2021-03-16 12:25:17,681 - 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: 1.2.6 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 9.0 MMAction2: 0.12.0+2b849fa ------------------------------------------------------------ 2021-03-16 12:25:17,777 - mmaction - INFO - Distributed training: True 2021-03-16 12:25:17,778 - mmaction - INFO - Config: /mnt/lustre/huangbinkun/mmaction2/configs/detection/_base_/models/slowonly_r50_nl.py # model setting model = dict( type='FastRCNN', backbone=dict( type='ResNet3dSlowOnly', depth=50, pretrained=None, pretrained2d=False, lateral=False, num_stages=4, conv1_kernel=(1, 7, 7), conv1_stride_t=1, pool1_stride_t=1, spatial_strides=(1, 2, 2, 1), norm_cfg=dict(type='BN3d', requires_grad=True), non_local=((0, 0, 0), (1, 0, 1, 0), (1, 0, 1, 0, 1, 0), (0, 0, 0)), non_local_cfg=dict( sub_sample=True, use_scale=True, norm_cfg=dict(type='BN3d', requires_grad=True), mode='embedded_gaussian')), roi_head=dict( type='AVARoIHead', bbox_roi_extractor=dict( type='SingleRoIExtractor3D', roi_layer_type='RoIAlign', output_size=8, with_temporal_pool=True), bbox_head=dict( type='BBoxHeadAVA', in_channels=2048, num_classes=81, multilabel=True, dropout_ratio=0.5)), train_cfg=dict( rcnn=dict( assigner=dict( type='MaxIoUAssignerAVA', pos_iou_thr=0.9, neg_iou_thr=0.9, min_pos_iou=0.9), sampler=dict( type='RandomSampler', num=32, pos_fraction=1, neg_pos_ub=-1, add_gt_as_proposals=True), pos_weight=1.0, debug=False)), test_cfg=dict(rcnn=dict(action_thr=0.00))) /mnt/lustre/huangbinkun/mmaction2/configs/detection/ava/slowonly_nl_kinetics_pretrained_r50_8x8x1_20e_ava_rgb.py _base_ = ['../_base_/models/slowonly_r50_nl.py'] dataset_type = 'AVADataset' data_root = 'data/ava/rawframes' anno_root = 'data/ava/annotations' ann_file_train = f'{anno_root}/ava_train_v2.1.csv' ann_file_val = f'{anno_root}/ava_val_v2.1.csv' exclude_file_train = f'{anno_root}/ava_train_excluded_timestamps_v2.1.csv' exclude_file_val = f'{anno_root}/ava_val_excluded_timestamps_v2.1.csv' label_file = f'{anno_root}/ava_action_list_v2.1_for_activitynet_2018.pbtxt' proposal_file_train = (f'{anno_root}/ava_dense_proposals_train.FAIR.' 'recall_93.9.pkl') proposal_file_val = f'{anno_root}/ava_dense_proposals_val.FAIR.recall_93.9.pkl' 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', io_backend='memcached', **mc_cfg), dict(type='RandomRescale', scale_range=(256, 320)), dict(type='RandomCrop', size=256), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW', collapse=True), # Rename is needed to use mmdet detectors dict(type='Rename', mapping=dict(imgs='img')), dict(type='ToTensor', keys=['img', 'proposals', 'gt_bboxes', 'gt_labels']), dict( type='ToDataContainer', fields=[ dict(key=['proposals', 'gt_bboxes', 'gt_labels'], stack=False) ]), dict( type='Collect', keys=['img', 'proposals', 'gt_bboxes', 'gt_labels'], meta_keys=['scores', 'entity_ids']) ] # The testing is w/o. any cropping / flipping val_pipeline = [ dict(type='SampleAVAFrames', clip_len=8, frame_interval=8), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW', collapse=True), # Rename is needed to use mmdet detectors dict(type='Rename', mapping=dict(imgs='img')), dict(type='ToTensor', keys=['img', 'proposals']), dict(type='ToDataContainer', fields=[dict(key='proposals', stack=False)]), dict( type='Collect', keys=['img', 'proposals'], meta_keys=['scores', 'img_shape'], nested=True) ] data = dict( videos_per_gpu=6, workers_per_gpu=3, # During testing, each video may have different shape val_dataloader=dict(videos_per_gpu=1), test_dataloader=dict(videos_per_gpu=1), train=dict( type=dataset_type, ann_file=ann_file_train, exclude_file=exclude_file_train, pipeline=train_pipeline, label_file=label_file, proposal_file=proposal_file_train, person_det_score_thr=0.9, data_prefix=data_root), val=dict( type=dataset_type, ann_file=ann_file_val, exclude_file=exclude_file_val, pipeline=val_pipeline, label_file=label_file, proposal_file=proposal_file_val, person_det_score_thr=0.9, data_prefix=data_root)) data['test'] = data['val'] optimizer = dict( type='SGD', lr=0.3, momentum=0.9, weight_decay=1e-06, nesterov=True) # TODO # this lr is used for 8x2 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict( policy='step', step=[4, 6, 8], warmup='linear', warmup_iters=800, # TODO warmup_ratio=0.01) total_epochs = 10 checkpoint_config = dict(interval=1) workflow = [('train', 1)] evaluation = dict(interval=1, save_best='mAP@0.5IOU') log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = ('./work_dirs/ava/' 'slowonly_nl_kinetics_pretrained_r50_8x8x1_20e_ava_rgb') load_from = ( 'https://download.openmmlab.com/mmaction/recognition/slowonly/' 'slowonly_nl_embedded_gaussian_r50_8x8x1_150e_kinetics400_rgb/' 'slowonly_nl_embedded_gaussian_r50_8x8x1_150e_kinetics400_rgb_20210308-e8dd9e82.pth' # noqa: E501 ) resume_from = None find_unused_parameters = False 2021-03-16 12:25:17,778 - mmaction - INFO - Set random seed to 0, deterministic: True 2021-03-16 12:25:52,901 - mmaction - INFO - 184378 out of 184378 frames are valid. 2021-03-16 12:26:09,306 - mmaction - INFO - load checkpoint from https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_nl_embedded_gaussian_r50_8x8x1_150e_kinetics400_rgb/slowonly_nl_embedded_gaussian_r50_8x8x1_150e_kinetics400_rgb_20210308-e8dd9e82.pth 2021-03-16 12:26:11,105 - mmaction - WARNING - The model and loaded state dict do not match exactly unexpected key in source state_dict: cls_head.fc_cls.weight, cls_head.fc_cls.bias missing keys in source state_dict: roi_head.bbox_head.fc_cls.weight, roi_head.bbox_head.fc_cls.bias 2021-03-16 12:26:11,121 - mmaction - INFO - Start running, host: huangbinkun@SH-IDC2-172-20-21-37, work_dir: /mnt/lustre/huangbinkun/mmaction2/work_dirs/slowonly_nl_ava/20210316_122510 2021-03-16 12:26:11,121 - mmaction - INFO - workflow: [('train', 1)], max: 10 epochs 2021-03-16 12:27:08,913 - mmaction - INFO - Epoch [1][20/1921] lr: 1.005e-02, eta: 15:23:54, time: 2.889, data_time: 1.809, memory: 9895, loss_action_cls: 0.2332, recall@thr=0.5: 0.2251, prec@thr=0.5: 0.2957, recall@top3: 0.3927, prec@top3: 0.3291, recall@top5: 0.5866, prec@top5: 0.2973, loss: 0.2332, grad_norm: 1.0709 2021-03-16 12:27:27,483 - mmaction - INFO - Epoch [1][40/1921] lr: 1.748e-02, eta: 10:09:48, time: 0.929, data_time: 0.004, memory: 9895, loss_action_cls: 0.1129, recall@thr=0.5: 0.2489, prec@thr=0.5: 0.4061, recall@top3: 0.5294, prec@top3: 0.4457, recall@top5: 0.7572, prec@top5: 0.3845, loss: 0.1129, grad_norm: 0.1982 2021-03-16 12:27:46,083 - mmaction - INFO - Epoch [1][60/1921] lr: 2.490e-02, eta: 8:25:03, time: 0.930, data_time: 0.001, memory: 9895, loss_action_cls: 0.1047, recall@thr=0.5: 0.3099, prec@thr=0.5: 0.4654, recall@top3: 0.5822, prec@top3: 0.4911, recall@top5: 0.7906, prec@top5: 0.4039, loss: 0.1047, grad_norm: 0.1873 2021-03-16 12:28:04,700 - mmaction - INFO - Epoch [1][80/1921] lr: 3.233e-02, eta: 7:32:36, time: 0.931, data_time: 0.001, memory: 9895, loss_action_cls: 0.1030, recall@thr=0.5: 0.3255, prec@thr=0.5: 0.4808, recall@top3: 0.6021, prec@top3: 0.5014, recall@top5: 0.8096, prec@top5: 0.4077, loss: 0.1030, grad_norm: 0.1591 2021-03-16 12:28:23,312 - mmaction - INFO - Epoch [1][100/1921] lr: 3.975e-02, eta: 7:00:58, time: 0.930, data_time: 0.001, memory: 9895, loss_action_cls: 0.1000, recall@thr=0.5: 0.3852, prec@thr=0.5: 0.5274, recall@top3: 0.6275, prec@top3: 0.5221, recall@top5: 0.8251, prec@top5: 0.4164, loss: 0.1000, grad_norm: 0.1591 2021-03-16 12:28:42,016 - mmaction - INFO - Epoch [1][120/1921] lr: 4.718e-02, eta: 6:40:03, time: 0.935, data_time: 0.001, memory: 9895, loss_action_cls: 0.0958, recall@thr=0.5: 0.3993, prec@thr=0.5: 0.5352, recall@top3: 0.6317, prec@top3: 0.5114, recall@top5: 0.8215, prec@top5: 0.4082, loss: 0.0958, grad_norm: 0.1810 2021-03-16 12:29:00,732 - mmaction - INFO - Epoch [1][140/1921] lr: 5.460e-02, eta: 6:25:00, time: 0.935, data_time: 0.001, memory: 9895, loss_action_cls: 0.0977, recall@thr=0.5: 0.4170, prec@thr=0.5: 0.5540, recall@top3: 0.6333, prec@top3: 0.5228, recall@top5: 0.8265, prec@top5: 0.4158, loss: 0.0977, grad_norm: 0.1844 2021-03-16 12:29:19,395 - mmaction - INFO - Epoch [1][160/1921] lr: 6.203e-02, eta: 6:13:35, time: 0.934, data_time: 0.001, memory: 9895, loss_action_cls: 0.0951, recall@thr=0.5: 0.4355, prec@thr=0.5: 0.5638, recall@top3: 0.6376, prec@top3: 0.5337, recall@top5: 0.8272, prec@top5: 0.4208, loss: 0.0951, grad_norm: 0.1877 2021-03-16 12:29:38,036 - mmaction - INFO - Epoch [1][180/1921] lr: 6.945e-02, eta: 6:04:34, time: 0.932, data_time: 0.001, memory: 9895, loss_action_cls: 0.0938, recall@thr=0.5: 0.4446, prec@thr=0.5: 0.5702, recall@top3: 0.6461, prec@top3: 0.5357, recall@top5: 0.8370, prec@top5: 0.4218, loss: 0.0938, grad_norm: 0.1997 2021-03-16 12:29:56,711 - mmaction - INFO - Epoch [1][200/1921] lr: 7.688e-02, eta: 5:57:20, time: 0.933, data_time: 0.001, memory: 9895, loss_action_cls: 0.0961, recall@thr=0.5: 0.4435, prec@thr=0.5: 0.5639, recall@top3: 0.6460, prec@top3: 0.5228, recall@top5: 0.8314, prec@top5: 0.4147, loss: 0.0961, grad_norm: 0.2015 2021-03-16 12:30:15,374 - mmaction - INFO - Epoch [1][220/1921] lr: 8.430e-02, eta: 5:51:22, time: 0.934, data_time: 0.001, memory: 9895, loss_action_cls: 0.0929, recall@thr=0.5: 0.4587, prec@thr=0.5: 0.5846, recall@top3: 0.6557, prec@top3: 0.5316, recall@top5: 0.8428, prec@top5: 0.4209, loss: 0.0929, grad_norm: 0.1743 2021-03-16 12:30:34,036 - mmaction - INFO - Epoch [1][240/1921] lr: 9.173e-02, eta: 5:46:20, time: 0.933, data_time: 0.001, memory: 9895, loss_action_cls: 0.0934, recall@thr=0.5: 0.4577, prec@thr=0.5: 0.5737, recall@top3: 0.6402, prec@top3: 0.5257, recall@top5: 0.8284, prec@top5: 0.4156, loss: 0.0934, grad_norm: 0.2062 2021-03-16 12:30:52,689 - mmaction - INFO - Epoch [1][260/1921] lr: 9.915e-02, eta: 5:42:00, time: 0.932, data_time: 0.001, memory: 9895, loss_action_cls: 0.0920, recall@thr=0.5: 0.4751, prec@thr=0.5: 0.5883, recall@top3: 0.6661, prec@top3: 0.5404, recall@top5: 0.8413, prec@top5: 0.4189, loss: 0.0920, grad_norm: 0.2018 2021-03-16 12:31:11,345 - mmaction - INFO - Epoch [1][280/1921] lr: 1.066e-01, eta: 5:38:15, time: 0.932, data_time: 0.001, memory: 9895, loss_action_cls: 0.0935, recall@thr=0.5: 0.4853, prec@thr=0.5: 0.6005, recall@top3: 0.6583, prec@top3: 0.5414, recall@top5: 0.8418, prec@top5: 0.4233, loss: 0.0935, grad_norm: 0.2072 2021-03-16 12:31:30,018 - mmaction - INFO - Epoch [1][300/1921] lr: 1.140e-01, eta: 5:35:00, time: 0.934, data_time: 0.001, memory: 9895, loss_action_cls: 0.0901, recall@thr=0.5: 0.4910, prec@thr=0.5: 0.6047, recall@top3: 0.6643, prec@top3: 0.5488, recall@top5: 0.8540, prec@top5: 0.4287, loss: 0.0901, grad_norm: 0.2363 2021-03-16 12:31:48,702 - mmaction - INFO - Epoch [1][320/1921] lr: 1.214e-01, eta: 5:32:07, time: 0.934, data_time: 0.001, memory: 9895, loss_action_cls: 0.0910, recall@thr=0.5: 0.4807, prec@thr=0.5: 0.5947, recall@top3: 0.6571, prec@top3: 0.5347, recall@top5: 0.8464, prec@top5: 0.4205, loss: 0.0910, grad_norm: 0.2167 2021-03-16 12:32:07,386 - mmaction - INFO - Epoch [1][340/1921] lr: 1.289e-01, eta: 5:29:32, time: 0.934, data_time: 0.001, memory: 9895, loss_action_cls: 0.0890, recall@thr=0.5: 0.4991, prec@thr=0.5: 0.5983, recall@top3: 0.6694, prec@top3: 0.5512, recall@top5: 0.8542, prec@top5: 0.4307, loss: 0.0890, grad_norm: 0.2513 2021-03-16 12:32:26,030 - mmaction - INFO - Epoch [1][360/1921] lr: 1.363e-01, eta: 5:27:09, time: 0.932, data_time: 0.001, memory: 9895, loss_action_cls: 0.0908, recall@thr=0.5: 0.5001, prec@thr=0.5: 0.6076, recall@top3: 0.6723, prec@top3: 0.5516, recall@top5: 0.8527, prec@top5: 0.4291, loss: 0.0908, grad_norm: 0.2390 2021-03-16 12:32:44,658 - mmaction - INFO - Epoch [1][380/1921] lr: 1.437e-01, eta: 5:25:00, time: 0.932, data_time: 0.001, memory: 9895, loss_action_cls: 0.0907, recall@thr=0.5: 0.5227, prec@thr=0.5: 0.6163, recall@top3: 0.6700, prec@top3: 0.5511, recall@top5: 0.8549, prec@top5: 0.4292, loss: 0.0907, grad_norm: 0.2447 2021-03-16 12:33:03,305 - mmaction - INFO - Epoch [1][400/1921] lr: 1.511e-01, eta: 5:23:01, time: 0.932, data_time: 0.001, memory: 9895, loss_action_cls: 0.0876, recall@thr=0.5: 0.5135, prec@thr=0.5: 0.6138, recall@top3: 0.6856, prec@top3: 0.5638, recall@top5: 0.8590, prec@top5: 0.4315, loss: 0.0876, grad_norm: 0.2143 2021-03-16 12:33:21,943 - mmaction - INFO - Epoch [1][420/1921] lr: 1.586e-01, eta: 5:21:13, time: 0.932, data_time: 0.001, memory: 9895, loss_action_cls: 0.0888, recall@thr=0.5: 0.5208, prec@thr=0.5: 0.6158, recall@top3: 0.6789, prec@top3: 0.5609, recall@top5: 0.8608, prec@top5: 0.4344, loss: 0.0888, grad_norm: 0.2235 2021-03-16 12:33:40,586 - mmaction - INFO - Epoch [1][440/1921] lr: 1.660e-01, eta: 5:19:33, time: 0.932, data_time: 0.001, memory: 9895, loss_action_cls: 0.0886, recall@thr=0.5: 0.5182, prec@thr=0.5: 0.6148, recall@top3: 0.6820, prec@top3: 0.5543, recall@top5: 0.8594, prec@top5: 0.4263, loss: 0.0886, grad_norm: 0.2102 2021-03-16 12:33:59,221 - mmaction - INFO - Epoch [1][460/1921] lr: 1.734e-01, eta: 5:17:59, time: 0.932, data_time: 0.001, memory: 9895, loss_action_cls: 0.0884, recall@thr=0.5: 0.5064, prec@thr=0.5: 0.6036, recall@top3: 0.6673, prec@top3: 0.5450, recall@top5: 0.8583, prec@top5: 0.4258, loss: 0.0884, grad_norm: 0.2430 2021-03-16 12:34:17,857 - mmaction - INFO - Epoch [1][480/1921] lr: 1.808e-01, eta: 5:16:32, time: 0.932, data_time: 0.001, memory: 9895, loss_action_cls: 0.0880, recall@thr=0.5: 0.5013, prec@thr=0.5: 0.6020, recall@top3: 0.6648, prec@top3: 0.5415, recall@top5: 0.8499, prec@top5: 0.4231, loss: 0.0880, grad_norm: 0.2349 2021-03-16 12:34:36,481 - mmaction - INFO - Epoch [1][500/1921] lr: 1.883e-01, eta: 5:15:10, time: 0.931, data_time: 0.001, memory: 9895, loss_action_cls: 0.0840, recall@thr=0.5: 0.5163, prec@thr=0.5: 0.6214, recall@top3: 0.6812, prec@top3: 0.5522, recall@top5: 0.8573, prec@top5: 0.4241, loss: 0.0840, grad_norm: 0.2020 2021-03-16 12:34:55,118 - mmaction - INFO - Epoch [1][520/1921] lr: 1.957e-01, eta: 5:13:52, time: 0.931, data_time: 0.001, memory: 9895, loss_action_cls: 0.0807, recall@thr=0.5: 0.5360, prec@thr=0.5: 0.6305, recall@top3: 0.6937, prec@top3: 0.5681, recall@top5: 0.8679, prec@top5: 0.4348, loss: 0.0807, grad_norm: 0.1943 2021-03-16 12:35:13,755 - mmaction - INFO - Epoch [1][540/1921] lr: 2.031e-01, eta: 5:12:40, time: 0.932, data_time: 0.001, memory: 9895, loss_action_cls: 0.0854, recall@thr=0.5: 0.5355, prec@thr=0.5: 0.6334, recall@top3: 0.6919, prec@top3: 0.5671, recall@top5: 0.8679, prec@top5: 0.4356, loss: 0.0854, grad_norm: 0.1725 2021-03-16 12:35:32,356 - mmaction - INFO - Epoch [1][560/1921] lr: 2.105e-01, eta: 5:11:30, time: 0.930, data_time: 0.001, memory: 9895, loss_action_cls: 0.0828, recall@thr=0.5: 0.5234, prec@thr=0.5: 0.6354, recall@top3: 0.6867, prec@top3: 0.5654, recall@top5: 0.8649, prec@top5: 0.4344, loss: 0.0828, grad_norm: 0.1741 2021-03-16 12:35:50,953 - mmaction - INFO - Epoch [1][580/1921] lr: 2.180e-01, eta: 5:10:24, time: 0.930, data_time: 0.001, memory: 9895, loss_action_cls: 0.0850, recall@thr=0.5: 0.5289, prec@thr=0.5: 0.6376, recall@top3: 0.6955, prec@top3: 0.5724, recall@top5: 0.8729, prec@top5: 0.4381, loss: 0.0850, grad_norm: 0.1619 2021-03-16 12:36:09,605 - mmaction - INFO - Epoch [1][600/1921] lr: 2.254e-01, eta: 5:09:22, time: 0.932, data_time: 0.001, memory: 9895, loss_action_cls: 0.0871, recall@thr=0.5: 0.5352, prec@thr=0.5: 0.6353, recall@top3: 0.6912, prec@top3: 0.5675, recall@top5: 0.8688, prec@top5: 0.4356, loss: 0.0871, grad_norm: 0.1700 2021-03-16 12:36:28,220 - mmaction - INFO - Epoch [1][620/1921] lr: 2.328e-01, eta: 5:08:22, time: 0.931, data_time: 0.001, memory: 9895, loss_action_cls: 0.0820, recall@thr=0.5: 0.5494, prec@thr=0.5: 0.6418, recall@top3: 0.7052, prec@top3: 0.5739, recall@top5: 0.8728, prec@top5: 0.4349, loss: 0.0820, grad_norm: 0.1345 2021-03-16 12:36:46,827 - mmaction - INFO - Epoch [1][640/1921] lr: 2.402e-01, eta: 5:07:24, time: 0.930, data_time: 0.001, memory: 9895, loss_action_cls: 0.0790, recall@thr=0.5: 0.5389, prec@thr=0.5: 0.6482, recall@top3: 0.7050, prec@top3: 0.5673, recall@top5: 0.8786, prec@top5: 0.4330, loss: 0.0790, grad_norm: 0.1579 2021-03-16 12:37:05,422 - mmaction - INFO - Epoch [1][660/1921] lr: 2.477e-01, eta: 5:06:29, time: 0.930, data_time: 0.001, memory: 9895, loss_action_cls: 0.0794, recall@thr=0.5: 0.5503, prec@thr=0.5: 0.6551, recall@top3: 0.7108, prec@top3: 0.5788, recall@top5: 0.8761, prec@top5: 0.4364, loss: 0.0794, grad_norm: 0.1179 2021-03-16 12:37:24,010 - mmaction - INFO - Epoch [1][680/1921] lr: 2.551e-01, eta: 5:05:35, time: 0.929, data_time: 0.001, memory: 9895, loss_action_cls: 0.0822, recall@thr=0.5: 0.5357, prec@thr=0.5: 0.6460, recall@top3: 0.6978, prec@top3: 0.5739, recall@top5: 0.8708, prec@top5: 0.4379, loss: 0.0822, grad_norm: 0.1297 2021-03-16 12:37:42,589 - mmaction - INFO - Epoch [1][700/1921] lr: 2.625e-01, eta: 5:04:44, time: 0.929, data_time: 0.001, memory: 9895, loss_action_cls: 0.0818, recall@thr=0.5: 0.5434, prec@thr=0.5: 0.6435, recall@top3: 0.7024, prec@top3: 0.5743, recall@top5: 0.8779, prec@top5: 0.4385, loss: 0.0818, grad_norm: 0.1338 2021-03-16 12:38:01,186 - mmaction - INFO - Epoch [1][720/1921] lr: 2.699e-01, eta: 5:03:54, time: 0.930, data_time: 0.001, memory: 9895, loss_action_cls: 0.0796, recall@thr=0.5: 0.5384, prec@thr=0.5: 0.6368, recall@top3: 0.7055, prec@top3: 0.5767, recall@top5: 0.8703, prec@top5: 0.4345, loss: 0.0796, grad_norm: 0.1149 2021-03-16 12:38:19,763 - mmaction - INFO - Epoch [1][740/1921] lr: 2.774e-01, eta: 5:03:06, time: 0.929, data_time: 0.001, memory: 9895, loss_action_cls: 0.0757, recall@thr=0.5: 0.5647, prec@thr=0.5: 0.6636, recall@top3: 0.7200, prec@top3: 0.5918, recall@top5: 0.8816, prec@top5: 0.4441, loss: 0.0757, grad_norm: 0.1189 2021-03-16 12:38:38,352 - mmaction - INFO - Epoch [1][760/1921] lr: 2.848e-01, eta: 5:02:19, time: 0.929, data_time: 0.001, memory: 9895, loss_action_cls: 0.0810, recall@thr=0.5: 0.5527, prec@thr=0.5: 0.6650, recall@top3: 0.7069, prec@top3: 0.5838, recall@top5: 0.8742, prec@top5: 0.4418, loss: 0.0810, grad_norm: 0.1196 2021-03-16 12:38:56,954 - mmaction - INFO - Epoch [1][780/1921] lr: 2.922e-01, eta: 5:01:34, time: 0.930, data_time: 0.001, memory: 9895, loss_action_cls: 0.0760, recall@thr=0.5: 0.5500, prec@thr=0.5: 0.6547, recall@top3: 0.7084, prec@top3: 0.5778, recall@top5: 0.8701, prec@top5: 0.4347, loss: 0.0760, grad_norm: 0.1206 2021-03-16 12:39:15,532 - mmaction - INFO - Epoch [1][800/1921] lr: 2.996e-01, eta: 5:00:50, time: 0.929, data_time: 0.001, memory: 9895, loss_action_cls: 0.0771, recall@thr=0.5: 0.5714, prec@thr=0.5: 0.6665, recall@top3: 0.7214, prec@top3: 0.5984, recall@top5: 0.8881, prec@top5: 0.4501, loss: 0.0771, grad_norm: 0.1165 2021-03-16 12:39:34,099 - mmaction - INFO - Epoch [1][820/1921] lr: 3.000e-01, eta: 5:00:07, time: 0.928, data_time: 0.001, memory: 9895, loss_action_cls: 0.0804, recall@thr=0.5: 0.5600, prec@thr=0.5: 0.6560, recall@top3: 0.7078, prec@top3: 0.5807, recall@top5: 0.8765, prec@top5: 0.4403, loss: 0.0804, grad_norm: 0.1154 2021-03-16 12:39:52,673 - mmaction - INFO - Epoch [1][840/1921] lr: 3.000e-01, eta: 4:59:26, time: 0.929, data_time: 0.001, memory: 9895, loss_action_cls: 0.0731, recall@thr=0.5: 0.5739, prec@thr=0.5: 0.6720, recall@top3: 0.7293, prec@top3: 0.5984, recall@top5: 0.8892, prec@top5: 0.4471, loss: 0.0731, grad_norm: 0.1081 2021-03-16 12:40:11,254 - mmaction - INFO - Epoch [1][860/1921] lr: 3.000e-01, eta: 4:58:45, time: 0.929, data_time: 0.001, memory: 9895, loss_action_cls: 0.0746, recall@thr=0.5: 0.5521, prec@thr=0.5: 0.6577, recall@top3: 0.7236, prec@top3: 0.5719, recall@top5: 0.8855, prec@top5: 0.4286, loss: 0.0746, grad_norm: 0.1066 2021-03-16 12:40:29,843 - mmaction - INFO - Epoch [1][880/1921] lr: 3.000e-01, eta: 4:58:06, time: 0.929, data_time: 0.001, memory: 9895, loss_action_cls: 0.0735, recall@thr=0.5: 0.5843, prec@thr=0.5: 0.6708, recall@top3: 0.7260, prec@top3: 0.5920, recall@top5: 0.8865, prec@top5: 0.4432, loss: 0.0735, grad_norm: 0.1114 2021-03-16 12:40:48,429 - mmaction - INFO - Epoch [1][900/1921] lr: 3.000e-01, eta: 4:57:28, time: 0.929, data_time: 0.001, memory: 9895, loss_action_cls: 0.0706, recall@thr=0.5: 0.5754, prec@thr=0.5: 0.6702, recall@top3: 0.7301, prec@top3: 0.5978, recall@top5: 0.8891, prec@top5: 0.4456, loss: 0.0706, grad_norm: 0.1161 2021-03-16 12:41:07,013 - mmaction - INFO - Epoch [1][920/1921] lr: 3.000e-01, eta: 4:56:50, time: 0.929, data_time: 0.000, memory: 9895, loss_action_cls: 0.0709, recall@thr=0.5: 0.5610, prec@thr=0.5: 0.6704, recall@top3: 0.7195, prec@top3: 0.5860, recall@top5: 0.8788, prec@top5: 0.4387, loss: 0.0709, grad_norm: 0.1013 2021-03-16 12:41:25,624 - mmaction - INFO - Epoch [1][940/1921] lr: 3.000e-01, eta: 4:56:14, time: 0.931, data_time: 0.001, memory: 9895, loss_action_cls: 0.0749, recall@thr=0.5: 0.5730, prec@thr=0.5: 0.6685, recall@top3: 0.7247, prec@top3: 0.5971, recall@top5: 0.8846, prec@top5: 0.4458, loss: 0.0749, grad_norm: 0.1077 2021-03-16 12:41:44,203 - mmaction - INFO - Epoch [1][960/1921] lr: 3.000e-01, eta: 4:55:37, time: 0.929, data_time: 0.001, memory: 9895, loss_action_cls: 0.0713, recall@thr=0.5: 0.5829, prec@thr=0.5: 0.6884, recall@top3: 0.7272, prec@top3: 0.5924, recall@top5: 0.8875, prec@top5: 0.4423, loss: 0.0713, grad_norm: 0.1050 2021-03-16 12:42:02,763 - mmaction - INFO - Epoch [1][980/1921] lr: 3.000e-01, eta: 4:55:02, time: 0.928, data_time: 0.001, memory: 9895, loss_action_cls: 0.0740, recall@thr=0.5: 0.5604, prec@thr=0.5: 0.6489, recall@top3: 0.7154, prec@top3: 0.5851, recall@top5: 0.8766, prec@top5: 0.4400, loss: 0.0740, grad_norm: 0.0988 2021-03-16 12:42:21,328 - mmaction - INFO - Epoch [1][1000/1921] lr: 3.000e-01, eta: 4:54:27, time: 0.928, data_time: 0.000, memory: 9895, loss_action_cls: 0.0699, recall@thr=0.5: 0.5691, prec@thr=0.5: 0.6692, recall@top3: 0.7230, prec@top3: 0.5962, recall@top5: 0.8872, prec@top5: 0.4479, loss: 0.0699, grad_norm: 0.1041 2021-03-16 12:42:39,897 - mmaction - INFO - Epoch [1][1020/1921] lr: 3.000e-01, eta: 4:53:52, time: 0.928, data_time: 0.001, memory: 9895, loss_action_cls: 0.0682, recall@thr=0.5: 0.5903, prec@thr=0.5: 0.6850, recall@top3: 0.7328, prec@top3: 0.5991, recall@top5: 0.8875, prec@top5: 0.4436, loss: 0.0682, grad_norm: 0.1094 2021-03-16 12:42:58,447 - mmaction - INFO - Epoch [1][1040/1921] lr: 3.000e-01, eta: 4:53:18, time: 0.927, data_time: 0.001, memory: 9895, loss_action_cls: 0.0708, recall@thr=0.5: 0.5803, prec@thr=0.5: 0.6726, recall@top3: 0.7268, prec@top3: 0.5953, recall@top5: 0.8771, prec@top5: 0.4410, loss: 0.0708, grad_norm: 0.0971 2021-03-16 12:43:17,010 - mmaction - INFO - Epoch [1][1060/1921] lr: 3.000e-01, eta: 4:52:45, time: 0.928, data_time: 0.001, memory: 9895, loss_action_cls: 0.0717, recall@thr=0.5: 0.5834, prec@thr=0.5: 0.6785, recall@top3: 0.7315, prec@top3: 0.5963, recall@top5: 0.8896, prec@top5: 0.4438, loss: 0.0717, grad_norm: 0.0959 2021-03-16 12:43:35,564 - mmaction - INFO - Epoch [1][1080/1921] lr: 3.000e-01, eta: 4:52:12, time: 0.928, data_time: 0.001, memory: 9895, loss_action_cls: 0.0735, recall@thr=0.5: 0.5721, prec@thr=0.5: 0.6809, recall@top3: 0.7139, prec@top3: 0.5886, recall@top5: 0.8728, prec@top5: 0.4409, loss: 0.0735, grad_norm: 0.0981 2021-03-16 12:43:54,139 - mmaction - INFO - Epoch [1][1100/1921] lr: 3.000e-01, eta: 4:51:40, time: 0.929, data_time: 0.001, memory: 9895, loss_action_cls: 0.0699, recall@thr=0.5: 0.5742, prec@thr=0.5: 0.6712, recall@top3: 0.7214, prec@top3: 0.5905, recall@top5: 0.8862, prec@top5: 0.4431, loss: 0.0699, grad_norm: 0.1002 2021-03-16 12:44:12,724 - mmaction - INFO - Epoch [1][1120/1921] lr: 3.000e-01, eta: 4:51:09, time: 0.929, data_time: 0.001, memory: 9895, loss_action_cls: 0.0675, recall@thr=0.5: 0.5846, prec@thr=0.5: 0.6819, recall@top3: 0.7376, prec@top3: 0.5924, recall@top5: 0.8941, prec@top5: 0.4408, loss: 0.0675, grad_norm: 0.0929 2021-03-16 12:44:31,291 - mmaction - INFO - Epoch [1][1140/1921] lr: 3.000e-01, eta: 4:50:38, time: 0.928, data_time: 0.001, memory: 9895, loss_action_cls: 0.0696, recall@thr=0.5: 0.5787, prec@thr=0.5: 0.6763, recall@top3: 0.7260, prec@top3: 0.5932, recall@top5: 0.8857, prec@top5: 0.4428, loss: 0.0696, grad_norm: 0.0929 2021-03-16 12:44:49,843 - mmaction - INFO - Epoch [1][1160/1921] lr: 3.000e-01, eta: 4:50:07, time: 0.928, data_time: 0.001, memory: 9895, loss_action_cls: 0.0674, recall@thr=0.5: 0.5915, prec@thr=0.5: 0.6906, recall@top3: 0.7358, prec@top3: 0.5993, recall@top5: 0.8910, prec@top5: 0.4448, loss: 0.0674, grad_norm: 0.0962 2021-03-16 12:45:08,406 - mmaction - INFO - Epoch [1][1180/1921] lr: 3.000e-01, eta: 4:49:37, time: 0.928, data_time: 0.001, memory: 9895, loss_action_cls: 0.0640, recall@thr=0.5: 0.5942, prec@thr=0.5: 0.6869, recall@top3: 0.7464, prec@top3: 0.6071, recall@top5: 0.8976, prec@top5: 0.4475, loss: 0.0640, grad_norm: 0.0960 2021-03-16 12:45:26,956 - mmaction - INFO - Epoch [1][1200/1921] lr: 3.000e-01, eta: 4:49:06, time: 0.928, data_time: 0.001, memory: 9895, loss_action_cls: 0.0672, recall@thr=0.5: 0.6077, prec@thr=0.5: 0.7006, recall@top3: 0.7431, prec@top3: 0.6089, recall@top5: 0.8955, prec@top5: 0.4505, loss: 0.0672, grad_norm: 0.0955 2021-03-16 12:45:45,550 - mmaction - INFO - Epoch [1][1220/1921] lr: 3.000e-01, eta: 4:48:37, time: 0.930, data_time: 0.000, memory: 9895, loss_action_cls: 0.0686, recall@thr=0.5: 0.5873, prec@thr=0.5: 0.6882, recall@top3: 0.7362, prec@top3: 0.5975, recall@top5: 0.8939, prec@top5: 0.4442, loss: 0.0686, grad_norm: 0.0926 2021-03-16 12:46:04,109 - mmaction - INFO - Epoch [1][1240/1921] lr: 3.000e-01, eta: 4:48:08, time: 0.928, data_time: 0.001, memory: 9895, loss_action_cls: 0.0691, recall@thr=0.5: 0.5852, prec@thr=0.5: 0.6843, recall@top3: 0.7301, prec@top3: 0.6007, recall@top5: 0.8878, prec@top5: 0.4469, loss: 0.0691, grad_norm: 0.0997 2021-03-16 12:46:22,636 - mmaction - INFO - Epoch [1][1260/1921] lr: 3.000e-01, eta: 4:47:39, time: 0.926, data_time: 0.001, memory: 9895, loss_action_cls: 0.0648, recall@thr=0.5: 0.6033, prec@thr=0.5: 0.6991, recall@top3: 0.7396, prec@top3: 0.6111, recall@top5: 0.8939, prec@top5: 0.4516, loss: 0.0648, grad_norm: 0.0947 2021-03-16 12:46:41,185 - mmaction - INFO - Epoch [1][1280/1921] lr: 3.000e-01, eta: 4:47:10, time: 0.927, data_time: 0.001, memory: 9895, loss_action_cls: 0.0645, recall@thr=0.5: 0.6030, prec@thr=0.5: 0.6972, recall@top3: 0.7443, prec@top3: 0.6060, recall@top5: 0.8984, prec@top5: 0.4480, loss: 0.0645, grad_norm: 0.0927 2021-03-16 12:46:59,741 - mmaction - INFO - Epoch [1][1300/1921] lr: 3.000e-01, eta: 4:46:41, time: 0.928, data_time: 0.001, memory: 9895, loss_action_cls: 0.0648, recall@thr=0.5: 0.5993, prec@thr=0.5: 0.7018, recall@top3: 0.7490, prec@top3: 0.6025, recall@top5: 0.8973, prec@top5: 0.4417, loss: 0.0648, grad_norm: 0.0904 2021-03-16 12:47:18,327 - mmaction - INFO - Epoch [1][1320/1921] lr: 3.000e-01, eta: 4:46:14, time: 0.929, data_time: 0.001, memory: 9895, loss_action_cls: 0.0653, recall@thr=0.5: 0.5840, prec@thr=0.5: 0.6819, recall@top3: 0.7423, prec@top3: 0.6062, recall@top5: 0.8972, prec@top5: 0.4480, loss: 0.0653, grad_norm: 0.0914 2021-03-16 12:47:36,875 - mmaction - INFO - Epoch [1][1340/1921] lr: 3.000e-01, eta: 4:45:46, time: 0.927, data_time: 0.001, memory: 9895, loss_action_cls: 0.0634, recall@thr=0.5: 0.6132, prec@thr=0.5: 0.7063, recall@top3: 0.7569, prec@top3: 0.6088, recall@top5: 0.9029, prec@top5: 0.4457, loss: 0.0634, grad_norm: 0.0957 2021-03-16 12:47:55,443 - mmaction - INFO - Epoch [1][1360/1921] lr: 3.000e-01, eta: 4:45:18, time: 0.928, data_time: 0.001, memory: 9895, loss_action_cls: 0.0669, recall@thr=0.5: 0.5992, prec@thr=0.5: 0.6933, recall@top3: 0.7393, prec@top3: 0.6031, recall@top5: 0.8923, prec@top5: 0.4476, loss: 0.0669, grad_norm: 0.0959 2021-03-16 12:48:14,008 - mmaction - INFO - Epoch [1][1380/1921] lr: 3.000e-01, eta: 4:44:51, time: 0.928, data_time: 0.001, memory: 9895, loss_action_cls: 0.0651, recall@thr=0.5: 0.6009, prec@thr=0.5: 0.6879, recall@top3: 0.7379, prec@top3: 0.6017, recall@top5: 0.8940, prec@top5: 0.4450, loss: 0.0651, grad_norm: 0.0977 2021-03-16 12:48:32,585 - mmaction - INFO - Epoch [1][1400/1921] lr: 3.000e-01, eta: 4:44:25, time: 0.929, data_time: 0.001, memory: 9895, loss_action_cls: 0.0647, recall@thr=0.5: 0.5966, prec@thr=0.5: 0.6961, recall@top3: 0.7433, prec@top3: 0.6036, recall@top5: 0.8945, prec@top5: 0.4444, loss: 0.0647, grad_norm: 0.0919 2021-03-16 12:48:51,148 - mmaction - INFO - Epoch [1][1420/1921] lr: 3.000e-01, eta: 4:43:58, time: 0.928, data_time: 0.001, memory: 9895, loss_action_cls: 0.0628, recall@thr=0.5: 0.6043, prec@thr=0.5: 0.7020, recall@top3: 0.7438, prec@top3: 0.6094, recall@top5: 0.8951, prec@top5: 0.4489, loss: 0.0628, grad_norm: 0.0892 2021-03-16 12:49:09,734 - mmaction - INFO - Epoch [1][1440/1921] lr: 3.000e-01, eta: 4:43:32, time: 0.929, data_time: 0.001, memory: 9895, loss_action_cls: 0.0641, recall@thr=0.5: 0.6076, prec@thr=0.5: 0.7069, recall@top3: 0.7507, prec@top3: 0.6111, recall@top5: 0.8961, prec@top5: 0.4476, loss: 0.0641, grad_norm: 0.0879 2021-03-16 12:49:28,279 - mmaction - INFO - Epoch [1][1460/1921] lr: 3.000e-01, eta: 4:43:05, time: 0.927, data_time: 0.001, memory: 9895, loss_action_cls: 0.0639, recall@thr=0.5: 0.6062, prec@thr=0.5: 0.7016, recall@top3: 0.7431, prec@top3: 0.6070, recall@top5: 0.8927, prec@top5: 0.4484, loss: 0.0639, grad_norm: 0.0963 2021-03-16 12:49:46,833 - mmaction - INFO - Epoch [1][1480/1921] lr: 3.000e-01, eta: 4:42:39, time: 0.928, data_time: 0.001, memory: 9895, loss_action_cls: 0.0631, recall@thr=0.5: 0.5971, prec@thr=0.5: 0.7027, recall@top3: 0.7467, prec@top3: 0.6113, recall@top5: 0.8932, prec@top5: 0.4488, loss: 0.0631, grad_norm: 0.0913 2021-03-16 12:50:05,422 - mmaction - INFO - Epoch [1][1500/1921] lr: 3.000e-01, eta: 4:42:14, time: 0.929, data_time: 0.000, memory: 9895, loss_action_cls: 0.0636, recall@thr=0.5: 0.5996, prec@thr=0.5: 0.6908, recall@top3: 0.7447, prec@top3: 0.6031, recall@top5: 0.8956, prec@top5: 0.4459, loss: 0.0636, grad_norm: 0.0895 2021-03-16 12:50:23,983 - mmaction - INFO - Epoch [1][1520/1921] lr: 3.000e-01, eta: 4:41:48, time: 0.928, data_time: 0.000, memory: 9895, loss_action_cls: 0.0638, recall@thr=0.5: 0.5928, prec@thr=0.5: 0.6948, recall@top3: 0.7434, prec@top3: 0.6040, recall@top5: 0.8967, prec@top5: 0.4454, loss: 0.0638, grad_norm: 0.0904 2021-03-16 12:50:42,529 - mmaction - INFO - Epoch [1][1540/1921] lr: 3.000e-01, eta: 4:41:22, time: 0.927, data_time: 0.001, memory: 9895, loss_action_cls: 0.0635, recall@thr=0.5: 0.6025, prec@thr=0.5: 0.6985, recall@top3: 0.7408, prec@top3: 0.6108, recall@top5: 0.8926, prec@top5: 0.4515, loss: 0.0635, grad_norm: 0.0974 2021-03-16 12:51:01,104 - mmaction - INFO - Epoch [1][1560/1921] lr: 3.000e-01, eta: 4:40:57, time: 0.929, data_time: 0.001, memory: 9895, loss_action_cls: 0.0629, recall@thr=0.5: 0.6004, prec@thr=0.5: 0.7000, recall@top3: 0.7440, prec@top3: 0.6086, recall@top5: 0.8986, prec@top5: 0.4501, loss: 0.0629, grad_norm: 0.0890 2021-03-16 12:51:19,683 - mmaction - INFO - Epoch [1][1580/1921] lr: 3.000e-01, eta: 4:40:32, time: 0.929, data_time: 0.001, memory: 9895, loss_action_cls: 0.0621, recall@thr=0.5: 0.6009, prec@thr=0.5: 0.6918, recall@top3: 0.7421, prec@top3: 0.5990, recall@top5: 0.8962, prec@top5: 0.4441, loss: 0.0621, grad_norm: 0.0944 2021-03-16 12:51:38,257 - mmaction - INFO - Epoch [1][1600/1921] lr: 3.000e-01, eta: 4:40:07, time: 0.929, data_time: 0.001, memory: 9895, loss_action_cls: 0.0639, recall@thr=0.5: 0.5992, prec@thr=0.5: 0.7021, recall@top3: 0.7448, prec@top3: 0.6060, recall@top5: 0.8967, prec@top5: 0.4476, loss: 0.0639, grad_norm: 0.0919 2021-03-16 12:51:56,818 - mmaction - INFO - Epoch [1][1620/1921] lr: 3.000e-01, eta: 4:39:42, time: 0.928, data_time: 0.001, memory: 9895, loss_action_cls: 0.0625, recall@thr=0.5: 0.5957, prec@thr=0.5: 0.6857, recall@top3: 0.7442, prec@top3: 0.6073, recall@top5: 0.8937, prec@top5: 0.4467, loss: 0.0625, grad_norm: 0.0951 2021-03-16 12:52:15,353 - mmaction - INFO - Epoch [1][1640/1921] lr: 3.000e-01, eta: 4:39:18, time: 0.927, data_time: 0.001, memory: 9895, loss_action_cls: 0.0622, recall@thr=0.5: 0.6038, prec@thr=0.5: 0.6978, recall@top3: 0.7477, prec@top3: 0.6191, recall@top5: 0.9018, prec@top5: 0.4569, loss: 0.0622, grad_norm: 0.0945 2021-03-16 12:52:33,910 - mmaction - INFO - Epoch [1][1660/1921] lr: 3.000e-01, eta: 4:38:53, time: 0.928, data_time: 0.001, memory: 9895, loss_action_cls: 0.0614, recall@thr=0.5: 0.6027, prec@thr=0.5: 0.6972, recall@top3: 0.7399, prec@top3: 0.6096, recall@top5: 0.8907, prec@top5: 0.4477, loss: 0.0614, grad_norm: 0.0878 2021-03-16 12:52:52,445 - mmaction - INFO - Epoch [1][1680/1921] lr: 3.000e-01, eta: 4:38:28, time: 0.927, data_time: 0.001, memory: 9895, loss_action_cls: 0.0598, recall@thr=0.5: 0.6156, prec@thr=0.5: 0.7115, recall@top3: 0.7551, prec@top3: 0.6170, recall@top5: 0.9010, prec@top5: 0.4508, loss: 0.0598, grad_norm: 0.0885 2021-03-16 12:53:10,989 - mmaction - INFO - Epoch [1][1700/1921] lr: 3.000e-01, eta: 4:38:04, time: 0.927, data_time: 0.001, memory: 9895, loss_action_cls: 0.0615, recall@thr=0.5: 0.6204, prec@thr=0.5: 0.7143, recall@top3: 0.7500, prec@top3: 0.6177, recall@top5: 0.9004, prec@top5: 0.4548, loss: 0.0615, grad_norm: 0.0891 2021-03-16 12:53:29,547 - mmaction - INFO - Epoch [1][1720/1921] lr: 3.000e-01, eta: 4:37:40, time: 0.928, data_time: 0.001, memory: 9895, loss_action_cls: 0.0628, recall@thr=0.5: 0.6052, prec@thr=0.5: 0.7069, recall@top3: 0.7432, prec@top3: 0.6094, recall@top5: 0.8932, prec@top5: 0.4494, loss: 0.0628, grad_norm: 0.0923 2021-03-16 12:53:48,116 - mmaction - INFO - Epoch [1][1740/1921] lr: 3.000e-01, eta: 4:37:16, time: 0.928, data_time: 0.000, memory: 9895, loss_action_cls: 0.0579, recall@thr=0.5: 0.6245, prec@thr=0.5: 0.7137, recall@top3: 0.7551, prec@top3: 0.6195, recall@top5: 0.9021, prec@top5: 0.4532, loss: 0.0579, grad_norm: 0.0912 2021-03-16 12:54:06,660 - mmaction - INFO - Epoch [1][1760/1921] lr: 3.000e-01, eta: 4:36:52, time: 0.927, data_time: 0.001, memory: 9895, loss_action_cls: 0.0584, recall@thr=0.5: 0.6102, prec@thr=0.5: 0.7053, recall@top3: 0.7569, prec@top3: 0.6130, recall@top5: 0.9021, prec@top5: 0.4477, loss: 0.0584, grad_norm: 0.0892 2021-03-16 12:54:25,672 - mmaction - INFO - Epoch [1][1780/1921] lr: 3.000e-01, eta: 4:36:32, time: 0.948, data_time: 0.000, memory: 9895, loss_action_cls: 0.0616, recall@thr=0.5: 0.6033, prec@thr=0.5: 0.7004, recall@top3: 0.7436, prec@top3: 0.6037, recall@top5: 0.8937, prec@top5: 0.4436, loss: 0.0616, grad_norm: 0.0889 2021-03-16 12:54:44,276 - mmaction - INFO - Epoch [1][1800/1921] lr: 3.000e-01, eta: 4:36:09, time: 0.933, data_time: 0.003, memory: 9895, loss_action_cls: 0.0598, recall@thr=0.5: 0.6165, prec@thr=0.5: 0.7141, recall@top3: 0.7589, prec@top3: 0.6220, recall@top5: 0.9028, prec@top5: 0.4530, loss: 0.0598, grad_norm: 0.0837 2021-03-16 12:55:02,819 - mmaction - INFO - Epoch [1][1820/1921] lr: 3.000e-01, eta: 4:35:46, time: 0.927, data_time: 0.000, memory: 9895, loss_action_cls: 0.0592, recall@thr=0.5: 0.6216, prec@thr=0.5: 0.7060, recall@top3: 0.7566, prec@top3: 0.6200, recall@top5: 0.9036, prec@top5: 0.4541, loss: 0.0592, grad_norm: 0.0896 2021-03-16 12:55:21,371 - mmaction - INFO - Epoch [1][1840/1921] lr: 3.000e-01, eta: 4:35:22, time: 0.927, data_time: 0.001, memory: 9895, loss_action_cls: 0.0593, recall@thr=0.5: 0.6125, prec@thr=0.5: 0.7211, recall@top3: 0.7512, prec@top3: 0.6154, recall@top5: 0.8974, prec@top5: 0.4508, loss: 0.0593, grad_norm: 0.0942 2021-03-16 12:55:39,925 - mmaction - INFO - Epoch [1][1860/1921] lr: 3.000e-01, eta: 4:34:59, time: 0.928, data_time: 0.001, memory: 9895, loss_action_cls: 0.0588, recall@thr=0.5: 0.6044, prec@thr=0.5: 0.7083, recall@top3: 0.7512, prec@top3: 0.6072, recall@top5: 0.8995, prec@top5: 0.4447, loss: 0.0588, grad_norm: 0.0905 2021-03-16 12:55:58,496 - mmaction - INFO - Epoch [1][1880/1921] lr: 3.000e-01, eta: 4:34:35, time: 0.928, data_time: 0.001, memory: 9895, loss_action_cls: 0.0600, recall@thr=0.5: 0.6103, prec@thr=0.5: 0.7013, recall@top3: 0.7477, prec@top3: 0.6149, recall@top5: 0.8994, prec@top5: 0.4539, loss: 0.0600, grad_norm: 0.0929 2021-03-16 12:56:17,100 - mmaction - INFO - Epoch [1][1900/1921] lr: 3.000e-01, eta: 4:34:13, time: 0.930, data_time: 0.001, memory: 9895, loss_action_cls: 0.0597, recall@thr=0.5: 0.6149, prec@thr=0.5: 0.7139, recall@top3: 0.7529, prec@top3: 0.6105, recall@top5: 0.9014, prec@top5: 0.4472, loss: 0.0597, grad_norm: 0.0896 2021-03-16 12:56:35,722 - mmaction - INFO - Epoch [1][1920/1921] lr: 3.000e-01, eta: 4:33:50, time: 0.931, data_time: 0.001, memory: 9895, loss_action_cls: 0.0600, recall@thr=0.5: 0.5989, prec@thr=0.5: 0.7008, recall@top3: 0.7421, prec@top3: 0.5998, recall@top5: 0.8908, prec@top5: 0.4407, loss: 0.0600, grad_norm: 0.0867 2021-03-16 12:56:38,629 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-03-16 13:02:16,771 - mmaction - INFO - Evaluating mAP ... 2021-03-16 13:10:09,982 - mmaction - INFO - mAP@0.5IOU 0.2037 2021-03-16 13:10:11,369 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_1.pth. 2021-03-16 13:10:11,370 - mmaction - INFO - Best mAP@0.5IOU is 0.2037 at 1 epoch. 2021-03-16 13:10:12,501 - mmaction - INFO - Epoch(val) [1][1921] mAP@0.5IOU: 0.2037 2021-03-16 13:11:04,370 - mmaction - INFO - Epoch [2][20/1921] lr: 3.000e-01, eta: 4:38:14, time: 2.593, data_time: 1.685, memory: 9895, loss_action_cls: 0.0577, recall@thr=0.5: 0.6259, prec@thr=0.5: 0.7177, recall@top3: 0.7594, prec@top3: 0.6230, recall@top5: 0.9028, prec@top5: 0.4561, loss: 0.0577, grad_norm: 0.0872 2021-03-16 13:11:22,612 - mmaction - INFO - Epoch [2][40/1921] lr: 3.000e-01, eta: 4:37:45, time: 0.912, data_time: 0.003, memory: 9895, loss_action_cls: 0.0578, recall@thr=0.5: 0.6236, prec@thr=0.5: 0.7154, recall@top3: 0.7577, prec@top3: 0.6126, recall@top5: 0.9034, prec@top5: 0.4477, loss: 0.0578, grad_norm: 0.0962 2021-03-16 13:11:40,870 - mmaction - INFO - Epoch [2][60/1921] lr: 3.000e-01, eta: 4:37:16, time: 0.913, data_time: 0.001, memory: 9895, loss_action_cls: 0.0556, recall@thr=0.5: 0.6243, prec@thr=0.5: 0.7137, recall@top3: 0.7613, prec@top3: 0.6245, recall@top5: 0.9121, prec@top5: 0.4577, loss: 0.0556, grad_norm: 0.0902 2021-03-16 13:11:59,176 - mmaction - INFO - Epoch [2][80/1921] lr: 3.000e-01, eta: 4:36:48, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0567, recall@thr=0.5: 0.6274, prec@thr=0.5: 0.7189, recall@top3: 0.7664, prec@top3: 0.6184, recall@top5: 0.9047, prec@top5: 0.4489, loss: 0.0567, grad_norm: 0.0871 2021-03-16 13:12:17,537 - mmaction - INFO - Epoch [2][100/1921] lr: 3.000e-01, eta: 4:36:21, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0564, recall@thr=0.5: 0.6248, prec@thr=0.5: 0.7161, recall@top3: 0.7592, prec@top3: 0.6176, recall@top5: 0.9054, prec@top5: 0.4523, loss: 0.0564, grad_norm: 0.0882 2021-03-16 13:12:35,890 - mmaction - INFO - Epoch [2][120/1921] lr: 3.000e-01, eta: 4:35:54, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0576, recall@thr=0.5: 0.6240, prec@thr=0.5: 0.7131, recall@top3: 0.7574, prec@top3: 0.6153, recall@top5: 0.9049, prec@top5: 0.4513, loss: 0.0576, grad_norm: 0.0943 2021-03-16 13:12:54,248 - mmaction - INFO - Epoch [2][140/1921] lr: 3.000e-01, eta: 4:35:27, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0570, recall@thr=0.5: 0.6202, prec@thr=0.5: 0.7113, recall@top3: 0.7548, prec@top3: 0.6252, recall@top5: 0.9096, prec@top5: 0.4609, loss: 0.0570, grad_norm: 0.0881 2021-03-16 13:13:12,601 - mmaction - INFO - Epoch [2][160/1921] lr: 3.000e-01, eta: 4:35:00, time: 0.918, data_time: 0.000, memory: 9895, loss_action_cls: 0.0576, recall@thr=0.5: 0.6188, prec@thr=0.5: 0.7129, recall@top3: 0.7586, prec@top3: 0.6068, recall@top5: 0.8968, prec@top5: 0.4413, loss: 0.0576, grad_norm: 0.0879 2021-03-16 13:13:30,967 - mmaction - INFO - Epoch [2][180/1921] lr: 3.000e-01, eta: 4:34:33, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0561, recall@thr=0.5: 0.6313, prec@thr=0.5: 0.7211, recall@top3: 0.7594, prec@top3: 0.6268, recall@top5: 0.9072, prec@top5: 0.4576, loss: 0.0561, grad_norm: 0.0910 2021-03-16 13:13:49,332 - mmaction - INFO - Epoch [2][200/1921] lr: 3.000e-01, eta: 4:34:07, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0577, recall@thr=0.5: 0.6299, prec@thr=0.5: 0.7214, recall@top3: 0.7581, prec@top3: 0.6172, recall@top5: 0.9037, prec@top5: 0.4500, loss: 0.0577, grad_norm: 0.0876 2021-03-16 13:14:07,702 - mmaction - INFO - Epoch [2][220/1921] lr: 3.000e-01, eta: 4:33:41, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0572, recall@thr=0.5: 0.6184, prec@thr=0.5: 0.7124, recall@top3: 0.7550, prec@top3: 0.6109, recall@top5: 0.8967, prec@top5: 0.4463, loss: 0.0572, grad_norm: 0.0864 2021-03-16 13:14:26,070 - mmaction - INFO - Epoch [2][240/1921] lr: 3.000e-01, eta: 4:33:15, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0563, recall@thr=0.5: 0.6349, prec@thr=0.5: 0.7256, recall@top3: 0.7582, prec@top3: 0.6360, recall@top5: 0.9068, prec@top5: 0.4660, loss: 0.0563, grad_norm: 0.0907 2021-03-16 13:14:44,463 - mmaction - INFO - Epoch [2][260/1921] lr: 3.000e-01, eta: 4:32:49, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0579, recall@thr=0.5: 0.6155, prec@thr=0.5: 0.7084, recall@top3: 0.7533, prec@top3: 0.6217, recall@top5: 0.9003, prec@top5: 0.4540, loss: 0.0579, grad_norm: 0.0845 2021-03-16 13:15:02,851 - mmaction - INFO - Epoch [2][280/1921] lr: 3.000e-01, eta: 4:32:23, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0558, recall@thr=0.5: 0.6310, prec@thr=0.5: 0.7214, recall@top3: 0.7575, prec@top3: 0.6201, recall@top5: 0.9076, prec@top5: 0.4551, loss: 0.0558, grad_norm: 0.0907 2021-03-16 13:15:21,232 - mmaction - INFO - Epoch [2][300/1921] lr: 3.000e-01, eta: 4:31:58, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0582, recall@thr=0.5: 0.6124, prec@thr=0.5: 0.7111, recall@top3: 0.7502, prec@top3: 0.6091, recall@top5: 0.8966, prec@top5: 0.4464, loss: 0.0582, grad_norm: 0.0900 2021-03-16 13:15:39,614 - mmaction - INFO - Epoch [2][320/1921] lr: 3.000e-01, eta: 4:31:32, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0571, recall@thr=0.5: 0.6235, prec@thr=0.5: 0.7233, recall@top3: 0.7590, prec@top3: 0.6156, recall@top5: 0.9023, prec@top5: 0.4480, loss: 0.0571, grad_norm: 0.0878 2021-03-16 13:15:57,973 - mmaction - INFO - Epoch [2][340/1921] lr: 3.000e-01, eta: 4:31:07, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0545, recall@thr=0.5: 0.6305, prec@thr=0.5: 0.7282, recall@top3: 0.7683, prec@top3: 0.6236, recall@top5: 0.9057, prec@top5: 0.4526, loss: 0.0545, grad_norm: 0.0864 2021-03-16 13:16:16,314 - mmaction - INFO - Epoch [2][360/1921] lr: 3.000e-01, eta: 4:30:41, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0540, recall@thr=0.5: 0.6538, prec@thr=0.5: 0.7369, recall@top3: 0.7732, prec@top3: 0.6347, recall@top5: 0.9153, prec@top5: 0.4615, loss: 0.0540, grad_norm: 0.0895 2021-03-16 13:16:34,683 - mmaction - INFO - Epoch [2][380/1921] lr: 3.000e-01, eta: 4:30:16, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0544, recall@thr=0.5: 0.6263, prec@thr=0.5: 0.7204, recall@top3: 0.7649, prec@top3: 0.6235, recall@top5: 0.9087, prec@top5: 0.4546, loss: 0.0544, grad_norm: 0.0936 2021-03-16 13:16:53,029 - mmaction - INFO - Epoch [2][400/1921] lr: 3.000e-01, eta: 4:29:51, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0581, recall@thr=0.5: 0.6094, prec@thr=0.5: 0.7120, recall@top3: 0.7518, prec@top3: 0.6084, recall@top5: 0.9014, prec@top5: 0.4454, loss: 0.0581, grad_norm: 0.0907 2021-03-16 13:17:11,354 - mmaction - INFO - Epoch [2][420/1921] lr: 3.000e-01, eta: 4:29:25, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0545, recall@thr=0.5: 0.6386, prec@thr=0.5: 0.7334, recall@top3: 0.7642, prec@top3: 0.6317, recall@top5: 0.9075, prec@top5: 0.4603, loss: 0.0545, grad_norm: 0.0869 2021-03-16 13:17:29,710 - mmaction - INFO - Epoch [2][440/1921] lr: 3.000e-01, eta: 4:29:00, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0569, recall@thr=0.5: 0.6320, prec@thr=0.5: 0.7251, recall@top3: 0.7556, prec@top3: 0.6201, recall@top5: 0.9067, prec@top5: 0.4546, loss: 0.0569, grad_norm: 0.0874 2021-03-16 13:17:48,034 - mmaction - INFO - Epoch [2][460/1921] lr: 3.000e-01, eta: 4:28:35, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0543, recall@thr=0.5: 0.6281, prec@thr=0.5: 0.7290, recall@top3: 0.7666, prec@top3: 0.6266, recall@top5: 0.9061, prec@top5: 0.4529, loss: 0.0543, grad_norm: 0.0925 2021-03-16 13:18:06,387 - mmaction - INFO - Epoch [2][480/1921] lr: 3.000e-01, eta: 4:28:11, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0546, recall@thr=0.5: 0.6354, prec@thr=0.5: 0.7286, recall@top3: 0.7597, prec@top3: 0.6288, recall@top5: 0.9048, prec@top5: 0.4585, loss: 0.0546, grad_norm: 0.0888 2021-03-16 13:18:24,738 - mmaction - INFO - Epoch [2][500/1921] lr: 3.000e-01, eta: 4:27:46, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0549, recall@thr=0.5: 0.6255, prec@thr=0.5: 0.7200, recall@top3: 0.7600, prec@top3: 0.6185, recall@top5: 0.9047, prec@top5: 0.4516, loss: 0.0549, grad_norm: 0.0893 2021-03-16 13:18:43,075 - mmaction - INFO - Epoch [2][520/1921] lr: 3.000e-01, eta: 4:27:21, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0565, recall@thr=0.5: 0.6217, prec@thr=0.5: 0.7125, recall@top3: 0.7531, prec@top3: 0.6132, recall@top5: 0.8951, prec@top5: 0.4478, loss: 0.0565, grad_norm: 0.0899 2021-03-16 13:19:01,409 - mmaction - INFO - Epoch [2][540/1921] lr: 3.000e-01, eta: 4:26:57, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0539, recall@thr=0.5: 0.6228, prec@thr=0.5: 0.7200, recall@top3: 0.7639, prec@top3: 0.6159, recall@top5: 0.9076, prec@top5: 0.4478, loss: 0.0539, grad_norm: 0.0912 2021-03-16 13:19:19,737 - mmaction - INFO - Epoch [2][560/1921] lr: 3.000e-01, eta: 4:26:32, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0531, recall@thr=0.5: 0.6355, prec@thr=0.5: 0.7190, recall@top3: 0.7714, prec@top3: 0.6226, recall@top5: 0.9073, prec@top5: 0.4497, loss: 0.0531, grad_norm: 0.0924 2021-03-16 13:19:38,092 - mmaction - INFO - Epoch [2][580/1921] lr: 3.000e-01, eta: 4:26:08, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0537, recall@thr=0.5: 0.6279, prec@thr=0.5: 0.7280, recall@top3: 0.7727, prec@top3: 0.6261, recall@top5: 0.9137, prec@top5: 0.4548, loss: 0.0537, grad_norm: 0.0902 2021-03-16 13:19:56,444 - mmaction - INFO - Epoch [2][600/1921] lr: 3.000e-01, eta: 4:25:44, time: 0.918, data_time: 0.000, memory: 9895, loss_action_cls: 0.0539, recall@thr=0.5: 0.6246, prec@thr=0.5: 0.7116, recall@top3: 0.7567, prec@top3: 0.6069, recall@top5: 0.9035, prec@top5: 0.4447, loss: 0.0539, grad_norm: 0.0911 2021-03-16 13:20:14,776 - mmaction - INFO - Epoch [2][620/1921] lr: 3.000e-01, eta: 4:25:20, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0542, recall@thr=0.5: 0.6401, prec@thr=0.5: 0.7348, recall@top3: 0.7678, prec@top3: 0.6223, recall@top5: 0.9087, prec@top5: 0.4524, loss: 0.0542, grad_norm: 0.0908 2021-03-16 13:20:33,112 - mmaction - INFO - Epoch [2][640/1921] lr: 3.000e-01, eta: 4:24:55, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0528, recall@thr=0.5: 0.6344, prec@thr=0.5: 0.7319, recall@top3: 0.7710, prec@top3: 0.6310, recall@top5: 0.9076, prec@top5: 0.4565, loss: 0.0528, grad_norm: 0.0931 2021-03-16 13:20:51,461 - mmaction - INFO - Epoch [2][660/1921] lr: 3.000e-01, eta: 4:24:32, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0538, recall@thr=0.5: 0.6298, prec@thr=0.5: 0.7203, recall@top3: 0.7558, prec@top3: 0.6139, recall@top5: 0.9054, prec@top5: 0.4494, loss: 0.0538, grad_norm: 0.0908 2021-03-16 13:21:09,791 - mmaction - INFO - Epoch [2][680/1921] lr: 3.000e-01, eta: 4:24:08, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0531, recall@thr=0.5: 0.6280, prec@thr=0.5: 0.7222, recall@top3: 0.7705, prec@top3: 0.6161, recall@top5: 0.9106, prec@top5: 0.4474, loss: 0.0531, grad_norm: 0.0867 2021-03-16 13:21:28,135 - mmaction - INFO - Epoch [2][700/1921] lr: 3.000e-01, eta: 4:23:44, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0535, recall@thr=0.5: 0.6391, prec@thr=0.5: 0.7282, recall@top3: 0.7672, prec@top3: 0.6294, recall@top5: 0.9100, prec@top5: 0.4578, loss: 0.0535, grad_norm: 0.0892 2021-03-16 13:21:46,472 - mmaction - INFO - Epoch [2][720/1921] lr: 3.000e-01, eta: 4:23:20, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0540, recall@thr=0.5: 0.6387, prec@thr=0.5: 0.7301, recall@top3: 0.7641, prec@top3: 0.6224, recall@top5: 0.9069, prec@top5: 0.4524, loss: 0.0540, grad_norm: 0.0913 2021-03-16 13:22:04,791 - mmaction - INFO - Epoch [2][740/1921] lr: 3.000e-01, eta: 4:22:56, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0522, recall@thr=0.5: 0.6474, prec@thr=0.5: 0.7388, recall@top3: 0.7649, prec@top3: 0.6281, recall@top5: 0.9111, prec@top5: 0.4590, loss: 0.0522, grad_norm: 0.0903 2021-03-16 13:22:23,127 - mmaction - INFO - Epoch [2][760/1921] lr: 3.000e-01, eta: 4:22:33, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0519, recall@thr=0.5: 0.6426, prec@thr=0.5: 0.7317, recall@top3: 0.7698, prec@top3: 0.6262, recall@top5: 0.9131, prec@top5: 0.4554, loss: 0.0519, grad_norm: 0.0895 2021-03-16 13:22:41,471 - mmaction - INFO - Epoch [2][780/1921] lr: 3.000e-01, eta: 4:22:09, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0559, recall@thr=0.5: 0.6157, prec@thr=0.5: 0.7068, recall@top3: 0.7599, prec@top3: 0.6172, recall@top5: 0.9023, prec@top5: 0.4505, loss: 0.0559, grad_norm: 0.0885 2021-03-16 13:22:59,815 - mmaction - INFO - Epoch [2][800/1921] lr: 3.000e-01, eta: 4:21:46, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0522, recall@thr=0.5: 0.6384, prec@thr=0.5: 0.7298, recall@top3: 0.7723, prec@top3: 0.6300, recall@top5: 0.9159, prec@top5: 0.4584, loss: 0.0522, grad_norm: 0.0895 2021-03-16 13:23:18,175 - mmaction - INFO - Epoch [2][820/1921] lr: 3.000e-01, eta: 4:21:23, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0526, recall@thr=0.5: 0.6396, prec@thr=0.5: 0.7312, recall@top3: 0.7673, prec@top3: 0.6238, recall@top5: 0.9073, prec@top5: 0.4528, loss: 0.0526, grad_norm: 0.0917 2021-03-16 13:23:36,519 - mmaction - INFO - Epoch [2][840/1921] lr: 3.000e-01, eta: 4:20:59, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0546, recall@thr=0.5: 0.6281, prec@thr=0.5: 0.7201, recall@top3: 0.7551, prec@top3: 0.6186, recall@top5: 0.9007, prec@top5: 0.4520, loss: 0.0546, grad_norm: 0.0889 2021-03-16 13:23:54,852 - mmaction - INFO - Epoch [2][860/1921] lr: 3.000e-01, eta: 4:20:36, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0528, recall@thr=0.5: 0.6396, prec@thr=0.5: 0.7266, recall@top3: 0.7676, prec@top3: 0.6184, recall@top5: 0.9041, prec@top5: 0.4481, loss: 0.0528, grad_norm: 0.0873 2021-03-16 13:24:13,199 - mmaction - INFO - Epoch [2][880/1921] lr: 3.000e-01, eta: 4:20:13, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0532, recall@thr=0.5: 0.6283, prec@thr=0.5: 0.7181, recall@top3: 0.7657, prec@top3: 0.6199, recall@top5: 0.9099, prec@top5: 0.4512, loss: 0.0532, grad_norm: 0.0888 2021-03-16 13:24:31,536 - mmaction - INFO - Epoch [2][900/1921] lr: 3.000e-01, eta: 4:19:50, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0524, recall@thr=0.5: 0.6338, prec@thr=0.5: 0.7308, recall@top3: 0.7674, prec@top3: 0.6248, recall@top5: 0.9087, prec@top5: 0.4536, loss: 0.0524, grad_norm: 0.0894 2021-03-16 13:24:49,915 - mmaction - INFO - Epoch [2][920/1921] lr: 3.000e-01, eta: 4:19:27, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0515, recall@thr=0.5: 0.6500, prec@thr=0.5: 0.7340, recall@top3: 0.7767, prec@top3: 0.6310, recall@top5: 0.9164, prec@top5: 0.4559, loss: 0.0515, grad_norm: 0.0865 2021-03-16 13:25:08,249 - mmaction - INFO - Epoch [2][940/1921] lr: 3.000e-01, eta: 4:19:04, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0536, recall@thr=0.5: 0.6386, prec@thr=0.5: 0.7238, recall@top3: 0.7625, prec@top3: 0.6111, recall@top5: 0.9040, prec@top5: 0.4448, loss: 0.0536, grad_norm: 0.0910 2021-03-16 13:25:26,586 - mmaction - INFO - Epoch [2][960/1921] lr: 3.000e-01, eta: 4:18:42, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0531, recall@thr=0.5: 0.6387, prec@thr=0.5: 0.7288, recall@top3: 0.7665, prec@top3: 0.6290, recall@top5: 0.9096, prec@top5: 0.4583, loss: 0.0531, grad_norm: 0.0917 2021-03-16 13:25:44,915 - mmaction - INFO - Epoch [2][980/1921] lr: 3.000e-01, eta: 4:18:19, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0517, recall@thr=0.5: 0.6501, prec@thr=0.5: 0.7318, recall@top3: 0.7735, prec@top3: 0.6300, recall@top5: 0.9105, prec@top5: 0.4572, loss: 0.0517, grad_norm: 0.0906 2021-03-16 13:26:03,236 - mmaction - INFO - Epoch [2][1000/1921] lr: 3.000e-01, eta: 4:17:56, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0510, recall@thr=0.5: 0.6373, prec@thr=0.5: 0.7332, recall@top3: 0.7676, prec@top3: 0.6244, recall@top5: 0.9078, prec@top5: 0.4528, loss: 0.0510, grad_norm: 0.0929 2021-03-16 13:26:21,583 - mmaction - INFO - Epoch [2][1020/1921] lr: 3.000e-01, eta: 4:17:33, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0514, recall@thr=0.5: 0.6444, prec@thr=0.5: 0.7311, recall@top3: 0.7719, prec@top3: 0.6248, recall@top5: 0.9109, prec@top5: 0.4526, loss: 0.0514, grad_norm: 0.0858 2021-03-16 13:26:39,961 - mmaction - INFO - Epoch [2][1040/1921] lr: 3.000e-01, eta: 4:17:11, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0536, recall@thr=0.5: 0.6362, prec@thr=0.5: 0.7235, recall@top3: 0.7644, prec@top3: 0.6246, recall@top5: 0.9057, prec@top5: 0.4533, loss: 0.0536, grad_norm: 0.0866 2021-03-16 13:26:58,291 - mmaction - INFO - Epoch [2][1060/1921] lr: 3.000e-01, eta: 4:16:48, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0530, recall@thr=0.5: 0.6311, prec@thr=0.5: 0.7250, recall@top3: 0.7637, prec@top3: 0.6227, recall@top5: 0.9067, prec@top5: 0.4527, loss: 0.0530, grad_norm: 0.0898 2021-03-16 13:27:16,633 - mmaction - INFO - Epoch [2][1080/1921] lr: 3.000e-01, eta: 4:16:26, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0520, recall@thr=0.5: 0.6392, prec@thr=0.5: 0.7289, recall@top3: 0.7679, prec@top3: 0.6225, recall@top5: 0.9027, prec@top5: 0.4488, loss: 0.0520, grad_norm: 0.0841 2021-03-16 13:27:34,947 - mmaction - INFO - Epoch [2][1100/1921] lr: 3.000e-01, eta: 4:16:03, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0503, recall@thr=0.5: 0.6480, prec@thr=0.5: 0.7382, recall@top3: 0.7759, prec@top3: 0.6321, recall@top5: 0.9151, prec@top5: 0.4571, loss: 0.0503, grad_norm: 0.0862 2021-03-16 13:27:53,284 - mmaction - INFO - Epoch [2][1120/1921] lr: 3.000e-01, eta: 4:15:41, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0513, recall@thr=0.5: 0.6489, prec@thr=0.5: 0.7376, recall@top3: 0.7770, prec@top3: 0.6383, recall@top5: 0.9126, prec@top5: 0.4614, loss: 0.0513, grad_norm: 0.0911 2021-03-16 13:28:11,624 - mmaction - INFO - Epoch [2][1140/1921] lr: 3.000e-01, eta: 4:15:18, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0520, recall@thr=0.5: 0.6465, prec@thr=0.5: 0.7444, recall@top3: 0.7687, prec@top3: 0.6308, recall@top5: 0.9077, prec@top5: 0.4568, loss: 0.0520, grad_norm: 0.0901 2021-03-16 13:28:29,962 - mmaction - INFO - Epoch [2][1160/1921] lr: 3.000e-01, eta: 4:14:56, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0521, recall@thr=0.5: 0.6397, prec@thr=0.5: 0.7417, recall@top3: 0.7693, prec@top3: 0.6139, recall@top5: 0.9098, prec@top5: 0.4459, loss: 0.0521, grad_norm: 0.0858 2021-03-16 13:28:48,281 - mmaction - INFO - Epoch [2][1180/1921] lr: 3.000e-01, eta: 4:14:34, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0503, recall@thr=0.5: 0.6596, prec@thr=0.5: 0.7438, recall@top3: 0.7781, prec@top3: 0.6333, recall@top5: 0.9129, prec@top5: 0.4563, loss: 0.0503, grad_norm: 0.0877 2021-03-16 13:29:06,652 - mmaction - INFO - Epoch [2][1200/1921] lr: 3.000e-01, eta: 4:14:12, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0509, recall@thr=0.5: 0.6437, prec@thr=0.5: 0.7340, recall@top3: 0.7757, prec@top3: 0.6318, recall@top5: 0.9101, prec@top5: 0.4538, loss: 0.0509, grad_norm: 0.0885 2021-03-16 13:29:24,994 - mmaction - INFO - Epoch [2][1220/1921] lr: 3.000e-01, eta: 4:13:50, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0513, recall@thr=0.5: 0.6436, prec@thr=0.5: 0.7272, recall@top3: 0.7700, prec@top3: 0.6371, recall@top5: 0.9132, prec@top5: 0.4636, loss: 0.0513, grad_norm: 0.0896 2021-03-16 13:29:43,346 - mmaction - INFO - Epoch [2][1240/1921] lr: 3.000e-01, eta: 4:13:28, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0501, recall@thr=0.5: 0.6513, prec@thr=0.5: 0.7419, recall@top3: 0.7729, prec@top3: 0.6285, recall@top5: 0.9117, prec@top5: 0.4551, loss: 0.0501, grad_norm: 0.0877 2021-03-16 13:30:01,672 - mmaction - INFO - Epoch [2][1260/1921] lr: 3.000e-01, eta: 4:13:06, time: 0.916, data_time: 0.000, memory: 9895, loss_action_cls: 0.0505, recall@thr=0.5: 0.6504, prec@thr=0.5: 0.7366, recall@top3: 0.7692, prec@top3: 0.6318, recall@top5: 0.9107, prec@top5: 0.4596, loss: 0.0505, grad_norm: 0.0884 2021-03-16 13:30:20,023 - mmaction - INFO - Epoch [2][1280/1921] lr: 3.000e-01, eta: 4:12:44, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0511, recall@thr=0.5: 0.6441, prec@thr=0.5: 0.7343, recall@top3: 0.7712, prec@top3: 0.6358, recall@top5: 0.9088, prec@top5: 0.4585, loss: 0.0511, grad_norm: 0.0913 2021-03-16 13:30:38,381 - mmaction - INFO - Epoch [2][1300/1921] lr: 3.000e-01, eta: 4:12:22, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0513, recall@thr=0.5: 0.6504, prec@thr=0.5: 0.7359, recall@top3: 0.7712, prec@top3: 0.6353, recall@top5: 0.9079, prec@top5: 0.4578, loss: 0.0513, grad_norm: 0.0915 2021-03-16 13:30:56,774 - mmaction - INFO - Epoch [2][1320/1921] lr: 3.000e-01, eta: 4:12:00, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0514, recall@thr=0.5: 0.6458, prec@thr=0.5: 0.7330, recall@top3: 0.7695, prec@top3: 0.6312, recall@top5: 0.9126, prec@top5: 0.4598, loss: 0.0514, grad_norm: 0.0844 2021-03-16 13:31:15,105 - mmaction - INFO - Epoch [2][1340/1921] lr: 3.000e-01, eta: 4:11:38, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0501, recall@thr=0.5: 0.6477, prec@thr=0.5: 0.7446, recall@top3: 0.7776, prec@top3: 0.6271, recall@top5: 0.9162, prec@top5: 0.4534, loss: 0.0501, grad_norm: 0.0913 2021-03-16 13:31:33,435 - mmaction - INFO - Epoch [2][1360/1921] lr: 3.000e-01, eta: 4:11:16, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0491, recall@thr=0.5: 0.6560, prec@thr=0.5: 0.7464, recall@top3: 0.7780, prec@top3: 0.6273, recall@top5: 0.9110, prec@top5: 0.4519, loss: 0.0491, grad_norm: 0.0850 2021-03-16 13:31:51,761 - mmaction - INFO - Epoch [2][1380/1921] lr: 3.000e-01, eta: 4:10:55, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0507, recall@thr=0.5: 0.6466, prec@thr=0.5: 0.7307, recall@top3: 0.7760, prec@top3: 0.6255, recall@top5: 0.9101, prec@top5: 0.4506, loss: 0.0507, grad_norm: 0.0903 2021-03-16 13:32:10,098 - mmaction - INFO - Epoch [2][1400/1921] lr: 3.000e-01, eta: 4:10:33, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0507, recall@thr=0.5: 0.6360, prec@thr=0.5: 0.7293, recall@top3: 0.7704, prec@top3: 0.6228, recall@top5: 0.9108, prec@top5: 0.4528, loss: 0.0507, grad_norm: 0.0878 2021-03-16 13:32:28,418 - mmaction - INFO - Epoch [2][1420/1921] lr: 3.000e-01, eta: 4:10:11, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0515, recall@thr=0.5: 0.6357, prec@thr=0.5: 0.7296, recall@top3: 0.7666, prec@top3: 0.6255, recall@top5: 0.9041, prec@top5: 0.4529, loss: 0.0515, grad_norm: 0.0889 2021-03-16 13:32:46,760 - mmaction - INFO - Epoch [2][1440/1921] lr: 3.000e-01, eta: 4:09:49, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0506, recall@thr=0.5: 0.6433, prec@thr=0.5: 0.7346, recall@top3: 0.7710, prec@top3: 0.6338, recall@top5: 0.9161, prec@top5: 0.4622, loss: 0.0506, grad_norm: 0.0902 2021-03-16 13:33:05,084 - mmaction - INFO - Epoch [2][1460/1921] lr: 3.000e-01, eta: 4:09:28, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0513, recall@thr=0.5: 0.6478, prec@thr=0.5: 0.7313, recall@top3: 0.7694, prec@top3: 0.6283, recall@top5: 0.9092, prec@top5: 0.4557, loss: 0.0513, grad_norm: 0.0873 2021-03-16 13:33:23,418 - mmaction - INFO - Epoch [2][1480/1921] lr: 3.000e-01, eta: 4:09:06, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0496, recall@thr=0.5: 0.6412, prec@thr=0.5: 0.7367, recall@top3: 0.7676, prec@top3: 0.6304, recall@top5: 0.9061, prec@top5: 0.4561, loss: 0.0496, grad_norm: 0.0892 2021-03-16 13:33:41,738 - mmaction - INFO - Epoch [2][1500/1921] lr: 3.000e-01, eta: 4:08:44, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0500, recall@thr=0.5: 0.6431, prec@thr=0.5: 0.7269, recall@top3: 0.7744, prec@top3: 0.6267, recall@top5: 0.9101, prec@top5: 0.4509, loss: 0.0500, grad_norm: 0.0859 2021-03-16 13:34:00,065 - mmaction - INFO - Epoch [2][1520/1921] lr: 3.000e-01, eta: 4:08:23, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0513, recall@thr=0.5: 0.6333, prec@thr=0.5: 0.7264, recall@top3: 0.7661, prec@top3: 0.6228, recall@top5: 0.9098, prec@top5: 0.4538, loss: 0.0513, grad_norm: 0.0871 2021-03-16 13:34:18,414 - mmaction - INFO - Epoch [2][1540/1921] lr: 3.000e-01, eta: 4:08:01, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0488, recall@thr=0.5: 0.6520, prec@thr=0.5: 0.7418, recall@top3: 0.7774, prec@top3: 0.6341, recall@top5: 0.9111, prec@top5: 0.4571, loss: 0.0488, grad_norm: 0.0874 2021-03-16 13:34:36,734 - mmaction - INFO - Epoch [2][1560/1921] lr: 3.000e-01, eta: 4:07:40, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0503, recall@thr=0.5: 0.6544, prec@thr=0.5: 0.7364, recall@top3: 0.7718, prec@top3: 0.6261, recall@top5: 0.9115, prec@top5: 0.4542, loss: 0.0503, grad_norm: 0.0933 2021-03-16 13:34:55,033 - mmaction - INFO - Epoch [2][1580/1921] lr: 3.000e-01, eta: 4:07:18, time: 0.915, data_time: 0.001, memory: 9895, loss_action_cls: 0.0487, recall@thr=0.5: 0.6529, prec@thr=0.5: 0.7419, recall@top3: 0.7779, prec@top3: 0.6328, recall@top5: 0.9123, prec@top5: 0.4566, loss: 0.0487, grad_norm: 0.0859 2021-03-16 13:35:13,357 - mmaction - INFO - Epoch [2][1600/1921] lr: 3.000e-01, eta: 4:06:57, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0503, recall@thr=0.5: 0.6402, prec@thr=0.5: 0.7359, recall@top3: 0.7770, prec@top3: 0.6332, recall@top5: 0.9138, prec@top5: 0.4556, loss: 0.0503, grad_norm: 0.0883 2021-03-16 13:35:31,708 - mmaction - INFO - Epoch [2][1620/1921] lr: 3.000e-01, eta: 4:06:36, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0496, recall@thr=0.5: 0.6396, prec@thr=0.5: 0.7314, recall@top3: 0.7692, prec@top3: 0.6226, recall@top5: 0.9006, prec@top5: 0.4490, loss: 0.0496, grad_norm: 0.0887 2021-03-16 13:35:50,040 - mmaction - INFO - Epoch [2][1640/1921] lr: 3.000e-01, eta: 4:06:14, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0497, recall@thr=0.5: 0.6518, prec@thr=0.5: 0.7306, recall@top3: 0.7721, prec@top3: 0.6339, recall@top5: 0.9135, prec@top5: 0.4601, loss: 0.0497, grad_norm: 0.0840 2021-03-16 13:36:08,377 - mmaction - INFO - Epoch [2][1660/1921] lr: 3.000e-01, eta: 4:05:53, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0501, recall@thr=0.5: 0.6440, prec@thr=0.5: 0.7305, recall@top3: 0.7690, prec@top3: 0.6341, recall@top5: 0.9045, prec@top5: 0.4579, loss: 0.0501, grad_norm: 0.0901 2021-03-16 13:36:26,719 - mmaction - INFO - Epoch [2][1680/1921] lr: 3.000e-01, eta: 4:05:32, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0488, recall@thr=0.5: 0.6572, prec@thr=0.5: 0.7467, recall@top3: 0.7851, prec@top3: 0.6394, recall@top5: 0.9196, prec@top5: 0.4605, loss: 0.0488, grad_norm: 0.0875 2021-03-16 13:36:45,053 - mmaction - INFO - Epoch [2][1700/1921] lr: 3.000e-01, eta: 4:05:11, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0492, recall@thr=0.5: 0.6629, prec@thr=0.5: 0.7449, recall@top3: 0.7772, prec@top3: 0.6414, recall@top5: 0.9187, prec@top5: 0.4649, loss: 0.0492, grad_norm: 0.0877 2021-03-16 13:37:03,375 - mmaction - INFO - Epoch [2][1720/1921] lr: 3.000e-01, eta: 4:04:49, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0506, recall@thr=0.5: 0.6352, prec@thr=0.5: 0.7284, recall@top3: 0.7701, prec@top3: 0.6290, recall@top5: 0.9073, prec@top5: 0.4544, loss: 0.0506, grad_norm: 0.0891 2021-03-16 13:37:21,708 - mmaction - INFO - Epoch [2][1740/1921] lr: 3.000e-01, eta: 4:04:28, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0478, recall@thr=0.5: 0.6629, prec@thr=0.5: 0.7502, recall@top3: 0.7842, prec@top3: 0.6320, recall@top5: 0.9201, prec@top5: 0.4565, loss: 0.0478, grad_norm: 0.0873 2021-03-16 13:37:40,046 - mmaction - INFO - Epoch [2][1760/1921] lr: 3.000e-01, eta: 4:04:07, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0486, recall@thr=0.5: 0.6475, prec@thr=0.5: 0.7378, recall@top3: 0.7833, prec@top3: 0.6325, recall@top5: 0.9155, prec@top5: 0.4542, loss: 0.0486, grad_norm: 0.0902 2021-03-16 13:37:58,373 - mmaction - INFO - Epoch [2][1780/1921] lr: 3.000e-01, eta: 4:03:46, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0494, recall@thr=0.5: 0.6441, prec@thr=0.5: 0.7411, recall@top3: 0.7793, prec@top3: 0.6220, recall@top5: 0.9125, prec@top5: 0.4467, loss: 0.0494, grad_norm: 0.0887 2021-03-16 13:38:16,705 - mmaction - INFO - Epoch [2][1800/1921] lr: 3.000e-01, eta: 4:03:25, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0476, recall@thr=0.5: 0.6456, prec@thr=0.5: 0.7325, recall@top3: 0.7739, prec@top3: 0.6237, recall@top5: 0.9136, prec@top5: 0.4512, loss: 0.0476, grad_norm: 0.0881 2021-03-16 13:38:35,027 - mmaction - INFO - Epoch [2][1820/1921] lr: 3.000e-01, eta: 4:03:04, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0490, recall@thr=0.5: 0.6513, prec@thr=0.5: 0.7365, recall@top3: 0.7679, prec@top3: 0.6306, recall@top5: 0.9074, prec@top5: 0.4572, loss: 0.0490, grad_norm: 0.0835 2021-03-16 13:38:53,345 - mmaction - INFO - Epoch [2][1840/1921] lr: 3.000e-01, eta: 4:02:43, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0495, recall@thr=0.5: 0.6453, prec@thr=0.5: 0.7313, recall@top3: 0.7764, prec@top3: 0.6285, recall@top5: 0.9135, prec@top5: 0.4538, loss: 0.0495, grad_norm: 0.0806 2021-03-16 13:39:11,665 - mmaction - INFO - Epoch [2][1860/1921] lr: 3.000e-01, eta: 4:02:22, time: 0.916, data_time: 0.000, memory: 9895, loss_action_cls: 0.0479, recall@thr=0.5: 0.6609, prec@thr=0.5: 0.7443, recall@top3: 0.7769, prec@top3: 0.6345, recall@top5: 0.9177, prec@top5: 0.4610, loss: 0.0479, grad_norm: 0.0867 2021-03-16 13:39:29,998 - mmaction - INFO - Epoch [2][1880/1921] lr: 3.000e-01, eta: 4:02:01, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0492, recall@thr=0.5: 0.6447, prec@thr=0.5: 0.7363, recall@top3: 0.7685, prec@top3: 0.6319, recall@top5: 0.9112, prec@top5: 0.4587, loss: 0.0492, grad_norm: 0.0851 2021-03-16 13:39:48,319 - mmaction - INFO - Epoch [2][1900/1921] lr: 3.000e-01, eta: 4:01:40, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0487, recall@thr=0.5: 0.6485, prec@thr=0.5: 0.7394, recall@top3: 0.7786, prec@top3: 0.6274, recall@top5: 0.9147, prec@top5: 0.4517, loss: 0.0487, grad_norm: 0.0862 2021-03-16 13:40:06,684 - mmaction - INFO - Epoch [2][1920/1921] lr: 3.000e-01, eta: 4:01:19, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0491, recall@thr=0.5: 0.6522, prec@thr=0.5: 0.7368, recall@top3: 0.7704, prec@top3: 0.6328, recall@top5: 0.9118, prec@top5: 0.4603, loss: 0.0491, grad_norm: 0.0844 2021-03-16 13:40:09,484 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-03-16 13:45:40,339 - mmaction - INFO - Evaluating mAP ... 2021-03-16 13:53:29,381 - mmaction - INFO - mAP@0.5IOU 0.2143 2021-03-16 13:53:29,795 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_2.pth. 2021-03-16 13:53:29,795 - mmaction - INFO - Best mAP@0.5IOU is 0.2143 at 2 epoch. 2021-03-16 13:53:31,056 - mmaction - INFO - Epoch(val) [2][1921] mAP@0.5IOU: 0.2143 2021-03-16 13:54:23,564 - mmaction - INFO - Epoch [3][20/1921] lr: 3.000e-01, eta: 4:03:09, time: 2.625, data_time: 1.697, memory: 9895, loss_action_cls: 0.0481, recall@thr=0.5: 0.6581, prec@thr=0.5: 0.7429, recall@top3: 0.7806, prec@top3: 0.6393, recall@top5: 0.9183, prec@top5: 0.4596, loss: 0.0481, grad_norm: 0.0843 2021-03-16 13:54:41,796 - mmaction - INFO - Epoch [3][40/1921] lr: 3.000e-01, eta: 4:02:47, time: 0.912, data_time: 0.003, memory: 9895, loss_action_cls: 0.0474, recall@thr=0.5: 0.6697, prec@thr=0.5: 0.7495, recall@top3: 0.7904, prec@top3: 0.6414, recall@top5: 0.9219, prec@top5: 0.4597, loss: 0.0474, grad_norm: 0.0891 2021-03-16 13:55:00,048 - mmaction - INFO - Epoch [3][60/1921] lr: 3.000e-01, eta: 4:02:25, time: 0.913, data_time: 0.001, memory: 9895, loss_action_cls: 0.0475, recall@thr=0.5: 0.6658, prec@thr=0.5: 0.7516, recall@top3: 0.7823, prec@top3: 0.6400, recall@top5: 0.9194, prec@top5: 0.4620, loss: 0.0475, grad_norm: 0.0859 2021-03-16 13:55:18,365 - mmaction - INFO - Epoch [3][80/1921] lr: 3.000e-01, eta: 4:02:04, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0489, recall@thr=0.5: 0.6558, prec@thr=0.5: 0.7414, recall@top3: 0.7720, prec@top3: 0.6291, recall@top5: 0.9125, prec@top5: 0.4573, loss: 0.0489, grad_norm: 0.0884 2021-03-16 13:55:36,652 - mmaction - INFO - Epoch [3][100/1921] lr: 3.000e-01, eta: 4:01:42, time: 0.914, data_time: 0.001, memory: 9895, loss_action_cls: 0.0468, recall@thr=0.5: 0.6763, prec@thr=0.5: 0.7609, recall@top3: 0.7874, prec@top3: 0.6458, recall@top5: 0.9208, prec@top5: 0.4630, loss: 0.0468, grad_norm: 0.0857 2021-03-16 13:55:55,016 - mmaction - INFO - Epoch [3][120/1921] lr: 3.000e-01, eta: 4:01:20, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0476, recall@thr=0.5: 0.6654, prec@thr=0.5: 0.7540, recall@top3: 0.7836, prec@top3: 0.6368, recall@top5: 0.9168, prec@top5: 0.4579, loss: 0.0476, grad_norm: 0.0873 2021-03-16 13:56:13,372 - mmaction - INFO - Epoch [3][140/1921] lr: 3.000e-01, eta: 4:00:59, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0473, recall@thr=0.5: 0.6625, prec@thr=0.5: 0.7498, recall@top3: 0.7828, prec@top3: 0.6358, recall@top5: 0.9149, prec@top5: 0.4553, loss: 0.0473, grad_norm: 0.0889 2021-03-16 13:56:31,677 - mmaction - INFO - Epoch [3][160/1921] lr: 3.000e-01, eta: 4:00:37, time: 0.915, data_time: 0.001, memory: 9895, loss_action_cls: 0.0470, recall@thr=0.5: 0.6609, prec@thr=0.5: 0.7407, recall@top3: 0.7887, prec@top3: 0.6319, recall@top5: 0.9159, prec@top5: 0.4516, loss: 0.0470, grad_norm: 0.0918 2021-03-16 13:56:50,018 - mmaction - INFO - Epoch [3][180/1921] lr: 3.000e-01, eta: 4:00:16, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0483, recall@thr=0.5: 0.6563, prec@thr=0.5: 0.7404, recall@top3: 0.7691, prec@top3: 0.6320, recall@top5: 0.9123, prec@top5: 0.4598, loss: 0.0483, grad_norm: 0.0865 2021-03-16 13:57:08,403 - mmaction - INFO - Epoch [3][200/1921] lr: 3.000e-01, eta: 3:59:55, time: 0.919, data_time: 0.000, memory: 9895, loss_action_cls: 0.0482, recall@thr=0.5: 0.6633, prec@thr=0.5: 0.7512, recall@top3: 0.7819, prec@top3: 0.6412, recall@top5: 0.9109, prec@top5: 0.4587, loss: 0.0482, grad_norm: 0.0859 2021-03-16 13:57:26,764 - mmaction - INFO - Epoch [3][220/1921] lr: 3.000e-01, eta: 3:59:33, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0486, recall@thr=0.5: 0.6663, prec@thr=0.5: 0.7521, recall@top3: 0.7830, prec@top3: 0.6490, recall@top5: 0.9151, prec@top5: 0.4642, loss: 0.0486, grad_norm: 0.0889 2021-03-16 13:57:45,122 - mmaction - INFO - Epoch [3][240/1921] lr: 3.000e-01, eta: 3:59:12, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0460, recall@thr=0.5: 0.6666, prec@thr=0.5: 0.7540, recall@top3: 0.7866, prec@top3: 0.6408, recall@top5: 0.9153, prec@top5: 0.4583, loss: 0.0460, grad_norm: 0.0873 2021-03-16 13:58:03,495 - mmaction - INFO - Epoch [3][260/1921] lr: 3.000e-01, eta: 3:58:51, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0470, recall@thr=0.5: 0.6631, prec@thr=0.5: 0.7514, recall@top3: 0.7782, prec@top3: 0.6362, recall@top5: 0.9179, prec@top5: 0.4614, loss: 0.0470, grad_norm: 0.0880 2021-03-16 13:58:21,865 - mmaction - INFO - Epoch [3][280/1921] lr: 3.000e-01, eta: 3:58:30, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0468, recall@thr=0.5: 0.6722, prec@thr=0.5: 0.7570, recall@top3: 0.7912, prec@top3: 0.6402, recall@top5: 0.9214, prec@top5: 0.4577, loss: 0.0468, grad_norm: 0.0874 2021-03-16 13:58:40,250 - mmaction - INFO - Epoch [3][300/1921] lr: 3.000e-01, eta: 3:58:09, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0455, recall@thr=0.5: 0.6659, prec@thr=0.5: 0.7542, recall@top3: 0.7874, prec@top3: 0.6368, recall@top5: 0.9166, prec@top5: 0.4558, loss: 0.0455, grad_norm: 0.0889 2021-03-16 13:58:58,636 - mmaction - INFO - Epoch [3][320/1921] lr: 3.000e-01, eta: 3:57:48, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0460, recall@thr=0.5: 0.6683, prec@thr=0.5: 0.7544, recall@top3: 0.7896, prec@top3: 0.6375, recall@top5: 0.9209, prec@top5: 0.4567, loss: 0.0460, grad_norm: 0.0937 2021-03-16 13:59:16,993 - mmaction - INFO - Epoch [3][340/1921] lr: 3.000e-01, eta: 3:57:26, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0459, recall@thr=0.5: 0.6629, prec@thr=0.5: 0.7468, recall@top3: 0.7913, prec@top3: 0.6389, recall@top5: 0.9176, prec@top5: 0.4548, loss: 0.0459, grad_norm: 0.0913 2021-03-16 13:59:35,394 - mmaction - INFO - Epoch [3][360/1921] lr: 3.000e-01, eta: 3:57:05, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0457, recall@thr=0.5: 0.6723, prec@thr=0.5: 0.7633, recall@top3: 0.7935, prec@top3: 0.6392, recall@top5: 0.9182, prec@top5: 0.4549, loss: 0.0457, grad_norm: 0.0892 2021-03-16 13:59:53,758 - mmaction - INFO - Epoch [3][380/1921] lr: 3.000e-01, eta: 3:56:44, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0464, recall@thr=0.5: 0.6654, prec@thr=0.5: 0.7467, recall@top3: 0.7843, prec@top3: 0.6454, recall@top5: 0.9182, prec@top5: 0.4626, loss: 0.0464, grad_norm: 0.0923 2021-03-16 14:00:12,120 - mmaction - INFO - Epoch [3][400/1921] lr: 3.000e-01, eta: 3:56:23, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0471, recall@thr=0.5: 0.6736, prec@thr=0.5: 0.7583, recall@top3: 0.7866, prec@top3: 0.6484, recall@top5: 0.9159, prec@top5: 0.4621, loss: 0.0471, grad_norm: 0.0881 2021-03-16 14:00:30,518 - mmaction - INFO - Epoch [3][420/1921] lr: 3.000e-01, eta: 3:56:02, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0481, recall@thr=0.5: 0.6466, prec@thr=0.5: 0.7399, recall@top3: 0.7836, prec@top3: 0.6261, recall@top5: 0.9132, prec@top5: 0.4487, loss: 0.0481, grad_norm: 0.0920 2021-03-16 14:00:48,857 - mmaction - INFO - Epoch [3][440/1921] lr: 3.000e-01, eta: 3:55:41, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0469, recall@thr=0.5: 0.6732, prec@thr=0.5: 0.7523, recall@top3: 0.7845, prec@top3: 0.6425, recall@top5: 0.9184, prec@top5: 0.4618, loss: 0.0469, grad_norm: 0.0895 2021-03-16 14:01:07,224 - mmaction - INFO - Epoch [3][460/1921] lr: 3.000e-01, eta: 3:55:20, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0474, recall@thr=0.5: 0.6616, prec@thr=0.5: 0.7447, recall@top3: 0.7857, prec@top3: 0.6407, recall@top5: 0.9219, prec@top5: 0.4609, loss: 0.0474, grad_norm: 0.0852 2021-03-16 14:01:25,554 - mmaction - INFO - Epoch [3][480/1921] lr: 3.000e-01, eta: 3:54:59, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0471, recall@thr=0.5: 0.6582, prec@thr=0.5: 0.7434, recall@top3: 0.7799, prec@top3: 0.6302, recall@top5: 0.9139, prec@top5: 0.4541, loss: 0.0471, grad_norm: 0.0923 2021-03-16 14:01:43,900 - mmaction - INFO - Epoch [3][500/1921] lr: 3.000e-01, eta: 3:54:38, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0467, recall@thr=0.5: 0.6664, prec@thr=0.5: 0.7483, recall@top3: 0.7898, prec@top3: 0.6424, recall@top5: 0.9184, prec@top5: 0.4590, loss: 0.0467, grad_norm: 0.0885 2021-03-16 14:02:02,272 - mmaction - INFO - Epoch [3][520/1921] lr: 3.000e-01, eta: 3:54:18, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0473, recall@thr=0.5: 0.6564, prec@thr=0.5: 0.7547, recall@top3: 0.7831, prec@top3: 0.6470, recall@top5: 0.9180, prec@top5: 0.4645, loss: 0.0473, grad_norm: 0.0897 2021-03-16 14:02:20,606 - mmaction - INFO - Epoch [3][540/1921] lr: 3.000e-01, eta: 3:53:57, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0477, recall@thr=0.5: 0.6651, prec@thr=0.5: 0.7494, recall@top3: 0.7834, prec@top3: 0.6426, recall@top5: 0.9144, prec@top5: 0.4606, loss: 0.0477, grad_norm: 0.0889 2021-03-16 14:02:38,967 - mmaction - INFO - Epoch [3][560/1921] lr: 3.000e-01, eta: 3:53:36, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0455, recall@thr=0.5: 0.6701, prec@thr=0.5: 0.7516, recall@top3: 0.7948, prec@top3: 0.6445, recall@top5: 0.9233, prec@top5: 0.4608, loss: 0.0455, grad_norm: 0.0885 2021-03-16 14:02:57,327 - mmaction - INFO - Epoch [3][580/1921] lr: 3.000e-01, eta: 3:53:15, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0453, recall@thr=0.5: 0.6746, prec@thr=0.5: 0.7516, recall@top3: 0.7921, prec@top3: 0.6461, recall@top5: 0.9229, prec@top5: 0.4625, loss: 0.0453, grad_norm: 0.0937 2021-03-16 14:03:15,666 - mmaction - INFO - Epoch [3][600/1921] lr: 3.000e-01, eta: 3:52:54, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0471, recall@thr=0.5: 0.6524, prec@thr=0.5: 0.7378, recall@top3: 0.7757, prec@top3: 0.6334, recall@top5: 0.9079, prec@top5: 0.4551, loss: 0.0471, grad_norm: 0.0931 2021-03-16 14:03:33,992 - mmaction - INFO - Epoch [3][620/1921] lr: 3.000e-01, eta: 3:52:33, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0464, recall@thr=0.5: 0.6703, prec@thr=0.5: 0.7632, recall@top3: 0.7892, prec@top3: 0.6471, recall@top5: 0.9158, prec@top5: 0.4615, loss: 0.0464, grad_norm: 0.0863 2021-03-16 14:03:52,332 - mmaction - INFO - Epoch [3][640/1921] lr: 3.000e-01, eta: 3:52:12, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0449, recall@thr=0.5: 0.6669, prec@thr=0.5: 0.7503, recall@top3: 0.7918, prec@top3: 0.6406, recall@top5: 0.9250, prec@top5: 0.4603, loss: 0.0449, grad_norm: 0.0903 2021-03-16 14:04:10,659 - mmaction - INFO - Epoch [3][660/1921] lr: 3.000e-01, eta: 3:51:51, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0465, recall@thr=0.5: 0.6618, prec@thr=0.5: 0.7478, recall@top3: 0.7769, prec@top3: 0.6360, recall@top5: 0.9122, prec@top5: 0.4589, loss: 0.0465, grad_norm: 0.0847 2021-03-16 14:04:28,992 - mmaction - INFO - Epoch [3][680/1921] lr: 3.000e-01, eta: 3:51:31, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0458, recall@thr=0.5: 0.6664, prec@thr=0.5: 0.7504, recall@top3: 0.7897, prec@top3: 0.6465, recall@top5: 0.9219, prec@top5: 0.4630, loss: 0.0458, grad_norm: 0.0866 2021-03-16 14:04:47,336 - mmaction - INFO - Epoch [3][700/1921] lr: 3.000e-01, eta: 3:51:10, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0461, recall@thr=0.5: 0.6716, prec@thr=0.5: 0.7511, recall@top3: 0.7844, prec@top3: 0.6378, recall@top5: 0.9166, prec@top5: 0.4572, loss: 0.0461, grad_norm: 0.0899 2021-03-16 14:05:05,689 - mmaction - INFO - Epoch [3][720/1921] lr: 3.000e-01, eta: 3:50:49, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0465, recall@thr=0.5: 0.6739, prec@thr=0.5: 0.7579, recall@top3: 0.7878, prec@top3: 0.6537, recall@top5: 0.9165, prec@top5: 0.4676, loss: 0.0465, grad_norm: 0.0896 2021-03-16 14:05:23,999 - mmaction - INFO - Epoch [3][740/1921] lr: 3.000e-01, eta: 3:50:28, time: 0.915, data_time: 0.001, memory: 9895, loss_action_cls: 0.0453, recall@thr=0.5: 0.6702, prec@thr=0.5: 0.7511, recall@top3: 0.7887, prec@top3: 0.6442, recall@top5: 0.9205, prec@top5: 0.4620, loss: 0.0453, grad_norm: 0.0869 2021-03-16 14:05:42,351 - mmaction - INFO - Epoch [3][760/1921] lr: 3.000e-01, eta: 3:50:08, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0450, recall@thr=0.5: 0.6718, prec@thr=0.5: 0.7552, recall@top3: 0.7898, prec@top3: 0.6362, recall@top5: 0.9208, prec@top5: 0.4551, loss: 0.0450, grad_norm: 0.0886 2021-03-16 14:06:00,688 - mmaction - INFO - Epoch [3][780/1921] lr: 3.000e-01, eta: 3:49:47, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0452, recall@thr=0.5: 0.6660, prec@thr=0.5: 0.7561, recall@top3: 0.7935, prec@top3: 0.6489, recall@top5: 0.9248, prec@top5: 0.4637, loss: 0.0452, grad_norm: 0.0860 2021-03-16 14:06:19,027 - mmaction - INFO - Epoch [3][800/1921] lr: 3.000e-01, eta: 3:49:26, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0461, recall@thr=0.5: 0.6691, prec@thr=0.5: 0.7511, recall@top3: 0.7933, prec@top3: 0.6388, recall@top5: 0.9168, prec@top5: 0.4529, loss: 0.0461, grad_norm: 0.0879 2021-03-16 14:06:37,374 - mmaction - INFO - Epoch [3][820/1921] lr: 3.000e-01, eta: 3:49:06, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0458, recall@thr=0.5: 0.6581, prec@thr=0.5: 0.7520, recall@top3: 0.7837, prec@top3: 0.6368, recall@top5: 0.9213, prec@top5: 0.4603, loss: 0.0458, grad_norm: 0.0886 2021-03-16 14:06:55,720 - mmaction - INFO - Epoch [3][840/1921] lr: 3.000e-01, eta: 3:48:45, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0454, recall@thr=0.5: 0.6691, prec@thr=0.5: 0.7492, recall@top3: 0.7952, prec@top3: 0.6397, recall@top5: 0.9188, prec@top5: 0.4536, loss: 0.0454, grad_norm: 0.0864 2021-03-16 14:07:14,039 - mmaction - INFO - Epoch [3][860/1921] lr: 3.000e-01, eta: 3:48:24, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0467, recall@thr=0.5: 0.6567, prec@thr=0.5: 0.7410, recall@top3: 0.7785, prec@top3: 0.6395, recall@top5: 0.9148, prec@top5: 0.4608, loss: 0.0467, grad_norm: 0.0921 2021-03-16 14:07:32,393 - mmaction - INFO - Epoch [3][880/1921] lr: 3.000e-01, eta: 3:48:04, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0447, recall@thr=0.5: 0.6721, prec@thr=0.5: 0.7634, recall@top3: 0.7970, prec@top3: 0.6420, recall@top5: 0.9262, prec@top5: 0.4588, loss: 0.0447, grad_norm: 0.0875 2021-03-16 14:07:50,746 - mmaction - INFO - Epoch [3][900/1921] lr: 3.000e-01, eta: 3:47:43, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0461, recall@thr=0.5: 0.6579, prec@thr=0.5: 0.7492, recall@top3: 0.7817, prec@top3: 0.6319, recall@top5: 0.9161, prec@top5: 0.4540, loss: 0.0461, grad_norm: 0.0911 2021-03-16 14:08:09,075 - mmaction - INFO - Epoch [3][920/1921] lr: 3.000e-01, eta: 3:47:23, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0466, recall@thr=0.5: 0.6557, prec@thr=0.5: 0.7395, recall@top3: 0.7822, prec@top3: 0.6414, recall@top5: 0.9144, prec@top5: 0.4599, loss: 0.0466, grad_norm: 0.0895 2021-03-16 14:08:27,414 - mmaction - INFO - Epoch [3][940/1921] lr: 3.000e-01, eta: 3:47:02, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0451, recall@thr=0.5: 0.6657, prec@thr=0.5: 0.7486, recall@top3: 0.7851, prec@top3: 0.6439, recall@top5: 0.9184, prec@top5: 0.4626, loss: 0.0451, grad_norm: 0.0864 2021-03-16 14:08:45,753 - mmaction - INFO - Epoch [3][960/1921] lr: 3.000e-01, eta: 3:46:42, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0458, recall@thr=0.5: 0.6698, prec@thr=0.5: 0.7475, recall@top3: 0.7845, prec@top3: 0.6472, recall@top5: 0.9175, prec@top5: 0.4635, loss: 0.0458, grad_norm: 0.0871 2021-03-16 14:09:04,110 - mmaction - INFO - Epoch [3][980/1921] lr: 3.000e-01, eta: 3:46:21, time: 0.918, data_time: 0.000, memory: 9895, loss_action_cls: 0.0445, recall@thr=0.5: 0.6778, prec@thr=0.5: 0.7553, recall@top3: 0.7915, prec@top3: 0.6422, recall@top5: 0.9221, prec@top5: 0.4580, loss: 0.0445, grad_norm: 0.0862 2021-03-16 14:09:22,464 - mmaction - INFO - Epoch [3][1000/1921] lr: 3.000e-01, eta: 3:46:01, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0452, recall@thr=0.5: 0.6691, prec@thr=0.5: 0.7527, recall@top3: 0.7848, prec@top3: 0.6418, recall@top5: 0.9193, prec@top5: 0.4618, loss: 0.0452, grad_norm: 0.0875 2021-03-16 14:09:40,815 - mmaction - INFO - Epoch [3][1020/1921] lr: 3.000e-01, eta: 3:45:40, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0449, recall@thr=0.5: 0.6619, prec@thr=0.5: 0.7473, recall@top3: 0.7861, prec@top3: 0.6350, recall@top5: 0.9171, prec@top5: 0.4557, loss: 0.0449, grad_norm: 0.0919 2021-03-16 14:09:59,188 - mmaction - INFO - Epoch [3][1040/1921] lr: 3.000e-01, eta: 3:45:20, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0457, recall@thr=0.5: 0.6639, prec@thr=0.5: 0.7531, recall@top3: 0.7808, prec@top3: 0.6333, recall@top5: 0.9159, prec@top5: 0.4560, loss: 0.0457, grad_norm: 0.0866 2021-03-16 14:10:17,524 - mmaction - INFO - Epoch [3][1060/1921] lr: 3.000e-01, eta: 3:45:00, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0465, recall@thr=0.5: 0.6575, prec@thr=0.5: 0.7390, recall@top3: 0.7789, prec@top3: 0.6408, recall@top5: 0.9208, prec@top5: 0.4646, loss: 0.0465, grad_norm: 0.0881 2021-03-16 14:10:35,896 - mmaction - INFO - Epoch [3][1080/1921] lr: 3.000e-01, eta: 3:44:39, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0454, recall@thr=0.5: 0.6671, prec@thr=0.5: 0.7485, recall@top3: 0.7849, prec@top3: 0.6437, recall@top5: 0.9154, prec@top5: 0.4604, loss: 0.0454, grad_norm: 0.0847 2021-03-16 14:10:54,267 - mmaction - INFO - Epoch [3][1100/1921] lr: 3.000e-01, eta: 3:44:19, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0452, recall@thr=0.5: 0.6700, prec@thr=0.5: 0.7564, recall@top3: 0.7872, prec@top3: 0.6419, recall@top5: 0.9195, prec@top5: 0.4608, loss: 0.0452, grad_norm: 0.0879 2021-03-16 14:11:12,608 - mmaction - INFO - Epoch [3][1120/1921] lr: 3.000e-01, eta: 3:43:58, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0461, recall@thr=0.5: 0.6650, prec@thr=0.5: 0.7517, recall@top3: 0.7838, prec@top3: 0.6467, recall@top5: 0.9136, prec@top5: 0.4617, loss: 0.0461, grad_norm: 0.0854 2021-03-16 14:11:30,975 - mmaction - INFO - Epoch [3][1140/1921] lr: 3.000e-01, eta: 3:43:38, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0459, recall@thr=0.5: 0.6638, prec@thr=0.5: 0.7434, recall@top3: 0.7802, prec@top3: 0.6341, recall@top5: 0.9211, prec@top5: 0.4596, loss: 0.0459, grad_norm: 0.0886 2021-03-16 14:11:49,331 - mmaction - INFO - Epoch [3][1160/1921] lr: 3.000e-01, eta: 3:43:18, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0452, recall@thr=0.5: 0.6577, prec@thr=0.5: 0.7381, recall@top3: 0.7836, prec@top3: 0.6297, recall@top5: 0.9183, prec@top5: 0.4514, loss: 0.0452, grad_norm: 0.0905 2021-03-16 14:12:07,712 - mmaction - INFO - Epoch [3][1180/1921] lr: 3.000e-01, eta: 3:42:58, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0451, recall@thr=0.5: 0.6733, prec@thr=0.5: 0.7487, recall@top3: 0.7914, prec@top3: 0.6355, recall@top5: 0.9200, prec@top5: 0.4550, loss: 0.0451, grad_norm: 0.0892 2021-03-16 14:12:26,076 - mmaction - INFO - Epoch [3][1200/1921] lr: 3.000e-01, eta: 3:42:37, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0461, recall@thr=0.5: 0.6585, prec@thr=0.5: 0.7508, recall@top3: 0.7836, prec@top3: 0.6295, recall@top5: 0.9189, prec@top5: 0.4528, loss: 0.0461, grad_norm: 0.0894 2021-03-16 14:12:44,454 - mmaction - INFO - Epoch [3][1220/1921] lr: 3.000e-01, eta: 3:42:17, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0460, recall@thr=0.5: 0.6702, prec@thr=0.5: 0.7496, recall@top3: 0.7841, prec@top3: 0.6366, recall@top5: 0.9176, prec@top5: 0.4572, loss: 0.0460, grad_norm: 0.0849 2021-03-16 14:13:02,802 - mmaction - INFO - Epoch [3][1240/1921] lr: 3.000e-01, eta: 3:41:57, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0464, recall@thr=0.5: 0.6596, prec@thr=0.5: 0.7515, recall@top3: 0.7816, prec@top3: 0.6383, recall@top5: 0.9125, prec@top5: 0.4578, loss: 0.0464, grad_norm: 0.0880 2021-03-16 14:13:21,164 - mmaction - INFO - Epoch [3][1260/1921] lr: 3.000e-01, eta: 3:41:37, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0465, recall@thr=0.5: 0.6554, prec@thr=0.5: 0.7413, recall@top3: 0.7727, prec@top3: 0.6351, recall@top5: 0.9138, prec@top5: 0.4601, loss: 0.0465, grad_norm: 0.0883 2021-03-16 14:13:39,543 - mmaction - INFO - Epoch [3][1280/1921] lr: 3.000e-01, eta: 3:41:17, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0437, recall@thr=0.5: 0.6769, prec@thr=0.5: 0.7509, recall@top3: 0.7953, prec@top3: 0.6354, recall@top5: 0.9234, prec@top5: 0.4544, loss: 0.0437, grad_norm: 0.0864 2021-03-16 14:13:57,913 - mmaction - INFO - Epoch [3][1300/1921] lr: 3.000e-01, eta: 3:40:56, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0440, recall@thr=0.5: 0.6700, prec@thr=0.5: 0.7495, recall@top3: 0.7917, prec@top3: 0.6472, recall@top5: 0.9262, prec@top5: 0.4637, loss: 0.0440, grad_norm: 0.0859 2021-03-16 14:14:16,292 - mmaction - INFO - Epoch [3][1320/1921] lr: 3.000e-01, eta: 3:40:36, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0452, recall@thr=0.5: 0.6719, prec@thr=0.5: 0.7631, recall@top3: 0.7866, prec@top3: 0.6465, recall@top5: 0.9194, prec@top5: 0.4647, loss: 0.0452, grad_norm: 0.0887 2021-03-16 14:14:34,680 - mmaction - INFO - Epoch [3][1340/1921] lr: 3.000e-01, eta: 3:40:16, time: 0.919, data_time: 0.000, memory: 9895, loss_action_cls: 0.0439, recall@thr=0.5: 0.6682, prec@thr=0.5: 0.7573, recall@top3: 0.7905, prec@top3: 0.6424, recall@top5: 0.9183, prec@top5: 0.4590, loss: 0.0439, grad_norm: 0.0876 2021-03-16 14:14:53,029 - mmaction - INFO - Epoch [3][1360/1921] lr: 3.000e-01, eta: 3:39:56, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0447, recall@thr=0.5: 0.6755, prec@thr=0.5: 0.7591, recall@top3: 0.7832, prec@top3: 0.6395, recall@top5: 0.9189, prec@top5: 0.4597, loss: 0.0447, grad_norm: 0.0886 2021-03-16 14:15:11,393 - mmaction - INFO - Epoch [3][1380/1921] lr: 3.000e-01, eta: 3:39:36, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0459, recall@thr=0.5: 0.6614, prec@thr=0.5: 0.7447, recall@top3: 0.7804, prec@top3: 0.6436, recall@top5: 0.9176, prec@top5: 0.4627, loss: 0.0459, grad_norm: 0.0881 2021-03-16 14:15:29,754 - mmaction - INFO - Epoch [3][1400/1921] lr: 3.000e-01, eta: 3:39:16, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0455, recall@thr=0.5: 0.6546, prec@thr=0.5: 0.7522, recall@top3: 0.7863, prec@top3: 0.6346, recall@top5: 0.9188, prec@top5: 0.4562, loss: 0.0455, grad_norm: 0.0863 2021-03-16 14:15:48,129 - mmaction - INFO - Epoch [3][1420/1921] lr: 3.000e-01, eta: 3:38:56, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0454, recall@thr=0.5: 0.6709, prec@thr=0.5: 0.7574, recall@top3: 0.7889, prec@top3: 0.6433, recall@top5: 0.9187, prec@top5: 0.4614, loss: 0.0454, grad_norm: 0.0850 2021-03-16 14:16:06,516 - mmaction - INFO - Epoch [3][1440/1921] lr: 3.000e-01, eta: 3:38:36, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0451, recall@thr=0.5: 0.6649, prec@thr=0.5: 0.7502, recall@top3: 0.7856, prec@top3: 0.6452, recall@top5: 0.9213, prec@top5: 0.4632, loss: 0.0451, grad_norm: 0.0885 2021-03-16 14:16:24,900 - mmaction - INFO - Epoch [3][1460/1921] lr: 3.000e-01, eta: 3:38:16, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0440, recall@thr=0.5: 0.6719, prec@thr=0.5: 0.7579, recall@top3: 0.7878, prec@top3: 0.6441, recall@top5: 0.9216, prec@top5: 0.4628, loss: 0.0440, grad_norm: 0.0873 2021-03-16 14:16:43,267 - mmaction - INFO - Epoch [3][1480/1921] lr: 3.000e-01, eta: 3:37:56, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0443, recall@thr=0.5: 0.6695, prec@thr=0.5: 0.7491, recall@top3: 0.7837, prec@top3: 0.6363, recall@top5: 0.9198, prec@top5: 0.4567, loss: 0.0443, grad_norm: 0.0874 2021-03-16 14:17:01,649 - mmaction - INFO - Epoch [3][1500/1921] lr: 3.000e-01, eta: 3:37:36, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0451, recall@thr=0.5: 0.6701, prec@thr=0.5: 0.7578, recall@top3: 0.7900, prec@top3: 0.6372, recall@top5: 0.9228, prec@top5: 0.4566, loss: 0.0451, grad_norm: 0.0841 2021-03-16 14:17:20,006 - mmaction - INFO - Epoch [3][1520/1921] lr: 3.000e-01, eta: 3:37:16, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0437, recall@thr=0.5: 0.6727, prec@thr=0.5: 0.7583, recall@top3: 0.7913, prec@top3: 0.6475, recall@top5: 0.9217, prec@top5: 0.4628, loss: 0.0437, grad_norm: 0.0901 2021-03-16 14:17:38,372 - mmaction - INFO - Epoch [3][1540/1921] lr: 3.000e-01, eta: 3:36:56, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0449, recall@thr=0.5: 0.6611, prec@thr=0.5: 0.7543, recall@top3: 0.7908, prec@top3: 0.6443, recall@top5: 0.9186, prec@top5: 0.4584, loss: 0.0449, grad_norm: 0.0893 2021-03-16 14:17:56,746 - mmaction - INFO - Epoch [3][1560/1921] lr: 3.000e-01, eta: 3:36:36, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0462, recall@thr=0.5: 0.6623, prec@thr=0.5: 0.7480, recall@top3: 0.7818, prec@top3: 0.6385, recall@top5: 0.9134, prec@top5: 0.4581, loss: 0.0462, grad_norm: 0.0852 2021-03-16 14:18:15,094 - mmaction - INFO - Epoch [3][1580/1921] lr: 3.000e-01, eta: 3:36:16, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0447, recall@thr=0.5: 0.6771, prec@thr=0.5: 0.7540, recall@top3: 0.7944, prec@top3: 0.6427, recall@top5: 0.9192, prec@top5: 0.4561, loss: 0.0447, grad_norm: 0.0869 2021-03-16 14:18:33,464 - mmaction - INFO - Epoch [3][1600/1921] lr: 3.000e-01, eta: 3:35:56, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0446, recall@thr=0.5: 0.6771, prec@thr=0.5: 0.7617, recall@top3: 0.7855, prec@top3: 0.6413, recall@top5: 0.9181, prec@top5: 0.4607, loss: 0.0446, grad_norm: 0.0875 2021-03-16 14:18:51,809 - mmaction - INFO - Epoch [3][1620/1921] lr: 3.000e-01, eta: 3:35:36, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0445, recall@thr=0.5: 0.6780, prec@thr=0.5: 0.7585, recall@top3: 0.7901, prec@top3: 0.6491, recall@top5: 0.9200, prec@top5: 0.4639, loss: 0.0445, grad_norm: 0.0842 2021-03-16 14:19:10,161 - mmaction - INFO - Epoch [3][1640/1921] lr: 3.000e-01, eta: 3:35:16, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0440, recall@thr=0.5: 0.6876, prec@thr=0.5: 0.7584, recall@top3: 0.7942, prec@top3: 0.6548, recall@top5: 0.9237, prec@top5: 0.4678, loss: 0.0440, grad_norm: 0.0868 2021-03-16 14:19:28,517 - mmaction - INFO - Epoch [3][1660/1921] lr: 3.000e-01, eta: 3:34:56, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0454, recall@thr=0.5: 0.6715, prec@thr=0.5: 0.7543, recall@top3: 0.7897, prec@top3: 0.6360, recall@top5: 0.9159, prec@top5: 0.4529, loss: 0.0454, grad_norm: 0.0870 2021-03-16 14:19:46,878 - mmaction - INFO - Epoch [3][1680/1921] lr: 3.000e-01, eta: 3:34:36, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0456, recall@thr=0.5: 0.6694, prec@thr=0.5: 0.7641, recall@top3: 0.7846, prec@top3: 0.6414, recall@top5: 0.9191, prec@top5: 0.4622, loss: 0.0456, grad_norm: 0.0889 2021-03-16 14:20:05,244 - mmaction - INFO - Epoch [3][1700/1921] lr: 3.000e-01, eta: 3:34:16, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0451, recall@thr=0.5: 0.6622, prec@thr=0.5: 0.7500, recall@top3: 0.7827, prec@top3: 0.6335, recall@top5: 0.9150, prec@top5: 0.4540, loss: 0.0451, grad_norm: 0.0870 2021-03-16 14:20:23,603 - mmaction - INFO - Epoch [3][1720/1921] lr: 3.000e-01, eta: 3:33:56, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0436, recall@thr=0.5: 0.6807, prec@thr=0.5: 0.7643, recall@top3: 0.7947, prec@top3: 0.6452, recall@top5: 0.9207, prec@top5: 0.4596, loss: 0.0436, grad_norm: 0.0901 2021-03-16 14:20:41,950 - mmaction - INFO - Epoch [3][1740/1921] lr: 3.000e-01, eta: 3:33:36, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0443, recall@thr=0.5: 0.6747, prec@thr=0.5: 0.7598, recall@top3: 0.7834, prec@top3: 0.6430, recall@top5: 0.9236, prec@top5: 0.4642, loss: 0.0443, grad_norm: 0.0901 2021-03-16 14:21:00,309 - mmaction - INFO - Epoch [3][1760/1921] lr: 3.000e-01, eta: 3:33:16, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0446, recall@thr=0.5: 0.6724, prec@thr=0.5: 0.7483, recall@top3: 0.7824, prec@top3: 0.6413, recall@top5: 0.9195, prec@top5: 0.4617, loss: 0.0446, grad_norm: 0.0868 2021-03-16 14:21:18,663 - mmaction - INFO - Epoch [3][1780/1921] lr: 3.000e-01, eta: 3:32:56, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0459, recall@thr=0.5: 0.6615, prec@thr=0.5: 0.7488, recall@top3: 0.7790, prec@top3: 0.6366, recall@top5: 0.9136, prec@top5: 0.4587, loss: 0.0459, grad_norm: 0.0851 2021-03-16 14:21:37,044 - mmaction - INFO - Epoch [3][1800/1921] lr: 3.000e-01, eta: 3:32:36, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0443, recall@thr=0.5: 0.6662, prec@thr=0.5: 0.7539, recall@top3: 0.7862, prec@top3: 0.6300, recall@top5: 0.9184, prec@top5: 0.4522, loss: 0.0443, grad_norm: 0.0898 2021-03-16 14:21:55,372 - mmaction - INFO - Epoch [3][1820/1921] lr: 3.000e-01, eta: 3:32:16, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0446, recall@thr=0.5: 0.6664, prec@thr=0.5: 0.7474, recall@top3: 0.7878, prec@top3: 0.6429, recall@top5: 0.9153, prec@top5: 0.4576, loss: 0.0446, grad_norm: 0.0867 2021-03-16 14:22:13,754 - mmaction - INFO - Epoch [3][1840/1921] lr: 3.000e-01, eta: 3:31:57, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0440, recall@thr=0.5: 0.6739, prec@thr=0.5: 0.7647, recall@top3: 0.7942, prec@top3: 0.6398, recall@top5: 0.9202, prec@top5: 0.4567, loss: 0.0440, grad_norm: 0.0837 2021-03-16 14:22:32,096 - mmaction - INFO - Epoch [3][1860/1921] lr: 3.000e-01, eta: 3:31:37, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0455, recall@thr=0.5: 0.6576, prec@thr=0.5: 0.7384, recall@top3: 0.7736, prec@top3: 0.6320, recall@top5: 0.9176, prec@top5: 0.4593, loss: 0.0455, grad_norm: 0.0901 2021-03-16 14:22:50,407 - mmaction - INFO - Epoch [3][1880/1921] lr: 3.000e-01, eta: 3:31:17, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0444, recall@thr=0.5: 0.6652, prec@thr=0.5: 0.7439, recall@top3: 0.7827, prec@top3: 0.6305, recall@top5: 0.9204, prec@top5: 0.4553, loss: 0.0444, grad_norm: 0.0902 2021-03-16 14:23:08,764 - mmaction - INFO - Epoch [3][1900/1921] lr: 3.000e-01, eta: 3:30:57, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0444, recall@thr=0.5: 0.6673, prec@thr=0.5: 0.7507, recall@top3: 0.7870, prec@top3: 0.6370, recall@top5: 0.9163, prec@top5: 0.4552, loss: 0.0444, grad_norm: 0.0898 2021-03-16 14:23:27,102 - mmaction - INFO - Epoch [3][1920/1921] lr: 3.000e-01, eta: 3:30:37, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0442, recall@thr=0.5: 0.6680, prec@thr=0.5: 0.7537, recall@top3: 0.7964, prec@top3: 0.6383, recall@top5: 0.9217, prec@top5: 0.4528, loss: 0.0442, grad_norm: 0.0848 2021-03-16 14:23:30,064 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-03-16 14:29:02,317 - mmaction - INFO - Evaluating mAP ... 2021-03-16 14:36:47,529 - mmaction - INFO - mAP@0.5IOU 0.2224 2021-03-16 14:36:47,900 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_3.pth. 2021-03-16 14:36:47,900 - mmaction - INFO - Best mAP@0.5IOU is 0.2224 at 3 epoch. 2021-03-16 14:36:48,990 - mmaction - INFO - Epoch(val) [3][1921] mAP@0.5IOU: 0.2224 2021-03-16 14:37:46,861 - mmaction - INFO - Epoch [4][20/1921] lr: 3.000e-01, eta: 3:31:46, time: 2.893, data_time: 1.987, memory: 9895, loss_action_cls: 0.0437, recall@thr=0.5: 0.6816, prec@thr=0.5: 0.7717, recall@top3: 0.7926, prec@top3: 0.6474, recall@top5: 0.9195, prec@top5: 0.4600, loss: 0.0437, grad_norm: 0.0862 2021-03-16 14:38:05,136 - mmaction - INFO - Epoch [4][40/1921] lr: 3.000e-01, eta: 3:31:25, time: 0.914, data_time: 0.003, memory: 9895, loss_action_cls: 0.0431, recall@thr=0.5: 0.6827, prec@thr=0.5: 0.7652, recall@top3: 0.7953, prec@top3: 0.6473, recall@top5: 0.9217, prec@top5: 0.4603, loss: 0.0431, grad_norm: 0.0893 2021-03-16 14:38:23,371 - mmaction - INFO - Epoch [4][60/1921] lr: 3.000e-01, eta: 3:31:05, time: 0.912, data_time: 0.001, memory: 9895, loss_action_cls: 0.0429, recall@thr=0.5: 0.6835, prec@thr=0.5: 0.7653, recall@top3: 0.7935, prec@top3: 0.6485, recall@top5: 0.9228, prec@top5: 0.4617, loss: 0.0429, grad_norm: 0.0886 2021-03-16 14:38:41,693 - mmaction - INFO - Epoch [4][80/1921] lr: 3.000e-01, eta: 3:30:45, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0429, recall@thr=0.5: 0.6854, prec@thr=0.5: 0.7595, recall@top3: 0.7996, prec@top3: 0.6517, recall@top5: 0.9268, prec@top5: 0.4636, loss: 0.0429, grad_norm: 0.0936 2021-03-16 14:39:00,016 - mmaction - INFO - Epoch [4][100/1921] lr: 3.000e-01, eta: 3:30:24, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0437, recall@thr=0.5: 0.6788, prec@thr=0.5: 0.7605, recall@top3: 0.7919, prec@top3: 0.6424, recall@top5: 0.9266, prec@top5: 0.4616, loss: 0.0437, grad_norm: 0.0917 2021-03-16 14:39:18,358 - mmaction - INFO - Epoch [4][120/1921] lr: 3.000e-01, eta: 3:30:04, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0426, recall@thr=0.5: 0.6818, prec@thr=0.5: 0.7646, recall@top3: 0.7930, prec@top3: 0.6465, recall@top5: 0.9212, prec@top5: 0.4601, loss: 0.0426, grad_norm: 0.0898 2021-03-16 14:39:36,783 - mmaction - INFO - Epoch [4][140/1921] lr: 3.000e-01, eta: 3:29:44, time: 0.921, data_time: 0.003, memory: 9895, loss_action_cls: 0.0434, recall@thr=0.5: 0.6799, prec@thr=0.5: 0.7564, recall@top3: 0.7879, prec@top3: 0.6440, recall@top5: 0.9254, prec@top5: 0.4664, loss: 0.0434, grad_norm: 0.0873 2021-03-16 14:39:55,158 - mmaction - INFO - Epoch [4][160/1921] lr: 3.000e-01, eta: 3:29:24, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0423, recall@thr=0.5: 0.6838, prec@thr=0.5: 0.7569, recall@top3: 0.7986, prec@top3: 0.6514, recall@top5: 0.9278, prec@top5: 0.4661, loss: 0.0423, grad_norm: 0.0901 2021-03-16 14:40:13,523 - mmaction - INFO - Epoch [4][180/1921] lr: 3.000e-01, eta: 3:29:04, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0427, recall@thr=0.5: 0.6747, prec@thr=0.5: 0.7617, recall@top3: 0.7938, prec@top3: 0.6423, recall@top5: 0.9203, prec@top5: 0.4552, loss: 0.0427, grad_norm: 0.0974 2021-03-16 14:40:31,855 - mmaction - INFO - Epoch [4][200/1921] lr: 3.000e-01, eta: 3:28:44, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0424, recall@thr=0.5: 0.6851, prec@thr=0.5: 0.7640, recall@top3: 0.7971, prec@top3: 0.6452, recall@top5: 0.9230, prec@top5: 0.4601, loss: 0.0424, grad_norm: 0.0885 2021-03-16 14:40:50,215 - mmaction - INFO - Epoch [4][220/1921] lr: 3.000e-01, eta: 3:28:23, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0438, recall@thr=0.5: 0.6785, prec@thr=0.5: 0.7583, recall@top3: 0.7934, prec@top3: 0.6487, recall@top5: 0.9257, prec@top5: 0.4655, loss: 0.0438, grad_norm: 0.0899 2021-03-16 14:41:08,568 - mmaction - INFO - Epoch [4][240/1921] lr: 3.000e-01, eta: 3:28:03, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0415, recall@thr=0.5: 0.7018, prec@thr=0.5: 0.7787, recall@top3: 0.8050, prec@top3: 0.6555, recall@top5: 0.9299, prec@top5: 0.4664, loss: 0.0415, grad_norm: 0.0911 2021-03-16 14:41:26,921 - mmaction - INFO - Epoch [4][260/1921] lr: 3.000e-01, eta: 3:27:43, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0433, recall@thr=0.5: 0.6750, prec@thr=0.5: 0.7668, recall@top3: 0.7950, prec@top3: 0.6431, recall@top5: 0.9228, prec@top5: 0.4586, loss: 0.0433, grad_norm: 0.0875 2021-03-16 14:41:45,254 - mmaction - INFO - Epoch [4][280/1921] lr: 3.000e-01, eta: 3:27:23, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0424, recall@thr=0.5: 0.6824, prec@thr=0.5: 0.7631, recall@top3: 0.7974, prec@top3: 0.6534, recall@top5: 0.9218, prec@top5: 0.4644, loss: 0.0424, grad_norm: 0.0895 2021-03-16 14:42:03,647 - mmaction - INFO - Epoch [4][300/1921] lr: 3.000e-01, eta: 3:27:03, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0421, recall@thr=0.5: 0.6932, prec@thr=0.5: 0.7592, recall@top3: 0.7949, prec@top3: 0.6561, recall@top5: 0.9256, prec@top5: 0.4674, loss: 0.0421, grad_norm: 0.0900 2021-03-16 14:42:22,003 - mmaction - INFO - Epoch [4][320/1921] lr: 3.000e-01, eta: 3:26:43, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0427, recall@thr=0.5: 0.6803, prec@thr=0.5: 0.7627, recall@top3: 0.7951, prec@top3: 0.6428, recall@top5: 0.9212, prec@top5: 0.4576, loss: 0.0427, grad_norm: 0.0922 2021-03-16 14:42:40,381 - mmaction - INFO - Epoch [4][340/1921] lr: 3.000e-01, eta: 3:26:23, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0423, recall@thr=0.5: 0.6775, prec@thr=0.5: 0.7686, recall@top3: 0.7976, prec@top3: 0.6434, recall@top5: 0.9231, prec@top5: 0.4574, loss: 0.0423, grad_norm: 0.0889 2021-03-16 14:42:58,781 - mmaction - INFO - Epoch [4][360/1921] lr: 3.000e-01, eta: 3:26:03, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0434, recall@thr=0.5: 0.6742, prec@thr=0.5: 0.7548, recall@top3: 0.7891, prec@top3: 0.6312, recall@top5: 0.9172, prec@top5: 0.4498, loss: 0.0434, grad_norm: 0.0911 2021-03-16 14:43:17,165 - mmaction - INFO - Epoch [4][380/1921] lr: 3.000e-01, eta: 3:25:43, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0436, recall@thr=0.5: 0.6843, prec@thr=0.5: 0.7623, recall@top3: 0.7944, prec@top3: 0.6468, recall@top5: 0.9191, prec@top5: 0.4611, loss: 0.0436, grad_norm: 0.0881 2021-03-16 14:43:35,555 - mmaction - INFO - Epoch [4][400/1921] lr: 3.000e-01, eta: 3:25:23, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0424, recall@thr=0.5: 0.6916, prec@thr=0.5: 0.7631, recall@top3: 0.7986, prec@top3: 0.6453, recall@top5: 0.9243, prec@top5: 0.4592, loss: 0.0424, grad_norm: 0.0876 2021-03-16 14:43:53,915 - mmaction - INFO - Epoch [4][420/1921] lr: 3.000e-01, eta: 3:25:03, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0427, recall@thr=0.5: 0.6789, prec@thr=0.5: 0.7649, recall@top3: 0.7947, prec@top3: 0.6417, recall@top5: 0.9220, prec@top5: 0.4582, loss: 0.0427, grad_norm: 0.0913 2021-03-16 14:44:12,275 - mmaction - INFO - Epoch [4][440/1921] lr: 3.000e-01, eta: 3:24:43, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0431, recall@thr=0.5: 0.6825, prec@thr=0.5: 0.7700, recall@top3: 0.7952, prec@top3: 0.6459, recall@top5: 0.9211, prec@top5: 0.4599, loss: 0.0431, grad_norm: 0.0909 2021-03-16 14:44:30,607 - mmaction - INFO - Epoch [4][460/1921] lr: 3.000e-01, eta: 3:24:23, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0427, recall@thr=0.5: 0.6954, prec@thr=0.5: 0.7701, recall@top3: 0.7990, prec@top3: 0.6535, recall@top5: 0.9254, prec@top5: 0.4652, loss: 0.0427, grad_norm: 0.0913 2021-03-16 14:44:48,973 - mmaction - INFO - Epoch [4][480/1921] lr: 3.000e-01, eta: 3:24:03, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0422, recall@thr=0.5: 0.6778, prec@thr=0.5: 0.7622, recall@top3: 0.8019, prec@top3: 0.6466, recall@top5: 0.9296, prec@top5: 0.4603, loss: 0.0422, grad_norm: 0.0845 2021-03-16 14:45:07,355 - mmaction - INFO - Epoch [4][500/1921] lr: 3.000e-01, eta: 3:23:43, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0432, recall@thr=0.5: 0.6752, prec@thr=0.5: 0.7510, recall@top3: 0.7903, prec@top3: 0.6353, recall@top5: 0.9264, prec@top5: 0.4565, loss: 0.0432, grad_norm: 0.0902 2021-03-16 14:45:25,697 - mmaction - INFO - Epoch [4][520/1921] lr: 3.000e-01, eta: 3:23:23, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0434, recall@thr=0.5: 0.6717, prec@thr=0.5: 0.7596, recall@top3: 0.7918, prec@top3: 0.6422, recall@top5: 0.9192, prec@top5: 0.4573, loss: 0.0434, grad_norm: 0.0914 2021-03-16 14:45:44,026 - mmaction - INFO - Epoch [4][540/1921] lr: 3.000e-01, eta: 3:23:03, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0426, recall@thr=0.5: 0.6903, prec@thr=0.5: 0.7661, recall@top3: 0.7958, prec@top3: 0.6536, recall@top5: 0.9293, prec@top5: 0.4684, loss: 0.0426, grad_norm: 0.0888 2021-03-16 14:46:02,360 - mmaction - INFO - Epoch [4][560/1921] lr: 3.000e-01, eta: 3:22:43, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0425, recall@thr=0.5: 0.6871, prec@thr=0.5: 0.7699, recall@top3: 0.7984, prec@top3: 0.6505, recall@top5: 0.9240, prec@top5: 0.4639, loss: 0.0425, grad_norm: 0.0896 2021-03-16 14:46:20,716 - mmaction - INFO - Epoch [4][580/1921] lr: 3.000e-01, eta: 3:22:23, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0429, recall@thr=0.5: 0.6852, prec@thr=0.5: 0.7607, recall@top3: 0.7902, prec@top3: 0.6531, recall@top5: 0.9195, prec@top5: 0.4652, loss: 0.0429, grad_norm: 0.0891 2021-03-16 14:46:39,043 - mmaction - INFO - Epoch [4][600/1921] lr: 3.000e-01, eta: 3:22:03, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0425, recall@thr=0.5: 0.6812, prec@thr=0.5: 0.7580, recall@top3: 0.7906, prec@top3: 0.6449, recall@top5: 0.9232, prec@top5: 0.4612, loss: 0.0425, grad_norm: 0.0863 2021-03-16 14:46:57,387 - mmaction - INFO - Epoch [4][620/1921] lr: 3.000e-01, eta: 3:21:43, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0428, recall@thr=0.5: 0.6867, prec@thr=0.5: 0.7763, recall@top3: 0.7974, prec@top3: 0.6593, recall@top5: 0.9240, prec@top5: 0.4686, loss: 0.0428, grad_norm: 0.0915 2021-03-16 14:47:15,747 - mmaction - INFO - Epoch [4][640/1921] lr: 3.000e-01, eta: 3:21:23, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0416, recall@thr=0.5: 0.6909, prec@thr=0.5: 0.7746, recall@top3: 0.8021, prec@top3: 0.6518, recall@top5: 0.9272, prec@top5: 0.4621, loss: 0.0416, grad_norm: 0.0860 2021-03-16 14:47:34,086 - mmaction - INFO - Epoch [4][660/1921] lr: 3.000e-01, eta: 3:21:03, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0423, recall@thr=0.5: 0.6891, prec@thr=0.5: 0.7543, recall@top3: 0.7981, prec@top3: 0.6437, recall@top5: 0.9217, prec@top5: 0.4569, loss: 0.0423, grad_norm: 0.0924 2021-03-16 14:47:52,436 - mmaction - INFO - Epoch [4][680/1921] lr: 3.000e-01, eta: 3:20:44, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0429, recall@thr=0.5: 0.6775, prec@thr=0.5: 0.7622, recall@top3: 0.7915, prec@top3: 0.6493, recall@top5: 0.9230, prec@top5: 0.4649, loss: 0.0429, grad_norm: 0.0904 2021-03-16 14:48:10,758 - mmaction - INFO - Epoch [4][700/1921] lr: 3.000e-01, eta: 3:20:24, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0425, recall@thr=0.5: 0.6793, prec@thr=0.5: 0.7578, recall@top3: 0.7909, prec@top3: 0.6442, recall@top5: 0.9212, prec@top5: 0.4606, loss: 0.0425, grad_norm: 0.0923 2021-03-16 14:48:29,097 - mmaction - INFO - Epoch [4][720/1921] lr: 3.000e-01, eta: 3:20:04, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0421, recall@thr=0.5: 0.6906, prec@thr=0.5: 0.7697, recall@top3: 0.7965, prec@top3: 0.6478, recall@top5: 0.9277, prec@top5: 0.4634, loss: 0.0421, grad_norm: 0.0885 2021-03-16 14:48:47,457 - mmaction - INFO - Epoch [4][740/1921] lr: 3.000e-01, eta: 3:19:44, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0431, recall@thr=0.5: 0.6859, prec@thr=0.5: 0.7623, recall@top3: 0.7901, prec@top3: 0.6548, recall@top5: 0.9211, prec@top5: 0.4692, loss: 0.0431, grad_norm: 0.0888 2021-03-16 14:49:05,784 - mmaction - INFO - Epoch [4][760/1921] lr: 3.000e-01, eta: 3:19:24, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0420, recall@thr=0.5: 0.6876, prec@thr=0.5: 0.7651, recall@top3: 0.7954, prec@top3: 0.6494, recall@top5: 0.9225, prec@top5: 0.4625, loss: 0.0420, grad_norm: 0.0907 2021-03-16 14:49:24,145 - mmaction - INFO - Epoch [4][780/1921] lr: 3.000e-01, eta: 3:19:04, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0423, recall@thr=0.5: 0.6888, prec@thr=0.5: 0.7704, recall@top3: 0.7980, prec@top3: 0.6516, recall@top5: 0.9288, prec@top5: 0.4660, loss: 0.0423, grad_norm: 0.0867 2021-03-16 14:49:42,491 - mmaction - INFO - Epoch [4][800/1921] lr: 3.000e-01, eta: 3:18:44, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0411, recall@thr=0.5: 0.6936, prec@thr=0.5: 0.7744, recall@top3: 0.8013, prec@top3: 0.6520, recall@top5: 0.9301, prec@top5: 0.4651, loss: 0.0411, grad_norm: 0.0881 2021-03-16 14:50:00,829 - mmaction - INFO - Epoch [4][820/1921] lr: 3.000e-01, eta: 3:18:24, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0414, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7793, recall@top3: 0.8072, prec@top3: 0.6602, recall@top5: 0.9259, prec@top5: 0.4662, loss: 0.0414, grad_norm: 0.0884 2021-03-16 14:50:19,196 - mmaction - INFO - Epoch [4][840/1921] lr: 3.000e-01, eta: 3:18:05, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0413, recall@thr=0.5: 0.6883, prec@thr=0.5: 0.7664, recall@top3: 0.7990, prec@top3: 0.6490, recall@top5: 0.9288, prec@top5: 0.4631, loss: 0.0413, grad_norm: 0.0869 2021-03-16 14:50:37,562 - mmaction - INFO - Epoch [4][860/1921] lr: 3.000e-01, eta: 3:17:45, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0422, recall@thr=0.5: 0.6818, prec@thr=0.5: 0.7631, recall@top3: 0.7985, prec@top3: 0.6443, recall@top5: 0.9249, prec@top5: 0.4579, loss: 0.0422, grad_norm: 0.0883 2021-03-16 14:50:55,901 - mmaction - INFO - Epoch [4][880/1921] lr: 3.000e-01, eta: 3:17:25, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0413, recall@thr=0.5: 0.6967, prec@thr=0.5: 0.7698, recall@top3: 0.8028, prec@top3: 0.6529, recall@top5: 0.9274, prec@top5: 0.4637, loss: 0.0413, grad_norm: 0.0848 2021-03-16 14:51:14,240 - mmaction - INFO - Epoch [4][900/1921] lr: 3.000e-01, eta: 3:17:05, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0426, recall@thr=0.5: 0.6796, prec@thr=0.5: 0.7638, recall@top3: 0.7924, prec@top3: 0.6398, recall@top5: 0.9234, prec@top5: 0.4569, loss: 0.0426, grad_norm: 0.0884 2021-03-16 14:51:32,599 - mmaction - INFO - Epoch [4][920/1921] lr: 3.000e-01, eta: 3:16:45, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0432, recall@thr=0.5: 0.6936, prec@thr=0.5: 0.7714, recall@top3: 0.7989, prec@top3: 0.6566, recall@top5: 0.9249, prec@top5: 0.4658, loss: 0.0432, grad_norm: 0.0881 2021-03-16 14:51:50,941 - mmaction - INFO - Epoch [4][940/1921] lr: 3.000e-01, eta: 3:16:26, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0419, recall@thr=0.5: 0.6882, prec@thr=0.5: 0.7783, recall@top3: 0.8034, prec@top3: 0.6558, recall@top5: 0.9263, prec@top5: 0.4640, loss: 0.0419, grad_norm: 0.0898 2021-03-16 14:52:09,289 - mmaction - INFO - Epoch [4][960/1921] lr: 3.000e-01, eta: 3:16:06, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0423, recall@thr=0.5: 0.6790, prec@thr=0.5: 0.7597, recall@top3: 0.7971, prec@top3: 0.6490, recall@top5: 0.9276, prec@top5: 0.4633, loss: 0.0423, grad_norm: 0.0925 2021-03-16 14:52:27,666 - mmaction - INFO - Epoch [4][980/1921] lr: 3.000e-01, eta: 3:15:46, time: 0.919, data_time: 0.000, memory: 9895, loss_action_cls: 0.0418, recall@thr=0.5: 0.6857, prec@thr=0.5: 0.7619, recall@top3: 0.7968, prec@top3: 0.6417, recall@top5: 0.9193, prec@top5: 0.4554, loss: 0.0418, grad_norm: 0.0888 2021-03-16 14:52:46,011 - mmaction - INFO - Epoch [4][1000/1921] lr: 3.000e-01, eta: 3:15:26, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0415, recall@thr=0.5: 0.6857, prec@thr=0.5: 0.7716, recall@top3: 0.8042, prec@top3: 0.6531, recall@top5: 0.9278, prec@top5: 0.4629, loss: 0.0415, grad_norm: 0.0888 2021-03-16 14:53:04,364 - mmaction - INFO - Epoch [4][1020/1921] lr: 3.000e-01, eta: 3:15:07, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0417, recall@thr=0.5: 0.6959, prec@thr=0.5: 0.7734, recall@top3: 0.8024, prec@top3: 0.6595, recall@top5: 0.9255, prec@top5: 0.4659, loss: 0.0417, grad_norm: 0.0916 2021-03-16 14:53:22,712 - mmaction - INFO - Epoch [4][1040/1921] lr: 3.000e-01, eta: 3:14:47, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0416, recall@thr=0.5: 0.6913, prec@thr=0.5: 0.7634, recall@top3: 0.8008, prec@top3: 0.6563, recall@top5: 0.9292, prec@top5: 0.4669, loss: 0.0416, grad_norm: 0.0932 2021-03-16 14:53:41,050 - mmaction - INFO - Epoch [4][1060/1921] lr: 3.000e-01, eta: 3:14:27, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0408, recall@thr=0.5: 0.6840, prec@thr=0.5: 0.7663, recall@top3: 0.8012, prec@top3: 0.6505, recall@top5: 0.9282, prec@top5: 0.4622, loss: 0.0408, grad_norm: 0.0872 2021-03-16 14:53:59,410 - mmaction - INFO - Epoch [4][1080/1921] lr: 3.000e-01, eta: 3:14:07, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0407, recall@thr=0.5: 0.6942, prec@thr=0.5: 0.7718, recall@top3: 0.8035, prec@top3: 0.6561, recall@top5: 0.9242, prec@top5: 0.4643, loss: 0.0407, grad_norm: 0.0895 2021-03-16 14:54:17,754 - mmaction - INFO - Epoch [4][1100/1921] lr: 3.000e-01, eta: 3:13:48, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0410, recall@thr=0.5: 0.6923, prec@thr=0.5: 0.7729, recall@top3: 0.8043, prec@top3: 0.6475, recall@top5: 0.9255, prec@top5: 0.4586, loss: 0.0410, grad_norm: 0.0897 2021-03-16 14:54:36,118 - mmaction - INFO - Epoch [4][1120/1921] lr: 3.000e-01, eta: 3:13:28, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0413, recall@thr=0.5: 0.6961, prec@thr=0.5: 0.7687, recall@top3: 0.8022, prec@top3: 0.6552, recall@top5: 0.9254, prec@top5: 0.4626, loss: 0.0413, grad_norm: 0.0915 2021-03-16 14:54:54,458 - mmaction - INFO - Epoch [4][1140/1921] lr: 3.000e-01, eta: 3:13:08, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0422, recall@thr=0.5: 0.6879, prec@thr=0.5: 0.7669, recall@top3: 0.8049, prec@top3: 0.6616, recall@top5: 0.9252, prec@top5: 0.4672, loss: 0.0422, grad_norm: 0.0899 2021-03-16 14:55:12,789 - mmaction - INFO - Epoch [4][1160/1921] lr: 3.000e-01, eta: 3:12:49, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0435, recall@thr=0.5: 0.6697, prec@thr=0.5: 0.7551, recall@top3: 0.7869, prec@top3: 0.6398, recall@top5: 0.9170, prec@top5: 0.4580, loss: 0.0435, grad_norm: 0.0917 2021-03-16 14:55:31,145 - mmaction - INFO - Epoch [4][1180/1921] lr: 3.000e-01, eta: 3:12:29, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0416, recall@thr=0.5: 0.6844, prec@thr=0.5: 0.7645, recall@top3: 0.7972, prec@top3: 0.6475, recall@top5: 0.9281, prec@top5: 0.4630, loss: 0.0416, grad_norm: 0.0861 2021-03-16 14:55:49,495 - mmaction - INFO - Epoch [4][1200/1921] lr: 3.000e-01, eta: 3:12:09, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0416, recall@thr=0.5: 0.6884, prec@thr=0.5: 0.7658, recall@top3: 0.7997, prec@top3: 0.6504, recall@top5: 0.9257, prec@top5: 0.4622, loss: 0.0416, grad_norm: 0.0882 2021-03-16 14:56:07,862 - mmaction - INFO - Epoch [4][1220/1921] lr: 3.000e-01, eta: 3:11:50, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0426, recall@thr=0.5: 0.6682, prec@thr=0.5: 0.7550, recall@top3: 0.7939, prec@top3: 0.6482, recall@top5: 0.9268, prec@top5: 0.4646, loss: 0.0426, grad_norm: 0.0885 2021-03-16 14:56:26,223 - mmaction - INFO - Epoch [4][1240/1921] lr: 3.000e-01, eta: 3:11:30, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0424, recall@thr=0.5: 0.6849, prec@thr=0.5: 0.7632, recall@top3: 0.7965, prec@top3: 0.6457, recall@top5: 0.9209, prec@top5: 0.4581, loss: 0.0424, grad_norm: 0.0873 2021-03-16 14:56:44,606 - mmaction - INFO - Epoch [4][1260/1921] lr: 3.000e-01, eta: 3:11:10, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0416, recall@thr=0.5: 0.6923, prec@thr=0.5: 0.7635, recall@top3: 0.8031, prec@top3: 0.6538, recall@top5: 0.9240, prec@top5: 0.4614, loss: 0.0416, grad_norm: 0.0875 2021-03-16 14:57:02,968 - mmaction - INFO - Epoch [4][1280/1921] lr: 3.000e-01, eta: 3:10:51, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0418, recall@thr=0.5: 0.6883, prec@thr=0.5: 0.7741, recall@top3: 0.7969, prec@top3: 0.6464, recall@top5: 0.9286, prec@top5: 0.4635, loss: 0.0418, grad_norm: 0.0867 2021-03-16 14:57:21,312 - mmaction - INFO - Epoch [4][1300/1921] lr: 3.000e-01, eta: 3:10:31, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0418, recall@thr=0.5: 0.6847, prec@thr=0.5: 0.7716, recall@top3: 0.7994, prec@top3: 0.6441, recall@top5: 0.9236, prec@top5: 0.4582, loss: 0.0418, grad_norm: 0.0886 2021-03-16 14:57:39,653 - mmaction - INFO - Epoch [4][1320/1921] lr: 3.000e-01, eta: 3:10:11, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0417, recall@thr=0.5: 0.6816, prec@thr=0.5: 0.7635, recall@top3: 0.7962, prec@top3: 0.6423, recall@top5: 0.9244, prec@top5: 0.4584, loss: 0.0417, grad_norm: 0.0869 2021-03-16 14:57:58,003 - mmaction - INFO - Epoch [4][1340/1921] lr: 3.000e-01, eta: 3:09:52, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0417, recall@thr=0.5: 0.6937, prec@thr=0.5: 0.7700, recall@top3: 0.7989, prec@top3: 0.6570, recall@top5: 0.9296, prec@top5: 0.4699, loss: 0.0417, grad_norm: 0.0892 2021-03-16 14:58:16,334 - mmaction - INFO - Epoch [4][1360/1921] lr: 3.000e-01, eta: 3:09:32, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0429, recall@thr=0.5: 0.6785, prec@thr=0.5: 0.7609, recall@top3: 0.7887, prec@top3: 0.6434, recall@top5: 0.9195, prec@top5: 0.4603, loss: 0.0429, grad_norm: 0.0906 2021-03-16 14:58:34,711 - mmaction - INFO - Epoch [4][1380/1921] lr: 3.000e-01, eta: 3:09:13, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0416, recall@thr=0.5: 0.6941, prec@thr=0.5: 0.7684, recall@top3: 0.8037, prec@top3: 0.6485, recall@top5: 0.9240, prec@top5: 0.4582, loss: 0.0416, grad_norm: 0.0914 2021-03-16 14:58:53,037 - mmaction - INFO - Epoch [4][1400/1921] lr: 3.000e-01, eta: 3:08:53, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0416, recall@thr=0.5: 0.6787, prec@thr=0.5: 0.7621, recall@top3: 0.8020, prec@top3: 0.6428, recall@top5: 0.9266, prec@top5: 0.4557, loss: 0.0416, grad_norm: 0.0902 2021-03-16 14:59:11,398 - mmaction - INFO - Epoch [4][1420/1921] lr: 3.000e-01, eta: 3:08:33, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0410, recall@thr=0.5: 0.6996, prec@thr=0.5: 0.7694, recall@top3: 0.8047, prec@top3: 0.6581, recall@top5: 0.9297, prec@top5: 0.4668, loss: 0.0410, grad_norm: 0.0903 2021-03-16 14:59:29,745 - mmaction - INFO - Epoch [4][1440/1921] lr: 3.000e-01, eta: 3:08:14, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0421, recall@thr=0.5: 0.6770, prec@thr=0.5: 0.7647, recall@top3: 0.7944, prec@top3: 0.6382, recall@top5: 0.9223, prec@top5: 0.4552, loss: 0.0421, grad_norm: 0.0884 2021-03-16 14:59:48,090 - mmaction - INFO - Epoch [4][1460/1921] lr: 3.000e-01, eta: 3:07:54, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0414, recall@thr=0.5: 0.6954, prec@thr=0.5: 0.7638, recall@top3: 0.7991, prec@top3: 0.6530, recall@top5: 0.9260, prec@top5: 0.4651, loss: 0.0414, grad_norm: 0.0880 2021-03-16 15:00:06,431 - mmaction - INFO - Epoch [4][1480/1921] lr: 3.000e-01, eta: 3:07:35, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0413, recall@thr=0.5: 0.6866, prec@thr=0.5: 0.7678, recall@top3: 0.8030, prec@top3: 0.6522, recall@top5: 0.9225, prec@top5: 0.4605, loss: 0.0413, grad_norm: 0.0938 2021-03-16 15:00:24,770 - mmaction - INFO - Epoch [4][1500/1921] lr: 3.000e-01, eta: 3:07:15, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0419, recall@thr=0.5: 0.6892, prec@thr=0.5: 0.7745, recall@top3: 0.7972, prec@top3: 0.6568, recall@top5: 0.9230, prec@top5: 0.4667, loss: 0.0419, grad_norm: 0.0897 2021-03-16 15:00:43,136 - mmaction - INFO - Epoch [4][1520/1921] lr: 3.000e-01, eta: 3:06:56, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0412, recall@thr=0.5: 0.6851, prec@thr=0.5: 0.7699, recall@top3: 0.8030, prec@top3: 0.6502, recall@top5: 0.9299, prec@top5: 0.4631, loss: 0.0412, grad_norm: 0.0832 2021-03-16 15:01:01,498 - mmaction - INFO - Epoch [4][1540/1921] lr: 3.000e-01, eta: 3:06:36, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0400, recall@thr=0.5: 0.7027, prec@thr=0.5: 0.7840, recall@top3: 0.8113, prec@top3: 0.6583, recall@top5: 0.9284, prec@top5: 0.4628, loss: 0.0400, grad_norm: 0.0877 2021-03-16 15:01:19,853 - mmaction - INFO - Epoch [4][1560/1921] lr: 3.000e-01, eta: 3:06:16, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0424, recall@thr=0.5: 0.6772, prec@thr=0.5: 0.7624, recall@top3: 0.7904, prec@top3: 0.6416, recall@top5: 0.9204, prec@top5: 0.4597, loss: 0.0424, grad_norm: 0.0921 2021-03-16 15:01:38,203 - mmaction - INFO - Epoch [4][1580/1921] lr: 3.000e-01, eta: 3:05:57, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0421, recall@thr=0.5: 0.6853, prec@thr=0.5: 0.7695, recall@top3: 0.8001, prec@top3: 0.6518, recall@top5: 0.9243, prec@top5: 0.4620, loss: 0.0421, grad_norm: 0.0877 2021-03-16 15:01:56,545 - mmaction - INFO - Epoch [4][1600/1921] lr: 3.000e-01, eta: 3:05:37, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0414, recall@thr=0.5: 0.6897, prec@thr=0.5: 0.7684, recall@top3: 0.7972, prec@top3: 0.6555, recall@top5: 0.9284, prec@top5: 0.4685, loss: 0.0414, grad_norm: 0.0870 2021-03-16 15:02:14,896 - mmaction - INFO - Epoch [4][1620/1921] lr: 3.000e-01, eta: 3:05:18, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0416, recall@thr=0.5: 0.6853, prec@thr=0.5: 0.7638, recall@top3: 0.8021, prec@top3: 0.6492, recall@top5: 0.9262, prec@top5: 0.4597, loss: 0.0416, grad_norm: 0.0895 2021-03-16 15:02:33,241 - mmaction - INFO - Epoch [4][1640/1921] lr: 3.000e-01, eta: 3:04:58, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0424, recall@thr=0.5: 0.6870, prec@thr=0.5: 0.7696, recall@top3: 0.7944, prec@top3: 0.6489, recall@top5: 0.9240, prec@top5: 0.4623, loss: 0.0424, grad_norm: 0.0917 2021-03-16 15:02:51,586 - mmaction - INFO - Epoch [4][1660/1921] lr: 3.000e-01, eta: 3:04:39, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0418, recall@thr=0.5: 0.6837, prec@thr=0.5: 0.7647, recall@top3: 0.7994, prec@top3: 0.6489, recall@top5: 0.9192, prec@top5: 0.4581, loss: 0.0418, grad_norm: 0.0849 2021-03-16 15:03:09,942 - mmaction - INFO - Epoch [4][1680/1921] lr: 3.000e-01, eta: 3:04:19, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0420, recall@thr=0.5: 0.6930, prec@thr=0.5: 0.7621, recall@top3: 0.8021, prec@top3: 0.6541, recall@top5: 0.9257, prec@top5: 0.4632, loss: 0.0420, grad_norm: 0.0902 2021-03-16 15:03:28,295 - mmaction - INFO - Epoch [4][1700/1921] lr: 3.000e-01, eta: 3:04:00, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0423, recall@thr=0.5: 0.6793, prec@thr=0.5: 0.7605, recall@top3: 0.7920, prec@top3: 0.6520, recall@top5: 0.9194, prec@top5: 0.4643, loss: 0.0423, grad_norm: 0.0860 2021-03-16 15:03:46,644 - mmaction - INFO - Epoch [4][1720/1921] lr: 3.000e-01, eta: 3:03:40, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0419, recall@thr=0.5: 0.6858, prec@thr=0.5: 0.7671, recall@top3: 0.7938, prec@top3: 0.6441, recall@top5: 0.9225, prec@top5: 0.4610, loss: 0.0419, grad_norm: 0.0887 2021-03-16 15:04:04,986 - mmaction - INFO - Epoch [4][1740/1921] lr: 3.000e-01, eta: 3:03:21, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0411, recall@thr=0.5: 0.6880, prec@thr=0.5: 0.7643, recall@top3: 0.8023, prec@top3: 0.6586, recall@top5: 0.9294, prec@top5: 0.4671, loss: 0.0411, grad_norm: 0.0884 2021-03-16 15:04:23,324 - mmaction - INFO - Epoch [4][1760/1921] lr: 3.000e-01, eta: 3:03:01, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0402, recall@thr=0.5: 0.7071, prec@thr=0.5: 0.7807, recall@top3: 0.8067, prec@top3: 0.6651, recall@top5: 0.9327, prec@top5: 0.4732, loss: 0.0402, grad_norm: 0.0861 2021-03-16 15:04:41,684 - mmaction - INFO - Epoch [4][1780/1921] lr: 3.000e-01, eta: 3:02:42, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0409, recall@thr=0.5: 0.6908, prec@thr=0.5: 0.7714, recall@top3: 0.8008, prec@top3: 0.6518, recall@top5: 0.9278, prec@top5: 0.4628, loss: 0.0409, grad_norm: 0.0889 2021-03-16 15:05:00,027 - mmaction - INFO - Epoch [4][1800/1921] lr: 3.000e-01, eta: 3:02:22, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0413, recall@thr=0.5: 0.6842, prec@thr=0.5: 0.7599, recall@top3: 0.8048, prec@top3: 0.6474, recall@top5: 0.9299, prec@top5: 0.4585, loss: 0.0413, grad_norm: 0.0916 2021-03-16 15:05:18,374 - mmaction - INFO - Epoch [4][1820/1921] lr: 3.000e-01, eta: 3:02:03, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0419, recall@thr=0.5: 0.6852, prec@thr=0.5: 0.7641, recall@top3: 0.7921, prec@top3: 0.6485, recall@top5: 0.9219, prec@top5: 0.4649, loss: 0.0419, grad_norm: 0.0894 2021-03-16 15:05:36,756 - mmaction - INFO - Epoch [4][1840/1921] lr: 3.000e-01, eta: 3:01:43, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0414, recall@thr=0.5: 0.6815, prec@thr=0.5: 0.7654, recall@top3: 0.7980, prec@top3: 0.6430, recall@top5: 0.9276, prec@top5: 0.4577, loss: 0.0414, grad_norm: 0.0896 2021-03-16 15:05:55,089 - mmaction - INFO - Epoch [4][1860/1921] lr: 3.000e-01, eta: 3:01:24, time: 0.919, data_time: 0.003, memory: 9895, loss_action_cls: 0.0412, recall@thr=0.5: 0.6871, prec@thr=0.5: 0.7650, recall@top3: 0.8014, prec@top3: 0.6564, recall@top5: 0.9240, prec@top5: 0.4641, loss: 0.0412, grad_norm: 0.0888 2021-03-16 15:06:13,420 - mmaction - INFO - Epoch [4][1880/1921] lr: 3.000e-01, eta: 3:01:05, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0413, recall@thr=0.5: 0.6768, prec@thr=0.5: 0.7632, recall@top3: 0.7956, prec@top3: 0.6489, recall@top5: 0.9262, prec@top5: 0.4627, loss: 0.0413, grad_norm: 0.0884 2021-03-16 15:06:31,770 - mmaction - INFO - Epoch [4][1900/1921] lr: 3.000e-01, eta: 3:00:45, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0403, recall@thr=0.5: 0.6965, prec@thr=0.5: 0.7716, recall@top3: 0.8104, prec@top3: 0.6533, recall@top5: 0.9289, prec@top5: 0.4605, loss: 0.0403, grad_norm: 0.0879 2021-03-16 15:06:50,095 - mmaction - INFO - Epoch [4][1920/1921] lr: 3.000e-01, eta: 3:00:26, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0412, recall@thr=0.5: 0.7045, prec@thr=0.5: 0.7742, recall@top3: 0.8013, prec@top3: 0.6592, recall@top5: 0.9265, prec@top5: 0.4674, loss: 0.0412, grad_norm: 0.0900 2021-03-16 15:06:53,236 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-03-16 15:12:26,143 - mmaction - INFO - Evaluating mAP ... 2021-03-16 15:20:19,679 - mmaction - INFO - mAP@0.5IOU 0.2337 2021-03-16 15:20:20,125 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_4.pth. 2021-03-16 15:20:20,126 - mmaction - INFO - Best mAP@0.5IOU is 0.2337 at 4 epoch. 2021-03-16 15:20:21,218 - mmaction - INFO - Epoch(val) [4][1921] mAP@0.5IOU: 0.2337 2021-03-16 15:21:17,611 - mmaction - INFO - Epoch [5][20/1921] lr: 3.000e-02, eta: 3:01:01, time: 2.819, data_time: 1.911, memory: 9895, loss_action_cls: 0.0408, recall@thr=0.5: 0.6956, prec@thr=0.5: 0.7791, recall@top3: 0.8037, prec@top3: 0.6631, recall@top5: 0.9278, prec@top5: 0.4698, loss: 0.0408, grad_norm: 0.0871 2021-03-16 15:21:35,865 - mmaction - INFO - Epoch [5][40/1921] lr: 3.000e-02, eta: 3:00:41, time: 0.913, data_time: 0.003, memory: 9895, loss_action_cls: 0.0392, recall@thr=0.5: 0.6994, prec@thr=0.5: 0.7810, recall@top3: 0.8110, prec@top3: 0.6512, recall@top5: 0.9343, prec@top5: 0.4613, loss: 0.0392, grad_norm: 0.0846 2021-03-16 15:21:54,141 - mmaction - INFO - Epoch [5][60/1921] lr: 3.000e-02, eta: 3:00:21, time: 0.914, data_time: 0.001, memory: 9895, loss_action_cls: 0.0398, recall@thr=0.5: 0.7116, prec@thr=0.5: 0.7845, recall@top3: 0.8148, prec@top3: 0.6609, recall@top5: 0.9313, prec@top5: 0.4652, loss: 0.0398, grad_norm: 0.0809 2021-03-16 15:22:12,412 - mmaction - INFO - Epoch [5][80/1921] lr: 3.000e-02, eta: 3:00:01, time: 0.914, data_time: 0.001, memory: 9895, loss_action_cls: 0.0393, recall@thr=0.5: 0.7045, prec@thr=0.5: 0.7862, recall@top3: 0.8185, prec@top3: 0.6594, recall@top5: 0.9366, prec@top5: 0.4635, loss: 0.0393, grad_norm: 0.0838 2021-03-16 15:22:30,726 - mmaction - INFO - Epoch [5][100/1921] lr: 3.000e-02, eta: 2:59:42, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0400, recall@thr=0.5: 0.6982, prec@thr=0.5: 0.7769, recall@top3: 0.8045, prec@top3: 0.6577, recall@top5: 0.9269, prec@top5: 0.4639, loss: 0.0400, grad_norm: 0.0858 2021-03-16 15:22:49,074 - mmaction - INFO - Epoch [5][120/1921] lr: 3.000e-02, eta: 2:59:22, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0388, recall@thr=0.5: 0.7028, prec@thr=0.5: 0.7870, recall@top3: 0.8149, prec@top3: 0.6568, recall@top5: 0.9302, prec@top5: 0.4602, loss: 0.0388, grad_norm: 0.0855 2021-03-16 15:23:07,402 - mmaction - INFO - Epoch [5][140/1921] lr: 3.000e-02, eta: 2:59:02, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0386, recall@thr=0.5: 0.7182, prec@thr=0.5: 0.7874, recall@top3: 0.8163, prec@top3: 0.6665, recall@top5: 0.9316, prec@top5: 0.4680, loss: 0.0386, grad_norm: 0.0863 2021-03-16 15:23:25,746 - mmaction - INFO - Epoch [5][160/1921] lr: 3.000e-02, eta: 2:58:43, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0394, recall@thr=0.5: 0.7018, prec@thr=0.5: 0.7796, recall@top3: 0.8070, prec@top3: 0.6584, recall@top5: 0.9343, prec@top5: 0.4674, loss: 0.0394, grad_norm: 0.0866 2021-03-16 15:23:44,070 - mmaction - INFO - Epoch [5][180/1921] lr: 3.000e-02, eta: 2:58:23, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0396, recall@thr=0.5: 0.7031, prec@thr=0.5: 0.7740, recall@top3: 0.8115, prec@top3: 0.6588, recall@top5: 0.9340, prec@top5: 0.4650, loss: 0.0396, grad_norm: 0.0839 2021-03-16 15:24:02,417 - mmaction - INFO - Epoch [5][200/1921] lr: 3.000e-02, eta: 2:58:03, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0393, recall@thr=0.5: 0.6993, prec@thr=0.5: 0.7776, recall@top3: 0.8085, prec@top3: 0.6579, recall@top5: 0.9286, prec@top5: 0.4644, loss: 0.0393, grad_norm: 0.0864 2021-03-16 15:24:20,744 - mmaction - INFO - Epoch [5][220/1921] lr: 3.000e-02, eta: 2:57:44, time: 0.916, data_time: 0.000, memory: 9895, loss_action_cls: 0.0388, recall@thr=0.5: 0.7141, prec@thr=0.5: 0.7857, recall@top3: 0.8168, prec@top3: 0.6594, recall@top5: 0.9334, prec@top5: 0.4631, loss: 0.0388, grad_norm: 0.0843 2021-03-16 15:24:39,069 - mmaction - INFO - Epoch [5][240/1921] lr: 3.000e-02, eta: 2:57:24, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0386, recall@thr=0.5: 0.7240, prec@thr=0.5: 0.7961, recall@top3: 0.8208, prec@top3: 0.6729, recall@top5: 0.9352, prec@top5: 0.4704, loss: 0.0386, grad_norm: 0.0856 2021-03-16 15:24:57,391 - mmaction - INFO - Epoch [5][260/1921] lr: 3.000e-02, eta: 2:57:04, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0389, recall@thr=0.5: 0.7057, prec@thr=0.5: 0.7877, recall@top3: 0.8146, prec@top3: 0.6618, recall@top5: 0.9356, prec@top5: 0.4663, loss: 0.0389, grad_norm: 0.0861 2021-03-16 15:25:15,712 - mmaction - INFO - Epoch [5][280/1921] lr: 3.000e-02, eta: 2:56:45, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0380, recall@thr=0.5: 0.7157, prec@thr=0.5: 0.7981, recall@top3: 0.8177, prec@top3: 0.6627, recall@top5: 0.9335, prec@top5: 0.4651, loss: 0.0380, grad_norm: 0.0867 2021-03-16 15:25:34,062 - mmaction - INFO - Epoch [5][300/1921] lr: 3.000e-02, eta: 2:56:25, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0377, recall@thr=0.5: 0.7244, prec@thr=0.5: 0.7957, recall@top3: 0.8233, prec@top3: 0.6621, recall@top5: 0.9413, prec@top5: 0.4661, loss: 0.0377, grad_norm: 0.0898 2021-03-16 15:25:52,385 - mmaction - INFO - Epoch [5][320/1921] lr: 3.000e-02, eta: 2:56:06, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0392, recall@thr=0.5: 0.7120, prec@thr=0.5: 0.7809, recall@top3: 0.8199, prec@top3: 0.6596, recall@top5: 0.9310, prec@top5: 0.4596, loss: 0.0392, grad_norm: 0.0892 2021-03-16 15:26:10,747 - mmaction - INFO - Epoch [5][340/1921] lr: 3.000e-02, eta: 2:55:46, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0395, recall@thr=0.5: 0.7137, prec@thr=0.5: 0.7920, recall@top3: 0.8132, prec@top3: 0.6629, recall@top5: 0.9296, prec@top5: 0.4658, loss: 0.0395, grad_norm: 0.0841 2021-03-16 15:26:29,098 - mmaction - INFO - Epoch [5][360/1921] lr: 3.000e-02, eta: 2:55:27, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0385, recall@thr=0.5: 0.7134, prec@thr=0.5: 0.7824, recall@top3: 0.8139, prec@top3: 0.6589, recall@top5: 0.9368, prec@top5: 0.4657, loss: 0.0385, grad_norm: 0.0883 2021-03-16 15:26:47,443 - mmaction - INFO - Epoch [5][380/1921] lr: 3.000e-02, eta: 2:55:07, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0392, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7928, recall@top3: 0.8161, prec@top3: 0.6685, recall@top5: 0.9294, prec@top5: 0.4673, loss: 0.0392, grad_norm: 0.0881 2021-03-16 15:27:05,807 - mmaction - INFO - Epoch [5][400/1921] lr: 3.000e-02, eta: 2:54:47, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0396, recall@thr=0.5: 0.7121, prec@thr=0.5: 0.7812, recall@top3: 0.8088, prec@top3: 0.6523, recall@top5: 0.9301, prec@top5: 0.4603, loss: 0.0396, grad_norm: 0.0894 2021-03-16 15:27:24,155 - mmaction - INFO - Epoch [5][420/1921] lr: 3.000e-02, eta: 2:54:28, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0390, recall@thr=0.5: 0.7111, prec@thr=0.5: 0.7918, recall@top3: 0.8140, prec@top3: 0.6613, recall@top5: 0.9339, prec@top5: 0.4660, loss: 0.0390, grad_norm: 0.0852 2021-03-16 15:27:42,507 - mmaction - INFO - Epoch [5][440/1921] lr: 3.000e-02, eta: 2:54:08, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0380, recall@thr=0.5: 0.7267, prec@thr=0.5: 0.8025, recall@top3: 0.8258, prec@top3: 0.6704, recall@top5: 0.9362, prec@top5: 0.4683, loss: 0.0380, grad_norm: 0.0852 2021-03-16 15:28:00,845 - mmaction - INFO - Epoch [5][460/1921] lr: 3.000e-02, eta: 2:53:49, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0379, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.7947, recall@top3: 0.8218, prec@top3: 0.6634, recall@top5: 0.9372, prec@top5: 0.4649, loss: 0.0379, grad_norm: 0.0864 2021-03-16 15:28:19,229 - mmaction - INFO - Epoch [5][480/1921] lr: 3.000e-02, eta: 2:53:29, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0379, recall@thr=0.5: 0.7326, prec@thr=0.5: 0.7949, recall@top3: 0.8158, prec@top3: 0.6711, recall@top5: 0.9338, prec@top5: 0.4711, loss: 0.0379, grad_norm: 0.0884 2021-03-16 15:28:37,577 - mmaction - INFO - Epoch [5][500/1921] lr: 3.000e-02, eta: 2:53:10, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0376, recall@thr=0.5: 0.7206, prec@thr=0.5: 0.7957, recall@top3: 0.8269, prec@top3: 0.6641, recall@top5: 0.9405, prec@top5: 0.4649, loss: 0.0376, grad_norm: 0.0852 2021-03-16 15:28:55,934 - mmaction - INFO - Epoch [5][520/1921] lr: 3.000e-02, eta: 2:52:50, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0386, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7944, recall@top3: 0.8171, prec@top3: 0.6671, recall@top5: 0.9301, prec@top5: 0.4673, loss: 0.0386, grad_norm: 0.0868 2021-03-16 15:29:14,279 - mmaction - INFO - Epoch [5][540/1921] lr: 3.000e-02, eta: 2:52:31, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0384, recall@thr=0.5: 0.7192, prec@thr=0.5: 0.7993, recall@top3: 0.8224, prec@top3: 0.6660, recall@top5: 0.9345, prec@top5: 0.4659, loss: 0.0384, grad_norm: 0.0873 2021-03-16 15:29:32,630 - mmaction - INFO - Epoch [5][560/1921] lr: 3.000e-02, eta: 2:52:11, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0380, recall@thr=0.5: 0.7189, prec@thr=0.5: 0.7970, recall@top3: 0.8194, prec@top3: 0.6716, recall@top5: 0.9375, prec@top5: 0.4719, loss: 0.0380, grad_norm: 0.0866 2021-03-16 15:29:50,969 - mmaction - INFO - Epoch [5][580/1921] lr: 3.000e-02, eta: 2:51:52, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0392, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.7827, recall@top3: 0.8147, prec@top3: 0.6657, recall@top5: 0.9308, prec@top5: 0.4681, loss: 0.0392, grad_norm: 0.0865 2021-03-16 15:30:09,326 - mmaction - INFO - Epoch [5][600/1921] lr: 3.000e-02, eta: 2:51:32, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0388, recall@thr=0.5: 0.7173, prec@thr=0.5: 0.7882, recall@top3: 0.8160, prec@top3: 0.6620, recall@top5: 0.9366, prec@top5: 0.4672, loss: 0.0388, grad_norm: 0.0888 2021-03-16 15:30:27,692 - mmaction - INFO - Epoch [5][620/1921] lr: 3.000e-02, eta: 2:51:13, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0391, recall@thr=0.5: 0.7132, prec@thr=0.5: 0.7829, recall@top3: 0.8138, prec@top3: 0.6620, recall@top5: 0.9302, prec@top5: 0.4654, loss: 0.0391, grad_norm: 0.0851 2021-03-16 15:30:46,023 - mmaction - INFO - Epoch [5][640/1921] lr: 3.000e-02, eta: 2:50:53, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0376, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7864, recall@top3: 0.8209, prec@top3: 0.6613, recall@top5: 0.9384, prec@top5: 0.4655, loss: 0.0376, grad_norm: 0.0859 2021-03-16 15:31:04,387 - mmaction - INFO - Epoch [5][660/1921] lr: 3.000e-02, eta: 2:50:34, time: 0.918, data_time: 0.000, memory: 9895, loss_action_cls: 0.0377, recall@thr=0.5: 0.7175, prec@thr=0.5: 0.7940, recall@top3: 0.8213, prec@top3: 0.6654, recall@top5: 0.9376, prec@top5: 0.4668, loss: 0.0377, grad_norm: 0.0865 2021-03-16 15:31:22,714 - mmaction - INFO - Epoch [5][680/1921] lr: 3.000e-02, eta: 2:50:14, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0387, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.7813, recall@top3: 0.8135, prec@top3: 0.6646, recall@top5: 0.9331, prec@top5: 0.4689, loss: 0.0387, grad_norm: 0.0908 2021-03-16 15:31:41,065 - mmaction - INFO - Epoch [5][700/1921] lr: 3.000e-02, eta: 2:49:55, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0379, recall@thr=0.5: 0.7135, prec@thr=0.5: 0.7867, recall@top3: 0.8219, prec@top3: 0.6590, recall@top5: 0.9402, prec@top5: 0.4628, loss: 0.0379, grad_norm: 0.0907 2021-03-16 15:31:59,429 - mmaction - INFO - Epoch [5][720/1921] lr: 3.000e-02, eta: 2:49:35, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0374, recall@thr=0.5: 0.7194, prec@thr=0.5: 0.7967, recall@top3: 0.8239, prec@top3: 0.6611, recall@top5: 0.9380, prec@top5: 0.4617, loss: 0.0374, grad_norm: 0.0869 2021-03-16 15:32:17,781 - mmaction - INFO - Epoch [5][740/1921] lr: 3.000e-02, eta: 2:49:16, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0383, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7970, recall@top3: 0.8203, prec@top3: 0.6569, recall@top5: 0.9359, prec@top5: 0.4620, loss: 0.0383, grad_norm: 0.0920 2021-03-16 15:32:36,126 - mmaction - INFO - Epoch [5][760/1921] lr: 3.000e-02, eta: 2:48:57, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0386, recall@thr=0.5: 0.7120, prec@thr=0.5: 0.7898, recall@top3: 0.8168, prec@top3: 0.6584, recall@top5: 0.9349, prec@top5: 0.4641, loss: 0.0386, grad_norm: 0.0891 2021-03-16 15:32:54,478 - mmaction - INFO - Epoch [5][780/1921] lr: 3.000e-02, eta: 2:48:37, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0385, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7908, recall@top3: 0.8199, prec@top3: 0.6578, recall@top5: 0.9341, prec@top5: 0.4604, loss: 0.0385, grad_norm: 0.0865 2021-03-16 15:33:12,828 - mmaction - INFO - Epoch [5][800/1921] lr: 3.000e-02, eta: 2:48:18, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0389, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.7888, recall@top3: 0.8141, prec@top3: 0.6670, recall@top5: 0.9315, prec@top5: 0.4698, loss: 0.0389, grad_norm: 0.0893 2021-03-16 15:33:31,159 - mmaction - INFO - Epoch [5][820/1921] lr: 3.000e-02, eta: 2:47:58, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0388, recall@thr=0.5: 0.7069, prec@thr=0.5: 0.7837, recall@top3: 0.8161, prec@top3: 0.6545, recall@top5: 0.9320, prec@top5: 0.4593, loss: 0.0388, grad_norm: 0.0892 2021-03-16 15:33:49,489 - mmaction - INFO - Epoch [5][840/1921] lr: 3.000e-02, eta: 2:47:39, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0397, recall@thr=0.5: 0.7123, prec@thr=0.5: 0.7910, recall@top3: 0.8152, prec@top3: 0.6620, recall@top5: 0.9293, prec@top5: 0.4629, loss: 0.0397, grad_norm: 0.0856 2021-03-16 15:34:07,850 - mmaction - INFO - Epoch [5][860/1921] lr: 3.000e-02, eta: 2:47:19, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0379, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7966, recall@top3: 0.8180, prec@top3: 0.6622, recall@top5: 0.9332, prec@top5: 0.4647, loss: 0.0379, grad_norm: 0.0877 2021-03-16 15:34:26,234 - mmaction - INFO - Epoch [5][880/1921] lr: 3.000e-02, eta: 2:47:00, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0404, recall@thr=0.5: 0.7090, prec@thr=0.5: 0.7898, recall@top3: 0.8087, prec@top3: 0.6733, recall@top5: 0.9303, prec@top5: 0.4752, loss: 0.0404, grad_norm: 0.0886 2021-03-16 15:34:44,594 - mmaction - INFO - Epoch [5][900/1921] lr: 3.000e-02, eta: 2:46:41, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0380, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7901, recall@top3: 0.8174, prec@top3: 0.6619, recall@top5: 0.9356, prec@top5: 0.4657, loss: 0.0380, grad_norm: 0.0855 2021-03-16 15:35:02,925 - mmaction - INFO - Epoch [5][920/1921] lr: 3.000e-02, eta: 2:46:21, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0380, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7914, recall@top3: 0.8139, prec@top3: 0.6673, recall@top5: 0.9352, prec@top5: 0.4717, loss: 0.0380, grad_norm: 0.0868 2021-03-16 15:35:21,283 - mmaction - INFO - Epoch [5][940/1921] lr: 3.000e-02, eta: 2:46:02, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0389, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.7911, recall@top3: 0.8147, prec@top3: 0.6661, recall@top5: 0.9315, prec@top5: 0.4678, loss: 0.0389, grad_norm: 0.0903 2021-03-16 15:35:39,653 - mmaction - INFO - Epoch [5][960/1921] lr: 3.000e-02, eta: 2:45:42, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0386, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7917, recall@top3: 0.8170, prec@top3: 0.6718, recall@top5: 0.9341, prec@top5: 0.4712, loss: 0.0386, grad_norm: 0.0885 2021-03-16 15:35:58,000 - mmaction - INFO - Epoch [5][980/1921] lr: 3.000e-02, eta: 2:45:23, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0381, recall@thr=0.5: 0.7191, prec@thr=0.5: 0.7895, recall@top3: 0.8179, prec@top3: 0.6627, recall@top5: 0.9314, prec@top5: 0.4647, loss: 0.0381, grad_norm: 0.0871 2021-03-16 15:36:16,331 - mmaction - INFO - Epoch [5][1000/1921] lr: 3.000e-02, eta: 2:45:04, time: 0.917, data_time: 0.000, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.7908, recall@top3: 0.8204, prec@top3: 0.6708, recall@top5: 0.9366, prec@top5: 0.4713, loss: 0.0371, grad_norm: 0.0844 2021-03-16 15:36:34,653 - mmaction - INFO - Epoch [5][1020/1921] lr: 3.000e-02, eta: 2:44:44, time: 0.916, data_time: 0.000, memory: 9895, loss_action_cls: 0.0379, recall@thr=0.5: 0.7140, prec@thr=0.5: 0.7958, recall@top3: 0.8222, prec@top3: 0.6625, recall@top5: 0.9376, prec@top5: 0.4630, loss: 0.0379, grad_norm: 0.0891 2021-03-16 15:36:53,004 - mmaction - INFO - Epoch [5][1040/1921] lr: 3.000e-02, eta: 2:44:25, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0378, recall@thr=0.5: 0.7297, prec@thr=0.5: 0.7950, recall@top3: 0.8240, prec@top3: 0.6687, recall@top5: 0.9426, prec@top5: 0.4713, loss: 0.0378, grad_norm: 0.0905 2021-03-16 15:37:11,363 - mmaction - INFO - Epoch [5][1060/1921] lr: 3.000e-02, eta: 2:44:05, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0380, recall@thr=0.5: 0.7292, prec@thr=0.5: 0.8021, recall@top3: 0.8248, prec@top3: 0.6793, recall@top5: 0.9382, prec@top5: 0.4741, loss: 0.0380, grad_norm: 0.0880 2021-03-16 15:37:29,704 - mmaction - INFO - Epoch [5][1080/1921] lr: 3.000e-02, eta: 2:43:46, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0389, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7962, recall@top3: 0.8153, prec@top3: 0.6719, recall@top5: 0.9350, prec@top5: 0.4737, loss: 0.0389, grad_norm: 0.0862 2021-03-16 15:37:48,064 - mmaction - INFO - Epoch [5][1100/1921] lr: 3.000e-02, eta: 2:43:27, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0386, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7903, recall@top3: 0.8126, prec@top3: 0.6717, recall@top5: 0.9336, prec@top5: 0.4744, loss: 0.0386, grad_norm: 0.0893 2021-03-16 15:38:06,404 - mmaction - INFO - Epoch [5][1120/1921] lr: 3.000e-02, eta: 2:43:07, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0389, recall@thr=0.5: 0.7222, prec@thr=0.5: 0.7920, recall@top3: 0.8132, prec@top3: 0.6673, recall@top5: 0.9362, prec@top5: 0.4728, loss: 0.0389, grad_norm: 0.0879 2021-03-16 15:38:24,753 - mmaction - INFO - Epoch [5][1140/1921] lr: 3.000e-02, eta: 2:42:48, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0388, recall@thr=0.5: 0.7056, prec@thr=0.5: 0.7867, recall@top3: 0.8251, prec@top3: 0.6581, recall@top5: 0.9373, prec@top5: 0.4606, loss: 0.0388, grad_norm: 0.0919 2021-03-16 15:38:43,084 - mmaction - INFO - Epoch [5][1160/1921] lr: 3.000e-02, eta: 2:42:29, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0393, recall@thr=0.5: 0.7084, prec@thr=0.5: 0.7880, recall@top3: 0.8135, prec@top3: 0.6625, recall@top5: 0.9332, prec@top5: 0.4667, loss: 0.0393, grad_norm: 0.0912 2021-03-16 15:39:01,454 - mmaction - INFO - Epoch [5][1180/1921] lr: 3.000e-02, eta: 2:42:09, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0388, recall@thr=0.5: 0.7167, prec@thr=0.5: 0.7852, recall@top3: 0.8107, prec@top3: 0.6637, recall@top5: 0.9319, prec@top5: 0.4687, loss: 0.0388, grad_norm: 0.0907 2021-03-16 15:39:19,797 - mmaction - INFO - Epoch [5][1200/1921] lr: 3.000e-02, eta: 2:41:50, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.8002, recall@top3: 0.8244, prec@top3: 0.6774, recall@top5: 0.9414, prec@top5: 0.4749, loss: 0.0368, grad_norm: 0.0885 2021-03-16 15:39:38,151 - mmaction - INFO - Epoch [5][1220/1921] lr: 3.000e-02, eta: 2:41:31, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0381, recall@thr=0.5: 0.7234, prec@thr=0.5: 0.7974, recall@top3: 0.8201, prec@top3: 0.6684, recall@top5: 0.9354, prec@top5: 0.4672, loss: 0.0381, grad_norm: 0.0888 2021-03-16 15:39:56,463 - mmaction - INFO - Epoch [5][1240/1921] lr: 3.000e-02, eta: 2:41:11, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0375, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7912, recall@top3: 0.8204, prec@top3: 0.6608, recall@top5: 0.9365, prec@top5: 0.4649, loss: 0.0375, grad_norm: 0.0893 2021-03-16 15:40:14,795 - mmaction - INFO - Epoch [5][1260/1921] lr: 3.000e-02, eta: 2:40:52, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0386, recall@thr=0.5: 0.7153, prec@thr=0.5: 0.7904, recall@top3: 0.8194, prec@top3: 0.6609, recall@top5: 0.9347, prec@top5: 0.4625, loss: 0.0386, grad_norm: 0.0908 2021-03-16 15:40:33,162 - mmaction - INFO - Epoch [5][1280/1921] lr: 3.000e-02, eta: 2:40:33, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0376, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.7923, recall@top3: 0.8260, prec@top3: 0.6578, recall@top5: 0.9359, prec@top5: 0.4579, loss: 0.0376, grad_norm: 0.0891 2021-03-16 15:40:51,514 - mmaction - INFO - Epoch [5][1300/1921] lr: 3.000e-02, eta: 2:40:13, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0394, recall@thr=0.5: 0.7077, prec@thr=0.5: 0.7870, recall@top3: 0.8147, prec@top3: 0.6554, recall@top5: 0.9324, prec@top5: 0.4609, loss: 0.0394, grad_norm: 0.0903 2021-03-16 15:41:09,859 - mmaction - INFO - Epoch [5][1320/1921] lr: 3.000e-02, eta: 2:39:54, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7328, prec@thr=0.5: 0.8098, recall@top3: 0.8257, prec@top3: 0.6784, recall@top5: 0.9415, prec@top5: 0.4754, loss: 0.0366, grad_norm: 0.0866 2021-03-16 15:41:28,220 - mmaction - INFO - Epoch [5][1340/1921] lr: 3.000e-02, eta: 2:39:35, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0384, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7937, recall@top3: 0.8191, prec@top3: 0.6707, recall@top5: 0.9350, prec@top5: 0.4709, loss: 0.0384, grad_norm: 0.0894 2021-03-16 15:41:46,572 - mmaction - INFO - Epoch [5][1360/1921] lr: 3.000e-02, eta: 2:39:15, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0373, recall@thr=0.5: 0.7258, prec@thr=0.5: 0.7994, recall@top3: 0.8242, prec@top3: 0.6734, recall@top5: 0.9384, prec@top5: 0.4714, loss: 0.0373, grad_norm: 0.0897 2021-03-16 15:42:04,968 - mmaction - INFO - Epoch [5][1380/1921] lr: 3.000e-02, eta: 2:38:56, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0379, recall@thr=0.5: 0.7224, prec@thr=0.5: 0.7920, recall@top3: 0.8237, prec@top3: 0.6679, recall@top5: 0.9363, prec@top5: 0.4670, loss: 0.0379, grad_norm: 0.0924 2021-03-16 15:42:23,296 - mmaction - INFO - Epoch [5][1400/1921] lr: 3.000e-02, eta: 2:38:37, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0381, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.7918, recall@top3: 0.8164, prec@top3: 0.6670, recall@top5: 0.9355, prec@top5: 0.4687, loss: 0.0381, grad_norm: 0.0908 2021-03-16 15:42:41,627 - mmaction - INFO - Epoch [5][1420/1921] lr: 3.000e-02, eta: 2:38:17, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0379, recall@thr=0.5: 0.7196, prec@thr=0.5: 0.7960, recall@top3: 0.8191, prec@top3: 0.6599, recall@top5: 0.9350, prec@top5: 0.4634, loss: 0.0379, grad_norm: 0.0890 2021-03-16 15:42:59,986 - mmaction - INFO - Epoch [5][1440/1921] lr: 3.000e-02, eta: 2:37:58, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0380, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.7886, recall@top3: 0.8196, prec@top3: 0.6687, recall@top5: 0.9352, prec@top5: 0.4699, loss: 0.0380, grad_norm: 0.0914 2021-03-16 15:43:18,336 - mmaction - INFO - Epoch [5][1460/1921] lr: 3.000e-02, eta: 2:37:39, time: 0.917, data_time: 0.000, memory: 9895, loss_action_cls: 0.0384, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.7941, recall@top3: 0.8171, prec@top3: 0.6702, recall@top5: 0.9429, prec@top5: 0.4754, loss: 0.0384, grad_norm: 0.0877 2021-03-16 15:43:36,682 - mmaction - INFO - Epoch [5][1480/1921] lr: 3.000e-02, eta: 2:37:20, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0381, recall@thr=0.5: 0.7167, prec@thr=0.5: 0.7997, recall@top3: 0.8185, prec@top3: 0.6740, recall@top5: 0.9337, prec@top5: 0.4726, loss: 0.0381, grad_norm: 0.0900 2021-03-16 15:43:55,042 - mmaction - INFO - Epoch [5][1500/1921] lr: 3.000e-02, eta: 2:37:00, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0373, recall@thr=0.5: 0.7278, prec@thr=0.5: 0.7842, recall@top3: 0.8196, prec@top3: 0.6633, recall@top5: 0.9346, prec@top5: 0.4639, loss: 0.0373, grad_norm: 0.0906 2021-03-16 15:44:13,380 - mmaction - INFO - Epoch [5][1520/1921] lr: 3.000e-02, eta: 2:36:41, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0383, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7905, recall@top3: 0.8177, prec@top3: 0.6669, recall@top5: 0.9383, prec@top5: 0.4706, loss: 0.0383, grad_norm: 0.0895 2021-03-16 15:44:31,729 - mmaction - INFO - Epoch [5][1540/1921] lr: 3.000e-02, eta: 2:36:22, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0379, recall@thr=0.5: 0.7189, prec@thr=0.5: 0.7945, recall@top3: 0.8186, prec@top3: 0.6639, recall@top5: 0.9308, prec@top5: 0.4644, loss: 0.0379, grad_norm: 0.0906 2021-03-16 15:44:50,066 - mmaction - INFO - Epoch [5][1560/1921] lr: 3.000e-02, eta: 2:36:02, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0386, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.7875, recall@top3: 0.8128, prec@top3: 0.6660, recall@top5: 0.9344, prec@top5: 0.4695, loss: 0.0386, grad_norm: 0.0874 2021-03-16 15:45:08,413 - mmaction - INFO - Epoch [5][1580/1921] lr: 3.000e-02, eta: 2:35:43, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0376, recall@thr=0.5: 0.7255, prec@thr=0.5: 0.8017, recall@top3: 0.8277, prec@top3: 0.6689, recall@top5: 0.9340, prec@top5: 0.4650, loss: 0.0376, grad_norm: 0.0869 2021-03-16 15:45:26,757 - mmaction - INFO - Epoch [5][1600/1921] lr: 3.000e-02, eta: 2:35:24, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0370, recall@thr=0.5: 0.7392, prec@thr=0.5: 0.7966, recall@top3: 0.8254, prec@top3: 0.6788, recall@top5: 0.9401, prec@top5: 0.4752, loss: 0.0370, grad_norm: 0.0873 2021-03-16 15:45:45,083 - mmaction - INFO - Epoch [5][1620/1921] lr: 3.000e-02, eta: 2:35:05, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0373, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7929, recall@top3: 0.8246, prec@top3: 0.6677, recall@top5: 0.9344, prec@top5: 0.4645, loss: 0.0373, grad_norm: 0.0913 2021-03-16 15:46:03,436 - mmaction - INFO - Epoch [5][1640/1921] lr: 3.000e-02, eta: 2:34:45, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7345, prec@thr=0.5: 0.8056, recall@top3: 0.8248, prec@top3: 0.6750, recall@top5: 0.9368, prec@top5: 0.4709, loss: 0.0369, grad_norm: 0.0883 2021-03-16 15:46:21,751 - mmaction - INFO - Epoch [5][1660/1921] lr: 3.000e-02, eta: 2:34:26, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0378, recall@thr=0.5: 0.7167, prec@thr=0.5: 0.7897, recall@top3: 0.8159, prec@top3: 0.6659, recall@top5: 0.9353, prec@top5: 0.4678, loss: 0.0378, grad_norm: 0.0900 2021-03-16 15:46:40,081 - mmaction - INFO - Epoch [5][1680/1921] lr: 3.000e-02, eta: 2:34:07, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0387, recall@thr=0.5: 0.7117, prec@thr=0.5: 0.7809, recall@top3: 0.8139, prec@top3: 0.6575, recall@top5: 0.9308, prec@top5: 0.4600, loss: 0.0387, grad_norm: 0.0958 2021-03-16 15:46:58,416 - mmaction - INFO - Epoch [5][1700/1921] lr: 3.000e-02, eta: 2:33:48, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0374, recall@thr=0.5: 0.7243, prec@thr=0.5: 0.8027, recall@top3: 0.8174, prec@top3: 0.6627, recall@top5: 0.9391, prec@top5: 0.4672, loss: 0.0374, grad_norm: 0.0898 2021-03-16 15:47:16,778 - mmaction - INFO - Epoch [5][1720/1921] lr: 3.000e-02, eta: 2:33:28, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0384, recall@thr=0.5: 0.7146, prec@thr=0.5: 0.7995, recall@top3: 0.8176, prec@top3: 0.6620, recall@top5: 0.9346, prec@top5: 0.4664, loss: 0.0384, grad_norm: 0.0906 2021-03-16 15:47:35,112 - mmaction - INFO - Epoch [5][1740/1921] lr: 3.000e-02, eta: 2:33:09, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0388, recall@thr=0.5: 0.7234, prec@thr=0.5: 0.7950, recall@top3: 0.8205, prec@top3: 0.6664, recall@top5: 0.9292, prec@top5: 0.4635, loss: 0.0388, grad_norm: 0.0903 2021-03-16 15:47:53,445 - mmaction - INFO - Epoch [5][1760/1921] lr: 3.000e-02, eta: 2:32:50, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0377, recall@thr=0.5: 0.7280, prec@thr=0.5: 0.7995, recall@top3: 0.8229, prec@top3: 0.6752, recall@top5: 0.9334, prec@top5: 0.4723, loss: 0.0377, grad_norm: 0.0908 2021-03-16 15:48:11,797 - mmaction - INFO - Epoch [5][1780/1921] lr: 3.000e-02, eta: 2:32:31, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0378, recall@thr=0.5: 0.7317, prec@thr=0.5: 0.7954, recall@top3: 0.8268, prec@top3: 0.6775, recall@top5: 0.9371, prec@top5: 0.4724, loss: 0.0378, grad_norm: 0.0891 2021-03-16 15:48:30,161 - mmaction - INFO - Epoch [5][1800/1921] lr: 3.000e-02, eta: 2:32:11, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0378, recall@thr=0.5: 0.7268, prec@thr=0.5: 0.7965, recall@top3: 0.8201, prec@top3: 0.6698, recall@top5: 0.9381, prec@top5: 0.4700, loss: 0.0378, grad_norm: 0.0892 2021-03-16 15:48:48,524 - mmaction - INFO - Epoch [5][1820/1921] lr: 3.000e-02, eta: 2:31:52, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0382, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.7895, recall@top3: 0.8191, prec@top3: 0.6614, recall@top5: 0.9343, prec@top5: 0.4629, loss: 0.0382, grad_norm: 0.0927 2021-03-16 15:49:06,904 - mmaction - INFO - Epoch [5][1840/1921] lr: 3.000e-02, eta: 2:31:33, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0385, recall@thr=0.5: 0.7273, prec@thr=0.5: 0.7961, recall@top3: 0.8171, prec@top3: 0.6696, recall@top5: 0.9363, prec@top5: 0.4710, loss: 0.0385, grad_norm: 0.0883 2021-03-16 15:49:25,284 - mmaction - INFO - Epoch [5][1860/1921] lr: 3.000e-02, eta: 2:31:14, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0372, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7978, recall@top3: 0.8244, prec@top3: 0.6684, recall@top5: 0.9368, prec@top5: 0.4671, loss: 0.0372, grad_norm: 0.0900 2021-03-16 15:49:43,638 - mmaction - INFO - Epoch [5][1880/1921] lr: 3.000e-02, eta: 2:30:55, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0374, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.7974, recall@top3: 0.8253, prec@top3: 0.6762, recall@top5: 0.9387, prec@top5: 0.4710, loss: 0.0374, grad_norm: 0.0906 2021-03-16 15:50:02,030 - mmaction - INFO - Epoch [5][1900/1921] lr: 3.000e-02, eta: 2:30:36, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7410, prec@thr=0.5: 0.8110, recall@top3: 0.8237, prec@top3: 0.6836, recall@top5: 0.9384, prec@top5: 0.4785, loss: 0.0369, grad_norm: 0.0884 2021-03-16 15:50:20,417 - mmaction - INFO - Epoch [5][1920/1921] lr: 3.000e-02, eta: 2:30:16, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0374, recall@thr=0.5: 0.7293, prec@thr=0.5: 0.7985, recall@top3: 0.8211, prec@top3: 0.6646, recall@top5: 0.9341, prec@top5: 0.4649, loss: 0.0374, grad_norm: 0.0878 2021-03-16 15:50:23,193 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-03-16 15:55:54,703 - mmaction - INFO - Evaluating mAP ... 2021-03-16 16:03:45,714 - mmaction - INFO - mAP@0.5IOU 0.2369 2021-03-16 16:03:46,093 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_5.pth. 2021-03-16 16:03:46,093 - mmaction - INFO - Best mAP@0.5IOU is 0.2369 at 5 epoch. 2021-03-16 16:03:47,204 - mmaction - INFO - Epoch(val) [5][1921] mAP@0.5IOU: 0.2369 2021-03-16 16:04:40,850 - mmaction - INFO - Epoch [6][20/1921] lr: 3.000e-02, eta: 2:30:30, time: 2.681, data_time: 1.770, memory: 9895, loss_action_cls: 0.0387, recall@thr=0.5: 0.7115, prec@thr=0.5: 0.7917, recall@top3: 0.8162, prec@top3: 0.6559, recall@top5: 0.9351, prec@top5: 0.4629, loss: 0.0387, grad_norm: 0.0916 2021-03-16 16:04:59,157 - mmaction - INFO - Epoch [6][40/1921] lr: 3.000e-02, eta: 2:30:11, time: 0.915, data_time: 0.003, memory: 9895, loss_action_cls: 0.0379, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.8054, recall@top3: 0.8209, prec@top3: 0.6697, recall@top5: 0.9371, prec@top5: 0.4700, loss: 0.0379, grad_norm: 0.0878 2021-03-16 16:05:17,432 - mmaction - INFO - Epoch [6][60/1921] lr: 3.000e-02, eta: 2:29:52, time: 0.914, data_time: 0.001, memory: 9895, loss_action_cls: 0.0381, recall@thr=0.5: 0.7135, prec@thr=0.5: 0.7925, recall@top3: 0.8197, prec@top3: 0.6584, recall@top5: 0.9393, prec@top5: 0.4628, loss: 0.0381, grad_norm: 0.0899 2021-03-16 16:05:35,711 - mmaction - INFO - Epoch [6][80/1921] lr: 3.000e-02, eta: 2:29:32, time: 0.914, data_time: 0.001, memory: 9895, loss_action_cls: 0.0383, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7961, recall@top3: 0.8207, prec@top3: 0.6606, recall@top5: 0.9351, prec@top5: 0.4614, loss: 0.0383, grad_norm: 0.0905 2021-03-16 16:05:54,006 - mmaction - INFO - Epoch [6][100/1921] lr: 3.000e-02, eta: 2:29:13, time: 0.915, data_time: 0.001, memory: 9895, loss_action_cls: 0.0381, recall@thr=0.5: 0.7094, prec@thr=0.5: 0.7876, recall@top3: 0.8186, prec@top3: 0.6612, recall@top5: 0.9363, prec@top5: 0.4649, loss: 0.0381, grad_norm: 0.0895 2021-03-16 16:06:12,386 - mmaction - INFO - Epoch [6][120/1921] lr: 3.000e-02, eta: 2:28:54, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0375, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7963, recall@top3: 0.8167, prec@top3: 0.6624, recall@top5: 0.9348, prec@top5: 0.4668, loss: 0.0375, grad_norm: 0.0907 2021-03-16 16:06:30,706 - mmaction - INFO - Epoch [6][140/1921] lr: 3.000e-02, eta: 2:28:34, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0379, recall@thr=0.5: 0.7196, prec@thr=0.5: 0.7947, recall@top3: 0.8185, prec@top3: 0.6573, recall@top5: 0.9337, prec@top5: 0.4607, loss: 0.0379, grad_norm: 0.0920 2021-03-16 16:06:49,044 - mmaction - INFO - Epoch [6][160/1921] lr: 3.000e-02, eta: 2:28:15, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0388, recall@thr=0.5: 0.7140, prec@thr=0.5: 0.7924, recall@top3: 0.8160, prec@top3: 0.6714, recall@top5: 0.9341, prec@top5: 0.4733, loss: 0.0388, grad_norm: 0.0922 2021-03-16 16:07:07,407 - mmaction - INFO - Epoch [6][180/1921] lr: 3.000e-02, eta: 2:27:56, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0372, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.7974, recall@top3: 0.8248, prec@top3: 0.6691, recall@top5: 0.9374, prec@top5: 0.4672, loss: 0.0372, grad_norm: 0.0904 2021-03-16 16:07:25,733 - mmaction - INFO - Epoch [6][200/1921] lr: 3.000e-02, eta: 2:27:36, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0377, recall@thr=0.5: 0.7249, prec@thr=0.5: 0.7980, recall@top3: 0.8259, prec@top3: 0.6771, recall@top5: 0.9368, prec@top5: 0.4725, loss: 0.0377, grad_norm: 0.0912 2021-03-16 16:07:44,085 - mmaction - INFO - Epoch [6][220/1921] lr: 3.000e-02, eta: 2:27:17, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0387, recall@thr=0.5: 0.7123, prec@thr=0.5: 0.7914, recall@top3: 0.8129, prec@top3: 0.6675, recall@top5: 0.9300, prec@top5: 0.4684, loss: 0.0387, grad_norm: 0.0923 2021-03-16 16:08:02,454 - mmaction - INFO - Epoch [6][240/1921] lr: 3.000e-02, eta: 2:26:58, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7346, prec@thr=0.5: 0.8015, recall@top3: 0.8300, prec@top3: 0.6786, recall@top5: 0.9390, prec@top5: 0.4712, loss: 0.0366, grad_norm: 0.0886 2021-03-16 16:08:20,796 - mmaction - INFO - Epoch [6][260/1921] lr: 3.000e-02, eta: 2:26:38, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0375, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7962, recall@top3: 0.8235, prec@top3: 0.6592, recall@top5: 0.9338, prec@top5: 0.4589, loss: 0.0375, grad_norm: 0.0896 2021-03-16 16:08:39,136 - mmaction - INFO - Epoch [6][280/1921] lr: 3.000e-02, eta: 2:26:19, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0376, recall@thr=0.5: 0.7308, prec@thr=0.5: 0.7987, recall@top3: 0.8216, prec@top3: 0.6722, recall@top5: 0.9378, prec@top5: 0.4727, loss: 0.0376, grad_norm: 0.0905 2021-03-16 16:08:57,489 - mmaction - INFO - Epoch [6][300/1921] lr: 3.000e-02, eta: 2:26:00, time: 0.918, data_time: 0.000, memory: 9895, loss_action_cls: 0.0374, recall@thr=0.5: 0.7225, prec@thr=0.5: 0.7972, recall@top3: 0.8204, prec@top3: 0.6668, recall@top5: 0.9360, prec@top5: 0.4682, loss: 0.0374, grad_norm: 0.0916 2021-03-16 16:09:15,827 - mmaction - INFO - Epoch [6][320/1921] lr: 3.000e-02, eta: 2:25:41, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0375, recall@thr=0.5: 0.7217, prec@thr=0.5: 0.7968, recall@top3: 0.8220, prec@top3: 0.6628, recall@top5: 0.9342, prec@top5: 0.4626, loss: 0.0375, grad_norm: 0.0954 2021-03-16 16:09:34,199 - mmaction - INFO - Epoch [6][340/1921] lr: 3.000e-02, eta: 2:25:21, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0372, recall@thr=0.5: 0.7300, prec@thr=0.5: 0.8007, recall@top3: 0.8289, prec@top3: 0.6868, recall@top5: 0.9404, prec@top5: 0.4786, loss: 0.0372, grad_norm: 0.0907 2021-03-16 16:09:52,569 - mmaction - INFO - Epoch [6][360/1921] lr: 3.000e-02, eta: 2:25:02, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0370, recall@thr=0.5: 0.7332, prec@thr=0.5: 0.8018, recall@top3: 0.8278, prec@top3: 0.6714, recall@top5: 0.9366, prec@top5: 0.4660, loss: 0.0370, grad_norm: 0.0912 2021-03-16 16:10:10,949 - mmaction - INFO - Epoch [6][380/1921] lr: 3.000e-02, eta: 2:24:43, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0381, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7891, recall@top3: 0.8186, prec@top3: 0.6712, recall@top5: 0.9404, prec@top5: 0.4741, loss: 0.0381, grad_norm: 0.0942 2021-03-16 16:10:29,318 - mmaction - INFO - Epoch [6][400/1921] lr: 3.000e-02, eta: 2:24:24, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0380, recall@thr=0.5: 0.7153, prec@thr=0.5: 0.7895, recall@top3: 0.8210, prec@top3: 0.6644, recall@top5: 0.9377, prec@top5: 0.4672, loss: 0.0380, grad_norm: 0.0901 2021-03-16 16:10:47,690 - mmaction - INFO - Epoch [6][420/1921] lr: 3.000e-02, eta: 2:24:04, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0376, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.7944, recall@top3: 0.8239, prec@top3: 0.6680, recall@top5: 0.9356, prec@top5: 0.4666, loss: 0.0376, grad_norm: 0.0937 2021-03-16 16:11:06,047 - mmaction - INFO - Epoch [6][440/1921] lr: 3.000e-02, eta: 2:23:45, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0375, recall@thr=0.5: 0.7314, prec@thr=0.5: 0.7942, recall@top3: 0.8222, prec@top3: 0.6695, recall@top5: 0.9358, prec@top5: 0.4688, loss: 0.0375, grad_norm: 0.0886 2021-03-16 16:11:24,388 - mmaction - INFO - Epoch [6][460/1921] lr: 3.000e-02, eta: 2:23:26, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0381, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.7958, recall@top3: 0.8190, prec@top3: 0.6698, recall@top5: 0.9361, prec@top5: 0.4706, loss: 0.0381, grad_norm: 0.0893 2021-03-16 16:11:42,750 - mmaction - INFO - Epoch [6][480/1921] lr: 3.000e-02, eta: 2:23:07, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0383, recall@thr=0.5: 0.7220, prec@thr=0.5: 0.7957, recall@top3: 0.8158, prec@top3: 0.6630, recall@top5: 0.9324, prec@top5: 0.4656, loss: 0.0383, grad_norm: 0.0966 2021-03-16 16:12:01,115 - mmaction - INFO - Epoch [6][500/1921] lr: 3.000e-02, eta: 2:22:47, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0373, recall@thr=0.5: 0.7304, prec@thr=0.5: 0.7999, recall@top3: 0.8234, prec@top3: 0.6736, recall@top5: 0.9368, prec@top5: 0.4711, loss: 0.0373, grad_norm: 0.0902 2021-03-16 16:12:19,464 - mmaction - INFO - Epoch [6][520/1921] lr: 3.000e-02, eta: 2:22:28, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0382, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.7945, recall@top3: 0.8184, prec@top3: 0.6657, recall@top5: 0.9322, prec@top5: 0.4673, loss: 0.0382, grad_norm: 0.0909 2021-03-16 16:12:37,799 - mmaction - INFO - Epoch [6][540/1921] lr: 3.000e-02, eta: 2:22:09, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7342, prec@thr=0.5: 0.7982, recall@top3: 0.8232, prec@top3: 0.6684, recall@top5: 0.9386, prec@top5: 0.4685, loss: 0.0367, grad_norm: 0.0904 2021-03-16 16:12:56,133 - mmaction - INFO - Epoch [6][560/1921] lr: 3.000e-02, eta: 2:21:50, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0389, recall@thr=0.5: 0.7109, prec@thr=0.5: 0.7874, recall@top3: 0.8133, prec@top3: 0.6554, recall@top5: 0.9303, prec@top5: 0.4603, loss: 0.0389, grad_norm: 0.0962 2021-03-16 16:13:14,501 - mmaction - INFO - Epoch [6][580/1921] lr: 3.000e-02, eta: 2:21:30, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0380, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7935, recall@top3: 0.8207, prec@top3: 0.6582, recall@top5: 0.9306, prec@top5: 0.4572, loss: 0.0380, grad_norm: 0.0937 2021-03-16 16:13:32,859 - mmaction - INFO - Epoch [6][600/1921] lr: 3.000e-02, eta: 2:21:11, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0372, recall@thr=0.5: 0.7272, prec@thr=0.5: 0.7985, recall@top3: 0.8260, prec@top3: 0.6700, recall@top5: 0.9418, prec@top5: 0.4686, loss: 0.0372, grad_norm: 0.0908 2021-03-16 16:13:51,248 - mmaction - INFO - Epoch [6][620/1921] lr: 3.000e-02, eta: 2:20:52, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0381, recall@thr=0.5: 0.7170, prec@thr=0.5: 0.7932, recall@top3: 0.8156, prec@top3: 0.6611, recall@top5: 0.9338, prec@top5: 0.4658, loss: 0.0381, grad_norm: 0.0925 2021-03-16 16:14:09,618 - mmaction - INFO - Epoch [6][640/1921] lr: 3.000e-02, eta: 2:20:33, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0375, recall@thr=0.5: 0.7290, prec@thr=0.5: 0.7968, recall@top3: 0.8257, prec@top3: 0.6725, recall@top5: 0.9368, prec@top5: 0.4680, loss: 0.0375, grad_norm: 0.0899 2021-03-16 16:14:28,022 - mmaction - INFO - Epoch [6][660/1921] lr: 3.000e-02, eta: 2:20:14, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0372, recall@thr=0.5: 0.7311, prec@thr=0.5: 0.8015, recall@top3: 0.8248, prec@top3: 0.6728, recall@top5: 0.9386, prec@top5: 0.4689, loss: 0.0372, grad_norm: 0.0904 2021-03-16 16:14:46,375 - mmaction - INFO - Epoch [6][680/1921] lr: 3.000e-02, eta: 2:19:54, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0378, recall@thr=0.5: 0.7276, prec@thr=0.5: 0.7961, recall@top3: 0.8219, prec@top3: 0.6738, recall@top5: 0.9346, prec@top5: 0.4715, loss: 0.0378, grad_norm: 0.0890 2021-03-16 16:15:04,742 - mmaction - INFO - Epoch [6][700/1921] lr: 3.000e-02, eta: 2:19:35, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7265, prec@thr=0.5: 0.8046, recall@top3: 0.8262, prec@top3: 0.6680, recall@top5: 0.9371, prec@top5: 0.4656, loss: 0.0367, grad_norm: 0.0933 2021-03-16 16:15:23,090 - mmaction - INFO - Epoch [6][720/1921] lr: 3.000e-02, eta: 2:19:16, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0379, recall@thr=0.5: 0.7242, prec@thr=0.5: 0.7966, recall@top3: 0.8227, prec@top3: 0.6676, recall@top5: 0.9378, prec@top5: 0.4679, loss: 0.0379, grad_norm: 0.0919 2021-03-16 16:15:41,452 - mmaction - INFO - Epoch [6][740/1921] lr: 3.000e-02, eta: 2:18:57, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0381, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7942, recall@top3: 0.8186, prec@top3: 0.6701, recall@top5: 0.9358, prec@top5: 0.4705, loss: 0.0381, grad_norm: 0.0946 2021-03-16 16:15:59,808 - mmaction - INFO - Epoch [6][760/1921] lr: 3.000e-02, eta: 2:18:38, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0381, recall@thr=0.5: 0.7264, prec@thr=0.5: 0.7908, recall@top3: 0.8187, prec@top3: 0.6697, recall@top5: 0.9322, prec@top5: 0.4681, loss: 0.0381, grad_norm: 0.0930 2021-03-16 16:16:18,174 - mmaction - INFO - Epoch [6][780/1921] lr: 3.000e-02, eta: 2:18:18, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0376, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.7999, recall@top3: 0.8263, prec@top3: 0.6657, recall@top5: 0.9357, prec@top5: 0.4638, loss: 0.0376, grad_norm: 0.0941 2021-03-16 16:16:36,532 - mmaction - INFO - Epoch [6][800/1921] lr: 3.000e-02, eta: 2:17:59, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0384, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7911, recall@top3: 0.8184, prec@top3: 0.6694, recall@top5: 0.9329, prec@top5: 0.4671, loss: 0.0384, grad_norm: 0.0929 2021-03-16 16:16:54,894 - mmaction - INFO - Epoch [6][820/1921] lr: 3.000e-02, eta: 2:17:40, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7303, prec@thr=0.5: 0.7923, recall@top3: 0.8245, prec@top3: 0.6706, recall@top5: 0.9405, prec@top5: 0.4694, loss: 0.0365, grad_norm: 0.0891 2021-03-16 16:17:13,240 - mmaction - INFO - Epoch [6][840/1921] lr: 3.000e-02, eta: 2:17:21, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0381, recall@thr=0.5: 0.7131, prec@thr=0.5: 0.7843, recall@top3: 0.8196, prec@top3: 0.6612, recall@top5: 0.9333, prec@top5: 0.4626, loss: 0.0381, grad_norm: 0.0931 2021-03-16 16:17:31,592 - mmaction - INFO - Epoch [6][860/1921] lr: 3.000e-02, eta: 2:17:02, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7272, prec@thr=0.5: 0.7925, recall@top3: 0.8199, prec@top3: 0.6700, recall@top5: 0.9395, prec@top5: 0.4721, loss: 0.0366, grad_norm: 0.0907 2021-03-16 16:17:49,981 - mmaction - INFO - Epoch [6][880/1921] lr: 3.000e-02, eta: 2:16:43, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0373, recall@thr=0.5: 0.7303, prec@thr=0.5: 0.7903, recall@top3: 0.8250, prec@top3: 0.6793, recall@top5: 0.9397, prec@top5: 0.4762, loss: 0.0373, grad_norm: 0.0922 2021-03-16 16:18:08,329 - mmaction - INFO - Epoch [6][900/1921] lr: 3.000e-02, eta: 2:16:23, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.7976, recall@top3: 0.8307, prec@top3: 0.6757, recall@top5: 0.9430, prec@top5: 0.4712, loss: 0.0366, grad_norm: 0.0942 2021-03-16 16:18:26,688 - mmaction - INFO - Epoch [6][920/1921] lr: 3.000e-02, eta: 2:16:04, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0383, recall@thr=0.5: 0.7090, prec@thr=0.5: 0.7898, recall@top3: 0.8125, prec@top3: 0.6637, recall@top5: 0.9328, prec@top5: 0.4672, loss: 0.0383, grad_norm: 0.0903 2021-03-16 16:18:45,026 - mmaction - INFO - Epoch [6][940/1921] lr: 3.000e-02, eta: 2:15:45, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7277, prec@thr=0.5: 0.7966, recall@top3: 0.8341, prec@top3: 0.6759, recall@top5: 0.9398, prec@top5: 0.4661, loss: 0.0365, grad_norm: 0.0889 2021-03-16 16:19:03,390 - mmaction - INFO - Epoch [6][960/1921] lr: 3.000e-02, eta: 2:15:26, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7372, prec@thr=0.5: 0.7975, recall@top3: 0.8304, prec@top3: 0.6703, recall@top5: 0.9417, prec@top5: 0.4688, loss: 0.0366, grad_norm: 0.0933 2021-03-16 16:19:21,748 - mmaction - INFO - Epoch [6][980/1921] lr: 3.000e-02, eta: 2:15:07, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0373, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.7933, recall@top3: 0.8276, prec@top3: 0.6676, recall@top5: 0.9372, prec@top5: 0.4643, loss: 0.0373, grad_norm: 0.0939 2021-03-16 16:19:40,105 - mmaction - INFO - Epoch [6][1000/1921] lr: 3.000e-02, eta: 2:14:48, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0382, recall@thr=0.5: 0.7309, prec@thr=0.5: 0.8004, recall@top3: 0.8221, prec@top3: 0.6722, recall@top5: 0.9335, prec@top5: 0.4695, loss: 0.0382, grad_norm: 0.0942 2021-03-16 16:19:58,473 - mmaction - INFO - Epoch [6][1020/1921] lr: 3.000e-02, eta: 2:14:28, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0374, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7949, recall@top3: 0.8249, prec@top3: 0.6677, recall@top5: 0.9447, prec@top5: 0.4703, loss: 0.0374, grad_norm: 0.0920 2021-03-16 16:20:16,826 - mmaction - INFO - Epoch [6][1040/1921] lr: 3.000e-02, eta: 2:14:09, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0379, recall@thr=0.5: 0.7180, prec@thr=0.5: 0.7885, recall@top3: 0.8184, prec@top3: 0.6593, recall@top5: 0.9301, prec@top5: 0.4614, loss: 0.0379, grad_norm: 0.0938 2021-03-16 16:20:35,178 - mmaction - INFO - Epoch [6][1060/1921] lr: 3.000e-02, eta: 2:13:50, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0380, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.7917, recall@top3: 0.8227, prec@top3: 0.6705, recall@top5: 0.9368, prec@top5: 0.4694, loss: 0.0380, grad_norm: 0.0916 2021-03-16 16:20:53,526 - mmaction - INFO - Epoch [6][1080/1921] lr: 3.000e-02, eta: 2:13:31, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0377, recall@thr=0.5: 0.7272, prec@thr=0.5: 0.7958, recall@top3: 0.8205, prec@top3: 0.6698, recall@top5: 0.9355, prec@top5: 0.4697, loss: 0.0377, grad_norm: 0.0913 2021-03-16 16:21:11,890 - mmaction - INFO - Epoch [6][1100/1921] lr: 3.000e-02, eta: 2:13:12, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0384, recall@thr=0.5: 0.7166, prec@thr=0.5: 0.7899, recall@top3: 0.8201, prec@top3: 0.6626, recall@top5: 0.9371, prec@top5: 0.4647, loss: 0.0384, grad_norm: 0.0929 2021-03-16 16:21:30,230 - mmaction - INFO - Epoch [6][1120/1921] lr: 3.000e-02, eta: 2:12:53, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0373, recall@thr=0.5: 0.7333, prec@thr=0.5: 0.8036, recall@top3: 0.8238, prec@top3: 0.6784, recall@top5: 0.9336, prec@top5: 0.4723, loss: 0.0373, grad_norm: 0.0893 2021-03-16 16:21:48,567 - mmaction - INFO - Epoch [6][1140/1921] lr: 3.000e-02, eta: 2:12:33, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7270, prec@thr=0.5: 0.8055, recall@top3: 0.8207, prec@top3: 0.6684, recall@top5: 0.9359, prec@top5: 0.4681, loss: 0.0371, grad_norm: 0.0889 2021-03-16 16:22:06,925 - mmaction - INFO - Epoch [6][1160/1921] lr: 3.000e-02, eta: 2:12:14, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0380, recall@thr=0.5: 0.7161, prec@thr=0.5: 0.7846, recall@top3: 0.8166, prec@top3: 0.6693, recall@top5: 0.9349, prec@top5: 0.4724, loss: 0.0380, grad_norm: 0.0953 2021-03-16 16:22:25,306 - mmaction - INFO - Epoch [6][1180/1921] lr: 3.000e-02, eta: 2:11:55, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.8015, recall@top3: 0.8264, prec@top3: 0.6683, recall@top5: 0.9388, prec@top5: 0.4675, loss: 0.0369, grad_norm: 0.0941 2021-03-16 16:22:43,643 - mmaction - INFO - Epoch [6][1200/1921] lr: 3.000e-02, eta: 2:11:36, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0380, recall@thr=0.5: 0.7222, prec@thr=0.5: 0.7889, recall@top3: 0.8193, prec@top3: 0.6686, recall@top5: 0.9358, prec@top5: 0.4698, loss: 0.0380, grad_norm: 0.0948 2021-03-16 16:23:01,981 - mmaction - INFO - Epoch [6][1220/1921] lr: 3.000e-02, eta: 2:11:17, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0374, recall@thr=0.5: 0.7334, prec@thr=0.5: 0.8007, recall@top3: 0.8229, prec@top3: 0.6740, recall@top5: 0.9357, prec@top5: 0.4699, loss: 0.0374, grad_norm: 0.0899 2021-03-16 16:23:20,352 - mmaction - INFO - Epoch [6][1240/1921] lr: 3.000e-02, eta: 2:10:58, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0375, recall@thr=0.5: 0.7293, prec@thr=0.5: 0.7999, recall@top3: 0.8262, prec@top3: 0.6753, recall@top5: 0.9385, prec@top5: 0.4705, loss: 0.0375, grad_norm: 0.0979 2021-03-16 16:23:38,702 - mmaction - INFO - Epoch [6][1260/1921] lr: 3.000e-02, eta: 2:10:39, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0375, recall@thr=0.5: 0.7239, prec@thr=0.5: 0.7959, recall@top3: 0.8229, prec@top3: 0.6721, recall@top5: 0.9365, prec@top5: 0.4712, loss: 0.0375, grad_norm: 0.0944 2021-03-16 16:23:57,071 - mmaction - INFO - Epoch [6][1280/1921] lr: 3.000e-02, eta: 2:10:20, time: 0.918, data_time: 0.000, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7264, prec@thr=0.5: 0.8040, recall@top3: 0.8273, prec@top3: 0.6663, recall@top5: 0.9382, prec@top5: 0.4642, loss: 0.0368, grad_norm: 0.0889 2021-03-16 16:24:15,445 - mmaction - INFO - Epoch [6][1300/1921] lr: 3.000e-02, eta: 2:10:01, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0376, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7936, recall@top3: 0.8248, prec@top3: 0.6673, recall@top5: 0.9331, prec@top5: 0.4641, loss: 0.0376, grad_norm: 0.0932 2021-03-16 16:24:33,828 - mmaction - INFO - Epoch [6][1320/1921] lr: 3.000e-02, eta: 2:09:41, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0384, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.7925, recall@top3: 0.8147, prec@top3: 0.6711, recall@top5: 0.9327, prec@top5: 0.4719, loss: 0.0384, grad_norm: 0.0929 2021-03-16 16:24:52,217 - mmaction - INFO - Epoch [6][1340/1921] lr: 3.000e-02, eta: 2:09:22, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0377, recall@thr=0.5: 0.7266, prec@thr=0.5: 0.7958, recall@top3: 0.8249, prec@top3: 0.6645, recall@top5: 0.9385, prec@top5: 0.4670, loss: 0.0377, grad_norm: 0.0964 2021-03-16 16:25:10,632 - mmaction - INFO - Epoch [6][1360/1921] lr: 3.000e-02, eta: 2:09:03, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.7968, recall@top3: 0.8325, prec@top3: 0.6666, recall@top5: 0.9410, prec@top5: 0.4623, loss: 0.0365, grad_norm: 0.0916 2021-03-16 16:25:28,989 - mmaction - INFO - Epoch [6][1380/1921] lr: 3.000e-02, eta: 2:08:44, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.7923, recall@top3: 0.8216, prec@top3: 0.6624, recall@top5: 0.9439, prec@top5: 0.4659, loss: 0.0368, grad_norm: 0.0960 2021-03-16 16:25:47,360 - mmaction - INFO - Epoch [6][1400/1921] lr: 3.000e-02, eta: 2:08:25, time: 0.918, data_time: 0.000, memory: 9895, loss_action_cls: 0.0372, recall@thr=0.5: 0.7269, prec@thr=0.5: 0.7957, recall@top3: 0.8273, prec@top3: 0.6645, recall@top5: 0.9358, prec@top5: 0.4622, loss: 0.0372, grad_norm: 0.0914 2021-03-16 16:26:05,753 - mmaction - INFO - Epoch [6][1420/1921] lr: 3.000e-02, eta: 2:08:06, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0364, recall@thr=0.5: 0.7363, prec@thr=0.5: 0.8068, recall@top3: 0.8278, prec@top3: 0.6815, recall@top5: 0.9343, prec@top5: 0.4730, loss: 0.0364, grad_norm: 0.0909 2021-03-16 16:26:24,103 - mmaction - INFO - Epoch [6][1440/1921] lr: 3.000e-02, eta: 2:07:47, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7384, prec@thr=0.5: 0.8060, recall@top3: 0.8296, prec@top3: 0.6793, recall@top5: 0.9412, prec@top5: 0.4740, loss: 0.0367, grad_norm: 0.0895 2021-03-16 16:26:42,460 - mmaction - INFO - Epoch [6][1460/1921] lr: 3.000e-02, eta: 2:07:28, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0364, recall@thr=0.5: 0.7356, prec@thr=0.5: 0.8006, recall@top3: 0.8269, prec@top3: 0.6685, recall@top5: 0.9385, prec@top5: 0.4651, loss: 0.0364, grad_norm: 0.0900 2021-03-16 16:27:00,813 - mmaction - INFO - Epoch [6][1480/1921] lr: 3.000e-02, eta: 2:07:09, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0373, recall@thr=0.5: 0.7339, prec@thr=0.5: 0.8063, recall@top3: 0.8239, prec@top3: 0.6730, recall@top5: 0.9359, prec@top5: 0.4712, loss: 0.0373, grad_norm: 0.0942 2021-03-16 16:27:19,152 - mmaction - INFO - Epoch [6][1500/1921] lr: 3.000e-02, eta: 2:06:50, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7385, prec@thr=0.5: 0.8048, recall@top3: 0.8253, prec@top3: 0.6715, recall@top5: 0.9368, prec@top5: 0.4690, loss: 0.0368, grad_norm: 0.0943 2021-03-16 16:27:37,490 - mmaction - INFO - Epoch [6][1520/1921] lr: 3.000e-02, eta: 2:06:31, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0376, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.7932, recall@top3: 0.8212, prec@top3: 0.6664, recall@top5: 0.9354, prec@top5: 0.4654, loss: 0.0376, grad_norm: 0.0929 2021-03-16 16:27:55,842 - mmaction - INFO - Epoch [6][1540/1921] lr: 3.000e-02, eta: 2:06:11, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7402, prec@thr=0.5: 0.8074, recall@top3: 0.8245, prec@top3: 0.6780, recall@top5: 0.9451, prec@top5: 0.4769, loss: 0.0367, grad_norm: 0.0914 2021-03-16 16:28:14,204 - mmaction - INFO - Epoch [6][1560/1921] lr: 3.000e-02, eta: 2:05:52, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7314, prec@thr=0.5: 0.8006, recall@top3: 0.8273, prec@top3: 0.6724, recall@top5: 0.9412, prec@top5: 0.4708, loss: 0.0371, grad_norm: 0.0937 2021-03-16 16:28:32,579 - mmaction - INFO - Epoch [6][1580/1921] lr: 3.000e-02, eta: 2:05:33, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0374, recall@thr=0.5: 0.7308, prec@thr=0.5: 0.7963, recall@top3: 0.8235, prec@top3: 0.6713, recall@top5: 0.9372, prec@top5: 0.4696, loss: 0.0374, grad_norm: 0.0907 2021-03-16 16:28:50,947 - mmaction - INFO - Epoch [6][1600/1921] lr: 3.000e-02, eta: 2:05:14, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0377, recall@thr=0.5: 0.7221, prec@thr=0.5: 0.7991, recall@top3: 0.8203, prec@top3: 0.6664, recall@top5: 0.9328, prec@top5: 0.4660, loss: 0.0377, grad_norm: 0.0965 2021-03-16 16:29:09,289 - mmaction - INFO - Epoch [6][1620/1921] lr: 3.000e-02, eta: 2:04:55, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7243, prec@thr=0.5: 0.7950, recall@top3: 0.8222, prec@top3: 0.6702, recall@top5: 0.9368, prec@top5: 0.4683, loss: 0.0365, grad_norm: 0.0915 2021-03-16 16:29:27,655 - mmaction - INFO - Epoch [6][1640/1921] lr: 3.000e-02, eta: 2:04:36, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0376, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.8083, recall@top3: 0.8237, prec@top3: 0.6723, recall@top5: 0.9370, prec@top5: 0.4706, loss: 0.0376, grad_norm: 0.0919 2021-03-16 16:29:45,998 - mmaction - INFO - Epoch [6][1660/1921] lr: 3.000e-02, eta: 2:04:17, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0376, recall@thr=0.5: 0.7364, prec@thr=0.5: 0.8028, recall@top3: 0.8253, prec@top3: 0.6760, recall@top5: 0.9388, prec@top5: 0.4729, loss: 0.0376, grad_norm: 0.0938 2021-03-16 16:30:04,351 - mmaction - INFO - Epoch [6][1680/1921] lr: 3.000e-02, eta: 2:03:58, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7258, prec@thr=0.5: 0.7976, recall@top3: 0.8254, prec@top3: 0.6642, recall@top5: 0.9417, prec@top5: 0.4661, loss: 0.0365, grad_norm: 0.0936 2021-03-16 16:30:22,723 - mmaction - INFO - Epoch [6][1700/1921] lr: 3.000e-02, eta: 2:03:39, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7288, prec@thr=0.5: 0.7988, recall@top3: 0.8247, prec@top3: 0.6770, recall@top5: 0.9331, prec@top5: 0.4695, loss: 0.0369, grad_norm: 0.0935 2021-03-16 16:30:41,116 - mmaction - INFO - Epoch [6][1720/1921] lr: 3.000e-02, eta: 2:03:20, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0375, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.7963, recall@top3: 0.8188, prec@top3: 0.6625, recall@top5: 0.9318, prec@top5: 0.4626, loss: 0.0375, grad_norm: 0.0913 2021-03-16 16:30:59,468 - mmaction - INFO - Epoch [6][1740/1921] lr: 3.000e-02, eta: 2:03:01, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0382, recall@thr=0.5: 0.7139, prec@thr=0.5: 0.7910, recall@top3: 0.8199, prec@top3: 0.6639, recall@top5: 0.9372, prec@top5: 0.4662, loss: 0.0382, grad_norm: 0.0922 2021-03-16 16:31:17,825 - mmaction - INFO - Epoch [6][1760/1921] lr: 3.000e-02, eta: 2:02:42, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0385, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7895, recall@top3: 0.8129, prec@top3: 0.6665, recall@top5: 0.9338, prec@top5: 0.4693, loss: 0.0385, grad_norm: 0.0963 2021-03-16 16:31:36,197 - mmaction - INFO - Epoch [6][1780/1921] lr: 3.000e-02, eta: 2:02:23, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.8067, recall@top3: 0.8271, prec@top3: 0.6693, recall@top5: 0.9374, prec@top5: 0.4650, loss: 0.0369, grad_norm: 0.0927 2021-03-16 16:31:54,542 - mmaction - INFO - Epoch [6][1800/1921] lr: 3.000e-02, eta: 2:02:04, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0377, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.7935, recall@top3: 0.8183, prec@top3: 0.6636, recall@top5: 0.9336, prec@top5: 0.4653, loss: 0.0377, grad_norm: 0.0951 2021-03-16 16:32:12,882 - mmaction - INFO - Epoch [6][1820/1921] lr: 3.000e-02, eta: 2:01:45, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7285, prec@thr=0.5: 0.8042, recall@top3: 0.8303, prec@top3: 0.6683, recall@top5: 0.9371, prec@top5: 0.4632, loss: 0.0368, grad_norm: 0.0915 2021-03-16 16:32:31,234 - mmaction - INFO - Epoch [6][1840/1921] lr: 3.000e-02, eta: 2:01:26, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0381, recall@thr=0.5: 0.7145, prec@thr=0.5: 0.7911, recall@top3: 0.8174, prec@top3: 0.6651, recall@top5: 0.9299, prec@top5: 0.4638, loss: 0.0381, grad_norm: 0.0938 2021-03-16 16:32:49,611 - mmaction - INFO - Epoch [6][1860/1921] lr: 3.000e-02, eta: 2:01:06, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0362, recall@thr=0.5: 0.7307, prec@thr=0.5: 0.8123, recall@top3: 0.8321, prec@top3: 0.6711, recall@top5: 0.9416, prec@top5: 0.4664, loss: 0.0362, grad_norm: 0.0910 2021-03-16 16:33:07,966 - mmaction - INFO - Epoch [6][1880/1921] lr: 3.000e-02, eta: 2:00:47, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0375, recall@thr=0.5: 0.7294, prec@thr=0.5: 0.7985, recall@top3: 0.8154, prec@top3: 0.6704, recall@top5: 0.9344, prec@top5: 0.4720, loss: 0.0375, grad_norm: 0.0954 2021-03-16 16:33:26,341 - mmaction - INFO - Epoch [6][1900/1921] lr: 3.000e-02, eta: 2:00:28, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0382, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7904, recall@top3: 0.8176, prec@top3: 0.6691, recall@top5: 0.9335, prec@top5: 0.4692, loss: 0.0382, grad_norm: 0.0936 2021-03-16 16:33:44,685 - mmaction - INFO - Epoch [6][1920/1921] lr: 3.000e-02, eta: 2:00:09, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0360, recall@thr=0.5: 0.7312, prec@thr=0.5: 0.7937, recall@top3: 0.8279, prec@top3: 0.6671, recall@top5: 0.9414, prec@top5: 0.4666, loss: 0.0360, grad_norm: 0.0939 2021-03-16 16:33:47,738 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-03-16 16:39:18,136 - mmaction - INFO - Evaluating mAP ... 2021-03-16 16:47:13,249 - mmaction - INFO - mAP@0.5IOU 0.2360 2021-03-16 16:47:14,368 - mmaction - INFO - Epoch(val) [6][1921] mAP@0.5IOU: 0.2360 2021-03-16 16:48:07,790 - mmaction - INFO - Epoch [7][20/1921] lr: 3.000e-03, eta: 2:00:12, time: 2.670, data_time: 1.759, memory: 9895, loss_action_cls: 0.0372, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7887, recall@top3: 0.8256, prec@top3: 0.6566, recall@top5: 0.9343, prec@top5: 0.4565, loss: 0.0372, grad_norm: 0.0938 2021-03-16 16:48:26,079 - mmaction - INFO - Epoch [7][40/1921] lr: 3.000e-03, eta: 1:59:53, time: 0.915, data_time: 0.003, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7920, recall@top3: 0.8296, prec@top3: 0.6710, recall@top5: 0.9403, prec@top5: 0.4670, loss: 0.0366, grad_norm: 0.0940 2021-03-16 16:48:44,405 - mmaction - INFO - Epoch [7][60/1921] lr: 3.000e-03, eta: 1:59:34, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0358, recall@thr=0.5: 0.7296, prec@thr=0.5: 0.8032, recall@top3: 0.8238, prec@top3: 0.6688, recall@top5: 0.9433, prec@top5: 0.4715, loss: 0.0358, grad_norm: 0.0898 2021-03-16 16:49:02,723 - mmaction - INFO - Epoch [7][80/1921] lr: 3.000e-03, eta: 1:59:15, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0374, recall@thr=0.5: 0.7281, prec@thr=0.5: 0.8004, recall@top3: 0.8187, prec@top3: 0.6693, recall@top5: 0.9353, prec@top5: 0.4708, loss: 0.0374, grad_norm: 0.0902 2021-03-16 16:49:21,108 - mmaction - INFO - Epoch [7][100/1921] lr: 3.000e-03, eta: 1:58:55, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0375, recall@thr=0.5: 0.7315, prec@thr=0.5: 0.7966, recall@top3: 0.8266, prec@top3: 0.6709, recall@top5: 0.9359, prec@top5: 0.4664, loss: 0.0375, grad_norm: 0.0905 2021-03-16 16:49:39,493 - mmaction - INFO - Epoch [7][120/1921] lr: 3.000e-03, eta: 1:58:36, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0372, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.7943, recall@top3: 0.8277, prec@top3: 0.6672, recall@top5: 0.9385, prec@top5: 0.4641, loss: 0.0372, grad_norm: 0.0948 2021-03-16 16:49:57,931 - mmaction - INFO - Epoch [7][140/1921] lr: 3.000e-03, eta: 1:58:17, time: 0.922, data_time: 0.001, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7268, prec@thr=0.5: 0.7969, recall@top3: 0.8259, prec@top3: 0.6632, recall@top5: 0.9385, prec@top5: 0.4634, loss: 0.0365, grad_norm: 0.0920 2021-03-16 16:50:16,337 - mmaction - INFO - Epoch [7][160/1921] lr: 3.000e-03, eta: 1:57:58, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7333, prec@thr=0.5: 0.8064, recall@top3: 0.8267, prec@top3: 0.6754, recall@top5: 0.9382, prec@top5: 0.4714, loss: 0.0369, grad_norm: 0.0875 2021-03-16 16:50:34,724 - mmaction - INFO - Epoch [7][180/1921] lr: 3.000e-03, eta: 1:57:39, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0363, recall@thr=0.5: 0.7264, prec@thr=0.5: 0.7999, recall@top3: 0.8286, prec@top3: 0.6683, recall@top5: 0.9398, prec@top5: 0.4664, loss: 0.0363, grad_norm: 0.0942 2021-03-16 16:50:53,111 - mmaction - INFO - Epoch [7][200/1921] lr: 3.000e-03, eta: 1:57:20, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7329, prec@thr=0.5: 0.8063, recall@top3: 0.8273, prec@top3: 0.6627, recall@top5: 0.9427, prec@top5: 0.4655, loss: 0.0366, grad_norm: 0.0925 2021-03-16 16:51:11,504 - mmaction - INFO - Epoch [7][220/1921] lr: 3.000e-03, eta: 1:57:01, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0377, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7945, recall@top3: 0.8187, prec@top3: 0.6658, recall@top5: 0.9362, prec@top5: 0.4664, loss: 0.0377, grad_norm: 0.0970 2021-03-16 16:51:29,910 - mmaction - INFO - Epoch [7][240/1921] lr: 3.000e-03, eta: 1:56:42, time: 0.920, data_time: 0.000, memory: 9895, loss_action_cls: 0.0356, recall@thr=0.5: 0.7314, prec@thr=0.5: 0.8085, recall@top3: 0.8318, prec@top3: 0.6736, recall@top5: 0.9426, prec@top5: 0.4699, loss: 0.0356, grad_norm: 0.0913 2021-03-16 16:51:48,327 - mmaction - INFO - Epoch [7][260/1921] lr: 3.000e-03, eta: 1:56:23, time: 0.921, data_time: 0.001, memory: 9895, loss_action_cls: 0.0387, recall@thr=0.5: 0.7166, prec@thr=0.5: 0.7925, recall@top3: 0.8093, prec@top3: 0.6678, recall@top5: 0.9324, prec@top5: 0.4729, loss: 0.0387, grad_norm: 0.0927 2021-03-16 16:52:06,797 - mmaction - INFO - Epoch [7][280/1921] lr: 3.000e-03, eta: 1:56:04, time: 0.924, data_time: 0.001, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7387, prec@thr=0.5: 0.8057, recall@top3: 0.8280, prec@top3: 0.6720, recall@top5: 0.9363, prec@top5: 0.4677, loss: 0.0365, grad_norm: 0.0931 2021-03-16 16:52:25,211 - mmaction - INFO - Epoch [7][300/1921] lr: 3.000e-03, eta: 1:55:45, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7308, prec@thr=0.5: 0.8013, recall@top3: 0.8242, prec@top3: 0.6715, recall@top5: 0.9372, prec@top5: 0.4695, loss: 0.0371, grad_norm: 0.0919 2021-03-16 16:52:43,629 - mmaction - INFO - Epoch [7][320/1921] lr: 3.000e-03, eta: 1:55:26, time: 0.921, data_time: 0.001, memory: 9895, loss_action_cls: 0.0360, recall@thr=0.5: 0.7418, prec@thr=0.5: 0.8087, recall@top3: 0.8324, prec@top3: 0.6738, recall@top5: 0.9450, prec@top5: 0.4709, loss: 0.0360, grad_norm: 0.0891 2021-03-16 16:53:02,028 - mmaction - INFO - Epoch [7][340/1921] lr: 3.000e-03, eta: 1:55:07, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7319, prec@thr=0.5: 0.8010, recall@top3: 0.8325, prec@top3: 0.6733, recall@top5: 0.9427, prec@top5: 0.4694, loss: 0.0371, grad_norm: 0.0911 2021-03-16 16:53:20,413 - mmaction - INFO - Epoch [7][360/1921] lr: 3.000e-03, eta: 1:54:48, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7366, prec@thr=0.5: 0.8036, recall@top3: 0.8292, prec@top3: 0.6702, recall@top5: 0.9421, prec@top5: 0.4687, loss: 0.0365, grad_norm: 0.0938 2021-03-16 16:53:38,781 - mmaction - INFO - Epoch [7][380/1921] lr: 3.000e-03, eta: 1:54:28, time: 0.918, data_time: 0.000, memory: 9895, loss_action_cls: 0.0372, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.7991, recall@top3: 0.8249, prec@top3: 0.6772, recall@top5: 0.9362, prec@top5: 0.4727, loss: 0.0372, grad_norm: 0.0907 2021-03-16 16:53:57,184 - mmaction - INFO - Epoch [7][400/1921] lr: 3.000e-03, eta: 1:54:09, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0372, recall@thr=0.5: 0.7316, prec@thr=0.5: 0.8021, recall@top3: 0.8279, prec@top3: 0.6725, recall@top5: 0.9364, prec@top5: 0.4679, loss: 0.0372, grad_norm: 0.0948 2021-03-16 16:54:15,549 - mmaction - INFO - Epoch [7][420/1921] lr: 3.000e-03, eta: 1:53:50, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7335, prec@thr=0.5: 0.8101, recall@top3: 0.8282, prec@top3: 0.6756, recall@top5: 0.9396, prec@top5: 0.4701, loss: 0.0365, grad_norm: 0.0925 2021-03-16 16:54:33,921 - mmaction - INFO - Epoch [7][440/1921] lr: 3.000e-03, eta: 1:53:31, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7279, prec@thr=0.5: 0.8046, recall@top3: 0.8252, prec@top3: 0.6811, recall@top5: 0.9382, prec@top5: 0.4765, loss: 0.0371, grad_norm: 0.0937 2021-03-16 16:54:52,302 - mmaction - INFO - Epoch [7][460/1921] lr: 3.000e-03, eta: 1:53:12, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0378, recall@thr=0.5: 0.7232, prec@thr=0.5: 0.7958, recall@top3: 0.8239, prec@top3: 0.6728, recall@top5: 0.9365, prec@top5: 0.4702, loss: 0.0378, grad_norm: 0.0942 2021-03-16 16:55:10,685 - mmaction - INFO - Epoch [7][480/1921] lr: 3.000e-03, eta: 1:52:53, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0361, recall@thr=0.5: 0.7405, prec@thr=0.5: 0.8121, recall@top3: 0.8338, prec@top3: 0.6755, recall@top5: 0.9416, prec@top5: 0.4685, loss: 0.0361, grad_norm: 0.0931 2021-03-16 16:55:29,086 - mmaction - INFO - Epoch [7][500/1921] lr: 3.000e-03, eta: 1:52:34, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0364, recall@thr=0.5: 0.7307, prec@thr=0.5: 0.8047, recall@top3: 0.8262, prec@top3: 0.6779, recall@top5: 0.9397, prec@top5: 0.4734, loss: 0.0364, grad_norm: 0.0934 2021-03-16 16:55:47,456 - mmaction - INFO - Epoch [7][520/1921] lr: 3.000e-03, eta: 1:52:15, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7299, prec@thr=0.5: 0.8093, recall@top3: 0.8248, prec@top3: 0.6795, recall@top5: 0.9404, prec@top5: 0.4756, loss: 0.0369, grad_norm: 0.0966 2021-03-16 16:56:05,838 - mmaction - INFO - Epoch [7][540/1921] lr: 3.000e-03, eta: 1:51:56, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0380, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.7870, recall@top3: 0.8234, prec@top3: 0.6650, recall@top5: 0.9359, prec@top5: 0.4646, loss: 0.0380, grad_norm: 0.0964 2021-03-16 16:56:24,203 - mmaction - INFO - Epoch [7][560/1921] lr: 3.000e-03, eta: 1:51:37, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0362, recall@thr=0.5: 0.7435, prec@thr=0.5: 0.8125, recall@top3: 0.8329, prec@top3: 0.6750, recall@top5: 0.9403, prec@top5: 0.4692, loss: 0.0362, grad_norm: 0.0908 2021-03-16 16:56:42,560 - mmaction - INFO - Epoch [7][580/1921] lr: 3.000e-03, eta: 1:51:18, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7298, prec@thr=0.5: 0.7977, recall@top3: 0.8223, prec@top3: 0.6694, recall@top5: 0.9364, prec@top5: 0.4685, loss: 0.0369, grad_norm: 0.0921 2021-03-16 16:57:00,948 - mmaction - INFO - Epoch [7][600/1921] lr: 3.000e-03, eta: 1:50:59, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7367, prec@thr=0.5: 0.7995, recall@top3: 0.8283, prec@top3: 0.6629, recall@top5: 0.9402, prec@top5: 0.4633, loss: 0.0366, grad_norm: 0.0942 2021-03-16 16:57:19,350 - mmaction - INFO - Epoch [7][620/1921] lr: 3.000e-03, eta: 1:50:40, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7283, prec@thr=0.5: 0.8007, recall@top3: 0.8260, prec@top3: 0.6654, recall@top5: 0.9383, prec@top5: 0.4637, loss: 0.0368, grad_norm: 0.0913 2021-03-16 16:57:37,724 - mmaction - INFO - Epoch [7][640/1921] lr: 3.000e-03, eta: 1:50:21, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.8037, recall@top3: 0.8237, prec@top3: 0.6760, recall@top5: 0.9400, prec@top5: 0.4731, loss: 0.0367, grad_norm: 0.0921 2021-03-16 16:57:56,102 - mmaction - INFO - Epoch [7][660/1921] lr: 3.000e-03, eta: 1:50:02, time: 0.919, data_time: 0.000, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7287, prec@thr=0.5: 0.8019, recall@top3: 0.8242, prec@top3: 0.6728, recall@top5: 0.9375, prec@top5: 0.4704, loss: 0.0368, grad_norm: 0.0918 2021-03-16 16:58:14,462 - mmaction - INFO - Epoch [7][680/1921] lr: 3.000e-03, eta: 1:49:43, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7254, prec@thr=0.5: 0.7944, recall@top3: 0.8259, prec@top3: 0.6676, recall@top5: 0.9400, prec@top5: 0.4679, loss: 0.0365, grad_norm: 0.0944 2021-03-16 16:58:32,831 - mmaction - INFO - Epoch [7][700/1921] lr: 3.000e-03, eta: 1:49:24, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0378, recall@thr=0.5: 0.7268, prec@thr=0.5: 0.7968, recall@top3: 0.8194, prec@top3: 0.6703, recall@top5: 0.9349, prec@top5: 0.4703, loss: 0.0378, grad_norm: 0.0939 2021-03-16 16:58:51,193 - mmaction - INFO - Epoch [7][720/1921] lr: 3.000e-03, eta: 1:49:05, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0373, recall@thr=0.5: 0.7280, prec@thr=0.5: 0.7969, recall@top3: 0.8197, prec@top3: 0.6654, recall@top5: 0.9344, prec@top5: 0.4667, loss: 0.0373, grad_norm: 0.0940 2021-03-16 16:59:09,532 - mmaction - INFO - Epoch [7][740/1921] lr: 3.000e-03, eta: 1:48:45, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0379, recall@thr=0.5: 0.7268, prec@thr=0.5: 0.7962, recall@top3: 0.8235, prec@top3: 0.6691, recall@top5: 0.9364, prec@top5: 0.4677, loss: 0.0379, grad_norm: 0.0941 2021-03-16 16:59:27,893 - mmaction - INFO - Epoch [7][760/1921] lr: 3.000e-03, eta: 1:48:26, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0372, recall@thr=0.5: 0.7335, prec@thr=0.5: 0.8025, recall@top3: 0.8345, prec@top3: 0.6757, recall@top5: 0.9395, prec@top5: 0.4684, loss: 0.0372, grad_norm: 0.0920 2021-03-16 16:59:46,265 - mmaction - INFO - Epoch [7][780/1921] lr: 3.000e-03, eta: 1:48:07, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7374, prec@thr=0.5: 0.8102, recall@top3: 0.8273, prec@top3: 0.6867, recall@top5: 0.9432, prec@top5: 0.4828, loss: 0.0366, grad_norm: 0.0920 2021-03-16 17:00:04,633 - mmaction - INFO - Epoch [7][800/1921] lr: 3.000e-03, eta: 1:47:48, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0357, recall@thr=0.5: 0.7362, prec@thr=0.5: 0.8078, recall@top3: 0.8358, prec@top3: 0.6773, recall@top5: 0.9453, prec@top5: 0.4707, loss: 0.0357, grad_norm: 0.0881 2021-03-16 17:00:22,987 - mmaction - INFO - Epoch [7][820/1921] lr: 3.000e-03, eta: 1:47:29, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0376, recall@thr=0.5: 0.7282, prec@thr=0.5: 0.8012, recall@top3: 0.8177, prec@top3: 0.6708, recall@top5: 0.9344, prec@top5: 0.4720, loss: 0.0376, grad_norm: 0.0908 2021-03-16 17:00:41,343 - mmaction - INFO - Epoch [7][840/1921] lr: 3.000e-03, eta: 1:47:10, time: 0.918, data_time: 0.000, memory: 9895, loss_action_cls: 0.0375, recall@thr=0.5: 0.7263, prec@thr=0.5: 0.7962, recall@top3: 0.8260, prec@top3: 0.6661, recall@top5: 0.9379, prec@top5: 0.4649, loss: 0.0375, grad_norm: 0.0959 2021-03-16 17:00:59,712 - mmaction - INFO - Epoch [7][860/1921] lr: 3.000e-03, eta: 1:46:51, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.7955, recall@top3: 0.8236, prec@top3: 0.6679, recall@top5: 0.9412, prec@top5: 0.4681, loss: 0.0368, grad_norm: 0.0931 2021-03-16 17:01:18,062 - mmaction - INFO - Epoch [7][880/1921] lr: 3.000e-03, eta: 1:46:32, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7288, prec@thr=0.5: 0.8000, recall@top3: 0.8273, prec@top3: 0.6701, recall@top5: 0.9370, prec@top5: 0.4675, loss: 0.0369, grad_norm: 0.0897 2021-03-16 17:01:36,406 - mmaction - INFO - Epoch [7][900/1921] lr: 3.000e-03, eta: 1:46:13, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0364, recall@thr=0.5: 0.7317, prec@thr=0.5: 0.8012, recall@top3: 0.8279, prec@top3: 0.6720, recall@top5: 0.9385, prec@top5: 0.4660, loss: 0.0364, grad_norm: 0.0911 2021-03-16 17:01:54,750 - mmaction - INFO - Epoch [7][920/1921] lr: 3.000e-03, eta: 1:45:54, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0360, recall@thr=0.5: 0.7389, prec@thr=0.5: 0.8069, recall@top3: 0.8296, prec@top3: 0.6761, recall@top5: 0.9434, prec@top5: 0.4719, loss: 0.0360, grad_norm: 0.0961 2021-03-16 17:02:13,083 - mmaction - INFO - Epoch [7][940/1921] lr: 3.000e-03, eta: 1:45:35, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0380, recall@thr=0.5: 0.7138, prec@thr=0.5: 0.7864, recall@top3: 0.8145, prec@top3: 0.6573, recall@top5: 0.9330, prec@top5: 0.4624, loss: 0.0380, grad_norm: 0.0981 2021-03-16 17:02:31,435 - mmaction - INFO - Epoch [7][960/1921] lr: 3.000e-03, eta: 1:45:16, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7269, prec@thr=0.5: 0.8059, recall@top3: 0.8216, prec@top3: 0.6711, recall@top5: 0.9369, prec@top5: 0.4707, loss: 0.0366, grad_norm: 0.0910 2021-03-16 17:02:49,797 - mmaction - INFO - Epoch [7][980/1921] lr: 3.000e-03, eta: 1:44:57, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7330, prec@thr=0.5: 0.8034, recall@top3: 0.8317, prec@top3: 0.6781, recall@top5: 0.9402, prec@top5: 0.4706, loss: 0.0368, grad_norm: 0.0919 2021-03-16 17:03:08,157 - mmaction - INFO - Epoch [7][1000/1921] lr: 3.000e-03, eta: 1:44:38, time: 0.918, data_time: 0.000, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7334, prec@thr=0.5: 0.7960, recall@top3: 0.8232, prec@top3: 0.6654, recall@top5: 0.9355, prec@top5: 0.4658, loss: 0.0371, grad_norm: 0.0926 2021-03-16 17:03:26,497 - mmaction - INFO - Epoch [7][1020/1921] lr: 3.000e-03, eta: 1:44:19, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7358, prec@thr=0.5: 0.8086, recall@top3: 0.8317, prec@top3: 0.6775, recall@top5: 0.9395, prec@top5: 0.4706, loss: 0.0365, grad_norm: 0.0955 2021-03-16 17:03:44,862 - mmaction - INFO - Epoch [7][1040/1921] lr: 3.000e-03, eta: 1:44:00, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7266, prec@thr=0.5: 0.7970, recall@top3: 0.8260, prec@top3: 0.6627, recall@top5: 0.9393, prec@top5: 0.4631, loss: 0.0371, grad_norm: 0.0944 2021-03-16 17:04:03,208 - mmaction - INFO - Epoch [7][1060/1921] lr: 3.000e-03, eta: 1:43:41, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7313, prec@thr=0.5: 0.8037, recall@top3: 0.8226, prec@top3: 0.6640, recall@top5: 0.9375, prec@top5: 0.4644, loss: 0.0367, grad_norm: 0.0935 2021-03-16 17:04:21,598 - mmaction - INFO - Epoch [7][1080/1921] lr: 3.000e-03, eta: 1:43:22, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0376, recall@thr=0.5: 0.7250, prec@thr=0.5: 0.7998, recall@top3: 0.8237, prec@top3: 0.6648, recall@top5: 0.9373, prec@top5: 0.4659, loss: 0.0376, grad_norm: 0.0943 2021-03-16 17:04:39,966 - mmaction - INFO - Epoch [7][1100/1921] lr: 3.000e-03, eta: 1:43:03, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7280, prec@thr=0.5: 0.7964, recall@top3: 0.8241, prec@top3: 0.6742, recall@top5: 0.9414, prec@top5: 0.4731, loss: 0.0368, grad_norm: 0.0923 2021-03-16 17:04:58,323 - mmaction - INFO - Epoch [7][1120/1921] lr: 3.000e-03, eta: 1:42:44, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.8040, recall@top3: 0.8234, prec@top3: 0.6681, recall@top5: 0.9404, prec@top5: 0.4690, loss: 0.0368, grad_norm: 0.0919 2021-03-16 17:05:16,672 - mmaction - INFO - Epoch [7][1140/1921] lr: 3.000e-03, eta: 1:42:25, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0363, recall@thr=0.5: 0.7316, prec@thr=0.5: 0.8022, recall@top3: 0.8269, prec@top3: 0.6730, recall@top5: 0.9401, prec@top5: 0.4691, loss: 0.0363, grad_norm: 0.0934 2021-03-16 17:05:35,014 - mmaction - INFO - Epoch [7][1160/1921] lr: 3.000e-03, eta: 1:42:06, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7356, prec@thr=0.5: 0.8008, recall@top3: 0.8307, prec@top3: 0.6775, recall@top5: 0.9381, prec@top5: 0.4696, loss: 0.0369, grad_norm: 0.0927 2021-03-16 17:05:53,384 - mmaction - INFO - Epoch [7][1180/1921] lr: 3.000e-03, eta: 1:41:47, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0378, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.7944, recall@top3: 0.8157, prec@top3: 0.6720, recall@top5: 0.9309, prec@top5: 0.4710, loss: 0.0378, grad_norm: 0.0956 2021-03-16 17:06:11,773 - mmaction - INFO - Epoch [7][1200/1921] lr: 3.000e-03, eta: 1:41:28, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0374, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7928, recall@top3: 0.8197, prec@top3: 0.6658, recall@top5: 0.9374, prec@top5: 0.4666, loss: 0.0374, grad_norm: 0.0933 2021-03-16 17:06:30,130 - mmaction - INFO - Epoch [7][1220/1921] lr: 3.000e-03, eta: 1:41:09, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0362, recall@thr=0.5: 0.7419, prec@thr=0.5: 0.8040, recall@top3: 0.8280, prec@top3: 0.6789, recall@top5: 0.9393, prec@top5: 0.4739, loss: 0.0362, grad_norm: 0.0927 2021-03-16 17:06:48,484 - mmaction - INFO - Epoch [7][1240/1921] lr: 3.000e-03, eta: 1:40:50, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7344, prec@thr=0.5: 0.8088, recall@top3: 0.8289, prec@top3: 0.6784, recall@top5: 0.9423, prec@top5: 0.4743, loss: 0.0369, grad_norm: 0.0940 2021-03-16 17:07:06,862 - mmaction - INFO - Epoch [7][1260/1921] lr: 3.000e-03, eta: 1:40:31, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0362, recall@thr=0.5: 0.7370, prec@thr=0.5: 0.8013, recall@top3: 0.8293, prec@top3: 0.6762, recall@top5: 0.9426, prec@top5: 0.4717, loss: 0.0362, grad_norm: 0.0895 2021-03-16 17:07:25,256 - mmaction - INFO - Epoch [7][1280/1921] lr: 3.000e-03, eta: 1:40:12, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0380, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.7979, recall@top3: 0.8170, prec@top3: 0.6759, recall@top5: 0.9330, prec@top5: 0.4744, loss: 0.0380, grad_norm: 0.0895 2021-03-16 17:07:43,610 - mmaction - INFO - Epoch [7][1300/1921] lr: 3.000e-03, eta: 1:39:53, time: 0.918, data_time: 0.000, memory: 9895, loss_action_cls: 0.0382, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7946, recall@top3: 0.8171, prec@top3: 0.6649, recall@top5: 0.9332, prec@top5: 0.4663, loss: 0.0382, grad_norm: 0.0936 2021-03-16 17:08:01,958 - mmaction - INFO - Epoch [7][1320/1921] lr: 3.000e-03, eta: 1:39:34, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0363, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.7969, recall@top3: 0.8227, prec@top3: 0.6656, recall@top5: 0.9393, prec@top5: 0.4670, loss: 0.0363, grad_norm: 0.0971 2021-03-16 17:08:20,321 - mmaction - INFO - Epoch [7][1340/1921] lr: 3.000e-03, eta: 1:39:15, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0359, recall@thr=0.5: 0.7349, prec@thr=0.5: 0.8142, recall@top3: 0.8343, prec@top3: 0.6770, recall@top5: 0.9432, prec@top5: 0.4696, loss: 0.0359, grad_norm: 0.0919 2021-03-16 17:08:38,703 - mmaction - INFO - Epoch [7][1360/1921] lr: 3.000e-03, eta: 1:38:56, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7380, prec@thr=0.5: 0.8023, recall@top3: 0.8288, prec@top3: 0.6769, recall@top5: 0.9405, prec@top5: 0.4727, loss: 0.0367, grad_norm: 0.0911 2021-03-16 17:08:57,060 - mmaction - INFO - Epoch [7][1380/1921] lr: 3.000e-03, eta: 1:38:37, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7336, prec@thr=0.5: 0.7988, recall@top3: 0.8275, prec@top3: 0.6785, recall@top5: 0.9391, prec@top5: 0.4731, loss: 0.0371, grad_norm: 0.0951 2021-03-16 17:09:15,425 - mmaction - INFO - Epoch [7][1400/1921] lr: 3.000e-03, eta: 1:38:18, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0363, recall@thr=0.5: 0.7400, prec@thr=0.5: 0.8087, recall@top3: 0.8327, prec@top3: 0.6745, recall@top5: 0.9396, prec@top5: 0.4681, loss: 0.0363, grad_norm: 0.0932 2021-03-16 17:09:33,776 - mmaction - INFO - Epoch [7][1420/1921] lr: 3.000e-03, eta: 1:37:59, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0356, recall@thr=0.5: 0.7434, prec@thr=0.5: 0.8089, recall@top3: 0.8345, prec@top3: 0.6802, recall@top5: 0.9415, prec@top5: 0.4711, loss: 0.0356, grad_norm: 0.0919 2021-03-16 17:09:52,105 - mmaction - INFO - Epoch [7][1440/1921] lr: 3.000e-03, eta: 1:37:40, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7357, prec@thr=0.5: 0.8087, recall@top3: 0.8261, prec@top3: 0.6742, recall@top5: 0.9405, prec@top5: 0.4726, loss: 0.0368, grad_norm: 0.0941 2021-03-16 17:10:10,444 - mmaction - INFO - Epoch [7][1460/1921] lr: 3.000e-03, eta: 1:37:21, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7287, prec@thr=0.5: 0.7992, recall@top3: 0.8215, prec@top3: 0.6698, recall@top5: 0.9370, prec@top5: 0.4699, loss: 0.0371, grad_norm: 0.0943 2021-03-16 17:10:28,774 - mmaction - INFO - Epoch [7][1480/1921] lr: 3.000e-03, eta: 1:37:02, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7307, prec@thr=0.5: 0.8040, recall@top3: 0.8242, prec@top3: 0.6704, recall@top5: 0.9411, prec@top5: 0.4689, loss: 0.0368, grad_norm: 0.0926 2021-03-16 17:10:47,121 - mmaction - INFO - Epoch [7][1500/1921] lr: 3.000e-03, eta: 1:36:43, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7375, prec@thr=0.5: 0.8042, recall@top3: 0.8279, prec@top3: 0.6754, recall@top5: 0.9419, prec@top5: 0.4727, loss: 0.0365, grad_norm: 0.0950 2021-03-16 17:11:05,465 - mmaction - INFO - Epoch [7][1520/1921] lr: 3.000e-03, eta: 1:36:24, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0361, recall@thr=0.5: 0.7443, prec@thr=0.5: 0.8012, recall@top3: 0.8325, prec@top3: 0.6756, recall@top5: 0.9418, prec@top5: 0.4702, loss: 0.0361, grad_norm: 0.0934 2021-03-16 17:11:23,823 - mmaction - INFO - Epoch [7][1540/1921] lr: 3.000e-03, eta: 1:36:05, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0377, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.7932, recall@top3: 0.8141, prec@top3: 0.6633, recall@top5: 0.9307, prec@top5: 0.4657, loss: 0.0377, grad_norm: 0.0967 2021-03-16 17:11:42,205 - mmaction - INFO - Epoch [7][1560/1921] lr: 3.000e-03, eta: 1:35:46, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0360, recall@thr=0.5: 0.7335, prec@thr=0.5: 0.8047, recall@top3: 0.8263, prec@top3: 0.6695, recall@top5: 0.9419, prec@top5: 0.4691, loss: 0.0360, grad_norm: 0.0913 2021-03-16 17:12:00,565 - mmaction - INFO - Epoch [7][1580/1921] lr: 3.000e-03, eta: 1:35:27, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0363, recall@thr=0.5: 0.7298, prec@thr=0.5: 0.8049, recall@top3: 0.8312, prec@top3: 0.6736, recall@top5: 0.9378, prec@top5: 0.4675, loss: 0.0363, grad_norm: 0.0924 2021-03-16 17:12:18,948 - mmaction - INFO - Epoch [7][1600/1921] lr: 3.000e-03, eta: 1:35:09, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7234, prec@thr=0.5: 0.7984, recall@top3: 0.8246, prec@top3: 0.6711, recall@top5: 0.9424, prec@top5: 0.4702, loss: 0.0367, grad_norm: 0.0948 2021-03-16 17:12:37,283 - mmaction - INFO - Epoch [7][1620/1921] lr: 3.000e-03, eta: 1:34:50, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7318, prec@thr=0.5: 0.7977, recall@top3: 0.8289, prec@top3: 0.6652, recall@top5: 0.9390, prec@top5: 0.4626, loss: 0.0367, grad_norm: 0.0924 2021-03-16 17:12:55,614 - mmaction - INFO - Epoch [7][1640/1921] lr: 3.000e-03, eta: 1:34:31, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0361, recall@thr=0.5: 0.7324, prec@thr=0.5: 0.8056, recall@top3: 0.8298, prec@top3: 0.6783, recall@top5: 0.9417, prec@top5: 0.4722, loss: 0.0361, grad_norm: 0.0945 2021-03-16 17:13:13,975 - mmaction - INFO - Epoch [7][1660/1921] lr: 3.000e-03, eta: 1:34:12, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0372, recall@thr=0.5: 0.7294, prec@thr=0.5: 0.8025, recall@top3: 0.8280, prec@top3: 0.6774, recall@top5: 0.9370, prec@top5: 0.4700, loss: 0.0372, grad_norm: 0.0914 2021-03-16 17:13:32,366 - mmaction - INFO - Epoch [7][1680/1921] lr: 3.000e-03, eta: 1:33:53, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0358, recall@thr=0.5: 0.7407, prec@thr=0.5: 0.8080, recall@top3: 0.8357, prec@top3: 0.6836, recall@top5: 0.9407, prec@top5: 0.4729, loss: 0.0358, grad_norm: 0.0913 2021-03-16 17:13:50,740 - mmaction - INFO - Epoch [7][1700/1921] lr: 3.000e-03, eta: 1:33:34, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7360, prec@thr=0.5: 0.7959, recall@top3: 0.8270, prec@top3: 0.6672, recall@top5: 0.9399, prec@top5: 0.4666, loss: 0.0367, grad_norm: 0.0925 2021-03-16 17:14:09,101 - mmaction - INFO - Epoch [7][1720/1921] lr: 3.000e-03, eta: 1:33:15, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.7995, recall@top3: 0.8251, prec@top3: 0.6631, recall@top5: 0.9381, prec@top5: 0.4631, loss: 0.0366, grad_norm: 0.0948 2021-03-16 17:14:27,485 - mmaction - INFO - Epoch [7][1740/1921] lr: 3.000e-03, eta: 1:32:56, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7282, prec@thr=0.5: 0.8024, recall@top3: 0.8240, prec@top3: 0.6756, recall@top5: 0.9361, prec@top5: 0.4727, loss: 0.0365, grad_norm: 0.0926 2021-03-16 17:14:45,836 - mmaction - INFO - Epoch [7][1760/1921] lr: 3.000e-03, eta: 1:32:37, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0378, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7924, recall@top3: 0.8214, prec@top3: 0.6596, recall@top5: 0.9342, prec@top5: 0.4607, loss: 0.0378, grad_norm: 0.0962 2021-03-16 17:15:04,163 - mmaction - INFO - Epoch [7][1780/1921] lr: 3.000e-03, eta: 1:32:18, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0376, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.8014, recall@top3: 0.8206, prec@top3: 0.6734, recall@top5: 0.9346, prec@top5: 0.4701, loss: 0.0376, grad_norm: 0.0940 2021-03-16 17:15:22,526 - mmaction - INFO - Epoch [7][1800/1921] lr: 3.000e-03, eta: 1:31:59, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0359, recall@thr=0.5: 0.7449, prec@thr=0.5: 0.8131, recall@top3: 0.8356, prec@top3: 0.6815, recall@top5: 0.9412, prec@top5: 0.4715, loss: 0.0359, grad_norm: 0.0909 2021-03-16 17:15:40,876 - mmaction - INFO - Epoch [7][1820/1921] lr: 3.000e-03, eta: 1:31:40, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7377, prec@thr=0.5: 0.7966, recall@top3: 0.8295, prec@top3: 0.6663, recall@top5: 0.9373, prec@top5: 0.4620, loss: 0.0365, grad_norm: 0.0941 2021-03-16 17:15:59,221 - mmaction - INFO - Epoch [7][1840/1921] lr: 3.000e-03, eta: 1:31:21, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0384, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.8045, recall@top3: 0.8202, prec@top3: 0.6748, recall@top5: 0.9377, prec@top5: 0.4747, loss: 0.0384, grad_norm: 0.0941 2021-03-16 17:16:17,558 - mmaction - INFO - Epoch [7][1860/1921] lr: 3.000e-03, eta: 1:31:02, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0373, recall@thr=0.5: 0.7243, prec@thr=0.5: 0.7998, recall@top3: 0.8178, prec@top3: 0.6684, recall@top5: 0.9361, prec@top5: 0.4718, loss: 0.0373, grad_norm: 0.0954 2021-03-16 17:16:35,902 - mmaction - INFO - Epoch [7][1880/1921] lr: 3.000e-03, eta: 1:30:43, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7310, prec@thr=0.5: 0.7975, recall@top3: 0.8216, prec@top3: 0.6692, recall@top5: 0.9425, prec@top5: 0.4702, loss: 0.0366, grad_norm: 0.0943 2021-03-16 17:16:54,255 - mmaction - INFO - Epoch [7][1900/1921] lr: 3.000e-03, eta: 1:30:24, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7394, prec@thr=0.5: 0.8085, recall@top3: 0.8339, prec@top3: 0.6759, recall@top5: 0.9418, prec@top5: 0.4699, loss: 0.0366, grad_norm: 0.0927 2021-03-16 17:17:12,631 - mmaction - INFO - Epoch [7][1920/1921] lr: 3.000e-03, eta: 1:30:05, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0363, recall@thr=0.5: 0.7340, prec@thr=0.5: 0.8072, recall@top3: 0.8272, prec@top3: 0.6745, recall@top5: 0.9381, prec@top5: 0.4690, loss: 0.0363, grad_norm: 0.0949 2021-03-16 17:17:15,537 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-03-16 17:22:50,117 - mmaction - INFO - Evaluating mAP ... 2021-03-16 17:30:43,726 - mmaction - INFO - mAP@0.5IOU 0.2379 2021-03-16 17:30:45,850 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_7.pth. 2021-03-16 17:30:45,850 - mmaction - INFO - Best mAP@0.5IOU is 0.2379 at 7 epoch. 2021-03-16 17:30:46,986 - mmaction - INFO - Epoch(val) [7][1921] mAP@0.5IOU: 0.2379 2021-03-16 17:31:39,591 - mmaction - INFO - Epoch [8][20/1921] lr: 3.000e-03, eta: 1:30:00, time: 2.629, data_time: 1.723, memory: 9895, loss_action_cls: 0.0370, recall@thr=0.5: 0.7379, prec@thr=0.5: 0.8082, recall@top3: 0.8225, prec@top3: 0.6687, recall@top5: 0.9377, prec@top5: 0.4696, loss: 0.0370, grad_norm: 0.0919 2021-03-16 17:31:57,873 - mmaction - INFO - Epoch [8][40/1921] lr: 3.000e-03, eta: 1:29:41, time: 0.914, data_time: 0.003, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7384, prec@thr=0.5: 0.8083, recall@top3: 0.8255, prec@top3: 0.6832, recall@top5: 0.9416, prec@top5: 0.4777, loss: 0.0365, grad_norm: 0.0930 2021-03-16 17:32:16,194 - mmaction - INFO - Epoch [8][60/1921] lr: 3.000e-03, eta: 1:29:22, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0378, recall@thr=0.5: 0.7267, prec@thr=0.5: 0.7958, recall@top3: 0.8201, prec@top3: 0.6616, recall@top5: 0.9315, prec@top5: 0.4627, loss: 0.0378, grad_norm: 0.0947 2021-03-16 17:32:34,522 - mmaction - INFO - Epoch [8][80/1921] lr: 3.000e-03, eta: 1:29:03, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0361, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.8019, recall@top3: 0.8303, prec@top3: 0.6722, recall@top5: 0.9422, prec@top5: 0.4705, loss: 0.0361, grad_norm: 0.0924 2021-03-16 17:32:52,875 - mmaction - INFO - Epoch [8][100/1921] lr: 3.000e-03, eta: 1:28:44, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0361, recall@thr=0.5: 0.7376, prec@thr=0.5: 0.8061, recall@top3: 0.8299, prec@top3: 0.6774, recall@top5: 0.9441, prec@top5: 0.4737, loss: 0.0361, grad_norm: 0.0924 2021-03-16 17:33:11,213 - mmaction - INFO - Epoch [8][120/1921] lr: 3.000e-03, eta: 1:28:25, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0370, recall@thr=0.5: 0.7329, prec@thr=0.5: 0.8015, recall@top3: 0.8290, prec@top3: 0.6714, recall@top5: 0.9412, prec@top5: 0.4690, loss: 0.0370, grad_norm: 0.0930 2021-03-16 17:33:29,546 - mmaction - INFO - Epoch [8][140/1921] lr: 3.000e-03, eta: 1:28:06, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0377, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.8025, recall@top3: 0.8160, prec@top3: 0.6694, recall@top5: 0.9358, prec@top5: 0.4723, loss: 0.0377, grad_norm: 0.0927 2021-03-16 17:33:47,896 - mmaction - INFO - Epoch [8][160/1921] lr: 3.000e-03, eta: 1:27:47, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0376, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.8012, recall@top3: 0.8244, prec@top3: 0.6673, recall@top5: 0.9353, prec@top5: 0.4656, loss: 0.0376, grad_norm: 0.0957 2021-03-16 17:34:06,273 - mmaction - INFO - Epoch [8][180/1921] lr: 3.000e-03, eta: 1:27:28, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0357, recall@thr=0.5: 0.7380, prec@thr=0.5: 0.8085, recall@top3: 0.8307, prec@top3: 0.6749, recall@top5: 0.9416, prec@top5: 0.4707, loss: 0.0357, grad_norm: 0.0936 2021-03-16 17:34:24,640 - mmaction - INFO - Epoch [8][200/1921] lr: 3.000e-03, eta: 1:27:09, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7314, prec@thr=0.5: 0.7949, recall@top3: 0.8305, prec@top3: 0.6769, recall@top5: 0.9377, prec@top5: 0.4694, loss: 0.0368, grad_norm: 0.0931 2021-03-16 17:34:42,973 - mmaction - INFO - Epoch [8][220/1921] lr: 3.000e-03, eta: 1:26:50, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0360, recall@thr=0.5: 0.7370, prec@thr=0.5: 0.8180, recall@top3: 0.8301, prec@top3: 0.6825, recall@top5: 0.9412, prec@top5: 0.4758, loss: 0.0360, grad_norm: 0.0896 2021-03-16 17:35:01,322 - mmaction - INFO - Epoch [8][240/1921] lr: 3.000e-03, eta: 1:26:31, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7340, prec@thr=0.5: 0.8040, recall@top3: 0.8256, prec@top3: 0.6750, recall@top5: 0.9396, prec@top5: 0.4711, loss: 0.0365, grad_norm: 0.0938 2021-03-16 17:35:19,693 - mmaction - INFO - Epoch [8][260/1921] lr: 3.000e-03, eta: 1:26:12, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7309, prec@thr=0.5: 0.7983, recall@top3: 0.8228, prec@top3: 0.6665, recall@top5: 0.9404, prec@top5: 0.4689, loss: 0.0367, grad_norm: 0.0966 2021-03-16 17:35:38,036 - mmaction - INFO - Epoch [8][280/1921] lr: 3.000e-03, eta: 1:25:53, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7296, prec@thr=0.5: 0.8037, recall@top3: 0.8229, prec@top3: 0.6761, recall@top5: 0.9376, prec@top5: 0.4737, loss: 0.0366, grad_norm: 0.0935 2021-03-16 17:35:56,405 - mmaction - INFO - Epoch [8][300/1921] lr: 3.000e-03, eta: 1:25:34, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7375, prec@thr=0.5: 0.8001, recall@top3: 0.8320, prec@top3: 0.6723, recall@top5: 0.9424, prec@top5: 0.4679, loss: 0.0367, grad_norm: 0.0944 2021-03-16 17:36:14,770 - mmaction - INFO - Epoch [8][320/1921] lr: 3.000e-03, eta: 1:25:15, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7327, prec@thr=0.5: 0.7956, recall@top3: 0.8240, prec@top3: 0.6658, recall@top5: 0.9352, prec@top5: 0.4648, loss: 0.0365, grad_norm: 0.0929 2021-03-16 17:36:33,130 - mmaction - INFO - Epoch [8][340/1921] lr: 3.000e-03, eta: 1:24:56, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0370, recall@thr=0.5: 0.7333, prec@thr=0.5: 0.8057, recall@top3: 0.8263, prec@top3: 0.6767, recall@top5: 0.9362, prec@top5: 0.4706, loss: 0.0370, grad_norm: 0.0921 2021-03-16 17:36:51,534 - mmaction - INFO - Epoch [8][360/1921] lr: 3.000e-03, eta: 1:24:37, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0374, recall@thr=0.5: 0.7291, prec@thr=0.5: 0.8011, recall@top3: 0.8198, prec@top3: 0.6707, recall@top5: 0.9359, prec@top5: 0.4699, loss: 0.0374, grad_norm: 0.0918 2021-03-16 17:37:09,926 - mmaction - INFO - Epoch [8][380/1921] lr: 3.000e-03, eta: 1:24:18, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7282, prec@thr=0.5: 0.7953, recall@top3: 0.8292, prec@top3: 0.6721, recall@top5: 0.9414, prec@top5: 0.4680, loss: 0.0369, grad_norm: 0.0934 2021-03-16 17:37:28,302 - mmaction - INFO - Epoch [8][400/1921] lr: 3.000e-03, eta: 1:23:59, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0385, recall@thr=0.5: 0.7232, prec@thr=0.5: 0.7966, recall@top3: 0.8163, prec@top3: 0.6724, recall@top5: 0.9297, prec@top5: 0.4709, loss: 0.0385, grad_norm: 0.0952 2021-03-16 17:37:46,693 - mmaction - INFO - Epoch [8][420/1921] lr: 3.000e-03, eta: 1:23:40, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0362, recall@thr=0.5: 0.7365, prec@thr=0.5: 0.8044, recall@top3: 0.8290, prec@top3: 0.6765, recall@top5: 0.9392, prec@top5: 0.4720, loss: 0.0362, grad_norm: 0.0926 2021-03-16 17:38:05,078 - mmaction - INFO - Epoch [8][440/1921] lr: 3.000e-03, eta: 1:23:21, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0385, recall@thr=0.5: 0.7217, prec@thr=0.5: 0.7967, recall@top3: 0.8188, prec@top3: 0.6756, recall@top5: 0.9365, prec@top5: 0.4742, loss: 0.0385, grad_norm: 0.0958 2021-03-16 17:38:23,454 - mmaction - INFO - Epoch [8][460/1921] lr: 3.000e-03, eta: 1:23:02, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0363, recall@thr=0.5: 0.7391, prec@thr=0.5: 0.7966, recall@top3: 0.8276, prec@top3: 0.6668, recall@top5: 0.9408, prec@top5: 0.4648, loss: 0.0363, grad_norm: 0.0927 2021-03-16 17:38:41,827 - mmaction - INFO - Epoch [8][480/1921] lr: 3.000e-03, eta: 1:22:43, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7366, prec@thr=0.5: 0.8083, recall@top3: 0.8292, prec@top3: 0.6709, recall@top5: 0.9391, prec@top5: 0.4672, loss: 0.0367, grad_norm: 0.0924 2021-03-16 17:39:00,179 - mmaction - INFO - Epoch [8][500/1921] lr: 3.000e-03, eta: 1:22:24, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0356, recall@thr=0.5: 0.7297, prec@thr=0.5: 0.8077, recall@top3: 0.8330, prec@top3: 0.6734, recall@top5: 0.9410, prec@top5: 0.4663, loss: 0.0356, grad_norm: 0.0909 2021-03-16 17:39:18,527 - mmaction - INFO - Epoch [8][520/1921] lr: 3.000e-03, eta: 1:22:05, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0357, recall@thr=0.5: 0.7344, prec@thr=0.5: 0.8042, recall@top3: 0.8325, prec@top3: 0.6720, recall@top5: 0.9448, prec@top5: 0.4696, loss: 0.0357, grad_norm: 0.0927 2021-03-16 17:39:36,893 - mmaction - INFO - Epoch [8][540/1921] lr: 3.000e-03, eta: 1:21:46, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0379, recall@thr=0.5: 0.7171, prec@thr=0.5: 0.7914, recall@top3: 0.8164, prec@top3: 0.6694, recall@top5: 0.9343, prec@top5: 0.4698, loss: 0.0379, grad_norm: 0.0923 2021-03-16 17:39:55,256 - mmaction - INFO - Epoch [8][560/1921] lr: 3.000e-03, eta: 1:21:27, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7305, prec@thr=0.5: 0.8066, recall@top3: 0.8278, prec@top3: 0.6756, recall@top5: 0.9355, prec@top5: 0.4696, loss: 0.0368, grad_norm: 0.0906 2021-03-16 17:40:13,671 - mmaction - INFO - Epoch [8][580/1921] lr: 3.000e-03, eta: 1:21:09, time: 0.921, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7278, prec@thr=0.5: 0.7949, recall@top3: 0.8230, prec@top3: 0.6673, recall@top5: 0.9387, prec@top5: 0.4667, loss: 0.0367, grad_norm: 0.0933 2021-03-16 17:40:32,048 - mmaction - INFO - Epoch [8][600/1921] lr: 3.000e-03, eta: 1:20:50, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0379, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7974, recall@top3: 0.8190, prec@top3: 0.6611, recall@top5: 0.9314, prec@top5: 0.4617, loss: 0.0379, grad_norm: 0.0920 2021-03-16 17:40:50,422 - mmaction - INFO - Epoch [8][620/1921] lr: 3.000e-03, eta: 1:20:31, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0382, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7912, recall@top3: 0.8107, prec@top3: 0.6648, recall@top5: 0.9276, prec@top5: 0.4661, loss: 0.0382, grad_norm: 0.0933 2021-03-16 17:41:08,784 - mmaction - INFO - Epoch [8][640/1921] lr: 3.000e-03, eta: 1:20:12, time: 0.918, data_time: 0.000, memory: 9895, loss_action_cls: 0.0361, recall@thr=0.5: 0.7431, prec@thr=0.5: 0.8173, recall@top3: 0.8364, prec@top3: 0.6745, recall@top5: 0.9413, prec@top5: 0.4671, loss: 0.0361, grad_norm: 0.0912 2021-03-16 17:41:27,128 - mmaction - INFO - Epoch [8][660/1921] lr: 3.000e-03, eta: 1:19:53, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0381, recall@thr=0.5: 0.7245, prec@thr=0.5: 0.7991, recall@top3: 0.8181, prec@top3: 0.6683, recall@top5: 0.9381, prec@top5: 0.4709, loss: 0.0381, grad_norm: 0.0938 2021-03-16 17:41:45,477 - mmaction - INFO - Epoch [8][680/1921] lr: 3.000e-03, eta: 1:19:34, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0373, recall@thr=0.5: 0.7292, prec@thr=0.5: 0.7973, recall@top3: 0.8232, prec@top3: 0.6666, recall@top5: 0.9355, prec@top5: 0.4654, loss: 0.0373, grad_norm: 0.0899 2021-03-16 17:42:03,835 - mmaction - INFO - Epoch [8][700/1921] lr: 3.000e-03, eta: 1:19:15, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0377, recall@thr=0.5: 0.7248, prec@thr=0.5: 0.8022, recall@top3: 0.8221, prec@top3: 0.6776, recall@top5: 0.9375, prec@top5: 0.4735, loss: 0.0377, grad_norm: 0.0967 2021-03-16 17:42:22,229 - mmaction - INFO - Epoch [8][720/1921] lr: 3.000e-03, eta: 1:18:56, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0362, recall@thr=0.5: 0.7377, prec@thr=0.5: 0.8009, recall@top3: 0.8330, prec@top3: 0.6746, recall@top5: 0.9406, prec@top5: 0.4680, loss: 0.0362, grad_norm: 0.0932 2021-03-16 17:42:40,583 - mmaction - INFO - Epoch [8][740/1921] lr: 3.000e-03, eta: 1:18:37, time: 0.918, data_time: 0.000, memory: 9895, loss_action_cls: 0.0374, recall@thr=0.5: 0.7189, prec@thr=0.5: 0.8002, recall@top3: 0.8211, prec@top3: 0.6683, recall@top5: 0.9370, prec@top5: 0.4675, loss: 0.0374, grad_norm: 0.0935 2021-03-16 17:42:58,967 - mmaction - INFO - Epoch [8][760/1921] lr: 3.000e-03, eta: 1:18:18, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0373, recall@thr=0.5: 0.7261, prec@thr=0.5: 0.7960, recall@top3: 0.8292, prec@top3: 0.6650, recall@top5: 0.9379, prec@top5: 0.4628, loss: 0.0373, grad_norm: 0.0965 2021-03-16 17:43:17,363 - mmaction - INFO - Epoch [8][780/1921] lr: 3.000e-03, eta: 1:17:59, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0363, recall@thr=0.5: 0.7276, prec@thr=0.5: 0.8077, recall@top3: 0.8317, prec@top3: 0.6735, recall@top5: 0.9404, prec@top5: 0.4693, loss: 0.0363, grad_norm: 0.0954 2021-03-16 17:43:35,717 - mmaction - INFO - Epoch [8][800/1921] lr: 3.000e-03, eta: 1:17:40, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0370, recall@thr=0.5: 0.7266, prec@thr=0.5: 0.7974, recall@top3: 0.8183, prec@top3: 0.6720, recall@top5: 0.9351, prec@top5: 0.4720, loss: 0.0370, grad_norm: 0.0908 2021-03-16 17:43:54,065 - mmaction - INFO - Epoch [8][820/1921] lr: 3.000e-03, eta: 1:17:21, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0373, recall@thr=0.5: 0.7261, prec@thr=0.5: 0.7926, recall@top3: 0.8167, prec@top3: 0.6597, recall@top5: 0.9364, prec@top5: 0.4643, loss: 0.0373, grad_norm: 0.0957 2021-03-16 17:44:12,451 - mmaction - INFO - Epoch [8][840/1921] lr: 3.000e-03, eta: 1:17:02, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7344, prec@thr=0.5: 0.8040, recall@top3: 0.8283, prec@top3: 0.6739, recall@top5: 0.9398, prec@top5: 0.4696, loss: 0.0366, grad_norm: 0.0939 2021-03-16 17:44:30,818 - mmaction - INFO - Epoch [8][860/1921] lr: 3.000e-03, eta: 1:16:43, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7352, prec@thr=0.5: 0.8155, recall@top3: 0.8330, prec@top3: 0.6768, recall@top5: 0.9423, prec@top5: 0.4714, loss: 0.0367, grad_norm: 0.0890 2021-03-16 17:44:49,174 - mmaction - INFO - Epoch [8][880/1921] lr: 3.000e-03, eta: 1:16:25, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0364, recall@thr=0.5: 0.7314, prec@thr=0.5: 0.8046, recall@top3: 0.8310, prec@top3: 0.6747, recall@top5: 0.9437, prec@top5: 0.4697, loss: 0.0364, grad_norm: 0.0935 2021-03-16 17:45:07,532 - mmaction - INFO - Epoch [8][900/1921] lr: 3.000e-03, eta: 1:16:06, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7340, prec@thr=0.5: 0.8076, recall@top3: 0.8227, prec@top3: 0.6711, recall@top5: 0.9367, prec@top5: 0.4696, loss: 0.0366, grad_norm: 0.0928 2021-03-16 17:45:25,875 - mmaction - INFO - Epoch [8][920/1921] lr: 3.000e-03, eta: 1:15:47, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0375, recall@thr=0.5: 0.7252, prec@thr=0.5: 0.8001, recall@top3: 0.8159, prec@top3: 0.6753, recall@top5: 0.9343, prec@top5: 0.4745, loss: 0.0375, grad_norm: 0.0948 2021-03-16 17:45:44,254 - mmaction - INFO - Epoch [8][940/1921] lr: 3.000e-03, eta: 1:15:28, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0370, recall@thr=0.5: 0.7298, prec@thr=0.5: 0.7993, recall@top3: 0.8261, prec@top3: 0.6693, recall@top5: 0.9334, prec@top5: 0.4657, loss: 0.0370, grad_norm: 0.0924 2021-03-16 17:46:02,631 - mmaction - INFO - Epoch [8][960/1921] lr: 3.000e-03, eta: 1:15:09, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0357, recall@thr=0.5: 0.7423, prec@thr=0.5: 0.8097, recall@top3: 0.8327, prec@top3: 0.6768, recall@top5: 0.9402, prec@top5: 0.4686, loss: 0.0357, grad_norm: 0.0927 2021-03-16 17:46:20,989 - mmaction - INFO - Epoch [8][980/1921] lr: 3.000e-03, eta: 1:14:50, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7290, prec@thr=0.5: 0.8001, recall@top3: 0.8301, prec@top3: 0.6702, recall@top5: 0.9367, prec@top5: 0.4652, loss: 0.0369, grad_norm: 0.0944 2021-03-16 17:46:39,348 - mmaction - INFO - Epoch [8][1000/1921] lr: 3.000e-03, eta: 1:14:31, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0376, recall@thr=0.5: 0.7254, prec@thr=0.5: 0.7927, recall@top3: 0.8231, prec@top3: 0.6666, recall@top5: 0.9343, prec@top5: 0.4643, loss: 0.0376, grad_norm: 0.0939 2021-03-16 17:46:57,708 - mmaction - INFO - Epoch [8][1020/1921] lr: 3.000e-03, eta: 1:14:12, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0373, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.8001, recall@top3: 0.8253, prec@top3: 0.6679, recall@top5: 0.9365, prec@top5: 0.4659, loss: 0.0373, grad_norm: 0.0933 2021-03-16 17:47:16,067 - mmaction - INFO - Epoch [8][1040/1921] lr: 3.000e-03, eta: 1:13:53, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0358, recall@thr=0.5: 0.7244, prec@thr=0.5: 0.7990, recall@top3: 0.8306, prec@top3: 0.6690, recall@top5: 0.9419, prec@top5: 0.4665, loss: 0.0358, grad_norm: 0.0955 2021-03-16 17:47:34,444 - mmaction - INFO - Epoch [8][1060/1921] lr: 3.000e-03, eta: 1:13:34, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7234, prec@thr=0.5: 0.7927, recall@top3: 0.8256, prec@top3: 0.6670, recall@top5: 0.9379, prec@top5: 0.4652, loss: 0.0369, grad_norm: 0.0959 2021-03-16 17:47:52,828 - mmaction - INFO - Epoch [8][1080/1921] lr: 3.000e-03, eta: 1:13:15, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0378, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7963, recall@top3: 0.8204, prec@top3: 0.6717, recall@top5: 0.9394, prec@top5: 0.4718, loss: 0.0378, grad_norm: 0.0916 2021-03-16 17:48:11,191 - mmaction - INFO - Epoch [8][1100/1921] lr: 3.000e-03, eta: 1:12:57, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0364, recall@thr=0.5: 0.7305, prec@thr=0.5: 0.8025, recall@top3: 0.8277, prec@top3: 0.6744, recall@top5: 0.9400, prec@top5: 0.4710, loss: 0.0364, grad_norm: 0.0946 2021-03-16 17:48:29,588 - mmaction - INFO - Epoch [8][1120/1921] lr: 3.000e-03, eta: 1:12:38, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7385, prec@thr=0.5: 0.8077, recall@top3: 0.8317, prec@top3: 0.6766, recall@top5: 0.9391, prec@top5: 0.4687, loss: 0.0365, grad_norm: 0.0946 2021-03-16 17:48:47,957 - mmaction - INFO - Epoch [8][1140/1921] lr: 3.000e-03, eta: 1:12:19, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7308, prec@thr=0.5: 0.7987, recall@top3: 0.8221, prec@top3: 0.6733, recall@top5: 0.9325, prec@top5: 0.4680, loss: 0.0368, grad_norm: 0.0933 2021-03-16 17:49:06,314 - mmaction - INFO - Epoch [8][1160/1921] lr: 3.000e-03, eta: 1:12:00, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7237, prec@thr=0.5: 0.7920, recall@top3: 0.8293, prec@top3: 0.6665, recall@top5: 0.9390, prec@top5: 0.4643, loss: 0.0367, grad_norm: 0.0927 2021-03-16 17:49:24,935 - mmaction - INFO - Epoch [8][1180/1921] lr: 3.000e-03, eta: 1:11:41, time: 0.931, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7380, prec@thr=0.5: 0.8064, recall@top3: 0.8318, prec@top3: 0.6733, recall@top5: 0.9418, prec@top5: 0.4687, loss: 0.0368, grad_norm: 0.0942 2021-03-16 17:49:43,334 - mmaction - INFO - Epoch [8][1200/1921] lr: 3.000e-03, eta: 1:11:22, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0373, recall@thr=0.5: 0.7320, prec@thr=0.5: 0.8050, recall@top3: 0.8204, prec@top3: 0.6715, recall@top5: 0.9346, prec@top5: 0.4709, loss: 0.0373, grad_norm: 0.0943 2021-03-16 17:50:01,710 - mmaction - INFO - Epoch [8][1220/1921] lr: 3.000e-03, eta: 1:11:03, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7282, prec@thr=0.5: 0.8069, recall@top3: 0.8328, prec@top3: 0.6781, recall@top5: 0.9442, prec@top5: 0.4725, loss: 0.0365, grad_norm: 0.0960 2021-03-16 17:50:20,124 - mmaction - INFO - Epoch [8][1240/1921] lr: 3.000e-03, eta: 1:10:44, time: 0.921, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7320, prec@thr=0.5: 0.7983, recall@top3: 0.8265, prec@top3: 0.6663, recall@top5: 0.9387, prec@top5: 0.4649, loss: 0.0369, grad_norm: 0.0934 2021-03-16 17:50:38,528 - mmaction - INFO - Epoch [8][1260/1921] lr: 3.000e-03, eta: 1:10:25, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0362, recall@thr=0.5: 0.7405, prec@thr=0.5: 0.8042, recall@top3: 0.8267, prec@top3: 0.6754, recall@top5: 0.9426, prec@top5: 0.4727, loss: 0.0362, grad_norm: 0.0952 2021-03-16 17:50:56,897 - mmaction - INFO - Epoch [8][1280/1921] lr: 3.000e-03, eta: 1:10:07, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0374, recall@thr=0.5: 0.7313, prec@thr=0.5: 0.7961, recall@top3: 0.8231, prec@top3: 0.6712, recall@top5: 0.9355, prec@top5: 0.4689, loss: 0.0374, grad_norm: 0.0930 2021-03-16 17:51:15,256 - mmaction - INFO - Epoch [8][1300/1921] lr: 3.000e-03, eta: 1:09:48, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7245, prec@thr=0.5: 0.7985, recall@top3: 0.8264, prec@top3: 0.6684, recall@top5: 0.9353, prec@top5: 0.4651, loss: 0.0368, grad_norm: 0.0933 2021-03-16 17:51:33,648 - mmaction - INFO - Epoch [8][1320/1921] lr: 3.000e-03, eta: 1:09:29, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.7981, recall@top3: 0.8295, prec@top3: 0.6671, recall@top5: 0.9372, prec@top5: 0.4640, loss: 0.0365, grad_norm: 0.0933 2021-03-16 17:51:52,026 - mmaction - INFO - Epoch [8][1340/1921] lr: 3.000e-03, eta: 1:09:10, time: 0.919, data_time: 0.000, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7249, prec@thr=0.5: 0.8030, recall@top3: 0.8277, prec@top3: 0.6742, recall@top5: 0.9395, prec@top5: 0.4703, loss: 0.0369, grad_norm: 0.0921 2021-03-16 17:52:10,392 - mmaction - INFO - Epoch [8][1360/1921] lr: 3.000e-03, eta: 1:08:51, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7343, prec@thr=0.5: 0.7984, recall@top3: 0.8284, prec@top3: 0.6752, recall@top5: 0.9417, prec@top5: 0.4711, loss: 0.0365, grad_norm: 0.0941 2021-03-16 17:52:28,793 - mmaction - INFO - Epoch [8][1380/1921] lr: 3.000e-03, eta: 1:08:32, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0356, recall@thr=0.5: 0.7436, prec@thr=0.5: 0.8118, recall@top3: 0.8334, prec@top3: 0.6756, recall@top5: 0.9465, prec@top5: 0.4726, loss: 0.0356, grad_norm: 0.0917 2021-03-16 17:52:47,175 - mmaction - INFO - Epoch [8][1400/1921] lr: 3.000e-03, eta: 1:08:13, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.8073, recall@top3: 0.8253, prec@top3: 0.6796, recall@top5: 0.9380, prec@top5: 0.4743, loss: 0.0368, grad_norm: 0.0970 2021-03-16 17:53:05,526 - mmaction - INFO - Epoch [8][1420/1921] lr: 3.000e-03, eta: 1:07:54, time: 0.917, data_time: 0.000, memory: 9895, loss_action_cls: 0.0377, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7908, recall@top3: 0.8181, prec@top3: 0.6718, recall@top5: 0.9357, prec@top5: 0.4728, loss: 0.0377, grad_norm: 0.0976 2021-03-16 17:53:23,890 - mmaction - INFO - Epoch [8][1440/1921] lr: 3.000e-03, eta: 1:07:36, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0356, recall@thr=0.5: 0.7440, prec@thr=0.5: 0.8065, recall@top3: 0.8332, prec@top3: 0.6750, recall@top5: 0.9474, prec@top5: 0.4714, loss: 0.0356, grad_norm: 0.0940 2021-03-16 17:53:42,241 - mmaction - INFO - Epoch [8][1460/1921] lr: 3.000e-03, eta: 1:07:17, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0361, recall@thr=0.5: 0.7374, prec@thr=0.5: 0.8113, recall@top3: 0.8317, prec@top3: 0.6846, recall@top5: 0.9415, prec@top5: 0.4767, loss: 0.0361, grad_norm: 0.0925 2021-03-16 17:54:00,610 - mmaction - INFO - Epoch [8][1480/1921] lr: 3.000e-03, eta: 1:06:58, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7289, prec@thr=0.5: 0.8019, recall@top3: 0.8285, prec@top3: 0.6749, recall@top5: 0.9411, prec@top5: 0.4707, loss: 0.0367, grad_norm: 0.0967 2021-03-16 17:54:18,960 - mmaction - INFO - Epoch [8][1500/1921] lr: 3.000e-03, eta: 1:06:39, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0362, recall@thr=0.5: 0.7350, prec@thr=0.5: 0.8017, recall@top3: 0.8265, prec@top3: 0.6720, recall@top5: 0.9397, prec@top5: 0.4693, loss: 0.0362, grad_norm: 0.0962 2021-03-16 17:54:37,316 - mmaction - INFO - Epoch [8][1520/1921] lr: 3.000e-03, eta: 1:06:20, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7374, prec@thr=0.5: 0.7981, recall@top3: 0.8311, prec@top3: 0.6664, recall@top5: 0.9394, prec@top5: 0.4613, loss: 0.0367, grad_norm: 0.0929 2021-03-16 17:54:55,671 - mmaction - INFO - Epoch [8][1540/1921] lr: 3.000e-03, eta: 1:06:01, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7330, prec@thr=0.5: 0.8133, recall@top3: 0.8276, prec@top3: 0.6732, recall@top5: 0.9369, prec@top5: 0.4684, loss: 0.0366, grad_norm: 0.0923 2021-03-16 17:55:14,041 - mmaction - INFO - Epoch [8][1560/1921] lr: 3.000e-03, eta: 1:05:42, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0360, recall@thr=0.5: 0.7404, prec@thr=0.5: 0.8091, recall@top3: 0.8331, prec@top3: 0.6790, recall@top5: 0.9464, prec@top5: 0.4753, loss: 0.0360, grad_norm: 0.0935 2021-03-16 17:55:32,411 - mmaction - INFO - Epoch [8][1580/1921] lr: 3.000e-03, eta: 1:05:23, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0362, recall@thr=0.5: 0.7354, prec@thr=0.5: 0.8021, recall@top3: 0.8310, prec@top3: 0.6658, recall@top5: 0.9332, prec@top5: 0.4613, loss: 0.0362, grad_norm: 0.0918 2021-03-16 17:55:50,765 - mmaction - INFO - Epoch [8][1600/1921] lr: 3.000e-03, eta: 1:05:04, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0354, recall@thr=0.5: 0.7392, prec@thr=0.5: 0.8097, recall@top3: 0.8357, prec@top3: 0.6809, recall@top5: 0.9390, prec@top5: 0.4711, loss: 0.0354, grad_norm: 0.0933 2021-03-16 17:56:09,144 - mmaction - INFO - Epoch [8][1620/1921] lr: 3.000e-03, eta: 1:04:46, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7284, prec@thr=0.5: 0.8032, recall@top3: 0.8222, prec@top3: 0.6751, recall@top5: 0.9424, prec@top5: 0.4765, loss: 0.0365, grad_norm: 0.0953 2021-03-16 17:56:27,514 - mmaction - INFO - Epoch [8][1640/1921] lr: 3.000e-03, eta: 1:04:27, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0363, recall@thr=0.5: 0.7389, prec@thr=0.5: 0.7972, recall@top3: 0.8354, prec@top3: 0.6750, recall@top5: 0.9406, prec@top5: 0.4674, loss: 0.0363, grad_norm: 0.0932 2021-03-16 17:56:45,884 - mmaction - INFO - Epoch [8][1660/1921] lr: 3.000e-03, eta: 1:04:08, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7405, prec@thr=0.5: 0.8034, recall@top3: 0.8312, prec@top3: 0.6712, recall@top5: 0.9391, prec@top5: 0.4661, loss: 0.0366, grad_norm: 0.0932 2021-03-16 17:57:04,267 - mmaction - INFO - Epoch [8][1680/1921] lr: 3.000e-03, eta: 1:03:49, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0376, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.7952, recall@top3: 0.8212, prec@top3: 0.6804, recall@top5: 0.9387, prec@top5: 0.4785, loss: 0.0376, grad_norm: 0.0923 2021-03-16 17:57:22,659 - mmaction - INFO - Epoch [8][1700/1921] lr: 3.000e-03, eta: 1:03:30, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0381, recall@thr=0.5: 0.7145, prec@thr=0.5: 0.7863, recall@top3: 0.8126, prec@top3: 0.6643, recall@top5: 0.9359, prec@top5: 0.4697, loss: 0.0381, grad_norm: 0.0976 2021-03-16 17:57:41,042 - mmaction - INFO - Epoch [8][1720/1921] lr: 3.000e-03, eta: 1:03:11, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0364, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.8001, recall@top3: 0.8263, prec@top3: 0.6709, recall@top5: 0.9405, prec@top5: 0.4693, loss: 0.0364, grad_norm: 0.0946 2021-03-16 17:57:59,405 - mmaction - INFO - Epoch [8][1740/1921] lr: 3.000e-03, eta: 1:02:52, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0376, recall@thr=0.5: 0.7293, prec@thr=0.5: 0.7908, recall@top3: 0.8246, prec@top3: 0.6721, recall@top5: 0.9354, prec@top5: 0.4684, loss: 0.0376, grad_norm: 0.0959 2021-03-16 17:58:17,776 - mmaction - INFO - Epoch [8][1760/1921] lr: 3.000e-03, eta: 1:02:34, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7298, prec@thr=0.5: 0.8022, recall@top3: 0.8288, prec@top3: 0.6751, recall@top5: 0.9429, prec@top5: 0.4706, loss: 0.0369, grad_norm: 0.0943 2021-03-16 17:58:36,148 - mmaction - INFO - Epoch [8][1780/1921] lr: 3.000e-03, eta: 1:02:15, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.8003, recall@top3: 0.8300, prec@top3: 0.6680, recall@top5: 0.9410, prec@top5: 0.4638, loss: 0.0368, grad_norm: 0.0916 2021-03-16 17:58:54,556 - mmaction - INFO - Epoch [8][1800/1921] lr: 3.000e-03, eta: 1:01:56, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0374, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7877, recall@top3: 0.8212, prec@top3: 0.6569, recall@top5: 0.9391, prec@top5: 0.4622, loss: 0.0374, grad_norm: 0.0942 2021-03-16 17:59:12,907 - mmaction - INFO - Epoch [8][1820/1921] lr: 3.000e-03, eta: 1:01:37, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0350, recall@thr=0.5: 0.7312, prec@thr=0.5: 0.8064, recall@top3: 0.8336, prec@top3: 0.6699, recall@top5: 0.9427, prec@top5: 0.4657, loss: 0.0350, grad_norm: 0.0940 2021-03-16 17:59:31,282 - mmaction - INFO - Epoch [8][1840/1921] lr: 3.000e-03, eta: 1:01:18, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7305, prec@thr=0.5: 0.8056, recall@top3: 0.8230, prec@top3: 0.6792, recall@top5: 0.9376, prec@top5: 0.4747, loss: 0.0369, grad_norm: 0.0970 2021-03-16 17:59:49,635 - mmaction - INFO - Epoch [8][1860/1921] lr: 3.000e-03, eta: 1:00:59, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7364, prec@thr=0.5: 0.8008, recall@top3: 0.8346, prec@top3: 0.6754, recall@top5: 0.9409, prec@top5: 0.4674, loss: 0.0367, grad_norm: 0.0944 2021-03-16 18:00:08,761 - mmaction - INFO - Epoch [8][1880/1921] lr: 3.000e-03, eta: 1:00:41, time: 0.951, data_time: 0.001, memory: 9895, loss_action_cls: 0.0373, recall@thr=0.5: 0.7349, prec@thr=0.5: 0.7978, recall@top3: 0.8229, prec@top3: 0.6732, recall@top5: 0.9389, prec@top5: 0.4715, loss: 0.0373, grad_norm: 0.0918 2021-03-16 18:00:27,561 - mmaction - INFO - Epoch [8][1900/1921] lr: 3.000e-03, eta: 1:00:22, time: 0.945, data_time: 0.009, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7362, prec@thr=0.5: 0.8055, recall@top3: 0.8304, prec@top3: 0.6731, recall@top5: 0.9361, prec@top5: 0.4672, loss: 0.0368, grad_norm: 0.0940 2021-03-16 18:00:45,969 - mmaction - INFO - Epoch [8][1920/1921] lr: 3.000e-03, eta: 1:00:03, time: 0.921, data_time: 0.002, memory: 9895, loss_action_cls: 0.0372, recall@thr=0.5: 0.7243, prec@thr=0.5: 0.8000, recall@top3: 0.8257, prec@top3: 0.6751, recall@top5: 0.9383, prec@top5: 0.4723, loss: 0.0372, grad_norm: 0.0953 2021-03-16 18:01:02,385 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-03-16 18:07:38,953 - mmaction - INFO - Evaluating mAP ... 2021-03-16 18:15:32,572 - mmaction - INFO - mAP@0.5IOU 0.2364 2021-03-16 18:15:33,658 - mmaction - INFO - Epoch(val) [8][1921] mAP@0.5IOU: 0.2364 2021-03-16 18:16:27,427 - mmaction - INFO - Epoch [9][20/1921] lr: 3.000e-04, eta: 0:59:52, time: 2.687, data_time: 1.771, memory: 9895, loss_action_cls: 0.0370, recall@thr=0.5: 0.7336, prec@thr=0.5: 0.7979, recall@top3: 0.8280, prec@top3: 0.6707, recall@top5: 0.9420, prec@top5: 0.4682, loss: 0.0370, grad_norm: 0.0923 2021-03-16 18:16:45,702 - mmaction - INFO - Epoch [9][40/1921] lr: 3.000e-04, eta: 0:59:33, time: 0.914, data_time: 0.003, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.7940, recall@top3: 0.8277, prec@top3: 0.6677, recall@top5: 0.9354, prec@top5: 0.4631, loss: 0.0371, grad_norm: 0.0949 2021-03-16 18:17:04,002 - mmaction - INFO - Epoch [9][60/1921] lr: 3.000e-04, eta: 0:59:14, time: 0.915, data_time: 0.001, memory: 9895, loss_action_cls: 0.0373, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.7941, recall@top3: 0.8277, prec@top3: 0.6665, recall@top5: 0.9387, prec@top5: 0.4646, loss: 0.0373, grad_norm: 0.0943 2021-03-16 18:17:22,306 - mmaction - INFO - Epoch [9][80/1921] lr: 3.000e-04, eta: 0:58:55, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7316, prec@thr=0.5: 0.8003, recall@top3: 0.8247, prec@top3: 0.6685, recall@top5: 0.9364, prec@top5: 0.4650, loss: 0.0368, grad_norm: 0.0942 2021-03-16 18:17:40,658 - mmaction - INFO - Epoch [9][100/1921] lr: 3.000e-04, eta: 0:58:36, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0374, recall@thr=0.5: 0.7388, prec@thr=0.5: 0.8113, recall@top3: 0.8260, prec@top3: 0.6777, recall@top5: 0.9405, prec@top5: 0.4748, loss: 0.0374, grad_norm: 0.0932 2021-03-16 18:17:59,009 - mmaction - INFO - Epoch [9][120/1921] lr: 3.000e-04, eta: 0:58:17, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0358, recall@thr=0.5: 0.7351, prec@thr=0.5: 0.7945, recall@top3: 0.8266, prec@top3: 0.6675, recall@top5: 0.9386, prec@top5: 0.4657, loss: 0.0358, grad_norm: 0.0954 2021-03-16 18:18:17,377 - mmaction - INFO - Epoch [9][140/1921] lr: 3.000e-04, eta: 0:57:58, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0362, recall@thr=0.5: 0.7371, prec@thr=0.5: 0.8136, recall@top3: 0.8261, prec@top3: 0.6837, recall@top5: 0.9397, prec@top5: 0.4791, loss: 0.0362, grad_norm: 0.0939 2021-03-16 18:18:35,722 - mmaction - INFO - Epoch [9][160/1921] lr: 3.000e-04, eta: 0:57:39, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0359, recall@thr=0.5: 0.7348, prec@thr=0.5: 0.8014, recall@top3: 0.8271, prec@top3: 0.6782, recall@top5: 0.9432, prec@top5: 0.4725, loss: 0.0359, grad_norm: 0.0942 2021-03-16 18:18:54,126 - mmaction - INFO - Epoch [9][180/1921] lr: 3.000e-04, eta: 0:57:21, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0378, recall@thr=0.5: 0.7244, prec@thr=0.5: 0.7887, recall@top3: 0.8191, prec@top3: 0.6695, recall@top5: 0.9356, prec@top5: 0.4707, loss: 0.0378, grad_norm: 0.0966 2021-03-16 18:19:12,518 - mmaction - INFO - Epoch [9][200/1921] lr: 3.000e-04, eta: 0:57:02, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0363, recall@thr=0.5: 0.7311, prec@thr=0.5: 0.8055, recall@top3: 0.8277, prec@top3: 0.6726, recall@top5: 0.9393, prec@top5: 0.4691, loss: 0.0363, grad_norm: 0.0949 2021-03-16 18:19:30,900 - mmaction - INFO - Epoch [9][220/1921] lr: 3.000e-04, eta: 0:56:43, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0358, recall@thr=0.5: 0.7476, prec@thr=0.5: 0.8103, recall@top3: 0.8376, prec@top3: 0.6811, recall@top5: 0.9466, prec@top5: 0.4728, loss: 0.0358, grad_norm: 0.0924 2021-03-16 18:19:49,255 - mmaction - INFO - Epoch [9][240/1921] lr: 3.000e-04, eta: 0:56:24, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0363, recall@thr=0.5: 0.7302, prec@thr=0.5: 0.8051, recall@top3: 0.8304, prec@top3: 0.6712, recall@top5: 0.9375, prec@top5: 0.4660, loss: 0.0363, grad_norm: 0.0929 2021-03-16 18:20:07,659 - mmaction - INFO - Epoch [9][260/1921] lr: 3.000e-04, eta: 0:56:05, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0373, recall@thr=0.5: 0.7257, prec@thr=0.5: 0.7970, recall@top3: 0.8234, prec@top3: 0.6650, recall@top5: 0.9354, prec@top5: 0.4648, loss: 0.0373, grad_norm: 0.0949 2021-03-16 18:20:26,084 - mmaction - INFO - Epoch [9][280/1921] lr: 3.000e-04, eta: 0:55:46, time: 0.921, data_time: 0.001, memory: 9895, loss_action_cls: 0.0363, recall@thr=0.5: 0.7361, prec@thr=0.5: 0.7985, recall@top3: 0.8230, prec@top3: 0.6672, recall@top5: 0.9373, prec@top5: 0.4670, loss: 0.0363, grad_norm: 0.0923 2021-03-16 18:20:44,432 - mmaction - INFO - Epoch [9][300/1921] lr: 3.000e-04, eta: 0:55:27, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7303, prec@thr=0.5: 0.8033, recall@top3: 0.8258, prec@top3: 0.6775, recall@top5: 0.9379, prec@top5: 0.4734, loss: 0.0368, grad_norm: 0.0938 2021-03-16 18:21:02,824 - mmaction - INFO - Epoch [9][320/1921] lr: 3.000e-04, eta: 0:55:08, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7278, prec@thr=0.5: 0.7939, recall@top3: 0.8223, prec@top3: 0.6606, recall@top5: 0.9384, prec@top5: 0.4631, loss: 0.0369, grad_norm: 0.0947 2021-03-16 18:21:21,197 - mmaction - INFO - Epoch [9][340/1921] lr: 3.000e-04, eta: 0:54:50, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7413, prec@thr=0.5: 0.8056, recall@top3: 0.8281, prec@top3: 0.6749, recall@top5: 0.9422, prec@top5: 0.4727, loss: 0.0368, grad_norm: 0.0916 2021-03-16 18:21:39,561 - mmaction - INFO - Epoch [9][360/1921] lr: 3.000e-04, eta: 0:54:31, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7315, prec@thr=0.5: 0.8004, recall@top3: 0.8231, prec@top3: 0.6794, recall@top5: 0.9356, prec@top5: 0.4752, loss: 0.0369, grad_norm: 0.0924 2021-03-16 18:21:57,936 - mmaction - INFO - Epoch [9][380/1921] lr: 3.000e-04, eta: 0:54:12, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0360, recall@thr=0.5: 0.7346, prec@thr=0.5: 0.8048, recall@top3: 0.8272, prec@top3: 0.6750, recall@top5: 0.9399, prec@top5: 0.4701, loss: 0.0360, grad_norm: 0.0942 2021-03-16 18:22:16,341 - mmaction - INFO - Epoch [9][400/1921] lr: 3.000e-04, eta: 0:53:53, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0356, recall@thr=0.5: 0.7388, prec@thr=0.5: 0.8059, recall@top3: 0.8319, prec@top3: 0.6733, recall@top5: 0.9445, prec@top5: 0.4703, loss: 0.0356, grad_norm: 0.0918 2021-03-16 18:22:34,712 - mmaction - INFO - Epoch [9][420/1921] lr: 3.000e-04, eta: 0:53:34, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7347, prec@thr=0.5: 0.8013, recall@top3: 0.8258, prec@top3: 0.6708, recall@top5: 0.9367, prec@top5: 0.4678, loss: 0.0371, grad_norm: 0.0931 2021-03-16 18:22:53,093 - mmaction - INFO - Epoch [9][440/1921] lr: 3.000e-04, eta: 0:53:15, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0381, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.7874, recall@top3: 0.8136, prec@top3: 0.6601, recall@top5: 0.9353, prec@top5: 0.4670, loss: 0.0381, grad_norm: 0.0976 2021-03-16 18:23:11,483 - mmaction - INFO - Epoch [9][460/1921] lr: 3.000e-04, eta: 0:52:56, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7276, prec@thr=0.5: 0.8043, recall@top3: 0.8251, prec@top3: 0.6732, recall@top5: 0.9383, prec@top5: 0.4693, loss: 0.0371, grad_norm: 0.0931 2021-03-16 18:23:29,881 - mmaction - INFO - Epoch [9][480/1921] lr: 3.000e-04, eta: 0:52:37, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7316, prec@thr=0.5: 0.8017, recall@top3: 0.8303, prec@top3: 0.6711, recall@top5: 0.9393, prec@top5: 0.4673, loss: 0.0367, grad_norm: 0.0931 2021-03-16 18:23:48,289 - mmaction - INFO - Epoch [9][500/1921] lr: 3.000e-04, eta: 0:52:19, time: 0.921, data_time: 0.001, memory: 9895, loss_action_cls: 0.0375, recall@thr=0.5: 0.7281, prec@thr=0.5: 0.8026, recall@top3: 0.8297, prec@top3: 0.6742, recall@top5: 0.9402, prec@top5: 0.4690, loss: 0.0375, grad_norm: 0.0934 2021-03-16 18:24:06,683 - mmaction - INFO - Epoch [9][520/1921] lr: 3.000e-04, eta: 0:52:00, time: 0.920, data_time: 0.000, memory: 9895, loss_action_cls: 0.0353, recall@thr=0.5: 0.7351, prec@thr=0.5: 0.8114, recall@top3: 0.8354, prec@top3: 0.6781, recall@top5: 0.9403, prec@top5: 0.4690, loss: 0.0353, grad_norm: 0.0912 2021-03-16 18:24:25,049 - mmaction - INFO - Epoch [9][540/1921] lr: 3.000e-04, eta: 0:51:41, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0370, recall@thr=0.5: 0.7287, prec@thr=0.5: 0.7973, recall@top3: 0.8250, prec@top3: 0.6696, recall@top5: 0.9353, prec@top5: 0.4668, loss: 0.0370, grad_norm: 0.0929 2021-03-16 18:24:43,436 - mmaction - INFO - Epoch [9][560/1921] lr: 3.000e-04, eta: 0:51:22, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0351, recall@thr=0.5: 0.7496, prec@thr=0.5: 0.8124, recall@top3: 0.8328, prec@top3: 0.6927, recall@top5: 0.9454, prec@top5: 0.4823, loss: 0.0351, grad_norm: 0.0927 2021-03-16 18:25:01,799 - mmaction - INFO - Epoch [9][580/1921] lr: 3.000e-04, eta: 0:51:03, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0378, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.7922, recall@top3: 0.8217, prec@top3: 0.6654, recall@top5: 0.9373, prec@top5: 0.4660, loss: 0.0378, grad_norm: 0.0944 2021-03-16 18:25:20,188 - mmaction - INFO - Epoch [9][600/1921] lr: 3.000e-04, eta: 0:50:44, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7324, prec@thr=0.5: 0.7941, recall@top3: 0.8216, prec@top3: 0.6658, recall@top5: 0.9382, prec@top5: 0.4676, loss: 0.0369, grad_norm: 0.0924 2021-03-16 18:25:38,553 - mmaction - INFO - Epoch [9][620/1921] lr: 3.000e-04, eta: 0:50:25, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7312, prec@thr=0.5: 0.8015, recall@top3: 0.8252, prec@top3: 0.6702, recall@top5: 0.9405, prec@top5: 0.4706, loss: 0.0369, grad_norm: 0.0986 2021-03-16 18:25:56,940 - mmaction - INFO - Epoch [9][640/1921] lr: 3.000e-04, eta: 0:50:06, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7408, prec@thr=0.5: 0.8066, recall@top3: 0.8284, prec@top3: 0.6747, recall@top5: 0.9357, prec@top5: 0.4685, loss: 0.0369, grad_norm: 0.0917 2021-03-16 18:26:15,317 - mmaction - INFO - Epoch [9][660/1921] lr: 3.000e-04, eta: 0:49:48, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0374, recall@thr=0.5: 0.7245, prec@thr=0.5: 0.7906, recall@top3: 0.8192, prec@top3: 0.6653, recall@top5: 0.9338, prec@top5: 0.4644, loss: 0.0374, grad_norm: 0.0935 2021-03-16 18:26:33,682 - mmaction - INFO - Epoch [9][680/1921] lr: 3.000e-04, eta: 0:49:29, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0363, recall@thr=0.5: 0.7360, prec@thr=0.5: 0.8078, recall@top3: 0.8272, prec@top3: 0.6773, recall@top5: 0.9380, prec@top5: 0.4708, loss: 0.0363, grad_norm: 0.0921 2021-03-16 18:26:52,048 - mmaction - INFO - Epoch [9][700/1921] lr: 3.000e-04, eta: 0:49:10, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0377, recall@thr=0.5: 0.7241, prec@thr=0.5: 0.8063, recall@top3: 0.8226, prec@top3: 0.6659, recall@top5: 0.9380, prec@top5: 0.4674, loss: 0.0377, grad_norm: 0.0942 2021-03-16 18:27:10,408 - mmaction - INFO - Epoch [9][720/1921] lr: 3.000e-04, eta: 0:48:51, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7346, prec@thr=0.5: 0.7992, recall@top3: 0.8329, prec@top3: 0.6768, recall@top5: 0.9432, prec@top5: 0.4701, loss: 0.0366, grad_norm: 0.0941 2021-03-16 18:27:28,777 - mmaction - INFO - Epoch [9][740/1921] lr: 3.000e-04, eta: 0:48:32, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0370, recall@thr=0.5: 0.7312, prec@thr=0.5: 0.8049, recall@top3: 0.8278, prec@top3: 0.6735, recall@top5: 0.9373, prec@top5: 0.4686, loss: 0.0370, grad_norm: 0.0950 2021-03-16 18:27:47,162 - mmaction - INFO - Epoch [9][760/1921] lr: 3.000e-04, eta: 0:48:13, time: 0.919, data_time: 0.000, memory: 9895, loss_action_cls: 0.0372, recall@thr=0.5: 0.7261, prec@thr=0.5: 0.8007, recall@top3: 0.8254, prec@top3: 0.6711, recall@top5: 0.9383, prec@top5: 0.4681, loss: 0.0372, grad_norm: 0.0925 2021-03-16 18:28:05,550 - mmaction - INFO - Epoch [9][780/1921] lr: 3.000e-04, eta: 0:47:54, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0357, recall@thr=0.5: 0.7429, prec@thr=0.5: 0.8100, recall@top3: 0.8318, prec@top3: 0.6798, recall@top5: 0.9396, prec@top5: 0.4726, loss: 0.0357, grad_norm: 0.0908 2021-03-16 18:28:23,982 - mmaction - INFO - Epoch [9][800/1921] lr: 3.000e-04, eta: 0:47:36, time: 0.921, data_time: 0.001, memory: 9895, loss_action_cls: 0.0362, recall@thr=0.5: 0.7330, prec@thr=0.5: 0.7998, recall@top3: 0.8266, prec@top3: 0.6691, recall@top5: 0.9393, prec@top5: 0.4666, loss: 0.0362, grad_norm: 0.0932 2021-03-16 18:28:42,349 - mmaction - INFO - Epoch [9][820/1921] lr: 3.000e-04, eta: 0:47:17, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0373, recall@thr=0.5: 0.7264, prec@thr=0.5: 0.7947, recall@top3: 0.8214, prec@top3: 0.6647, recall@top5: 0.9363, prec@top5: 0.4658, loss: 0.0373, grad_norm: 0.0939 2021-03-16 18:29:00,751 - mmaction - INFO - Epoch [9][840/1921] lr: 3.000e-04, eta: 0:46:58, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7402, prec@thr=0.5: 0.8027, recall@top3: 0.8301, prec@top3: 0.6796, recall@top5: 0.9386, prec@top5: 0.4720, loss: 0.0366, grad_norm: 0.0913 2021-03-16 18:29:19,146 - mmaction - INFO - Epoch [9][860/1921] lr: 3.000e-04, eta: 0:46:39, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0376, recall@thr=0.5: 0.7302, prec@thr=0.5: 0.7984, recall@top3: 0.8291, prec@top3: 0.6668, recall@top5: 0.9359, prec@top5: 0.4624, loss: 0.0376, grad_norm: 0.0944 2021-03-16 18:29:37,526 - mmaction - INFO - Epoch [9][880/1921] lr: 3.000e-04, eta: 0:46:20, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0373, recall@thr=0.5: 0.7208, prec@thr=0.5: 0.7988, recall@top3: 0.8221, prec@top3: 0.6723, recall@top5: 0.9405, prec@top5: 0.4741, loss: 0.0373, grad_norm: 0.0936 2021-03-16 18:29:55,963 - mmaction - INFO - Epoch [9][900/1921] lr: 3.000e-04, eta: 0:46:01, time: 0.922, data_time: 0.001, memory: 9895, loss_action_cls: 0.0376, recall@thr=0.5: 0.7192, prec@thr=0.5: 0.7962, recall@top3: 0.8247, prec@top3: 0.6691, recall@top5: 0.9364, prec@top5: 0.4670, loss: 0.0376, grad_norm: 0.0944 2021-03-16 18:30:14,353 - mmaction - INFO - Epoch [9][920/1921] lr: 3.000e-04, eta: 0:45:43, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0358, recall@thr=0.5: 0.7333, prec@thr=0.5: 0.8026, recall@top3: 0.8272, prec@top3: 0.6751, recall@top5: 0.9442, prec@top5: 0.4719, loss: 0.0358, grad_norm: 0.0936 2021-03-16 18:30:32,730 - mmaction - INFO - Epoch [9][940/1921] lr: 3.000e-04, eta: 0:45:24, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7383, prec@thr=0.5: 0.8036, recall@top3: 0.8256, prec@top3: 0.6705, recall@top5: 0.9357, prec@top5: 0.4672, loss: 0.0371, grad_norm: 0.0906 2021-03-16 18:30:51,122 - mmaction - INFO - Epoch [9][960/1921] lr: 3.000e-04, eta: 0:45:05, time: 0.919, data_time: 0.000, memory: 9895, loss_action_cls: 0.0362, recall@thr=0.5: 0.7378, prec@thr=0.5: 0.8003, recall@top3: 0.8307, prec@top3: 0.6694, recall@top5: 0.9412, prec@top5: 0.4670, loss: 0.0362, grad_norm: 0.0949 2021-03-16 18:31:09,490 - mmaction - INFO - Epoch [9][980/1921] lr: 3.000e-04, eta: 0:44:46, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0374, recall@thr=0.5: 0.7182, prec@thr=0.5: 0.7977, recall@top3: 0.8222, prec@top3: 0.6673, recall@top5: 0.9382, prec@top5: 0.4682, loss: 0.0374, grad_norm: 0.0951 2021-03-16 18:31:27,873 - mmaction - INFO - Epoch [9][1000/1921] lr: 3.000e-04, eta: 0:44:27, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0362, recall@thr=0.5: 0.7428, prec@thr=0.5: 0.8060, recall@top3: 0.8291, prec@top3: 0.6753, recall@top5: 0.9427, prec@top5: 0.4726, loss: 0.0362, grad_norm: 0.0914 2021-03-16 18:31:46,237 - mmaction - INFO - Epoch [9][1020/1921] lr: 3.000e-04, eta: 0:44:08, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0364, recall@thr=0.5: 0.7326, prec@thr=0.5: 0.8021, recall@top3: 0.8315, prec@top3: 0.6673, recall@top5: 0.9376, prec@top5: 0.4619, loss: 0.0364, grad_norm: 0.0938 2021-03-16 18:32:04,611 - mmaction - INFO - Epoch [9][1040/1921] lr: 3.000e-04, eta: 0:43:49, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0358, recall@thr=0.5: 0.7359, prec@thr=0.5: 0.8099, recall@top3: 0.8320, prec@top3: 0.6854, recall@top5: 0.9445, prec@top5: 0.4784, loss: 0.0358, grad_norm: 0.0926 2021-03-16 18:32:22,993 - mmaction - INFO - Epoch [9][1060/1921] lr: 3.000e-04, eta: 0:43:31, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7303, prec@thr=0.5: 0.8088, recall@top3: 0.8286, prec@top3: 0.6767, recall@top5: 0.9363, prec@top5: 0.4695, loss: 0.0371, grad_norm: 0.0940 2021-03-16 18:32:41,365 - mmaction - INFO - Epoch [9][1080/1921] lr: 3.000e-04, eta: 0:43:12, time: 0.918, data_time: 0.000, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.8022, recall@top3: 0.8270, prec@top3: 0.6670, recall@top5: 0.9364, prec@top5: 0.4645, loss: 0.0369, grad_norm: 0.0937 2021-03-16 18:32:59,721 - mmaction - INFO - Epoch [9][1100/1921] lr: 3.000e-04, eta: 0:42:53, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0359, recall@thr=0.5: 0.7419, prec@thr=0.5: 0.8087, recall@top3: 0.8328, prec@top3: 0.6776, recall@top5: 0.9420, prec@top5: 0.4698, loss: 0.0359, grad_norm: 0.0934 2021-03-16 18:33:18,113 - mmaction - INFO - Epoch [9][1120/1921] lr: 3.000e-04, eta: 0:42:34, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7276, prec@thr=0.5: 0.8068, recall@top3: 0.8239, prec@top3: 0.6740, recall@top5: 0.9406, prec@top5: 0.4718, loss: 0.0367, grad_norm: 0.0947 2021-03-16 18:33:36,479 - mmaction - INFO - Epoch [9][1140/1921] lr: 3.000e-04, eta: 0:42:15, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0360, recall@thr=0.5: 0.7332, prec@thr=0.5: 0.8097, recall@top3: 0.8305, prec@top3: 0.6794, recall@top5: 0.9429, prec@top5: 0.4725, loss: 0.0360, grad_norm: 0.0938 2021-03-16 18:33:54,851 - mmaction - INFO - Epoch [9][1160/1921] lr: 3.000e-04, eta: 0:41:56, time: 0.919, data_time: 0.000, memory: 9895, loss_action_cls: 0.0364, recall@thr=0.5: 0.7265, prec@thr=0.5: 0.7926, recall@top3: 0.8260, prec@top3: 0.6725, recall@top5: 0.9434, prec@top5: 0.4720, loss: 0.0364, grad_norm: 0.0970 2021-03-16 18:34:13,234 - mmaction - INFO - Epoch [9][1180/1921] lr: 3.000e-04, eta: 0:41:38, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7390, prec@thr=0.5: 0.8018, recall@top3: 0.8282, prec@top3: 0.6704, recall@top5: 0.9406, prec@top5: 0.4678, loss: 0.0366, grad_norm: 0.0932 2021-03-16 18:34:31,596 - mmaction - INFO - Epoch [9][1200/1921] lr: 3.000e-04, eta: 0:41:19, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0379, recall@thr=0.5: 0.7242, prec@thr=0.5: 0.8033, recall@top3: 0.8213, prec@top3: 0.6737, recall@top5: 0.9332, prec@top5: 0.4704, loss: 0.0379, grad_norm: 0.0949 2021-03-16 18:34:49,969 - mmaction - INFO - Epoch [9][1220/1921] lr: 3.000e-04, eta: 0:41:00, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0374, recall@thr=0.5: 0.7276, prec@thr=0.5: 0.7967, recall@top3: 0.8239, prec@top3: 0.6732, recall@top5: 0.9366, prec@top5: 0.4697, loss: 0.0374, grad_norm: 0.0951 2021-03-16 18:35:08,341 - mmaction - INFO - Epoch [9][1240/1921] lr: 3.000e-04, eta: 0:40:41, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7278, prec@thr=0.5: 0.8031, recall@top3: 0.8241, prec@top3: 0.6721, recall@top5: 0.9394, prec@top5: 0.4700, loss: 0.0368, grad_norm: 0.0938 2021-03-16 18:35:26,687 - mmaction - INFO - Epoch [9][1260/1921] lr: 3.000e-04, eta: 0:40:22, time: 0.917, data_time: 0.000, memory: 9895, loss_action_cls: 0.0349, recall@thr=0.5: 0.7479, prec@thr=0.5: 0.8162, recall@top3: 0.8383, prec@top3: 0.6776, recall@top5: 0.9413, prec@top5: 0.4678, loss: 0.0349, grad_norm: 0.0932 2021-03-16 18:35:45,045 - mmaction - INFO - Epoch [9][1280/1921] lr: 3.000e-04, eta: 0:40:03, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7312, prec@thr=0.5: 0.8028, recall@top3: 0.8276, prec@top3: 0.6755, recall@top5: 0.9411, prec@top5: 0.4728, loss: 0.0367, grad_norm: 0.0950 2021-03-16 18:36:03,421 - mmaction - INFO - Epoch [9][1300/1921] lr: 3.000e-04, eta: 0:39:45, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0374, recall@thr=0.5: 0.7252, prec@thr=0.5: 0.7987, recall@top3: 0.8245, prec@top3: 0.6699, recall@top5: 0.9381, prec@top5: 0.4685, loss: 0.0374, grad_norm: 0.0950 2021-03-16 18:36:21,802 - mmaction - INFO - Epoch [9][1320/1921] lr: 3.000e-04, eta: 0:39:26, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0376, recall@thr=0.5: 0.7191, prec@thr=0.5: 0.7948, recall@top3: 0.8193, prec@top3: 0.6658, recall@top5: 0.9336, prec@top5: 0.4656, loss: 0.0376, grad_norm: 0.0929 2021-03-16 18:36:40,179 - mmaction - INFO - Epoch [9][1340/1921] lr: 3.000e-04, eta: 0:39:07, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0363, recall@thr=0.5: 0.7336, prec@thr=0.5: 0.7985, recall@top3: 0.8263, prec@top3: 0.6719, recall@top5: 0.9384, prec@top5: 0.4698, loss: 0.0363, grad_norm: 0.0924 2021-03-16 18:36:58,557 - mmaction - INFO - Epoch [9][1360/1921] lr: 3.000e-04, eta: 0:38:48, time: 0.919, data_time: 0.000, memory: 9895, loss_action_cls: 0.0360, recall@thr=0.5: 0.7381, prec@thr=0.5: 0.8086, recall@top3: 0.8305, prec@top3: 0.6699, recall@top5: 0.9433, prec@top5: 0.4677, loss: 0.0360, grad_norm: 0.0938 2021-03-16 18:37:16,946 - mmaction - INFO - Epoch [9][1380/1921] lr: 3.000e-04, eta: 0:38:29, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7364, prec@thr=0.5: 0.7998, recall@top3: 0.8268, prec@top3: 0.6704, recall@top5: 0.9388, prec@top5: 0.4682, loss: 0.0366, grad_norm: 0.0932 2021-03-16 18:37:35,321 - mmaction - INFO - Epoch [9][1400/1921] lr: 3.000e-04, eta: 0:38:11, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0363, recall@thr=0.5: 0.7336, prec@thr=0.5: 0.8120, recall@top3: 0.8327, prec@top3: 0.6924, recall@top5: 0.9429, prec@top5: 0.4816, loss: 0.0363, grad_norm: 0.0940 2021-03-16 18:37:53,704 - mmaction - INFO - Epoch [9][1420/1921] lr: 3.000e-04, eta: 0:37:52, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0359, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.8023, recall@top3: 0.8237, prec@top3: 0.6668, recall@top5: 0.9371, prec@top5: 0.4664, loss: 0.0359, grad_norm: 0.0910 2021-03-16 18:38:12,057 - mmaction - INFO - Epoch [9][1440/1921] lr: 3.000e-04, eta: 0:37:33, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0359, recall@thr=0.5: 0.7379, prec@thr=0.5: 0.8100, recall@top3: 0.8342, prec@top3: 0.6725, recall@top5: 0.9372, prec@top5: 0.4642, loss: 0.0359, grad_norm: 0.0932 2021-03-16 18:38:30,411 - mmaction - INFO - Epoch [9][1460/1921] lr: 3.000e-04, eta: 0:37:14, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0363, recall@thr=0.5: 0.7376, prec@thr=0.5: 0.7983, recall@top3: 0.8255, prec@top3: 0.6687, recall@top5: 0.9376, prec@top5: 0.4669, loss: 0.0363, grad_norm: 0.0917 2021-03-16 18:38:48,770 - mmaction - INFO - Epoch [9][1480/1921] lr: 3.000e-04, eta: 0:36:55, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7328, prec@thr=0.5: 0.8050, recall@top3: 0.8226, prec@top3: 0.6769, recall@top5: 0.9389, prec@top5: 0.4745, loss: 0.0366, grad_norm: 0.0944 2021-03-16 18:39:07,199 - mmaction - INFO - Epoch [9][1500/1921] lr: 3.000e-04, eta: 0:36:36, time: 0.921, data_time: 0.001, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7299, prec@thr=0.5: 0.8036, recall@top3: 0.8241, prec@top3: 0.6764, recall@top5: 0.9370, prec@top5: 0.4730, loss: 0.0371, grad_norm: 0.0988 2021-03-16 18:39:25,549 - mmaction - INFO - Epoch [9][1520/1921] lr: 3.000e-04, eta: 0:36:18, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0374, recall@thr=0.5: 0.7222, prec@thr=0.5: 0.7896, recall@top3: 0.8219, prec@top3: 0.6686, recall@top5: 0.9376, prec@top5: 0.4684, loss: 0.0374, grad_norm: 0.0950 2021-03-16 18:39:43,934 - mmaction - INFO - Epoch [9][1540/1921] lr: 3.000e-04, eta: 0:35:59, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7331, prec@thr=0.5: 0.7992, recall@top3: 0.8253, prec@top3: 0.6704, recall@top5: 0.9404, prec@top5: 0.4708, loss: 0.0365, grad_norm: 0.0930 2021-03-16 18:40:02,289 - mmaction - INFO - Epoch [9][1560/1921] lr: 3.000e-04, eta: 0:35:40, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0372, recall@thr=0.5: 0.7323, prec@thr=0.5: 0.8003, recall@top3: 0.8247, prec@top3: 0.6746, recall@top5: 0.9366, prec@top5: 0.4714, loss: 0.0372, grad_norm: 0.0955 2021-03-16 18:40:20,688 - mmaction - INFO - Epoch [9][1580/1921] lr: 3.000e-04, eta: 0:35:21, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0359, recall@thr=0.5: 0.7329, prec@thr=0.5: 0.8011, recall@top3: 0.8313, prec@top3: 0.6794, recall@top5: 0.9448, prec@top5: 0.4744, loss: 0.0359, grad_norm: 0.0976 2021-03-16 18:40:39,061 - mmaction - INFO - Epoch [9][1600/1921] lr: 3.000e-04, eta: 0:35:02, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.7983, recall@top3: 0.8247, prec@top3: 0.6655, recall@top5: 0.9385, prec@top5: 0.4642, loss: 0.0367, grad_norm: 0.0962 2021-03-16 18:40:57,438 - mmaction - INFO - Epoch [9][1620/1921] lr: 3.000e-04, eta: 0:34:44, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7400, prec@thr=0.5: 0.8045, recall@top3: 0.8316, prec@top3: 0.6771, recall@top5: 0.9424, prec@top5: 0.4728, loss: 0.0366, grad_norm: 0.0910 2021-03-16 18:41:15,797 - mmaction - INFO - Epoch [9][1640/1921] lr: 3.000e-04, eta: 0:34:25, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0372, recall@thr=0.5: 0.7295, prec@thr=0.5: 0.7986, recall@top3: 0.8292, prec@top3: 0.6673, recall@top5: 0.9364, prec@top5: 0.4633, loss: 0.0372, grad_norm: 0.0963 2021-03-16 18:41:34,183 - mmaction - INFO - Epoch [9][1660/1921] lr: 3.000e-04, eta: 0:34:06, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7314, prec@thr=0.5: 0.8033, recall@top3: 0.8280, prec@top3: 0.6727, recall@top5: 0.9356, prec@top5: 0.4675, loss: 0.0365, grad_norm: 0.0940 2021-03-16 18:41:52,553 - mmaction - INFO - Epoch [9][1680/1921] lr: 3.000e-04, eta: 0:33:47, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0361, recall@thr=0.5: 0.7404, prec@thr=0.5: 0.8031, recall@top3: 0.8285, prec@top3: 0.6742, recall@top5: 0.9399, prec@top5: 0.4704, loss: 0.0361, grad_norm: 0.0927 2021-03-16 18:42:10,899 - mmaction - INFO - Epoch [9][1700/1921] lr: 3.000e-04, eta: 0:33:28, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0358, recall@thr=0.5: 0.7373, prec@thr=0.5: 0.8048, recall@top3: 0.8367, prec@top3: 0.6775, recall@top5: 0.9431, prec@top5: 0.4692, loss: 0.0358, grad_norm: 0.0896 2021-03-16 18:42:29,261 - mmaction - INFO - Epoch [9][1720/1921] lr: 3.000e-04, eta: 0:33:10, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0376, recall@thr=0.5: 0.7161, prec@thr=0.5: 0.7933, recall@top3: 0.8181, prec@top3: 0.6612, recall@top5: 0.9352, prec@top5: 0.4643, loss: 0.0376, grad_norm: 0.0971 2021-03-16 18:42:47,630 - mmaction - INFO - Epoch [9][1740/1921] lr: 3.000e-04, eta: 0:32:51, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0364, recall@thr=0.5: 0.7364, prec@thr=0.5: 0.8009, recall@top3: 0.8271, prec@top3: 0.6716, recall@top5: 0.9402, prec@top5: 0.4686, loss: 0.0364, grad_norm: 0.0927 2021-03-16 18:43:06,019 - mmaction - INFO - Epoch [9][1760/1921] lr: 3.000e-04, eta: 0:32:32, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7239, prec@thr=0.5: 0.7944, recall@top3: 0.8267, prec@top3: 0.6690, recall@top5: 0.9354, prec@top5: 0.4636, loss: 0.0371, grad_norm: 0.0939 2021-03-16 18:43:24,387 - mmaction - INFO - Epoch [9][1780/1921] lr: 3.000e-04, eta: 0:32:13, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0370, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.8036, recall@top3: 0.8236, prec@top3: 0.6681, recall@top5: 0.9357, prec@top5: 0.4669, loss: 0.0370, grad_norm: 0.0932 2021-03-16 18:43:42,742 - mmaction - INFO - Epoch [9][1800/1921] lr: 3.000e-04, eta: 0:31:54, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0361, recall@thr=0.5: 0.7317, prec@thr=0.5: 0.7993, recall@top3: 0.8308, prec@top3: 0.6731, recall@top5: 0.9404, prec@top5: 0.4675, loss: 0.0361, grad_norm: 0.0936 2021-03-16 18:44:01,108 - mmaction - INFO - Epoch [9][1820/1921] lr: 3.000e-04, eta: 0:31:36, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0373, recall@thr=0.5: 0.7273, prec@thr=0.5: 0.8014, recall@top3: 0.8254, prec@top3: 0.6684, recall@top5: 0.9392, prec@top5: 0.4685, loss: 0.0373, grad_norm: 0.0941 2021-03-16 18:44:19,485 - mmaction - INFO - Epoch [9][1840/1921] lr: 3.000e-04, eta: 0:31:17, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0361, recall@thr=0.5: 0.7400, prec@thr=0.5: 0.8100, recall@top3: 0.8298, prec@top3: 0.6807, recall@top5: 0.9386, prec@top5: 0.4728, loss: 0.0361, grad_norm: 0.0903 2021-03-16 18:44:37,863 - mmaction - INFO - Epoch [9][1860/1921] lr: 3.000e-04, eta: 0:30:58, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7318, prec@thr=0.5: 0.8007, recall@top3: 0.8303, prec@top3: 0.6669, recall@top5: 0.9431, prec@top5: 0.4657, loss: 0.0367, grad_norm: 0.0945 2021-03-16 18:44:56,233 - mmaction - INFO - Epoch [9][1880/1921] lr: 3.000e-04, eta: 0:30:39, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0364, recall@thr=0.5: 0.7310, prec@thr=0.5: 0.7967, recall@top3: 0.8233, prec@top3: 0.6739, recall@top5: 0.9421, prec@top5: 0.4734, loss: 0.0364, grad_norm: 0.0954 2021-03-16 18:45:14,582 - mmaction - INFO - Epoch [9][1900/1921] lr: 3.000e-04, eta: 0:30:20, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7248, prec@thr=0.5: 0.7963, recall@top3: 0.8206, prec@top3: 0.6641, recall@top5: 0.9341, prec@top5: 0.4639, loss: 0.0371, grad_norm: 0.0961 2021-03-16 18:45:32,979 - mmaction - INFO - Epoch [9][1920/1921] lr: 3.000e-04, eta: 0:30:02, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0359, recall@thr=0.5: 0.7445, prec@thr=0.5: 0.8108, recall@top3: 0.8318, prec@top3: 0.6813, recall@top5: 0.9411, prec@top5: 0.4737, loss: 0.0359, grad_norm: 0.0932 2021-03-16 18:45:36,254 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-03-16 18:51:08,029 - mmaction - INFO - Evaluating mAP ... 2021-03-16 18:58:50,436 - mmaction - INFO - mAP@0.5IOU 0.2363 2021-03-16 18:58:51,491 - mmaction - INFO - Epoch(val) [9][1921] mAP@0.5IOU: 0.2363 2021-03-16 18:59:46,302 - mmaction - INFO - Epoch [10][20/1921] lr: 3.000e-04, eta: 0:29:46, time: 2.740, data_time: 1.834, memory: 9895, loss_action_cls: 0.0370, recall@thr=0.5: 0.7314, prec@thr=0.5: 0.7995, recall@top3: 0.8227, prec@top3: 0.6731, recall@top5: 0.9445, prec@top5: 0.4731, loss: 0.0370, grad_norm: 0.0923 2021-03-16 19:00:04,558 - mmaction - INFO - Epoch [10][40/1921] lr: 3.000e-04, eta: 0:29:27, time: 0.913, data_time: 0.003, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7373, prec@thr=0.5: 0.8037, recall@top3: 0.8238, prec@top3: 0.6743, recall@top5: 0.9378, prec@top5: 0.4712, loss: 0.0367, grad_norm: 0.0945 2021-03-16 19:00:22,832 - mmaction - INFO - Epoch [10][60/1921] lr: 3.000e-04, eta: 0:29:08, time: 0.914, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.8072, recall@top3: 0.8302, prec@top3: 0.6752, recall@top5: 0.9388, prec@top5: 0.4695, loss: 0.0368, grad_norm: 0.0937 2021-03-16 19:00:41,141 - mmaction - INFO - Epoch [10][80/1921] lr: 3.000e-04, eta: 0:28:49, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0379, recall@thr=0.5: 0.7252, prec@thr=0.5: 0.8007, recall@top3: 0.8222, prec@top3: 0.6717, recall@top5: 0.9361, prec@top5: 0.4706, loss: 0.0379, grad_norm: 0.0958 2021-03-16 19:00:59,482 - mmaction - INFO - Epoch [10][100/1921] lr: 3.000e-04, eta: 0:28:30, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0374, recall@thr=0.5: 0.7236, prec@thr=0.5: 0.7965, recall@top3: 0.8203, prec@top3: 0.6731, recall@top5: 0.9344, prec@top5: 0.4711, loss: 0.0374, grad_norm: 0.0938 2021-03-16 19:01:17,835 - mmaction - INFO - Epoch [10][120/1921] lr: 3.000e-04, eta: 0:28:11, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7282, prec@thr=0.5: 0.8064, recall@top3: 0.8298, prec@top3: 0.6772, recall@top5: 0.9412, prec@top5: 0.4711, loss: 0.0367, grad_norm: 0.0923 2021-03-16 19:01:36,155 - mmaction - INFO - Epoch [10][140/1921] lr: 3.000e-04, eta: 0:27:53, time: 0.916, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7284, prec@thr=0.5: 0.7972, recall@top3: 0.8260, prec@top3: 0.6731, recall@top5: 0.9378, prec@top5: 0.4696, loss: 0.0368, grad_norm: 0.0948 2021-03-16 19:01:54,527 - mmaction - INFO - Epoch [10][160/1921] lr: 3.000e-04, eta: 0:27:34, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0355, recall@thr=0.5: 0.7400, prec@thr=0.5: 0.8084, recall@top3: 0.8374, prec@top3: 0.6741, recall@top5: 0.9423, prec@top5: 0.4664, loss: 0.0355, grad_norm: 0.0929 2021-03-16 19:02:12,913 - mmaction - INFO - Epoch [10][180/1921] lr: 3.000e-04, eta: 0:27:15, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7327, prec@thr=0.5: 0.8050, recall@top3: 0.8271, prec@top3: 0.6735, recall@top5: 0.9375, prec@top5: 0.4690, loss: 0.0371, grad_norm: 0.0932 2021-03-16 19:02:31,281 - mmaction - INFO - Epoch [10][200/1921] lr: 3.000e-04, eta: 0:26:56, time: 0.918, data_time: 0.000, memory: 9895, loss_action_cls: 0.0372, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.7966, recall@top3: 0.8244, prec@top3: 0.6736, recall@top5: 0.9347, prec@top5: 0.4680, loss: 0.0372, grad_norm: 0.0913 2021-03-16 19:02:49,662 - mmaction - INFO - Epoch [10][220/1921] lr: 3.000e-04, eta: 0:26:37, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0363, recall@thr=0.5: 0.7407, prec@thr=0.5: 0.8060, recall@top3: 0.8308, prec@top3: 0.6775, recall@top5: 0.9399, prec@top5: 0.4707, loss: 0.0363, grad_norm: 0.0941 2021-03-16 19:03:08,053 - mmaction - INFO - Epoch [10][240/1921] lr: 3.000e-04, eta: 0:26:19, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0361, recall@thr=0.5: 0.7357, prec@thr=0.5: 0.8005, recall@top3: 0.8333, prec@top3: 0.6778, recall@top5: 0.9401, prec@top5: 0.4705, loss: 0.0361, grad_norm: 0.0938 2021-03-16 19:03:26,444 - mmaction - INFO - Epoch [10][260/1921] lr: 3.000e-04, eta: 0:26:00, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0373, recall@thr=0.5: 0.7255, prec@thr=0.5: 0.7946, recall@top3: 0.8221, prec@top3: 0.6624, recall@top5: 0.9379, prec@top5: 0.4648, loss: 0.0373, grad_norm: 0.0947 2021-03-16 19:03:44,798 - mmaction - INFO - Epoch [10][280/1921] lr: 3.000e-04, eta: 0:25:41, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0361, recall@thr=0.5: 0.7322, prec@thr=0.5: 0.8048, recall@top3: 0.8276, prec@top3: 0.6768, recall@top5: 0.9404, prec@top5: 0.4719, loss: 0.0361, grad_norm: 0.0934 2021-03-16 19:04:03,198 - mmaction - INFO - Epoch [10][300/1921] lr: 3.000e-04, eta: 0:25:22, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0363, recall@thr=0.5: 0.7292, prec@thr=0.5: 0.7992, recall@top3: 0.8242, prec@top3: 0.6730, recall@top5: 0.9360, prec@top5: 0.4710, loss: 0.0363, grad_norm: 0.0894 2021-03-16 19:04:21,558 - mmaction - INFO - Epoch [10][320/1921] lr: 3.000e-04, eta: 0:25:03, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0364, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.8031, recall@top3: 0.8280, prec@top3: 0.6808, recall@top5: 0.9397, prec@top5: 0.4755, loss: 0.0364, grad_norm: 0.0907 2021-03-16 19:04:39,909 - mmaction - INFO - Epoch [10][340/1921] lr: 3.000e-04, eta: 0:24:44, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0370, recall@thr=0.5: 0.7272, prec@thr=0.5: 0.8071, recall@top3: 0.8209, prec@top3: 0.6699, recall@top5: 0.9394, prec@top5: 0.4718, loss: 0.0370, grad_norm: 0.0942 2021-03-16 19:04:58,267 - mmaction - INFO - Epoch [10][360/1921] lr: 3.000e-04, eta: 0:24:26, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0380, recall@thr=0.5: 0.7244, prec@thr=0.5: 0.7930, recall@top3: 0.8148, prec@top3: 0.6671, recall@top5: 0.9329, prec@top5: 0.4703, loss: 0.0380, grad_norm: 0.0938 2021-03-16 19:05:16,611 - mmaction - INFO - Epoch [10][380/1921] lr: 3.000e-04, eta: 0:24:07, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0363, recall@thr=0.5: 0.7343, prec@thr=0.5: 0.8022, recall@top3: 0.8336, prec@top3: 0.6727, recall@top5: 0.9419, prec@top5: 0.4685, loss: 0.0363, grad_norm: 0.0943 2021-03-16 19:05:35,000 - mmaction - INFO - Epoch [10][400/1921] lr: 3.000e-04, eta: 0:23:48, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7303, prec@thr=0.5: 0.7984, recall@top3: 0.8257, prec@top3: 0.6702, recall@top5: 0.9359, prec@top5: 0.4670, loss: 0.0371, grad_norm: 0.0945 2021-03-16 19:05:53,366 - mmaction - INFO - Epoch [10][420/1921] lr: 3.000e-04, eta: 0:23:29, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0380, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7938, recall@top3: 0.8215, prec@top3: 0.6719, recall@top5: 0.9366, prec@top5: 0.4706, loss: 0.0380, grad_norm: 0.0964 2021-03-16 19:06:11,740 - mmaction - INFO - Epoch [10][440/1921] lr: 3.000e-04, eta: 0:23:10, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.8047, recall@top3: 0.8270, prec@top3: 0.6728, recall@top5: 0.9388, prec@top5: 0.4705, loss: 0.0369, grad_norm: 0.0947 2021-03-16 19:06:30,107 - mmaction - INFO - Epoch [10][460/1921] lr: 3.000e-04, eta: 0:22:51, time: 0.918, data_time: 0.000, memory: 9895, loss_action_cls: 0.0370, recall@thr=0.5: 0.7309, prec@thr=0.5: 0.8112, recall@top3: 0.8241, prec@top3: 0.6837, recall@top5: 0.9358, prec@top5: 0.4769, loss: 0.0370, grad_norm: 0.0941 2021-03-16 19:06:48,494 - mmaction - INFO - Epoch [10][480/1921] lr: 3.000e-04, eta: 0:22:33, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0370, recall@thr=0.5: 0.7381, prec@thr=0.5: 0.8027, recall@top3: 0.8289, prec@top3: 0.6805, recall@top5: 0.9376, prec@top5: 0.4732, loss: 0.0370, grad_norm: 0.0918 2021-03-16 19:07:06,865 - mmaction - INFO - Epoch [10][500/1921] lr: 3.000e-04, eta: 0:22:14, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0377, recall@thr=0.5: 0.7248, prec@thr=0.5: 0.8024, recall@top3: 0.8210, prec@top3: 0.6667, recall@top5: 0.9358, prec@top5: 0.4675, loss: 0.0377, grad_norm: 0.0922 2021-03-16 19:07:25,240 - mmaction - INFO - Epoch [10][520/1921] lr: 3.000e-04, eta: 0:21:55, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7313, prec@thr=0.5: 0.8025, recall@top3: 0.8264, prec@top3: 0.6750, recall@top5: 0.9371, prec@top5: 0.4719, loss: 0.0371, grad_norm: 0.0939 2021-03-16 19:07:43,625 - mmaction - INFO - Epoch [10][540/1921] lr: 3.000e-04, eta: 0:21:36, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0374, recall@thr=0.5: 0.7285, prec@thr=0.5: 0.7949, recall@top3: 0.8262, prec@top3: 0.6687, recall@top5: 0.9363, prec@top5: 0.4655, loss: 0.0374, grad_norm: 0.0942 2021-03-16 19:08:02,017 - mmaction - INFO - Epoch [10][560/1921] lr: 3.000e-04, eta: 0:21:17, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.8090, recall@top3: 0.8280, prec@top3: 0.6808, recall@top5: 0.9405, prec@top5: 0.4756, loss: 0.0366, grad_norm: 0.0939 2021-03-16 19:08:20,399 - mmaction - INFO - Epoch [10][580/1921] lr: 3.000e-04, eta: 0:20:59, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0377, recall@thr=0.5: 0.7313, prec@thr=0.5: 0.7968, recall@top3: 0.8215, prec@top3: 0.6671, recall@top5: 0.9354, prec@top5: 0.4660, loss: 0.0377, grad_norm: 0.0961 2021-03-16 19:08:38,762 - mmaction - INFO - Epoch [10][600/1921] lr: 3.000e-04, eta: 0:20:40, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0363, recall@thr=0.5: 0.7350, prec@thr=0.5: 0.8065, recall@top3: 0.8308, prec@top3: 0.6798, recall@top5: 0.9414, prec@top5: 0.4747, loss: 0.0363, grad_norm: 0.0948 2021-03-16 19:08:57,136 - mmaction - INFO - Epoch [10][620/1921] lr: 3.000e-04, eta: 0:20:21, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0375, recall@thr=0.5: 0.7306, prec@thr=0.5: 0.8067, recall@top3: 0.8232, prec@top3: 0.6822, recall@top5: 0.9396, prec@top5: 0.4783, loss: 0.0375, grad_norm: 0.0931 2021-03-16 19:09:15,530 - mmaction - INFO - Epoch [10][640/1921] lr: 3.000e-04, eta: 0:20:02, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0372, recall@thr=0.5: 0.7296, prec@thr=0.5: 0.7956, recall@top3: 0.8244, prec@top3: 0.6668, recall@top5: 0.9377, prec@top5: 0.4660, loss: 0.0372, grad_norm: 0.0933 2021-03-16 19:09:33,896 - mmaction - INFO - Epoch [10][660/1921] lr: 3.000e-04, eta: 0:19:43, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0367, recall@thr=0.5: 0.7410, prec@thr=0.5: 0.8006, recall@top3: 0.8281, prec@top3: 0.6663, recall@top5: 0.9373, prec@top5: 0.4639, loss: 0.0367, grad_norm: 0.0942 2021-03-16 19:09:52,252 - mmaction - INFO - Epoch [10][680/1921] lr: 3.000e-04, eta: 0:19:25, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0363, recall@thr=0.5: 0.7307, prec@thr=0.5: 0.8092, recall@top3: 0.8261, prec@top3: 0.6773, recall@top5: 0.9416, prec@top5: 0.4739, loss: 0.0363, grad_norm: 0.0924 2021-03-16 19:10:10,636 - mmaction - INFO - Epoch [10][700/1921] lr: 3.000e-04, eta: 0:19:06, time: 0.919, data_time: 0.000, memory: 9895, loss_action_cls: 0.0364, recall@thr=0.5: 0.7327, prec@thr=0.5: 0.8026, recall@top3: 0.8281, prec@top3: 0.6681, recall@top5: 0.9417, prec@top5: 0.4674, loss: 0.0364, grad_norm: 0.0935 2021-03-16 19:10:29,021 - mmaction - INFO - Epoch [10][720/1921] lr: 3.000e-04, eta: 0:18:47, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7387, prec@thr=0.5: 0.8037, recall@top3: 0.8336, prec@top3: 0.6767, recall@top5: 0.9385, prec@top5: 0.4683, loss: 0.0368, grad_norm: 0.0893 2021-03-16 19:10:47,394 - mmaction - INFO - Epoch [10][740/1921] lr: 3.000e-04, eta: 0:18:28, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0375, recall@thr=0.5: 0.7334, prec@thr=0.5: 0.7996, recall@top3: 0.8247, prec@top3: 0.6726, recall@top5: 0.9405, prec@top5: 0.4711, loss: 0.0375, grad_norm: 0.0939 2021-03-16 19:11:05,751 - mmaction - INFO - Epoch [10][760/1921] lr: 3.000e-04, eta: 0:18:09, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0358, recall@thr=0.5: 0.7359, prec@thr=0.5: 0.8047, recall@top3: 0.8297, prec@top3: 0.6732, recall@top5: 0.9442, prec@top5: 0.4708, loss: 0.0358, grad_norm: 0.0914 2021-03-16 19:11:24,115 - mmaction - INFO - Epoch [10][780/1921] lr: 3.000e-04, eta: 0:17:51, time: 0.918, data_time: 0.000, memory: 9895, loss_action_cls: 0.0362, recall@thr=0.5: 0.7342, prec@thr=0.5: 0.8005, recall@top3: 0.8277, prec@top3: 0.6647, recall@top5: 0.9388, prec@top5: 0.4640, loss: 0.0362, grad_norm: 0.0951 2021-03-16 19:11:42,495 - mmaction - INFO - Epoch [10][800/1921] lr: 3.000e-04, eta: 0:17:32, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7329, prec@thr=0.5: 0.8012, recall@top3: 0.8245, prec@top3: 0.6698, recall@top5: 0.9392, prec@top5: 0.4672, loss: 0.0365, grad_norm: 0.0939 2021-03-16 19:12:00,850 - mmaction - INFO - Epoch [10][820/1921] lr: 3.000e-04, eta: 0:17:13, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0364, recall@thr=0.5: 0.7293, prec@thr=0.5: 0.8045, recall@top3: 0.8244, prec@top3: 0.6757, recall@top5: 0.9391, prec@top5: 0.4716, loss: 0.0364, grad_norm: 0.0954 2021-03-16 19:12:19,205 - mmaction - INFO - Epoch [10][840/1921] lr: 3.000e-04, eta: 0:16:54, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.7958, recall@top3: 0.8237, prec@top3: 0.6681, recall@top5: 0.9364, prec@top5: 0.4681, loss: 0.0371, grad_norm: 0.0949 2021-03-16 19:12:37,609 - mmaction - INFO - Epoch [10][860/1921] lr: 3.000e-04, eta: 0:16:35, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7458, prec@thr=0.5: 0.8037, recall@top3: 0.8325, prec@top3: 0.6688, recall@top5: 0.9423, prec@top5: 0.4661, loss: 0.0366, grad_norm: 0.0926 2021-03-16 19:12:55,981 - mmaction - INFO - Epoch [10][880/1921] lr: 3.000e-04, eta: 0:16:17, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0361, recall@thr=0.5: 0.7377, prec@thr=0.5: 0.8052, recall@top3: 0.8282, prec@top3: 0.6681, recall@top5: 0.9390, prec@top5: 0.4665, loss: 0.0361, grad_norm: 0.0925 2021-03-16 19:13:14,390 - mmaction - INFO - Epoch [10][900/1921] lr: 3.000e-04, eta: 0:15:58, time: 0.921, data_time: 0.001, memory: 9895, loss_action_cls: 0.0375, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.7997, recall@top3: 0.8254, prec@top3: 0.6786, recall@top5: 0.9377, prec@top5: 0.4740, loss: 0.0375, grad_norm: 0.0953 2021-03-16 19:13:32,760 - mmaction - INFO - Epoch [10][920/1921] lr: 3.000e-04, eta: 0:15:39, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0376, recall@thr=0.5: 0.7254, prec@thr=0.5: 0.7959, recall@top3: 0.8207, prec@top3: 0.6669, recall@top5: 0.9346, prec@top5: 0.4677, loss: 0.0376, grad_norm: 0.0929 2021-03-16 19:13:51,738 - mmaction - INFO - Epoch [10][940/1921] lr: 3.000e-04, eta: 0:15:20, time: 0.949, data_time: 0.032, memory: 9895, loss_action_cls: 0.0361, recall@thr=0.5: 0.7388, prec@thr=0.5: 0.8039, recall@top3: 0.8289, prec@top3: 0.6728, recall@top5: 0.9397, prec@top5: 0.4692, loss: 0.0361, grad_norm: 0.0921 2021-03-16 19:14:10,096 - mmaction - INFO - Epoch [10][960/1921] lr: 3.000e-04, eta: 0:15:01, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0360, recall@thr=0.5: 0.7433, prec@thr=0.5: 0.8078, recall@top3: 0.8320, prec@top3: 0.6756, recall@top5: 0.9394, prec@top5: 0.4696, loss: 0.0360, grad_norm: 0.0946 2021-03-16 19:14:28,484 - mmaction - INFO - Epoch [10][980/1921] lr: 3.000e-04, eta: 0:14:43, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0370, recall@thr=0.5: 0.7306, prec@thr=0.5: 0.8051, recall@top3: 0.8271, prec@top3: 0.6742, recall@top5: 0.9406, prec@top5: 0.4713, loss: 0.0370, grad_norm: 0.0946 2021-03-16 19:14:46,861 - mmaction - INFO - Epoch [10][1000/1921] lr: 3.000e-04, eta: 0:14:24, time: 0.919, data_time: 0.000, memory: 9895, loss_action_cls: 0.0358, recall@thr=0.5: 0.7372, prec@thr=0.5: 0.8037, recall@top3: 0.8392, prec@top3: 0.6784, recall@top5: 0.9445, prec@top5: 0.4702, loss: 0.0358, grad_norm: 0.0955 2021-03-16 19:15:05,247 - mmaction - INFO - Epoch [10][1020/1921] lr: 3.000e-04, eta: 0:14:05, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0372, recall@thr=0.5: 0.7292, prec@thr=0.5: 0.7987, recall@top3: 0.8267, prec@top3: 0.6724, recall@top5: 0.9327, prec@top5: 0.4662, loss: 0.0372, grad_norm: 0.0928 2021-03-16 19:15:23,644 - mmaction - INFO - Epoch [10][1040/1921] lr: 3.000e-04, eta: 0:13:46, time: 0.920, data_time: 0.000, memory: 9895, loss_action_cls: 0.0359, recall@thr=0.5: 0.7424, prec@thr=0.5: 0.8141, recall@top3: 0.8301, prec@top3: 0.6779, recall@top5: 0.9404, prec@top5: 0.4730, loss: 0.0359, grad_norm: 0.0908 2021-03-16 19:15:42,001 - mmaction - INFO - Epoch [10][1060/1921] lr: 3.000e-04, eta: 0:13:27, time: 0.918, data_time: 0.000, memory: 9895, loss_action_cls: 0.0362, recall@thr=0.5: 0.7360, prec@thr=0.5: 0.8010, recall@top3: 0.8313, prec@top3: 0.6637, recall@top5: 0.9391, prec@top5: 0.4608, loss: 0.0362, grad_norm: 0.0946 2021-03-16 19:16:00,346 - mmaction - INFO - Epoch [10][1080/1921] lr: 3.000e-04, eta: 0:13:09, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0379, recall@thr=0.5: 0.7297, prec@thr=0.5: 0.7968, recall@top3: 0.8240, prec@top3: 0.6700, recall@top5: 0.9351, prec@top5: 0.4669, loss: 0.0379, grad_norm: 0.0915 2021-03-16 19:16:18,728 - mmaction - INFO - Epoch [10][1100/1921] lr: 3.000e-04, eta: 0:12:50, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7310, prec@thr=0.5: 0.8014, recall@top3: 0.8220, prec@top3: 0.6714, recall@top5: 0.9372, prec@top5: 0.4697, loss: 0.0368, grad_norm: 0.0934 2021-03-16 19:16:37,101 - mmaction - INFO - Epoch [10][1120/1921] lr: 3.000e-04, eta: 0:12:31, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0372, recall@thr=0.5: 0.7335, prec@thr=0.5: 0.8031, recall@top3: 0.8193, prec@top3: 0.6650, recall@top5: 0.9356, prec@top5: 0.4664, loss: 0.0372, grad_norm: 0.0934 2021-03-16 19:16:55,470 - mmaction - INFO - Epoch [10][1140/1921] lr: 3.000e-04, eta: 0:12:12, time: 0.918, data_time: 0.000, memory: 9895, loss_action_cls: 0.0372, recall@thr=0.5: 0.7282, prec@thr=0.5: 0.8065, recall@top3: 0.8218, prec@top3: 0.6691, recall@top5: 0.9343, prec@top5: 0.4682, loss: 0.0372, grad_norm: 0.0916 2021-03-16 19:17:13,837 - mmaction - INFO - Epoch [10][1160/1921] lr: 3.000e-04, eta: 0:11:54, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0364, recall@thr=0.5: 0.7328, prec@thr=0.5: 0.7993, recall@top3: 0.8271, prec@top3: 0.6772, recall@top5: 0.9375, prec@top5: 0.4704, loss: 0.0364, grad_norm: 0.0956 2021-03-16 19:17:32,193 - mmaction - INFO - Epoch [10][1180/1921] lr: 3.000e-04, eta: 0:11:35, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7234, prec@thr=0.5: 0.7915, recall@top3: 0.8226, prec@top3: 0.6698, recall@top5: 0.9382, prec@top5: 0.4700, loss: 0.0371, grad_norm: 0.0928 2021-03-16 19:17:50,554 - mmaction - INFO - Epoch [10][1200/1921] lr: 3.000e-04, eta: 0:11:16, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0352, recall@thr=0.5: 0.7400, prec@thr=0.5: 0.8074, recall@top3: 0.8367, prec@top3: 0.6731, recall@top5: 0.9438, prec@top5: 0.4662, loss: 0.0352, grad_norm: 0.0915 2021-03-16 19:18:08,959 - mmaction - INFO - Epoch [10][1220/1921] lr: 3.000e-04, eta: 0:10:57, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0370, recall@thr=0.5: 0.7323, prec@thr=0.5: 0.8037, recall@top3: 0.8239, prec@top3: 0.6740, recall@top5: 0.9369, prec@top5: 0.4708, loss: 0.0370, grad_norm: 0.0939 2021-03-16 19:18:27,334 - mmaction - INFO - Epoch [10][1240/1921] lr: 3.000e-04, eta: 0:10:38, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7328, prec@thr=0.5: 0.8013, recall@top3: 0.8259, prec@top3: 0.6788, recall@top5: 0.9386, prec@top5: 0.4730, loss: 0.0368, grad_norm: 0.0941 2021-03-16 19:18:45,688 - mmaction - INFO - Epoch [10][1260/1921] lr: 3.000e-04, eta: 0:10:20, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0353, recall@thr=0.5: 0.7360, prec@thr=0.5: 0.8164, recall@top3: 0.8370, prec@top3: 0.6817, recall@top5: 0.9407, prec@top5: 0.4717, loss: 0.0353, grad_norm: 0.0936 2021-03-16 19:19:04,056 - mmaction - INFO - Epoch [10][1280/1921] lr: 3.000e-04, eta: 0:10:01, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0363, recall@thr=0.5: 0.7416, prec@thr=0.5: 0.8040, recall@top3: 0.8305, prec@top3: 0.6738, recall@top5: 0.9430, prec@top5: 0.4711, loss: 0.0363, grad_norm: 0.0926 2021-03-16 19:19:22,444 - mmaction - INFO - Epoch [10][1300/1921] lr: 3.000e-04, eta: 0:09:42, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0372, recall@thr=0.5: 0.7288, prec@thr=0.5: 0.7970, recall@top3: 0.8259, prec@top3: 0.6626, recall@top5: 0.9376, prec@top5: 0.4630, loss: 0.0372, grad_norm: 0.0914 2021-03-16 19:19:40,803 - mmaction - INFO - Epoch [10][1320/1921] lr: 3.000e-04, eta: 0:09:23, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0360, recall@thr=0.5: 0.7268, prec@thr=0.5: 0.8001, recall@top3: 0.8275, prec@top3: 0.6743, recall@top5: 0.9406, prec@top5: 0.4706, loss: 0.0360, grad_norm: 0.0943 2021-03-16 19:19:59,155 - mmaction - INFO - Epoch [10][1340/1921] lr: 3.000e-04, eta: 0:09:05, time: 0.918, data_time: 0.000, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7332, prec@thr=0.5: 0.8024, recall@top3: 0.8243, prec@top3: 0.6693, recall@top5: 0.9397, prec@top5: 0.4691, loss: 0.0366, grad_norm: 0.0950 2021-03-16 19:20:17,540 - mmaction - INFO - Epoch [10][1360/1921] lr: 3.000e-04, eta: 0:08:46, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0372, recall@thr=0.5: 0.7239, prec@thr=0.5: 0.8012, recall@top3: 0.8262, prec@top3: 0.6759, recall@top5: 0.9394, prec@top5: 0.4723, loss: 0.0372, grad_norm: 0.0931 2021-03-16 19:20:35,920 - mmaction - INFO - Epoch [10][1380/1921] lr: 3.000e-04, eta: 0:08:27, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.8046, recall@top3: 0.8286, prec@top3: 0.6774, recall@top5: 0.9426, prec@top5: 0.4733, loss: 0.0371, grad_norm: 0.0962 2021-03-16 19:20:54,320 - mmaction - INFO - Epoch [10][1400/1921] lr: 3.000e-04, eta: 0:08:08, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7391, prec@thr=0.5: 0.8068, recall@top3: 0.8201, prec@top3: 0.6764, recall@top5: 0.9331, prec@top5: 0.4726, loss: 0.0365, grad_norm: 0.0947 2021-03-16 19:21:12,694 - mmaction - INFO - Epoch [10][1420/1921] lr: 3.000e-04, eta: 0:07:49, time: 0.919, data_time: 0.000, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7292, prec@thr=0.5: 0.8062, recall@top3: 0.8253, prec@top3: 0.6710, recall@top5: 0.9357, prec@top5: 0.4675, loss: 0.0365, grad_norm: 0.0925 2021-03-16 19:21:31,064 - mmaction - INFO - Epoch [10][1440/1921] lr: 3.000e-04, eta: 0:07:31, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7277, prec@thr=0.5: 0.7978, recall@top3: 0.8258, prec@top3: 0.6718, recall@top5: 0.9349, prec@top5: 0.4666, loss: 0.0371, grad_norm: 0.0970 2021-03-16 19:21:49,407 - mmaction - INFO - Epoch [10][1460/1921] lr: 3.000e-04, eta: 0:07:12, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0374, recall@thr=0.5: 0.7306, prec@thr=0.5: 0.7999, recall@top3: 0.8245, prec@top3: 0.6690, recall@top5: 0.9364, prec@top5: 0.4659, loss: 0.0374, grad_norm: 0.0949 2021-03-16 19:22:07,779 - mmaction - INFO - Epoch [10][1480/1921] lr: 3.000e-04, eta: 0:06:53, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0360, recall@thr=0.5: 0.7358, prec@thr=0.5: 0.7997, recall@top3: 0.8281, prec@top3: 0.6674, recall@top5: 0.9424, prec@top5: 0.4672, loss: 0.0360, grad_norm: 0.0939 2021-03-16 19:22:26,133 - mmaction - INFO - Epoch [10][1500/1921] lr: 3.000e-04, eta: 0:06:34, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0364, recall@thr=0.5: 0.7416, prec@thr=0.5: 0.8060, recall@top3: 0.8342, prec@top3: 0.6735, recall@top5: 0.9362, prec@top5: 0.4653, loss: 0.0364, grad_norm: 0.0930 2021-03-16 19:22:44,519 - mmaction - INFO - Epoch [10][1520/1921] lr: 3.000e-04, eta: 0:06:16, time: 0.919, data_time: 0.000, memory: 9895, loss_action_cls: 0.0360, recall@thr=0.5: 0.7348, prec@thr=0.5: 0.7975, recall@top3: 0.8337, prec@top3: 0.6690, recall@top5: 0.9394, prec@top5: 0.4628, loss: 0.0360, grad_norm: 0.0899 2021-03-16 19:23:02,865 - mmaction - INFO - Epoch [10][1540/1921] lr: 3.000e-04, eta: 0:05:57, time: 0.917, data_time: 0.000, memory: 9895, loss_action_cls: 0.0365, recall@thr=0.5: 0.7310, prec@thr=0.5: 0.8015, recall@top3: 0.8274, prec@top3: 0.6697, recall@top5: 0.9379, prec@top5: 0.4653, loss: 0.0365, grad_norm: 0.0930 2021-03-16 19:23:21,246 - mmaction - INFO - Epoch [10][1560/1921] lr: 3.000e-04, eta: 0:05:38, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0368, recall@thr=0.5: 0.7293, prec@thr=0.5: 0.7954, recall@top3: 0.8200, prec@top3: 0.6689, recall@top5: 0.9395, prec@top5: 0.4714, loss: 0.0368, grad_norm: 0.0933 2021-03-16 19:23:39,588 - mmaction - INFO - Epoch [10][1580/1921] lr: 3.000e-04, eta: 0:05:19, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0376, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7940, recall@top3: 0.8197, prec@top3: 0.6633, recall@top5: 0.9349, prec@top5: 0.4654, loss: 0.0376, grad_norm: 0.0994 2021-03-16 19:23:57,945 - mmaction - INFO - Epoch [10][1600/1921] lr: 3.000e-04, eta: 0:05:01, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7356, prec@thr=0.5: 0.8049, recall@top3: 0.8269, prec@top3: 0.6781, recall@top5: 0.9360, prec@top5: 0.4709, loss: 0.0371, grad_norm: 0.0899 2021-03-16 19:24:16,307 - mmaction - INFO - Epoch [10][1620/1921] lr: 3.000e-04, eta: 0:04:42, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7299, prec@thr=0.5: 0.8002, recall@top3: 0.8257, prec@top3: 0.6604, recall@top5: 0.9405, prec@top5: 0.4632, loss: 0.0371, grad_norm: 0.0920 2021-03-16 19:24:34,661 - mmaction - INFO - Epoch [10][1640/1921] lr: 3.000e-04, eta: 0:04:23, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7325, prec@thr=0.5: 0.8025, recall@top3: 0.8288, prec@top3: 0.6735, recall@top5: 0.9383, prec@top5: 0.4679, loss: 0.0369, grad_norm: 0.0911 2021-03-16 19:24:53,057 - mmaction - INFO - Epoch [10][1660/1921] lr: 3.000e-04, eta: 0:04:04, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7312, prec@thr=0.5: 0.8005, recall@top3: 0.8266, prec@top3: 0.6748, recall@top5: 0.9391, prec@top5: 0.4711, loss: 0.0366, grad_norm: 0.0917 2021-03-16 19:25:11,393 - mmaction - INFO - Epoch [10][1680/1921] lr: 3.000e-04, eta: 0:03:46, time: 0.917, data_time: 0.001, memory: 9895, loss_action_cls: 0.0372, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.7971, recall@top3: 0.8220, prec@top3: 0.6721, recall@top5: 0.9402, prec@top5: 0.4727, loss: 0.0372, grad_norm: 0.0949 2021-03-16 19:25:29,761 - mmaction - INFO - Epoch [10][1700/1921] lr: 3.000e-04, eta: 0:03:27, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0354, recall@thr=0.5: 0.7423, prec@thr=0.5: 0.8135, recall@top3: 0.8358, prec@top3: 0.6785, recall@top5: 0.9438, prec@top5: 0.4717, loss: 0.0354, grad_norm: 0.0896 2021-03-16 19:25:48,129 - mmaction - INFO - Epoch [10][1720/1921] lr: 3.000e-04, eta: 0:03:08, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.7935, recall@top3: 0.8255, prec@top3: 0.6699, recall@top5: 0.9405, prec@top5: 0.4687, loss: 0.0369, grad_norm: 0.0956 2021-03-16 19:26:06,493 - mmaction - INFO - Epoch [10][1740/1921] lr: 3.000e-04, eta: 0:02:49, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7353, prec@thr=0.5: 0.7979, recall@top3: 0.8252, prec@top3: 0.6771, recall@top5: 0.9407, prec@top5: 0.4751, loss: 0.0366, grad_norm: 0.0941 2021-03-16 19:26:24,860 - mmaction - INFO - Epoch [10][1760/1921] lr: 3.000e-04, eta: 0:02:30, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0375, recall@thr=0.5: 0.7294, prec@thr=0.5: 0.7953, recall@top3: 0.8204, prec@top3: 0.6601, recall@top5: 0.9347, prec@top5: 0.4622, loss: 0.0375, grad_norm: 0.0964 2021-03-16 19:26:43,267 - mmaction - INFO - Epoch [10][1780/1921] lr: 3.000e-04, eta: 0:02:12, time: 0.920, data_time: 0.001, memory: 9895, loss_action_cls: 0.0363, recall@thr=0.5: 0.7427, prec@thr=0.5: 0.8070, recall@top3: 0.8298, prec@top3: 0.6742, recall@top5: 0.9402, prec@top5: 0.4692, loss: 0.0363, grad_norm: 0.0928 2021-03-16 19:27:01,638 - mmaction - INFO - Epoch [10][1800/1921] lr: 3.000e-04, eta: 0:01:53, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0369, recall@thr=0.5: 0.7274, prec@thr=0.5: 0.7990, recall@top3: 0.8239, prec@top3: 0.6684, recall@top5: 0.9416, prec@top5: 0.4684, loss: 0.0369, grad_norm: 0.0927 2021-03-16 19:27:20,006 - mmaction - INFO - Epoch [10][1820/1921] lr: 3.000e-04, eta: 0:01:34, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0375, recall@thr=0.5: 0.7250, prec@thr=0.5: 0.8024, recall@top3: 0.8205, prec@top3: 0.6695, recall@top5: 0.9357, prec@top5: 0.4687, loss: 0.0375, grad_norm: 0.0946 2021-03-16 19:27:38,385 - mmaction - INFO - Epoch [10][1840/1921] lr: 3.000e-04, eta: 0:01:15, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0366, recall@thr=0.5: 0.7274, prec@thr=0.5: 0.8031, recall@top3: 0.8289, prec@top3: 0.6741, recall@top5: 0.9370, prec@top5: 0.4691, loss: 0.0366, grad_norm: 0.0917 2021-03-16 19:27:56,750 - mmaction - INFO - Epoch [10][1860/1921] lr: 3.000e-04, eta: 0:00:57, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0362, recall@thr=0.5: 0.7327, prec@thr=0.5: 0.7958, recall@top3: 0.8280, prec@top3: 0.6624, recall@top5: 0.9429, prec@top5: 0.4624, loss: 0.0362, grad_norm: 0.0959 2021-03-16 19:28:15,122 - mmaction - INFO - Epoch [10][1880/1921] lr: 3.000e-04, eta: 0:00:38, time: 0.919, data_time: 0.001, memory: 9895, loss_action_cls: 0.0371, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7955, recall@top3: 0.8237, prec@top3: 0.6724, recall@top5: 0.9373, prec@top5: 0.4705, loss: 0.0371, grad_norm: 0.0949 2021-03-16 19:28:33,482 - mmaction - INFO - Epoch [10][1900/1921] lr: 3.000e-04, eta: 0:00:19, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0381, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.7954, recall@top3: 0.8220, prec@top3: 0.6679, recall@top5: 0.9377, prec@top5: 0.4683, loss: 0.0381, grad_norm: 0.0971 2021-03-16 19:28:51,845 - mmaction - INFO - Epoch [10][1920/1921] lr: 3.000e-04, eta: 0:00:00, time: 0.918, data_time: 0.001, memory: 9895, loss_action_cls: 0.0359, recall@thr=0.5: 0.7384, prec@thr=0.5: 0.8026, recall@top3: 0.8322, prec@top3: 0.6702, recall@top5: 0.9386, prec@top5: 0.4641, loss: 0.0359, grad_norm: 0.0960 2021-03-16 19:28:55,116 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-03-16 19:34:24,762 - mmaction - INFO - Evaluating mAP ... 2021-03-16 19:41:30,352 - mmaction - INFO - mAP@0.5IOU 0.2377 2021-03-16 19:41:31,394 - mmaction - INFO - Epoch(val) [10][1921] mAP@0.5IOU: 0.2377