr: 1.500e-01, eta: 7:37:12, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1522 2020-11-26 20:23:53,920 - mmaction - INFO - Epoch [8][1620/1921] lr: 1.500e-01, eta: 7:36:47, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: 0.0445, recall@thr=0.5: 0.6729, prec@thr=0.5: 0.7561, recall@top3: 0.7858, prec@top3: 0.6370, recall@top5: 0.9166, prec@top5: 0.4568, loss: 0.0445, grad_norm: 0.1435 2020-11-26 20:24:16,879 - mmaction - INFO - Epoch [8][1640/1921] lr: 1.500e-01, eta: 7:36:23, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1480 2020-11-26 20:24:39,882 - mmaction - INFO - Epoch [8][1660/1921] lr: 1.500e-01, eta: 7:35:59, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1435 2020-11-26 20:25:02,795 - mmaction - INFO - Epoch [8][1680/1921] lr: 1.500e-01, eta: 7:35:35, time: 1.145, data_time: 0.001, memory: 9523, loss_action_cls: 0.0457, recall@thr=0.5: 0.6833, prec@thr=0.5: 0.7618, recall@top3: 0.7865, prec@top3: 0.6539, recall@top5: 0.9194, prec@top5: 0.4682, loss: 0.0457, grad_norm: 0.1658 2020-11-26 20:25:25,870 - mmaction - INFO - Epoch [8][1700/1921] lr: 1.500e-01, eta: 7:35:11, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: 0.0478, recall@thr=0.5: 0.6422, prec@thr=0.5: 0.7358, recall@top3: 0.7717, prec@top3: 0.6325, recall@top5: 0.9118, prec@top5: 0.4584, loss: 0.0478, grad_norm: 0.1448 2020-11-26 20:25:48,738 - mmaction - INFO - Epoch [8][1720/1921] lr: 1.500e-01, eta: 7:34:46, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: 0.0449, recall@thr=0.5: 0.6643, prec@thr=0.5: 0.7580, recall@top3: 0.7874, prec@top3: 0.6450, recall@top5: 0.9186, prec@top5: 0.4603, loss: 0.0449, grad_norm: 0.1366 2020-11-26 20:26:11,780 - mmaction - INFO - Epoch [8][1740/1921] lr: 1.500e-01, eta: 7:34:22, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1496 2020-11-26 20:26:34,857 - mmaction - INFO - Epoch [8][1760/1921] lr: 1.500e-01, eta: 7:33:58, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: 0.0467, recall@thr=0.5: 0.6734, prec@thr=0.5: 0.7552, recall@top3: 0.7857, prec@top3: 0.6390, recall@top5: 0.9185, prec@top5: 0.4588, loss: 0.0467, grad_norm: 0.1433 2020-11-26 20:26:57,666 - mmaction - INFO - Epoch [8][1780/1921] lr: 1.500e-01, eta: 7:33:33, 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: 0.1391 2020-11-26 20:27:20,650 - mmaction - INFO - Epoch [8][1800/1921] lr: 1.500e-01, eta: 7:33:09, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1522 2020-11-26 20:27:43,508 - mmaction - INFO - Epoch [8][1820/1921] lr: 1.500e-01, eta: 7:32:45, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1472 2020-11-26 20:28:06,417 - mmaction - INFO - Epoch [8][1840/1921] lr: 1.500e-01, eta: 7:32:21, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: 0.0452, recall@thr=0.5: 0.6721, prec@thr=0.5: 0.7560, recall@top3: 0.7839, prec@top3: 0.6453, recall@top5: 0.9230, prec@top5: 0.4671, loss: 0.0452, grad_norm: 0.1465 2020-11-26 20:28:29,223 - mmaction - INFO - Epoch [8][1860/1921] lr: 1.500e-01, eta: 7:31:56, time: 1.140, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1419 2020-11-26 20:28:52,121 - mmaction - INFO - Epoch [8][1880/1921] lr: 1.500e-01, eta: 7:31:32, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: 0.0473, recall@thr=0.5: 0.6695, prec@thr=0.5: 0.7453, recall@top3: 0.7736, prec@top3: 0.6312, recall@top5: 0.9147, prec@top5: 0.4578, loss: 0.0473, grad_norm: 0.1497 2020-11-26 20:29:15,012 - mmaction - INFO - Epoch [8][1900/1921] lr: 1.500e-01, eta: 7:31:07, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1331 2020-11-26 20:29:38,014 - mmaction - INFO - Epoch [8][1920/1921] lr: 1.500e-01, eta: 7:30:43, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1570 2020-11-26 20:29:42,486 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-11-26 20:35:27,068 - mmaction - INFO - Evaluating proposal ... 2020-11-26 20:36:32,270 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 20:36:32,271 - mmaction - INFO - Evaluating bbox ... 2020-11-26 20:45:17,158 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2251 2020-11-26 20:45:18,350 - mmaction - INFO - Epoch(val) [8][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2251 2020-11-26 20:46:23,015 - mmaction - INFO - Epoch [9][20/1921] lr: 1.500e-01, eta: 7:31:19, time: 3.232, data_time: 2.115, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1441 2020-11-26 20:46:45,414 - mmaction - INFO - Epoch [9][40/1921] lr: 1.500e-01, eta: 7:30:53, 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: 0.1377 2020-11-26 20:47:07,827 - mmaction - INFO - Epoch [9][60/1921] lr: 1.500e-01, eta: 7:30:28, time: 1.121, data_time: 0.000, memory: 9523, loss_action_cls: 0.0443, recall@thr=0.5: 0.6584, prec@thr=0.5: 0.7377, recall@top3: 0.7911, prec@top3: 0.6353, recall@top5: 0.9299, prec@top5: 0.4566, loss: 0.0443, grad_norm: 0.1494 2020-11-26 20:47:30,382 - mmaction - INFO - Epoch [9][80/1921] lr: 1.500e-01, eta: 7:30:03, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: 0.0432, recall@thr=0.5: 0.6740, prec@thr=0.5: 0.7632, recall@top3: 0.7946, prec@top3: 0.6449, recall@top5: 0.9270, prec@top5: 0.4579, loss: 0.0432, grad_norm: 0.1550 2020-11-26 20:47:53,184 - mmaction - INFO - Epoch [9][100/1921] lr: 1.500e-01, eta: 7:29:39, time: 1.140, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1433 2020-11-26 20:48:15,963 - mmaction - INFO - Epoch [9][120/1921] lr: 1.500e-01, eta: 7:29:14, time: 1.138, data_time: 0.000, memory: 9523, loss_action_cls: 0.0446, recall@thr=0.5: 0.6595, prec@thr=0.5: 0.7629, recall@top3: 0.7847, prec@top3: 0.6362, recall@top5: 0.9134, prec@top5: 0.4552, loss: 0.0446, grad_norm: 0.1512 2020-11-26 20:48:38,795 - mmaction - INFO - Epoch [9][140/1921] lr: 1.500e-01, eta: 7:28:50, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: 0.0440, recall@thr=0.5: 0.6860, prec@thr=0.5: 0.7658, recall@top3: 0.7958, prec@top3: 0.6564, recall@top5: 0.9191, prec@top5: 0.4659, loss: 0.0440, grad_norm: 0.1416 2020-11-26 20:49:01,741 - mmaction - INFO - Epoch [9][160/1921] lr: 1.500e-01, eta: 7:28:25, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: 0.0451, recall@thr=0.5: 0.6649, prec@thr=0.5: 0.7587, recall@top3: 0.7779, prec@top3: 0.6421, recall@top5: 0.9212, prec@top5: 0.4650, loss: 0.0451, grad_norm: 0.1447 2020-11-26 20:49:24,886 - mmaction - INFO - Epoch [9][180/1921] lr: 1.500e-01, eta: 7:28:01, time: 1.158, data_time: 0.001, memory: 9523, loss_action_cls: 0.0461, recall@thr=0.5: 0.6723, prec@thr=0.5: 0.7392, recall@top3: 0.7766, prec@top3: 0.6357, recall@top5: 0.9162, prec@top5: 0.4607, loss: 0.0461, grad_norm: 0.1483 2020-11-26 20:49:47,813 - mmaction - INFO - Epoch [9][200/1921] lr: 1.500e-01, eta: 7:27:37, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: 0.0436, recall@thr=0.5: 0.6634, prec@thr=0.5: 0.7498, recall@top3: 0.7832, prec@top3: 0.6429, recall@top5: 0.9200, prec@top5: 0.4631, loss: 0.0436, grad_norm: 0.1425 2020-11-26 20:50:10,740 - mmaction - INFO - Epoch [9][220/1921] lr: 1.500e-01, eta: 7:27:12, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: 0.0435, recall@thr=0.5: 0.6714, prec@thr=0.5: 0.7578, recall@top3: 0.7897, prec@top3: 0.6436, recall@top5: 0.9265, prec@top5: 0.4616, loss: 0.0435, grad_norm: 0.1450 2020-11-26 20:50:33,882 - mmaction - INFO - Epoch [9][240/1921] lr: 1.500e-01, eta: 7:26:48, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: 0.0441, recall@thr=0.5: 0.6617, prec@thr=0.5: 0.7593, recall@top3: 0.7881, prec@top3: 0.6443, recall@top5: 0.9169, prec@top5: 0.4613, loss: 0.0441, grad_norm: 0.1452 2020-11-26 20:50:56,805 - mmaction - INFO - Epoch [9][260/1921] lr: 1.500e-01, eta: 7:26:24, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1417 2020-11-26 20:51:20,176 - mmaction - INFO - Epoch [9][280/1921] lr: 1.500e-01, eta: 7:26:00, time: 1.169, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1469 2020-11-26 20:51:43,211 - mmaction - INFO - Epoch [9][300/1921] lr: 1.500e-01, eta: 7:25:36, 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: 0.1370 2020-11-26 20:52:06,248 - mmaction - INFO - Epoch [9][320/1921] lr: 1.500e-01, eta: 7:25:12, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 20:52:29,206 - mmaction - INFO - Epoch [9][340/1921] lr: 1.500e-01, eta: 7:24:48, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: 0.0467, recall@thr=0.5: 0.6558, prec@thr=0.5: 0.7398, recall@top3: 0.7841, prec@top3: 0.6379, recall@top5: 0.9201, prec@top5: 0.4607, loss: 0.0467, grad_norm: 0.1600 2020-11-26 20:52:52,293 - mmaction - INFO - Epoch [9][360/1921] lr: 1.500e-01, eta: 7:24:24, time: 1.154, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1469 2020-11-26 20:53:15,501 - mmaction - INFO - Epoch [9][380/1921] lr: 1.500e-01, eta: 7:24:00, time: 1.160, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 20:53:38,534 - mmaction - INFO - Epoch [9][400/1921] lr: 1.500e-01, eta: 7:23:36, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: 0.0460, recall@thr=0.5: 0.6725, prec@thr=0.5: 0.7502, recall@top3: 0.7815, prec@top3: 0.6344, recall@top5: 0.9190, prec@top5: 0.4608, loss: 0.0460, grad_norm: 0.1634 2020-11-26 20:54:01,329 - mmaction - INFO - Epoch [9][420/1921] lr: 1.500e-01, eta: 7:23:11, time: 1.140, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1454 2020-11-26 20:54:24,424 - mmaction - INFO - Epoch [9][440/1921] lr: 1.500e-01, eta: 7:22:47, time: 1.154, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 20:54:47,450 - mmaction - INFO - Epoch [9][460/1921] lr: 1.500e-01, eta: 7:22:23, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: 0.0462, recall@thr=0.5: 0.6783, prec@thr=0.5: 0.7573, recall@top3: 0.7887, prec@top3: 0.6427, recall@top5: 0.9247, prec@top5: 0.4626, loss: 0.0462, grad_norm: 0.1427 2020-11-26 20:55:10,500 - mmaction - INFO - Epoch [9][480/1921] lr: 1.500e-01, eta: 7:21:59, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1570 2020-11-26 20:55:33,444 - mmaction - INFO - Epoch [9][500/1921] lr: 1.500e-01, eta: 7:21:34, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1452 2020-11-26 20:55:56,456 - mmaction - INFO - Epoch [9][520/1921] lr: 1.500e-01, eta: 7:21:10, 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 20:56:19,483 - mmaction - INFO - Epoch [9][540/1921] lr: 1.500e-01, eta: 7:20:46, 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: 0.1543 2020-11-26 20:56:42,551 - mmaction - INFO - Epoch [9][560/1921] lr: 1.500e-01, eta: 7:20:22, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: 0.0442, recall@thr=0.5: 0.6782, prec@thr=0.5: 0.7616, recall@top3: 0.7936, prec@top3: 0.6582, recall@top5: 0.9262, prec@top5: 0.4700, loss: 0.0442, grad_norm: 0.1450 2020-11-26 20:57:05,550 - mmaction - INFO - Epoch [9][580/1921] lr: 1.500e-01, eta: 7:19:58, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1449 2020-11-26 20:57:28,552 - mmaction - INFO - Epoch [9][600/1921] lr: 1.500e-01, eta: 7:19:34, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: 0.0455, recall@thr=0.5: 0.6673, prec@thr=0.5: 0.7546, recall@top3: 0.7778, prec@top3: 0.6323, recall@top5: 0.9267, prec@top5: 0.4612, loss: 0.0455, grad_norm: 0.1445 2020-11-26 20:57:51,611 - mmaction - INFO - Epoch [9][620/1921] lr: 1.500e-01, eta: 7:19:09, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1509 2020-11-26 20:58:14,691 - mmaction - INFO - Epoch [9][640/1921] lr: 1.500e-01, eta: 7:18:45, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1481 2020-11-26 20:58:37,566 - mmaction - INFO - Epoch [9][660/1921] lr: 1.500e-01, eta: 7:18:21, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1470 2020-11-26 20:59:00,504 - mmaction - INFO - Epoch [9][680/1921] lr: 1.500e-01, eta: 7:17:57, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: 0.0434, recall@thr=0.5: 0.6811, prec@thr=0.5: 0.7604, recall@top3: 0.8030, prec@top3: 0.6492, recall@top5: 0.9300, prec@top5: 0.4606, loss: 0.0434, grad_norm: 0.1540 2020-11-26 20:59:23,533 - mmaction - INFO - Epoch [9][700/1921] lr: 1.500e-01, eta: 7:17:33, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1461 2020-11-26 20:59:46,428 - mmaction - INFO - Epoch [9][720/1921] lr: 1.500e-01, eta: 7:17:08, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: 0.0442, recall@thr=0.5: 0.6834, prec@thr=0.5: 0.7526, recall@top3: 0.7928, prec@top3: 0.6453, recall@top5: 0.9326, prec@top5: 0.4645, loss: 0.0442, grad_norm: 0.1549 2020-11-26 21:00:09,391 - mmaction - INFO - Epoch [9][740/1921] lr: 1.500e-01, eta: 7:16:44, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: 0.0444, recall@thr=0.5: 0.6632, prec@thr=0.5: 0.7612, recall@top3: 0.7909, prec@top3: 0.6448, recall@top5: 0.9167, prec@top5: 0.4569, loss: 0.0444, grad_norm: 0.1472 2020-11-26 21:00:32,347 - mmaction - INFO - Epoch [9][760/1921] lr: 1.500e-01, eta: 7:16:20, 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: 0.1464 2020-11-26 21:00:55,367 - mmaction - INFO - Epoch [9][780/1921] lr: 1.500e-01, eta: 7:15:56, time: 1.151, data_time: 0.000, memory: 9523, loss_action_cls: 0.0454, recall@thr=0.5: 0.6806, prec@thr=0.5: 0.7574, recall@top3: 0.7814, prec@top3: 0.6449, recall@top5: 0.9177, prec@top5: 0.4663, loss: 0.0454, grad_norm: 0.1538 2020-11-26 21:01:18,315 - mmaction - INFO - Epoch [9][800/1921] lr: 1.500e-01, eta: 7:15:32, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: 0.0461, recall@thr=0.5: 0.6579, prec@thr=0.5: 0.7440, recall@top3: 0.7726, prec@top3: 0.6254, recall@top5: 0.9158, prec@top5: 0.4567, loss: 0.0461, grad_norm: 0.1560 2020-11-26 21:01:41,291 - mmaction - INFO - Epoch [9][820/1921] lr: 1.500e-01, eta: 7:15:07, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 21:02:04,211 - mmaction - INFO - Epoch [9][840/1921] lr: 1.500e-01, eta: 7:14:43, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1336 2020-11-26 21:02:27,247 - mmaction - INFO - Epoch [9][860/1921] lr: 1.500e-01, eta: 7:14:19, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1452 2020-11-26 21:02:50,135 - mmaction - INFO - Epoch [9][880/1921] lr: 1.500e-01, eta: 7:13:55, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 21:03:13,180 - mmaction - INFO - Epoch [9][900/1921] lr: 1.500e-01, eta: 7:13:31, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: 0.0435, recall@thr=0.5: 0.6798, prec@thr=0.5: 0.7602, recall@top3: 0.7899, prec@top3: 0.6407, recall@top5: 0.9219, prec@top5: 0.4574, loss: 0.0435, grad_norm: 0.1485 2020-11-26 21:03:36,177 - mmaction - INFO - Epoch [9][920/1921] lr: 1.500e-01, eta: 7:13:06, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1443 2020-11-26 21:03:59,281 - mmaction - INFO - Epoch [9][940/1921] lr: 1.500e-01, eta: 7:12:42, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1545 2020-11-26 21:04:22,159 - mmaction - INFO - Epoch [9][960/1921] lr: 1.500e-01, eta: 7:12:18, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: 0.0435, recall@thr=0.5: 0.6802, prec@thr=0.5: 0.7499, recall@top3: 0.7890, prec@top3: 0.6343, recall@top5: 0.9146, prec@top5: 0.4510, loss: 0.0435, grad_norm: 0.1590 2020-11-26 21:04:45,105 - mmaction - INFO - Epoch [9][980/1921] lr: 1.500e-01, eta: 7:11:54, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1504 2020-11-26 21:05:08,073 - mmaction - INFO - Epoch [9][1000/1921] lr: 1.500e-01, eta: 7:11:30, 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: 0.1435 2020-11-26 21:05:31,166 - mmaction - INFO - Epoch [9][1020/1921] lr: 1.500e-01, eta: 7:11:06, time: 1.154, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1497 2020-11-26 21:05:54,300 - mmaction - INFO - Epoch [9][1040/1921] lr: 1.500e-01, eta: 7:10:42, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 21:06:17,267 - mmaction - INFO - Epoch [9][1060/1921] lr: 1.500e-01, eta: 7:10:18, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1491 2020-11-26 21:06:40,483 - mmaction - INFO - Epoch [9][1080/1921] lr: 1.500e-01, eta: 7:09:54, time: 1.160, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1431 2020-11-26 21:07:03,474 - mmaction - INFO - Epoch [9][1100/1921] lr: 1.500e-01, eta: 7:09:30, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 21:07:26,268 - mmaction - INFO - Epoch [9][1120/1921] lr: 1.500e-01, eta: 7:09:05, time: 1.139, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 21:07:49,199 - mmaction - INFO - Epoch [9][1140/1921] lr: 1.500e-01, eta: 7:08:41, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: 0.0446, recall@thr=0.5: 0.6715, prec@thr=0.5: 0.7389, recall@top3: 0.7909, prec@top3: 0.6575, recall@top5: 0.9225, prec@top5: 0.4693, loss: 0.0446, grad_norm: 0.1496 2020-11-26 21:08:12,217 - mmaction - INFO - Epoch [9][1160/1921] lr: 1.500e-01, eta: 7:08:17, time: 1.151, data_time: 0.000, memory: 9523, loss_action_cls: 0.0421, recall@thr=0.5: 0.6676, prec@thr=0.5: 0.7650, recall@top3: 0.7931, prec@top3: 0.6467, recall@top5: 0.9222, prec@top5: 0.4628, loss: 0.0421, grad_norm: 0.1537 2020-11-26 21:08:35,231 - mmaction - INFO - Epoch [9][1180/1921] lr: 1.500e-01, eta: 7:07:53, 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: 0.1581 2020-11-26 21:08:58,213 - mmaction - INFO - Epoch [9][1200/1921] lr: 1.500e-01, eta: 7:07:29, time: 1.149, data_time: 0.001, memory: 9523, loss_action_cls: 0.0459, recall@thr=0.5: 0.6649, prec@thr=0.5: 0.7536, recall@top3: 0.7756, prec@top3: 0.6478, recall@top5: 0.9137, prec@top5: 0.4692, loss: 0.0459, grad_norm: 0.1547 2020-11-26 21:09:21,171 - mmaction - INFO - Epoch [9][1220/1921] lr: 1.500e-01, eta: 7:07:05, time: 1.148, data_time: 0.001, memory: 9523, loss_action_cls: 0.0440, recall@thr=0.5: 0.6775, prec@thr=0.5: 0.7609, recall@top3: 0.8005, prec@top3: 0.6439, recall@top5: 0.9278, prec@top5: 0.4547, loss: 0.0440, grad_norm: 0.1435 2020-11-26 21:09:44,292 - mmaction - INFO - Epoch [9][1240/1921] lr: 1.500e-01, eta: 7:06:41, time: 1.156, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 21:10:07,404 - mmaction - INFO - Epoch [9][1260/1921] lr: 1.500e-01, eta: 7:06:17, time: 1.156, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1447 2020-11-26 21:10:30,451 - mmaction - INFO - Epoch [9][1280/1921] lr: 1.500e-01, eta: 7:05:53, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: 0.0436, recall@thr=0.5: 0.6845, prec@thr=0.5: 0.7573, recall@top3: 0.7924, prec@top3: 0.6501, recall@top5: 0.9293, prec@top5: 0.4690, loss: 0.0436, grad_norm: 0.1671 2020-11-26 21:10:53,518 - mmaction - INFO - Epoch [9][1300/1921] lr: 1.500e-01, eta: 7:05:29, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1519 2020-11-26 21:11:16,503 - mmaction - INFO - Epoch [9][1320/1921] lr: 1.500e-01, eta: 7:05:05, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: 0.0457, recall@thr=0.5: 0.6621, prec@thr=0.5: 0.7458, recall@top3: 0.7839, prec@top3: 0.6333, recall@top5: 0.9220, prec@top5: 0.4575, loss: 0.0457, grad_norm: 0.1415 2020-11-26 21:11:39,644 - mmaction - INFO - Epoch [9][1340/1921] lr: 1.500e-01, eta: 7:04:41, time: 1.157, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 21:12:02,631 - mmaction - INFO - Epoch [9][1360/1921] lr: 1.500e-01, eta: 7:04:17, 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: 0.1448 2020-11-26 21:12:25,594 - mmaction - INFO - Epoch [9][1380/1921] lr: 1.500e-01, eta: 7:03:52, time: 1.148, data_time: 0.001, memory: 9523, loss_action_cls: 0.0448, recall@thr=0.5: 0.6771, prec@thr=0.5: 0.7574, recall@top3: 0.7840, prec@top3: 0.6377, recall@top5: 0.9189, prec@top5: 0.4577, loss: 0.0448, grad_norm: 0.1405 2020-11-26 21:12:48,699 - mmaction - INFO - Epoch [9][1400/1921] lr: 1.500e-01, eta: 7:03:29, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 21:13:11,708 - mmaction - INFO - Epoch [9][1420/1921] lr: 1.500e-01, eta: 7:03:04, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 21:13:34,795 - mmaction - INFO - Epoch [9][1440/1921] lr: 1.500e-01, eta: 7:02:40, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: 0.0446, recall@thr=0.5: 0.6735, prec@thr=0.5: 0.7578, recall@top3: 0.7965, prec@top3: 0.6445, recall@top5: 0.9187, prec@top5: 0.4587, loss: 0.0446, grad_norm: 0.1495 2020-11-26 21:13:57,977 - mmaction - INFO - Epoch [9][1460/1921] lr: 1.500e-01, eta: 7:02:17, time: 1.159, data_time: 0.000, memory: 9523, loss_action_cls: 0.0428, recall@thr=0.5: 0.6709, prec@thr=0.5: 0.7595, recall@top3: 0.7882, prec@top3: 0.6419, recall@top5: 0.9219, prec@top5: 0.4605, loss: 0.0428, grad_norm: 0.1481 2020-11-26 21:14:20,768 - mmaction - INFO - Epoch [9][1480/1921] lr: 1.500e-01, eta: 7:01:52, time: 1.140, data_time: 0.000, memory: 9523, loss_action_cls: 0.0440, recall@thr=0.5: 0.6605, prec@thr=0.5: 0.7527, recall@top3: 0.7930, prec@top3: 0.6492, recall@top5: 0.9207, prec@top5: 0.4616, loss: 0.0440, grad_norm: 0.1553 2020-11-26 21:14:43,658 - mmaction - INFO - Epoch [9][1500/1921] lr: 1.500e-01, eta: 7:01:28, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1471 2020-11-26 21:15:06,639 - mmaction - INFO - Epoch [9][1520/1921] lr: 1.500e-01, eta: 7:01:04, 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: 0.1423 2020-11-26 21:15:29,482 - mmaction - INFO - Epoch [9][1540/1921] lr: 1.500e-01, eta: 7:00:40, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 21:15:52,498 - mmaction - INFO - Epoch [9][1560/1921] lr: 1.500e-01, eta: 7:00:16, time: 1.151, data_time: 0.000, memory: 9523, loss_action_cls: 0.0454, recall@thr=0.5: 0.6585, prec@thr=0.5: 0.7485, recall@top3: 0.7802, prec@top3: 0.6418, recall@top5: 0.9155, prec@top5: 0.4629, loss: 0.0454, grad_norm: 0.1590 2020-11-26 21:16:15,492 - mmaction - INFO - Epoch [9][1580/1921] lr: 1.500e-01, eta: 6:59:52, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 21:16:38,430 - mmaction - INFO - Epoch [9][1600/1921] lr: 1.500e-01, eta: 6:59:28, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: 0.0450, recall@thr=0.5: 0.6757, prec@thr=0.5: 0.7461, recall@top3: 0.7923, prec@top3: 0.6437, recall@top5: 0.9220, prec@top5: 0.4591, loss: 0.0450, grad_norm: 0.1566 2020-11-26 21:17:01,570 - mmaction - INFO - Epoch [9][1620/1921] lr: 1.500e-01, eta: 6:59:04, time: 1.157, data_time: 0.000, memory: 9523, loss_action_cls: 0.0436, recall@thr=0.5: 0.6836, prec@thr=0.5: 0.7686, recall@top3: 0.7935, prec@top3: 0.6464, recall@top5: 0.9202, prec@top5: 0.4597, loss: 0.0436, grad_norm: 0.1457 2020-11-26 21:17:24,504 - mmaction - INFO - Epoch [9][1640/1921] lr: 1.500e-01, eta: 6:58:40, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1529 2020-11-26 21:17:47,680 - mmaction - INFO - Epoch [9][1660/1921] lr: 1.500e-01, eta: 6:58:16, time: 1.159, data_time: 0.001, memory: 9523, loss_action_cls: 0.0437, recall@thr=0.5: 0.6703, prec@thr=0.5: 0.7594, recall@top3: 0.7923, prec@top3: 0.6499, recall@top5: 0.9194, prec@top5: 0.4629, loss: 0.0437, grad_norm: 0.1463 2020-11-26 21:18:10,713 - mmaction - INFO - Epoch [9][1680/1921] lr: 1.500e-01, eta: 6:57:52, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1480 2020-11-26 21:18:33,547 - mmaction - INFO - Epoch [9][1700/1921] lr: 1.500e-01, eta: 6:57:27, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1487 2020-11-26 21:18:56,803 - mmaction - INFO - Epoch [9][1720/1921] lr: 1.500e-01, eta: 6:57:04, time: 1.163, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1598 2020-11-26 21:19:19,699 - mmaction - INFO - Epoch [9][1740/1921] lr: 1.500e-01, eta: 6:56:40, time: 1.145, data_time: 0.001, memory: 9523, loss_action_cls: 0.0435, recall@thr=0.5: 0.6738, prec@thr=0.5: 0.7647, recall@top3: 0.7894, prec@top3: 0.6386, recall@top5: 0.9183, prec@top5: 0.4566, loss: 0.0435, grad_norm: 0.1395 2020-11-26 21:19:42,646 - mmaction - INFO - Epoch [9][1760/1921] lr: 1.500e-01, eta: 6:56:15, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1480 2020-11-26 21:20:05,554 - mmaction - INFO - Epoch [9][1780/1921] lr: 1.500e-01, eta: 6:55:51, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1456 2020-11-26 21:20:28,415 - mmaction - INFO - Epoch [9][1800/1921] lr: 1.500e-01, eta: 6:55:27, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: 0.0432, recall@thr=0.5: 0.6731, prec@thr=0.5: 0.7554, recall@top3: 0.7945, prec@top3: 0.6430, recall@top5: 0.9212, prec@top5: 0.4571, loss: 0.0432, grad_norm: 0.1474 2020-11-26 21:20:51,462 - mmaction - INFO - Epoch [9][1820/1921] lr: 1.500e-01, eta: 6:55:03, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1484 2020-11-26 21:21:14,390 - mmaction - INFO - Epoch [9][1840/1921] lr: 1.500e-01, eta: 6:54:39, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1456 2020-11-26 21:21:37,317 - mmaction - INFO - Epoch [9][1860/1921] lr: 1.500e-01, eta: 6:54:15, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 21:22:00,200 - mmaction - INFO - Epoch [9][1880/1921] lr: 1.500e-01, eta: 6:53:51, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1486 2020-11-26 21:22:23,295 - mmaction - INFO - Epoch [9][1900/1921] lr: 1.500e-01, eta: 6:53:27, time: 1.155, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1570 2020-11-26 21:22:46,120 - mmaction - INFO - Epoch [9][1920/1921] lr: 1.500e-01, eta: 6:53:03, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1520 2020-11-26 21:22:49,960 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-11-26 21:28:35,885 - mmaction - INFO - Evaluating proposal ... 2020-11-26 21:29:41,060 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 21:29:41,061 - mmaction - INFO - Evaluating bbox ... 2020-11-26 21:38:14,298 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2263 2020-11-26 21:38:15,511 - mmaction - INFO - Epoch(val) [9][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2263 2020-11-26 21:39:20,375 - mmaction - INFO - Epoch [10][20/1921] lr: 1.500e-01, eta: 6:53:27, time: 3.242, data_time: 2.125, memory: 9523, loss_action_cls: 0.0427, recall@thr=0.5: 0.6856, prec@thr=0.5: 0.7694, recall@top3: 0.7933, prec@top3: 0.6499, recall@top5: 0.9304, prec@top5: 0.4665, loss: 0.0427, grad_norm: 0.1457 2020-11-26 21:39:42,770 - mmaction - INFO - Epoch [10][40/1921] lr: 1.500e-01, eta: 6:53:02, 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 21:40:05,182 - mmaction - INFO - Epoch [10][60/1921] lr: 1.500e-01, eta: 6:52:37, time: 1.120, data_time: 0.000, memory: 9523, loss_action_cls: 0.0453, recall@thr=0.5: 0.6674, prec@thr=0.5: 0.7556, recall@top3: 0.7872, prec@top3: 0.6410, recall@top5: 0.9187, prec@top5: 0.4595, loss: 0.0453, grad_norm: 0.1495 2020-11-26 21:40:27,788 - mmaction - INFO - Epoch [10][80/1921] lr: 1.500e-01, eta: 6:52:13, time: 1.130, data_time: 0.001, memory: 9523, loss_action_cls: 0.0426, recall@thr=0.5: 0.6884, prec@thr=0.5: 0.7639, recall@top3: 0.8008, prec@top3: 0.6538, recall@top5: 0.9237, prec@top5: 0.4629, loss: 0.0426, grad_norm: 0.1513 2020-11-26 21:40:50,512 - mmaction - INFO - Epoch [10][100/1921] lr: 1.500e-01, eta: 6:51:48, 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: 0.1545 2020-11-26 21:41:13,311 - mmaction - INFO - Epoch [10][120/1921] lr: 1.500e-01, eta: 6:51:24, time: 1.140, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1509 2020-11-26 21:41:36,191 - mmaction - INFO - Epoch [10][140/1921] lr: 1.500e-01, eta: 6:51:00, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 21:41:58,996 - mmaction - INFO - Epoch [10][160/1921] lr: 1.500e-01, eta: 6:50:35, time: 1.140, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1497 2020-11-26 21:42:22,046 - mmaction - INFO - Epoch [10][180/1921] lr: 1.500e-01, eta: 6:50:11, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 21:42:44,912 - mmaction - INFO - Epoch [10][200/1921] lr: 1.500e-01, eta: 6:49:47, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: 0.0434, recall@thr=0.5: 0.6800, prec@thr=0.5: 0.7543, recall@top3: 0.7922, prec@top3: 0.6490, recall@top5: 0.9244, prec@top5: 0.4637, loss: 0.0434, grad_norm: 0.1398 2020-11-26 21:43:07,705 - mmaction - INFO - Epoch [10][220/1921] lr: 1.500e-01, eta: 6:49:23, time: 1.139, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1472 2020-11-26 21:43:30,779 - mmaction - INFO - Epoch [10][240/1921] lr: 1.500e-01, eta: 6:48:59, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 21:43:53,813 - mmaction - INFO - Epoch [10][260/1921] lr: 1.500e-01, eta: 6:48:35, 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: 0.1493 2020-11-26 21:44:16,731 - mmaction - INFO - Epoch [10][280/1921] lr: 1.500e-01, eta: 6:48:11, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 21:44:39,770 - mmaction - INFO - Epoch [10][300/1921] lr: 1.500e-01, eta: 6:47:47, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1491 2020-11-26 21:45:02,746 - mmaction - INFO - Epoch [10][320/1921] lr: 1.500e-01, eta: 6:47:23, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: 0.0437, recall@thr=0.5: 0.6840, prec@thr=0.5: 0.7645, recall@top3: 0.7929, prec@top3: 0.6508, recall@top5: 0.9202, prec@top5: 0.4612, loss: 0.0437, grad_norm: 0.1474 2020-11-26 21:45:25,643 - mmaction - INFO - Epoch [10][340/1921] lr: 1.500e-01, eta: 6:46:58, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: 0.0437, recall@thr=0.5: 0.6843, prec@thr=0.5: 0.7684, recall@top3: 0.8008, prec@top3: 0.6519, recall@top5: 0.9209, prec@top5: 0.4615, loss: 0.0437, grad_norm: 0.1432 2020-11-26 21:45:48,641 - mmaction - INFO - Epoch [10][360/1921] lr: 1.500e-01, eta: 6:46:34, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: 0.0460, recall@thr=0.5: 0.6653, prec@thr=0.5: 0.7454, recall@top3: 0.7837, prec@top3: 0.6530, recall@top5: 0.9138, prec@top5: 0.4663, loss: 0.0460, grad_norm: 0.1500 2020-11-26 21:46:11,554 - mmaction - INFO - Epoch [10][380/1921] lr: 1.500e-01, eta: 6:46:10, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1470 2020-11-26 21:46:34,562 - mmaction - INFO - Epoch [10][400/1921] lr: 1.500e-01, eta: 6:45:46, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1508 2020-11-26 21:46:57,488 - mmaction - INFO - Epoch [10][420/1921] lr: 1.500e-01, eta: 6:45:22, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: 0.0423, recall@thr=0.5: 0.6803, prec@thr=0.5: 0.7621, recall@top3: 0.8010, prec@top3: 0.6540, recall@top5: 0.9314, prec@top5: 0.4651, loss: 0.0423, grad_norm: 0.1462 2020-11-26 21:47:20,479 - mmaction - INFO - Epoch [10][440/1921] lr: 1.500e-01, eta: 6:44:58, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: 0.0439, recall@thr=0.5: 0.6725, prec@thr=0.5: 0.7688, recall@top3: 0.7833, prec@top3: 0.6422, recall@top5: 0.9183, prec@top5: 0.4628, loss: 0.0439, grad_norm: 0.1547 2020-11-26 21:47:43,510 - mmaction - INFO - Epoch [10][460/1921] lr: 1.500e-01, eta: 6:44:34, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: 0.0412, recall@thr=0.5: 0.7075, prec@thr=0.5: 0.7870, recall@top3: 0.8053, prec@top3: 0.6744, recall@top5: 0.9301, prec@top5: 0.4787, loss: 0.0412, grad_norm: 0.1521 2020-11-26 21:48:06,419 - mmaction - INFO - Epoch [10][480/1921] lr: 1.500e-01, eta: 6:44:10, 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: 0.1488 2020-11-26 21:48:29,365 - mmaction - INFO - Epoch [10][500/1921] lr: 1.500e-01, eta: 6:43:46, 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: 0.1495 2020-11-26 21:48:52,381 - mmaction - INFO - Epoch [10][520/1921] lr: 1.500e-01, eta: 6:43:21, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: 0.0441, recall@thr=0.5: 0.6818, prec@thr=0.5: 0.7626, recall@top3: 0.7893, prec@top3: 0.6378, recall@top5: 0.9203, prec@top5: 0.4557, loss: 0.0441, grad_norm: 0.1484 2020-11-26 21:49:15,402 - mmaction - INFO - Epoch [10][540/1921] lr: 1.500e-01, eta: 6:42:57, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1475 2020-11-26 21:49:38,337 - mmaction - INFO - Epoch [10][560/1921] lr: 1.500e-01, eta: 6:42:33, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1376 2020-11-26 21:50:01,390 - mmaction - INFO - Epoch [10][580/1921] lr: 1.500e-01, eta: 6:42:09, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: 0.0433, recall@thr=0.5: 0.6731, prec@thr=0.5: 0.7552, recall@top3: 0.7979, prec@top3: 0.6563, recall@top5: 0.9210, prec@top5: 0.4658, loss: 0.0433, grad_norm: 0.1548 2020-11-26 21:50:24,388 - mmaction - INFO - Epoch [10][600/1921] lr: 1.500e-01, eta: 6:41:45, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: 0.0428, recall@thr=0.5: 0.6924, prec@thr=0.5: 0.7654, recall@top3: 0.7955, prec@top3: 0.6524, recall@top5: 0.9240, prec@top5: 0.4680, loss: 0.0428, grad_norm: 0.1566 2020-11-26 21:50:47,281 - mmaction - INFO - Epoch [10][620/1921] lr: 1.500e-01, eta: 6:41:21, time: 1.145, data_time: 0.001, memory: 9523, loss_action_cls: 0.0446, recall@thr=0.5: 0.6763, prec@thr=0.5: 0.7609, recall@top3: 0.7780, prec@top3: 0.6554, recall@top5: 0.9118, prec@top5: 0.4704, loss: 0.0446, grad_norm: 0.1519 2020-11-26 21:51:10,357 - mmaction - INFO - Epoch [10][640/1921] lr: 1.500e-01, eta: 6:40:57, time: 1.154, data_time: 0.000, memory: 9523, loss_action_cls: 0.0422, recall@thr=0.5: 0.6750, prec@thr=0.5: 0.7476, recall@top3: 0.8032, prec@top3: 0.6404, recall@top5: 0.9290, prec@top5: 0.4547, loss: 0.0422, grad_norm: 0.1495 2020-11-26 21:51:33,087 - mmaction - INFO - Epoch [10][660/1921] lr: 1.500e-01, eta: 6:40:33, time: 1.137, data_time: 0.001, memory: 9523, loss_action_cls: 0.0449, recall@thr=0.5: 0.6597, prec@thr=0.5: 0.7582, recall@top3: 0.7834, prec@top3: 0.6355, recall@top5: 0.9242, prec@top5: 0.4613, loss: 0.0449, grad_norm: 0.1491 2020-11-26 21:51:55,981 - mmaction - INFO - Epoch [10][680/1921] lr: 1.500e-01, eta: 6:40:09, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1440 2020-11-26 21:52:18,958 - mmaction - INFO - Epoch [10][700/1921] lr: 1.500e-01, eta: 6:39:45, 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: 0.1538 2020-11-26 21:52:41,910 - mmaction - INFO - Epoch [10][720/1921] lr: 1.500e-01, eta: 6:39:21, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1438 2020-11-26 21:53:04,834 - mmaction - INFO - Epoch [10][740/1921] lr: 1.500e-01, eta: 6:38:57, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: 0.0434, recall@thr=0.5: 0.6903, prec@thr=0.5: 0.7718, recall@top3: 0.7992, prec@top3: 0.6525, recall@top5: 0.9203, prec@top5: 0.4602, loss: 0.0434, grad_norm: 0.1436 2020-11-26 21:53:27,837 - mmaction - INFO - Epoch [10][760/1921] lr: 1.500e-01, eta: 6:38:33, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: 0.0425, recall@thr=0.5: 0.6952, prec@thr=0.5: 0.7651, recall@top3: 0.8003, prec@top3: 0.6481, recall@top5: 0.9257, prec@top5: 0.4601, loss: 0.0425, grad_norm: 0.1521 2020-11-26 21:53:50,920 - mmaction - INFO - Epoch [10][780/1921] lr: 1.500e-01, eta: 6:38:09, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: 0.0429, recall@thr=0.5: 0.6794, prec@thr=0.5: 0.7625, recall@top3: 0.7894, prec@top3: 0.6328, recall@top5: 0.9263, prec@top5: 0.4574, loss: 0.0429, grad_norm: 0.1626 2020-11-26 21:54:13,749 - mmaction - INFO - Epoch [10][800/1921] lr: 1.500e-01, eta: 6:37:44, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1407 2020-11-26 21:54:36,717 - mmaction - INFO - Epoch [10][820/1921] lr: 1.500e-01, eta: 6:37:20, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 21:54:59,782 - mmaction - INFO - Epoch [10][840/1921] lr: 1.500e-01, eta: 6:36:56, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: 0.0433, recall@thr=0.5: 0.6737, prec@thr=0.5: 0.7531, recall@top3: 0.7928, prec@top3: 0.6450, recall@top5: 0.9272, prec@top5: 0.4621, loss: 0.0433, grad_norm: 0.1514 2020-11-26 21:55:22,789 - mmaction - INFO - Epoch [10][860/1921] lr: 1.500e-01, eta: 6:36:32, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1428 2020-11-26 21:55:45,701 - mmaction - INFO - Epoch [10][880/1921] lr: 1.500e-01, eta: 6:36:08, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1429 2020-11-26 21:56:08,566 - mmaction - INFO - Epoch [10][900/1921] lr: 1.500e-01, eta: 6:35:44, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1455 2020-11-26 21:56:31,498 - mmaction - INFO - Epoch [10][920/1921] lr: 1.500e-01, eta: 6:35:20, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: 0.0428, recall@thr=0.5: 0.6759, prec@thr=0.5: 0.7608, recall@top3: 0.7948, prec@top3: 0.6440, recall@top5: 0.9214, prec@top5: 0.4586, loss: 0.0428, grad_norm: 0.1501 2020-11-26 21:56:54,452 - mmaction - INFO - Epoch [10][940/1921] lr: 1.500e-01, eta: 6:34:56, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1451 2020-11-26 21:57:17,352 - mmaction - INFO - Epoch [10][960/1921] lr: 1.500e-01, eta: 6:34:32, 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: 0.1627 2020-11-26 21:57:40,365 - mmaction - INFO - Epoch [10][980/1921] lr: 1.500e-01, eta: 6:34:08, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1465 2020-11-26 21:58:03,468 - mmaction - INFO - Epoch [10][1000/1921] lr: 1.500e-01, eta: 6:33:44, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: 0.0433, recall@thr=0.5: 0.6737, prec@thr=0.5: 0.7555, recall@top3: 0.7929, prec@top3: 0.6477, recall@top5: 0.9306, prec@top5: 0.4656, loss: 0.0433, grad_norm: 0.1492 2020-11-26 21:58:26,528 - mmaction - INFO - Epoch [10][1020/1921] lr: 1.500e-01, eta: 6:33:20, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1528 2020-11-26 21:58:49,410 - mmaction - INFO - Epoch [10][1040/1921] lr: 1.500e-01, eta: 6:32:56, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: 0.0411, recall@thr=0.5: 0.6987, prec@thr=0.5: 0.7721, recall@top3: 0.7968, prec@top3: 0.6636, recall@top5: 0.9315, prec@top5: 0.4735, loss: 0.0411, grad_norm: 0.1498 2020-11-26 21:59:12,406 - mmaction - INFO - Epoch [10][1060/1921] lr: 1.500e-01, eta: 6:32:32, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1569 2020-11-26 21:59:35,475 - mmaction - INFO - Epoch [10][1080/1921] lr: 1.500e-01, eta: 6:32:08, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1466 2020-11-26 21:59:58,694 - mmaction - INFO - Epoch [10][1100/1921] lr: 1.500e-01, eta: 6:31:44, time: 1.161, data_time: 0.001, memory: 9523, loss_action_cls: 0.0422, recall@thr=0.5: 0.6821, prec@thr=0.5: 0.7623, recall@top3: 0.7882, prec@top3: 0.6480, recall@top5: 0.9208, prec@top5: 0.4649, loss: 0.0422, grad_norm: 0.1653 2020-11-26 22:00:21,548 - mmaction - INFO - Epoch [10][1120/1921] lr: 1.500e-01, eta: 6:31:20, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1452 2020-11-26 22:00:44,558 - mmaction - INFO - Epoch [10][1140/1921] lr: 1.500e-01, eta: 6:30:56, time: 1.151, data_time: 0.000, memory: 9523, loss_action_cls: 0.0427, recall@thr=0.5: 0.6767, prec@thr=0.5: 0.7712, recall@top3: 0.8059, prec@top3: 0.6503, recall@top5: 0.9312, prec@top5: 0.4623, loss: 0.0427, grad_norm: 0.1524 2020-11-26 22:01:07,691 - mmaction - INFO - Epoch [10][1160/1921] lr: 1.500e-01, eta: 6:30:32, time: 1.157, data_time: 0.000, memory: 9523, loss_action_cls: 0.0430, recall@thr=0.5: 0.6853, prec@thr=0.5: 0.7667, recall@top3: 0.7836, prec@top3: 0.6481, recall@top5: 0.9192, prec@top5: 0.4649, loss: 0.0430, grad_norm: 0.1510 2020-11-26 22:01:30,794 - mmaction - INFO - Epoch [10][1180/1921] lr: 1.500e-01, eta: 6:30:09, time: 1.155, data_time: 0.000, memory: 9523, loss_action_cls: 0.0436, recall@thr=0.5: 0.6906, prec@thr=0.5: 0.7666, recall@top3: 0.7942, prec@top3: 0.6476, recall@top5: 0.9231, prec@top5: 0.4613, loss: 0.0436, grad_norm: 0.1465 2020-11-26 22:01:53,550 - mmaction - INFO - Epoch [10][1200/1921] lr: 1.500e-01, eta: 6:29:44, time: 1.138, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1466 2020-11-26 22:02:16,597 - mmaction - INFO - Epoch [10][1220/1921] lr: 1.500e-01, eta: 6:29:20, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: 0.0419, recall@thr=0.5: 0.6874, prec@thr=0.5: 0.7634, recall@top3: 0.7954, prec@top3: 0.6584, recall@top5: 0.9356, prec@top5: 0.4727, loss: 0.0419, grad_norm: 0.1524 2020-11-26 22:02:39,644 - mmaction - INFO - Epoch [10][1240/1921] lr: 1.500e-01, eta: 6:28:57, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: 0.0431, recall@thr=0.5: 0.6791, prec@thr=0.5: 0.7534, recall@top3: 0.7956, prec@top3: 0.6562, recall@top5: 0.9268, prec@top5: 0.4689, loss: 0.0431, grad_norm: 0.1668 2020-11-26 22:03:02,541 - mmaction - INFO - Epoch [10][1260/1921] lr: 1.500e-01, eta: 6:28:32, 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: 0.1576 2020-11-26 22:03:25,518 - mmaction - INFO - Epoch [10][1280/1921] lr: 1.500e-01, eta: 6:28:08, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: 0.0412, recall@thr=0.5: 0.6876, prec@thr=0.5: 0.7755, recall@top3: 0.8027, prec@top3: 0.6583, recall@top5: 0.9334, prec@top5: 0.4691, loss: 0.0412, grad_norm: 0.1584 2020-11-26 22:03:48,583 - mmaction - INFO - Epoch [10][1300/1921] lr: 1.500e-01, eta: 6:27:45, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1555 2020-11-26 22:04:11,580 - mmaction - INFO - Epoch [10][1320/1921] lr: 1.500e-01, eta: 6:27:21, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: 0.0421, recall@thr=0.5: 0.6922, prec@thr=0.5: 0.7536, recall@top3: 0.8081, prec@top3: 0.6463, recall@top5: 0.9308, prec@top5: 0.4572, loss: 0.0421, grad_norm: 0.1524 2020-11-26 22:04:34,720 - mmaction - INFO - Epoch [10][1340/1921] lr: 1.500e-01, eta: 6:26:57, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 22:04:57,659 - mmaction - INFO - Epoch [10][1360/1921] lr: 1.500e-01, eta: 6:26:33, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1533 2020-11-26 22:05:20,587 - mmaction - INFO - Epoch [10][1380/1921] lr: 1.500e-01, eta: 6:26:09, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 22:05:43,475 - mmaction - INFO - Epoch [10][1400/1921] lr: 1.500e-01, eta: 6:25:45, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1402 2020-11-26 22:06:06,552 - mmaction - INFO - Epoch [10][1420/1921] lr: 1.500e-01, eta: 6:25:21, time: 1.154, data_time: 0.000, memory: 9523, loss_action_cls: 0.0417, recall@thr=0.5: 0.6978, prec@thr=0.5: 0.7658, recall@top3: 0.8090, prec@top3: 0.6554, recall@top5: 0.9319, prec@top5: 0.4640, loss: 0.0417, grad_norm: 0.1523 2020-11-26 22:06:29,532 - mmaction - INFO - Epoch [10][1440/1921] lr: 1.500e-01, eta: 6:24:57, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 22:06:52,397 - mmaction - INFO - Epoch [10][1460/1921] lr: 1.500e-01, eta: 6:24:33, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 22:07:15,500 - mmaction - INFO - Epoch [10][1480/1921] lr: 1.500e-01, eta: 6:24:09, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1475 2020-11-26 22:07:38,465 - mmaction - INFO - Epoch [10][1500/1921] lr: 1.500e-01, eta: 6:23:45, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1478 2020-11-26 22:08:01,698 - mmaction - INFO - Epoch [10][1520/1921] lr: 1.500e-01, eta: 6:23:21, time: 1.161, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1457 2020-11-26 22:08:24,630 - mmaction - INFO - Epoch [10][1540/1921] lr: 1.500e-01, eta: 6:22:57, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: 0.0412, recall@thr=0.5: 0.6788, prec@thr=0.5: 0.7505, recall@top3: 0.7961, prec@top3: 0.6425, recall@top5: 0.9262, prec@top5: 0.4585, loss: 0.0412, grad_norm: 0.1438 2020-11-26 22:08:47,637 - mmaction - INFO - Epoch [10][1560/1921] lr: 1.500e-01, eta: 6:22:33, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 22:09:10,628 - mmaction - INFO - Epoch [10][1580/1921] lr: 1.500e-01, eta: 6:22:09, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 22:09:33,637 - mmaction - INFO - Epoch [10][1600/1921] lr: 1.500e-01, eta: 6:21:46, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1462 2020-11-26 22:09:56,503 - mmaction - INFO - Epoch [10][1620/1921] lr: 1.500e-01, eta: 6:21:21, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1446 2020-11-26 22:10:19,629 - mmaction - INFO - Epoch [10][1640/1921] lr: 1.500e-01, eta: 6:20:58, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: 0.0417, recall@thr=0.5: 0.6910, prec@thr=0.5: 0.7828, recall@top3: 0.8072, prec@top3: 0.6590, recall@top5: 0.9254, prec@top5: 0.4622, loss: 0.0417, grad_norm: 0.1413 2020-11-26 22:10:42,592 - mmaction - INFO - Epoch [10][1660/1921] lr: 1.500e-01, eta: 6:20:34, 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: 0.1509 2020-11-26 22:11:05,511 - mmaction - INFO - Epoch [10][1680/1921] lr: 1.500e-01, eta: 6:20:10, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1486 2020-11-26 22:11:28,678 - mmaction - INFO - Epoch [10][1700/1921] lr: 1.500e-01, eta: 6:19:46, time: 1.158, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1487 2020-11-26 22:11:51,614 - mmaction - INFO - Epoch [10][1720/1921] lr: 1.500e-01, eta: 6:19:22, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 22:12:14,511 - mmaction - INFO - Epoch [10][1740/1921] lr: 1.500e-01, eta: 6:18:58, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1486 2020-11-26 22:12:37,496 - mmaction - INFO - Epoch [10][1760/1921] lr: 1.500e-01, eta: 6:18:34, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 22:13:00,315 - mmaction - INFO - Epoch [10][1780/1921] lr: 1.500e-01, eta: 6:18:10, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1492 2020-11-26 22:13:23,344 - mmaction - INFO - Epoch [10][1800/1921] lr: 1.500e-01, eta: 6:17:46, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1489 2020-11-26 22:13:46,077 - mmaction - INFO - Epoch [10][1820/1921] lr: 1.500e-01, eta: 6:17:22, time: 1.137, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 22:14:09,348 - mmaction - INFO - Epoch [10][1840/1921] lr: 1.500e-01, eta: 6:16:58, time: 1.163, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 22:14:32,203 - mmaction - INFO - Epoch [10][1860/1921] lr: 1.500e-01, eta: 6:16:34, time: 1.143, 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: 0.1616 2020-11-26 22:14:55,222 - mmaction - INFO - Epoch [10][1880/1921] lr: 1.500e-01, eta: 6:16:10, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: 0.0418, recall@thr=0.5: 0.6686, prec@thr=0.5: 0.7605, recall@top3: 0.7934, prec@top3: 0.6484, recall@top5: 0.9325, prec@top5: 0.4684, loss: 0.0418, grad_norm: 0.1613 2020-11-26 22:15:18,370 - mmaction - INFO - Epoch [10][1900/1921] lr: 1.500e-01, eta: 6:15:47, time: 1.157, data_time: 0.003, memory: 9523, loss_action_cls: 0.0437, recall@thr=0.5: 0.6701, prec@thr=0.5: 0.7518, recall@top3: 0.7928, prec@top3: 0.6520, recall@top5: 0.9179, prec@top5: 0.4628, loss: 0.0437, grad_norm: 0.1498 2020-11-26 22:15:41,296 - mmaction - INFO - Epoch [10][1920/1921] lr: 1.500e-01, eta: 6:15:23, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1537 2020-11-26 22:15:44,464 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-11-26 22:21:33,387 - mmaction - INFO - Evaluating proposal ... 2020-11-26 22:22:41,693 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 22:22:41,694 - mmaction - INFO - Evaluating bbox ... 2020-11-26 22:31:21,789 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2356 2020-11-26 22:31:22,942 - mmaction - INFO - Epoch(val) [10][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2356 2020-11-26 22:33:50,729 - mmaction - INFO - Epoch [11][20/1921] lr: 1.500e-02, eta: 6:17:01, time: 7.387, data_time: 6.178, memory: 9523, loss_action_cls: 0.0425, recall@thr=0.5: 0.6773, prec@thr=0.5: 0.7366, recall@top3: 0.7944, prec@top3: 0.6347, recall@top5: 0.9252, prec@top5: 0.4556, loss: 0.0425, grad_norm: 0.1673 2020-11-26 22:35:29,673 - mmaction - INFO - Epoch [11][40/1921] lr: 1.500e-02, eta: 6:17:52, time: 4.948, 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: 0.1465 2020-11-26 22:40:35,260 - mmaction - INFO - Epoch [11][60/1921] lr: 1.500e-02, eta: 6:22:09, time: 15.279, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1504 2020-11-26 22:44:49,341 - mmaction - INFO - Epoch [11][80/1921] lr: 1.500e-02, eta: 6:25:33, time: 12.703, data_time: 0.001, memory: 9523, loss_action_cls: 0.0420, recall@thr=0.5: 0.6915, prec@thr=0.5: 0.7778, recall@top3: 0.8066, prec@top3: 0.6586, recall@top5: 0.9378, prec@top5: 0.4695, loss: 0.0420, grad_norm: 0.1454 2020-11-26 22:45:11,622 - mmaction - INFO - Epoch [11][100/1921] lr: 1.500e-02, eta: 6:25:07, 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: 0.1574 2020-11-26 22:45:34,008 - mmaction - INFO - Epoch [11][120/1921] lr: 1.500e-02, eta: 6:24:41, time: 1.120, data_time: 0.001, memory: 9523, loss_action_cls: 0.0413, recall@thr=0.5: 0.6958, prec@thr=0.5: 0.7869, recall@top3: 0.8083, prec@top3: 0.6687, recall@top5: 0.9254, prec@top5: 0.4672, loss: 0.0413, grad_norm: 0.1396 2020-11-26 22:45:56,604 - mmaction - INFO - Epoch [11][140/1921] lr: 1.500e-02, eta: 6:24:15, 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: 0.1519 2020-11-26 22:46:19,141 - mmaction - INFO - Epoch [11][160/1921] lr: 1.500e-02, eta: 6:23:50, 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: 0.1502 2020-11-26 22:46:41,988 - mmaction - INFO - Epoch [11][180/1921] lr: 1.500e-02, eta: 6:23:24, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: 0.0406, recall@thr=0.5: 0.6946, prec@thr=0.5: 0.7789, recall@top3: 0.8041, prec@top3: 0.6556, recall@top5: 0.9307, prec@top5: 0.4674, loss: 0.0406, grad_norm: 0.1491 2020-11-26 22:47:04,626 - mmaction - INFO - Epoch [11][200/1921] lr: 1.500e-02, eta: 6:22:58, time: 1.132, data_time: 0.001, memory: 9523, loss_action_cls: 0.0387, recall@thr=0.5: 0.7284, prec@thr=0.5: 0.7938, recall@top3: 0.8235, prec@top3: 0.6685, recall@top5: 0.9374, prec@top5: 0.4669, loss: 0.0387, grad_norm: 0.1415 2020-11-26 22:47:27,331 - mmaction - INFO - Epoch [11][220/1921] lr: 1.500e-02, eta: 6:22:33, 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: 0.1451 2020-11-26 22:47:50,275 - mmaction - INFO - Epoch [11][240/1921] lr: 1.500e-02, eta: 6:22:07, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1465 2020-11-26 22:48:13,312 - mmaction - INFO - Epoch [11][260/1921] lr: 1.500e-02, eta: 6:21:42, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: 0.0405, recall@thr=0.5: 0.7203, prec@thr=0.5: 0.7853, recall@top3: 0.8172, prec@top3: 0.6525, recall@top5: 0.9358, prec@top5: 0.4607, loss: 0.0405, grad_norm: 0.1455 2020-11-26 22:48:36,290 - mmaction - INFO - Epoch [11][280/1921] lr: 1.500e-02, eta: 6:21:17, 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: 0.1462 2020-11-26 22:48:59,117 - mmaction - INFO - Epoch [11][300/1921] lr: 1.500e-02, eta: 6:20:51, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 22:49:22,053 - mmaction - INFO - Epoch [11][320/1921] lr: 1.500e-02, eta: 6:20:26, 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: 0.1513 2020-11-26 22:49:45,079 - mmaction - INFO - Epoch [11][340/1921] lr: 1.500e-02, eta: 6:20:01, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1465 2020-11-26 22:50:08,073 - mmaction - INFO - Epoch [11][360/1921] lr: 1.500e-02, eta: 6:19:35, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1496 2020-11-26 22:50:30,956 - mmaction - INFO - Epoch [11][380/1921] lr: 1.500e-02, eta: 6:19:10, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 22:50:53,983 - mmaction - INFO - Epoch [11][400/1921] lr: 1.500e-02, eta: 6:18:45, 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: 0.1462 2020-11-26 22:51:17,076 - mmaction - INFO - Epoch [11][420/1921] lr: 1.500e-02, eta: 6:18:20, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: 0.0374, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7943, recall@top3: 0.8284, prec@top3: 0.6691, recall@top5: 0.9467, prec@top5: 0.4724, loss: 0.0374, grad_norm: 0.1465 2020-11-26 22:51:40,143 - mmaction - INFO - Epoch [11][440/1921] lr: 1.500e-02, eta: 6:17:54, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1550 2020-11-26 22:52:03,454 - mmaction - INFO - Epoch [11][460/1921] lr: 1.500e-02, eta: 6:17:29, time: 1.166, 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: 0.1586 2020-11-26 22:52:26,496 - mmaction - INFO - Epoch [11][480/1921] lr: 1.500e-02, eta: 6:17:04, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 22:52:49,560 - mmaction - INFO - Epoch [11][500/1921] lr: 1.500e-02, eta: 6:16:39, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1476 2020-11-26 22:53:12,742 - mmaction - INFO - Epoch [11][520/1921] lr: 1.500e-02, eta: 6:16:14, time: 1.160, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 22:53:36,016 - mmaction - INFO - Epoch [11][540/1921] lr: 1.500e-02, eta: 6:15:49, time: 1.164, data_time: 0.000, memory: 9523, loss_action_cls: 0.0409, recall@thr=0.5: 0.7161, prec@thr=0.5: 0.7895, recall@top3: 0.8128, prec@top3: 0.6758, recall@top5: 0.9267, prec@top5: 0.4738, loss: 0.0409, grad_norm: 0.1556 2020-11-26 22:53:59,045 - mmaction - INFO - Epoch [11][560/1921] lr: 1.500e-02, eta: 6:15:24, 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: 0.1581 2020-11-26 22:54:22,347 - mmaction - INFO - Epoch [11][580/1921] lr: 1.500e-02, eta: 6:14:59, time: 1.165, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1465 2020-11-26 22:54:45,473 - mmaction - INFO - Epoch [11][600/1921] lr: 1.500e-02, eta: 6:14:34, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: 0.0409, recall@thr=0.5: 0.6959, prec@thr=0.5: 0.7908, recall@top3: 0.8107, prec@top3: 0.6555, recall@top5: 0.9297, prec@top5: 0.4618, loss: 0.0409, grad_norm: 0.1614 2020-11-26 22:55:08,722 - mmaction - INFO - Epoch [11][620/1921] lr: 1.500e-02, eta: 6:14:09, time: 1.162, data_time: 0.001, memory: 9523, loss_action_cls: 0.0393, recall@thr=0.5: 0.7056, prec@thr=0.5: 0.7971, recall@top3: 0.8189, prec@top3: 0.6561, recall@top5: 0.9352, prec@top5: 0.4592, loss: 0.0393, grad_norm: 0.1437 2020-11-26 22:55:31,920 - mmaction - INFO - Epoch [11][640/1921] lr: 1.500e-02, eta: 6:13:43, time: 1.159, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 22:55:55,223 - mmaction - INFO - Epoch [11][660/1921] lr: 1.500e-02, eta: 6:13:19, time: 1.166, 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: 0.1531 2020-11-26 22:56:18,266 - mmaction - INFO - Epoch [11][680/1921] lr: 1.500e-02, eta: 6:12:53, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: 0.0409, recall@thr=0.5: 0.7080, prec@thr=0.5: 0.7809, recall@top3: 0.8081, prec@top3: 0.6565, recall@top5: 0.9294, prec@top5: 0.4642, loss: 0.0409, grad_norm: 0.1554 2020-11-26 22:56:41,754 - mmaction - INFO - Epoch [11][700/1921] lr: 1.500e-02, eta: 6:12:29, time: 1.174, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1416 2020-11-26 22:57:04,658 - mmaction - INFO - Epoch [11][720/1921] lr: 1.500e-02, eta: 6:12:03, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 22:57:32,703 - mmaction - INFO - Epoch [11][740/1921] lr: 1.500e-02, eta: 6:11:43, time: 1.402, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1427 2020-11-26 22:57:55,421 - mmaction - INFO - Epoch [11][760/1921] lr: 1.500e-02, eta: 6:11:17, 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: 0.1504 2020-11-26 22:58:18,615 - mmaction - INFO - Epoch [11][780/1921] lr: 1.500e-02, eta: 6:10:52, time: 1.160, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 22:58:41,548 - mmaction - INFO - Epoch [11][800/1921] lr: 1.500e-02, eta: 6:10:27, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1443 2020-11-26 22:59:04,956 - mmaction - INFO - Epoch [11][820/1921] lr: 1.500e-02, eta: 6:10:02, time: 1.171, data_time: 0.001, memory: 9523, loss_action_cls: 0.0390, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7876, recall@top3: 0.8165, prec@top3: 0.6557, recall@top5: 0.9340, prec@top5: 0.4610, loss: 0.0390, grad_norm: 0.1484 2020-11-26 22:59:27,857 - mmaction - INFO - Epoch [11][840/1921] lr: 1.500e-02, eta: 6:09:37, 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: 0.1483 2020-11-26 22:59:50,973 - mmaction - INFO - Epoch [11][860/1921] lr: 1.500e-02, eta: 6:09:12, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: 0.0397, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7831, recall@top3: 0.8133, prec@top3: 0.6594, recall@top5: 0.9307, prec@top5: 0.4643, loss: 0.0397, grad_norm: 0.1478 2020-11-26 23:00:14,043 - mmaction - INFO - Epoch [11][880/1921] lr: 1.500e-02, eta: 6:08:47, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1530 2020-11-26 23:00:37,268 - mmaction - INFO - Epoch [11][900/1921] lr: 1.500e-02, eta: 6:08:22, time: 1.161, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1511 2020-11-26 23:04:38,233 - mmaction - INFO - Epoch [11][920/1921] lr: 1.500e-02, eta: 6:11:15, time: 12.048, data_time: 9.094, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1515 2020-11-26 23:05:00,480 - mmaction - INFO - Epoch [11][940/1921] lr: 1.500e-02, eta: 6:10:48, 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: 0.1590 2020-11-26 23:05:22,832 - mmaction - INFO - Epoch [11][960/1921] lr: 1.500e-02, eta: 6:10:22, 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: 0.1551 2020-11-26 23:05:45,371 - mmaction - INFO - Epoch [11][980/1921] lr: 1.500e-02, eta: 6:09:56, 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: 0.1471 2020-11-26 23:06:08,114 - mmaction - INFO - Epoch [11][1000/1921] lr: 1.500e-02, eta: 6:09:30, 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: 0.1493 2020-11-26 23:06:30,840 - mmaction - INFO - Epoch [11][1020/1921] lr: 1.500e-02, eta: 6:09:05, time: 1.137, data_time: 0.001, memory: 9523, loss_action_cls: 0.0398, recall@thr=0.5: 0.7136, prec@thr=0.5: 0.7923, recall@top3: 0.8140, prec@top3: 0.6579, recall@top5: 0.9370, prec@top5: 0.4643, loss: 0.0398, grad_norm: 0.1515 2020-11-26 23:06:53,631 - mmaction - INFO - Epoch [11][1040/1921] lr: 1.500e-02, eta: 6:08:39, time: 1.139, data_time: 0.000, memory: 9523, loss_action_cls: 0.0396, recall@thr=0.5: 0.7126, prec@thr=0.5: 0.8092, recall@top3: 0.8151, prec@top3: 0.6788, recall@top5: 0.9290, prec@top5: 0.4760, loss: 0.0396, grad_norm: 0.1477 2020-11-26 23:07:16,459 - mmaction - INFO - Epoch [11][1060/1921] lr: 1.500e-02, eta: 6:08:13, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: 0.0393, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.7906, recall@top3: 0.8206, prec@top3: 0.6686, recall@top5: 0.9395, prec@top5: 0.4713, loss: 0.0393, grad_norm: 0.1596 2020-11-26 23:07:39,453 - mmaction - INFO - Epoch [11][1080/1921] lr: 1.500e-02, eta: 6:07:48, 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: 0.1601 2020-11-26 23:08:02,383 - mmaction - INFO - Epoch [11][1100/1921] lr: 1.500e-02, eta: 6:07:22, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:08:25,447 - mmaction - INFO - Epoch [11][1120/1921] lr: 1.500e-02, eta: 6:06:56, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: 0.0402, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7943, recall@top3: 0.8175, prec@top3: 0.6746, recall@top5: 0.9379, prec@top5: 0.4758, loss: 0.0402, grad_norm: 0.1551 2020-11-26 23:08:48,222 - mmaction - INFO - Epoch [11][1140/1921] lr: 1.500e-02, eta: 6:06:31, time: 1.138, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:09:11,253 - mmaction - INFO - Epoch [11][1160/1921] lr: 1.500e-02, eta: 6:06:05, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1658 2020-11-26 23:09:34,414 - mmaction - INFO - Epoch [11][1180/1921] lr: 1.500e-02, eta: 6:05:40, time: 1.158, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1550 2020-11-26 23:09:57,380 - mmaction - INFO - Epoch [11][1200/1921] lr: 1.500e-02, eta: 6:05:14, 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: 0.1482 2020-11-26 23:10:20,394 - mmaction - INFO - Epoch [11][1220/1921] lr: 1.500e-02, eta: 6:04:49, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:10:43,226 - mmaction - INFO - Epoch [11][1240/1921] lr: 1.500e-02, eta: 6:04:23, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1491 2020-11-26 23:11:06,170 - mmaction - INFO - Epoch [11][1260/1921] lr: 1.500e-02, eta: 6:03:58, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: 0.0393, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.7857, recall@top3: 0.8169, prec@top3: 0.6549, recall@top5: 0.9321, prec@top5: 0.4592, loss: 0.0393, grad_norm: 0.1510 2020-11-26 23:11:29,318 - mmaction - INFO - Epoch [11][1280/1921] lr: 1.500e-02, eta: 6:03:32, time: 1.157, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:11:52,262 - mmaction - INFO - Epoch [11][1300/1921] lr: 1.500e-02, eta: 6:03:07, time: 1.148, data_time: 0.001, memory: 9523, loss_action_cls: 0.0419, recall@thr=0.5: 0.7024, prec@thr=0.5: 0.7895, recall@top3: 0.8061, prec@top3: 0.6623, recall@top5: 0.9248, prec@top5: 0.4663, loss: 0.0419, grad_norm: 0.1512 2020-11-26 23:12:15,294 - mmaction - INFO - Epoch [11][1320/1921] lr: 1.500e-02, eta: 6:02:41, time: 1.151, data_time: 0.000, memory: 9523, loss_action_cls: 0.0397, recall@thr=0.5: 0.7157, prec@thr=0.5: 0.7851, recall@top3: 0.8104, prec@top3: 0.6602, recall@top5: 0.9369, prec@top5: 0.4688, loss: 0.0397, grad_norm: 0.1616 2020-11-26 23:12:38,153 - mmaction - INFO - Epoch [11][1340/1921] lr: 1.500e-02, eta: 6:02:16, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: 0.0391, recall@thr=0.5: 0.7254, prec@thr=0.5: 0.7991, recall@top3: 0.8250, prec@top3: 0.6726, recall@top5: 0.9335, prec@top5: 0.4691, loss: 0.0391, grad_norm: 0.1444 2020-11-26 23:13:01,212 - mmaction - INFO - Epoch [11][1360/1921] lr: 1.500e-02, eta: 6:01:50, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:13:24,095 - mmaction - INFO - Epoch [11][1380/1921] lr: 1.500e-02, eta: 6:01:25, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1504 2020-11-26 23:13:47,029 - mmaction - INFO - Epoch [11][1400/1921] lr: 1.500e-02, eta: 6:00:59, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:14:10,048 - mmaction - INFO - Epoch [11][1420/1921] lr: 1.500e-02, eta: 6:00:34, 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: 0.1538 2020-11-26 23:14:33,122 - mmaction - INFO - Epoch [11][1440/1921] lr: 1.500e-02, eta: 6:00:08, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1533 2020-11-26 23:14:56,267 - mmaction - INFO - Epoch [11][1460/1921] lr: 1.500e-02, eta: 5:59:43, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:15:19,202 - mmaction - INFO - Epoch [11][1480/1921] lr: 1.500e-02, eta: 5:59:17, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:15:42,358 - mmaction - INFO - Epoch [11][1500/1921] lr: 1.500e-02, eta: 5:58:52, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1499 2020-11-26 23:16:05,333 - mmaction - INFO - Epoch [11][1520/1921] lr: 1.500e-02, eta: 5:58:27, time: 1.149, data_time: 0.001, memory: 9523, loss_action_cls: 0.0394, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.8002, recall@top3: 0.8203, prec@top3: 0.6668, recall@top5: 0.9380, prec@top5: 0.4689, loss: 0.0394, grad_norm: 0.1477 2020-11-26 23:16:28,530 - mmaction - INFO - Epoch [11][1540/1921] lr: 1.500e-02, eta: 5:58:01, time: 1.160, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1496 2020-11-26 23:16:51,581 - mmaction - INFO - Epoch [11][1560/1921] lr: 1.500e-02, eta: 5:57:36, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1495 2020-11-26 23:17:14,811 - mmaction - INFO - Epoch [11][1580/1921] lr: 1.500e-02, eta: 5:57:11, time: 1.162, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:17:37,736 - mmaction - INFO - Epoch [11][1600/1921] lr: 1.500e-02, eta: 5:56:45, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:18:00,937 - mmaction - INFO - Epoch [11][1620/1921] lr: 1.500e-02, eta: 5:56:20, time: 1.160, data_time: 0.001, memory: 9523, loss_action_cls: 0.0414, recall@thr=0.5: 0.7026, prec@thr=0.5: 0.7749, recall@top3: 0.8119, prec@top3: 0.6695, recall@top5: 0.9280, prec@top5: 0.4683, loss: 0.0414, grad_norm: 0.1522 2020-11-26 23:18:23,893 - mmaction - INFO - Epoch [11][1640/1921] lr: 1.500e-02, eta: 5:55:55, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:18:47,014 - mmaction - INFO - Epoch [11][1660/1921] lr: 1.500e-02, eta: 5:55:29, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1481 2020-11-26 23:19:10,049 - mmaction - INFO - Epoch [11][1680/1921] lr: 1.500e-02, eta: 5:55:04, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:19:33,157 - mmaction - INFO - Epoch [11][1700/1921] lr: 1.500e-02, eta: 5:54:39, time: 1.155, data_time: 0.000, memory: 9523, loss_action_cls: 0.0388, recall@thr=0.5: 0.7296, prec@thr=0.5: 0.7928, recall@top3: 0.8174, prec@top3: 0.6749, recall@top5: 0.9389, prec@top5: 0.4777, loss: 0.0388, grad_norm: 0.1535 2020-11-26 23:19:56,278 - mmaction - INFO - Epoch [11][1720/1921] lr: 1.500e-02, eta: 5:54:13, time: 1.156, data_time: 0.000, memory: 9523, loss_action_cls: 0.0400, recall@thr=0.5: 0.7117, prec@thr=0.5: 0.7968, recall@top3: 0.8173, prec@top3: 0.6623, recall@top5: 0.9353, prec@top5: 0.4664, loss: 0.0400, grad_norm: 0.1565 2020-11-26 23:20:19,230 - mmaction - INFO - Epoch [11][1740/1921] lr: 1.500e-02, eta: 5:53:48, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:20:42,203 - mmaction - INFO - Epoch [11][1760/1921] lr: 1.500e-02, eta: 5:53:22, 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: 0.1586 2020-11-26 23:21:05,087 - mmaction - INFO - Epoch [11][1780/1921] lr: 1.500e-02, eta: 5:52:57, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:21:27,885 - mmaction - INFO - Epoch [11][1800/1921] lr: 1.500e-02, eta: 5:52:31, time: 1.140, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1511 2020-11-26 23:21:51,052 - mmaction - INFO - Epoch [11][1820/1921] lr: 1.500e-02, eta: 5:52:06, time: 1.158, data_time: 0.000, memory: 9523, loss_action_cls: 0.0395, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7935, recall@top3: 0.8137, prec@top3: 0.6766, recall@top5: 0.9349, prec@top5: 0.4772, loss: 0.0395, grad_norm: 0.1452 2020-11-26 23:22:13,892 - mmaction - INFO - Epoch [11][1840/1921] lr: 1.500e-02, eta: 5:51:41, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: 0.0398, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7979, recall@top3: 0.8108, prec@top3: 0.6636, recall@top5: 0.9363, prec@top5: 0.4700, loss: 0.0398, grad_norm: 0.1497 2020-11-26 23:22:36,876 - mmaction - INFO - Epoch [11][1860/1921] lr: 1.500e-02, eta: 5:51:15, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:22:59,805 - mmaction - INFO - Epoch [11][1880/1921] lr: 1.500e-02, eta: 5:50:50, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1545 2020-11-26 23:23:22,650 - mmaction - INFO - Epoch [11][1900/1921] lr: 1.500e-02, eta: 5:50:24, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1578 2020-11-26 23:23:45,495 - mmaction - INFO - Epoch [11][1920/1921] lr: 1.500e-02, eta: 5:49:59, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: 0.0392, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.7975, recall@top3: 0.8122, prec@top3: 0.6616, recall@top5: 0.9407, prec@top5: 0.4718, loss: 0.0392, grad_norm: 0.1632 2020-11-26 23:23:48,313 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-11-26 23:29:36,620 - mmaction - INFO - Evaluating proposal ... 2020-11-26 23:30:43,855 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 23:30:43,856 - mmaction - INFO - Evaluating bbox ... 2020-11-26 23:39:16,048 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2424 2020-11-26 23:39:17,167 - mmaction - INFO - Epoch(val) [11][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2424 2020-11-26 23:40:22,686 - mmaction - INFO - Epoch [12][20/1921] lr: 1.500e-02, eta: 5:50:06, time: 3.275, data_time: 2.153, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:40:45,005 - mmaction - INFO - Epoch [12][40/1921] lr: 1.500e-02, eta: 5:49:40, 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: 0.1489 2020-11-26 23:41:07,544 - mmaction - INFO - Epoch [12][60/1921] lr: 1.500e-02, eta: 5:49:14, time: 1.127, data_time: 0.000, memory: 9523, loss_action_cls: 0.0398, recall@thr=0.5: 0.7159, prec@thr=0.5: 0.7749, recall@top3: 0.8116, prec@top3: 0.6614, recall@top5: 0.9343, prec@top5: 0.4666, loss: 0.0398, grad_norm: 0.1535 2020-11-26 23:41:30,065 - mmaction - INFO - Epoch [12][80/1921] lr: 1.500e-02, eta: 5:48:49, 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: 0.1543 2020-11-26 23:41:52,620 - mmaction - INFO - Epoch [12][100/1921] lr: 1.500e-02, eta: 5:48:23, 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: 0.1472 2020-11-26 23:42:15,453 - mmaction - INFO - Epoch [12][120/1921] lr: 1.500e-02, eta: 5:47:57, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: 0.0391, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7982, recall@top3: 0.8195, prec@top3: 0.6547, recall@top5: 0.9362, prec@top5: 0.4609, loss: 0.0391, grad_norm: 0.1590 2020-11-26 23:42:38,191 - mmaction - INFO - Epoch [12][140/1921] lr: 1.500e-02, eta: 5:47:32, time: 1.137, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1521 2020-11-26 23:43:01,086 - mmaction - INFO - Epoch [12][160/1921] lr: 1.500e-02, eta: 5:47:06, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1533 2020-11-26 23:43:23,895 - mmaction - INFO - Epoch [12][180/1921] lr: 1.500e-02, eta: 5:46:41, 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: 0.1651 2020-11-26 23:43:46,883 - mmaction - INFO - Epoch [12][200/1921] lr: 1.500e-02, eta: 5:46:15, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:44:09,836 - mmaction - INFO - Epoch [12][220/1921] lr: 1.500e-02, eta: 5:45:50, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:44:32,554 - mmaction - INFO - Epoch [12][240/1921] lr: 1.500e-02, eta: 5:45:24, 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: 0.1531 2020-11-26 23:44:55,495 - mmaction - INFO - Epoch [12][260/1921] lr: 1.500e-02, eta: 5:44:59, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1494 2020-11-26 23:45:18,446 - mmaction - INFO - Epoch [12][280/1921] lr: 1.500e-02, eta: 5:44:33, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:45:41,741 - mmaction - INFO - Epoch [12][300/1921] lr: 1.500e-02, eta: 5:44:08, time: 1.165, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:46:04,684 - mmaction - INFO - Epoch [12][320/1921] lr: 1.500e-02, eta: 5:43:43, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:46:27,885 - mmaction - INFO - Epoch [12][340/1921] lr: 1.500e-02, eta: 5:43:18, time: 1.160, data_time: 0.000, memory: 9523, loss_action_cls: 0.0390, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.8038, recall@top3: 0.8155, prec@top3: 0.6607, recall@top5: 0.9271, prec@top5: 0.4606, loss: 0.0390, grad_norm: 0.1538 2020-11-26 23:46:51,019 - mmaction - INFO - Epoch [12][360/1921] lr: 1.500e-02, eta: 5:42:53, time: 1.156, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:47:14,053 - mmaction - INFO - Epoch [12][380/1921] lr: 1.500e-02, eta: 5:42:27, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:47:37,197 - mmaction - INFO - Epoch [12][400/1921] lr: 1.500e-02, eta: 5:42:02, time: 1.158, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:48:00,337 - mmaction - INFO - Epoch [12][420/1921] lr: 1.500e-02, eta: 5:41:37, time: 1.157, data_time: 0.000, memory: 9523, loss_action_cls: 0.0402, recall@thr=0.5: 0.7113, prec@thr=0.5: 0.7873, recall@top3: 0.8168, prec@top3: 0.6616, recall@top5: 0.9333, prec@top5: 0.4641, loss: 0.0402, grad_norm: 0.1623 2020-11-26 23:48:23,389 - mmaction - INFO - Epoch [12][440/1921] lr: 1.500e-02, eta: 5:41:12, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: 0.0391, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7935, recall@top3: 0.8189, prec@top3: 0.6512, recall@top5: 0.9383, prec@top5: 0.4607, loss: 0.0391, grad_norm: 0.1599 2020-11-26 23:48:46,432 - mmaction - INFO - Epoch [12][460/1921] lr: 1.500e-02, eta: 5:40:46, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:49:09,563 - mmaction - INFO - Epoch [12][480/1921] lr: 1.500e-02, eta: 5:40:21, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:49:32,602 - mmaction - INFO - Epoch [12][500/1921] lr: 1.500e-02, eta: 5:39:56, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:49:55,948 - mmaction - INFO - Epoch [12][520/1921] lr: 1.500e-02, eta: 5:39:31, time: 1.167, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1525 2020-11-26 23:50:18,944 - mmaction - INFO - Epoch [12][540/1921] lr: 1.500e-02, eta: 5:39:05, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1643 2020-11-26 23:50:42,108 - mmaction - INFO - Epoch [12][560/1921] lr: 1.500e-02, eta: 5:38:40, time: 1.158, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:51:05,360 - mmaction - INFO - Epoch [12][580/1921] lr: 1.500e-02, eta: 5:38:15, time: 1.163, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1544 2020-11-26 23:51:28,282 - mmaction - INFO - Epoch [12][600/1921] lr: 1.500e-02, eta: 5:37:50, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: 0.0395, recall@thr=0.5: 0.7143, prec@thr=0.5: 0.7909, recall@top3: 0.8195, prec@top3: 0.6744, recall@top5: 0.9355, prec@top5: 0.4719, loss: 0.0395, grad_norm: 0.1553 2020-11-26 23:51:51,301 - mmaction - INFO - Epoch [12][620/1921] lr: 1.500e-02, eta: 5:37:25, time: 1.151, data_time: 0.000, memory: 9523, loss_action_cls: 0.0404, recall@thr=0.5: 0.7159, prec@thr=0.5: 0.7867, recall@top3: 0.8141, prec@top3: 0.6696, recall@top5: 0.9330, prec@top5: 0.4719, loss: 0.0404, grad_norm: 0.1652 2020-11-26 23:52:14,283 - mmaction - INFO - Epoch [12][640/1921] lr: 1.500e-02, eta: 5:36:59, 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: 0.1550 2020-11-26 23:52:37,250 - mmaction - INFO - Epoch [12][660/1921] lr: 1.500e-02, eta: 5:36:34, time: 1.149, data_time: 0.001, memory: 9523, loss_action_cls: 0.0379, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.8004, recall@top3: 0.8170, prec@top3: 0.6606, recall@top5: 0.9383, prec@top5: 0.4669, loss: 0.0379, grad_norm: 0.1471 2020-11-26 23:53:00,280 - mmaction - INFO - Epoch [12][680/1921] lr: 1.500e-02, eta: 5:36:09, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1711 2020-11-26 23:53:23,440 - mmaction - INFO - Epoch [12][700/1921] lr: 1.500e-02, eta: 5:35:44, time: 1.158, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:53:46,352 - mmaction - INFO - Epoch [12][720/1921] lr: 1.500e-02, eta: 5:35:18, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: 0.0407, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.8084, recall@top3: 0.8130, prec@top3: 0.6771, recall@top5: 0.9285, prec@top5: 0.4764, loss: 0.0407, grad_norm: 0.1554 2020-11-26 23:54:09,265 - mmaction - INFO - Epoch [12][740/1921] lr: 1.500e-02, eta: 5:34:53, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:54:32,226 - mmaction - INFO - Epoch [12][760/1921] lr: 1.500e-02, eta: 5:34:28, time: 1.148, data_time: 0.001, memory: 9523, loss_action_cls: 0.0394, recall@thr=0.5: 0.7220, prec@thr=0.5: 0.7875, recall@top3: 0.8191, prec@top3: 0.6643, recall@top5: 0.9340, prec@top5: 0.4672, loss: 0.0394, grad_norm: 0.1535 2020-11-26 23:54:55,375 - mmaction - INFO - Epoch [12][780/1921] lr: 1.500e-02, eta: 5:34:03, time: 1.158, data_time: 0.001, memory: 9523, loss_action_cls: 0.0379, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7985, recall@top3: 0.8264, prec@top3: 0.6740, recall@top5: 0.9404, prec@top5: 0.4705, loss: 0.0379, grad_norm: 0.1541 2020-11-26 23:55:18,374 - mmaction - INFO - Epoch [12][800/1921] lr: 1.500e-02, eta: 5:33:37, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:55:41,596 - mmaction - INFO - Epoch [12][820/1921] lr: 1.500e-02, eta: 5:33:12, time: 1.161, data_time: 0.000, memory: 9523, loss_action_cls: 0.0396, recall@thr=0.5: 0.7175, prec@thr=0.5: 0.7939, recall@top3: 0.8139, prec@top3: 0.6662, recall@top5: 0.9353, prec@top5: 0.4708, loss: 0.0396, grad_norm: 0.1573 2020-11-26 23:56:04,603 - mmaction - INFO - Epoch [12][840/1921] lr: 1.500e-02, eta: 5:32:47, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: 0.0398, recall@thr=0.5: 0.7214, prec@thr=0.5: 0.7883, recall@top3: 0.8154, prec@top3: 0.6678, recall@top5: 0.9274, prec@top5: 0.4649, loss: 0.0398, grad_norm: 0.1510 2020-11-26 23:56:27,791 - mmaction - INFO - Epoch [12][860/1921] lr: 1.500e-02, eta: 5:32:22, time: 1.159, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1544 2020-11-26 23:56:50,868 - mmaction - INFO - Epoch [12][880/1921] lr: 1.500e-02, eta: 5:31:57, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1494 2020-11-26 23:57:13,763 - mmaction - INFO - Epoch [12][900/1921] lr: 1.500e-02, eta: 5:31:31, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:57:36,733 - mmaction - INFO - Epoch [12][920/1921] lr: 1.500e-02, eta: 5:31:06, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 23:57:59,515 - mmaction - INFO - Epoch [12][940/1921] lr: 1.500e-02, eta: 5:30:41, 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: 0.1630 2020-11-26 23:58:22,464 - mmaction - INFO - Epoch [12][960/1921] lr: 1.500e-02, eta: 5:30:16, 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: 0.1539 2020-11-26 23:58:45,368 - mmaction - INFO - Epoch [12][980/1921] lr: 1.500e-02, eta: 5:29:50, 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: 0.1512 2020-11-26 23:59:08,515 - mmaction - INFO - Epoch [12][1000/1921] lr: 1.500e-02, eta: 5:29:25, time: 1.157, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1522 2020-11-26 23:59:31,296 - mmaction - INFO - Epoch [12][1020/1921] lr: 1.500e-02, eta: 5:29:00, time: 1.139, data_time: 0.001, memory: 9523, loss_action_cls: 0.0381, recall@thr=0.5: 0.7303, prec@thr=0.5: 0.7916, recall@top3: 0.8214, prec@top3: 0.6765, recall@top5: 0.9388, prec@top5: 0.4739, loss: 0.0381, grad_norm: 0.1579 2020-11-26 23:59:54,227 - mmaction - INFO - Epoch [12][1040/1921] lr: 1.500e-02, eta: 5:28:35, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1567 2020-11-27 00:00:17,223 - mmaction - INFO - Epoch [12][1060/1921] lr: 1.500e-02, eta: 5:28:09, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: 0.0386, recall@thr=0.5: 0.7130, prec@thr=0.5: 0.7980, recall@top3: 0.8168, prec@top3: 0.6737, recall@top5: 0.9368, prec@top5: 0.4739, loss: 0.0386, grad_norm: 0.1612 2020-11-27 00:00:39,989 - mmaction - INFO - Epoch [12][1080/1921] lr: 1.500e-02, eta: 5:27:44, time: 1.138, data_time: 0.001, memory: 9523, loss_action_cls: 0.0393, recall@thr=0.5: 0.7114, prec@thr=0.5: 0.7816, recall@top3: 0.8183, prec@top3: 0.6585, recall@top5: 0.9370, prec@top5: 0.4634, loss: 0.0393, grad_norm: 0.1594 2020-11-27 00:01:02,913 - mmaction - INFO - Epoch [12][1100/1921] lr: 1.500e-02, eta: 5:27:19, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1557 2020-11-27 00:01:25,643 - mmaction - INFO - Epoch [12][1120/1921] lr: 1.500e-02, eta: 5:26:53, time: 1.136, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1538 2020-11-27 00:01:48,702 - mmaction - INFO - Epoch [12][1140/1921] lr: 1.500e-02, eta: 5:26:28, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1575 2020-11-27 00:02:11,512 - mmaction - INFO - Epoch [12][1160/1921] lr: 1.500e-02, eta: 5:26:03, time: 1.140, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1553 2020-11-27 00:02:34,609 - mmaction - INFO - Epoch [12][1180/1921] lr: 1.500e-02, eta: 5:25:38, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: 0.0386, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7853, recall@top3: 0.8253, prec@top3: 0.6671, recall@top5: 0.9476, prec@top5: 0.4685, loss: 0.0386, grad_norm: 0.1598 2020-11-27 00:02:57,616 - mmaction - INFO - Epoch [12][1200/1921] lr: 1.500e-02, eta: 5:25:13, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: 0.0382, recall@thr=0.5: 0.7261, prec@thr=0.5: 0.8086, recall@top3: 0.8163, prec@top3: 0.6697, recall@top5: 0.9405, prec@top5: 0.4758, loss: 0.0382, grad_norm: 0.1552 2020-11-27 00:03:20,739 - mmaction - INFO - Epoch [12][1220/1921] lr: 1.500e-02, eta: 5:24:48, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1507 2020-11-27 00:03:43,709 - mmaction - INFO - Epoch [12][1240/1921] lr: 1.500e-02, eta: 5:24:22, time: 1.149, data_time: 0.001, memory: 9523, loss_action_cls: 0.0384, recall@thr=0.5: 0.7161, prec@thr=0.5: 0.7853, recall@top3: 0.8170, prec@top3: 0.6656, recall@top5: 0.9334, prec@top5: 0.4675, loss: 0.0384, grad_norm: 0.1548 2020-11-27 00:04:06,717 - mmaction - INFO - Epoch [12][1260/1921] lr: 1.500e-02, eta: 5:23:57, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1492 2020-11-27 00:04:29,747 - mmaction - INFO - Epoch [12][1280/1921] lr: 1.500e-02, eta: 5:23:32, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1615 2020-11-27 00:04:52,700 - mmaction - INFO - Epoch [12][1300/1921] lr: 1.500e-02, eta: 5:23:07, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1526 2020-11-27 00:05:15,697 - mmaction - INFO - Epoch [12][1320/1921] lr: 1.500e-02, eta: 5:22:42, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: 0.0404, recall@thr=0.5: 0.7104, prec@thr=0.5: 0.7851, recall@top3: 0.8167, prec@top3: 0.6599, recall@top5: 0.9329, prec@top5: 0.4640, loss: 0.0404, grad_norm: 0.1589 2020-11-27 00:05:38,559 - mmaction - INFO - Epoch [12][1340/1921] lr: 1.500e-02, eta: 5:22:17, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: 0.0392, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.7954, recall@top3: 0.8147, prec@top3: 0.6660, recall@top5: 0.9363, prec@top5: 0.4718, loss: 0.0392, grad_norm: 0.1598 2020-11-27 00:06:01,619 - mmaction - INFO - Epoch [12][1360/1921] lr: 1.500e-02, eta: 5:21:52, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: 0.0393, recall@thr=0.5: 0.7182, prec@thr=0.5: 0.8041, recall@top3: 0.8185, prec@top3: 0.6782, recall@top5: 0.9355, prec@top5: 0.4763, loss: 0.0393, grad_norm: 0.1629 2020-11-27 00:06:24,443 - mmaction - INFO - Epoch [12][1380/1921] lr: 1.500e-02, eta: 5:21:26, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1625 2020-11-27 00:06:47,242 - mmaction - INFO - Epoch [12][1400/1921] lr: 1.500e-02, eta: 5:21:01, time: 1.140, data_time: 0.000, memory: 9523, loss_action_cls: 0.0358, recall@thr=0.5: 0.7415, prec@thr=0.5: 0.8100, recall@top3: 0.8359, prec@top3: 0.6707, recall@top5: 0.9521, prec@top5: 0.4718, loss: 0.0358, grad_norm: 0.1579 2020-11-27 00:07:10,214 - mmaction - INFO - Epoch [12][1420/1921] lr: 1.500e-02, eta: 5:20:36, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: 0.0394, recall@thr=0.5: 0.7100, prec@thr=0.5: 0.7862, recall@top3: 0.8061, prec@top3: 0.6498, recall@top5: 0.9331, prec@top5: 0.4621, loss: 0.0394, grad_norm: 0.1585 2020-11-27 00:07:33,161 - mmaction - INFO - Epoch [12][1440/1921] lr: 1.500e-02, eta: 5:20:11, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: 0.0402, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.8034, recall@top3: 0.8212, prec@top3: 0.6718, recall@top5: 0.9348, prec@top5: 0.4715, loss: 0.0402, grad_norm: 0.1647 2020-11-27 00:07:56,136 - mmaction - INFO - Epoch [12][1460/1921] lr: 1.500e-02, eta: 5:19:46, 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: 0.1618 2020-11-27 00:08:19,038 - mmaction - INFO - Epoch [12][1480/1921] lr: 1.500e-02, eta: 5:19:20, time: 1.145, data_time: 0.001, memory: 9523, loss_action_cls: 0.0401, recall@thr=0.5: 0.7208, prec@thr=0.5: 0.7868, recall@top3: 0.8208, prec@top3: 0.6673, recall@top5: 0.9329, prec@top5: 0.4670, loss: 0.0401, grad_norm: 0.1664 2020-11-27 00:08:41,825 - mmaction - INFO - Epoch [12][1500/1921] lr: 1.500e-02, eta: 5:18:55, time: 1.139, data_time: 0.000, memory: 9523, loss_action_cls: 0.0400, recall@thr=0.5: 0.7172, prec@thr=0.5: 0.8034, recall@top3: 0.8125, prec@top3: 0.6716, recall@top5: 0.9342, prec@top5: 0.4736, loss: 0.0400, grad_norm: 0.1508 2020-11-27 00:09:04,784 - mmaction - INFO - Epoch [12][1520/1921] lr: 1.500e-02, eta: 5:18:30, 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: 0.1521 2020-11-27 00:09:27,657 - mmaction - INFO - Epoch [12][1540/1921] lr: 1.500e-02, eta: 5:18:05, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1578 2020-11-27 00:09:50,422 - mmaction - INFO - Epoch [12][1560/1921] lr: 1.500e-02, eta: 5:17:40, time: 1.138, data_time: 0.000, memory: 9523, loss_action_cls: 0.0379, recall@thr=0.5: 0.7266, prec@thr=0.5: 0.7962, recall@top3: 0.8185, prec@top3: 0.6715, recall@top5: 0.9379, prec@top5: 0.4726, loss: 0.0379, grad_norm: 0.1498 2020-11-27 00:10:13,530 - mmaction - INFO - Epoch [12][1580/1921] lr: 1.500e-02, eta: 5:17:15, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1640 2020-11-27 00:10:36,392 - mmaction - INFO - Epoch [12][1600/1921] lr: 1.500e-02, eta: 5:16:49, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: 0.0397, recall@thr=0.5: 0.7102, prec@thr=0.5: 0.7848, recall@top3: 0.8118, prec@top3: 0.6622, recall@top5: 0.9335, prec@top5: 0.4656, loss: 0.0397, grad_norm: 0.1707 2020-11-27 00:10:59,210 - mmaction - INFO - Epoch [12][1620/1921] lr: 1.500e-02, eta: 5:16:24, 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: 0.1649 2020-11-27 00:11:22,344 - mmaction - INFO - Epoch [12][1640/1921] lr: 1.500e-02, eta: 5:15:59, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: 0.0384, recall@thr=0.5: 0.7086, prec@thr=0.5: 0.7901, recall@top3: 0.8137, prec@top3: 0.6581, recall@top5: 0.9318, prec@top5: 0.4625, loss: 0.0384, grad_norm: 0.1626 2020-11-27 00:11:45,231 - mmaction - INFO - Epoch [12][1660/1921] lr: 1.500e-02, eta: 5:15:34, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1507 2020-11-27 00:12:08,232 - mmaction - INFO - Epoch [12][1680/1921] lr: 1.500e-02, eta: 5:15:09, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: 0.0384, recall@thr=0.5: 0.7240, prec@thr=0.5: 0.7886, recall@top3: 0.8208, prec@top3: 0.6653, recall@top5: 0.9403, prec@top5: 0.4662, loss: 0.0384, grad_norm: 0.1597 2020-11-27 00:12:31,032 - mmaction - INFO - Epoch [12][1700/1921] lr: 1.500e-02, eta: 5:14:44, time: 1.140, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1678 2020-11-27 00:12:54,130 - mmaction - INFO - Epoch [12][1720/1921] lr: 1.500e-02, eta: 5:14:19, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 00:13:17,094 - mmaction - INFO - Epoch [12][1740/1921] lr: 1.500e-02, eta: 5:13:54, time: 1.149, data_time: 0.002, memory: 9523, loss_action_cls: 0.0372, recall@thr=0.5: 0.7397, prec@thr=0.5: 0.8007, recall@top3: 0.8281, prec@top3: 0.6691, recall@top5: 0.9497, prec@top5: 0.4702, loss: 0.0372, grad_norm: 0.1595 2020-11-27 00:13:40,072 - mmaction - INFO - Epoch [12][1760/1921] lr: 1.500e-02, eta: 5:13:29, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1560 2020-11-27 00:14:03,053 - mmaction - INFO - Epoch [12][1780/1921] lr: 1.500e-02, eta: 5:13:04, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1566 2020-11-27 00:14:26,068 - mmaction - INFO - Epoch [12][1800/1921] lr: 1.500e-02, eta: 5:12:38, time: 1.151, data_time: 0.000, memory: 9523, loss_action_cls: 0.0397, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7916, recall@top3: 0.8184, prec@top3: 0.6756, recall@top5: 0.9324, prec@top5: 0.4738, loss: 0.0397, grad_norm: 0.1583 2020-11-27 00:14:49,007 - mmaction - INFO - Epoch [12][1820/1921] lr: 1.500e-02, eta: 5:12:13, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: 0.0386, recall@thr=0.5: 0.7262, prec@thr=0.5: 0.7922, recall@top3: 0.8188, prec@top3: 0.6700, recall@top5: 0.9351, prec@top5: 0.4711, loss: 0.0386, grad_norm: 0.1540 2020-11-27 00:15:12,057 - mmaction - INFO - Epoch [12][1840/1921] lr: 1.500e-02, eta: 5:11:48, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1588 2020-11-27 00:15:35,184 - mmaction - INFO - Epoch [12][1860/1921] lr: 1.500e-02, eta: 5:11:23, time: 1.156, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 00:15:58,212 - mmaction - INFO - Epoch [12][1880/1921] lr: 1.500e-02, eta: 5:10:58, time: 1.151, data_time: 0.000, memory: 9523, loss_action_cls: 0.0365, recall@thr=0.5: 0.7458, prec@thr=0.5: 0.8138, recall@top3: 0.8309, prec@top3: 0.6824, recall@top5: 0.9389, prec@top5: 0.4728, loss: 0.0365, grad_norm: 0.1625 2020-11-27 00:16:21,274 - mmaction - INFO - Epoch [12][1900/1921] lr: 1.500e-02, eta: 5:10:33, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: 0.0391, recall@thr=0.5: 0.7225, prec@thr=0.5: 0.7936, recall@top3: 0.8148, prec@top3: 0.6785, recall@top5: 0.9357, prec@top5: 0.4771, loss: 0.0391, grad_norm: 0.1611 2020-11-27 00:16:44,149 - mmaction - INFO - Epoch [12][1920/1921] lr: 1.500e-02, eta: 5:10:08, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1614 2020-11-27 00:16:47,243 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-11-27 00:22:34,374 - mmaction - INFO - Evaluating proposal ... 2020-11-27 00:23:41,919 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-27 00:23:41,920 - mmaction - INFO - Evaluating bbox ... 2020-11-27 00:32:17,326 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2444 2020-11-27 00:32:18,509 - mmaction - INFO - Epoch(val) [12][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2444 2020-11-27 00:33:22,927 - mmaction - INFO - Epoch [13][20/1921] lr: 1.500e-02, eta: 5:10:09, time: 3.219, data_time: 2.103, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1661 2020-11-27 00:33:45,222 - mmaction - INFO - Epoch [13][40/1921] lr: 1.500e-02, eta: 5:09:43, time: 1.115, data_time: 0.001, memory: 9523, loss_action_cls: 0.0378, recall@thr=0.5: 0.7145, prec@thr=0.5: 0.7885, recall@top3: 0.8187, prec@top3: 0.6758, recall@top5: 0.9404, prec@top5: 0.4757, loss: 0.0378, grad_norm: 0.1620 2020-11-27 00:34:07,725 - mmaction - INFO - Epoch [13][60/1921] lr: 1.500e-02, eta: 5:09:18, time: 1.125, data_time: 0.000, memory: 9523, loss_action_cls: 0.0369, recall@thr=0.5: 0.7421, prec@thr=0.5: 0.8032, recall@top3: 0.8322, prec@top3: 0.6810, recall@top5: 0.9376, prec@top5: 0.4747, loss: 0.0369, grad_norm: 0.1537 2020-11-27 00:34:30,337 - mmaction - INFO - Epoch [13][80/1921] lr: 1.500e-02, eta: 5:08:53, 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: 0.1599 2020-11-27 00:34:52,973 - mmaction - INFO - Epoch [13][100/1921] lr: 1.500e-02, eta: 5:08:27, 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: 0.1584 2020-11-27 00:35:15,599 - mmaction - INFO - Epoch [13][120/1921] lr: 1.500e-02, eta: 5:08:02, time: 1.131, data_time: 0.001, memory: 9523, loss_action_cls: 0.0375, recall@thr=0.5: 0.7278, prec@thr=0.5: 0.8007, recall@top3: 0.8237, prec@top3: 0.6678, recall@top5: 0.9375, prec@top5: 0.4653, loss: 0.0375, grad_norm: 0.1589 2020-11-27 00:35:38,430 - mmaction - INFO - Epoch [13][140/1921] lr: 1.500e-02, eta: 5:07:37, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1658 2020-11-27 00:36:01,077 - mmaction - INFO - Epoch [13][160/1921] lr: 1.500e-02, eta: 5:07:11, 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: 0.1631 2020-11-27 00:36:23,975 - mmaction - INFO - Epoch [13][180/1921] lr: 1.500e-02, eta: 5:06:46, 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: 0.1497 2020-11-27 00:36:46,946 - mmaction - INFO - Epoch [13][200/1921] lr: 1.500e-02, eta: 5:06:21, 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: 0.1617 2020-11-27 00:37:09,964 - mmaction - INFO - Epoch [13][220/1921] lr: 1.500e-02, eta: 5:05:56, 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: 0.1588 2020-11-27 00:37:32,876 - mmaction - INFO - Epoch [13][240/1921] lr: 1.500e-02, eta: 5:05:31, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1611 2020-11-27 00:37:55,852 - mmaction - INFO - Epoch [13][260/1921] lr: 1.500e-02, eta: 5:05:06, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: 0.0380, recall@thr=0.5: 0.7326, prec@thr=0.5: 0.8106, recall@top3: 0.8181, prec@top3: 0.6680, recall@top5: 0.9346, prec@top5: 0.4686, loss: 0.0380, grad_norm: 0.1597 2020-11-27 00:38:18,910 - mmaction - INFO - Epoch [13][280/1921] lr: 1.500e-02, eta: 5:04:41, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 00:38:41,877 - mmaction - INFO - Epoch [13][300/1921] lr: 1.500e-02, eta: 5:04:16, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: 0.0392, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.8016, recall@top3: 0.8085, prec@top3: 0.6525, recall@top5: 0.9322, prec@top5: 0.4612, loss: 0.0392, grad_norm: 0.1634 2020-11-27 00:39:04,906 - mmaction - INFO - Epoch [13][320/1921] lr: 1.500e-02, eta: 5:03:51, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1683 2020-11-27 00:39:27,831 - mmaction - INFO - Epoch [13][340/1921] lr: 1.500e-02, eta: 5:03:26, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: 0.0383, recall@thr=0.5: 0.7203, prec@thr=0.5: 0.7924, recall@top3: 0.8221, prec@top3: 0.6701, recall@top5: 0.9348, prec@top5: 0.4707, loss: 0.0383, grad_norm: 0.1642 2020-11-27 00:39:50,999 - mmaction - INFO - Epoch [13][360/1921] lr: 1.500e-02, eta: 5:03:01, time: 1.159, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1624 2020-11-27 00:40:13,942 - mmaction - INFO - Epoch [13][380/1921] lr: 1.500e-02, eta: 5:02:36, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1601 2020-11-27 00:40:36,938 - mmaction - INFO - Epoch [13][400/1921] lr: 1.500e-02, eta: 5:02:11, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: 0.0382, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.7950, recall@top3: 0.8209, prec@top3: 0.6687, recall@top5: 0.9419, prec@top5: 0.4714, loss: 0.0382, grad_norm: 0.1684 2020-11-27 00:40:59,894 - mmaction - INFO - Epoch [13][420/1921] lr: 1.500e-02, eta: 5:01:46, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1688 2020-11-27 00:41:22,809 - mmaction - INFO - Epoch [13][440/1921] lr: 1.500e-02, eta: 5:01:21, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: 0.0391, recall@thr=0.5: 0.7337, prec@thr=0.5: 0.7956, recall@top3: 0.8245, prec@top3: 0.6700, recall@top5: 0.9372, prec@top5: 0.4683, loss: 0.0391, grad_norm: 0.1614 2020-11-27 00:41:45,823 - mmaction - INFO - Epoch [13][460/1921] lr: 1.500e-02, eta: 5:00:56, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1705 2020-11-27 00:42:08,589 - mmaction - INFO - Epoch [13][480/1921] lr: 1.500e-02, eta: 5:00:31, time: 1.138, data_time: 0.001, memory: 9523, loss_action_cls: 0.0386, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.7947, recall@top3: 0.8142, prec@top3: 0.6700, recall@top5: 0.9358, prec@top5: 0.4732, loss: 0.0386, grad_norm: 0.1632 2020-11-27 00:42:31,484 - mmaction - INFO - Epoch [13][500/1921] lr: 1.500e-02, eta: 5:00:06, 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: 0.1682 2020-11-27 00:42:54,263 - mmaction - INFO - Epoch [13][520/1921] lr: 1.500e-02, eta: 4:59:41, time: 1.139, data_time: 0.001, memory: 9523, loss_action_cls: 0.0387, recall@thr=0.5: 0.7269, prec@thr=0.5: 0.7946, recall@top3: 0.8228, prec@top3: 0.6722, recall@top5: 0.9422, prec@top5: 0.4738, loss: 0.0387, grad_norm: 0.1570 2020-11-27 00:43:17,079 - mmaction - INFO - Epoch [13][540/1921] lr: 1.500e-02, eta: 4:59:15, 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: 0.1564 2020-11-27 00:43:39,874 - mmaction - INFO - Epoch [13][560/1921] lr: 1.500e-02, eta: 4:58:50, time: 1.140, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1531 2020-11-27 00:44:02,773 - mmaction - INFO - Epoch [13][580/1921] lr: 1.500e-02, eta: 4:58:25, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: 0.0387, recall@thr=0.5: 0.7123, prec@thr=0.5: 0.7808, recall@top3: 0.8258, prec@top3: 0.6603, recall@top5: 0.9365, prec@top5: 0.4594, loss: 0.0387, grad_norm: 0.1637 2020-11-27 00:44:25,781 - mmaction - INFO - Epoch [13][600/1921] lr: 1.500e-02, eta: 4:58:00, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1602 2020-11-27 00:44:48,792 - mmaction - INFO - Epoch [13][620/1921] lr: 1.500e-02, eta: 4:57:35, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: 0.0363, recall@thr=0.5: 0.7365, prec@thr=0.5: 0.8027, recall@top3: 0.8281, prec@top3: 0.6706, recall@top5: 0.9451, prec@top5: 0.4685, loss: 0.0363, grad_norm: 0.1605 2020-11-27 00:45:11,543 - mmaction - INFO - Epoch [13][640/1921] lr: 1.500e-02, eta: 4:57:10, time: 1.138, data_time: 0.001, memory: 9523, loss_action_cls: 0.0400, recall@thr=0.5: 0.7055, prec@thr=0.5: 0.7934, recall@top3: 0.8104, prec@top3: 0.6724, recall@top5: 0.9369, prec@top5: 0.4788, loss: 0.0400, grad_norm: 0.1604 2020-11-27 00:45:34,444 - mmaction - INFO - Epoch [13][660/1921] lr: 1.500e-02, eta: 4:56:45, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1642 2020-11-27 00:45:57,121 - mmaction - INFO - Epoch [13][680/1921] lr: 1.500e-02, eta: 4:56:20, 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: 0.1660 2020-11-27 00:46:19,867 - mmaction - INFO - Epoch [13][700/1921] lr: 1.500e-02, eta: 4:55:55, 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: 0.1609 2020-11-27 00:46:42,760 - mmaction - INFO - Epoch [13][720/1921] lr: 1.500e-02, eta: 4:55:30, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: 0.0395, recall@thr=0.5: 0.7116, prec@thr=0.5: 0.7820, recall@top3: 0.8144, prec@top3: 0.6699, recall@top5: 0.9327, prec@top5: 0.4698, loss: 0.0395, grad_norm: 0.1672 2020-11-27 00:47:05,491 - mmaction - INFO - Epoch [13][740/1921] lr: 1.500e-02, eta: 4:55:05, 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: 0.1603 2020-11-27 00:47:28,319 - mmaction - INFO - Epoch [13][760/1921] lr: 1.500e-02, eta: 4:54:40, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 00:47:51,113 - mmaction - INFO - Epoch [13][780/1921] lr: 1.500e-02, eta: 4:54:15, time: 1.139, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1546 2020-11-27 00:48:14,155 - mmaction - INFO - Epoch [13][800/1921] lr: 1.500e-02, eta: 4:53:50, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: 0.0377, recall@thr=0.5: 0.7320, prec@thr=0.5: 0.8058, recall@top3: 0.8275, prec@top3: 0.6703, recall@top5: 0.9413, prec@top5: 0.4709, loss: 0.0377, grad_norm: 0.1548 2020-11-27 00:48:36,988 - mmaction - INFO - Epoch [13][820/1921] lr: 1.500e-02, eta: 4:53:25, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 00:48:59,765 - mmaction - INFO - Epoch [13][840/1921] lr: 1.500e-02, eta: 4:53:00, time: 1.139, data_time: 0.000, memory: 9523, loss_action_cls: 0.0387, recall@thr=0.5: 0.7187, prec@thr=0.5: 0.7964, recall@top3: 0.8212, prec@top3: 0.6702, recall@top5: 0.9420, prec@top5: 0.4718, loss: 0.0387, grad_norm: 0.1705 2020-11-27 00:49:22,690 - mmaction - INFO - Epoch [13][860/1921] lr: 1.500e-02, eta: 4:52:35, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1611 2020-11-27 00:49:45,674 - mmaction - INFO - Epoch [13][880/1921] lr: 1.500e-02, eta: 4:52:10, 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: 0.1640 2020-11-27 00:50:08,574 - mmaction - INFO - Epoch [13][900/1921] lr: 1.500e-02, eta: 4:51:45, 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: 0.1637 2020-11-27 00:50:31,531 - mmaction - INFO - Epoch [13][920/1921] lr: 1.500e-02, eta: 4:51:20, 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: 0.1697 2020-11-27 00:50:54,410 - mmaction - INFO - Epoch [13][940/1921] lr: 1.500e-02, eta: 4:50:55, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1629 2020-11-27 00:51:17,290 - mmaction - INFO - Epoch [13][960/1921] lr: 1.500e-02, eta: 4:50:30, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1623 2020-11-27 00:51:40,250 - mmaction - INFO - Epoch [13][980/1921] lr: 1.500e-02, eta: 4:50:05, 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: 0.1591 2020-11-27 00:52:03,185 - mmaction - INFO - Epoch [13][1000/1921] lr: 1.500e-02, eta: 4:49:40, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1753 2020-11-27 00:52:26,003 - mmaction - INFO - Epoch [13][1020/1921] lr: 1.500e-02, eta: 4:49:15, time: 1.141, data_time: 0.001, memory: 9523, loss_action_cls: 0.0377, recall@thr=0.5: 0.7332, prec@thr=0.5: 0.7999, recall@top3: 0.8308, prec@top3: 0.6618, recall@top5: 0.9398, prec@top5: 0.4613, loss: 0.0377, grad_norm: 0.1618 2020-11-27 00:52:49,278 - mmaction - INFO - Epoch [13][1040/1921] lr: 1.500e-02, eta: 4:48:50, 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: 0.1646 2020-11-27 00:53:12,312 - mmaction - INFO - Epoch [13][1060/1921] lr: 1.500e-02, eta: 4:48:25, 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: 0.1621 2020-11-27 00:53:35,396 - mmaction - INFO - Epoch [13][1080/1921] lr: 1.500e-02, eta: 4:48:00, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: 0.0380, recall@thr=0.5: 0.7274, prec@thr=0.5: 0.7977, recall@top3: 0.8195, prec@top3: 0.6756, recall@top5: 0.9368, prec@top5: 0.4755, loss: 0.0380, grad_norm: 0.1596 2020-11-27 00:53:58,368 - mmaction - INFO - Epoch [13][1100/1921] lr: 1.500e-02, eta: 4:47:36, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1634 2020-11-27 00:54:21,518 - mmaction - INFO - Epoch [13][1120/1921] lr: 1.500e-02, eta: 4:47:11, time: 1.158, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1641 2020-11-27 00:54:44,647 - mmaction - INFO - Epoch [13][1140/1921] lr: 1.500e-02, eta: 4:46:46, time: 1.156, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1588 2020-11-27 00:55:07,626 - mmaction - INFO - Epoch [13][1160/1921] lr: 1.500e-02, eta: 4:46:21, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1630 2020-11-27 00:55:30,680 - mmaction - INFO - Epoch [13][1180/1921] lr: 1.500e-02, eta: 4:45:56, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1649 2020-11-27 00:55:53,784 - mmaction - INFO - Epoch [13][1200/1921] lr: 1.500e-02, eta: 4:45:31, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1829 2020-11-27 00:56:16,827 - mmaction - INFO - Epoch [13][1220/1921] lr: 1.500e-02, eta: 4:45:07, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1676 2020-11-27 00:56:39,864 - mmaction - INFO - Epoch [13][1240/1921] lr: 1.500e-02, eta: 4:44:42, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1605 2020-11-27 00:57:03,074 - mmaction - INFO - Epoch [13][1260/1921] lr: 1.500e-02, eta: 4:44:17, time: 1.161, data_time: 0.001, memory: 9523, loss_action_cls: 0.0380, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.7952, recall@top3: 0.8162, prec@top3: 0.6601, recall@top5: 0.9382, prec@top5: 0.4663, loss: 0.0380, grad_norm: 0.1640 2020-11-27 00:57:25,943 - mmaction - INFO - Epoch [13][1280/1921] lr: 1.500e-02, eta: 4:43:52, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1671 2020-11-27 00:57:49,101 - mmaction - INFO - Epoch [13][1300/1921] lr: 1.500e-02, eta: 4:43:27, time: 1.158, data_time: 0.000, memory: 9523, loss_action_cls: 0.0386, recall@thr=0.5: 0.7237, prec@thr=0.5: 0.7997, recall@top3: 0.8312, prec@top3: 0.6878, recall@top5: 0.9405, prec@top5: 0.4776, loss: 0.0386, grad_norm: 0.1601 2020-11-27 00:58:12,222 - mmaction - INFO - Epoch [13][1320/1921] lr: 1.500e-02, eta: 4:43:02, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: 0.0391, recall@thr=0.5: 0.7130, prec@thr=0.5: 0.7811, recall@top3: 0.8141, prec@top3: 0.6645, recall@top5: 0.9384, prec@top5: 0.4696, loss: 0.0391, grad_norm: 0.1588 2020-11-27 00:58:35,414 - mmaction - INFO - Epoch [13][1340/1921] lr: 1.500e-02, eta: 4:42:38, time: 1.159, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1639 2020-11-27 00:58:58,400 - mmaction - INFO - Epoch [13][1360/1921] lr: 1.500e-02, eta: 4:42:13, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1653 2020-11-27 00:59:21,375 - mmaction - INFO - Epoch [13][1380/1921] lr: 1.500e-02, eta: 4:41:48, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1588 2020-11-27 00:59:44,339 - mmaction - INFO - Epoch [13][1400/1921] lr: 1.500e-02, eta: 4:41:23, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1604 2020-11-27 01:00:07,476 - mmaction - INFO - Epoch [13][1420/1921] lr: 1.500e-02, eta: 4:40:58, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1607 2020-11-27 01:00:30,446 - mmaction - INFO - Epoch [13][1440/1921] lr: 1.500e-02, eta: 4:40:33, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1620 2020-11-27 01:00:53,206 - mmaction - INFO - Epoch [13][1460/1921] lr: 1.500e-02, eta: 4:40:09, time: 1.138, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1695 2020-11-27 01:01:16,014 - mmaction - INFO - Epoch [13][1480/1921] lr: 1.500e-02, eta: 4:39:44, time: 1.140, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1624 2020-11-27 01:01:38,808 - mmaction - INFO - Epoch [13][1500/1921] lr: 1.500e-02, eta: 4:39:19, time: 1.140, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1682 2020-11-27 01:02:01,702 - mmaction - INFO - Epoch [13][1520/1921] lr: 1.500e-02, eta: 4:38:54, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1621 2020-11-27 01:02:24,693 - mmaction - INFO - Epoch [13][1540/1921] lr: 1.500e-02, eta: 4:38:29, 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: 0.1659 2020-11-27 01:02:47,724 - mmaction - INFO - Epoch [13][1560/1921] lr: 1.500e-02, eta: 4:38:04, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1602 2020-11-27 01:03:10,580 - mmaction - INFO - Epoch [13][1580/1921] lr: 1.500e-02, eta: 4:37:39, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: 0.0374, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7972, recall@top3: 0.8212, prec@top3: 0.6688, recall@top5: 0.9342, prec@top5: 0.4685, loss: 0.0374, grad_norm: 0.1718 2020-11-27 01:03:33,709 - mmaction - INFO - Epoch [13][1600/1921] lr: 1.500e-02, eta: 4:37:14, time: 1.156, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1617 2020-11-27 01:03:56,544 - mmaction - INFO - Epoch [13][1620/1921] lr: 1.500e-02, eta: 4:36:50, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1672 2020-11-27 01:04:19,579 - mmaction - INFO - Epoch [13][1640/1921] lr: 1.500e-02, eta: 4:36:25, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1624 2020-11-27 01:04:42,498 - mmaction - INFO - Epoch [13][1660/1921] lr: 1.500e-02, eta: 4:36:00, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: 0.0384, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.7874, recall@top3: 0.8129, prec@top3: 0.6695, recall@top5: 0.9375, prec@top5: 0.4752, loss: 0.0384, grad_norm: 0.1654 2020-11-27 01:05:05,538 - mmaction - INFO - Epoch [13][1680/1921] lr: 1.500e-02, eta: 4:35:35, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1700 2020-11-27 01:05:28,659 - mmaction - INFO - Epoch [13][1700/1921] lr: 1.500e-02, eta: 4:35:10, time: 1.156, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1616 2020-11-27 01:05:51,549 - mmaction - INFO - Epoch [13][1720/1921] lr: 1.500e-02, eta: 4:34:46, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1721 2020-11-27 01:06:14,464 - mmaction - INFO - Epoch [13][1740/1921] lr: 1.500e-02, eta: 4:34:21, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1743 2020-11-27 01:06:37,519 - mmaction - INFO - Epoch [13][1760/1921] lr: 1.500e-02, eta: 4:33:56, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: 0.0384, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7985, recall@top3: 0.8207, prec@top3: 0.6658, recall@top5: 0.9378, prec@top5: 0.4693, loss: 0.0384, grad_norm: 0.1739 2020-11-27 01:07:00,423 - mmaction - INFO - Epoch [13][1780/1921] lr: 1.500e-02, eta: 4:33:31, time: 1.145, data_time: 0.001, memory: 9523, loss_action_cls: 0.0377, recall@thr=0.5: 0.7483, prec@thr=0.5: 0.8113, recall@top3: 0.8241, prec@top3: 0.6780, recall@top5: 0.9450, prec@top5: 0.4795, loss: 0.0377, grad_norm: 0.1599 2020-11-27 01:07:23,285 - mmaction - INFO - Epoch [13][1800/1921] lr: 1.500e-02, eta: 4:33:06, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1621 2020-11-27 01:07:46,203 - mmaction - INFO - Epoch [13][1820/1921] lr: 1.500e-02, eta: 4:32:41, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: 0.0368, recall@thr=0.5: 0.7293, prec@thr=0.5: 0.7962, recall@top3: 0.8307, prec@top3: 0.6560, recall@top5: 0.9390, prec@top5: 0.4534, loss: 0.0368, grad_norm: 0.1640 2020-11-27 01:08:09,066 - mmaction - INFO - Epoch [13][1840/1921] lr: 1.500e-02, eta: 4:32:17, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1698 2020-11-27 01:08:32,214 - mmaction - INFO - Epoch [13][1860/1921] lr: 1.500e-02, eta: 4:31:52, time: 1.157, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1569 2020-11-27 01:08:55,303 - mmaction - INFO - Epoch [13][1880/1921] lr: 1.500e-02, eta: 4:31:27, time: 1.154, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1691 2020-11-27 01:09:18,377 - mmaction - INFO - Epoch [13][1900/1921] lr: 1.500e-02, eta: 4:31:02, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: 0.0379, recall@thr=0.5: 0.7338, prec@thr=0.5: 0.8116, recall@top3: 0.8204, prec@top3: 0.6697, recall@top5: 0.9398, prec@top5: 0.4725, loss: 0.0379, grad_norm: 0.1637 2020-11-27 01:09:41,332 - mmaction - INFO - Epoch [13][1920/1921] lr: 1.500e-02, eta: 4:30:38, 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: 0.1656 2020-11-27 01:09:44,139 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-11-27 01:15:31,827 - mmaction - INFO - Evaluating proposal ... 2020-11-27 01:16:39,181 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-27 01:16:39,182 - mmaction - INFO - Evaluating bbox ... 2020-11-27 01:25:18,315 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2445 2020-11-27 01:25:19,504 - mmaction - INFO - Epoch(val) [13][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2445 2020-11-27 01:26:24,473 - mmaction - INFO - Epoch [14][20/1921] lr: 1.500e-02, eta: 4:30:33, time: 3.248, data_time: 2.129, memory: 9523, loss_action_cls: 0.0376, recall@thr=0.5: 0.7343, prec@thr=0.5: 0.8064, recall@top3: 0.8287, prec@top3: 0.6759, recall@top5: 0.9485, prec@top5: 0.4749, loss: 0.0376, grad_norm: 0.1637 2020-11-27 01:26:46,795 - mmaction - INFO - Epoch [14][40/1921] lr: 1.500e-02, eta: 4:30:08, time: 1.116, data_time: 0.002, memory: 9523, loss_action_cls: 0.0385, recall@thr=0.5: 0.7283, prec@thr=0.5: 0.8037, recall@top3: 0.8228, prec@top3: 0.6711, recall@top5: 0.9399, prec@top5: 0.4703, loss: 0.0385, grad_norm: 0.1738 2020-11-27 01:27:09,188 - mmaction - INFO - Epoch [14][60/1921] lr: 1.500e-02, eta: 4:29:43, 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: 0.1681 2020-11-27 01:27:31,791 - mmaction - INFO - Epoch [14][80/1921] lr: 1.500e-02, eta: 4:29:18, time: 1.130, data_time: 0.001, memory: 9523, loss_action_cls: 0.0364, recall@thr=0.5: 0.7374, prec@thr=0.5: 0.8158, recall@top3: 0.8414, prec@top3: 0.6866, recall@top5: 0.9519, prec@top5: 0.4771, loss: 0.0364, grad_norm: 0.1644 2020-11-27 01:27:54,461 - mmaction - INFO - Epoch [14][100/1921] lr: 1.500e-02, eta: 4:28:53, 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: 0.1665 2020-11-27 01:28:17,171 - mmaction - INFO - Epoch [14][120/1921] lr: 1.500e-02, eta: 4:28:28, 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: 0.1671 2020-11-27 01:28:39,954 - mmaction - INFO - Epoch [14][140/1921] lr: 1.500e-02, eta: 4:28:03, time: 1.140, data_time: 0.001, memory: 9523, loss_action_cls: 0.0378, recall@thr=0.5: 0.7218, prec@thr=0.5: 0.8048, recall@top3: 0.8142, prec@top3: 0.6829, recall@top5: 0.9361, prec@top5: 0.4830, loss: 0.0378, grad_norm: 0.1691 2020-11-27 01:29:02,673 - mmaction - INFO - Epoch [14][160/1921] lr: 1.500e-02, eta: 4:27:38, time: 1.135, data_time: 0.000, memory: 9523, loss_action_cls: 0.0374, recall@thr=0.5: 0.7289, prec@thr=0.5: 0.7965, recall@top3: 0.8325, prec@top3: 0.6756, recall@top5: 0.9433, prec@top5: 0.4718, loss: 0.0374, grad_norm: 0.1768 2020-11-27 01:29:25,470 - mmaction - INFO - Epoch [14][180/1921] lr: 1.500e-02, eta: 4:27:13, time: 1.140, data_time: 0.001, memory: 9523, loss_action_cls: 0.0379, recall@thr=0.5: 0.7242, prec@thr=0.5: 0.8006, recall@top3: 0.8228, prec@top3: 0.6760, recall@top5: 0.9394, prec@top5: 0.4729, loss: 0.0379, grad_norm: 0.1717 2020-11-27 01:29:48,260 - mmaction - INFO - Epoch [14][200/1921] lr: 1.500e-02, eta: 4:26:49, time: 1.139, data_time: 0.001, memory: 9523, loss_action_cls: 0.0390, recall@thr=0.5: 0.7090, prec@thr=0.5: 0.7832, recall@top3: 0.8160, prec@top3: 0.6570, recall@top5: 0.9303, prec@top5: 0.4601, loss: 0.0390, grad_norm: 0.1742 2020-11-27 01:30:11,293 - mmaction - INFO - Epoch [14][220/1921] lr: 1.500e-02, eta: 4:26:24, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 01:30:34,278 - mmaction - INFO - Epoch [14][240/1921] lr: 1.500e-02, eta: 4:25:59, 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: 0.1646 2020-11-27 01:30:57,266 - mmaction - INFO - Epoch [14][260/1921] lr: 1.500e-02, eta: 4:25:34, 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: 0.1752 2020-11-27 01:31:20,208 - mmaction - INFO - Epoch [14][280/1921] lr: 1.500e-02, eta: 4:25:09, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: 0.0375, recall@thr=0.5: 0.7248, prec@thr=0.5: 0.7958, recall@top3: 0.8201, prec@top3: 0.6725, recall@top5: 0.9375, prec@top5: 0.4717, loss: 0.0375, grad_norm: 0.1689 2020-11-27 01:31:43,232 - mmaction - INFO - Epoch [14][300/1921] lr: 1.500e-02, eta: 4:24:45, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 01:32:06,431 - mmaction - INFO - Epoch [14][320/1921] lr: 1.500e-02, eta: 4:24:20, time: 1.160, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1643 2020-11-27 01:32:29,428 - mmaction - INFO - Epoch [14][340/1921] lr: 1.500e-02, eta: 4:23:55, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1670 2020-11-27 01:32:52,514 - mmaction - INFO - Epoch [14][360/1921] lr: 1.500e-02, eta: 4:23:31, time: 1.154, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1661 2020-11-27 01:33:15,604 - mmaction - INFO - Epoch [14][380/1921] lr: 1.500e-02, eta: 4:23:06, time: 1.154, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1602 2020-11-27 01:33:38,580 - mmaction - INFO - Epoch [14][400/1921] lr: 1.500e-02, eta: 4:22:41, time: 1.149, data_time: 0.001, memory: 9523, loss_action_cls: 0.0398, recall@thr=0.5: 0.7173, prec@thr=0.5: 0.7884, recall@top3: 0.8116, prec@top3: 0.6644, recall@top5: 0.9325, prec@top5: 0.4664, loss: 0.0398, grad_norm: 0.1675 2020-11-27 01:34:01,673 - mmaction - INFO - Epoch [14][420/1921] lr: 1.500e-02, eta: 4:22:16, time: 1.155, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1639 2020-11-27 01:34:24,723 - mmaction - INFO - Epoch [14][440/1921] lr: 1.500e-02, eta: 4:21:52, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: 0.0360, recall@thr=0.5: 0.7368, prec@thr=0.5: 0.7995, recall@top3: 0.8277, prec@top3: 0.6752, recall@top5: 0.9393, prec@top5: 0.4712, loss: 0.0360, grad_norm: 0.1658 2020-11-27 01:34:47,713 - mmaction - INFO - Epoch [14][460/1921] lr: 1.500e-02, eta: 4:21:27, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1732 2020-11-27 01:35:10,876 - mmaction - INFO - Epoch [14][480/1921] lr: 1.500e-02, eta: 4:21:02, time: 1.158, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1637 2020-11-27 01:35:33,962 - mmaction - INFO - Epoch [14][500/1921] lr: 1.500e-02, eta: 4:20:37, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1690 2020-11-27 01:35:56,889 - mmaction - INFO - Epoch [14][520/1921] lr: 1.500e-02, eta: 4:20:13, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1690 2020-11-27 01:36:19,834 - mmaction - INFO - Epoch [14][540/1921] lr: 1.500e-02, eta: 4:19:48, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1643 2020-11-27 01:36:42,920 - mmaction - INFO - Epoch [14][560/1921] lr: 1.500e-02, eta: 4:19:23, time: 1.154, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1638 2020-11-27 01:37:05,892 - mmaction - INFO - Epoch [14][580/1921] lr: 1.500e-02, eta: 4:18:58, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1614 2020-11-27 01:37:28,819 - mmaction - INFO - Epoch [14][600/1921] lr: 1.500e-02, eta: 4:18:34, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1702 2020-11-27 01:37:51,853 - mmaction - INFO - Epoch [14][620/1921] lr: 1.500e-02, eta: 4:18:09, time: 1.151, data_time: 0.000, memory: 9523, loss_action_cls: 0.0387, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.7935, recall@top3: 0.8225, prec@top3: 0.6625, recall@top5: 0.9316, prec@top5: 0.4620, loss: 0.0387, grad_norm: 0.1589 2020-11-27 01:38:14,826 - mmaction - INFO - Epoch [14][640/1921] lr: 1.500e-02, eta: 4:17:44, 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: 0.1660 2020-11-27 01:38:37,832 - mmaction - INFO - Epoch [14][660/1921] lr: 1.500e-02, eta: 4:17:20, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1618 2020-11-27 01:39:00,898 - mmaction - INFO - Epoch [14][680/1921] lr: 1.500e-02, eta: 4:16:55, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: 0.0389, recall@thr=0.5: 0.7122, prec@thr=0.5: 0.7869, recall@top3: 0.8295, prec@top3: 0.6600, recall@top5: 0.9346, prec@top5: 0.4590, loss: 0.0389, grad_norm: 0.1598 2020-11-27 01:39:23,965 - mmaction - INFO - Epoch [14][700/1921] lr: 1.500e-02, eta: 4:16:30, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1669 2020-11-27 01:39:47,145 - mmaction - INFO - Epoch [14][720/1921] lr: 1.500e-02, eta: 4:16:06, time: 1.159, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1555 2020-11-27 01:40:10,426 - mmaction - INFO - Epoch [14][740/1921] lr: 1.500e-02, eta: 4:15:41, time: 1.164, data_time: 0.000, memory: 9523, loss_action_cls: 0.0367, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.8000, recall@top3: 0.8289, prec@top3: 0.6782, recall@top5: 0.9438, prec@top5: 0.4736, loss: 0.0367, grad_norm: 0.1721 2020-11-27 01:40:33,488 - mmaction - INFO - Epoch [14][760/1921] lr: 1.500e-02, eta: 4:15:16, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: 0.0374, recall@thr=0.5: 0.7214, prec@thr=0.5: 0.7937, recall@top3: 0.8219, prec@top3: 0.6774, recall@top5: 0.9419, prec@top5: 0.4764, loss: 0.0374, grad_norm: 0.1709 2020-11-27 01:40:56,549 - mmaction - INFO - Epoch [14][780/1921] lr: 1.500e-02, eta: 4:14:52, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1615 2020-11-27 01:41:19,386 - mmaction - INFO - Epoch [14][800/1921] lr: 1.500e-02, eta: 4:14:27, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1636 2020-11-27 01:41:42,371 - mmaction - INFO - Epoch [14][820/1921] lr: 1.500e-02, eta: 4:14:02, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1723 2020-11-27 01:42:05,309 - mmaction - INFO - Epoch [14][840/1921] lr: 1.500e-02, eta: 4:13:37, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: 0.0398, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.7932, recall@top3: 0.8258, prec@top3: 0.6649, recall@top5: 0.9341, prec@top5: 0.4635, loss: 0.0398, grad_norm: 0.1716 2020-11-27 01:42:28,485 - mmaction - INFO - Epoch [14][860/1921] lr: 1.500e-02, eta: 4:13:13, time: 1.159, data_time: 0.001, memory: 9523, loss_action_cls: 0.0393, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.7967, recall@top3: 0.8229, prec@top3: 0.6749, recall@top5: 0.9355, prec@top5: 0.4714, loss: 0.0393, grad_norm: 0.1743 2020-11-27 01:42:51,430 - mmaction - INFO - Epoch [14][880/1921] lr: 1.500e-02, eta: 4:12:48, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1612 2020-11-27 01:43:14,417 - mmaction - INFO - Epoch [14][900/1921] lr: 1.500e-02, eta: 4:12:23, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: 0.0370, recall@thr=0.5: 0.7252, prec@thr=0.5: 0.8078, recall@top3: 0.8258, prec@top3: 0.6751, recall@top5: 0.9374, prec@top5: 0.4694, loss: 0.0370, grad_norm: 0.1571 2020-11-27 01:43:37,421 - mmaction - INFO - Epoch [14][920/1921] lr: 1.500e-02, eta: 4:11:59, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1654 2020-11-27 01:44:00,563 - mmaction - INFO - Epoch [14][940/1921] lr: 1.500e-02, eta: 4:11:34, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1717 2020-11-27 01:44:23,632 - mmaction - INFO - Epoch [14][960/1921] lr: 1.500e-02, eta: 4:11:09, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1534 2020-11-27 01:44:46,660 - mmaction - INFO - Epoch [14][980/1921] lr: 1.500e-02, eta: 4:10:45, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1673 2020-11-27 01:45:09,679 - mmaction - INFO - Epoch [14][1000/1921] lr: 1.500e-02, eta: 4:10:20, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 01:45:32,935 - mmaction - INFO - Epoch [14][1020/1921] lr: 1.500e-02, eta: 4:09:55, time: 1.163, data_time: 0.001, memory: 9523, loss_action_cls: 0.0390, recall@thr=0.5: 0.7170, prec@thr=0.5: 0.8052, recall@top3: 0.8275, prec@top3: 0.6767, recall@top5: 0.9466, prec@top5: 0.4744, loss: 0.0390, grad_norm: 0.1681 2020-11-27 01:45:56,126 - mmaction - INFO - Epoch [14][1040/1921] lr: 1.500e-02, eta: 4:09:31, time: 1.160, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1646 2020-11-27 01:46:19,029 - mmaction - INFO - Epoch [14][1060/1921] lr: 1.500e-02, eta: 4:09:06, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 01:46:42,195 - mmaction - INFO - Epoch [14][1080/1921] lr: 1.500e-02, eta: 4:08:42, time: 1.158, data_time: 0.001, memory: 9523, loss_action_cls: 0.0388, recall@thr=0.5: 0.7297, prec@thr=0.5: 0.7791, recall@top3: 0.8221, prec@top3: 0.6722, recall@top5: 0.9398, prec@top5: 0.4722, loss: 0.0388, grad_norm: 0.1633 2020-11-27 01:47:05,173 - mmaction - INFO - Epoch [14][1100/1921] lr: 1.500e-02, eta: 4:08:17, 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: 0.1693 2020-11-27 01:47:28,021 - mmaction - INFO - Epoch [14][1120/1921] lr: 1.500e-02, eta: 4:07:52, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1679 2020-11-27 01:47:51,131 - mmaction - INFO - Epoch [14][1140/1921] lr: 1.500e-02, eta: 4:07:28, time: 1.156, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1647 2020-11-27 01:48:14,227 - mmaction - INFO - Epoch [14][1160/1921] lr: 1.500e-02, eta: 4:07:03, time: 1.155, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1633 2020-11-27 01:48:37,234 - mmaction - INFO - Epoch [14][1180/1921] lr: 1.500e-02, eta: 4:06:38, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1753 2020-11-27 01:49:00,277 - mmaction - INFO - Epoch [14][1200/1921] lr: 1.500e-02, eta: 4:06:14, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1562 2020-11-27 01:49:23,259 - mmaction - INFO - Epoch [14][1220/1921] lr: 1.500e-02, eta: 4:05:49, 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: 0.1754 2020-11-27 01:49:46,165 - mmaction - INFO - Epoch [14][1240/1921] lr: 1.500e-02, eta: 4:05:24, 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: 0.1733 2020-11-27 01:50:09,167 - mmaction - INFO - Epoch [14][1260/1921] lr: 1.500e-02, eta: 4:05:00, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1598 2020-11-27 01:50:32,139 - mmaction - INFO - Epoch [14][1280/1921] lr: 1.500e-02, eta: 4:04:35, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1680 2020-11-27 01:50:55,025 - mmaction - INFO - Epoch [14][1300/1921] lr: 1.500e-02, eta: 4:04:10, time: 1.145, data_time: 0.001, memory: 9523, loss_action_cls: 0.0385, recall@thr=0.5: 0.7323, prec@thr=0.5: 0.7933, recall@top3: 0.8303, prec@top3: 0.6676, recall@top5: 0.9447, prec@top5: 0.4677, loss: 0.0385, grad_norm: 0.1667 2020-11-27 01:51:18,235 - mmaction - INFO - Epoch [14][1320/1921] lr: 1.500e-02, eta: 4:03:46, time: 1.161, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 01:51:41,074 - mmaction - INFO - Epoch [14][1340/1921] lr: 1.500e-02, eta: 4:03:21, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: 0.0372, recall@thr=0.5: 0.7432, prec@thr=0.5: 0.8040, recall@top3: 0.8411, prec@top3: 0.6715, recall@top5: 0.9414, prec@top5: 0.4634, loss: 0.0372, grad_norm: 0.1612 2020-11-27 01:52:03,897 - mmaction - INFO - Epoch [14][1360/1921] lr: 1.500e-02, eta: 4:02:56, 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: 0.1683 2020-11-27 01:52:26,942 - mmaction - INFO - Epoch [14][1380/1921] lr: 1.500e-02, eta: 4:02:32, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1690 2020-11-27 01:52:49,907 - mmaction - INFO - Epoch [14][1400/1921] lr: 1.500e-02, eta: 4:02:07, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: 0.0373, recall@thr=0.5: 0.7343, prec@thr=0.5: 0.8079, recall@top3: 0.8345, prec@top3: 0.6799, recall@top5: 0.9452, prec@top5: 0.4729, loss: 0.0373, grad_norm: 0.1701 2020-11-27 01:53:12,803 - mmaction - INFO - Epoch [14][1420/1921] lr: 1.500e-02, eta: 4:01:42, time: 1.145, data_time: 0.001, memory: 9523, loss_action_cls: 0.0380, recall@thr=0.5: 0.7395, prec@thr=0.5: 0.7978, recall@top3: 0.8310, prec@top3: 0.6863, recall@top5: 0.9422, prec@top5: 0.4776, loss: 0.0380, grad_norm: 0.1683 2020-11-27 01:53:35,915 - mmaction - INFO - Epoch [14][1440/1921] lr: 1.500e-02, eta: 4:01:18, time: 1.156, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1675 2020-11-27 01:53:58,805 - mmaction - INFO - Epoch [14][1460/1921] lr: 1.500e-02, eta: 4:00:53, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: 0.0371, recall@thr=0.5: 0.7374, prec@thr=0.5: 0.8015, recall@top3: 0.8318, prec@top3: 0.6730, recall@top5: 0.9424, prec@top5: 0.4673, loss: 0.0371, grad_norm: 0.1594 2020-11-27 01:54:21,782 - mmaction - INFO - Epoch [14][1480/1921] lr: 1.500e-02, eta: 4:00:28, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1676 2020-11-27 01:54:44,822 - mmaction - INFO - Epoch [14][1500/1921] lr: 1.500e-02, eta: 4:00:04, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: 0.0381, recall@thr=0.5: 0.7362, prec@thr=0.5: 0.8111, recall@top3: 0.8192, prec@top3: 0.6804, recall@top5: 0.9364, prec@top5: 0.4783, loss: 0.0381, grad_norm: 0.1623 2020-11-27 01:55:07,718 - mmaction - INFO - Epoch [14][1520/1921] lr: 1.500e-02, eta: 3:59:39, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1662 2020-11-27 01:55:30,874 - mmaction - INFO - Epoch [14][1540/1921] lr: 1.500e-02, eta: 3:59:15, time: 1.158, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1706 2020-11-27 01:55:53,749 - mmaction - INFO - Epoch [14][1560/1921] lr: 1.500e-02, eta: 3:58:50, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 01:56:16,769 - mmaction - INFO - Epoch [14][1580/1921] lr: 1.500e-02, eta: 3:58:25, 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: 0.1667 2020-11-27 01:56:39,874 - mmaction - INFO - Epoch [14][1600/1921] lr: 1.500e-02, eta: 3:58:01, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1668 2020-11-27 01:57:02,891 - mmaction - INFO - Epoch [14][1620/1921] lr: 1.500e-02, eta: 3:57:36, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: 0.0373, recall@thr=0.5: 0.7502, prec@thr=0.5: 0.8141, recall@top3: 0.8298, prec@top3: 0.6698, recall@top5: 0.9457, prec@top5: 0.4691, loss: 0.0373, grad_norm: 0.1631 2020-11-27 01:57:25,875 - mmaction - INFO - Epoch [14][1640/1921] lr: 1.500e-02, eta: 3:57:12, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1658 2020-11-27 01:57:48,873 - mmaction - INFO - Epoch [14][1660/1921] lr: 1.500e-02, eta: 3:56:47, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1674 2020-11-27 01:58:11,942 - mmaction - INFO - Epoch [14][1680/1921] lr: 1.500e-02, eta: 3:56:22, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1706 2020-11-27 01:58:34,891 - mmaction - INFO - Epoch [14][1700/1921] lr: 1.500e-02, eta: 3:55:58, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 01:58:57,948 - mmaction - INFO - Epoch [14][1720/1921] lr: 1.500e-02, eta: 3:55:33, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: 0.0382, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7742, recall@top3: 0.8155, prec@top3: 0.6614, recall@top5: 0.9365, prec@top5: 0.4652, loss: 0.0382, grad_norm: 0.1720 2020-11-27 01:59:21,016 - mmaction - INFO - Epoch [14][1740/1921] lr: 1.500e-02, eta: 3:55:09, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1709 2020-11-27 01:59:44,236 - mmaction - INFO - Epoch [14][1760/1921] lr: 1.500e-02, eta: 3:54:44, time: 1.161, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1615 2020-11-27 02:00:07,271 - mmaction - INFO - Epoch [14][1780/1921] lr: 1.500e-02, eta: 3:54:20, 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: 0.1672 2020-11-27 02:00:30,509 - mmaction - INFO - Epoch [14][1800/1921] lr: 1.500e-02, eta: 3:53:55, time: 1.162, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1695 2020-11-27 02:00:53,442 - mmaction - INFO - Epoch [14][1820/1921] lr: 1.500e-02, eta: 3:53:31, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: 0.0369, recall@thr=0.5: 0.7262, prec@thr=0.5: 0.8003, recall@top3: 0.8244, prec@top3: 0.6615, recall@top5: 0.9422, prec@top5: 0.4647, loss: 0.0369, grad_norm: 0.1718 2020-11-27 02:01:16,765 - mmaction - INFO - Epoch [14][1840/1921] lr: 1.500e-02, eta: 3:53:06, time: 1.166, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1652 2020-11-27 02:01:39,773 - mmaction - INFO - Epoch [14][1860/1921] lr: 1.500e-02, eta: 3:52:42, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1765 2020-11-27 02:02:02,820 - mmaction - INFO - Epoch [14][1880/1921] lr: 1.500e-02, eta: 3:52:17, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1691 2020-11-27 02:02:25,922 - mmaction - INFO - Epoch [14][1900/1921] lr: 1.500e-02, eta: 3:51:53, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1778 2020-11-27 02:02:49,063 - mmaction - INFO - Epoch [14][1920/1921] lr: 1.500e-02, eta: 3:51:28, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1575 2020-11-27 02:02:52,481 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-11-27 02:08:38,219 - mmaction - INFO - Evaluating proposal ... 2020-11-27 02:09:45,997 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-27 02:09:45,997 - mmaction - INFO - Evaluating bbox ... 2020-11-27 02:18:29,213 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2431 2020-11-27 02:18:30,380 - mmaction - INFO - Epoch(val) [14][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2431 2020-11-27 02:19:36,811 - mmaction - INFO - Epoch [15][20/1921] lr: 1.500e-02, eta: 3:51:20, time: 3.321, data_time: 2.203, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1664 2020-11-27 02:19:59,121 - mmaction - INFO - Epoch [15][40/1921] lr: 1.500e-02, eta: 3:50:55, time: 1.116, data_time: 0.001, memory: 9523, loss_action_cls: 0.0366, recall@thr=0.5: 0.7373, prec@thr=0.5: 0.8223, recall@top3: 0.8307, prec@top3: 0.6806, recall@top5: 0.9389, prec@top5: 0.4736, loss: 0.0366, grad_norm: 0.1697 2020-11-27 02:20:21,538 - mmaction - INFO - Epoch [15][60/1921] lr: 1.500e-02, eta: 3:50:31, 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: 0.1678 2020-11-27 02:20:44,097 - mmaction - INFO - Epoch [15][80/1921] lr: 1.500e-02, eta: 3:50:06, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: 0.0385, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.7842, recall@top3: 0.8224, prec@top3: 0.6693, recall@top5: 0.9378, prec@top5: 0.4685, loss: 0.0385, grad_norm: 0.1722 2020-11-27 02:21:06,804 - mmaction - INFO - Epoch [15][100/1921] lr: 1.500e-02, eta: 3:49:41, 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: 0.1601 2020-11-27 02:21:29,580 - mmaction - INFO - Epoch [15][120/1921] lr: 1.500e-02, eta: 3:49:16, time: 1.139, data_time: 0.000, memory: 9523, loss_action_cls: 0.0370, recall@thr=0.5: 0.7387, prec@thr=0.5: 0.8183, recall@top3: 0.8286, prec@top3: 0.6695, recall@top5: 0.9412, prec@top5: 0.4682, loss: 0.0370, grad_norm: 0.1598 2020-11-27 02:21:52,429 - mmaction - INFO - Epoch [15][140/1921] lr: 1.500e-02, eta: 3:48:52, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: 0.0388, recall@thr=0.5: 0.7252, prec@thr=0.5: 0.7898, recall@top3: 0.8336, prec@top3: 0.6660, recall@top5: 0.9415, prec@top5: 0.4619, loss: 0.0388, grad_norm: 0.1624 2020-11-27 02:22:15,355 - mmaction - INFO - Epoch [15][160/1921] lr: 1.500e-02, eta: 3:48:27, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1663 2020-11-27 02:22:38,469 - mmaction - INFO - Epoch [15][180/1921] lr: 1.500e-02, eta: 3:48:02, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 02:23:01,526 - mmaction - INFO - Epoch [15][200/1921] lr: 1.500e-02, eta: 3:47:38, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: 0.0392, recall@thr=0.5: 0.7220, prec@thr=0.5: 0.7946, recall@top3: 0.8214, prec@top3: 0.6688, recall@top5: 0.9304, prec@top5: 0.4657, loss: 0.0392, grad_norm: 0.1680 2020-11-27 02:23:24,732 - mmaction - INFO - Epoch [15][220/1921] lr: 1.500e-02, eta: 3:47:13, time: 1.160, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1738 2020-11-27 02:23:47,578 - mmaction - INFO - Epoch [15][240/1921] lr: 1.500e-02, eta: 3:46:49, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: 0.0374, recall@thr=0.5: 0.7356, prec@thr=0.5: 0.8065, recall@top3: 0.8316, prec@top3: 0.6796, recall@top5: 0.9428, prec@top5: 0.4731, loss: 0.0374, grad_norm: 0.1788 2020-11-27 02:24:10,422 - mmaction - INFO - Epoch [15][260/1921] lr: 1.500e-02, eta: 3:46:24, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: 0.0363, recall@thr=0.5: 0.7420, prec@thr=0.5: 0.7968, recall@top3: 0.8296, prec@top3: 0.6729, recall@top5: 0.9399, prec@top5: 0.4700, loss: 0.0363, grad_norm: 0.1660 2020-11-27 02:24:33,584 - mmaction - INFO - Epoch [15][280/1921] lr: 1.500e-02, eta: 3:46:00, time: 1.158, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1679 2020-11-27 02:24:56,536 - mmaction - INFO - Epoch [15][300/1921] lr: 1.500e-02, eta: 3:45:35, time: 1.148, data_time: 0.001, memory: 9523, loss_action_cls: 0.0353, recall@thr=0.5: 0.7347, prec@thr=0.5: 0.8087, recall@top3: 0.8316, prec@top3: 0.6801, recall@top5: 0.9485, prec@top5: 0.4749, loss: 0.0353, grad_norm: 0.1611 2020-11-27 02:25:19,461 - mmaction - INFO - Epoch [15][320/1921] lr: 1.500e-02, eta: 3:45:10, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: 0.0380, recall@thr=0.5: 0.7350, prec@thr=0.5: 0.7981, recall@top3: 0.8222, prec@top3: 0.6799, recall@top5: 0.9354, prec@top5: 0.4782, loss: 0.0380, grad_norm: 0.1718 2020-11-27 02:25:42,568 - mmaction - INFO - Epoch [15][340/1921] lr: 1.500e-02, eta: 3:44:46, time: 1.155, data_time: 0.000, memory: 9523, loss_action_cls: 0.0372, recall@thr=0.5: 0.7416, prec@thr=0.5: 0.8099, recall@top3: 0.8359, prec@top3: 0.6853, recall@top5: 0.9494, prec@top5: 0.4800, loss: 0.0372, grad_norm: 0.1668 2020-11-27 02:26:05,552 - mmaction - INFO - Epoch [15][360/1921] lr: 1.500e-02, eta: 3:44:21, 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: 0.1648 2020-11-27 02:26:28,497 - mmaction - INFO - Epoch [15][380/1921] lr: 1.500e-02, eta: 3:43:57, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: 0.0363, recall@thr=0.5: 0.7514, prec@thr=0.5: 0.8163, recall@top3: 0.8365, prec@top3: 0.6763, recall@top5: 0.9416, prec@top5: 0.4706, loss: 0.0363, grad_norm: 0.1650 2020-11-27 02:26:51,429 - mmaction - INFO - Epoch [15][400/1921] lr: 1.500e-02, eta: 3:43:32, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: 0.0385, recall@thr=0.5: 0.7218, prec@thr=0.5: 0.7971, recall@top3: 0.8195, prec@top3: 0.6742, recall@top5: 0.9343, prec@top5: 0.4707, loss: 0.0385, grad_norm: 0.1865 2020-11-27 02:27:14,463 - mmaction - INFO - Epoch [15][420/1921] lr: 1.500e-02, eta: 3:43:08, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1632 2020-11-27 02:27:37,576 - mmaction - INFO - Epoch [15][440/1921] lr: 1.500e-02, eta: 3:42:43, time: 1.155, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 02:28:00,599 - mmaction - INFO - Epoch [15][460/1921] lr: 1.500e-02, eta: 3:42:19, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1682 2020-11-27 02:28:23,591 - mmaction - INFO - Epoch [15][480/1921] lr: 1.500e-02, eta: 3:41:54, 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: 0.1660 2020-11-27 02:28:46,712 - mmaction - INFO - Epoch [15][500/1921] lr: 1.500e-02, eta: 3:41:29, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1713 2020-11-27 02:29:09,663 - mmaction - INFO - Epoch [15][520/1921] lr: 1.500e-02, eta: 3:41:05, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: 0.0394, recall@thr=0.5: 0.7311, prec@thr=0.5: 0.8167, recall@top3: 0.8256, prec@top3: 0.6686, recall@top5: 0.9305, prec@top5: 0.4628, loss: 0.0394, grad_norm: 0.1695 2020-11-27 02:29:32,605 - mmaction - INFO - Epoch [15][540/1921] lr: 1.500e-02, eta: 3:40:40, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 02:29:55,510 - mmaction - INFO - Epoch [15][560/1921] lr: 1.500e-02, eta: 3:40:16, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 02:30:18,525 - mmaction - INFO - Epoch [15][580/1921] lr: 1.500e-02, eta: 3:39:51, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1688 2020-11-27 02:30:41,578 - mmaction - INFO - Epoch [15][600/1921] lr: 1.500e-02, eta: 3:39:27, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1760 2020-11-27 02:31:04,693 - mmaction - INFO - Epoch [15][620/1921] lr: 1.500e-02, eta: 3:39:02, time: 1.156, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 02:31:27,704 - mmaction - INFO - Epoch [15][640/1921] lr: 1.500e-02, eta: 3:38:38, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1828 2020-11-27 02:31:50,672 - mmaction - INFO - Epoch [15][660/1921] lr: 1.500e-02, eta: 3:38:13, 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: 0.1720 2020-11-27 02:32:13,730 - mmaction - INFO - Epoch [15][680/1921] lr: 1.500e-02, eta: 3:37:49, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: 0.0374, recall@thr=0.5: 0.7310, prec@thr=0.5: 0.7908, recall@top3: 0.8292, prec@top3: 0.6680, recall@top5: 0.9371, prec@top5: 0.4628, loss: 0.0374, grad_norm: 0.1676 2020-11-27 02:32:36,683 - mmaction - INFO - Epoch [15][700/1921] lr: 1.500e-02, eta: 3:37:24, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1617 2020-11-27 02:32:59,640 - mmaction - INFO - Epoch [15][720/1921] lr: 1.500e-02, eta: 3:37:00, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: 0.0373, recall@thr=0.5: 0.7388, prec@thr=0.5: 0.8164, recall@top3: 0.8343, prec@top3: 0.6619, recall@top5: 0.9422, prec@top5: 0.4605, loss: 0.0373, grad_norm: 0.1694 2020-11-27 02:33:22,790 - mmaction - INFO - Epoch [15][740/1921] lr: 1.500e-02, eta: 3:36:35, time: 1.158, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1743 2020-11-27 02:33:45,713 - mmaction - INFO - Epoch [15][760/1921] lr: 1.500e-02, eta: 3:36:10, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1717 2020-11-27 02:34:08,636 - mmaction - INFO - Epoch [15][780/1921] lr: 1.500e-02, eta: 3:35:46, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1752 2020-11-27 02:34:31,686 - mmaction - INFO - Epoch [15][800/1921] lr: 1.500e-02, eta: 3:35:21, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1668 2020-11-27 02:34:54,817 - mmaction - INFO - Epoch [15][820/1921] lr: 1.500e-02, eta: 3:34:57, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 02:35:17,856 - mmaction - INFO - Epoch [15][840/1921] lr: 1.500e-02, eta: 3:34:32, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: 0.0366, recall@thr=0.5: 0.7387, prec@thr=0.5: 0.8083, recall@top3: 0.8396, prec@top3: 0.6705, recall@top5: 0.9467, prec@top5: 0.4648, loss: 0.0366, grad_norm: 0.1679 2020-11-27 02:35:40,816 - mmaction - INFO - Epoch [15][860/1921] lr: 1.500e-02, eta: 3:34:08, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1675 2020-11-27 02:36:03,826 - mmaction - INFO - Epoch [15][880/1921] lr: 1.500e-02, eta: 3:33:43, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: 0.0390, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.8011, recall@top3: 0.8333, prec@top3: 0.6749, recall@top5: 0.9378, prec@top5: 0.4657, loss: 0.0390, grad_norm: 0.1660 2020-11-27 02:36:27,010 - mmaction - INFO - Epoch [15][900/1921] lr: 1.500e-02, eta: 3:33:19, time: 1.159, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1649 2020-11-27 02:36:49,961 - mmaction - INFO - Epoch [15][920/1921] lr: 1.500e-02, eta: 3:32:54, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1680 2020-11-27 02:37:12,837 - mmaction - INFO - Epoch [15][940/1921] lr: 1.500e-02, eta: 3:32:30, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1724 2020-11-27 02:37:35,756 - mmaction - INFO - Epoch [15][960/1921] lr: 1.500e-02, eta: 3:32:05, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1681 2020-11-27 02:37:58,641 - mmaction - INFO - Epoch [15][980/1921] lr: 1.500e-02, eta: 3:31:41, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: 0.0377, recall@thr=0.5: 0.7471, prec@thr=0.5: 0.8015, recall@top3: 0.8289, prec@top3: 0.6820, recall@top5: 0.9427, prec@top5: 0.4746, loss: 0.0377, grad_norm: 0.1581 2020-11-27 02:38:21,753 - mmaction - INFO - Epoch [15][1000/1921] lr: 1.500e-02, eta: 3:31:16, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1702 2020-11-27 02:38:44,689 - mmaction - INFO - Epoch [15][1020/1921] lr: 1.500e-02, eta: 3:30:52, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1756 2020-11-27 02:39:07,628 - mmaction - INFO - Epoch [15][1040/1921] lr: 1.500e-02, eta: 3:30:27, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: 0.0364, recall@thr=0.5: 0.7410, prec@thr=0.5: 0.8100, recall@top3: 0.8338, prec@top3: 0.6825, recall@top5: 0.9482, prec@top5: 0.4776, loss: 0.0364, grad_norm: 0.1751 2020-11-27 02:39:30,563 - mmaction - INFO - Epoch [15][1060/1921] lr: 1.500e-02, eta: 3:30:03, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1723 2020-11-27 02:39:53,574 - mmaction - INFO - Epoch [15][1080/1921] lr: 1.500e-02, eta: 3:29:38, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: 0.0365, recall@thr=0.5: 0.7342, prec@thr=0.5: 0.7988, recall@top3: 0.8284, prec@top3: 0.6654, recall@top5: 0.9439, prec@top5: 0.4662, loss: 0.0365, grad_norm: 0.1805 2020-11-27 02:40:16,335 - mmaction - INFO - Epoch [15][1100/1921] lr: 1.500e-02, eta: 3:29:14, time: 1.138, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1734 2020-11-27 02:40:39,244 - mmaction - INFO - Epoch [15][1120/1921] lr: 1.500e-02, eta: 3:28:49, 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: 0.1745 2020-11-27 02:41:02,131 - mmaction - INFO - Epoch [15][1140/1921] lr: 1.500e-02, eta: 3:28:25, 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: 0.1682 2020-11-27 02:41:25,105 - mmaction - INFO - Epoch [15][1160/1921] lr: 1.500e-02, eta: 3:28:00, 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: 0.1607 2020-11-27 02:41:48,047 - mmaction - INFO - Epoch [15][1180/1921] lr: 1.500e-02, eta: 3:27:36, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: 0.0375, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.7980, recall@top3: 0.8274, prec@top3: 0.6840, recall@top5: 0.9409, prec@top5: 0.4778, loss: 0.0375, grad_norm: 0.1642 2020-11-27 02:42:10,899 - mmaction - INFO - Epoch [15][1200/1921] lr: 1.500e-02, eta: 3:27:11, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 02:42:33,944 - mmaction - INFO - Epoch [15][1220/1921] lr: 1.500e-02, eta: 3:26:47, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 02:42:56,834 - mmaction - INFO - Epoch [15][1240/1921] lr: 1.500e-02, eta: 3:26:22, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: 0.0369, recall@thr=0.5: 0.7287, prec@thr=0.5: 0.8025, recall@top3: 0.8234, prec@top3: 0.6721, recall@top5: 0.9376, prec@top5: 0.4688, loss: 0.0369, grad_norm: 0.1798 2020-11-27 02:43:19,764 - mmaction - INFO - Epoch [15][1260/1921] lr: 1.500e-02, eta: 3:25:58, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1633 2020-11-27 02:43:42,570 - mmaction - INFO - Epoch [15][1280/1921] lr: 1.500e-02, eta: 3:25:33, time: 1.140, data_time: 0.000, memory: 9523, loss_action_cls: 0.0366, recall@thr=0.5: 0.7449, prec@thr=0.5: 0.8097, recall@top3: 0.8400, prec@top3: 0.6787, recall@top5: 0.9401, prec@top5: 0.4688, loss: 0.0366, grad_norm: 0.1699 2020-11-27 02:44:05,551 - mmaction - INFO - Epoch [15][1300/1921] lr: 1.500e-02, eta: 3:25:09, time: 1.149, data_time: 0.001, memory: 9523, loss_action_cls: 0.0390, recall@thr=0.5: 0.7204, prec@thr=0.5: 0.8011, recall@top3: 0.8228, prec@top3: 0.6732, recall@top5: 0.9378, prec@top5: 0.4712, loss: 0.0390, grad_norm: 0.1754 2020-11-27 02:44:28,570 - mmaction - INFO - Epoch [15][1320/1921] lr: 1.500e-02, eta: 3:24:44, 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: 0.1710 2020-11-27 02:44:51,342 - mmaction - INFO - Epoch [15][1340/1921] lr: 1.500e-02, eta: 3:24:20, time: 1.139, data_time: 0.001, memory: 9523, loss_action_cls: 0.0373, recall@thr=0.5: 0.7337, prec@thr=0.5: 0.8028, recall@top3: 0.8290, prec@top3: 0.6747, recall@top5: 0.9391, prec@top5: 0.4688, loss: 0.0373, grad_norm: 0.1749 2020-11-27 02:45:14,833 - mmaction - INFO - Epoch [15][1360/1921] lr: 1.500e-02, eta: 3:23:55, time: 1.168, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 02:45:37,896 - mmaction - INFO - Epoch [15][1380/1921] lr: 1.500e-02, eta: 3:23:31, time: 1.160, data_time: 0.008, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1753 2020-11-27 02:46:01,264 - mmaction - INFO - Epoch [15][1400/1921] lr: 1.500e-02, eta: 3:23:07, time: 1.168, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1754 2020-11-27 02:46:24,418 - mmaction - INFO - Epoch [15][1420/1921] lr: 1.500e-02, eta: 3:22:42, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: 0.0375, recall@thr=0.5: 0.7301, prec@thr=0.5: 0.8032, recall@top3: 0.8342, prec@top3: 0.6706, recall@top5: 0.9405, prec@top5: 0.4639, loss: 0.0375, grad_norm: 0.1679 2020-11-27 02:46:47,112 - mmaction - INFO - Epoch [15][1440/1921] lr: 1.500e-02, eta: 3:22:18, 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: 0.1759 2020-11-27 02:47:10,176 - mmaction - INFO - Epoch [15][1460/1921] lr: 1.500e-02, eta: 3:21:53, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1760 2020-11-27 02:47:33,190 - mmaction - INFO - Epoch [15][1480/1921] lr: 1.500e-02, eta: 3:21:29, 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: 0.1664 2020-11-27 02:47:56,067 - mmaction - INFO - Epoch [15][1500/1921] lr: 1.500e-02, eta: 3:21:04, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: 0.0387, recall@thr=0.5: 0.7270, prec@thr=0.5: 0.7996, recall@top3: 0.8279, prec@top3: 0.6731, recall@top5: 0.9384, prec@top5: 0.4708, loss: 0.0387, grad_norm: 0.1870 2020-11-27 02:48:18,848 - mmaction - INFO - Epoch [15][1520/1921] lr: 1.500e-02, eta: 3:20:40, 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: 0.1620 2020-11-27 02:48:41,922 - mmaction - INFO - Epoch [15][1540/1921] lr: 1.500e-02, eta: 3:20:15, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1641 2020-11-27 02:49:04,691 - mmaction - INFO - Epoch [15][1560/1921] lr: 1.500e-02, eta: 3:19:51, time: 1.138, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1675 2020-11-27 02:49:27,582 - mmaction - INFO - Epoch [15][1580/1921] lr: 1.500e-02, eta: 3:19:26, time: 1.145, data_time: 0.001, memory: 9523, loss_action_cls: 0.0372, recall@thr=0.5: 0.7295, prec@thr=0.5: 0.8050, recall@top3: 0.8267, prec@top3: 0.6705, recall@top5: 0.9378, prec@top5: 0.4647, loss: 0.0372, grad_norm: 0.1710 2020-11-27 02:49:50,487 - mmaction - INFO - Epoch [15][1600/1921] lr: 1.500e-02, eta: 3:19:02, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1646 2020-11-27 02:50:13,339 - mmaction - INFO - Epoch [15][1620/1921] lr: 1.500e-02, eta: 3:18:37, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1688 2020-11-27 02:50:36,162 - mmaction - INFO - Epoch [15][1640/1921] lr: 1.500e-02, eta: 3:18:13, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1721 2020-11-27 02:50:58,998 - mmaction - INFO - Epoch [15][1660/1921] lr: 1.500e-02, eta: 3:17:49, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1587 2020-11-27 02:51:21,777 - mmaction - INFO - Epoch [15][1680/1921] lr: 1.500e-02, eta: 3:17:24, 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: 0.1644 2020-11-27 02:51:45,806 - mmaction - INFO - Epoch [15][1700/1921] lr: 1.500e-02, eta: 3:17:00, time: 1.187, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 02:52:08,521 - mmaction - INFO - Epoch [15][1720/1921] lr: 1.500e-02, eta: 3:16:35, time: 1.150, data_time: 0.015, memory: 9523, loss_action_cls: 0.0367, recall@thr=0.5: 0.7356, prec@thr=0.5: 0.8073, recall@top3: 0.8314, prec@top3: 0.6705, recall@top5: 0.9470, prec@top5: 0.4690, loss: 0.0367, grad_norm: 0.1713 2020-11-27 02:52:31,383 - mmaction - INFO - Epoch [15][1740/1921] lr: 1.500e-02, eta: 3:16:11, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1701 2020-11-27 02:52:54,428 - mmaction - INFO - Epoch [15][1760/1921] lr: 1.500e-02, eta: 3:15:47, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1674 2020-11-27 02:53:17,344 - mmaction - INFO - Epoch [15][1780/1921] lr: 1.500e-02, eta: 3:15:22, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1682 2020-11-27 02:53:40,211 - mmaction - INFO - Epoch [15][1800/1921] lr: 1.500e-02, eta: 3:14:58, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: 0.0364, recall@thr=0.5: 0.7374, prec@thr=0.5: 0.8123, recall@top3: 0.8300, prec@top3: 0.6881, recall@top5: 0.9409, prec@top5: 0.4808, loss: 0.0364, grad_norm: 0.1730 2020-11-27 02:54:03,284 - mmaction - INFO - Epoch [15][1820/1921] lr: 1.500e-02, eta: 3:14:33, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: 0.0381, recall@thr=0.5: 0.7317, prec@thr=0.5: 0.7951, recall@top3: 0.8231, prec@top3: 0.6732, recall@top5: 0.9391, prec@top5: 0.4726, loss: 0.0381, grad_norm: 0.1684 2020-11-27 02:54:26,284 - mmaction - INFO - Epoch [15][1840/1921] lr: 1.500e-02, eta: 3:14:09, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1771 2020-11-27 02:54:50,330 - mmaction - INFO - Epoch [15][1860/1921] lr: 1.500e-02, eta: 3:13:45, time: 1.198, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 02:55:13,228 - mmaction - INFO - Epoch [15][1880/1921] lr: 1.500e-02, eta: 3:13:20, time: 1.148, 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: 0.1612 2020-11-27 02:55:36,346 - mmaction - INFO - Epoch [15][1900/1921] lr: 1.500e-02, eta: 3:12:56, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: 0.0379, recall@thr=0.5: 0.7114, prec@thr=0.5: 0.7866, recall@top3: 0.8223, prec@top3: 0.6606, recall@top5: 0.9293, prec@top5: 0.4598, loss: 0.0379, grad_norm: 0.1807 2020-11-27 02:55:59,399 - mmaction - INFO - Epoch [15][1920/1921] lr: 1.500e-02, eta: 3:12:32, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1621 2020-11-27 02:56:03,383 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-11-27 03:01:59,309 - mmaction - INFO - Evaluating proposal ... 2020-11-27 03:03:07,589 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-27 03:03:07,590 - mmaction - INFO - Evaluating bbox ... 2020-11-27 03:11:46,760 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2441 2020-11-27 03:11:47,840 - mmaction - INFO - Epoch(val) [15][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2441 2020-11-27 03:12:59,427 - mmaction - INFO - Epoch [16][20/1921] lr: 1.500e-03, eta: 3:12:22, time: 3.573, data_time: 2.457, memory: 9523, loss_action_cls: 0.0364, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.8103, recall@top3: 0.8383, prec@top3: 0.6770, recall@top5: 0.9447, prec@top5: 0.4682, loss: 0.0364, grad_norm: 0.1654 2020-11-27 03:13:21,687 - mmaction - INFO - Epoch [16][40/1921] lr: 1.500e-03, eta: 3:11:57, 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: 0.1715 2020-11-27 03:13:44,022 - mmaction - INFO - Epoch [16][60/1921] lr: 1.500e-03, eta: 3:11:32, time: 1.117, data_time: 0.000, memory: 9523, loss_action_cls: 0.0377, recall@thr=0.5: 0.7318, prec@thr=0.5: 0.8075, recall@top3: 0.8226, prec@top3: 0.6593, recall@top5: 0.9397, prec@top5: 0.4614, loss: 0.0377, grad_norm: 0.1791 2020-11-27 03:14:06,538 - mmaction - INFO - Epoch [16][80/1921] lr: 1.500e-03, eta: 3:11:08, 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: 0.1620 2020-11-27 03:14:29,147 - mmaction - INFO - Epoch [16][100/1921] lr: 1.500e-03, eta: 3:10:43, 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: 0.1651 2020-11-27 03:14:51,775 - mmaction - INFO - Epoch [16][120/1921] lr: 1.500e-03, eta: 3:10:19, time: 1.131, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1705 2020-11-27 03:15:14,445 - mmaction - INFO - Epoch [16][140/1921] lr: 1.500e-03, eta: 3:09:54, 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: 0.1690 2020-11-27 03:15:37,204 - mmaction - INFO - Epoch [16][160/1921] lr: 1.500e-03, eta: 3:09:30, time: 1.138, data_time: 0.001, memory: 9523, loss_action_cls: 0.0384, recall@thr=0.5: 0.7308, prec@thr=0.5: 0.7961, recall@top3: 0.8131, prec@top3: 0.6542, recall@top5: 0.9278, prec@top5: 0.4578, loss: 0.0384, grad_norm: 0.1685 2020-11-27 03:16:00,097 - mmaction - INFO - Epoch [16][180/1921] lr: 1.500e-03, eta: 3:09:05, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1617 2020-11-27 03:16:22,878 - mmaction - INFO - Epoch [16][200/1921] lr: 1.500e-03, eta: 3:08:41, time: 1.139, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1594 2020-11-27 03:16:45,705 - mmaction - INFO - Epoch [16][220/1921] lr: 1.500e-03, eta: 3:08:16, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: 0.0384, recall@thr=0.5: 0.7338, prec@thr=0.5: 0.8117, recall@top3: 0.8272, prec@top3: 0.6703, recall@top5: 0.9382, prec@top5: 0.4686, loss: 0.0384, grad_norm: 0.1781 2020-11-27 03:17:08,564 - mmaction - INFO - Epoch [16][240/1921] lr: 1.500e-03, eta: 3:07:52, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: 0.0379, recall@thr=0.5: 0.7237, prec@thr=0.5: 0.7951, recall@top3: 0.8304, prec@top3: 0.6675, recall@top5: 0.9337, prec@top5: 0.4605, loss: 0.0379, grad_norm: 0.1718 2020-11-27 03:17:31,695 - mmaction - INFO - Epoch [16][260/1921] lr: 1.500e-03, eta: 3:07:27, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: 0.0389, recall@thr=0.5: 0.7268, prec@thr=0.5: 0.7993, recall@top3: 0.8245, prec@top3: 0.6801, recall@top5: 0.9403, prec@top5: 0.4770, loss: 0.0389, grad_norm: 0.1799 2020-11-27 03:17:54,380 - mmaction - INFO - Epoch [16][280/1921] lr: 1.500e-03, eta: 3:07:03, 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: 0.1592 2020-11-27 03:18:17,437 - mmaction - INFO - Epoch [16][300/1921] lr: 1.500e-03, eta: 3:06:38, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1570 2020-11-27 03:18:40,419 - mmaction - INFO - Epoch [16][320/1921] lr: 1.500e-03, eta: 3:06:14, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: 0.0364, recall@thr=0.5: 0.7382, prec@thr=0.5: 0.8059, recall@top3: 0.8416, prec@top3: 0.6714, recall@top5: 0.9494, prec@top5: 0.4633, loss: 0.0364, grad_norm: 0.1635 2020-11-27 03:19:03,291 - mmaction - INFO - Epoch [16][340/1921] lr: 1.500e-03, eta: 3:05:50, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 03:19:26,147 - mmaction - INFO - Epoch [16][360/1921] lr: 1.500e-03, eta: 3:05:25, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1668 2020-11-27 03:19:49,156 - mmaction - INFO - Epoch [16][380/1921] lr: 1.500e-03, eta: 3:05:01, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1744 2020-11-27 03:20:12,052 - mmaction - INFO - Epoch [16][400/1921] lr: 1.500e-03, eta: 3:04:36, 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: 0.1724 2020-11-27 03:20:34,765 - mmaction - INFO - Epoch [16][420/1921] lr: 1.500e-03, eta: 3:04:12, 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: 0.1583 2020-11-27 03:20:57,563 - mmaction - INFO - Epoch [16][440/1921] lr: 1.500e-03, eta: 3:03:47, time: 1.140, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1573 2020-11-27 03:21:20,706 - mmaction - INFO - Epoch [16][460/1921] lr: 1.500e-03, eta: 3:03:23, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1683 2020-11-27 03:21:43,702 - mmaction - INFO - Epoch [16][480/1921] lr: 1.500e-03, eta: 3:02:59, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1761 2020-11-27 03:22:06,319 - mmaction - INFO - Epoch [16][500/1921] lr: 1.500e-03, eta: 3:02:34, time: 1.131, data_time: 0.000, memory: 9523, loss_action_cls: 0.0366, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.8031, recall@top3: 0.8405, prec@top3: 0.6858, recall@top5: 0.9455, prec@top5: 0.4720, loss: 0.0366, grad_norm: 0.1745 2020-11-27 03:22:29,201 - mmaction - INFO - Epoch [16][520/1921] lr: 1.500e-03, eta: 3:02:10, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1688 2020-11-27 03:22:52,065 - mmaction - INFO - Epoch [16][540/1921] lr: 1.500e-03, eta: 3:01:45, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: 0.0381, recall@thr=0.5: 0.7273, prec@thr=0.5: 0.7983, recall@top3: 0.8307, prec@top3: 0.6810, recall@top5: 0.9457, prec@top5: 0.4766, loss: 0.0381, grad_norm: 0.1786 2020-11-27 03:23:14,848 - mmaction - INFO - Epoch [16][560/1921] lr: 1.500e-03, eta: 3:01:21, time: 1.139, data_time: 0.001, memory: 9523, loss_action_cls: 0.0383, recall@thr=0.5: 0.7309, prec@thr=0.5: 0.8058, recall@top3: 0.8285, prec@top3: 0.6875, recall@top5: 0.9449, prec@top5: 0.4840, loss: 0.0383, grad_norm: 0.1723 2020-11-27 03:23:37,759 - mmaction - INFO - Epoch [16][580/1921] lr: 1.500e-03, eta: 3:00:56, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1630 2020-11-27 03:24:00,494 - mmaction - INFO - Epoch [16][600/1921] lr: 1.500e-03, eta: 3:00:32, time: 1.137, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1681 2020-11-27 03:24:23,343 - mmaction - INFO - Epoch [16][620/1921] lr: 1.500e-03, eta: 3:00:07, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: 0.0370, recall@thr=0.5: 0.7407, prec@thr=0.5: 0.8054, recall@top3: 0.8243, prec@top3: 0.6791, recall@top5: 0.9436, prec@top5: 0.4785, loss: 0.0370, grad_norm: 0.1658 2020-11-27 03:24:46,359 - mmaction - INFO - Epoch [16][640/1921] lr: 1.500e-03, eta: 2:59:43, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1689 2020-11-27 03:25:09,267 - mmaction - INFO - Epoch [16][660/1921] lr: 1.500e-03, eta: 2:59:19, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 03:25:32,076 - mmaction - INFO - Epoch [16][680/1921] lr: 1.500e-03, eta: 2:58:54, 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: 0.1751 2020-11-27 03:25:54,815 - mmaction - INFO - Epoch [16][700/1921] lr: 1.500e-03, eta: 2:58:30, time: 1.137, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 03:26:17,893 - mmaction - INFO - Epoch [16][720/1921] lr: 1.500e-03, eta: 2:58:05, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: 0.0367, recall@thr=0.5: 0.7451, prec@thr=0.5: 0.8131, recall@top3: 0.8425, prec@top3: 0.6716, recall@top5: 0.9489, prec@top5: 0.4659, loss: 0.0367, grad_norm: 0.1641 2020-11-27 03:26:40,514 - mmaction - INFO - Epoch [16][740/1921] lr: 1.500e-03, eta: 2:57:41, time: 1.131, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1643 2020-11-27 03:27:03,457 - mmaction - INFO - Epoch [16][760/1921] lr: 1.500e-03, eta: 2:57:17, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: 0.0390, recall@thr=0.5: 0.7272, prec@thr=0.5: 0.8023, recall@top3: 0.8200, prec@top3: 0.6664, recall@top5: 0.9406, prec@top5: 0.4695, loss: 0.0390, grad_norm: 0.1776 2020-11-27 03:27:27,961 - mmaction - INFO - Epoch [16][780/1921] lr: 1.500e-03, eta: 2:56:52, time: 1.204, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1714 2020-11-27 03:27:51,115 - mmaction - INFO - Epoch [16][800/1921] lr: 1.500e-03, eta: 2:56:28, time: 1.179, data_time: 0.022, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1624 2020-11-27 03:28:13,968 - mmaction - INFO - Epoch [16][820/1921] lr: 1.500e-03, eta: 2:56:04, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 03:28:36,837 - mmaction - INFO - Epoch [16][840/1921] lr: 1.500e-03, eta: 2:55:39, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: 0.0373, recall@thr=0.5: 0.7428, prec@thr=0.5: 0.8180, recall@top3: 0.8339, prec@top3: 0.6774, recall@top5: 0.9438, prec@top5: 0.4730, loss: 0.0373, grad_norm: 0.1602 2020-11-27 03:28:59,893 - mmaction - INFO - Epoch [16][860/1921] lr: 1.500e-03, eta: 2:55:15, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1599 2020-11-27 03:29:22,818 - mmaction - INFO - Epoch [16][880/1921] lr: 1.500e-03, eta: 2:54:51, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: 0.0370, recall@thr=0.5: 0.7342, prec@thr=0.5: 0.7945, recall@top3: 0.8338, prec@top3: 0.6625, recall@top5: 0.9386, prec@top5: 0.4585, loss: 0.0370, grad_norm: 0.1704 2020-11-27 03:29:45,850 - mmaction - INFO - Epoch [16][900/1921] lr: 1.500e-03, eta: 2:54:26, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1693 2020-11-27 03:30:08,757 - mmaction - INFO - Epoch [16][920/1921] lr: 1.500e-03, eta: 2:54:02, 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: 0.1756 2020-11-27 03:30:31,878 - mmaction - INFO - Epoch [16][940/1921] lr: 1.500e-03, eta: 2:53:38, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1680 2020-11-27 03:30:54,945 - mmaction - INFO - Epoch [16][960/1921] lr: 1.500e-03, eta: 2:53:13, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: 0.0370, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.8070, recall@top3: 0.8306, prec@top3: 0.6748, recall@top5: 0.9447, prec@top5: 0.4709, loss: 0.0370, grad_norm: 0.1753 2020-11-27 03:31:17,793 - mmaction - INFO - Epoch [16][980/1921] lr: 1.500e-03, eta: 2:52:49, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 03:31:40,784 - mmaction - INFO - Epoch [16][1000/1921] lr: 1.500e-03, eta: 2:52:25, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: 0.0384, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.8105, recall@top3: 0.8215, prec@top3: 0.6688, recall@top5: 0.9333, prec@top5: 0.4670, loss: 0.0384, grad_norm: 0.1691 2020-11-27 03:32:03,779 - mmaction - INFO - Epoch [16][1020/1921] lr: 1.500e-03, eta: 2:52:00, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 03:32:26,848 - mmaction - INFO - Epoch [16][1040/1921] lr: 1.500e-03, eta: 2:51:36, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: 0.0392, recall@thr=0.5: 0.7318, prec@thr=0.5: 0.7986, recall@top3: 0.8248, prec@top3: 0.6779, recall@top5: 0.9361, prec@top5: 0.4751, loss: 0.0392, grad_norm: 0.1738 2020-11-27 03:32:49,787 - mmaction - INFO - Epoch [16][1060/1921] lr: 1.500e-03, eta: 2:51:12, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: 0.0355, recall@thr=0.5: 0.7397, prec@thr=0.5: 0.8012, recall@top3: 0.8272, prec@top3: 0.6525, recall@top5: 0.9411, prec@top5: 0.4558, loss: 0.0355, grad_norm: 0.1768 2020-11-27 03:33:12,772 - mmaction - INFO - Epoch [16][1080/1921] lr: 1.500e-03, eta: 2:50:47, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1694 2020-11-27 03:33:35,671 - mmaction - INFO - Epoch [16][1100/1921] lr: 1.500e-03, eta: 2:50:23, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: 0.0376, recall@thr=0.5: 0.7338, prec@thr=0.5: 0.8075, recall@top3: 0.8277, prec@top3: 0.6825, recall@top5: 0.9357, prec@top5: 0.4762, loss: 0.0376, grad_norm: 0.1789 2020-11-27 03:33:58,711 - mmaction - INFO - Epoch [16][1120/1921] lr: 1.500e-03, eta: 2:49:59, 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: 0.1695 2020-11-27 03:34:21,739 - mmaction - INFO - Epoch [16][1140/1921] lr: 1.500e-03, eta: 2:49:34, 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: 0.1679 2020-11-27 03:34:44,663 - mmaction - INFO - Epoch [16][1160/1921] lr: 1.500e-03, eta: 2:49:10, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1572 2020-11-27 03:35:07,847 - mmaction - INFO - Epoch [16][1180/1921] lr: 1.500e-03, eta: 2:48:46, time: 1.158, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1686 2020-11-27 03:35:30,745 - mmaction - INFO - Epoch [16][1200/1921] lr: 1.500e-03, eta: 2:48:21, time: 1.146, data_time: 0.002, memory: 9523, loss_action_cls: 0.0372, recall@thr=0.5: 0.7422, prec@thr=0.5: 0.8086, recall@top3: 0.8351, prec@top3: 0.6908, recall@top5: 0.9405, prec@top5: 0.4767, loss: 0.0372, grad_norm: 0.1609 2020-11-27 03:35:53,601 - mmaction - INFO - Epoch [16][1220/1921] lr: 1.500e-03, eta: 2:47:57, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1632 2020-11-27 03:36:16,631 - mmaction - INFO - Epoch [16][1240/1921] lr: 1.500e-03, eta: 2:47:33, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 03:36:39,542 - mmaction - INFO - Epoch [16][1260/1921] lr: 1.500e-03, eta: 2:47:08, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 03:37:02,443 - mmaction - INFO - Epoch [16][1280/1921] lr: 1.500e-03, eta: 2:46:44, 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: 0.1844 2020-11-27 03:37:25,456 - mmaction - INFO - Epoch [16][1300/1921] lr: 1.500e-03, eta: 2:46:20, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1688 2020-11-27 03:37:48,351 - mmaction - INFO - Epoch [16][1320/1921] lr: 1.500e-03, eta: 2:45:55, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1476 2020-11-27 03:38:11,325 - mmaction - INFO - Epoch [16][1340/1921] lr: 1.500e-03, eta: 2:45:31, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 03:38:34,147 - mmaction - INFO - Epoch [16][1360/1921] lr: 1.500e-03, eta: 2:45:07, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1626 2020-11-27 03:38:57,046 - mmaction - INFO - Epoch [16][1380/1921] lr: 1.500e-03, eta: 2:44:42, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1581 2020-11-27 03:39:19,877 - mmaction - INFO - Epoch [16][1400/1921] lr: 1.500e-03, eta: 2:44:18, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: 0.0372, recall@thr=0.5: 0.7373, prec@thr=0.5: 0.7990, recall@top3: 0.8346, prec@top3: 0.6750, recall@top5: 0.9401, prec@top5: 0.4680, loss: 0.0372, grad_norm: 0.1661 2020-11-27 03:39:43,838 - mmaction - INFO - Epoch [16][1420/1921] lr: 1.500e-03, eta: 2:43:54, time: 1.190, data_time: 0.004, memory: 9523, loss_action_cls: 0.0394, recall@thr=0.5: 0.7234, prec@thr=0.5: 0.8085, recall@top3: 0.8133, prec@top3: 0.6696, recall@top5: 0.9233, prec@top5: 0.4673, loss: 0.0394, grad_norm: 0.1708 2020-11-27 03:40:06,707 - mmaction - INFO - Epoch [16][1440/1921] lr: 1.500e-03, eta: 2:43:29, time: 1.151, data_time: 0.011, memory: 9523, loss_action_cls: 0.0354, recall@thr=0.5: 0.7616, prec@thr=0.5: 0.8268, recall@top3: 0.8467, prec@top3: 0.6887, recall@top5: 0.9448, prec@top5: 0.4711, loss: 0.0354, grad_norm: 0.1593 2020-11-27 03:40:29,501 - mmaction - INFO - Epoch [16][1460/1921] lr: 1.500e-03, eta: 2:43:05, time: 1.140, data_time: 0.000, memory: 9523, loss_action_cls: 0.0371, recall@thr=0.5: 0.7305, prec@thr=0.5: 0.7996, recall@top3: 0.8354, prec@top3: 0.6726, recall@top5: 0.9438, prec@top5: 0.4687, loss: 0.0371, grad_norm: 0.1839 2020-11-27 03:40:52,528 - mmaction - INFO - Epoch [16][1480/1921] lr: 1.500e-03, eta: 2:42:41, 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: 0.1688 2020-11-27 03:41:15,360 - mmaction - INFO - Epoch [16][1500/1921] lr: 1.500e-03, eta: 2:42:16, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: 0.0358, recall@thr=0.5: 0.7473, prec@thr=0.5: 0.8173, recall@top3: 0.8465, prec@top3: 0.6826, recall@top5: 0.9461, prec@top5: 0.4694, loss: 0.0358, grad_norm: 0.1686 2020-11-27 03:41:38,097 - mmaction - INFO - Epoch [16][1520/1921] lr: 1.500e-03, eta: 2:41:52, time: 1.137, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1746 2020-11-27 03:42:00,787 - mmaction - INFO - Epoch [16][1540/1921] lr: 1.500e-03, eta: 2:41:28, 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: 0.1748 2020-11-27 03:42:23,597 - mmaction - INFO - Epoch [16][1560/1921] lr: 1.500e-03, eta: 2:41:03, time: 1.140, data_time: 0.000, memory: 9523, loss_action_cls: 0.0379, recall@thr=0.5: 0.7488, prec@thr=0.5: 0.8078, recall@top3: 0.8251, prec@top3: 0.6691, recall@top5: 0.9350, prec@top5: 0.4657, loss: 0.0379, grad_norm: 0.1743 2020-11-27 03:42:46,503 - mmaction - INFO - Epoch [16][1580/1921] lr: 1.500e-03, eta: 2:40:39, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: 0.0387, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.7938, recall@top3: 0.8268, prec@top3: 0.6641, recall@top5: 0.9369, prec@top5: 0.4651, loss: 0.0387, grad_norm: 0.1769 2020-11-27 03:43:09,329 - mmaction - INFO - Epoch [16][1600/1921] lr: 1.500e-03, eta: 2:40:15, 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: 0.1629 2020-11-27 03:43:32,263 - mmaction - INFO - Epoch [16][1620/1921] lr: 1.500e-03, eta: 2:39:50, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1625 2020-11-27 03:43:55,117 - mmaction - INFO - Epoch [16][1640/1921] lr: 1.500e-03, eta: 2:39:26, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1702 2020-11-27 03:44:18,966 - mmaction - INFO - Epoch [16][1660/1921] lr: 1.500e-03, eta: 2:39:02, time: 1.193, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 03:44:41,751 - mmaction - INFO - Epoch [16][1680/1921] lr: 1.500e-03, eta: 2:38:38, 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: 0.1617 2020-11-27 03:45:04,629 - mmaction - INFO - Epoch [16][1700/1921] lr: 1.500e-03, eta: 2:38:13, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1701 2020-11-27 03:45:27,495 - mmaction - INFO - Epoch [16][1720/1921] lr: 1.500e-03, eta: 2:37:49, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: 0.0382, recall@thr=0.5: 0.7306, prec@thr=0.5: 0.7900, recall@top3: 0.8286, prec@top3: 0.6622, recall@top5: 0.9373, prec@top5: 0.4601, loss: 0.0382, grad_norm: 0.1743 2020-11-27 03:45:50,502 - mmaction - INFO - Epoch [16][1740/1921] lr: 1.500e-03, eta: 2:37:25, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: 0.0367, recall@thr=0.5: 0.7288, prec@thr=0.5: 0.8122, recall@top3: 0.8329, prec@top3: 0.6676, recall@top5: 0.9455, prec@top5: 0.4661, loss: 0.0367, grad_norm: 0.1723 2020-11-27 03:46:13,443 - mmaction - INFO - Epoch [16][1760/1921] lr: 1.500e-03, eta: 2:37:00, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: 0.0365, recall@thr=0.5: 0.7449, prec@thr=0.5: 0.8161, recall@top3: 0.8359, prec@top3: 0.6801, recall@top5: 0.9424, prec@top5: 0.4710, loss: 0.0365, grad_norm: 0.1680 2020-11-27 03:46:36,289 - mmaction - INFO - Epoch [16][1780/1921] lr: 1.500e-03, eta: 2:36:36, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1716 2020-11-27 03:46:59,299 - mmaction - INFO - Epoch [16][1800/1921] lr: 1.500e-03, eta: 2:36:12, time: 1.151, data_time: 0.000, memory: 9523, loss_action_cls: 0.0360, recall@thr=0.5: 0.7318, prec@thr=0.5: 0.8018, recall@top3: 0.8315, prec@top3: 0.6794, recall@top5: 0.9453, prec@top5: 0.4751, loss: 0.0360, grad_norm: 0.1682 2020-11-27 03:47:22,194 - mmaction - INFO - Epoch [16][1820/1921] lr: 1.500e-03, eta: 2:35:48, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1721 2020-11-27 03:47:45,014 - mmaction - INFO - Epoch [16][1840/1921] lr: 1.500e-03, eta: 2:35:23, time: 1.141, data_time: 0.001, memory: 9523, loss_action_cls: 0.0366, recall@thr=0.5: 0.7299, prec@thr=0.5: 0.8051, recall@top3: 0.8345, prec@top3: 0.6795, recall@top5: 0.9443, prec@top5: 0.4728, loss: 0.0366, grad_norm: 0.1768 2020-11-27 03:48:07,754 - mmaction - INFO - Epoch [16][1860/1921] lr: 1.500e-03, eta: 2:34:59, time: 1.137, data_time: 0.000, memory: 9523, loss_action_cls: 0.0353, recall@thr=0.5: 0.7441, prec@thr=0.5: 0.8191, recall@top3: 0.8397, prec@top3: 0.6807, recall@top5: 0.9514, prec@top5: 0.4739, loss: 0.0353, grad_norm: 0.1625 2020-11-27 03:48:30,535 - mmaction - INFO - Epoch [16][1880/1921] lr: 1.500e-03, eta: 2:34:35, time: 1.139, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 03:48:53,315 - mmaction - INFO - Epoch [16][1900/1921] lr: 1.500e-03, eta: 2:34:10, time: 1.139, data_time: 0.000, memory: 9523, loss_action_cls: 0.0376, recall@thr=0.5: 0.7360, prec@thr=0.5: 0.8147, recall@top3: 0.8334, prec@top3: 0.6814, recall@top5: 0.9442, prec@top5: 0.4760, loss: 0.0376, grad_norm: 0.1823 2020-11-27 03:49:16,243 - mmaction - INFO - Epoch [16][1920/1921] lr: 1.500e-03, eta: 2:33:46, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1563 2020-11-27 03:49:19,946 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-11-27 03:55:17,767 - mmaction - INFO - Evaluating proposal ... 2020-11-27 03:56:24,611 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-27 03:56:24,612 - mmaction - INFO - Evaluating bbox ... 2020-11-27 04:04:55,141 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2444 2020-11-27 04:04:56,237 - mmaction - INFO - Epoch(val) [16][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2444 2020-11-27 04:06:05,601 - mmaction - INFO - Epoch [17][20/1921] lr: 1.500e-03, eta: 2:33:32, time: 3.466, data_time: 2.352, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 04:06:27,879 - mmaction - INFO - Epoch [17][40/1921] lr: 1.500e-03, eta: 2:33:07, 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: 0.1754 2020-11-27 04:06:50,223 - mmaction - INFO - Epoch [17][60/1921] lr: 1.500e-03, eta: 2:32:43, time: 1.117, data_time: 0.001, memory: 9523, loss_action_cls: 0.0362, recall@thr=0.5: 0.7392, prec@thr=0.5: 0.8151, recall@top3: 0.8383, prec@top3: 0.6599, recall@top5: 0.9450, prec@top5: 0.4577, loss: 0.0362, grad_norm: 0.1742 2020-11-27 04:07:12,760 - mmaction - INFO - Epoch [17][80/1921] lr: 1.500e-03, eta: 2:32:18, 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: 0.1871 2020-11-27 04:07:35,456 - mmaction - INFO - Epoch [17][100/1921] lr: 1.500e-03, eta: 2:31:54, time: 1.135, data_time: 0.001, memory: 9523, loss_action_cls: 0.0344, recall@thr=0.5: 0.7612, prec@thr=0.5: 0.8328, recall@top3: 0.8440, prec@top3: 0.6876, recall@top5: 0.9492, prec@top5: 0.4778, loss: 0.0344, grad_norm: 0.1548 2020-11-27 04:07:58,285 - mmaction - INFO - Epoch [17][120/1921] lr: 1.500e-03, eta: 2:31:30, 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: 0.1804 2020-11-27 04:08:21,038 - mmaction - INFO - Epoch [17][140/1921] lr: 1.500e-03, eta: 2:31:05, time: 1.138, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 04:08:43,689 - mmaction - INFO - Epoch [17][160/1921] lr: 1.500e-03, eta: 2:30:41, time: 1.132, data_time: 0.000, memory: 9523, loss_action_cls: 0.0368, recall@thr=0.5: 0.7360, prec@thr=0.5: 0.8182, recall@top3: 0.8357, prec@top3: 0.6989, recall@top5: 0.9423, prec@top5: 0.4836, loss: 0.0368, grad_norm: 0.1612 2020-11-27 04:09:06,629 - mmaction - INFO - Epoch [17][180/1921] lr: 1.500e-03, eta: 2:30:17, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 04:09:29,642 - mmaction - INFO - Epoch [17][200/1921] lr: 1.500e-03, eta: 2:29:52, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1763 2020-11-27 04:09:52,282 - mmaction - INFO - Epoch [17][220/1921] lr: 1.500e-03, eta: 2:29:28, time: 1.132, data_time: 0.001, memory: 9523, loss_action_cls: 0.0385, recall@thr=0.5: 0.7438, prec@thr=0.5: 0.7901, recall@top3: 0.8357, prec@top3: 0.6727, recall@top5: 0.9429, prec@top5: 0.4693, loss: 0.0385, grad_norm: 0.1697 2020-11-27 04:10:15,108 - mmaction - INFO - Epoch [17][240/1921] lr: 1.500e-03, eta: 2:29:04, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1744 2020-11-27 04:10:38,057 - mmaction - INFO - Epoch [17][260/1921] lr: 1.500e-03, eta: 2:28:39, time: 1.147, 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: 0.1711 2020-11-27 04:11:00,991 - mmaction - INFO - Epoch [17][280/1921] lr: 1.500e-03, eta: 2:28:15, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1615 2020-11-27 04:11:23,837 - mmaction - INFO - Epoch [17][300/1921] lr: 1.500e-03, eta: 2:27:51, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 04:11:47,268 - mmaction - INFO - Epoch [17][320/1921] lr: 1.500e-03, eta: 2:27:27, time: 1.171, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 04:12:10,286 - mmaction - INFO - Epoch [17][340/1921] lr: 1.500e-03, eta: 2:27:02, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 04:12:33,002 - mmaction - INFO - Epoch [17][360/1921] lr: 1.500e-03, eta: 2:26:38, time: 1.136, data_time: 0.001, memory: 9523, loss_action_cls: 0.0382, recall@thr=0.5: 0.7334, prec@thr=0.5: 0.7983, recall@top3: 0.8314, prec@top3: 0.6666, recall@top5: 0.9433, prec@top5: 0.4663, loss: 0.0382, grad_norm: 0.1820 2020-11-27 04:12:55,892 - mmaction - INFO - Epoch [17][380/1921] lr: 1.500e-03, eta: 2:26:14, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 04:13:18,630 - mmaction - INFO - Epoch [17][400/1921] lr: 1.500e-03, eta: 2:25:49, time: 1.137, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1620 2020-11-27 04:13:41,592 - mmaction - INFO - Epoch [17][420/1921] lr: 1.500e-03, eta: 2:25:25, 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: 0.1733 2020-11-27 04:14:04,499 - mmaction - INFO - Epoch [17][440/1921] lr: 1.500e-03, eta: 2:25:01, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1671 2020-11-27 04:14:27,404 - mmaction - INFO - Epoch [17][460/1921] lr: 1.500e-03, eta: 2:24:37, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: 0.0386, recall@thr=0.5: 0.7285, prec@thr=0.5: 0.8135, recall@top3: 0.8217, prec@top3: 0.6710, recall@top5: 0.9337, prec@top5: 0.4714, loss: 0.0386, grad_norm: 0.1753 2020-11-27 04:14:51,252 - mmaction - INFO - Epoch [17][480/1921] lr: 1.500e-03, eta: 2:24:13, time: 1.192, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 04:15:14,298 - mmaction - INFO - Epoch [17][500/1921] lr: 1.500e-03, eta: 2:23:48, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: 0.0374, recall@thr=0.5: 0.7289, prec@thr=0.5: 0.8051, recall@top3: 0.8269, prec@top3: 0.6759, recall@top5: 0.9407, prec@top5: 0.4733, loss: 0.0374, grad_norm: 0.1695 2020-11-27 04:15:37,277 - mmaction - INFO - Epoch [17][520/1921] lr: 1.500e-03, eta: 2:23:24, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: 0.0345, recall@thr=0.5: 0.7462, prec@thr=0.5: 0.8169, recall@top3: 0.8482, prec@top3: 0.6850, recall@top5: 0.9523, prec@top5: 0.4721, loss: 0.0345, grad_norm: 0.1631 2020-11-27 04:16:00,330 - mmaction - INFO - Epoch [17][540/1921] lr: 1.500e-03, eta: 2:23:00, time: 1.154, 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: 0.1728 2020-11-27 04:16:23,277 - mmaction - INFO - Epoch [17][560/1921] lr: 1.500e-03, eta: 2:22:35, 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: 0.1618 2020-11-27 04:16:46,357 - mmaction - INFO - Epoch [17][580/1921] lr: 1.500e-03, eta: 2:22:11, time: 1.154, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1669 2020-11-27 04:17:09,373 - mmaction - INFO - Epoch [17][600/1921] lr: 1.500e-03, eta: 2:21:47, 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: 0.1665 2020-11-27 04:17:32,328 - mmaction - INFO - Epoch [17][620/1921] lr: 1.500e-03, eta: 2:21:23, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1795 2020-11-27 04:17:55,228 - mmaction - INFO - Epoch [17][640/1921] lr: 1.500e-03, eta: 2:20:58, time: 1.145, data_time: 0.001, memory: 9523, loss_action_cls: 0.0370, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.8000, recall@top3: 0.8319, prec@top3: 0.6793, recall@top5: 0.9468, prec@top5: 0.4749, loss: 0.0370, grad_norm: 0.1683 2020-11-27 04:18:18,193 - mmaction - INFO - Epoch [17][660/1921] lr: 1.500e-03, eta: 2:20:34, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1700 2020-11-27 04:18:41,111 - mmaction - INFO - Epoch [17][680/1921] lr: 1.500e-03, eta: 2:20:10, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1644 2020-11-27 04:19:04,094 - mmaction - INFO - Epoch [17][700/1921] lr: 1.500e-03, eta: 2:19:46, 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: 0.1650 2020-11-27 04:19:27,176 - mmaction - INFO - Epoch [17][720/1921] lr: 1.500e-03, eta: 2:19:21, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 04:19:50,188 - mmaction - INFO - Epoch [17][740/1921] lr: 1.500e-03, eta: 2:18:57, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: 0.0377, recall@thr=0.5: 0.7313, prec@thr=0.5: 0.8003, recall@top3: 0.8172, prec@top3: 0.6774, recall@top5: 0.9355, prec@top5: 0.4771, loss: 0.0377, grad_norm: 0.1690 2020-11-27 04:20:13,256 - mmaction - INFO - Epoch [17][760/1921] lr: 1.500e-03, eta: 2:18:33, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: 0.0379, recall@thr=0.5: 0.7342, prec@thr=0.5: 0.7807, recall@top3: 0.8193, prec@top3: 0.6653, recall@top5: 0.9377, prec@top5: 0.4630, loss: 0.0379, grad_norm: 0.1810 2020-11-27 04:20:36,224 - mmaction - INFO - Epoch [17][780/1921] lr: 1.500e-03, eta: 2:18:09, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1645 2020-11-27 04:20:59,230 - mmaction - INFO - Epoch [17][800/1921] lr: 1.500e-03, eta: 2:17:45, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: 0.0379, recall@thr=0.5: 0.7294, prec@thr=0.5: 0.8060, recall@top3: 0.8256, prec@top3: 0.6687, recall@top5: 0.9374, prec@top5: 0.4673, loss: 0.0379, grad_norm: 0.1853 2020-11-27 04:21:22,261 - mmaction - INFO - Epoch [17][820/1921] lr: 1.500e-03, eta: 2:17:20, 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: 0.1874 2020-11-27 04:21:45,330 - mmaction - INFO - Epoch [17][840/1921] lr: 1.500e-03, eta: 2:16:56, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 04:22:08,214 - mmaction - INFO - Epoch [17][860/1921] lr: 1.500e-03, eta: 2:16:32, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: 0.0361, recall@thr=0.5: 0.7373, prec@thr=0.5: 0.8144, recall@top3: 0.8340, prec@top3: 0.6868, recall@top5: 0.9472, prec@top5: 0.4801, loss: 0.0361, grad_norm: 0.1706 2020-11-27 04:22:31,207 - mmaction - INFO - Epoch [17][880/1921] lr: 1.500e-03, eta: 2:16:08, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1647 2020-11-27 04:22:54,313 - mmaction - INFO - Epoch [17][900/1921] lr: 1.500e-03, eta: 2:15:43, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1649 2020-11-27 04:23:17,276 - mmaction - INFO - Epoch [17][920/1921] lr: 1.500e-03, eta: 2:15:19, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 04:23:40,222 - mmaction - INFO - Epoch [17][940/1921] lr: 1.500e-03, eta: 2:14:55, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1623 2020-11-27 04:24:03,777 - mmaction - INFO - Epoch [17][960/1921] lr: 1.500e-03, eta: 2:14:31, time: 1.178, data_time: 0.000, memory: 9523, loss_action_cls: 0.0390, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.8030, recall@top3: 0.8216, prec@top3: 0.6729, recall@top5: 0.9393, prec@top5: 0.4743, loss: 0.0390, grad_norm: 0.1762 2020-11-27 04:24:26,804 - mmaction - INFO - Epoch [17][980/1921] lr: 1.500e-03, eta: 2:14:07, time: 1.151, data_time: 0.000, memory: 9523, loss_action_cls: 0.0376, recall@thr=0.5: 0.7421, prec@thr=0.5: 0.8001, recall@top3: 0.8303, prec@top3: 0.6695, recall@top5: 0.9400, prec@top5: 0.4656, loss: 0.0376, grad_norm: 0.1603 2020-11-27 04:24:49,834 - mmaction - INFO - Epoch [17][1000/1921] lr: 1.500e-03, eta: 2:13:42, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 04:25:12,882 - mmaction - INFO - Epoch [17][1020/1921] lr: 1.500e-03, eta: 2:13:18, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 04:25:35,706 - mmaction - INFO - Epoch [17][1040/1921] lr: 1.500e-03, eta: 2:12:54, time: 1.141, data_time: 0.001, memory: 9523, loss_action_cls: 0.0368, recall@thr=0.5: 0.7305, prec@thr=0.5: 0.8177, recall@top3: 0.8334, prec@top3: 0.6823, recall@top5: 0.9447, prec@top5: 0.4746, loss: 0.0368, grad_norm: 0.1708 2020-11-27 04:25:58,763 - mmaction - INFO - Epoch [17][1060/1921] lr: 1.500e-03, eta: 2:12:30, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: 0.0371, recall@thr=0.5: 0.7361, prec@thr=0.5: 0.8084, recall@top3: 0.8300, prec@top3: 0.6809, recall@top5: 0.9370, prec@top5: 0.4729, loss: 0.0371, grad_norm: 0.1743 2020-11-27 04:26:21,352 - mmaction - INFO - Epoch [17][1080/1921] lr: 1.500e-03, eta: 2:12:05, 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: 0.1666 2020-11-27 04:26:44,346 - mmaction - INFO - Epoch [17][1100/1921] lr: 1.500e-03, eta: 2:11:41, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1681 2020-11-27 04:27:07,247 - mmaction - INFO - Epoch [17][1120/1921] lr: 1.500e-03, eta: 2:11:17, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1720 2020-11-27 04:27:30,174 - mmaction - INFO - Epoch [17][1140/1921] lr: 1.500e-03, eta: 2:10:53, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1683 2020-11-27 04:27:52,906 - mmaction - INFO - Epoch [17][1160/1921] lr: 1.500e-03, eta: 2:10:29, time: 1.137, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1765 2020-11-27 04:28:15,696 - mmaction - INFO - Epoch [17][1180/1921] lr: 1.500e-03, eta: 2:10:04, time: 1.139, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 04:28:38,413 - mmaction - INFO - Epoch [17][1200/1921] lr: 1.500e-03, eta: 2:09:40, 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: 0.1704 2020-11-27 04:29:01,241 - mmaction - INFO - Epoch [17][1220/1921] lr: 1.500e-03, eta: 2:09:16, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1683 2020-11-27 04:29:24,167 - mmaction - INFO - Epoch [17][1240/1921] lr: 1.500e-03, eta: 2:08:52, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1674 2020-11-27 04:29:46,885 - mmaction - INFO - Epoch [17][1260/1921] lr: 1.500e-03, eta: 2:08:27, time: 1.136, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1636 2020-11-27 04:30:09,575 - mmaction - INFO - Epoch [17][1280/1921] lr: 1.500e-03, eta: 2:08:03, time: 1.134, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1700 2020-11-27 04:30:32,608 - mmaction - INFO - Epoch [17][1300/1921] lr: 1.500e-03, eta: 2:07:39, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: 0.0353, recall@thr=0.5: 0.7462, prec@thr=0.5: 0.8227, recall@top3: 0.8423, prec@top3: 0.6827, recall@top5: 0.9426, prec@top5: 0.4703, loss: 0.0353, grad_norm: 0.1643 2020-11-27 04:30:55,658 - mmaction - INFO - Epoch [17][1320/1921] lr: 1.500e-03, eta: 2:07:15, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: 0.0373, recall@thr=0.5: 0.7283, prec@thr=0.5: 0.8053, recall@top3: 0.8232, prec@top3: 0.6745, recall@top5: 0.9431, prec@top5: 0.4737, loss: 0.0373, grad_norm: 0.1840 2020-11-27 04:31:18,563 - mmaction - INFO - Epoch [17][1340/1921] lr: 1.500e-03, eta: 2:06:50, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1726 2020-11-27 04:31:41,507 - mmaction - INFO - Epoch [17][1360/1921] lr: 1.500e-03, eta: 2:06:26, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: 0.0370, recall@thr=0.5: 0.7345, prec@thr=0.5: 0.8012, recall@top3: 0.8273, prec@top3: 0.6628, recall@top5: 0.9406, prec@top5: 0.4624, loss: 0.0370, grad_norm: 0.1652 2020-11-27 04:32:04,377 - mmaction - INFO - Epoch [17][1380/1921] lr: 1.500e-03, eta: 2:06:02, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1650 2020-11-27 04:32:27,520 - mmaction - INFO - Epoch [17][1400/1921] lr: 1.500e-03, eta: 2:05:38, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1665 2020-11-27 04:32:50,316 - mmaction - INFO - Epoch [17][1420/1921] lr: 1.500e-03, eta: 2:05:14, time: 1.140, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1694 2020-11-27 04:33:13,363 - mmaction - INFO - Epoch [17][1440/1921] lr: 1.500e-03, eta: 2:04:50, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: 0.0382, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.8133, recall@top3: 0.8224, prec@top3: 0.6701, recall@top5: 0.9386, prec@top5: 0.4694, loss: 0.0382, grad_norm: 0.1805 2020-11-27 04:33:36,272 - mmaction - INFO - Epoch [17][1460/1921] lr: 1.500e-03, eta: 2:04:25, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1719 2020-11-27 04:33:59,342 - mmaction - INFO - Epoch [17][1480/1921] lr: 1.500e-03, eta: 2:04:01, time: 1.155, 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: 0.1722 2020-11-27 04:34:22,209 - mmaction - INFO - Epoch [17][1500/1921] lr: 1.500e-03, eta: 2:03:37, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 04:34:46,212 - mmaction - INFO - Epoch [17][1520/1921] lr: 1.500e-03, eta: 2:03:13, time: 1.196, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 04:35:09,121 - mmaction - INFO - Epoch [17][1540/1921] lr: 1.500e-03, eta: 2:02:49, time: 1.149, 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: 0.1785 2020-11-27 04:35:31,846 - mmaction - INFO - Epoch [17][1560/1921] lr: 1.500e-03, eta: 2:02:25, 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: 0.1714 2020-11-27 04:35:54,872 - mmaction - INFO - Epoch [17][1580/1921] lr: 1.500e-03, eta: 2:02:00, 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: 0.1699 2020-11-27 04:36:17,802 - mmaction - INFO - Epoch [17][1600/1921] lr: 1.500e-03, eta: 2:01:36, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1681 2020-11-27 04:36:40,768 - mmaction - INFO - Epoch [17][1620/1921] lr: 1.500e-03, eta: 2:01:12, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: 0.0361, recall@thr=0.5: 0.7333, prec@thr=0.5: 0.8167, recall@top3: 0.8369, prec@top3: 0.6817, recall@top5: 0.9468, prec@top5: 0.4737, loss: 0.0361, grad_norm: 0.1744 2020-11-27 04:37:03,679 - mmaction - INFO - Epoch [17][1640/1921] lr: 1.500e-03, eta: 2:00:48, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1766 2020-11-27 04:37:26,392 - mmaction - INFO - Epoch [17][1660/1921] lr: 1.500e-03, eta: 2:00:24, time: 1.136, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1642 2020-11-27 04:37:49,273 - mmaction - INFO - Epoch [17][1680/1921] lr: 1.500e-03, eta: 1:59:59, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: 0.0372, recall@thr=0.5: 0.7465, prec@thr=0.5: 0.8091, recall@top3: 0.8245, prec@top3: 0.6836, recall@top5: 0.9413, prec@top5: 0.4790, loss: 0.0372, grad_norm: 0.1641 2020-11-27 04:38:11,969 - mmaction - INFO - Epoch [17][1700/1921] lr: 1.500e-03, eta: 1:59:35, time: 1.135, data_time: 0.001, memory: 9523, loss_action_cls: 0.0366, recall@thr=0.5: 0.7277, prec@thr=0.5: 0.8047, recall@top3: 0.8224, prec@top3: 0.6741, recall@top5: 0.9421, prec@top5: 0.4755, loss: 0.0366, grad_norm: 0.1714 2020-11-27 04:38:34,788 - mmaction - INFO - Epoch [17][1720/1921] lr: 1.500e-03, eta: 1:59:11, 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: 0.1834 2020-11-27 04:38:57,714 - mmaction - INFO - Epoch [17][1740/1921] lr: 1.500e-03, eta: 1:58:47, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1643 2020-11-27 04:39:20,548 - mmaction - INFO - Epoch [17][1760/1921] lr: 1.500e-03, eta: 1:58:23, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: 0.0379, recall@thr=0.5: 0.7173, prec@thr=0.5: 0.7995, recall@top3: 0.8297, prec@top3: 0.6757, recall@top5: 0.9410, prec@top5: 0.4687, loss: 0.0379, grad_norm: 0.1648 2020-11-27 04:39:44,299 - mmaction - INFO - Epoch [17][1780/1921] lr: 1.500e-03, eta: 1:57:59, time: 1.188, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1562 2020-11-27 04:40:07,389 - mmaction - INFO - Epoch [17][1800/1921] lr: 1.500e-03, eta: 1:57:34, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1743 2020-11-27 04:40:30,241 - mmaction - INFO - Epoch [17][1820/1921] lr: 1.500e-03, eta: 1:57:10, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: 0.0368, recall@thr=0.5: 0.7289, prec@thr=0.5: 0.8127, recall@top3: 0.8318, prec@top3: 0.6796, recall@top5: 0.9452, prec@top5: 0.4734, loss: 0.0368, grad_norm: 0.1757 2020-11-27 04:40:53,190 - mmaction - INFO - Epoch [17][1840/1921] lr: 1.500e-03, eta: 1:56:46, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: 0.0389, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7952, recall@top3: 0.8267, prec@top3: 0.6771, recall@top5: 0.9343, prec@top5: 0.4703, loss: 0.0389, grad_norm: 0.1785 2020-11-27 04:41:15,974 - mmaction - INFO - Epoch [17][1860/1921] lr: 1.500e-03, eta: 1:56:22, time: 1.139, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1681 2020-11-27 04:41:38,890 - mmaction - INFO - Epoch [17][1880/1921] lr: 1.500e-03, eta: 1:55:58, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 04:42:01,593 - mmaction - INFO - Epoch [17][1900/1921] lr: 1.500e-03, eta: 1:55:34, 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: 0.1749 2020-11-27 04:42:24,393 - mmaction - INFO - Epoch [17][1920/1921] lr: 1.500e-03, eta: 1:55:09, time: 1.140, data_time: 0.000, memory: 9523, loss_action_cls: 0.0370, recall@thr=0.5: 0.7383, prec@thr=0.5: 0.7977, recall@top3: 0.8307, prec@top3: 0.6636, recall@top5: 0.9420, prec@top5: 0.4636, loss: 0.0370, grad_norm: 0.1689 2020-11-27 04:42:28,969 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-11-27 04:48:28,894 - mmaction - INFO - Evaluating proposal ... 2020-11-27 04:49:39,998 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-27 04:49:39,999 - mmaction - INFO - Evaluating bbox ... 2020-11-27 04:58:12,034 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2451 2020-11-27 04:58:13,655 - mmaction - INFO - Epoch(val) [17][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2451 2020-11-27 04:59:24,365 - mmaction - INFO - Epoch [18][20/1921] lr: 1.500e-03, eta: 1:54:52, time: 3.531, data_time: 2.419, memory: 9523, loss_action_cls: 0.0373, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7924, recall@top3: 0.8236, prec@top3: 0.6718, recall@top5: 0.9449, prec@top5: 0.4746, loss: 0.0373, grad_norm: 0.1854 2020-11-27 04:59:46,778 - mmaction - INFO - Epoch [18][40/1921] lr: 1.500e-03, eta: 1:54:28, time: 1.122, data_time: 0.003, memory: 9523, loss_action_cls: 0.0369, recall@thr=0.5: 0.7398, prec@thr=0.5: 0.8155, recall@top3: 0.8332, prec@top3: 0.6647, recall@top5: 0.9442, prec@top5: 0.4645, loss: 0.0369, grad_norm: 0.1725 2020-11-27 05:00:09,253 - mmaction - INFO - Epoch [18][60/1921] lr: 1.500e-03, eta: 1:54:04, time: 1.124, data_time: 0.000, memory: 9523, loss_action_cls: 0.0376, recall@thr=0.5: 0.7419, prec@thr=0.5: 0.8122, recall@top3: 0.8301, prec@top3: 0.6770, recall@top5: 0.9383, prec@top5: 0.4718, loss: 0.0376, grad_norm: 0.1779 2020-11-27 05:00:31,737 - mmaction - INFO - Epoch [18][80/1921] lr: 1.500e-03, eta: 1:53:39, 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: 0.1727 2020-11-27 05:00:54,270 - mmaction - INFO - Epoch [18][100/1921] lr: 1.500e-03, eta: 1:53:15, 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: 0.1680 2020-11-27 05:01:17,062 - mmaction - INFO - Epoch [18][120/1921] lr: 1.500e-03, eta: 1:52:51, time: 1.139, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1678 2020-11-27 05:01:39,823 - mmaction - INFO - Epoch [18][140/1921] lr: 1.500e-03, eta: 1:52:27, time: 1.138, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:02:02,497 - mmaction - INFO - Epoch [18][160/1921] lr: 1.500e-03, eta: 1:52:02, 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: 0.1859 2020-11-27 05:02:25,342 - mmaction - INFO - Epoch [18][180/1921] lr: 1.500e-03, eta: 1:51:38, time: 1.142, 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: 0.1703 2020-11-27 05:02:48,239 - mmaction - INFO - Epoch [18][200/1921] lr: 1.500e-03, eta: 1:51:14, time: 1.145, 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: 0.1662 2020-11-27 05:03:11,063 - mmaction - INFO - Epoch [18][220/1921] lr: 1.500e-03, eta: 1:50:50, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: 0.0375, recall@thr=0.5: 0.7248, prec@thr=0.5: 0.8038, recall@top3: 0.8237, prec@top3: 0.6772, recall@top5: 0.9437, prec@top5: 0.4760, loss: 0.0375, grad_norm: 0.1729 2020-11-27 05:03:33,823 - mmaction - INFO - Epoch [18][240/1921] lr: 1.500e-03, eta: 1:50:26, time: 1.138, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1602 2020-11-27 05:03:56,554 - mmaction - INFO - Epoch [18][260/1921] lr: 1.500e-03, eta: 1:50:01, time: 1.137, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:04:19,387 - mmaction - INFO - Epoch [18][280/1921] lr: 1.500e-03, eta: 1:49:37, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:04:42,326 - mmaction - INFO - Epoch [18][300/1921] lr: 1.500e-03, eta: 1:49:13, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:05:05,211 - mmaction - INFO - Epoch [18][320/1921] lr: 1.500e-03, eta: 1:48:49, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1730 2020-11-27 05:05:28,223 - mmaction - INFO - Epoch [18][340/1921] lr: 1.500e-03, eta: 1:48:25, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1766 2020-11-27 05:05:51,205 - mmaction - INFO - Epoch [18][360/1921] lr: 1.500e-03, eta: 1:48:01, 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: 0.1668 2020-11-27 05:06:14,361 - mmaction - INFO - Epoch [18][380/1921] lr: 1.500e-03, eta: 1:47:37, time: 1.158, data_time: 0.000, memory: 9523, loss_action_cls: 0.0356, recall@thr=0.5: 0.7388, prec@thr=0.5: 0.8131, recall@top3: 0.8374, prec@top3: 0.6809, recall@top5: 0.9456, prec@top5: 0.4719, loss: 0.0356, grad_norm: 0.1698 2020-11-27 05:06:37,334 - mmaction - INFO - Epoch [18][400/1921] lr: 1.500e-03, eta: 1:47:12, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1698 2020-11-27 05:07:00,510 - mmaction - INFO - Epoch [18][420/1921] lr: 1.500e-03, eta: 1:46:48, time: 1.159, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1674 2020-11-27 05:07:23,572 - mmaction - INFO - Epoch [18][440/1921] lr: 1.500e-03, eta: 1:46:24, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: 0.0362, recall@thr=0.5: 0.7407, prec@thr=0.5: 0.8101, recall@top3: 0.8347, prec@top3: 0.6766, recall@top5: 0.9402, prec@top5: 0.4693, loss: 0.0362, grad_norm: 0.1702 2020-11-27 05:07:46,618 - mmaction - INFO - Epoch [18][460/1921] lr: 1.500e-03, eta: 1:46:00, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:08:09,755 - mmaction - INFO - Epoch [18][480/1921] lr: 1.500e-03, eta: 1:45:36, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: 0.0370, recall@thr=0.5: 0.7384, prec@thr=0.5: 0.8157, recall@top3: 0.8312, prec@top3: 0.6852, recall@top5: 0.9383, prec@top5: 0.4754, loss: 0.0370, grad_norm: 0.1702 2020-11-27 05:08:32,895 - mmaction - INFO - Epoch [18][500/1921] lr: 1.500e-03, eta: 1:45:12, time: 1.157, data_time: 0.000, memory: 9523, loss_action_cls: 0.0358, recall@thr=0.5: 0.7417, prec@thr=0.5: 0.8070, recall@top3: 0.8327, prec@top3: 0.6740, recall@top5: 0.9431, prec@top5: 0.4686, loss: 0.0358, grad_norm: 0.1681 2020-11-27 05:08:55,967 - mmaction - INFO - Epoch [18][520/1921] lr: 1.500e-03, eta: 1:44:48, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: 0.0362, recall@thr=0.5: 0.7403, prec@thr=0.5: 0.8082, recall@top3: 0.8369, prec@top3: 0.6838, recall@top5: 0.9495, prec@top5: 0.4786, loss: 0.0362, grad_norm: 0.1704 2020-11-27 05:09:19,133 - mmaction - INFO - Epoch [18][540/1921] lr: 1.500e-03, eta: 1:44:23, time: 1.158, data_time: 0.001, memory: 9523, loss_action_cls: 0.0365, recall@thr=0.5: 0.7420, prec@thr=0.5: 0.8065, recall@top3: 0.8345, prec@top3: 0.6792, recall@top5: 0.9490, prec@top5: 0.4755, loss: 0.0365, grad_norm: 0.1741 2020-11-27 05:09:42,068 - mmaction - INFO - Epoch [18][560/1921] lr: 1.500e-03, eta: 1:43:59, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1691 2020-11-27 05:10:05,151 - mmaction - INFO - Epoch [18][580/1921] lr: 1.500e-03, eta: 1:43:35, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1643 2020-11-27 05:10:28,143 - mmaction - INFO - Epoch [18][600/1921] lr: 1.500e-03, eta: 1:43:11, 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: 0.1695 2020-11-27 05:10:51,174 - mmaction - INFO - Epoch [18][620/1921] lr: 1.500e-03, eta: 1:42:47, time: 1.153, 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 2020-11-27 05:11:14,025 - mmaction - INFO - Epoch [18][640/1921] lr: 1.500e-03, eta: 1:42:23, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: 0.0353, recall@thr=0.5: 0.7521, prec@thr=0.5: 0.8163, recall@top3: 0.8466, prec@top3: 0.6864, recall@top5: 0.9485, prec@top5: 0.4728, loss: 0.0353, grad_norm: 0.1657 2020-11-27 05:11:37,007 - mmaction - INFO - Epoch [18][660/1921] lr: 1.500e-03, eta: 1:41:59, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1795 2020-11-27 05:11:59,991 - mmaction - INFO - Epoch [18][680/1921] lr: 1.500e-03, eta: 1:41:34, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: 0.0372, recall@thr=0.5: 0.7266, prec@thr=0.5: 0.7985, recall@top3: 0.8288, prec@top3: 0.6758, recall@top5: 0.9385, prec@top5: 0.4697, loss: 0.0372, grad_norm: 0.1709 2020-11-27 05:12:22,915 - mmaction - INFO - Epoch [18][700/1921] lr: 1.500e-03, eta: 1:41:10, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1709 2020-11-27 05:12:46,515 - mmaction - INFO - Epoch [18][720/1921] lr: 1.500e-03, eta: 1:40:46, 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: 0.1830 2020-11-27 05:13:09,615 - mmaction - INFO - Epoch [18][740/1921] lr: 1.500e-03, eta: 1:40:22, time: 1.156, 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: 0.1782 2020-11-27 05:13:32,604 - mmaction - INFO - Epoch [18][760/1921] lr: 1.500e-03, eta: 1:39:58, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: 0.0386, recall@thr=0.5: 0.7323, prec@thr=0.5: 0.7978, recall@top3: 0.8149, prec@top3: 0.6672, recall@top5: 0.9345, prec@top5: 0.4712, loss: 0.0386, grad_norm: 0.1840 2020-11-27 05:13:55,637 - mmaction - INFO - Epoch [18][780/1921] lr: 1.500e-03, eta: 1:39:34, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:14:18,721 - mmaction - INFO - Epoch [18][800/1921] lr: 1.500e-03, eta: 1:39:10, time: 1.154, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1632 2020-11-27 05:14:41,907 - mmaction - INFO - Epoch [18][820/1921] lr: 1.500e-03, eta: 1:38:46, time: 1.159, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:15:04,882 - mmaction - INFO - Epoch [18][840/1921] lr: 1.500e-03, eta: 1:38:22, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: 0.0374, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.8154, recall@top3: 0.8338, prec@top3: 0.6838, recall@top5: 0.9451, prec@top5: 0.4779, loss: 0.0374, grad_norm: 0.1753 2020-11-27 05:15:27,967 - mmaction - INFO - Epoch [18][860/1921] lr: 1.500e-03, eta: 1:37:58, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:15:51,049 - mmaction - INFO - Epoch [18][880/1921] lr: 1.500e-03, eta: 1:37:33, time: 1.154, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:16:13,945 - mmaction - INFO - Epoch [18][900/1921] lr: 1.500e-03, eta: 1:37:09, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1619 2020-11-27 05:16:36,929 - mmaction - INFO - Epoch [18][920/1921] lr: 1.500e-03, eta: 1:36:45, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:17:00,386 - mmaction - INFO - Epoch [18][940/1921] lr: 1.500e-03, eta: 1:36:21, time: 1.172, data_time: 0.001, memory: 9523, loss_action_cls: 0.0379, recall@thr=0.5: 0.7420, prec@thr=0.5: 0.8070, recall@top3: 0.8267, prec@top3: 0.6757, recall@top5: 0.9412, prec@top5: 0.4751, loss: 0.0379, grad_norm: 0.1785 2020-11-27 05:17:23,212 - mmaction - INFO - Epoch [18][960/1921] lr: 1.500e-03, eta: 1:35:57, time: 1.142, data_time: 0.002, memory: 9523, loss_action_cls: 0.0367, recall@thr=0.5: 0.7377, prec@thr=0.5: 0.8006, recall@top3: 0.8394, prec@top3: 0.6808, recall@top5: 0.9482, prec@top5: 0.4706, loss: 0.0367, grad_norm: 0.1653 2020-11-27 05:17:46,118 - mmaction - INFO - Epoch [18][980/1921] lr: 1.500e-03, eta: 1:35:33, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: 0.0380, recall@thr=0.5: 0.7344, prec@thr=0.5: 0.8049, recall@top3: 0.8202, prec@top3: 0.6765, recall@top5: 0.9317, prec@top5: 0.4731, loss: 0.0380, grad_norm: 0.1621 2020-11-27 05:18:08,969 - mmaction - INFO - Epoch [18][1000/1921] lr: 1.500e-03, eta: 1:35:09, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1765 2020-11-27 05:18:31,923 - mmaction - INFO - Epoch [18][1020/1921] lr: 1.500e-03, eta: 1:34:45, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1661 2020-11-27 05:18:54,855 - mmaction - INFO - Epoch [18][1040/1921] lr: 1.500e-03, eta: 1:34:20, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: 0.0358, recall@thr=0.5: 0.7474, prec@thr=0.5: 0.8134, recall@top3: 0.8379, prec@top3: 0.6848, recall@top5: 0.9466, prec@top5: 0.4777, loss: 0.0358, grad_norm: 0.1719 2020-11-27 05:19:17,692 - mmaction - INFO - Epoch [18][1060/1921] lr: 1.500e-03, eta: 1:33:56, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:19:40,557 - mmaction - INFO - Epoch [18][1080/1921] lr: 1.500e-03, eta: 1:33:32, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: 0.0364, recall@thr=0.5: 0.7291, prec@thr=0.5: 0.8088, recall@top3: 0.8317, prec@top3: 0.6818, recall@top5: 0.9397, prec@top5: 0.4726, loss: 0.0364, grad_norm: 0.1823 2020-11-27 05:20:03,340 - mmaction - INFO - Epoch [18][1100/1921] lr: 1.500e-03, eta: 1:33:08, time: 1.139, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:20:26,275 - mmaction - INFO - Epoch [18][1120/1921] lr: 1.500e-03, eta: 1:32:44, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1604 2020-11-27 05:20:49,160 - mmaction - INFO - Epoch [18][1140/1921] lr: 1.500e-03, eta: 1:32:20, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:21:12,258 - mmaction - INFO - Epoch [18][1160/1921] lr: 1.500e-03, eta: 1:31:56, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: 0.0385, recall@thr=0.5: 0.7233, prec@thr=0.5: 0.7937, recall@top3: 0.8148, prec@top3: 0.6706, recall@top5: 0.9436, prec@top5: 0.4790, loss: 0.0385, grad_norm: 0.1746 2020-11-27 05:21:35,267 - mmaction - INFO - Epoch [18][1180/1921] lr: 1.500e-03, eta: 1:31:32, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:21:58,229 - mmaction - INFO - Epoch [18][1200/1921] lr: 1.500e-03, eta: 1:31:08, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:22:21,152 - mmaction - INFO - Epoch [18][1220/1921] lr: 1.500e-03, eta: 1:30:43, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:22:44,142 - mmaction - INFO - Epoch [18][1240/1921] lr: 1.500e-03, eta: 1:30:19, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:23:07,138 - mmaction - INFO - Epoch [18][1260/1921] lr: 1.500e-03, eta: 1:29:55, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1606 2020-11-27 05:23:30,126 - mmaction - INFO - Epoch [18][1280/1921] lr: 1.500e-03, eta: 1:29:31, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: 0.0373, recall@thr=0.5: 0.7391, prec@thr=0.5: 0.8024, recall@top3: 0.8310, prec@top3: 0.6819, recall@top5: 0.9414, prec@top5: 0.4779, loss: 0.0373, grad_norm: 0.1704 2020-11-27 05:23:53,130 - mmaction - INFO - Epoch [18][1300/1921] lr: 1.500e-03, eta: 1:29:07, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:24:16,130 - mmaction - INFO - Epoch [18][1320/1921] lr: 1.500e-03, eta: 1:28:43, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: 0.0367, recall@thr=0.5: 0.7298, prec@thr=0.5: 0.8048, recall@top3: 0.8285, prec@top3: 0.6724, recall@top5: 0.9376, prec@top5: 0.4676, loss: 0.0367, grad_norm: 0.1774 2020-11-27 05:24:39,110 - mmaction - INFO - Epoch [18][1340/1921] lr: 1.500e-03, eta: 1:28:19, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1687 2020-11-27 05:25:02,086 - mmaction - INFO - Epoch [18][1360/1921] lr: 1.500e-03, eta: 1:27:55, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1724 2020-11-27 05:25:25,178 - mmaction - INFO - Epoch [18][1380/1921] lr: 1.500e-03, eta: 1:27:31, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: 0.0392, recall@thr=0.5: 0.7296, prec@thr=0.5: 0.8057, recall@top3: 0.8182, prec@top3: 0.6806, recall@top5: 0.9284, prec@top5: 0.4769, loss: 0.0392, grad_norm: 0.1894 2020-11-27 05:25:48,319 - mmaction - INFO - Epoch [18][1400/1921] lr: 1.500e-03, eta: 1:27:07, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1756 2020-11-27 05:26:11,113 - mmaction - INFO - Epoch [18][1420/1921] lr: 1.500e-03, eta: 1:26:43, time: 1.141, 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: 0.1636 2020-11-27 05:26:34,011 - mmaction - INFO - Epoch [18][1440/1921] lr: 1.500e-03, eta: 1:26:18, 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: 0.1630 2020-11-27 05:26:57,055 - mmaction - INFO - Epoch [18][1460/1921] lr: 1.500e-03, eta: 1:25:54, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1633 2020-11-27 05:27:20,087 - mmaction - INFO - Epoch [18][1480/1921] lr: 1.500e-03, eta: 1:25:30, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1765 2020-11-27 05:27:43,012 - mmaction - INFO - Epoch [18][1500/1921] lr: 1.500e-03, eta: 1:25:06, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:28:05,985 - mmaction - INFO - Epoch [18][1520/1921] lr: 1.500e-03, eta: 1:24:42, 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: 0.1687 2020-11-27 05:28:29,116 - mmaction - INFO - Epoch [18][1540/1921] lr: 1.500e-03, eta: 1:24:18, time: 1.157, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:28:52,028 - mmaction - INFO - Epoch [18][1560/1921] lr: 1.500e-03, eta: 1:23:54, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1724 2020-11-27 05:29:15,101 - mmaction - INFO - Epoch [18][1580/1921] lr: 1.500e-03, eta: 1:23:30, time: 1.154, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1812 2020-11-27 05:29:38,154 - mmaction - INFO - Epoch [18][1600/1921] lr: 1.500e-03, eta: 1:23:06, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: 0.0371, recall@thr=0.5: 0.7360, prec@thr=0.5: 0.8004, recall@top3: 0.8244, prec@top3: 0.6793, recall@top5: 0.9388, prec@top5: 0.4780, loss: 0.0371, grad_norm: 0.1731 2020-11-27 05:30:01,239 - mmaction - INFO - Epoch [18][1620/1921] lr: 1.500e-03, eta: 1:22:42, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:30:24,064 - mmaction - INFO - Epoch [18][1640/1921] lr: 1.500e-03, eta: 1:22:18, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:30:47,018 - mmaction - INFO - Epoch [18][1660/1921] lr: 1.500e-03, eta: 1:21:54, 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: 0.1658 2020-11-27 05:31:09,905 - mmaction - INFO - Epoch [18][1680/1921] lr: 1.500e-03, eta: 1:21:30, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1643 2020-11-27 05:31:32,820 - mmaction - INFO - Epoch [18][1700/1921] lr: 1.500e-03, eta: 1:21:05, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: 0.0367, recall@thr=0.5: 0.7447, prec@thr=0.5: 0.8057, recall@top3: 0.8294, prec@top3: 0.6785, recall@top5: 0.9369, prec@top5: 0.4728, loss: 0.0367, grad_norm: 0.1747 2020-11-27 05:31:55,707 - mmaction - INFO - Epoch [18][1720/1921] lr: 1.500e-03, eta: 1:20:41, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1597 2020-11-27 05:32:18,764 - mmaction - INFO - Epoch [18][1740/1921] lr: 1.500e-03, eta: 1:20:17, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:32:41,942 - mmaction - INFO - Epoch [18][1760/1921] lr: 1.500e-03, eta: 1:19:53, time: 1.159, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1730 2020-11-27 05:33:04,850 - mmaction - INFO - Epoch [18][1780/1921] lr: 1.500e-03, eta: 1:19:29, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1654 2020-11-27 05:33:27,729 - mmaction - INFO - Epoch [18][1800/1921] lr: 1.500e-03, eta: 1:19:05, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:33:50,706 - mmaction - INFO - Epoch [18][1820/1921] lr: 1.500e-03, eta: 1:18:41, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: 0.0357, recall@thr=0.5: 0.7447, prec@thr=0.5: 0.8009, recall@top3: 0.8474, prec@top3: 0.6809, recall@top5: 0.9453, prec@top5: 0.4670, loss: 0.0357, grad_norm: 0.1725 2020-11-27 05:34:13,610 - mmaction - INFO - Epoch [18][1840/1921] lr: 1.500e-03, eta: 1:18:17, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1712 2020-11-27 05:34:36,452 - mmaction - INFO - Epoch [18][1860/1921] lr: 1.500e-03, eta: 1:17:53, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: 0.0380, recall@thr=0.5: 0.7243, prec@thr=0.5: 0.7849, recall@top3: 0.8325, prec@top3: 0.6651, recall@top5: 0.9427, prec@top5: 0.4620, loss: 0.0380, grad_norm: 0.1683 2020-11-27 05:34:59,409 - mmaction - INFO - Epoch [18][1880/1921] lr: 1.500e-03, eta: 1:17:29, 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: 0.1801 2020-11-27 05:35:22,386 - mmaction - INFO - Epoch [18][1900/1921] lr: 1.500e-03, eta: 1:17:05, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1686 2020-11-27 05:35:45,333 - mmaction - INFO - Epoch [18][1920/1921] lr: 1.500e-03, eta: 1:16:41, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:35:49,447 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-11-27 05:41:46,615 - mmaction - INFO - Evaluating proposal ... 2020-11-27 05:42:54,421 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-27 05:42:54,422 - mmaction - INFO - Evaluating bbox ... 2020-11-27 05:51:35,155 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2455 2020-11-27 05:51:36,297 - mmaction - INFO - Epoch(val) [18][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2455 2020-11-27 05:52:49,861 - mmaction - INFO - Epoch [19][20/1921] lr: 1.500e-03, eta: 1:16:21, time: 3.672, data_time: 2.554, memory: 9523, loss_action_cls: 0.0380, recall@thr=0.5: 0.7255, prec@thr=0.5: 0.7980, recall@top3: 0.8196, prec@top3: 0.6780, recall@top5: 0.9394, prec@top5: 0.4779, loss: 0.0380, grad_norm: 0.1673 2020-11-27 05:53:12,184 - mmaction - INFO - Epoch [19][40/1921] lr: 1.500e-03, eta: 1:15:57, time: 1.116, 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: 0.1682 2020-11-27 05:53:34,537 - mmaction - INFO - Epoch [19][60/1921] lr: 1.500e-03, eta: 1:15:33, time: 1.118, data_time: 0.001, memory: 9523, loss_action_cls: 0.0366, recall@thr=0.5: 0.7436, prec@thr=0.5: 0.8134, recall@top3: 0.8350, prec@top3: 0.6845, recall@top5: 0.9502, prec@top5: 0.4794, loss: 0.0366, grad_norm: 0.1688 2020-11-27 05:53:57,131 - mmaction - INFO - Epoch [19][80/1921] lr: 1.500e-03, eta: 1:15:09, 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: 0.1822 2020-11-27 05:54:19,692 - mmaction - INFO - Epoch [19][100/1921] lr: 1.500e-03, eta: 1:14:44, time: 1.128, data_time: 0.001, memory: 9523, loss_action_cls: 0.0360, recall@thr=0.5: 0.7391, prec@thr=0.5: 0.8103, recall@top3: 0.8313, prec@top3: 0.6733, recall@top5: 0.9388, prec@top5: 0.4668, loss: 0.0360, grad_norm: 0.1816 2020-11-27 05:54:42,401 - mmaction - INFO - Epoch [19][120/1921] lr: 1.500e-03, eta: 1:14:20, 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: 0.1677 2020-11-27 05:55:05,191 - mmaction - INFO - Epoch [19][140/1921] lr: 1.500e-03, eta: 1:13:56, time: 1.139, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1778 2020-11-27 05:55:28,002 - mmaction - INFO - Epoch [19][160/1921] lr: 1.500e-03, eta: 1:13:32, 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: 0.1613 2020-11-27 05:55:50,708 - mmaction - INFO - Epoch [19][180/1921] lr: 1.500e-03, eta: 1:13:08, 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: 0.1671 2020-11-27 05:56:13,628 - mmaction - INFO - Epoch [19][200/1921] lr: 1.500e-03, eta: 1:12:44, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:56:36,737 - mmaction - INFO - Epoch [19][220/1921] lr: 1.500e-03, eta: 1:12:20, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: 0.0375, recall@thr=0.5: 0.7249, prec@thr=0.5: 0.8037, recall@top3: 0.8337, prec@top3: 0.6818, recall@top5: 0.9427, prec@top5: 0.4746, loss: 0.0375, grad_norm: 0.1712 2020-11-27 05:56:59,870 - mmaction - INFO - Epoch [19][240/1921] lr: 1.500e-03, eta: 1:11:56, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: 0.0385, recall@thr=0.5: 0.7269, prec@thr=0.5: 0.7943, recall@top3: 0.8234, prec@top3: 0.6650, recall@top5: 0.9368, prec@top5: 0.4653, loss: 0.0385, grad_norm: 0.1699 2020-11-27 05:57:23,053 - mmaction - INFO - Epoch [19][260/1921] lr: 1.500e-03, eta: 1:11:32, time: 1.159, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1707 2020-11-27 05:57:46,105 - mmaction - INFO - Epoch [19][280/1921] lr: 1.500e-03, eta: 1:11:08, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: 0.0348, recall@thr=0.5: 0.7335, prec@thr=0.5: 0.8046, recall@top3: 0.8301, prec@top3: 0.6818, recall@top5: 0.9457, prec@top5: 0.4765, loss: 0.0348, grad_norm: 0.1837 2020-11-27 05:58:09,227 - mmaction - INFO - Epoch [19][300/1921] lr: 1.500e-03, eta: 1:10:44, time: 1.156, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1609 2020-11-27 05:58:32,064 - mmaction - INFO - Epoch [19][320/1921] lr: 1.500e-03, eta: 1:10:20, time: 1.142, data_time: 0.001, memory: 9523, loss_action_cls: 0.0367, recall@thr=0.5: 0.7218, prec@thr=0.5: 0.8008, recall@top3: 0.8310, prec@top3: 0.6813, recall@top5: 0.9485, prec@top5: 0.4789, loss: 0.0367, grad_norm: 0.1908 2020-11-27 05:58:55,230 - mmaction - INFO - Epoch [19][340/1921] lr: 1.500e-03, eta: 1:09:56, time: 1.158, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 05:59:18,210 - mmaction - INFO - Epoch [19][360/1921] lr: 1.500e-03, eta: 1:09:31, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: 0.0367, recall@thr=0.5: 0.7340, prec@thr=0.5: 0.7974, recall@top3: 0.8272, prec@top3: 0.6656, recall@top5: 0.9463, prec@top5: 0.4659, loss: 0.0367, grad_norm: 0.1714 2020-11-27 05:59:41,234 - mmaction - INFO - Epoch [19][380/1921] lr: 1.500e-03, eta: 1:09:07, 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: 0.1678 2020-11-27 06:00:04,113 - mmaction - INFO - Epoch [19][400/1921] lr: 1.500e-03, eta: 1:08:43, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1690 2020-11-27 06:00:27,732 - mmaction - INFO - Epoch [19][420/1921] lr: 1.500e-03, eta: 1:08:19, time: 1.181, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:00:50,770 - mmaction - INFO - Epoch [19][440/1921] lr: 1.500e-03, eta: 1:07:55, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:01:13,706 - mmaction - INFO - Epoch [19][460/1921] lr: 1.500e-03, eta: 1:07:31, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: 0.0376, recall@thr=0.5: 0.7456, prec@thr=0.5: 0.8166, recall@top3: 0.8314, prec@top3: 0.6871, recall@top5: 0.9420, prec@top5: 0.4784, loss: 0.0376, grad_norm: 0.1657 2020-11-27 06:01:37,396 - mmaction - INFO - Epoch [19][480/1921] lr: 1.500e-03, eta: 1:07:07, time: 1.181, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:02:00,220 - mmaction - INFO - Epoch [19][500/1921] lr: 1.500e-03, eta: 1:06:43, time: 1.145, data_time: 0.008, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:02:23,137 - mmaction - INFO - Epoch [19][520/1921] lr: 1.500e-03, eta: 1:06:19, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: 0.0379, recall@thr=0.5: 0.7225, prec@thr=0.5: 0.7989, recall@top3: 0.8306, prec@top3: 0.6809, recall@top5: 0.9407, prec@top5: 0.4737, loss: 0.0379, grad_norm: 0.1761 2020-11-27 06:02:46,034 - mmaction - INFO - Epoch [19][540/1921] lr: 1.500e-03, eta: 1:05:55, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:03:08,915 - mmaction - INFO - Epoch [19][560/1921] lr: 1.500e-03, eta: 1:05:31, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:03:31,931 - mmaction - INFO - Epoch [19][580/1921] lr: 1.500e-03, eta: 1:05:07, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: 0.0359, recall@thr=0.5: 0.7348, prec@thr=0.5: 0.7954, recall@top3: 0.8350, prec@top3: 0.6679, recall@top5: 0.9427, prec@top5: 0.4656, loss: 0.0359, grad_norm: 0.1825 2020-11-27 06:03:54,850 - mmaction - INFO - Epoch [19][600/1921] lr: 1.500e-03, eta: 1:04:43, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1707 2020-11-27 06:04:17,914 - mmaction - INFO - Epoch [19][620/1921] lr: 1.500e-03, eta: 1:04:19, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:04:40,839 - mmaction - INFO - Epoch [19][640/1921] lr: 1.500e-03, eta: 1:03:55, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:05:03,931 - mmaction - INFO - Epoch [19][660/1921] lr: 1.500e-03, eta: 1:03:31, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: 0.0390, recall@thr=0.5: 0.7224, prec@thr=0.5: 0.8029, recall@top3: 0.8144, prec@top3: 0.6643, recall@top5: 0.9340, prec@top5: 0.4675, loss: 0.0390, grad_norm: 0.1800 2020-11-27 06:05:26,959 - mmaction - INFO - Epoch [19][680/1921] lr: 1.500e-03, eta: 1:03:07, 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: 0.1797 2020-11-27 06:05:50,133 - mmaction - INFO - Epoch [19][700/1921] lr: 1.500e-03, eta: 1:02:43, time: 1.159, data_time: 0.001, memory: 9523, loss_action_cls: 0.0355, recall@thr=0.5: 0.7484, prec@thr=0.5: 0.8083, recall@top3: 0.8459, prec@top3: 0.6825, recall@top5: 0.9423, prec@top5: 0.4652, loss: 0.0355, grad_norm: 0.1679 2020-11-27 06:06:13,192 - mmaction - INFO - Epoch [19][720/1921] lr: 1.500e-03, eta: 1:02:19, time: 1.153, data_time: 0.000, memory: 9523, loss_action_cls: 0.0376, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.8015, recall@top3: 0.8241, prec@top3: 0.6861, recall@top5: 0.9413, prec@top5: 0.4817, loss: 0.0376, grad_norm: 0.1731 2020-11-27 06:06:36,405 - mmaction - INFO - Epoch [19][740/1921] lr: 1.500e-03, eta: 1:01:55, time: 1.160, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1660 2020-11-27 06:06:59,252 - mmaction - INFO - Epoch [19][760/1921] lr: 1.500e-03, eta: 1:01:31, time: 1.143, data_time: 0.001, memory: 9523, loss_action_cls: 0.0389, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.7904, recall@top3: 0.8153, prec@top3: 0.6622, recall@top5: 0.9297, prec@top5: 0.4624, loss: 0.0389, grad_norm: 0.1771 2020-11-27 06:07:22,178 - mmaction - INFO - Epoch [19][780/1921] lr: 1.500e-03, eta: 1:01:07, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: 0.0387, recall@thr=0.5: 0.7270, prec@thr=0.5: 0.8020, recall@top3: 0.8225, prec@top3: 0.6663, recall@top5: 0.9396, prec@top5: 0.4681, loss: 0.0387, grad_norm: 0.1810 2020-11-27 06:07:45,180 - mmaction - INFO - Epoch [19][800/1921] lr: 1.500e-03, eta: 1:00:43, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: 0.0361, recall@thr=0.5: 0.7416, prec@thr=0.5: 0.8206, recall@top3: 0.8336, prec@top3: 0.6974, recall@top5: 0.9438, prec@top5: 0.4843, loss: 0.0361, grad_norm: 0.1803 2020-11-27 06:08:08,535 - mmaction - INFO - Epoch [19][820/1921] lr: 1.500e-03, eta: 1:00:19, time: 1.168, data_time: 0.001, memory: 9523, loss_action_cls: 0.0387, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7936, recall@top3: 0.8223, prec@top3: 0.6902, recall@top5: 0.9415, prec@top5: 0.4861, loss: 0.0387, grad_norm: 0.1719 2020-11-27 06:08:31,702 - mmaction - INFO - Epoch [19][840/1921] lr: 1.500e-03, eta: 0:59:55, time: 1.158, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1598 2020-11-27 06:08:54,701 - mmaction - INFO - Epoch [19][860/1921] lr: 1.500e-03, eta: 0:59:31, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: 0.0366, recall@thr=0.5: 0.7309, prec@thr=0.5: 0.8090, recall@top3: 0.8451, prec@top3: 0.6909, recall@top5: 0.9436, prec@top5: 0.4721, loss: 0.0366, grad_norm: 0.1731 2020-11-27 06:09:17,593 - mmaction - INFO - Epoch [19][880/1921] lr: 1.500e-03, eta: 0:59:06, 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: 0.1784 2020-11-27 06:09:40,524 - mmaction - INFO - Epoch [19][900/1921] lr: 1.500e-03, eta: 0:58:42, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:10:03,623 - mmaction - INFO - Epoch [19][920/1921] lr: 1.500e-03, eta: 0:58:18, time: 1.155, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1726 2020-11-27 06:10:26,595 - mmaction - INFO - Epoch [19][940/1921] lr: 1.500e-03, eta: 0:57:54, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1754 2020-11-27 06:10:49,734 - mmaction - INFO - Epoch [19][960/1921] lr: 1.500e-03, eta: 0:57:30, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1710 2020-11-27 06:11:12,694 - mmaction - INFO - Epoch [19][980/1921] lr: 1.500e-03, eta: 0:57:06, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: 0.0348, recall@thr=0.5: 0.7455, prec@thr=0.5: 0.8128, recall@top3: 0.8434, prec@top3: 0.6797, recall@top5: 0.9476, prec@top5: 0.4700, loss: 0.0348, grad_norm: 0.1699 2020-11-27 06:11:35,618 - mmaction - INFO - Epoch [19][1000/1921] lr: 1.500e-03, eta: 0:56:42, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: 0.0374, recall@thr=0.5: 0.7297, prec@thr=0.5: 0.8113, recall@top3: 0.8292, prec@top3: 0.6748, recall@top5: 0.9443, prec@top5: 0.4725, loss: 0.0374, grad_norm: 0.1709 2020-11-27 06:11:58,562 - mmaction - INFO - Epoch [19][1020/1921] lr: 1.500e-03, eta: 0:56:18, 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: 0.1683 2020-11-27 06:12:21,638 - mmaction - INFO - Epoch [19][1040/1921] lr: 1.500e-03, eta: 0:55:54, time: 1.154, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1722 2020-11-27 06:12:44,608 - mmaction - INFO - Epoch [19][1060/1921] lr: 1.500e-03, eta: 0:55:30, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: 0.0374, recall@thr=0.5: 0.7332, prec@thr=0.5: 0.8065, recall@top3: 0.8302, prec@top3: 0.6761, recall@top5: 0.9423, prec@top5: 0.4727, loss: 0.0374, grad_norm: 0.1708 2020-11-27 06:13:07,827 - mmaction - INFO - Epoch [19][1080/1921] lr: 1.500e-03, eta: 0:55:06, time: 1.160, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1694 2020-11-27 06:13:30,703 - mmaction - INFO - Epoch [19][1100/1921] lr: 1.500e-03, eta: 0:54:42, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: 0.0385, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.7878, recall@top3: 0.8237, prec@top3: 0.6746, recall@top5: 0.9397, prec@top5: 0.4724, loss: 0.0385, grad_norm: 0.1818 2020-11-27 06:13:53,650 - mmaction - INFO - Epoch [19][1120/1921] lr: 1.500e-03, eta: 0:54:18, 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: 0.1651 2020-11-27 06:14:16,626 - mmaction - INFO - Epoch [19][1140/1921] lr: 1.500e-03, eta: 0:53:54, 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: 0.1714 2020-11-27 06:14:39,430 - mmaction - INFO - Epoch [19][1160/1921] lr: 1.500e-03, eta: 0:53:30, time: 1.140, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:15:02,428 - mmaction - INFO - Epoch [19][1180/1921] lr: 1.500e-03, eta: 0:53:06, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1705 2020-11-27 06:15:25,203 - mmaction - INFO - Epoch [19][1200/1921] lr: 1.500e-03, eta: 0:52:42, time: 1.139, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:15:48,230 - mmaction - INFO - Epoch [19][1220/1921] lr: 1.500e-03, eta: 0:52:18, 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: 0.1796 2020-11-27 06:16:11,307 - mmaction - INFO - Epoch [19][1240/1921] lr: 1.500e-03, eta: 0:51:54, time: 1.154, data_time: 0.000, memory: 9523, loss_action_cls: 0.0361, recall@thr=0.5: 0.7349, prec@thr=0.5: 0.8173, recall@top3: 0.8309, prec@top3: 0.6863, recall@top5: 0.9410, prec@top5: 0.4790, loss: 0.0361, grad_norm: 0.1781 2020-11-27 06:16:34,096 - mmaction - INFO - Epoch [19][1260/1921] lr: 1.500e-03, eta: 0:51:30, time: 1.140, data_time: 0.001, memory: 9523, loss_action_cls: 0.0367, recall@thr=0.5: 0.7415, prec@thr=0.5: 0.8148, recall@top3: 0.8322, prec@top3: 0.6852, recall@top5: 0.9441, prec@top5: 0.4779, loss: 0.0367, grad_norm: 0.1649 2020-11-27 06:16:57,062 - mmaction - INFO - Epoch [19][1280/1921] lr: 1.500e-03, eta: 0:51:06, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:17:19,983 - mmaction - INFO - Epoch [19][1300/1921] lr: 1.500e-03, eta: 0:50:42, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1730 2020-11-27 06:17:42,915 - mmaction - INFO - Epoch [19][1320/1921] lr: 1.500e-03, eta: 0:50:18, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1709 2020-11-27 06:18:05,840 - mmaction - INFO - Epoch [19][1340/1921] lr: 1.500e-03, eta: 0:49:54, time: 1.151, 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: 0.1729 2020-11-27 06:18:28,877 - mmaction - INFO - Epoch [19][1360/1921] lr: 1.500e-03, eta: 0:49:30, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: 0.0377, recall@thr=0.5: 0.7359, prec@thr=0.5: 0.7940, recall@top3: 0.8208, prec@top3: 0.6700, recall@top5: 0.9375, prec@top5: 0.4720, loss: 0.0377, grad_norm: 0.1757 2020-11-27 06:18:51,683 - mmaction - INFO - Epoch [19][1380/1921] lr: 1.500e-03, eta: 0:49:06, time: 1.140, data_time: 0.001, memory: 9523, loss_action_cls: 0.0365, recall@thr=0.5: 0.7541, prec@thr=0.5: 0.8230, recall@top3: 0.8388, prec@top3: 0.6851, recall@top5: 0.9434, prec@top5: 0.4732, loss: 0.0365, grad_norm: 0.1650 2020-11-27 06:19:15,472 - mmaction - INFO - Epoch [19][1400/1921] lr: 1.500e-03, eta: 0:48:42, time: 1.187, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:19:38,420 - mmaction - INFO - Epoch [19][1420/1921] lr: 1.500e-03, eta: 0:48:18, time: 1.150, 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: 0.1708 2020-11-27 06:20:01,440 - mmaction - INFO - Epoch [19][1440/1921] lr: 1.500e-03, eta: 0:47:54, 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: 0.1779 2020-11-27 06:20:24,249 - mmaction - INFO - Epoch [19][1460/1921] lr: 1.500e-03, eta: 0:47:30, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:20:47,153 - mmaction - INFO - Epoch [19][1480/1921] lr: 1.500e-03, eta: 0:47:06, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: 0.0355, recall@thr=0.5: 0.7482, prec@thr=0.5: 0.8094, recall@top3: 0.8375, prec@top3: 0.6846, recall@top5: 0.9430, prec@top5: 0.4736, loss: 0.0355, grad_norm: 0.1691 2020-11-27 06:21:10,107 - mmaction - INFO - Epoch [19][1500/1921] lr: 1.500e-03, eta: 0:46:42, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:21:32,888 - mmaction - INFO - Epoch [19][1520/1921] lr: 1.500e-03, eta: 0:46:18, 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: 0.1685 2020-11-27 06:21:55,864 - mmaction - INFO - Epoch [19][1540/1921] lr: 1.500e-03, eta: 0:45:54, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: 0.0373, recall@thr=0.5: 0.7351, prec@thr=0.5: 0.8028, recall@top3: 0.8307, prec@top3: 0.6786, recall@top5: 0.9426, prec@top5: 0.4722, loss: 0.0373, grad_norm: 0.1807 2020-11-27 06:22:18,749 - mmaction - INFO - Epoch [19][1560/1921] lr: 1.500e-03, eta: 0:45:30, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1724 2020-11-27 06:22:41,606 - mmaction - INFO - Epoch [19][1580/1921] lr: 1.500e-03, eta: 0:45:06, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:23:04,368 - mmaction - INFO - Epoch [19][1600/1921] lr: 1.500e-03, eta: 0:44:42, 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: 0.1766 2020-11-27 06:23:27,281 - mmaction - INFO - Epoch [19][1620/1921] lr: 1.500e-03, eta: 0:44:18, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1721 2020-11-27 06:23:50,717 - mmaction - INFO - Epoch [19][1640/1921] lr: 1.500e-03, eta: 0:43:54, time: 1.171, data_time: 0.001, memory: 9523, loss_action_cls: 0.0358, recall@thr=0.5: 0.7422, prec@thr=0.5: 0.8055, recall@top3: 0.8316, prec@top3: 0.6733, recall@top5: 0.9476, prec@top5: 0.4715, loss: 0.0358, grad_norm: 0.1762 2020-11-27 06:24:13,623 - mmaction - INFO - Epoch [19][1660/1921] lr: 1.500e-03, eta: 0:43:30, time: 1.146, data_time: 0.001, memory: 9523, loss_action_cls: 0.0376, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.8113, recall@top3: 0.8242, prec@top3: 0.6628, recall@top5: 0.9422, prec@top5: 0.4669, loss: 0.0376, grad_norm: 0.1731 2020-11-27 06:24:36,358 - mmaction - INFO - Epoch [19][1680/1921] lr: 1.500e-03, eta: 0:43:06, time: 1.137, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:24:59,259 - mmaction - INFO - Epoch [19][1700/1921] lr: 1.500e-03, eta: 0:42:42, time: 1.145, data_time: 0.001, memory: 9523, loss_action_cls: 0.0369, recall@thr=0.5: 0.7191, prec@thr=0.5: 0.7924, recall@top3: 0.8374, prec@top3: 0.6817, recall@top5: 0.9381, prec@top5: 0.4694, loss: 0.0369, grad_norm: 0.1748 2020-11-27 06:25:22,199 - mmaction - INFO - Epoch [19][1720/1921] lr: 1.500e-03, eta: 0:42:18, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1683 2020-11-27 06:25:45,149 - mmaction - INFO - Epoch [19][1740/1921] lr: 1.500e-03, eta: 0:41:54, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1795 2020-11-27 06:26:08,076 - mmaction - INFO - Epoch [19][1760/1921] lr: 1.500e-03, eta: 0:41:30, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1828 2020-11-27 06:26:30,933 - mmaction - INFO - Epoch [19][1780/1921] lr: 1.500e-03, eta: 0:41:06, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1720 2020-11-27 06:26:54,048 - mmaction - INFO - Epoch [19][1800/1921] lr: 1.500e-03, eta: 0:40:42, time: 1.156, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1734 2020-11-27 06:27:17,193 - mmaction - INFO - Epoch [19][1820/1921] lr: 1.500e-03, eta: 0:40:18, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:27:40,169 - mmaction - INFO - Epoch [19][1840/1921] lr: 1.500e-03, eta: 0:39:54, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:28:03,183 - mmaction - INFO - Epoch [19][1860/1921] lr: 1.500e-03, eta: 0:39:30, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1754 2020-11-27 06:28:26,178 - mmaction - INFO - Epoch [19][1880/1921] lr: 1.500e-03, eta: 0:39:06, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: 0.0349, recall@thr=0.5: 0.7510, prec@thr=0.5: 0.8063, recall@top3: 0.8475, prec@top3: 0.6816, recall@top5: 0.9467, prec@top5: 0.4653, loss: 0.0349, grad_norm: 0.1763 2020-11-27 06:28:49,250 - mmaction - INFO - Epoch [19][1900/1921] lr: 1.500e-03, eta: 0:38:42, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:29:12,162 - mmaction - INFO - Epoch [19][1920/1921] lr: 1.500e-03, eta: 0:38:18, 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: 0.1756 2020-11-27 06:29:18,269 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-11-27 06:35:22,338 - mmaction - INFO - Evaluating proposal ... 2020-11-27 06:36:26,947 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-27 06:36:26,948 - mmaction - INFO - Evaluating bbox ... 2020-11-27 06:45:00,271 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2447 2020-11-27 06:45:01,374 - mmaction - INFO - Epoch(val) [19][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2447 2020-11-27 06:46:09,610 - mmaction - INFO - Epoch [20][20/1921] lr: 1.500e-03, eta: 0:37:56, time: 3.410, data_time: 2.294, memory: 9523, loss_action_cls: 0.0365, recall@thr=0.5: 0.7375, prec@thr=0.5: 0.8014, recall@top3: 0.8400, prec@top3: 0.6767, recall@top5: 0.9459, prec@top5: 0.4689, loss: 0.0365, grad_norm: 0.1719 2020-11-27 06:46:32,020 - mmaction - INFO - Epoch [20][40/1921] lr: 1.500e-03, eta: 0:37:32, 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: 0.1811 2020-11-27 06:46:54,387 - mmaction - INFO - Epoch [20][60/1921] lr: 1.500e-03, eta: 0:37:07, 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: 0.1818 2020-11-27 06:47:16,974 - mmaction - INFO - Epoch [20][80/1921] lr: 1.500e-03, eta: 0:36:43, 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: 0.1707 2020-11-27 06:47:39,665 - mmaction - INFO - Epoch [20][100/1921] lr: 1.500e-03, eta: 0:36:19, 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: 0.1697 2020-11-27 06:48:02,454 - mmaction - INFO - Epoch [20][120/1921] lr: 1.500e-03, eta: 0:35:55, time: 1.139, data_time: 0.000, memory: 9523, loss_action_cls: 0.0375, recall@thr=0.5: 0.7386, prec@thr=0.5: 0.8091, recall@top3: 0.8301, prec@top3: 0.6822, recall@top5: 0.9421, prec@top5: 0.4765, loss: 0.0375, grad_norm: 0.1706 2020-11-27 06:48:25,283 - mmaction - INFO - Epoch [20][140/1921] lr: 1.500e-03, eta: 0:35:31, time: 1.141, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1640 2020-11-27 06:48:48,197 - mmaction - INFO - Epoch [20][160/1921] lr: 1.500e-03, eta: 0:35:07, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:49:11,036 - mmaction - INFO - Epoch [20][180/1921] lr: 1.500e-03, eta: 0:34:43, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:49:33,964 - mmaction - INFO - Epoch [20][200/1921] lr: 1.500e-03, eta: 0:34:19, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1753 2020-11-27 06:49:57,074 - mmaction - INFO - Epoch [20][220/1921] lr: 1.500e-03, eta: 0:33:56, time: 1.156, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1712 2020-11-27 06:50:20,171 - mmaction - INFO - Epoch [20][240/1921] lr: 1.500e-03, eta: 0:33:32, time: 1.155, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1661 2020-11-27 06:50:43,201 - mmaction - INFO - Epoch [20][260/1921] lr: 1.500e-03, eta: 0:33:08, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1705 2020-11-27 06:51:06,241 - mmaction - INFO - Epoch [20][280/1921] lr: 1.500e-03, eta: 0:32:44, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1753 2020-11-27 06:51:29,383 - mmaction - INFO - Epoch [20][300/1921] lr: 1.500e-03, eta: 0:32:20, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:51:52,371 - mmaction - INFO - Epoch [20][320/1921] lr: 1.500e-03, eta: 0:31:56, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:52:15,415 - mmaction - INFO - Epoch [20][340/1921] lr: 1.500e-03, eta: 0:31:32, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1719 2020-11-27 06:52:38,431 - mmaction - INFO - Epoch [20][360/1921] lr: 1.500e-03, eta: 0:31:08, 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: 0.1727 2020-11-27 06:53:01,347 - mmaction - INFO - Epoch [20][380/1921] lr: 1.500e-03, eta: 0:30:44, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:53:24,344 - mmaction - INFO - Epoch [20][400/1921] lr: 1.500e-03, eta: 0:30:20, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1721 2020-11-27 06:53:47,458 - mmaction - INFO - Epoch [20][420/1921] lr: 1.500e-03, eta: 0:29:56, time: 1.155, data_time: 0.000, memory: 9523, loss_action_cls: 0.0383, recall@thr=0.5: 0.7249, prec@thr=0.5: 0.8042, recall@top3: 0.8246, prec@top3: 0.6721, recall@top5: 0.9419, prec@top5: 0.4699, loss: 0.0383, grad_norm: 0.1663 2020-11-27 06:54:10,722 - mmaction - INFO - Epoch [20][440/1921] lr: 1.500e-03, eta: 0:29:32, 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: 0.1731 2020-11-27 06:54:33,623 - mmaction - INFO - Epoch [20][460/1921] lr: 1.500e-03, eta: 0:29:08, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:54:56,753 - mmaction - INFO - Epoch [20][480/1921] lr: 1.500e-03, eta: 0:28:44, time: 1.156, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1750 2020-11-27 06:55:19,741 - mmaction - INFO - Epoch [20][500/1921] lr: 1.500e-03, eta: 0:28:20, time: 1.150, data_time: 0.002, memory: 9523, loss_action_cls: 0.0363, recall@thr=0.5: 0.7370, prec@thr=0.5: 0.8149, recall@top3: 0.8309, prec@top3: 0.6741, recall@top5: 0.9434, prec@top5: 0.4716, loss: 0.0363, grad_norm: 0.1751 2020-11-27 06:55:42,715 - mmaction - INFO - Epoch [20][520/1921] lr: 1.500e-03, eta: 0:27:56, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:56:05,697 - mmaction - INFO - Epoch [20][540/1921] lr: 1.500e-03, eta: 0:27:32, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: 0.0355, recall@thr=0.5: 0.7545, prec@thr=0.5: 0.8160, recall@top3: 0.8380, prec@top3: 0.6920, recall@top5: 0.9456, prec@top5: 0.4810, loss: 0.0355, grad_norm: 0.1633 2020-11-27 06:56:28,638 - mmaction - INFO - Epoch [20][560/1921] lr: 1.500e-03, eta: 0:27:08, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1723 2020-11-27 06:56:51,784 - mmaction - INFO - Epoch [20][580/1921] lr: 1.500e-03, eta: 0:26:44, time: 1.157, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1700 2020-11-27 06:57:15,065 - mmaction - INFO - Epoch [20][600/1921] lr: 1.500e-03, eta: 0:26:20, 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: 0.1696 2020-11-27 06:57:37,946 - mmaction - INFO - Epoch [20][620/1921] lr: 1.500e-03, eta: 0:25:56, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1695 2020-11-27 06:58:00,984 - mmaction - INFO - Epoch [20][640/1921] lr: 1.500e-03, eta: 0:25:32, time: 1.152, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 06:58:23,857 - mmaction - INFO - Epoch [20][660/1921] lr: 1.500e-03, eta: 0:25:08, time: 1.144, data_time: 0.001, memory: 9523, loss_action_cls: 0.0384, recall@thr=0.5: 0.7333, prec@thr=0.5: 0.8067, recall@top3: 0.8310, prec@top3: 0.6646, recall@top5: 0.9437, prec@top5: 0.4637, loss: 0.0384, grad_norm: 0.1725 2020-11-27 06:58:46,868 - mmaction - INFO - Epoch [20][680/1921] lr: 1.500e-03, eta: 0:24:44, 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: 0.1729 2020-11-27 06:59:09,941 - mmaction - INFO - Epoch [20][700/1921] lr: 1.500e-03, eta: 0:24:20, time: 1.154, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1662 2020-11-27 06:59:32,889 - mmaction - INFO - Epoch [20][720/1921] lr: 1.500e-03, eta: 0:23:56, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: 0.0376, recall@thr=0.5: 0.7306, prec@thr=0.5: 0.8022, recall@top3: 0.8278, prec@top3: 0.6758, recall@top5: 0.9375, prec@top5: 0.4720, loss: 0.0376, grad_norm: 0.1751 2020-11-27 06:59:56,823 - mmaction - INFO - Epoch [20][740/1921] lr: 1.500e-03, eta: 0:23:32, time: 1.194, data_time: 0.002, memory: 9523, loss_action_cls: 0.0370, recall@thr=0.5: 0.7323, prec@thr=0.5: 0.8070, recall@top3: 0.8254, prec@top3: 0.6755, recall@top5: 0.9415, prec@top5: 0.4734, loss: 0.0370, grad_norm: 0.1827 2020-11-27 07:00:19,554 - mmaction - INFO - Epoch [20][760/1921] lr: 1.500e-03, eta: 0:23:08, time: 1.139, 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: 0.1749 2020-11-27 07:00:42,438 - mmaction - INFO - Epoch [20][780/1921] lr: 1.500e-03, eta: 0:22:44, time: 1.144, data_time: 0.000, memory: 9523, loss_action_cls: 0.0370, recall@thr=0.5: 0.7398, prec@thr=0.5: 0.8091, recall@top3: 0.8231, prec@top3: 0.6780, recall@top5: 0.9357, prec@top5: 0.4742, loss: 0.0370, grad_norm: 0.1740 2020-11-27 07:01:05,357 - mmaction - INFO - Epoch [20][800/1921] lr: 1.500e-03, eta: 0:22:21, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: 0.0364, recall@thr=0.5: 0.7484, prec@thr=0.5: 0.8170, recall@top3: 0.8369, prec@top3: 0.6787, recall@top5: 0.9424, prec@top5: 0.4713, loss: 0.0364, grad_norm: 0.1695 2020-11-27 07:01:28,391 - mmaction - INFO - Epoch [20][820/1921] lr: 1.500e-03, eta: 0:21:57, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: 0.0363, recall@thr=0.5: 0.7356, prec@thr=0.5: 0.8050, recall@top3: 0.8400, prec@top3: 0.6583, recall@top5: 0.9419, prec@top5: 0.4524, loss: 0.0363, grad_norm: 0.1699 2020-11-27 07:01:51,279 - mmaction - INFO - Epoch [20][840/1921] lr: 1.500e-03, eta: 0:21:33, 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: 0.1718 2020-11-27 07:02:14,183 - mmaction - INFO - Epoch [20][860/1921] lr: 1.500e-03, eta: 0:21:09, time: 1.145, data_time: 0.000, memory: 9523, loss_action_cls: 0.0360, recall@thr=0.5: 0.7476, prec@thr=0.5: 0.8120, recall@top3: 0.8406, prec@top3: 0.6718, recall@top5: 0.9488, prec@top5: 0.4668, loss: 0.0360, grad_norm: 0.1669 2020-11-27 07:02:37,174 - mmaction - INFO - Epoch [20][880/1921] lr: 1.500e-03, eta: 0:20:45, time: 1.150, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1682 2020-11-27 07:03:00,128 - mmaction - INFO - Epoch [20][900/1921] lr: 1.500e-03, eta: 0:20:21, time: 1.148, data_time: 0.001, memory: 9523, loss_action_cls: 0.0376, recall@thr=0.5: 0.7306, prec@thr=0.5: 0.8075, recall@top3: 0.8223, prec@top3: 0.6758, recall@top5: 0.9365, prec@top5: 0.4723, loss: 0.0376, grad_norm: 0.1725 2020-11-27 07:03:23,223 - mmaction - INFO - Epoch [20][920/1921] lr: 1.500e-03, eta: 0:19:57, time: 1.155, data_time: 0.000, memory: 9523, loss_action_cls: 0.0369, recall@thr=0.5: 0.7357, prec@thr=0.5: 0.8099, recall@top3: 0.8366, prec@top3: 0.6802, recall@top5: 0.9454, prec@top5: 0.4724, loss: 0.0369, grad_norm: 0.1776 2020-11-27 07:03:46,162 - mmaction - INFO - Epoch [20][940/1921] lr: 1.500e-03, eta: 0:19:33, time: 1.147, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 07:04:09,245 - mmaction - INFO - Epoch [20][960/1921] lr: 1.500e-03, eta: 0:19:09, time: 1.154, data_time: 0.000, memory: 9523, loss_action_cls: 0.0382, recall@thr=0.5: 0.7339, prec@thr=0.5: 0.8087, recall@top3: 0.8332, prec@top3: 0.6757, recall@top5: 0.9385, prec@top5: 0.4681, loss: 0.0382, grad_norm: 0.1801 2020-11-27 07:04:32,223 - mmaction - INFO - Epoch [20][980/1921] lr: 1.500e-03, eta: 0:18:45, time: 1.149, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 07:04:55,855 - mmaction - INFO - Epoch [20][1000/1921] lr: 1.500e-03, eta: 0:18:21, time: 1.182, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1658 2020-11-27 07:05:18,702 - mmaction - INFO - Epoch [20][1020/1921] lr: 1.500e-03, eta: 0:17:57, time: 1.142, data_time: 0.000, memory: 9523, loss_action_cls: 0.0362, recall@thr=0.5: 0.7388, prec@thr=0.5: 0.8084, recall@top3: 0.8265, prec@top3: 0.6793, recall@top5: 0.9445, prec@top5: 0.4766, loss: 0.0362, grad_norm: 0.1833 2020-11-27 07:05:41,872 - mmaction - INFO - Epoch [20][1040/1921] lr: 1.500e-03, eta: 0:17:33, time: 1.157, data_time: 0.000, memory: 9523, loss_action_cls: 0.0379, recall@thr=0.5: 0.7315, prec@thr=0.5: 0.8085, recall@top3: 0.8271, prec@top3: 0.6797, recall@top5: 0.9386, prec@top5: 0.4735, loss: 0.0379, grad_norm: 0.1851 2020-11-27 07:06:04,665 - mmaction - INFO - Epoch [20][1060/1921] lr: 1.500e-03, eta: 0:17:09, time: 1.141, data_time: 0.002, memory: 9523, loss_action_cls: 0.0356, recall@thr=0.5: 0.7490, prec@thr=0.5: 0.8164, recall@top3: 0.8340, prec@top3: 0.6840, recall@top5: 0.9425, prec@top5: 0.4724, loss: 0.0356, grad_norm: 0.1738 2020-11-27 07:06:27,714 - mmaction - INFO - Epoch [20][1080/1921] lr: 1.500e-03, eta: 0:16:45, time: 1.153, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1752 2020-11-27 07:06:50,677 - mmaction - INFO - Epoch [20][1100/1921] lr: 1.500e-03, eta: 0:16:21, time: 1.148, data_time: 0.000, memory: 9523, loss_action_cls: 0.0384, recall@thr=0.5: 0.7311, prec@thr=0.5: 0.7951, recall@top3: 0.8227, prec@top3: 0.6653, recall@top5: 0.9346, prec@top5: 0.4659, loss: 0.0384, grad_norm: 0.1804 2020-11-27 07:07:13,605 - mmaction - INFO - Epoch [20][1120/1921] lr: 1.500e-03, eta: 0:15:57, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 07:07:36,630 - mmaction - INFO - Epoch [20][1140/1921] lr: 1.500e-03, eta: 0:15:33, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1731 2020-11-27 07:07:59,675 - mmaction - INFO - Epoch [20][1160/1921] lr: 1.500e-03, eta: 0:15:10, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 07:08:22,768 - mmaction - INFO - Epoch [20][1180/1921] lr: 1.500e-03, eta: 0:14:46, time: 1.155, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 07:08:45,528 - mmaction - INFO - Epoch [20][1200/1921] lr: 1.500e-03, eta: 0:14:22, time: 1.138, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1742 2020-11-27 07:09:08,648 - mmaction - INFO - Epoch [20][1220/1921] lr: 1.500e-03, eta: 0:13:58, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 07:09:31,786 - mmaction - INFO - Epoch [20][1240/1921] lr: 1.500e-03, eta: 0:13:34, time: 1.155, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1683 2020-11-27 07:09:55,033 - mmaction - INFO - Epoch [20][1260/1921] lr: 1.500e-03, eta: 0:13:10, time: 1.164, 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: 0.1825 2020-11-27 07:10:18,231 - mmaction - INFO - Epoch [20][1280/1921] lr: 1.500e-03, eta: 0:12:46, time: 1.160, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 07:10:41,260 - mmaction - INFO - Epoch [20][1300/1921] lr: 1.500e-03, eta: 0:12:22, 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: 0.1659 2020-11-27 07:11:04,226 - mmaction - INFO - Epoch [20][1320/1921] lr: 1.500e-03, eta: 0:11:58, 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: 0.1679 2020-11-27 07:11:27,421 - mmaction - INFO - Epoch [20][1340/1921] lr: 1.500e-03, eta: 0:11:34, time: 1.160, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1685 2020-11-27 07:11:50,444 - mmaction - INFO - Epoch [20][1360/1921] lr: 1.500e-03, eta: 0:11:10, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: 0.0367, recall@thr=0.5: 0.7409, prec@thr=0.5: 0.8058, recall@top3: 0.8365, prec@top3: 0.6807, recall@top5: 0.9444, prec@top5: 0.4715, loss: 0.0367, grad_norm: 0.1786 2020-11-27 07:12:13,379 - mmaction - INFO - Epoch [20][1380/1921] lr: 1.500e-03, eta: 0:10:46, time: 1.146, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1671 2020-11-27 07:12:36,498 - mmaction - INFO - Epoch [20][1400/1921] lr: 1.500e-03, eta: 0:10:22, time: 1.156, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1743 2020-11-27 07:12:59,530 - mmaction - INFO - Epoch [20][1420/1921] lr: 1.500e-03, eta: 0:09:58, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: 0.0356, recall@thr=0.5: 0.7450, prec@thr=0.5: 0.8061, recall@top3: 0.8337, prec@top3: 0.6868, recall@top5: 0.9497, prec@top5: 0.4797, loss: 0.0356, grad_norm: 0.1742 2020-11-27 07:13:22,861 - mmaction - INFO - Epoch [20][1440/1921] lr: 1.500e-03, eta: 0:09:35, time: 1.167, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1700 2020-11-27 07:13:45,976 - mmaction - INFO - Epoch [20][1460/1921] lr: 1.500e-03, eta: 0:09:11, time: 1.156, data_time: 0.000, memory: 9523, loss_action_cls: 0.0365, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.8090, recall@top3: 0.8300, prec@top3: 0.6762, recall@top5: 0.9422, prec@top5: 0.4699, loss: 0.0365, grad_norm: 0.1744 2020-11-27 07:14:09,002 - mmaction - INFO - Epoch [20][1480/1921] lr: 1.500e-03, eta: 0:08:47, 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: 0.1843 2020-11-27 07:14:32,048 - mmaction - INFO - Epoch [20][1500/1921] lr: 1.500e-03, eta: 0:08:23, time: 1.154, 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: 0.1806 2020-11-27 07:14:55,083 - mmaction - INFO - Epoch [20][1520/1921] lr: 1.500e-03, eta: 0:07:59, time: 1.151, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1771 2020-11-27 07:15:18,210 - mmaction - INFO - Epoch [20][1540/1921] lr: 1.500e-03, eta: 0:07:35, time: 1.157, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1631 2020-11-27 07:15:41,252 - mmaction - INFO - Epoch [20][1560/1921] lr: 1.500e-03, eta: 0:07:11, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: 0.0365, recall@thr=0.5: 0.7417, prec@thr=0.5: 0.8092, recall@top3: 0.8295, prec@top3: 0.6676, recall@top5: 0.9370, prec@top5: 0.4651, loss: 0.0365, grad_norm: 0.1756 2020-11-27 07:16:04,290 - mmaction - INFO - Epoch [20][1580/1921] lr: 1.500e-03, eta: 0:06:47, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 07:16:27,117 - mmaction - INFO - Epoch [20][1600/1921] lr: 1.500e-03, eta: 0:06:23, 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: 0.1630 2020-11-27 07:16:50,252 - mmaction - INFO - Epoch [20][1620/1921] lr: 1.500e-03, eta: 0:05:59, time: 1.156, data_time: 0.000, memory: 9523, loss_action_cls: 0.0381, recall@thr=0.5: 0.7295, prec@thr=0.5: 0.7991, recall@top3: 0.8234, prec@top3: 0.6714, recall@top5: 0.9410, prec@top5: 0.4710, loss: 0.0381, grad_norm: 0.1832 2020-11-27 07:17:13,180 - mmaction - INFO - Epoch [20][1640/1921] lr: 1.500e-03, eta: 0:05:35, time: 1.147, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 07:17:36,357 - mmaction - INFO - Epoch [20][1660/1921] lr: 1.500e-03, eta: 0:05:11, time: 1.159, data_time: 0.001, memory: 9523, loss_action_cls: 0.0382, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7921, recall@top3: 0.8275, prec@top3: 0.6682, recall@top5: 0.9373, prec@top5: 0.4671, loss: 0.0382, grad_norm: 0.1855 2020-11-27 07:17:59,367 - mmaction - INFO - Epoch [20][1680/1921] lr: 1.500e-03, eta: 0:04:48, time: 1.150, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1762 2020-11-27 07:18:22,239 - mmaction - INFO - Epoch [20][1700/1921] lr: 1.500e-03, eta: 0:04:24, time: 1.143, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 07:18:45,396 - mmaction - INFO - Epoch [20][1720/1921] lr: 1.500e-03, eta: 0:04:00, time: 1.158, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 07:19:08,603 - mmaction - INFO - Epoch [20][1740/1921] lr: 1.500e-03, eta: 0:03:36, time: 1.161, data_time: 0.001, memory: 9523, loss_action_cls: nan, recall@thr=0.5: 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 07:19:32,363 - mmaction - INFO - Epoch [20][1760/1921] lr: 1.500e-03, eta: 0:03:12, time: 1.185, 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: 0.1689 2020-11-27 07:19:55,372 - mmaction - INFO - Epoch [20][1780/1921] lr: 1.500e-03, eta: 0:02:48, time: 1.153, data_time: 0.004, memory: 9523, loss_action_cls: 0.0359, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.8151, recall@top3: 0.8358, prec@top3: 0.6831, recall@top5: 0.9394, prec@top5: 0.4717, loss: 0.0359, grad_norm: 0.1752 2020-11-27 07:20:18,542 - mmaction - INFO - Epoch [20][1800/1921] lr: 1.500e-03, eta: 0:02:24, time: 1.158, data_time: 0.000, memory: 9523, loss_action_cls: 0.0366, recall@thr=0.5: 0.7142, prec@thr=0.5: 0.7942, recall@top3: 0.8300, prec@top3: 0.6650, recall@top5: 0.9421, prec@top5: 0.4623, loss: 0.0366, grad_norm: 0.1758 2020-11-27 07:20:41,568 - mmaction - INFO - Epoch [20][1820/1921] lr: 1.500e-03, eta: 0:02:00, 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: 0.1721 2020-11-27 07:21:04,600 - mmaction - INFO - Epoch [20][1840/1921] lr: 1.500e-03, eta: 0:01:36, time: 1.152, data_time: 0.001, memory: 9523, loss_action_cls: 0.0385, recall@thr=0.5: 0.7317, prec@thr=0.5: 0.8079, recall@top3: 0.8206, prec@top3: 0.6698, recall@top5: 0.9456, prec@top5: 0.4741, loss: 0.0385, grad_norm: 0.1795 2020-11-27 07:21:27,629 - mmaction - INFO - Epoch [20][1860/1921] lr: 1.500e-03, eta: 0:01:12, time: 1.151, data_time: 0.000, memory: 9523, loss_action_cls: 0.0356, recall@thr=0.5: 0.7482, prec@thr=0.5: 0.8185, recall@top3: 0.8374, prec@top3: 0.6720, recall@top5: 0.9459, prec@top5: 0.4664, loss: 0.0356, grad_norm: 0.1764 2020-11-27 07:21:50,842 - mmaction - INFO - Epoch [20][1880/1921] lr: 1.500e-03, eta: 0:00:48, time: 1.161, data_time: 0.000, memory: 9523, loss_action_cls: nan, recall@thr=0.5: nan, prec@thr=0.5: nan, recall@top3: nan, prec@top3: nan, recall@top5: nan, prec@top5: nan, loss: nan, grad_norm: 0.1673 2020-11-27 07:22:14,088 - mmaction - INFO - Epoch [20][1900/1921] lr: 1.500e-03, eta: 0:00:25, 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: 0.1799 2020-11-27 07:22:37,048 - mmaction - INFO - Epoch [20][1920/1921] lr: 1.500e-03, eta: 0:00:01, time: 1.148, data_time: 0.002, memory: 9523, loss_action_cls: 0.0368, recall@thr=0.5: 0.7381, prec@thr=0.5: 0.7971, recall@top3: 0.8316, prec@top3: 0.6719, recall@top5: 0.9445, prec@top5: 0.4694, loss: 0.0368, grad_norm: 0.1816 2020-11-27 07:22:40,665 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-11-27 07:28:33,722 - mmaction - INFO - Evaluating proposal ... 2020-11-27 07:29:35,079 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-27 07:29:35,080 - mmaction - INFO - Evaluating bbox ... 2020-11-27 07:37:28,394 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2436 2020-11-27 07:37:29,435 - mmaction - INFO - Epoch(val) [20][1921] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2436